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2025-10-22 16:25:29 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-10-22 16:25:31,871 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-22 16:25:32,238 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251014  ...   85820      84900      CU
1        1      CU2511  20251014  ...   85710      84810      CU
2        2      CU2512  20251014  ...   85690      84890      CU
3        3      CU2601  20251014  ...   85610      84840      CU
4        4      CU2602  20251014  ...   85570      84840      CU
5        5      CU2603  20251014  ...   85750      85000      CU
6        6      CU2604  20251014  ...   85680      85080      CU
7        7      CU2605  20251014  ...   85680      85420      CU
8        8      CU2606  20251014  ...   85390      84990      CU
9        9      CU2607  20251014  ...   84950      85020      CU
10      10      CU2608  20251014  ...   85220      85030      CU
11      11      CU2609  20251014  ...   85270      84920      CU
12      12      BC2510  20251014  ...   75040      75030      BC
13      13      BC2511  20251014  ...   76190      75420      BC
14      14      BC2512  20251014  ...   76240      75700      BC
15      15      BC2601  20251014  ...   76860      75730      BC
16      16      BC2602  20251014  ...   75800      76660      BC
17      17      BC2603  20251014  ...   75800      76740      BC
18      18      BC2604  20251014  ...   76520      76740      BC
19      19      BC2605  20251014  ...   75900      75900      BC
20      20      BC2606  20251014  ...   75880      75880      BC
21      21      BC2607  20251014  ...   76570      76850      BC
22      22      BC2608  20251014  ...   75800      75800      BC
23      23      BC2609  20251014  ...   76130      76130      BC
24      24      AL2510  20251014  ...   20905      20855      AL
25      25      AL2511  20251014  ...   20930      20860      AL
26      26      AL2512  20251014  ...   20945      20870      AL
27      27      AL2601  20251014  ...   20950      20865      AL
28      28      AL2602  20251014  ...   20945      20875      AL
29      29      AL2603  20251014  ...   20945      20900      AL
30      30      AL2604  20251014  ...   20980      20910      AL
31      31      AL2605  20251014  ...   20995      20920      AL
32      32      AL2606  20251014  ...   20995      20935      AL
33      33      AL2607  20251014  ...   21015      20945      AL
34      34      AL2608  20251014  ...   21010      20905      AL
35      35      AL2609  20251014  ...   20995      20970      AL
36      36      ZN2510  20251014  ...   22205      22220      ZN
37      37      ZN2511  20251014  ...   22275      22285      ZN
38      38      ZN2512  20251014  ...   22310      22310      ZN
39      39      ZN2601  20251014  ...   22340      22335      ZN
40      40      ZN2602  20251014  ...   22370      22350      ZN
41      41      ZN2603  20251014  ...   22395      22370      ZN
42      42      ZN2604  20251014  ...   22415      22390      ZN
43      43      ZN2605  20251014  ...   22435      22430      ZN
44      44      ZN2606  20251014  ...   22475      22420      ZN
45      45      ZN2607  20251014  ...   22470      22435      ZN
46      46      ZN2608  20251014  ...   22475      22460      ZN
47      47      ZN2609  20251014  ...   22535      22490      ZN
48      48      PB2510  20251014  ...   17045      17110      PB
49      49      PB2511  20251014  ...   17085      17155      PB
50      50      PB2512  20251014  ...   17095      17160      PB
51      51      PB2601  20251014  ...   17090      17145      PB
52      52      PB2602  20251014  ...   17115      17150      PB
53      53      PB2603  20251014  ...   17105      17170      PB
54      54      PB2604  20251014  ...   17115      17300      PB
55      55      PB2605  20251014  ...   17125      17190      PB
56      56      PB2606  20251014  ...   17145      17200      PB
57      57      PB2607  20251014  ...   17160      17175      PB
58      58      PB2608  20251014  ...   17170      17195      PB
59      59      PB2609  20251014  ...   17225      17235      PB
60      60      NI2510  20251014  ...  120560     121270      NI
61      61      NI2511  20251014  ...  121080     121650      NI
62      62      NI2512  20251014  ...  121210     121790      NI
63      63      NI2601  20251014  ...  121470     122050      NI
64      64      NI2602  20251014  ...  121680     122160      NI
65      65      NI2603  20251014  ...  122000     122400      NI
66      66      NI2604  20251014  ...  122110     122570      NI
67      67      NI2605  20251014  ...  122240     122990      NI
68      68      NI2606  20251014  ...  122600     123150      NI
69      69      NI2607  20251014  ...  122680     123230      NI
70      70      NI2608  20251014  ...  123140     123580      NI
71      71      NI2609  20251014  ...  123520     123920      NI
72      72      SN2510  20251014  ...  281340     282760      SN
73      73      SN2511  20251014  ...  282140     283550      SN
74      74      SN2512  20251014  ...  282320     283610      SN
75      75      SN2601  20251014  ...  282460     283460      SN
76      76      SN2602  20251014  ...  282390     283290      SN
77      77      SN2603  20251014  ...  282460     283900      SN
78      78      SN2604  20251014  ...  282290     283870      SN
79      79      SN2605  20251014  ...  282370     283660      SN
80      80      SN2606  20251014  ...  282730     282530      SN
81      81      SN2607  20251014  ...  282610     283050      SN
82      82      SN2608  20251014  ...  283550     283690      SN
83      83      SN2609  20251014  ...  282990     284540      SN
84      84      AO2510  20251014  ...    2775       2782      AO
85      85      AO2511  20251014  ...    2783       2798      AO
86      86      AO2512  20251014  ...    2797       2816      AO
87      87      AO2601  20251014  ...    2807       2825      AO
88      88      AO2602  20251014  ...    2826       2842      AO
89      89      AO2603  20251014  ...    2897       2913      AO
90      90      AO2604  20251014  ...    2910       2925      AO
91      91      AO2605  20251014  ...    2918       2933      AO
92      92      AO2606  20251014  ...    2928       2941      AO
93      93      AO2607  20251014  ...    2937       2952      AO
94      94      AO2608  20251014  ...    2949       2969      AO
95      95      AO2609  20251014  ...    2967       2986      AO
96      96      AD2511  20251014  ...   20380      20360      AD
97      97      AD2512  20251014  ...   20440      20385      AD
98      98      AD2601  20251014  ...   20490      20455      AD
99      99      AD2602  20251014  ...   20485      20475      AD
100    100      AD2603  20251014  ...   20440      20515      AD
101    101      AD2604  20251014  ...   20420      20535      AD
102    102      AD2605  20251014  ...   20370      20445      AD
103    103      AD2606  20251014  ...   20420      20415      AD
104    104      AD2607  20251014  ...   20340      20510      AD
105    105      AD2608  20251014  ...   20495      20495      AD
106    106      AD2609  20251014  ...   20410      20410      AD
107    107      AU2510  20251014  ...   942.4     917.92      AU
108    108      AU2511  20251014  ...  939.32     912.52      AU
109    109      AU2512  20251014  ...  940.64      914.3      AU
110    110      AU2602  20251014  ...  943.96      917.5      AU
111    111      AU2604  20251014  ...  946.46     920.14      AU
112    112      AU2606  20251014  ...  947.86      923.4      AU
113    113      AU2608  20251014  ...  952.96     928.54      AU
114    114      AU2610  20251014  ...  952.34     931.62      AU
115    115      AG2510  20251014  ...   11714      11261      AG
116    116      AG2511  20251014  ...   11696      11233      AG
117    117      AG2512  20251014  ...   11697      11236      AG
118    118      AG2601  20251014  ...   11724      11240      AG
119    119      AG2602  20251014  ...   11734      11266      AG
120    120      AG2603  20251014  ...   11775      11298      AG
121    121      AG2604  20251014  ...   11788      11311      AG
122    122      AG2605  20251014  ...   11796      11296      AG
123    123      AG2606  20251014  ...   11791      11320      AG
124    124      AG2607  20251014  ...   11829      11321      AG
125    125      AG2608  20251014  ...   11813      11303      AG
126    126      AG2609  20251014  ...   11799      11362      AG
127    127      RB2510  20251014  ...    2975       2998      RB
128    128      RB2511  20251014  ...    2997       3021      RB
129    129      RB2512  20251014  ...    3043       3068      RB
130    130      RB2601  20251014  ...    3060       3086      RB
131    131      RB2602  20251014  ...    3067       3091      RB
132    132      RB2603  20251014  ...    3087       3112      RB
133    133      RB2604  20251014  ...    3102       3133      RB
134    134      RB2605  20251014  ...    3116       3140      RB
135    135      RB2606  20251014  ...    3130       3151      RB
136    136      RB2607  20251014  ...    3139       3166      RB
137    137      RB2608  20251014  ...    3151       3176      RB
138    138      RB2609  20251014  ...    3161       3178      RB
139    139      WR2510  20251014  ...    3069       3069      WR
140    140      WR2511  20251014  ...    3270       3270      WR
141    141      WR2512  20251014  ...    3309       3309      WR
142    142      WR2601  20251014  ...    3329       3351      WR
143    143      WR2602  20251014  ...    3370       3384      WR
144    144      WR2603  20251014  ...    3361       3361      WR
145    145      WR2604  20251014  ...    3369       3369      WR
146    146      WR2605  20251014  ...    3364       3353      WR
147    147      WR2606  20251014  ...    3360       3360      WR
148    148      WR2607  20251014  ...    3390       3390      WR
149    149      WR2608  20251014  ...    3431       3431      WR
150    150      WR2609  20251014  ...    3430       3430      WR
151    151      HC2510  20251014  ...    3442       3417      HC
152    152      HC2511  20251014  ...    3282       3304      HC
153    153      HC2512  20251014  ...    3262       3285      HC
154    154      HC2601  20251014  ...    3240       3264      HC
155    155      HC2602  20251014  ...    3240       3281      HC
156    156      HC2603  20251014  ...    3243       3274      HC
157    157      HC2604  20251014  ...    3241       3278      HC
158    158      HC2605  20251014  ...    3251       3274      HC
159    159      HC2606  20251014  ...    3245       3277      HC
160    160      HC2607  20251014  ...    3273       3278      HC
161    161      HC2608  20251014  ...    3277       3295      HC
162    162      HC2609  20251014  ...    3270       3293      HC
163    163      SS2510  20251014  ...   12315      12535      SS
164    164      SS2511  20251014  ...   12565      12675      SS
165    165      SS2512  20251014  ...   12590      12685      SS
166    166      SS2601  20251014  ...   12680      12775      SS
167    167      SS2602  20251014  ...   12745      12820      SS
168    168      SS2603  20251014  ...   12815      12895      SS
169    169      SS2604  20251014  ...   12885      12980      SS
170    170      SS2605  20251014  ...   12945      13035      SS
171    171      SS2606  20251014  ...   13025      13120      SS
172    172      SS2607  20251014  ...   13100      13170      SS
173    173      SS2608  20251014  ...   13125      13220      SS
174    174      SS2609  20251014  ...   13230      13295      SS
175    175      SC2511  20251014  ...   451.8      451.5      SC
176    176      SC2512  20251014  ...   452.5      453.7      SC
177    177      SC2601  20251014  ...   452.5      454.1      SC
178    178      SC2602  20251014  ...     453      453.8      SC
179    179      SC2603  20251014  ...   452.7      454.8      SC
180    180      SC2604  20251014  ...   453.6      455.4      SC
181    181      SC2605  20251014  ...   454.5      455.9      SC
182    182      SC2606  20251014  ...   455.6      453.1      SC
183    183      SC2607  20251014  ...   454.8      454.9      SC
184    184      SC2608  20251014  ...   455.3      454.1      SC
185    185      SC2609  20251014  ...   454.6        454      SC
186    186      SC2610  20251014  ...   449.7      449.7      SC
187    187      SC2612  20251014  ...   452.6      452.6      SC
188    188      SC2703  20251014  ...   451.6      451.6      SC
189    189      SC2706  20251014  ...   453.6      450.1      SC
190    190      SC2709  20251014  ...   450.6      450.6      SC
191    191      SC2712  20251014  ...     455        451      SC
192    192      SC2803  20251014  ...     449        449      SC
193    193      SC2806  20251014  ...   451.7      449.9      SC
194    194      SC2809  20251014  ...   452.9      451.2      SC
195    195      LU2511  20251014  ...    3204       3220      LU
196    196      LU2512  20251014  ...    3216       3240      LU
197    197      LU2601  20251014  ...    3210       3232      LU
198    198      LU2602  20251014  ...    3205       3229      LU
199    199      LU2603  20251014  ...    3206       3232      LU
200    200      LU2604  20251014  ...    3192       3247      LU
201    201      LU2605  20251014  ...    3200       3222      LU
202    202      LU2606  20251014  ...    3177       3210      LU
203    203      LU2607  20251014  ...    3206       3208      LU
204    204      LU2608  20251014  ...    3205       3205      LU
205    205      LU2609  20251014  ...    3188       3208      LU
206    206      LU2610  20251014  ...    3187       3209      LU
207    207      FU2511  20251014  ...    2763       2794      FU
208    208      FU2512  20251014  ...    2733       2750      FU
209    209      FU2601  20251014  ...    2714       2730      FU
210    210      FU2602  20251014  ...    2697       2712      FU
211    211      FU2603  20251014  ...    2693       2704      FU
212    212      FU2604  20251014  ...    2690       2702      FU
213    213      FU2605  20251014  ...    2680       2694      FU
214    214      FU2606  20251014  ...    2670       2688      FU
215    215      FU2607  20251014  ...    2659       2675      FU
216    216      FU2608  20251014  ...    2634       2651      FU
217    217      FU2609  20251014  ...    2628       2645      FU
218    218      FU2610  20251014  ...    2615       2628      FU
219    219      BU2510  20251014  ...    3470       3448      BU
220    220      BU2511  20251014  ...    3286       3310      BU
221    221      BU2512  20251014  ...    3208       3240      BU
222    222      BU2601  20251014  ...    3166       3201      BU
223    223      BU2602  20251014  ...    3172       3207      BU
224    224      BU2603  20251014  ...    3193       3220      BU
225    225      BU2604  20251014  ...    3191       3215      BU
226    226      BU2605  20251014  ...    3206       3217      BU
227    227      BU2606  20251014  ...    3207       3236      BU
228    228      BU2607  20251014  ...    3222       3230      BU
229    229      BU2608  20251014  ...    3197       3216      BU
230    230      BU2609  20251014  ...    3207       3221      BU
231    231      BU2612  20251014  ...    3155       3170      BU
232    232      BU2703  20251014  ...    3172       3178      BU
233    233      BU2706  20251014  ...    3175       3184      BU
234    234      BU2709  20251014  ...    3198       3195      BU
235    235      BR2510  20251014  ...   10670      10905      BR
236    236      BR2511  20251014  ...   10825      10935      BR
237    237      BR2512  20251014  ...   10790      10900      BR
238    238      BR2601  20251014  ...   10790      10905      BR
239    239      BR2602  20251014  ...   10780      10895      BR
240    240      BR2603  20251014  ...   10770      10895      BR
241    241      BR2604  20251014  ...   10795      10935      BR
242    242      BR2605  20251014  ...   10805      10940      BR
243    243      BR2606  20251014  ...   10810      10985      BR
244    244      BR2607  20251014  ...   11035      11140      BR
245    245      BR2608  20251014  ...   11040      11070      BR
246    246      BR2609  20251014  ...   11080      11185      BR
247    247      RU2510  20251014  ...   14165      14165      RU
248    248      RU2511  20251014  ...   14060      14195      RU
249    249      RU2601  20251014  ...   14855      14990      RU
250    250      RU2603  20251014  ...   14815      14945      RU
251    251      RU2604  20251014  ...   14855      14960      RU
252    252      RU2605  20251014  ...   14845      14975      RU
253    253      RU2606  20251014  ...   14850      14930      RU
254    254      RU2607  20251014  ...   14900      14930      RU
255    255      RU2608  20251014  ...   14925      15000      RU
256    256      RU2609  20251014  ...   14880      15005      RU
257    257      NR2510  20251014  ...   11925      11960      NR
258    258      NR2511  20251014  ...   11990      12085      NR
259    259      NR2512  20251014  ...   11985      12080      NR
260    260      NR2601  20251014  ...   11995      12100      NR
261    261      NR2602  20251014  ...   11995      12035      NR
262    262      NR2603  20251014  ...   12020      12085      NR
263    263      NR2604  20251014  ...   12000      12090      NR
264    264      NR2605  20251014  ...   12020      12095      NR
265    265      NR2606  20251014  ...   12040      12095      NR
266    266      NR2607  20251014  ...   12115      12115      NR
267    267      NR2608  20251014  ...   12145      12205      NR
268    268      NR2609  20251014  ...   12250      12250      NR
269    269      SP2510  20251014  ...    4812       4772      SP
270    270      SP2511  20251014  ...    4840       4798      SP
271    271      SP2512  20251014  ...    4864       4828      SP
272    272      SP2601  20251014  ...    5160       5098      SP
273    273      SP2602  20251014  ...    5170       5120      SP
274    274      SP2603  20251014  ...    5194       5132      SP
275    275      SP2604  20251014  ...    5206       5132      SP
276    276      SP2605  20251014  ...    5226       5170      SP
277    277      SP2606  20251014  ...    5234       5232      SP
278    278      SP2607  20251014  ...    5234       5158      SP
279    279      SP2608  20251014  ...    5240       5164      SP
280    280      SP2609  20251014  ...    5238       5200      SP
281    281      OP2601  20251014  ...    4208       4216      OP
282    282      OP2602  20251014  ...    4224       4226      OP
283    283      OP2603  20251014  ...    4218       4228      OP
284    284      OP2604  20251014  ...    4240       4258      OP
285    285      OP2605  20251014  ...    4232       4242      OP
286    286      OP2606  20251014  ...    4202       4202      OP
287    287      OP2607  20251014  ...    4242       4242      OP
288    288      OP2608  20251014  ...    4274       4274      OP
289    289      OP2609  20251014  ...    4220       4186      OP
290    290      EC2510  20251014  ...  1134.4     1133.1      EC
291    291      EC2512  20251014  ...    1639     1559.4      EC
292    292      EC2602  20251014  ...  1416.6       1358      EC
293    293      EC2604  20251014  ...  1112.5     1090.9      EC
294    294      EC2606  20251014  ...  1286.2     1254.5      EC
295    295      EC2608  20251014  ...  1424.4     1388.7      EC
296    298  SC_TAS2511  20251014  ...                     SC_TAS
297    299  SC_TAS2512  20251014  ...                     SC_TAS
298    300  SC_TAS2601  20251014  ...                     SC_TAS
299    301  SC_TAS2602  20251014  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-22 16:25:32,339 - future_1d - INFO - ak.get_shfe_daily('2025-10-14') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251014  7410.000  ...  7159.800    7342.600       IC
1   IC2511  20251014  7331.400  ...  7072.000    7267.400       IC
2   IC2512  20251014  7252.000  ...  7018.600    7221.400       IC
3   IC2603  20251014  7110.000  ...  6857.000    7055.200       IC
4   IF2510  20251014  4603.000  ...  4531.000    4580.400       IF
5   IF2511  20251014  4600.000  ...  4513.400    4569.800       IF
6   IF2512  20251014  4588.600  ...  4499.200    4559.400       IF
7   IF2603  20251014  4570.000  ...  4477.200    4539.400       IF
8   IH2510  20251014  2979.000  ...  2958.400    2964.200       IH
9   IH2511  20251014  2985.000  ...  2952.200    2961.000       IH
10  IH2512  20251014  2972.200  ...  2953.000    2961.200       IH
11  IH2603  20251014  2980.000  ...  2953.800    2962.000       IH
12  IM2510  20251014  7506.000  ...  7338.200    7473.000       IM
13  IM2511  20251014  7436.600  ...  7234.400    7381.400       IM
14  IM2512  20251014  7360.000  ...  7148.600    7303.800       IM
15  IM2603  20251014  7120.000  ...  6926.000    7076.600       IM
16   T2512  20251014   107.975  ...   108.190     108.050        T
17   T2603  20251014   107.630  ...   107.880     107.720        T
18   T2606  20251014   107.505  ...   107.795     107.625        T
19  TF2512  20251014   105.630  ...   105.765     105.665       TF
20  TF2603  20251014   105.525  ...   105.650     105.560       TF
21  TF2606  20251014   105.555  ...   105.650     105.570       TF
22  TL2512  20251014   114.050  ...   114.740     114.370       TL
23  TL2603  20251014   113.700  ...   114.420     114.030       TL
24  TL2606  20251014   113.600  ...   114.360     113.990       TL
25  TS2512  20251014   102.354  ...   102.386     102.366       TS
26  TS2603  20251014   102.260  ...   102.292     102.270       TS
27  TS2606  20251014   102.298  ...   102.334     102.332       TS

[28 rows x 12 columns]
2025-10-22 16:25:32,528 - future_1d - INFO - ak.get_cffex_daily('2025-10-14') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251014   451.1   455.2  ...  3443966.95   451.8      451.5      SC
1       SC2512  20251014   451.7   456.1  ...  1971504.29   452.5      453.7      SC
2       SC2601  20251014   452.6   456.1  ...    458112.6   452.5      454.1      SC
3       SC2602  20251014   453.8   456.3  ...   117972.08     453      453.8      SC
4       SC2603  20251014   453.2   456.7  ...    12451.61   452.7      454.8      SC
5       SC2604  20251014   453.1   456.8  ...     3357.22   453.6      455.4      SC
6       SC2605  20251014   454.2   457.2  ...     1681.87   454.5      455.9      SC
7       SC2606  20251014   453.8   457.6  ...    28932.84   455.6      453.1      SC
8       SC2607  20251014     456   456.9  ...      500.28   454.8      454.9      SC
9       SC2608  20251014   453.8   457.4  ...      318.73   455.3      454.1      SC
10      SC2609  20251014     457     457  ...      454.67   454.6        454      SC
11      SC2610  20251014                  ...           0   449.7      449.7      SC
12      SC2612  20251014                  ...           0   452.6      452.6      SC
13      SC2703  20251014                  ...           0   451.6      451.6      SC
14      SC2706  20251014   453.6   453.6  ...       45.36   453.6      450.1      SC
15      SC2709  20251014                  ...           0   450.6      450.6      SC
16      SC2712  20251014   457.9   457.9  ...       91.01     455        451      SC
17      SC2803  20251014                  ...           0     449        449      SC
18      SC2806  20251014   451.9     452  ...      225.89   451.7      449.9      SC
19      SC2809  20251014   454.3   454.4  ...      271.79   452.9      451.2      SC
21      LU2511  20251014    3202    3224  ...     24280.1    3204       3220      LU
22      LU2512  20251014    3215    3236  ...  245899.633    3216       3240      LU
23      LU2601  20251014    3206    3230  ...  124896.377    3210       3232      LU
24      LU2602  20251014    3209    3224  ...    6668.175    3205       3229      LU
25      LU2603  20251014    3210    3222  ...    2921.346    3206       3232      LU
26      LU2604  20251014    3188    3197  ...      15.964    3192       3247      LU
27      LU2605  20251014    3212    3212  ...      25.602    3200       3222      LU
28      LU2606  20251014    3189    3194  ...      60.369    3177       3210      LU
29      LU2607  20251014    3211    3211  ...     141.077    3206       3208      LU
30      LU2608  20251014    3213    3213  ...     153.883    3205       3205      LU
31      LU2609  20251014    3201    3204  ...     331.634    3188       3208      LU
32      LU2610  20251014    3187    3187  ...       3.187    3187       3209      LU
34      NR2510  20251014   11930   11940  ...      1550.8   11925      11960      NR
35      NR2511  20251014   12080   12085  ...  461017.135   11990      12085      NR
36      NR2512  20251014   12095   12095  ...  434734.275   11985      12080      NR
37      NR2601  20251014   12100   12115  ...   138884.58   11995      12100      NR
38      NR2602  20251014   12050   12060  ...   13100.385   11995      12035      NR
39      NR2603  20251014   12045   12050  ...     3595.09   12020      12085      NR
40      NR2604  20251014   12060   12060  ...      3120.5   12000      12090      NR
41      NR2605  20251014   12070   12095  ...      456.89   12020      12095      NR
42      NR2606  20251014   12060   12060  ...       24.08   12040      12095      NR
43      NR2607  20251014                  ...           0   12115      12115      NR
44      NR2608  20251014   12145   12145  ...      12.145   12145      12205      NR
45      NR2609  20251014                  ...           0   12250      12250      NR
47      BC2510  20251014   75040   75040  ...      1125.6   75040      75030      BC
48      BC2511  20251014   76080   77210  ...  782156.205   76190      75420      BC
49      BC2512  20251014   76130   77210  ...   94503.635   76240      75700      BC
50      BC2601  20251014   76860   76860  ...       38.43   76860      75730      BC
51      BC2602  20251014                  ...           0   75800      76660      BC
52      BC2603  20251014   76820   76820  ...        75.8   75800      76740      BC
53      BC2604  20251014                  ...           0   76520      76740      BC
54      BC2605  20251014                  ...           0   75900      75900      BC
55      BC2606  20251014                  ...           0   75880      75880      BC
56      BC2607  20251014                  ...           0   76570      76850      BC
57      BC2608  20251014                  ...           0   75800      75800      BC
58      BC2609  20251014                  ...           0   76130      76130      BC
60      EC2510  20251014    1135    1141  ...  27776.0825  1134.4     1133.1      EC
61      EC2512  20251014    1558    1712  ...  382788.063    1639     1559.4      EC
62      EC2602  20251014    1360  1497.2  ...   72949.841  1416.6       1358      EC
63      EC2604  20251014    1085    1164  ...   38989.607  1112.5     1090.9      EC
64      EC2606  20251014  1266.8  1330.1  ...    4019.408  1286.2     1254.5      EC
65      EC2608  20251014  1389.2  1469.4  ...   2172.2325  1424.4     1388.7      EC
69  SC_TAS2511  20251014                  ...                                 SC_TAS
70  SC_TAS2512  20251014                  ...                                 SC_TAS
71  SC_TAS2601  20251014                  ...                                 SC_TAS
72  SC_TAS2602  20251014                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 16:25:32,592 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251014   9150.0   9980.0  ...      332.10   9225.0      9170.0       AP
1    AP511  20251014   8700.0   8747.0  ...    10991.58   8675.0      8697.0       AP
2    AP512  20251014   8676.0   8694.0  ...     3715.81   8641.0      8644.0       AP
3    AP601  20251014   8640.0   8705.0  ...   632953.82   8660.0      8665.0       AP
4    AP603  20251014   8578.0   8601.0  ...     1662.46   8569.0      8556.0       AP
5    AP604  20251014   8586.0   8622.0  ...      945.21   8593.0      8586.0       AP
6    AP605  20251014   8612.0   8698.0  ...    37848.44   8657.0      8651.0       AP
7    CF511  20251014  13350.0  13365.0  ...    77321.90  13310.0     13330.0       CF
8    CF601  20251014  13315.0  13315.0  ...  1219748.31  13255.0     13285.0       CF
9    CF603  20251014  13320.0  13340.0  ...   133064.14  13270.0     13300.0       CF
10   CF605  20251014  13360.0  13370.0  ...   277016.43  13315.0     13325.0       CF
11   CF607  20251014  13355.0  13360.0  ...      899.95  13335.0     13340.0       CF
12   CF609  20251014  13525.0  13530.0  ...     3001.69  13490.0     13510.0       CF
13   CJ512  20251014  11030.0  11085.0  ...     7333.84  10980.0     11065.0       CJ
14   CJ601  20251014  11150.0  11185.0  ...   756986.99  11100.0     11150.0       CJ
15   CJ603  20251014  11080.0  11135.0  ...     9401.39  11060.0     11100.0       CJ
16   CJ605  20251014  11230.0  11270.0  ...   113635.99  11185.0     11220.0       CJ
17   CJ607  20251014  11275.0  11340.0  ...     1419.14  11265.0     11290.0       CJ
18   CJ609  20251014  11405.0  11460.0  ...     1594.31  11390.0     11405.0       CJ
19   CY510  20251014      0.0      0.0  ...        0.00  19410.0     19455.0       CY
20   CY511  20251014  19680.0  19720.0  ...     3687.06  19665.0     19720.0       CY
21   CY512  20251014      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251014  19395.0  19395.0  ...   103148.13  19310.0     19355.0       CY
23   CY602  20251014      0.0      0.0  ...        0.00  19455.0     19595.0       CY
24   CY603  20251014      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251014      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251014      0.0      0.0  ...        0.00  19795.0     19845.0       CY
29   CY608  20251014      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251014      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251014   1024.0   1024.0  ...        2.05   1024.0      1086.0       FG
32   FG511  20251014   1079.0   1079.0  ...    84038.06   1051.0      1085.0       FG
33   FG512  20251014   1186.0   1188.0  ...    79998.03   1155.0      1186.0       FG
34   FG601  20251014   1180.0   1180.0  ...  4594440.33   1149.0      1178.0       FG
35   FG602  20251014   1251.0   1251.0  ...    41054.25   1210.0      1240.0       FG
36   FG603  20251014   1255.0   1255.0  ...    75206.53   1214.0      1244.0       FG
37   FG604  20251014   1292.0   1316.0  ...     1161.13   1284.0      1312.0       FG
38   FG605  20251014   1312.0   1314.0  ...   198953.56   1283.0      1310.0       FG
39   FG606  20251014   1346.0   1348.0  ...     1538.46   1322.0      1344.0       FG
40   FG607  20251014   1339.0   1344.0  ...     2753.79   1311.0      1338.0       FG
41   FG608  20251014   1389.0   1391.0  ...     2498.67   1367.0      1389.0       FG
42   FG609  20251014   1391.0   1394.0  ...    10955.76   1366.0      1390.0       FG
43   JR511  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251014   2260.0   2260.0  ...      363.72   2245.0      2216.0       MA
52   MA511  20251014   2306.0   2316.0  ...    46598.57   2275.0      2288.0       MA
53   MA512  20251014   2327.0   2332.0  ...   112225.14   2276.0      2319.0       MA
54   MA601  20251014   2345.0   2345.0  ...  2842382.13   2297.0      2335.0       MA
55   MA602  20251014   2365.0   2365.0  ...    68774.50   2318.0      2364.0       MA
56   MA603  20251014   2375.0   2378.0  ...   148506.72   2325.0      2380.0       MA
57   MA604  20251014   2361.0   2365.0  ...      156.68   2338.0      2381.0       MA
58   MA605  20251014   2354.0   2356.0  ...   384339.96   2319.0      2361.0       MA
59   MA606  20251014   2363.0   2363.0  ...       60.56   2329.0      2368.0       MA
60   MA607  20251014   2330.0   2330.0  ...      253.81   2287.0      2347.0       MA
61   MA608  20251014   2316.0   2318.0  ...       48.09   2290.0      2338.0       MA
62   MA609  20251014   2317.0   2317.0  ...     5833.98   2277.0      2319.0       MA
63   OI511  20251014  10165.0  10186.0  ...    91439.15  10140.0     10149.0       OI
64   OI601  20251014  10012.0  10030.0  ...  2220839.75   9983.0      9987.0       OI
65   OI603  20251014   9846.0   9851.0  ...   242647.09   9764.0      9818.0       OI
66   OI605  20251014   9572.0   9594.0  ...   210805.72   9498.0      9549.0       OI
67   OI607  20251014   9526.0   9526.0  ...     1386.72   9433.0      9489.0       OI
68   OI609  20251014   9439.0   9456.0  ...      929.00   9384.0      9437.0       OI
69   PF510  20251014   6136.0   6136.0  ...      143.72   6116.0      6160.0       PF
70   PF511  20251014   6160.0   6180.0  ...   167643.67   6126.0      6184.0       PF
71   PF512  20251014   6120.0   6134.0  ...   839258.23   6076.0      6136.0       PF
72   PF601  20251014   6176.0   6176.0  ...   138491.86   6110.0      6180.0       PF
73   PF602  20251014   6128.0   6132.0  ...   385324.06   6086.0      6146.0       PF
74   PF603  20251014   6116.0   6116.0  ...   101201.48   6076.0      6126.0       PF
75   PF604  20251014   6182.0   6182.0  ...      107.57   6148.0      6208.0       PF
76   PF605  20251014   6172.0   6178.0  ...      289.00   6150.0      6208.0       PF
77   PF606  20251014   6154.0   6154.0  ...       15.34   6138.0      6214.0       PF
78   PF607  20251014   6178.0   6206.0  ...       21.62   6178.0      6238.0       PF
79   PF608  20251014   6192.0   6214.0  ...        6.20   6204.0      6268.0       PF
80   PF609  20251014   6204.0   6220.0  ...       24.81   6204.0      6274.0       PF
81   PK510  20251014      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251014   7912.0   7934.0  ...   297014.58   7872.0      7866.0       PK
83   PK512  20251014   7944.0   8008.0  ...   371955.80   7924.0      7874.0       PK
84   PK601  20251014   8010.0   8090.0  ...   674432.00   8016.0      7934.0       PK
85   PK603  20251014   8080.0   8152.0  ...   336570.97   8034.0      7994.0       PK
86   PK604  20251014   8090.0   8150.0  ...     3289.93   8044.0      8018.0       PK
87   PK605  20251014   8108.0   8184.0  ...    57742.42   8070.0      8044.0       PK
88   PL601  20251014   6188.0   6188.0  ...    98894.35   6109.0      6190.0       PL
89   PL602  20251014   6167.0   6195.0  ...    27545.22   6151.0      6228.0       PL
90   PL603  20251014   6169.0   6191.0  ...    33307.96   6152.0      6221.0       PL
91   PL604  20251014      0.0      0.0  ...        0.00   6132.0      6239.0       PL
92   PL605  20251014   6156.0   6156.0  ...      195.81   6119.0      6197.0       PL
93   PL606  20251014   6153.0   6160.0  ...       36.85   6142.0      6183.0       PL
94   PL607  20251014      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251014      0.0      0.0  ...        0.00   6280.0      6415.0       PL
96   PL609  20251014      0.0      0.0  ...        0.00   6239.0      6331.0       PL
97   PM511  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251014   5678.0   5680.0  ...      476.99   5678.0      5710.0       PR
104  PR511  20251014   5650.0   5656.0  ...    32272.78   5612.0      5674.0       PR
105  PR512  20251014   5646.0   5650.0  ...   247538.80   5600.0      5650.0       PR
106  PR601  20251014   5618.0   5622.0  ...   226644.97   5572.0      5628.0       PR
107  PR602  20251014   5662.0   5662.0  ...    61520.77   5608.0      5666.0       PR
108  PR603  20251014   5656.0   5674.0  ...      320.84   5630.0      5682.0       PR
109  PR604  20251014   5674.0   5694.0  ...      135.66   5654.0      5706.0       PR
110  PR605  20251014   5696.0   5696.0  ...       76.67   5680.0      5730.0       PR
111  PR606  20251014   5696.0   5696.0  ...        8.54   5696.0      5774.0       PR
112  PR607  20251014   5730.0   5730.0  ...       25.72   5716.0      5756.0       PR
113  PR608  20251014   5716.0   5724.0  ...       25.75   5722.0      5770.0       PR
114  PR609  20251014   5718.0   5718.0  ...       17.15   5718.0      5768.0       PR
115  PX510  20251014      0.0      0.0  ...     6458.00   6332.0      6402.0       PX
116  PX511  20251014   6448.0   6482.0  ...   238441.56   6416.0      6464.0       PX
117  PX512  20251014   6424.0   6452.0  ...   159238.50   6386.0      6444.0       PX
118  PX601  20251014   6412.0   6440.0  ...   519846.55   6370.0      6440.0       PX
119  PX602  20251014   6436.0   6446.0  ...   183048.02   6374.0      6454.0       PX
120  PX603  20251014   6436.0   6438.0  ...   131718.97   6378.0      6450.0       PX
121  PX604  20251014   6470.0   6470.0  ...       25.77   6444.0      6468.0       PX
122  PX605  20251014   6472.0   6472.0  ...     3579.37   6416.0      6472.0       PX
123  PX606  20251014      0.0      0.0  ...        0.00   6400.0      6480.0       PX
124  PX607  20251014      0.0      0.0  ...        0.00   6412.0      6498.0       PX
125  PX608  20251014      0.0      0.0  ...        0.00   6424.0      6506.0       PX
126  PX609  20251014   6462.0   6462.0  ...       16.06   6424.0      6482.0       PX
127  RI511  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251014   2397.0   2440.0  ...    20567.30   2404.0      2414.0       RM
134  RM601  20251014   2390.0   2407.0  ...   650501.43   2369.0      2398.0       RM
135  RM603  20251014   2318.0   2326.0  ...     8717.98   2305.0      2328.0       RM
136  RM605  20251014   2315.0   2318.0  ...   194239.80   2299.0      2323.0       RM
137  RM607  20251014   2306.0   2308.0  ...    17984.60   2294.0      2313.0       RM
138  RM608  20251014   2411.0   2411.0  ...     1155.72   2398.0      2419.0       RM
139  RM609  20251014   2402.0   2405.0  ...     4071.81   2388.0      2408.0       RM
140  RS511  20251014   5430.0   5430.0  ...      199.24   5243.0      5399.0       RS
141  RS607  20251014      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251014      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251014   5468.0   5468.0  ...       10.92   5460.0      5463.0       RS
144  SA510  20251014   1154.0   1154.0  ...      688.07   1147.0      1156.0       SA
145  SA511  20251014   1173.0   1173.0  ...    68184.11   1161.0      1175.0       SA
146  SA512  20251014   1234.0   1236.0  ...   209611.55   1218.0      1233.0       SA
147  SA601  20251014   1247.0   1249.0  ...  2996684.46   1229.0      1243.0       SA
148  SA602  20251014   1282.0   1284.0  ...    93718.97   1266.0      1281.0       SA
149  SA603  20251014   1289.0   1291.0  ...   240648.99   1272.0      1287.0       SA
150  SA604  20251014   1330.0   1330.0  ...     3130.28   1312.0      1331.0       SA
151  SA605  20251014   1341.0   1341.0  ...   162486.80   1317.0      1333.0       SA
152  SA606  20251014   1353.0   1357.0  ...      813.38   1338.0      1354.0       SA
153  SA607  20251014   1357.0   1359.0  ...     2389.82   1349.0      1357.0       SA
154  SA608  20251014   1396.0   1399.0  ...      707.90   1383.0      1397.0       SA
155  SA609  20251014   1404.0   1407.0  ...     6429.53   1388.0      1403.0       SA
156  SF510  20251014   5250.0   5250.0  ...      104.57   5230.0      5248.0       SF
157  SF511  20251014   5402.0   5418.0  ...   249544.20   5378.0      5402.0       SF
158  SF512  20251014   5364.0   5386.0  ...   112568.78   5334.0      5370.0       SF
159  SF601  20251014   5360.0   5374.0  ...   233507.72   5334.0      5362.0       SF
160  SF602  20251014   5304.0   5322.0  ...    54383.32   5276.0      5320.0       SF
161  SF603  20251014   5494.0   5496.0  ...   108589.86   5450.0      5504.0       SF
162  SF604  20251014   5458.0   5458.0  ...       13.59   5436.0      5482.0       SF
163  SF605  20251014   5472.0   5480.0  ...     2195.07   5440.0      5478.0       SF
164  SF606  20251014   5400.0   5416.0  ...      143.13   5402.0      5444.0       SF
165  SF607  20251014   5578.0   5580.0  ...       36.22   5572.0      5614.0       SF
166  SF608  20251014   5574.0   5584.0  ...       13.94   5576.0      5628.0       SF
167  SF609  20251014   5568.0   5568.0  ...       33.33   5556.0      5604.0       SF
168  SH510  20251014      0.0      0.0  ...        0.00   2395.0      2418.0       SH
169  SH511  20251014   2424.0   2425.0  ...   161956.37   2405.0      2408.0       SH
170  SH512  20251014   2479.0   2479.0  ...   195681.95   2446.0      2463.0       SH
171  SH601  20251014   2465.0   2465.0  ...  2397631.54   2429.0      2452.0       SH
172  SH602  20251014   2494.0   2503.0  ...   331200.30   2467.0      2488.0       SH
173  SH603  20251014   2501.0   2515.0  ...   316187.63   2473.0      2497.0       SH
174  SH604  20251014   2550.0   2550.0  ...     1273.74   2527.0      2538.0       SH
175  SH605  20251014   2560.0   2563.0  ...    18318.87   2534.0      2549.0       SH
176  SH606  20251014   2578.0   2581.0  ...      848.15   2570.0      2569.0       SH
177  SH607  20251014   2577.0   2584.0  ...      517.68   2576.0      2568.0       SH
178  SH608  20251014   2590.0   2619.0  ...      436.99   2601.0      2588.0       SH
179  SH609  20251014   2602.0   2608.0  ...      490.91   2597.0      2597.0       SH
180  SM510  20251014   5608.0   5626.0  ...      668.00   5614.0      5628.0       SM
181  SM511  20251014   5732.0   5744.0  ...    25133.11   5720.0      5736.0       SM
182  SM512  20251014   5738.0   5750.0  ...   167605.64   5720.0      5742.0       SM
183  SM601  20251014   5750.0   5754.0  ...   383388.98   5728.0      5746.0       SM
184  SM602  20251014   5748.0   5760.0  ...    42325.65   5734.0      5754.0       SM
185  SM603  20251014   5750.0   5774.0  ...   200233.49   5742.0      5766.0       SM
186  SM604  20251014      0.0      0.0  ...        0.00   5768.0      5768.0       SM
187  SM605  20251014   5778.0   5782.0  ...    21406.93   5758.0      5770.0       SM
188  SM606  20251014   5766.0   5768.0  ...       31.67   5760.0      5784.0       SM
189  SM607  20251014   5780.0   5788.0  ...       17.33   5778.0      5796.0       SM
190  SM608  20251014   5790.0   5800.0  ...       17.37   5792.0      5822.0       SM
191  SM609  20251014   5804.0   5804.0  ...     1330.82   5800.0      5806.0       SM
192  SR511  20251014   5469.0   5469.0  ...    22885.62   5442.0      5515.0       SR
193  SR601  20251014   5430.0   5432.0  ...  1775983.16   5400.0      5474.0       SR
194  SR603  20251014   5420.0   5420.0  ...   199888.73   5384.0      5461.0       SR
195  SR605  20251014   5410.0   5410.0  ...   192474.80   5374.0      5444.0       SR
196  SR607  20251014   5412.0   5417.0  ...     8152.31   5385.0      5446.0       SR
197  SR609  20251014   5424.0   5425.0  ...     8327.11   5393.0      5452.0       SR
198  TA510  20251014   4454.0   4456.0  ...    12681.93   4420.0      4470.0       TA
199  TA511  20251014   4470.0   4486.0  ...   155508.23   4432.0      4486.0       TA
200  TA512  20251014   4472.0   4490.0  ...   250204.77   4454.0      4500.0       TA
201  TA601  20251014   4504.0   4506.0  ...  1536053.60   4464.0      4512.0       TA
202  TA602  20251014   4516.0   4518.0  ...   248809.03   4486.0      4524.0       TA
203  TA603  20251014   4526.0   4528.0  ...    89055.07   4496.0      4536.0       TA
204  TA604  20251014   4536.0   4544.0  ...       33.98   4532.0      4554.0       TA
205  TA605  20251014   4560.0   4562.0  ...   102617.67   4522.0      4560.0       TA
206  TA606  20251014   4510.0   4510.0  ...        2.26   4510.0      4574.0       TA
207  TA607  20251014   4572.0   4572.0  ...        6.83   4550.0      4588.0       TA
208  TA608  20251014   4586.0   4586.0  ...       11.39   4558.0      4598.0       TA
209  TA609  20251014   4590.0   4592.0  ...     2278.42   4552.0      4590.0       TA
210  UR510  20251014   1511.0   1513.0  ...      547.43   1504.0      1505.0       UR
211  UR511  20251014   1582.0   1592.0  ...    19945.01   1578.0      1582.0       UR
212  UR512  20251014   1593.0   1603.0  ...    28663.04   1587.0      1594.0       UR
213  UR601  20251014   1606.0   1616.0  ...   452004.36   1602.0      1605.0       UR
214  UR602  20251014   1613.0   1622.0  ...    20540.45   1607.0      1616.0       UR
215  UR603  20251014   1670.0   1670.0  ...      199.27   1661.0      1665.0       UR
216  UR604  20251014   1675.0   1675.0  ...        6.67   1669.0      1672.0       UR
217  UR605  20251014   1675.0   1683.0  ...    34023.43   1672.0      1673.0       UR
218  UR606  20251014   1687.0   1687.0  ...      204.48   1676.0      1677.0       UR
219  UR607  20251014   1716.0   1716.0  ...       20.52   1710.0      1712.0       UR
220  UR608  20251014   1713.0   1713.0  ...       27.31   1707.0      1709.0       UR
221  UR609  20251014   1711.0   1711.0  ...      456.97   1705.0      1707.0       UR
222  WH511  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:25:32,919 - future_1d - INFO - ak.get_czce_daily('2025-10-14') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251014   3959.00  ...   3957.00     3968.00        A
1     a2601  20251014   3967.00  ...   3969.00     3969.00        A
2     a2603  20251014   3965.00  ...   3972.00     3971.00        A
3     a2605  20251014   4009.00  ...   4011.00     4004.00        A
4     a2607  20251014   4010.00  ...   4012.00     4003.00        A
5     a2609  20251014   4011.00  ...   4011.00     4008.00        A
6     b2510  20251014      0.00  ...   3619.00     3619.00        B
7     b2511  20251014   3639.00  ...   3607.00     3628.00        B
8     b2512  20251014   3653.00  ...   3636.00     3656.00        B
9     b2601  20251014   3633.00  ...   3628.00     3651.00        B
10    b2602  20251014   3650.00  ...   3632.00     3656.00        B
11    b2603  20251014   3612.00  ...   3599.00     3617.00        B
12    b2604  20251014   3530.00  ...   3500.00     3537.00        B
13    b2605  20251014   3453.00  ...   3444.00     3459.00        B
14    b2606  20251014   3432.00  ...   3409.00     3436.00        B
15    b2607  20251014   3434.00  ...   3415.00     3434.00        B
16    b2608  20251014   3526.00  ...   3511.00     3529.00        B
17    b2609  20251014   3552.00  ...   3543.00     3548.00        B
18   bb2511  20251014      0.00  ...    144.65      144.65       BB
19   bb2601  20251014    146.75  ...    147.00      146.60       BB
20   bb2603  20251014    146.70  ...    147.25      146.50       BB
21   bb2605  20251014    147.75  ...    147.95      146.70       BB
22   bb2607  20251014      0.00  ...    152.85      151.60       BB
23   bb2609  20251014      0.00  ...    152.85      151.60       BB
24   bz2603  20251014   5670.00  ...   5624.00     5707.00       BZ
25   bz2604  20251014   5645.00  ...   5615.00     5691.00       BZ
26   bz2605  20251014   5645.00  ...   5634.00     5697.00       BZ
27   bz2606  20251014      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251014      0.00  ...   5685.00     5689.00       BZ
29   bz2608  20251014   5601.00  ...   5601.00     5646.00       BZ
30   bz2609  20251014      0.00  ...   5720.00     5803.00       BZ
31    c2511  20251014   2088.00  ...   2087.00     2107.00        C
32    c2601  20251014   2103.00  ...   2105.00     2114.00        C
33    c2603  20251014   2127.00  ...   2131.00     2130.00        C
34    c2605  20251014   2192.00  ...   2198.00     2197.00        C
35    c2607  20251014   2207.00  ...   2214.00     2211.00        C
36    c2609  20251014   2223.00  ...   2230.00     2227.00        C
37   cs2511  20251014   2400.00  ...   2393.00     2413.00       CS
38   cs2601  20251014   2396.00  ...   2402.00     2413.00       CS
39   cs2603  20251014   2415.00  ...   2421.00     2426.00       CS
40   cs2605  20251014   2513.00  ...   2517.00     2522.00       CS
41   cs2607  20251014   2520.00  ...   2530.00     2535.00       CS
42   cs2609  20251014   2565.00  ...   2571.00     2576.00       CS
43   eb2510  20251014   6589.00  ...   6559.00     6670.00       EB
44   eb2511  20251014   6688.00  ...   6608.00     6714.00       EB
45   eb2512  20251014   6682.00  ...   6627.00     6723.00       EB
46   eb2601  20251014   6730.00  ...   6668.00     6754.00       EB
47   eb2602  20251014   6763.00  ...   6714.00     6802.00       EB
48   eb2603  20251014   6807.00  ...   6760.00     6843.00       EB
49   eb2604  20251014   6830.00  ...   6821.00     6871.00       EB
50   eb2605  20251014   6859.00  ...   6845.00     6906.00       EB
51   eb2606  20251014   6897.00  ...   6873.00     6923.00       EB
52   eb2607  20251014   6898.00  ...   6872.00     6918.00       EB
53   eb2608  20251014   6862.00  ...   6895.00     6943.00       EB
54   eb2609  20251014   6856.00  ...   6888.00     6964.00       EB
55   eg2510  20251014   4102.00  ...   4094.00     4156.00       EG
56   eg2511  20251014   4113.00  ...   4087.00     4129.00       EG
57   eg2512  20251014   4112.00  ...   4067.00     4112.00       EG
58   eg2601  20251014   4111.00  ...   4072.00     4112.00       EG
59   eg2602  20251014   4076.00  ...   4077.00     4126.00       EG
60   eg2603  20251014   4084.00  ...   4079.00     4140.00       EG
61   eg2604  20251014   4166.00  ...   4146.00     4181.00       EG
62   eg2605  20251014   4182.00  ...   4161.00     4197.00       EG
63   eg2606  20251014   4160.00  ...   4163.00     4211.00       EG
64   eg2607  20251014   4177.00  ...   4175.00     4193.00       EG
65   eg2608  20251014   4193.00  ...   4185.00     4200.00       EG
66   eg2609  20251014   4204.00  ...   4199.00     4267.00       EG
67   fb2510  20251014      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251014   1259.00  ...   1257.50     1262.00       FB
69   fb2512  20251014   1264.00  ...   1261.00     1263.50       FB
70   fb2601  20251014   1272.00  ...   1271.00     1269.00       FB
71   fb2602  20251014   1287.00  ...   1273.50     1271.50       FB
72   fb2603  20251014   1287.00  ...   1266.00     1261.50       FB
73   fb2604  20251014   1270.50  ...   1271.00     1269.00       FB
74   fb2605  20251014   1273.00  ...   1273.00     1273.00       FB
75   fb2606  20251014      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251014      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251014      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251014      0.00  ...   1296.00     1296.00       FB
79    i2510  20251014    810.00  ...    808.50      813.50        I
80    i2511  20251014    822.50  ...    805.00      814.00        I
81    i2512  20251014    817.00  ...    797.50      808.50        I
82    i2601  20251014    806.50  ...    788.00      798.50        I
83    i2602  20251014    802.50  ...    781.50      795.00        I
84    i2603  20251014    797.00  ...    779.50      788.00        I
85    i2604  20251014    792.00  ...    773.50      784.50        I
86    i2605  20251014    784.50  ...    765.00      776.00        I
87    i2606  20251014    778.00  ...    762.00      770.00        I
88    i2607  20251014    773.00  ...    757.50      766.00        I
89    i2608  20251014    768.00  ...    753.00      761.00        I
90    i2609  20251014    759.00  ...    747.00      755.50        I
91    j2510  20251014      0.00  ...   1600.00     1600.00        J
92    j2511  20251014   1598.00  ...   1586.00     1586.50        J
93    j2512  20251014   1627.00  ...   1608.00     1617.00        J
94    j2601  20251014   1650.00  ...   1636.50     1648.50        J
95    j2602  20251014   1653.00  ...   1653.00     1679.00        J
96    j2603  20251014   1676.50  ...   1676.50     1705.50        J
97    j2604  20251014      0.00  ...   1773.50     1773.50        J
98    j2605  20251014   1802.50  ...   1781.00     1797.00        J
99    j2606  20251014   1823.50  ...   1814.00     1823.50        J
100   j2607  20251014      0.00  ...   1833.50     1833.50        J
101   j2608  20251014      0.00  ...   1865.00     1865.00        J
102   j2609  20251014   1886.00  ...   1866.50     1879.50        J
103  jd2510  20251014   2664.00  ...   2685.00     2552.00       JD
104  jd2511  20251014   2830.00  ...   2847.00     2804.00       JD
105  jd2512  20251014   3005.00  ...   3028.00     2965.00       JD
106  jd2601  20251014   3210.00  ...   3232.00     3183.00       JD
107  jd2602  20251014   3038.00  ...   3044.00     3020.00       JD
108  jd2603  20251014   3067.00  ...   3060.00     3059.00       JD
109  jd2604  20251014   3191.00  ...   3168.00     3187.00       JD
110  jd2605  20251014   3375.00  ...   3345.00     3372.00       JD
111  jd2606  20251014   3260.00  ...   3235.00     3257.00       JD
112  jd2607  20251014   3510.00  ...   3479.00     3504.00       JD
113  jd2608  20251014   3977.00  ...   3966.00     3978.00       JD
114  jd2609  20251014   3873.00  ...   3866.00     3870.00       JD
115  jm2510  20251014    996.00  ...    951.00      924.00       JM
116  jm2511  20251014   1011.00  ...   1009.00     1001.50       JM
117  jm2512  20251014   1077.00  ...   1072.50     1071.00       JM
118  jm2601  20251014   1150.00  ...   1139.50     1145.00       JM
119  jm2602  20251014   1180.50  ...   1167.50     1176.50       JM
120  jm2603  20251014   1202.50  ...   1185.50     1198.50       JM
121  jm2604  20251014   1224.00  ...   1207.00     1221.00       JM
122  jm2605  20251014   1245.00  ...   1223.00     1240.50       JM
123  jm2606  20251014   1267.50  ...   1247.00     1255.00       JM
124  jm2607  20251014   1293.50  ...   1260.50     1281.00       JM
125  jm2608  20251014   1305.00  ...   1279.00     1304.50       JM
126  jm2609  20251014   1330.50  ...   1309.00     1327.00       JM
127   l2510  20251014   6901.00  ...   6856.00     6948.00        L
128   l2511  20251014   6957.00  ...   6922.00     6989.00        L
129   l2512  20251014   6973.00  ...   6928.00     6999.00        L
130   l2601  20251014   6996.00  ...   6936.00     7005.00        L
131   l2602  20251014   6977.00  ...   6924.00     7001.00        L
132   l2603  20251014   6992.00  ...   6944.00     7013.00        L
133   l2604  20251014   7011.00  ...   6984.00     7059.00        L
134   l2605  20251014   7039.00  ...   6975.00     7039.00        L
135   l2606  20251014   6964.00  ...   6953.00     7047.00        L
136   l2607  20251014   7031.00  ...   7007.00     7065.00        L
137   l2608  20251014   7049.00  ...   7015.00     7079.00        L
138   l2609  20251014   7060.00  ...   7018.00     7083.00        L
139  lg2511  20251014    800.00  ...    791.00      808.00       LG
140  lg2601  20251014    825.00  ...    820.00      823.00       LG
141  lg2603  20251014    829.50  ...    827.50      829.00       LG
142  lg2605  20251014    830.00  ...    828.50      830.00       LG
143  lg2607  20251014    832.00  ...    830.00      831.50       LG
144  lg2609  20251014    831.00  ...    831.50      832.00       LG
145  lh2511  20251014  11200.00  ...  11355.00    11225.00       LH
146  lh2601  20251014  12160.00  ...  12335.00    12150.00       LH
147  lh2603  20251014  11725.00  ...  11825.00    11835.00       LH
148  lh2605  20251014  12365.00  ...  12445.00    12440.00       LH
149  lh2607  20251014  13220.00  ...  13250.00    13220.00       LH
150  lh2609  20251014  13885.00  ...  13945.00    13880.00       LH
151   m2511  20251014   2926.00  ...   2896.00     2918.00        M
152   m2512  20251014   2956.00  ...   2936.00     2954.00        M
153   m2601  20251014   2936.00  ...   2912.00     2936.00        M
154   m2603  20251014   2912.00  ...   2890.00     2911.00        M
155   m2605  20251014   2747.00  ...   2736.00     2751.00        M
156   m2607  20251014   2734.00  ...   2719.00     2736.00        M
157   m2608  20251014   2854.00  ...   2841.00     2858.00        M
158   m2609  20251014   2858.00  ...   2846.00     2861.00        M
159   p2510  20251014   9198.00  ...   9184.00     9214.00        P
160   p2511  20251014   9270.00  ...   9266.00     9274.00        P
161   p2512  20251014   9308.00  ...   9314.00     9326.00        P
162   p2601  20251014   9364.00  ...   9366.00     9376.00        P
163   p2602  20251014   9368.00  ...   9358.00     9358.00        P
164   p2603  20251014   9338.00  ...   9332.00     9352.00        P
165   p2604  20251014   9336.00  ...   9312.00     9298.00        P
166   p2605  20251014   9232.00  ...   9238.00     9218.00        P
167   p2606  20251014   9146.00  ...   9108.00     9120.00        P
168   p2607  20251014   9052.00  ...   9012.00     9012.00        P
169   p2608  20251014   8976.00  ...   8956.00     8958.00        P
170   p2609  20251014   8874.00  ...   8884.00     8866.00        P
171  pg2510  20251014      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251014   4072.00  ...   4118.00     4069.00       PG
173  pg2512  20251014   3965.00  ...   3981.00     3978.00       PG
174  pg2601  20251014   3895.00  ...   3904.00     3909.00       PG
175  pg2602  20251014   3827.00  ...   3835.00     3848.00       PG
176  pg2603  20251014   3756.00  ...   3762.00     3781.00       PG
177  pg2604  20251014   4159.00  ...   4147.00     4166.00       PG
178  pg2605  20251014   4081.00  ...   4076.00     4093.00       PG
179  pg2606  20251014   4017.00  ...   4017.00     4047.00       PG
180  pg2607  20251014   3973.00  ...   3974.00     3984.00       PG
181  pg2608  20251014   3918.00  ...   3917.00     3930.00       PG
182  pg2609  20251014   3855.00  ...   3859.00     3876.00       PG
183  pp2510  20251014   6576.00  ...   6536.00     6611.00       PP
184  pp2511  20251014   6635.00  ...   6551.00     6639.00       PP
185  pp2512  20251014   6642.00  ...   6593.00     6679.00       PP
186  pp2601  20251014   6679.00  ...   6628.00     6708.00       PP
187  pp2602  20251014   6671.00  ...   6620.00     6704.00       PP
188  pp2603  20251014   6662.00  ...   6624.00     6705.00       PP
189  pp2604  20251014   6707.00  ...   6647.00     6738.00       PP
190  pp2605  20251014   6755.00  ...   6683.00     6763.00       PP
191  pp2606  20251014   6690.00  ...   6644.00     6733.00       PP
192  pp2607  20251014   6674.00  ...   6647.00     6694.00       PP
193  pp2608  20251014   6698.00  ...   6670.00     6709.00       PP
194  pp2609  20251014   6729.00  ...   6695.00     6754.00       PP
195  rr2510  20251014   3620.00  ...   3620.00     3604.00       RR
196  rr2511  20251014   3610.00  ...   3615.00     3619.00       RR
197  rr2512  20251014   3610.00  ...   3608.00     3611.00       RR
198  rr2601  20251014   3624.00  ...   3625.00     3642.00       RR
199  rr2602  20251014   3611.00  ...   3613.00     3628.00       RR
200  rr2603  20251014   3611.00  ...   3614.00     3621.00       RR
201  rr2604  20251014   3620.00  ...   3617.00     3622.00       RR
202  rr2605  20251014   3612.00  ...   3612.00     3618.00       RR
203  rr2606  20251014   3602.00  ...   3602.00     3615.00       RR
204  rr2607  20251014      0.00  ...   3624.00     3636.00       RR
205  rr2608  20251014   3596.00  ...   3589.00     3595.00       RR
206  rr2609  20251014   3623.00  ...   3612.00     3636.00       RR
207   v2510  20251014   4607.00  ...   4567.00     4606.00        V
208   v2511  20251014   4620.00  ...   4596.00     4636.00        V
209   v2512  20251014   4674.00  ...   4641.00     4675.00        V
210   v2601  20251014   4717.00  ...   4684.00     4720.00        V
211   v2602  20251014   4753.00  ...   4727.00     4758.00        V
212   v2603  20251014   4790.00  ...   4754.00     4792.00        V
213   v2604  20251014   4990.00  ...   4957.00     5000.00        V
214   v2605  20251014   5043.00  ...   4998.00     5037.00        V
215   v2606  20251014   5055.00  ...   5029.00     5070.00        V
216   v2607  20251014   5091.00  ...   5072.00     5108.00        V
217   v2608  20251014   5113.00  ...   5103.00     5148.00        V
218   v2609  20251014   5162.00  ...   5137.00     5176.00        V
219   y2511  20251014   8284.00  ...   8272.00     8284.00        Y
220   y2512  20251014   8306.00  ...   8306.00     8322.00        Y
221   y2601  20251014   8280.00  ...   8270.00     8282.00        Y
222   y2603  20251014   8234.00  ...   8206.00     8214.00        Y
223   y2605  20251014   8036.00  ...   8040.00     8030.00        Y
224   y2607  20251014   7982.00  ...   7980.00     7974.00        Y
225   y2608  20251014   7990.00  ...   7966.00     7968.00        Y
226   y2609  20251014   7948.00  ...   7924.00     7940.00        Y

[227 rows x 12 columns]
2025-10-22 16:25:33,585 - future_1d - INFO - ak.get_dce_daily('2025-10-14') done
2025-10-22 16:25:35,384 - future_1d - INFO - save future_daily 2025-10-14 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251015      0.0  ...  50755.0     49980.0       PS
1   PS2511  20251015  49975.0  ...  50805.0     49205.0       PS
2   PS2512  20251015  52595.0  ...  53270.0     51630.0       PS
3   PS2601  20251015  52050.0  ...  53165.0     51570.0       PS
4   PS2602  20251015  52050.0  ...  52840.0     51585.0       PS
5   PS2603  20251015  52030.0  ...  52690.0     51545.0       PS
6   PS2604  20251015  51925.0  ...  52600.0     51450.0       PS
7   PS2605  20251015  51800.0  ...  52730.0     51340.0       PS
8   PS2606  20251015  53000.0  ...  54525.0     53195.0       PS
9   PS2607  20251015  53105.0  ...  54410.0     53105.0       PS
10  PS2608  20251015  53125.0  ...  54125.0     52925.0       PS
11  PS2609  20251015  53015.0  ...  53855.0     52655.0       PS
13  SI2510  20251015   8585.0  ...   8620.0      8555.0       SI
14  SI2511  20251015   8495.0  ...   8595.0      8580.0       SI
15  SI2512  20251015   8910.0  ...   8965.0      8970.0       SI
16  SI2601  20251015   8835.0  ...   8905.0      8905.0       SI
17  SI2602  20251015   8800.0  ...   8885.0      8915.0       SI
18  SI2603  20251015   8925.0  ...   8910.0      8980.0       SI
19  SI2604  20251015   8870.0  ...   8940.0      8900.0       SI
20  SI2605  20251015   8850.0  ...   8935.0      8925.0       SI
21  SI2606  20251015   8935.0  ...   8960.0      8930.0       SI
22  SI2607  20251015   8885.0  ...   8935.0      8940.0       SI
23  SI2608  20251015      0.0  ...   8960.0      8960.0       SI
24  SI2609  20251015   8930.0  ...   8975.0      8980.0       SI
27  LC2510  20251015  73120.0  ...  73220.0     72720.0       LC
28  LC2511  20251015  73000.0  ...  73100.0     73160.0       LC
29  LC2512  20251015  72900.0  ...  73200.0     73220.0       LC
30  LC2601  20251015  73140.0  ...  73200.0     73160.0       LC
31  LC2602  20251015  73000.0  ...  73100.0     72960.0       LC
32  LC2603  20251015  72640.0  ...  72980.0     73080.0       LC
33  LC2604  20251015  73260.0  ...  73640.0     73680.0       LC
34  LC2605  20251015  73180.0  ...  73680.0     73660.0       LC
35  LC2606  20251015  73400.0  ...  73620.0     73600.0       LC
36  LC2607  20251015  73400.0  ...  73560.0     73560.0       LC
37  LC2608  20251015  73600.0  ...  73840.0     73720.0       LC
38  LC2609  20251015  73960.0  ...  73940.0     73800.0       LC

[36 rows x 12 columns]
2025-10-22 16:25:42,960 - future_1d - INFO - ak.get_gfex_daily('2025-10-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251015  ...   85080      85820      CU
1        1      CU2511  20251015  ...   84960      85710      CU
2        2      CU2512  20251015  ...   85000      85690      CU
3        3      CU2601  20251015  ...   84840      85610      CU
4        4      CU2602  20251015  ...   84750      85570      CU
5        5      CU2603  20251015  ...   84570      85750      CU
6        6      CU2604  20251015  ...   84860      85680      CU
7        7      CU2605  20251015  ...   84510      85680      CU
8        8      CU2606  20251015  ...   84560      85390      CU
9        9      CU2607  20251015  ...   84370      84950      CU
10      10      CU2608  20251015  ...   84550      85220      CU
11      11      CU2609  20251015  ...   84340      85270      CU
12      12      BC2510  20251015  ...   75040      75040      BC
13      13      BC2511  20251015  ...   75490      76190      BC
14      14      BC2512  20251015  ...   75350      76240      BC
15      15      BC2601  20251015  ...   76860      76860      BC
16      16      BC2602  20251015  ...   75800      75800      BC
17      17      BC2603  20251015  ...   75870      75800      BC
18      18      BC2604  20251015  ...   76520      76520      BC
19      19      BC2605  20251015  ...   75900      75900      BC
20      20      BC2606  20251015  ...   75880      75880      BC
21      21      BC2607  20251015  ...   76570      76570      BC
22      22      BC2608  20251015  ...   75800      75800      BC
23      23      BC2609  20251015  ...   76130      76130      BC
24      24      AL2510  20251015  ...   20850      20905      AL
25      25      AL2511  20251015  ...   20875      20930      AL
26      26      AL2512  20251015  ...   20895      20945      AL
27      27      AL2601  20251015  ...   20900      20950      AL
28      28      AL2602  20251015  ...   20890      20945      AL
29      29      AL2603  20251015  ...   20885      20945      AL
30      30      AL2604  20251015  ...   20910      20980      AL
31      31      AL2605  20251015  ...   20915      20995      AL
32      32      AL2606  20251015  ...   20890      20995      AL
33      33      AL2607  20251015  ...   20925      21015      AL
34      34      AL2608  20251015  ...   20930      21010      AL
35      35      AL2609  20251015  ...   20940      20995      AL
36      36      ZN2510  20251015  ...   21985      22205      ZN
37      37      ZN2511  20251015  ...   21995      22275      ZN
38      38      ZN2512  20251015  ...   22035      22310      ZN
39      39      ZN2601  20251015  ...   22065      22340      ZN
40      40      ZN2602  20251015  ...   22090      22370      ZN
41      41      ZN2603  20251015  ...   22125      22395      ZN
42      42      ZN2604  20251015  ...   22150      22415      ZN
43      43      ZN2605  20251015  ...   22180      22435      ZN
44      44      ZN2606  20251015  ...   22215      22475      ZN
45      45      ZN2607  20251015  ...   22200      22470      ZN
46      46      ZN2608  20251015  ...   22220      22475      ZN
47      47      ZN2609  20251015  ...   22275      22535      ZN
48      48      PB2510  20251015  ...   17080      17045      PB
49      49      PB2511  20251015  ...   17055      17085      PB
50      50      PB2512  20251015  ...   17085      17095      PB
51      51      PB2601  20251015  ...   17085      17090      PB
52      52      PB2602  20251015  ...   16990      17115      PB
53      53      PB2603  20251015  ...   17105      17105      PB
54      54      PB2604  20251015  ...   17190      17115      PB
55      55      PB2605  20251015  ...   17145      17125      PB
56      56      PB2606  20251015  ...   17195      17145      PB
57      57      PB2607  20251015  ...   17160      17160      PB
58      58      PB2608  20251015  ...   17200      17170      PB
59      59      PB2609  20251015  ...   17235      17225      PB
60      60      NI2510  20251015  ...  120650     120560      NI
61      61      NI2511  20251015  ...  121020     121080      NI
62      62      NI2512  20251015  ...  121170     121210      NI
63      63      NI2601  20251015  ...  121390     121470      NI
64      64      NI2602  20251015  ...  121600     121680      NI
65      65      NI2603  20251015  ...  121920     122000      NI
66      66      NI2604  20251015  ...  122100     122110      NI
67      67      NI2605  20251015  ...  122360     122240      NI
68      68      NI2606  20251015  ...  122570     122600      NI
69      69      NI2607  20251015  ...  122850     122680      NI
70      70      NI2608  20251015  ...  123210     123140      NI
71      71      NI2609  20251015  ...  123450     123520      NI
72      72      SN2510  20251015  ...  280420     281340      SN
73      73      SN2511  20251015  ...  280410     282140      SN
74      74      SN2512  20251015  ...  280740     282320      SN
75      75      SN2601  20251015  ...  281030     282460      SN
76      76      SN2602  20251015  ...  280790     282390      SN
77      77      SN2603  20251015  ...  280770     282460      SN
78      78      SN2604  20251015  ...  280770     282290      SN
79      79      SN2605  20251015  ...  280720     282370      SN
80      80      SN2606  20251015  ...  281340     282730      SN
81      81      SN2607  20251015  ...  280840     282610      SN
82      82      SN2608  20251015  ...  281330     283550      SN
83      83      SN2609  20251015  ...  282990     282990      SN
84      84      AO2510  20251015  ...    2757       2775      AO
85      85      AO2511  20251015  ...    2776       2783      AO
86      86      AO2512  20251015  ...    2788       2797      AO
87      87      AO2601  20251015  ...    2799       2807      AO
88      88      AO2602  20251015  ...    2818       2826      AO
89      89      AO2603  20251015  ...    2889       2897      AO
90      90      AO2604  20251015  ...    2901       2910      AO
91      91      AO2605  20251015  ...    2910       2918      AO
92      92      AO2606  20251015  ...    2922       2928      AO
93      93      AO2607  20251015  ...    2930       2937      AO
94      94      AO2608  20251015  ...    2945       2949      AO
95      95      AO2609  20251015  ...    2960       2967      AO
96      96      AD2511  20251015  ...   20330      20380      AD
97      97      AD2512  20251015  ...   20400      20440      AD
98      98      AD2601  20251015  ...   20445      20490      AD
99      99      AD2602  20251015  ...   20425      20485      AD
100    100      AD2603  20251015  ...   20420      20440      AD
101    101      AD2604  20251015  ...   20405      20420      AD
102    102      AD2605  20251015  ...   20340      20370      AD
103    103      AD2606  20251015  ...   20300      20420      AD
104    104      AD2607  20251015  ...   20270      20340      AD
105    105      AD2608  20251015  ...   20495      20495      AD
106    106      AD2609  20251015  ...   20495      20410      AD
107    107      AU2510  20251015  ...  962.24      942.4      AU
108    108      AU2511  20251015  ...   947.9     939.32      AU
109    109      AU2512  20251015  ...  948.92     940.64      AU
110    110      AU2602  20251015  ...   952.1     943.96      AU
111    111      AU2604  20251015  ...   953.3     946.46      AU
112    112      AU2606  20251015  ...   957.1     947.86      AU
113    113      AU2608  20251015  ...  958.84     952.96      AU
114    114      AU2610  20251015  ...  961.32     952.34      AU
115    115      AG2510  20251015  ...   12200      11714      AG
116    116      AG2511  20251015  ...   11689      11696      AG
117    117      AG2512  20251015  ...   11675      11697      AG
118    118      AG2601  20251015  ...   11677      11724      AG
119    119      AG2602  20251015  ...   11708      11734      AG
120    120      AG2603  20251015  ...   11700      11775      AG
121    121      AG2604  20251015  ...   11712      11788      AG
122    122      AG2605  20251015  ...   11712      11796      AG
123    123      AG2606  20251015  ...   11756      11791      AG
124    124      AG2607  20251015  ...   11765      11829      AG
125    125      AG2608  20251015  ...   11754      11813      AG
126    126      AG2609  20251015  ...   11808      11799      AG
127    127      RB2510  20251015  ...    2954       2975      RB
128    128      RB2511  20251015  ...    2987       2997      RB
129    129      RB2512  20251015  ...    3031       3043      RB
130    130      RB2601  20251015  ...    3044       3060      RB
131    131      RB2602  20251015  ...    3049       3067      RB
132    132      RB2603  20251015  ...    3074       3087      RB
133    133      RB2604  20251015  ...    3096       3102      RB
134    134      RB2605  20251015  ...    3099       3116      RB
135    135      RB2606  20251015  ...    3114       3130      RB
136    136      RB2607  20251015  ...    3136       3139      RB
137    137      RB2608  20251015  ...    3134       3151      RB
138    138      RB2609  20251015  ...    3143       3161      RB
139    139      WR2510  20251015  ...    3100       3069      WR
140    140      WR2511  20251015  ...    3270       3270      WR
141    141      WR2512  20251015  ...    3353       3309      WR
142    142      WR2601  20251015  ...    3342       3329      WR
143    143      WR2602  20251015  ...    3370       3370      WR
144    144      WR2603  20251015  ...    3361       3361      WR
145    145      WR2604  20251015  ...    3369       3369      WR
146    146      WR2605  20251015  ...    3364       3364      WR
147    147      WR2606  20251015  ...    3363       3360      WR
148    148      WR2607  20251015  ...    3416       3390      WR
149    149      WR2608  20251015  ...    3431       3431      WR
150    150      WR2609  20251015  ...    3430       3430      WR
151    151      HC2510  20251015  ...    3534       3442      HC
152    152      HC2511  20251015  ...    3282       3282      HC
153    153      HC2512  20251015  ...    3254       3262      HC
154    154      HC2601  20251015  ...    3225       3240      HC
155    155      HC2602  20251015  ...    3223       3240      HC
156    156      HC2603  20251015  ...    3233       3243      HC
157    157      HC2604  20251015  ...    3228       3241      HC
158    158      HC2605  20251015  ...    3235       3251      HC
159    159      HC2606  20251015  ...    3237       3245      HC
160    160      HC2607  20251015  ...    3245       3273      HC
161    161      HC2608  20251015  ...    3253       3277      HC
162    162      HC2609  20251015  ...    3259       3270      HC
163    163      SS2510  20251015  ...   12345      12315      SS
164    164      SS2511  20251015  ...   12525      12565      SS
165    165      SS2512  20251015  ...   12555      12590      SS
166    166      SS2601  20251015  ...   12655      12680      SS
167    167      SS2602  20251015  ...   12715      12745      SS
168    168      SS2603  20251015  ...   12795      12815      SS
169    169      SS2604  20251015  ...   12870      12885      SS
170    170      SS2605  20251015  ...   12925      12945      SS
171    171      SS2606  20251015  ...   13000      13025      SS
172    172      SS2607  20251015  ...   13035      13100      SS
173    173      SS2608  20251015  ...   13095      13125      SS
174    174      SS2609  20251015  ...   13170      13230      SS
175    175      SC2511  20251015  ...   443.2      451.8      SC
176    176      SC2512  20251015  ...   444.9      452.5      SC
177    177      SC2601  20251015  ...   445.5      452.5      SC
178    178      SC2602  20251015  ...   445.9        453      SC
179    179      SC2603  20251015  ...   447.3      452.7      SC
180    180      SC2604  20251015  ...   448.5      453.6      SC
181    181      SC2605  20251015  ...   448.9      454.5      SC
182    182      SC2606  20251015  ...   450.1      455.6      SC
183    183      SC2607  20251015  ...     450      454.8      SC
184    184      SC2608  20251015  ...   450.6      455.3      SC
185    185      SC2609  20251015  ...   450.6      454.6      SC
186    186      SC2610  20251015  ...   449.7      449.7      SC
187    187      SC2612  20251015  ...   451.5      452.6      SC
188    188      SC2703  20251015  ...   448.6      451.6      SC
189    189      SC2706  20251015  ...   453.6      453.6      SC
190    190      SC2709  20251015  ...   449.9      450.6      SC
191    191      SC2712  20251015  ...     455        455      SC
192    192      SC2803  20251015  ...     449        449      SC
193    193      SC2806  20251015  ...     448      451.7      SC
194    194      SC2809  20251015  ...   448.9      452.9      SC
195    195      LU2511  20251015  ...    3141       3204      LU
196    196      LU2512  20251015  ...    3158       3216      LU
197    197      LU2601  20251015  ...    3161       3210      LU
198    198      LU2602  20251015  ...    3162       3205      LU
199    199      LU2603  20251015  ...    3160       3206      LU
200    200      LU2604  20251015  ...    3161       3192      LU
201    201      LU2605  20251015  ...    3163       3200      LU
202    202      LU2606  20251015  ...    3160       3177      LU
203    203      LU2607  20251015  ...    3175       3206      LU
204    204      LU2608  20251015  ...    3173       3205      LU
205    205      LU2609  20251015  ...    3159       3188      LU
206    206      LU2610  20251015  ...    3152       3187      LU
207    207      FU2511  20251015  ...    2725       2763      FU
208    208      FU2512  20251015  ...    2685       2733      FU
209    209      FU2601  20251015  ...    2669       2714      FU
210    210      FU2602  20251015  ...    2652       2697      FU
211    211      FU2603  20251015  ...    2649       2693      FU
212    212      FU2604  20251015  ...    2647       2690      FU
213    213      FU2605  20251015  ...    2641       2680      FU
214    214      FU2606  20251015  ...    2634       2670      FU
215    215      FU2607  20251015  ...    2626       2659      FU
216    216      FU2608  20251015  ...    2600       2634      FU
217    217      FU2609  20251015  ...    2594       2628      FU
218    218      FU2610  20251015  ...    2584       2615      FU
219    219      BU2510  20251015  ...    3470       3470      BU
220    220      BU2511  20251015  ...    3261       3286      BU
221    221      BU2512  20251015  ...    3185       3208      BU
222    222      BU2601  20251015  ...    3149       3166      BU
223    223      BU2602  20251015  ...    3157       3172      BU
224    224      BU2603  20251015  ...    3180       3193      BU
225    225      BU2604  20251015  ...    3188       3191      BU
226    226      BU2605  20251015  ...    3194       3206      BU
227    227      BU2606  20251015  ...    3199       3207      BU
228    228      BU2607  20251015  ...    3222       3222      BU
229    229      BU2608  20251015  ...    3202       3197      BU
230    230      BU2609  20251015  ...    3202       3207      BU
231    231      BU2612  20251015  ...    3148       3155      BU
232    232      BU2703  20251015  ...    3161       3172      BU
233    233      BU2706  20251015  ...    3168       3175      BU
234    234      BU2709  20251015  ...    3172       3198      BU
235    235      BR2510  20251015  ...   10670      10670      BR
236    236      BR2511  20251015  ...   10805      10825      BR
237    237      BR2512  20251015  ...   10745      10790      BR
238    238      BR2601  20251015  ...   10740      10790      BR
239    239      BR2602  20251015  ...   10755      10780      BR
240    240      BR2603  20251015  ...   10760      10770      BR
241    241      BR2604  20251015  ...   10795      10795      BR
242    242      BR2605  20251015  ...   10800      10805      BR
243    243      BR2606  20251015  ...   10865      10810      BR
244    244      BR2607  20251015  ...   11025      11035      BR
245    245      BR2608  20251015  ...   11040      11040      BR
246    246      BR2609  20251015  ...   11080      11080      BR
247    247      RU2510  20251015  ...   14030      14165      RU
248    248      RU2511  20251015  ...   14095      14060      RU
249    249      RU2601  20251015  ...   14850      14855      RU
250    250      RU2603  20251015  ...   14835      14815      RU
251    251      RU2604  20251015  ...   14860      14855      RU
252    252      RU2605  20251015  ...   14855      14845      RU
253    253      RU2606  20251015  ...   14865      14850      RU
254    254      RU2607  20251015  ...   14905      14900      RU
255    255      RU2608  20251015  ...   14915      14925      RU
256    256      RU2609  20251015  ...   14905      14880      RU
257    257      NR2510  20251015  ...   12105      11925      NR
258    258      NR2511  20251015  ...   12110      11990      NR
259    259      NR2512  20251015  ...   12085      11985      NR
260    260      NR2601  20251015  ...   12075      11995      NR
261    261      NR2602  20251015  ...   12055      11995      NR
262    262      NR2603  20251015  ...   12085      12020      NR
263    263      NR2604  20251015  ...   12050      12000      NR
264    264      NR2605  20251015  ...   12045      12020      NR
265    265      NR2606  20251015  ...   12110      12040      NR
266    266      NR2607  20251015  ...   12155      12115      NR
267    267      NR2608  20251015  ...   12090      12145      NR
268    268      NR2609  20251015  ...   12185      12250      NR
269    269      SP2510  20251015  ...    4812       4812      SP
270    270      SP2511  20251015  ...    4854       4840      SP
271    271      SP2512  20251015  ...    4878       4864      SP
272    272      SP2601  20251015  ...    5174       5160      SP
273    273      SP2602  20251015  ...    5188       5170      SP
274    274      SP2603  20251015  ...    5206       5194      SP
275    275      SP2604  20251015  ...    5226       5206      SP
276    276      SP2605  20251015  ...    5240       5226      SP
277    277      SP2606  20251015  ...    5252       5234      SP
278    278      SP2607  20251015  ...    5248       5234      SP
279    279      SP2608  20251015  ...    5248       5240      SP
280    280      SP2609  20251015  ...    5244       5238      SP
281    281      OP2601  20251015  ...    4214       4208      OP
282    282      OP2602  20251015  ...    4224       4224      OP
283    283      OP2603  20251015  ...    4216       4218      OP
284    284      OP2604  20251015  ...    4232       4240      OP
285    285      OP2605  20251015  ...    4236       4232      OP
286    286      OP2606  20251015  ...    4202       4202      OP
287    287      OP2607  20251015  ...    4242       4242      OP
288    288      OP2608  20251015  ...    4268       4274      OP
289    289      OP2609  20251015  ...    4220       4220      OP
290    290      EC2510  20251015  ...  1128.2     1134.4      EC
291    291      EC2512  20251015  ...  1713.4       1639      EC
292    292      EC2602  20251015  ...  1481.1     1416.6      EC
293    293      EC2604  20251015  ...  1148.9     1112.5      EC
294    294      EC2606  20251015  ...  1315.7     1286.2      EC
295    295      EC2608  20251015  ...  1458.2     1424.4      EC
296    296  SC_TAS2511  20251015  ...                     SC_TAS
297    297  SC_TAS2512  20251015  ...                     SC_TAS
298    298  SC_TAS2601  20251015  ...                     SC_TAS
299    299  SC_TAS2602  20251015  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-22 16:25:43,067 - future_1d - INFO - ak.get_shfe_daily('2025-10-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251015  7196.600  ...  7272.000    7159.800       IC
1   IC2511  20251015  7090.800  ...  7190.400    7072.000       IC
2   IC2512  20251015  7068.000  ...  7134.400    7018.600       IC
3   IC2603  20251015  6880.000  ...  6972.000    6857.000       IC
4   IF2510  20251015  4544.000  ...  4596.400    4531.000       IF
5   IF2511  20251015  4532.200  ...  4583.800    4513.400       IF
6   IF2512  20251015  4522.000  ...  4572.600    4499.200       IF
7   IF2603  20251015  4496.000  ...  4551.200    4477.200       IF
8   IH2510  20251015  2967.000  ...  2996.800    2958.400       IH
9   IH2511  20251015  2964.200  ...  2994.000    2952.200       IH
10  IH2512  20251015  2968.000  ...  2995.000    2953.000       IH
11  IH2603  20251015  2965.200  ...  2996.000    2953.800       IH
12  IM2510  20251015  7377.800  ...  7451.600    7338.200       IM
13  IM2511  20251015  7260.000  ...  7357.600    7234.400       IM
14  IM2512  20251015  7194.800  ...  7273.800    7148.600       IM
15  IM2603  20251015  6949.000  ...  7054.200    6926.000       IM
16   T2512  20251015   108.105  ...   108.100     108.190        T
17   T2603  20251015   107.785  ...   107.780     107.880        T
18   T2606  20251015   107.660  ...   107.705     107.795        T
19  TF2512  20251015   105.740  ...   105.715     105.765       TF
20  TF2603  20251015   105.630  ...   105.610     105.650       TF
21  TF2606  20251015   105.575  ...   105.615     105.650       TF
22  TL2512  20251015   114.450  ...   114.480     114.740       TL
23  TL2603  20251015   113.940  ...   114.160     114.420       TL
24  TL2606  20251015   114.170  ...   114.100     114.360       TL
25  TS2512  20251015   102.382  ...   102.372     102.386       TS
26  TS2603  20251015   102.292  ...   102.274     102.292       TS
27  TS2606  20251015   102.312  ...   102.316     102.334       TS

[28 rows x 12 columns]
2025-10-22 16:25:43,260 - future_1d - INFO - ak.get_cffex_daily('2025-10-15') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251015   442.4   447.1  ...  3636243.41   443.2      451.8      SC
1       SC2512  20251015   443.3   448.3  ...   2159802.1   444.9      452.5      SC
2       SC2601  20251015   444.2     449  ...   428988.28   445.5      452.5      SC
3       SC2602  20251015   444.1   449.1  ...    63456.69   445.9        453      SC
4       SC2603  20251015     446   448.8  ...    20087.83   447.3      452.7      SC
5       SC2604  20251015   445.6   450.2  ...     9106.51   448.5      453.6      SC
6       SC2605  20251015   445.6   450.8  ...    12840.45   448.9      454.5      SC
7       SC2606  20251015   446.2     451  ...     38123.9   450.1      455.6      SC
8       SC2607  20251015   450.3   450.5  ...      270.04     450      454.8      SC
9       SC2608  20251015   451.3   451.3  ...      225.31   450.6      455.3      SC
10      SC2609  20251015   451.5   452.4  ...       585.8   450.6      454.6      SC
11      SC2610  20251015                  ...           0   449.7      449.7      SC
12      SC2612  20251015   452.2   452.2  ...       90.31   451.5      452.6      SC
13      SC2703  20251015   448.6   448.7  ...       89.73   448.6      451.6      SC
14      SC2706  20251015                  ...           0   453.6      453.6      SC
15      SC2709  20251015   449.9     450  ...       89.99   449.9      450.6      SC
16      SC2712  20251015                  ...           0     455        455      SC
17      SC2803  20251015                  ...           0     449        449      SC
18      SC2806  20251015   447.2     449  ...      134.42     448      451.7      SC
19      SC2809  20251015   449.6     450  ...      493.86   448.9      452.9      SC
21      LU2511  20251015    3152    3163  ...   26735.659    3141       3204      LU
22      LU2512  20251015    3159    3178  ...  276488.889    3158       3216      LU
23      LU2601  20251015    3157    3182  ...  175230.353    3161       3210      LU
24      LU2602  20251015    3159    3178  ...   21516.756    3162       3205      LU
25      LU2603  20251015    3150    3177  ...    3154.537    3160       3206      LU
26      LU2604  20251015    3163    3169  ...      25.293    3161       3192      LU
27      LU2605  20251015    3166    3174  ...     104.406    3163       3200      LU
28      LU2606  20251015    3146    3170  ...      41.083    3160       3177      LU
29      LU2607  20251015    3186    3186  ...     241.356    3175       3206      LU
30      LU2608  20251015    3184    3184  ...     257.069    3173       3205      LU
31      LU2609  20251015    3147    3176  ...     151.669    3159       3188      LU
32      LU2610  20251015    3147    3161  ...      25.222    3152       3187      LU
34      NR2510  20251015   12015   12200  ...       484.3   12105      11925      NR
35      NR2511  20251015   11995   12240  ...   564802.63   12110      11990      NR
36      NR2512  20251015   11980   12195  ...   739506.95   12085      11985      NR
37      NR2601  20251015   12020   12180  ...   230462.74   12075      11995      NR
38      NR2602  20251015   11995   12195  ...       11119   12055      11995      NR
39      NR2603  20251015   12005   12115  ...     2284.07   12085      12020      NR
40      NR2604  20251015   11995   12100  ...     940.095   12050      12000      NR
41      NR2605  20251015   11900   12095  ...     337.335   12045      12020      NR
42      NR2606  20251015   12095   12135  ...     121.145   12110      12040      NR
43      NR2607  20251015   12170   12170  ...       36.47   12155      12115      NR
44      NR2608  20251015   12090   12090  ...       12.09   12090      12145      NR
45      NR2609  20251015   12125   12220  ...      36.565   12185      12250      NR
47      BC2510  20251015                  ...           0   75040      75040      BC
48      BC2511  20251015   74820   76450  ...  485745.945   75490      76190      BC
49      BC2512  20251015   75020   76470  ...   34587.805   75350      76240      BC
50      BC2601  20251015                  ...           0   76860      76860      BC
51      BC2602  20251015                  ...           0   75800      75800      BC
52      BC2603  20251015                  ...           0   75870      75800      BC
53      BC2604  20251015                  ...           0   76520      76520      BC
54      BC2605  20251015                  ...           0   75900      75900      BC
55      BC2606  20251015                  ...           0   75880      75880      BC
56      BC2607  20251015                  ...           0   76570      76570      BC
57      BC2608  20251015                  ...           0   75800      75800      BC
58      BC2609  20251015                  ...           0   76130      76130      BC
60      EC2510  20251015  1134.6  1135.5  ...  19247.4025  1128.2     1134.4      EC
61      EC2512  20251015    1690  1749.9  ...  365103.323  1713.4       1639      EC
62      EC2602  20251015    1482  1517.6  ...   60793.811  1481.1     1416.6      EC
63      EC2604  20251015    1150    1168  ...  25839.0295  1148.9     1112.5      EC
64      EC2606  20251015    1338    1338  ...   2532.7455  1315.7     1286.2      EC
65      EC2608  20251015    1445  1487.9  ...   1173.9275  1458.2     1424.4      EC
68  SC_TAS2511  20251015                  ...                                 SC_TAS
69  SC_TAS2512  20251015                  ...                                 SC_TAS
70  SC_TAS2601  20251015                  ...                                 SC_TAS
71  SC_TAS2602  20251015                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 16:25:43,323 - future_1d - INFO - ak.get_ine_daily('2025-10-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251015   8650.0   9203.0  ...      311.45   9160.0      9225.0       AP
1    AP511  20251015   8668.0   8735.0  ...     7208.03   8695.0      8675.0       AP
2    AP512  20251015   8632.0   8683.0  ...     1411.55   8660.0      8641.0       AP
3    AP601  20251015   8670.0   8696.0  ...   375010.85   8668.0      8660.0       AP
4    AP603  20251015   8577.0   8585.0  ...      282.87   8572.0      8569.0       AP
5    AP604  20251015   8605.0   8621.0  ...      249.60   8607.0      8593.0       AP
6    AP605  20251015   8700.0   8700.0  ...    20982.63   8678.0      8657.0       AP
7    CF511  20251015  13260.0  13335.0  ...    64280.81  13275.0     13310.0       CF
8    CF601  20251015  13250.0  13300.0  ...  1195996.07  13255.0     13255.0       CF
9    CF603  20251015  13275.0  13325.0  ...   120020.26  13285.0     13270.0       CF
10   CF605  20251015  13320.0  13355.0  ...   256311.20  13315.0     13315.0       CF
11   CF607  20251015  13330.0  13375.0  ...      366.99  13345.0     13335.0       CF
12   CF609  20251015  13475.0  13530.0  ...     2894.97  13495.0     13490.0       CF
13   CJ512  20251015  10955.0  11010.0  ...     4340.14  10975.0     10980.0       CJ
14   CJ601  20251015  11085.0  11160.0  ...   512785.26  11105.0     11100.0       CJ
15   CJ603  20251015  10970.0  11105.0  ...     7418.93  11055.0     11060.0       CJ
16   CJ605  20251015  11100.0  11235.0  ...    75721.81  11185.0     11185.0       CJ
17   CJ607  20251015  11245.0  11315.0  ...      788.76  11270.0     11265.0       CJ
18   CJ609  20251015  11365.0  11450.0  ...      695.82  11405.0     11390.0       CJ
19   CY510  20251015      0.0      0.0  ...        0.00  19395.0     19410.0       CY
20   CY511  20251015  19675.0  19705.0  ...     2134.57  19675.0     19665.0       CY
21   CY512  20251015      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251015  19320.0  19345.0  ...    95212.73  19295.0     19310.0       CY
23   CY602  20251015      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251015      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251015      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251015      0.0      0.0  ...        0.00  19760.0     19795.0       CY
29   CY608  20251015      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251015      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251015      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251015   1035.0   1043.0  ...    33090.46   1031.0      1051.0       FG
33   FG512  20251015   1141.0   1152.0  ...    76940.78   1137.0      1155.0       FG
34   FG601  20251015   1137.0   1145.0  ...  3471765.23   1134.0      1149.0       FG
35   FG602  20251015   1207.0   1215.0  ...    29526.72   1203.0      1210.0       FG
36   FG603  20251015   1209.0   1217.0  ...    67082.12   1206.0      1214.0       FG
37   FG604  20251015   1272.0   1288.0  ...      570.31   1273.0      1284.0       FG
38   FG605  20251015   1275.0   1288.0  ...   128853.40   1273.0      1283.0       FG
39   FG606  20251015   1313.0   1325.0  ...      703.22   1312.0      1322.0       FG
40   FG607  20251015   1302.0   1317.0  ...      779.62   1304.0      1311.0       FG
41   FG608  20251015   1353.0   1367.0  ...     1767.84   1356.0      1367.0       FG
42   FG609  20251015   1363.0   1367.0  ...     5518.60   1356.0      1366.0       FG
43   JR511  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251015      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251015   2243.0   2292.0  ...    26781.53   2277.0      2275.0       MA
53   MA512  20251015   2266.0   2311.0  ...    82291.71   2287.0      2276.0       MA
54   MA601  20251015   2275.0   2309.0  ...  1688952.69   2292.0      2297.0       MA
55   MA602  20251015   2292.0   2329.0  ...    59933.04   2308.0      2318.0       MA
56   MA603  20251015   2302.0   2336.0  ...    75533.52   2322.0      2325.0       MA
57   MA604  20251015   2312.0   2329.0  ...       74.20   2319.0      2338.0       MA
58   MA605  20251015   2298.0   2322.0  ...   179036.64   2308.0      2319.0       MA
59   MA606  20251015   2304.0   2321.0  ...       25.44   2312.0      2329.0       MA
60   MA607  20251015   2277.0   2300.0  ...      130.65   2292.0      2287.0       MA
61   MA608  20251015   2270.0   2288.0  ...       38.77   2281.0      2290.0       MA
62   MA609  20251015   2265.0   2276.0  ...     3113.06   2266.0      2277.0       MA
63   OI511  20251015  10106.0  10143.0  ...    50666.56  10099.0     10140.0       OI
64   OI601  20251015   9950.0   9984.0  ...  2017868.33   9939.0      9983.0       OI
65   OI603  20251015   9704.0   9753.0  ...   221873.75   9706.0      9764.0       OI
66   OI605  20251015   9462.0   9530.0  ...   170578.36   9485.0      9498.0       OI
67   OI607  20251015   9398.0   9477.0  ...     1846.22   9420.0      9433.0       OI
68   OI609  20251015   9347.0   9437.0  ...     1184.52   9401.0      9384.0       OI
69   PF510  20251015   6102.0   6102.0  ...      130.89   6088.0      6116.0       PF
70   PF511  20251015   6084.0   6084.0  ...    65369.66   6072.0      6126.0       PF
71   PF512  20251015   6050.0   6058.0  ...   701762.09   6040.0      6076.0       PF
72   PF601  20251015   6068.0   6070.0  ...    92500.99   6054.0      6110.0       PF
73   PF602  20251015   6038.0   6044.0  ...   462025.43   6024.0      6086.0       PF
74   PF603  20251015   6028.0   6032.0  ...   132959.59   6016.0      6076.0       PF
75   PF604  20251015   6090.0   6102.0  ...       70.01   6088.0      6148.0       PF
76   PF605  20251015   6100.0   6132.0  ...      490.64   6096.0      6150.0       PF
77   PF606  20251015   6082.0   6120.0  ...       79.30   6100.0      6138.0       PF
78   PF607  20251015   6102.0   6162.0  ...       61.23   6124.0      6178.0       PF
79   PF608  20251015   6122.0   6152.0  ...       12.28   6140.0      6204.0       PF
80   PF609  20251015   6138.0   6166.0  ...       30.77   6154.0      6204.0       PF
81   PK510  20251015      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251015   7876.0   7922.0  ...    97457.25   7884.0      7872.0       PK
83   PK512  20251015   7972.0   7992.0  ...   184644.76   7958.0      7924.0       PK
84   PK601  20251015   8034.0   8096.0  ...   500962.20   8058.0      8016.0       PK
85   PK603  20251015   8036.0   8118.0  ...   172633.28   8084.0      8034.0       PK
86   PK604  20251015   8058.0   8116.0  ...     1799.08   8086.0      8044.0       PK
87   PK605  20251015   8080.0   8138.0  ...    17832.92   8110.0      8070.0       PK
88   PL601  20251015   6081.0   6108.0  ...   142549.79   6085.0      6109.0       PL
89   PL602  20251015   6108.0   6143.0  ...   106410.87   6124.0      6151.0       PL
90   PL603  20251015   6105.0   6146.0  ...    85611.28   6124.0      6152.0       PL
91   PL604  20251015      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251015   6076.0   6094.0  ...      109.43   6080.0      6119.0       PL
93   PL606  20251015   6088.0   6088.0  ...       24.35   6088.0      6142.0       PL
94   PL607  20251015      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251015      0.0      0.0  ...        0.00   6277.0      6280.0       PL
96   PL609  20251015      0.0      0.0  ...        0.00   6232.0      6239.0       PL
97   PM511  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251015      0.0      0.0  ...        0.00   5638.0      5678.0       PR
104  PR511  20251015   5572.0   5582.0  ...    17495.21   5568.0      5612.0       PR
105  PR512  20251015   5570.0   5580.0  ...   197902.61   5560.0      5600.0       PR
106  PR601  20251015   5552.0   5552.0  ...   197998.02   5532.0      5572.0       PR
107  PR602  20251015   5586.0   5592.0  ...    33581.81   5576.0      5608.0       PR
108  PR603  20251015   5578.0   5608.0  ...      911.33   5574.0      5630.0       PR
109  PR604  20251015   5592.0   5634.0  ...      293.63   5594.0      5654.0       PR
110  PR605  20251015   5616.0   5632.0  ...      597.60   5612.0      5680.0       PR
111  PR606  20251015   5658.0   5658.0  ...       16.96   5652.0      5696.0       PR
112  PR607  20251015   5662.0   5682.0  ...       68.03   5670.0      5716.0       PR
113  PR608  20251015   5692.0   5692.0  ...       17.06   5688.0      5722.0       PR
114  PR609  20251015   5718.0   5718.0  ...       25.61   5692.0      5718.0       PR
115  PX510  20251015   6326.0   6326.0  ...       15.82   6326.0      6332.0       PX
116  PX511  20251015   6324.0   6348.0  ...   119679.53   6316.0      6416.0       PX
117  PX512  20251015   6306.0   6338.0  ...    91641.78   6304.0      6386.0       PX
118  PX601  20251015   6306.0   6328.0  ...   490661.67   6296.0      6370.0       PX
119  PX602  20251015   6318.0   6342.0  ...   227109.04   6314.0      6374.0       PX
120  PX603  20251015   6316.0   6344.0  ...   132539.79   6320.0      6378.0       PX
121  PX604  20251015   6344.0   6344.0  ...        6.34   6344.0      6444.0       PX
122  PX605  20251015   6344.0   6380.0  ...     1205.07   6342.0      6416.0       PX
123  PX606  20251015   6352.0   6352.0  ...        9.53   6352.0      6400.0       PX
124  PX607  20251015   6374.0   6374.0  ...        6.37   6374.0      6412.0       PX
125  PX608  20251015   6374.0   6392.0  ...       12.77   6386.0      6424.0       PX
126  PX609  20251015   6390.0   6412.0  ...       19.18   6394.0      6424.0       PX
127  RI511  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251015   2382.0   2410.0  ...     5240.82   2387.0      2404.0       RM
134  RM601  20251015   2345.0   2380.0  ...   434336.03   2359.0      2369.0       RM
135  RM603  20251015   2285.0   2309.0  ...     3644.73   2297.0      2305.0       RM
136  RM605  20251015   2285.0   2307.0  ...    85660.02   2295.0      2299.0       RM
137  RM607  20251015   2281.0   2296.0  ...     7759.77   2286.0      2294.0       RM
138  RM608  20251015   2385.0   2401.0  ...      521.58   2393.0      2398.0       RM
139  RM609  20251015   2388.0   2398.0  ...     2607.16   2388.0      2388.0       RM
140  RS511  20251015   5157.0   5291.0  ...       83.78   5236.0      5243.0       RS
141  RS607  20251015      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251015      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251015      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251015   1150.0   1155.0  ...     1166.05   1151.0      1147.0       SA
145  SA511  20251015   1153.0   1170.0  ...    39303.14   1162.0      1161.0       SA
146  SA512  20251015   1222.0   1227.0  ...   123729.43   1220.0      1218.0       SA
147  SA601  20251015   1233.0   1238.0  ...  1956030.89   1231.0      1229.0       SA
148  SA602  20251015   1270.0   1274.0  ...    66808.09   1267.0      1266.0       SA
149  SA603  20251015   1277.0   1280.0  ...   140664.09   1273.0      1272.0       SA
150  SA604  20251015   1315.0   1319.0  ...      622.82   1314.0      1312.0       SA
151  SA605  20251015   1324.0   1325.0  ...    80051.48   1319.0      1317.0       SA
152  SA606  20251015   1344.0   1344.0  ...      661.44   1339.0      1338.0       SA
153  SA607  20251015   1335.0   1348.0  ...      665.99   1343.0      1349.0       SA
154  SA608  20251015   1382.0   1384.0  ...      311.79   1380.0      1383.0       SA
155  SA609  20251015   1394.0   1394.0  ...     2715.10   1385.0      1388.0       SA
156  SF510  20251015   5230.0   5240.0  ...      269.15   5226.0      5230.0       SF
157  SF511  20251015   5388.0   5452.0  ...   222611.24   5410.0      5378.0       SF
158  SF512  20251015   5334.0   5420.0  ...   124007.39   5388.0      5334.0       SF
159  SF601  20251015   5328.0   5408.0  ...   294943.74   5370.0      5334.0       SF
160  SF602  20251015   5274.0   5342.0  ...   101388.83   5314.0      5276.0       SF
161  SF603  20251015   5466.0   5518.0  ...   185376.43   5490.0      5450.0       SF
162  SF604  20251015      0.0      0.0  ...        0.00   5438.0      5436.0       SF
163  SF605  20251015   5430.0   5492.0  ...     4127.02   5464.0      5440.0       SF
164  SF606  20251015   5420.0   5454.0  ...       24.46   5436.0      5402.0       SF
165  SF607  20251015   5598.0   5624.0  ...       14.00   5602.0      5572.0       SF
166  SF608  20251015   5618.0   5618.0  ...        8.40   5598.0      5576.0       SF
167  SF609  20251015   5552.0   5594.0  ...       89.30   5582.0      5556.0       SF
168  SH510  20251015      0.0      0.0  ...        0.00   2400.0      2395.0       SH
169  SH511  20251015   2395.0   2431.0  ...    76267.25   2407.0      2405.0       SH
170  SH512  20251015   2445.0   2477.0  ...   119282.61   2458.0      2446.0       SH
171  SH601  20251015   2425.0   2454.0  ...  1873788.30   2434.0      2429.0       SH
172  SH602  20251015   2457.0   2486.0  ...   250959.48   2466.0      2467.0       SH
173  SH603  20251015   2467.0   2494.0  ...   222406.58   2475.0      2473.0       SH
174  SH604  20251015   2516.0   2537.0  ...      280.38   2526.0      2527.0       SH
175  SH605  20251015   2529.0   2550.0  ...    11536.77   2535.0      2534.0       SH
176  SH606  20251015   2559.0   2575.0  ...      223.03   2564.0      2570.0       SH
177  SH607  20251015   2560.0   2580.0  ...      169.50   2568.0      2576.0       SH
178  SH608  20251015   2585.0   2602.0  ...      171.05   2592.0      2601.0       SH
179  SH609  20251015   2589.0   2601.0  ...      210.30   2596.0      2597.0       SH
180  SM510  20251015   5662.0   5666.0  ...      676.38   5660.0      5614.0       SM
181  SM511  20251015   5736.0   5786.0  ...    26486.40   5754.0      5720.0       SM
182  SM512  20251015   5724.0   5794.0  ...   207807.25   5762.0      5720.0       SM
183  SM601  20251015   5726.0   5798.0  ...   481383.31   5766.0      5728.0       SM
184  SM602  20251015   5734.0   5802.0  ...    54919.11   5770.0      5734.0       SM
185  SM603  20251015   5744.0   5814.0  ...   284636.25   5782.0      5742.0       SM
186  SM604  20251015   5802.0   5802.0  ...        2.90   5802.0      5768.0       SM
187  SM605  20251015   5766.0   5826.0  ...    10073.96   5794.0      5758.0       SM
188  SM606  20251015   5816.0   5816.0  ...        5.80   5796.0      5760.0       SM
189  SM607  20251015      0.0      0.0  ...        0.00   5790.0      5778.0       SM
190  SM608  20251015      0.0      0.0  ...        0.00   5794.0      5792.0       SM
191  SM609  20251015   5814.0   5858.0  ...      588.33   5826.0      5800.0       SM
192  SR511  20251015   5430.0   5453.0  ...    27885.71   5427.0      5442.0       SR
193  SR601  20251015   5391.0   5416.0  ...   886959.35   5402.0      5400.0       SR
194  SR603  20251015   5384.0   5401.0  ...   171069.69   5388.0      5384.0       SR
195  SR605  20251015   5366.0   5385.0  ...   100926.42   5373.0      5374.0       SR
196  SR607  20251015   5378.0   5392.0  ...     3219.34   5384.0      5385.0       SR
197  SR609  20251015   5383.0   5402.0  ...     4563.29   5394.0      5393.0       SR
198  TA510  20251015   4346.0   4378.0  ...     2401.28   4370.0      4420.0       TA
199  TA511  20251015   4388.0   4392.0  ...    72997.90   4378.0      4432.0       TA
200  TA512  20251015   4394.0   4410.0  ...   152469.12   4394.0      4454.0       TA
201  TA601  20251015   4422.0   4428.0  ...  1264069.93   4412.0      4464.0       TA
202  TA602  20251015   4430.0   4442.0  ...   120455.17   4424.0      4486.0       TA
203  TA603  20251015   4446.0   4456.0  ...    51664.33   4438.0      4496.0       TA
204  TA604  20251015   4456.0   4466.0  ...       26.74   4456.0      4532.0       TA
205  TA605  20251015   4480.0   4488.0  ...    88227.81   4474.0      4522.0       TA
206  TA606  20251015   4482.0   4484.0  ...       26.85   4476.0      4510.0       TA
207  TA607  20251015   4482.0   4500.0  ...       17.96   4492.0      4550.0       TA
208  TA608  20251015      0.0      0.0  ...        0.00   4526.0      4558.0       TA
209  TA609  20251015   4540.0   4540.0  ...     3079.34   4512.0      4552.0       TA
210  UR510  20251015   1495.0   1509.0  ...      245.23   1495.0      1504.0       UR
211  UR511  20251015   1585.0   1586.0  ...    16278.40   1580.0      1578.0       UR
212  UR512  20251015   1585.0   1597.0  ...    25277.80   1590.0      1587.0       UR
213  UR601  20251015   1600.0   1611.0  ...   378430.22   1604.0      1602.0       UR
214  UR602  20251015   1601.0   1618.0  ...    14897.60   1612.0      1607.0       UR
215  UR603  20251015   1671.0   1673.0  ...      136.59   1666.0      1661.0       UR
216  UR604  20251015   1670.0   1671.0  ...       40.06   1669.0      1669.0       UR
217  UR605  20251015   1670.0   1680.0  ...    23994.85   1674.0      1672.0       UR
218  UR606  20251015   1682.0   1684.0  ...      235.17   1680.0      1676.0       UR
219  UR607  20251015   1708.0   1708.0  ...        6.83   1708.0      1710.0       UR
220  UR608  20251015      0.0      0.0  ...        0.00   1707.0      1707.0       UR
221  UR609  20251015   1709.0   1710.0  ...      204.83   1707.0      1705.0       UR
222  WH511  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:25:43,600 - future_1d - INFO - ak.get_czce_daily('2025-10-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251015   3946.00  ...   3969.00     3957.00        A
1     a2601  20251015   3973.00  ...   3988.00     3969.00        A
2     a2603  20251015   3974.00  ...   3992.00     3972.00        A
3     a2605  20251015   4012.00  ...   4026.00     4011.00        A
4     a2607  20251015   4013.00  ...   4025.00     4012.00        A
5     a2609  20251015   4013.00  ...   4026.00     4011.00        A
6     b2510  20251015   3600.00  ...   3600.00     3619.00        B
7     b2511  20251015   3596.00  ...   3603.00     3607.00        B
8     b2512  20251015   3608.00  ...   3614.00     3636.00        B
9     b2601  20251015   3611.00  ...   3624.00     3628.00        B
10    b2602  20251015   3614.00  ...   3632.00     3632.00        B
11    b2603  20251015   3581.00  ...   3594.00     3599.00        B
12    b2604  20251015   3496.00  ...   3508.00     3500.00        B
13    b2605  20251015   3432.00  ...   3442.00     3444.00        B
14    b2606  20251015   3405.00  ...   3414.00     3409.00        B
15    b2607  20251015   3406.00  ...   3420.00     3415.00        B
16    b2608  20251015   3509.00  ...   3516.00     3511.00        B
17    b2609  20251015   3526.00  ...   3536.00     3543.00        B
18   bb2511  20251015    144.50  ...    144.50      144.65       BB
19   bb2601  20251015    146.80  ...    146.95      147.00       BB
20   bb2603  20251015    147.25  ...    147.10      147.25       BB
21   bb2605  20251015    147.70  ...    147.70      147.95       BB
22   bb2607  20251015      0.00  ...    152.60      152.85       BB
23   bb2609  20251015      0.00  ...    152.60      152.85       BB
24   bz2603  20251015   5575.00  ...   5585.00     5624.00       BZ
25   bz2604  20251015   5574.00  ...   5576.00     5615.00       BZ
26   bz2605  20251015   5593.00  ...   5588.00     5634.00       BZ
27   bz2606  20251015   5573.00  ...   5573.00     5672.00       BZ
28   bz2607  20251015      0.00  ...   5660.00     5685.00       BZ
29   bz2608  20251015      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251015      0.00  ...   5695.00     5720.00       BZ
31    c2511  20251015   2093.00  ...   2097.00     2087.00        C
32    c2601  20251015   2109.00  ...   2119.00     2105.00        C
33    c2603  20251015   2142.00  ...   2148.00     2131.00        C
34    c2605  20251015   2200.00  ...   2208.00     2198.00        C
35    c2607  20251015   2218.00  ...   2223.00     2214.00        C
36    c2609  20251015   2235.00  ...   2238.00     2230.00        C
37   cs2511  20251015   2386.00  ...   2390.00     2393.00       CS
38   cs2601  20251015   2399.00  ...   2407.00     2402.00       CS
39   cs2603  20251015   2420.00  ...   2427.00     2421.00       CS
40   cs2605  20251015   2523.00  ...   2521.00     2517.00       CS
41   cs2607  20251015   2527.00  ...   2532.00     2530.00       CS
42   cs2609  20251015   2571.00  ...   2570.00     2571.00       CS
43   eb2510  20251015   6416.00  ...   6442.00     6559.00       EB
44   eb2511  20251015   6513.00  ...   6544.00     6608.00       EB
45   eb2512  20251015   6550.00  ...   6566.00     6627.00       EB
46   eb2601  20251015   6590.00  ...   6609.00     6668.00       EB
47   eb2602  20251015   6647.00  ...   6667.00     6714.00       EB
48   eb2603  20251015   6712.00  ...   6727.00     6760.00       EB
49   eb2604  20251015   6731.00  ...   6765.00     6821.00       EB
50   eb2605  20251015   6777.00  ...   6795.00     6845.00       EB
51   eb2606  20251015   6825.00  ...   6828.00     6873.00       EB
52   eb2607  20251015   6828.00  ...   6852.00     6872.00       EB
53   eb2608  20251015   6870.00  ...   6870.00     6895.00       EB
54   eb2609  20251015   6875.00  ...   6889.00     6888.00       EB
55   eg2510  20251015   4080.00  ...   4089.00     4094.00       EG
56   eg2511  20251015   4060.00  ...   4073.00     4087.00       EG
57   eg2512  20251015   4040.00  ...   4054.00     4067.00       EG
58   eg2601  20251015   4037.00  ...   4048.00     4072.00       EG
59   eg2602  20251015   4058.00  ...   4053.00     4077.00       EG
60   eg2603  20251015   4073.00  ...   4074.00     4079.00       EG
61   eg2604  20251015   4116.00  ...   4135.00     4146.00       EG
62   eg2605  20251015   4129.00  ...   4134.00     4161.00       EG
63   eg2606  20251015   4131.00  ...   4143.00     4163.00       EG
64   eg2607  20251015   4171.00  ...   4171.00     4175.00       EG
65   eg2608  20251015   4161.00  ...   4170.00     4185.00       EG
66   eg2609  20251015   4202.00  ...   4202.00     4199.00       EG
67   fb2510  20251015      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251015   1247.00  ...   1256.00     1257.50       FB
69   fb2512  20251015   1259.50  ...   1256.00     1261.00       FB
70   fb2601  20251015   1266.00  ...   1264.50     1271.00       FB
71   fb2602  20251015   1269.00  ...   1270.50     1273.50       FB
72   fb2603  20251015   1263.50  ...   1264.50     1266.00       FB
73   fb2604  20251015   1265.50  ...   1264.50     1271.00       FB
74   fb2605  20251015   1288.50  ...   1288.50     1273.00       FB
75   fb2606  20251015      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251015      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251015      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251015      0.00  ...   1296.00     1296.00       FB
79    i2510  20251015    805.50  ...    806.00      808.50        I
80    i2511  20251015    800.50  ...    798.00      805.00        I
81    i2512  20251015    793.50  ...    792.00      797.50        I
82    i2601  20251015    784.00  ...    780.50      788.00        I
83    i2602  20251015    780.00  ...    779.50      781.50        I
84    i2603  20251015    775.00  ...    773.50      779.50        I
85    i2604  20251015    769.50  ...    768.50      773.50        I
86    i2605  20251015    761.00  ...    759.00      765.00        I
87    i2606  20251015    756.50  ...    753.00      762.00        I
88    i2607  20251015    750.00  ...    748.50      757.50        I
89    i2608  20251015    747.00  ...    743.00      753.00        I
90    i2609  20251015    740.00  ...    736.50      747.00        I
91    j2510  20251015      0.00  ...   1600.00     1600.00        J
92    j2511  20251015   1580.00  ...   1578.00     1586.00        J
93    j2512  20251015   1609.50  ...   1607.00     1608.00        J
94    j2601  20251015   1640.50  ...   1635.50     1636.50        J
95    j2602  20251015   1663.00  ...   1663.00     1653.00        J
96    j2603  20251015      0.00  ...   1676.50     1676.50        J
97    j2604  20251015   1778.00  ...   1762.50     1773.50        J
98    j2605  20251015   1802.50  ...   1781.50     1781.00        J
99    j2606  20251015      0.00  ...   1814.00     1814.00        J
100   j2607  20251015      0.00  ...   1833.50     1833.50        J
101   j2608  20251015      0.00  ...   1865.00     1865.00        J
102   j2609  20251015   1865.00  ...   1864.50     1866.50        J
103  jd2510  20251015   2701.00  ...   2708.00     2685.00       JD
104  jd2511  20251015   2870.00  ...   2848.00     2847.00       JD
105  jd2512  20251015   3040.00  ...   3021.00     3028.00       JD
106  jd2601  20251015   3245.00  ...   3209.00     3232.00       JD
107  jd2602  20251015   3048.00  ...   3026.00     3044.00       JD
108  jd2603  20251015   3065.00  ...   3037.00     3060.00       JD
109  jd2604  20251015   3168.00  ...   3157.00     3168.00       JD
110  jd2605  20251015   3340.00  ...   3343.00     3345.00       JD
111  jd2606  20251015   3231.00  ...   3233.00     3235.00       JD
112  jd2607  20251015   3479.00  ...   3471.00     3479.00       JD
113  jd2608  20251015   3966.00  ...   3966.00     3966.00       JD
114  jd2609  20251015   3868.00  ...   3867.00     3866.00       JD
115  jm2510  20251015   1047.00  ...    999.00      951.00       JM
116  jm2511  20251015   1015.00  ...   1024.00     1009.00       JM
117  jm2512  20251015   1080.50  ...   1080.50     1072.50       JM
118  jm2601  20251015   1150.00  ...   1147.00     1139.50       JM
119  jm2602  20251015   1178.00  ...   1172.50     1167.50       JM
120  jm2603  20251015   1197.50  ...   1190.00     1185.50       JM
121  jm2604  20251015   1206.50  ...   1204.50     1207.00       JM
122  jm2605  20251015   1234.00  ...   1222.00     1223.00       JM
123  jm2606  20251015   1248.00  ...   1241.50     1247.00       JM
124  jm2607  20251015   1268.00  ...   1262.50     1260.50       JM
125  jm2608  20251015   1288.00  ...   1284.50     1279.00       JM
126  jm2609  20251015   1310.00  ...   1305.00     1309.00       JM
127   l2510  20251015      0.00  ...   6856.00     6856.00        L
128   l2511  20251015   6873.00  ...   6895.00     6922.00        L
129   l2512  20251015   6887.00  ...   6906.00     6928.00        L
130   l2601  20251015   6890.00  ...   6908.00     6936.00        L
131   l2602  20251015   6889.00  ...   6910.00     6924.00        L
132   l2603  20251015   6906.00  ...   6931.00     6944.00        L
133   l2604  20251015   6931.00  ...   6940.00     6984.00        L
134   l2605  20251015   6949.00  ...   6940.00     6975.00        L
135   l2606  20251015   6943.00  ...   6947.00     6953.00        L
136   l2607  20251015   6975.00  ...   6975.00     7007.00        L
137   l2608  20251015   6986.00  ...   6994.00     7015.00        L
138   l2609  20251015   6980.00  ...   6969.00     7018.00        L
139  lg2511  20251015    790.00  ...    792.50      791.00       LG
140  lg2601  20251015    823.00  ...    821.00      820.00       LG
141  lg2603  20251015    831.00  ...    828.00      827.50       LG
142  lg2605  20251015    831.50  ...    829.50      828.50       LG
143  lg2607  20251015    830.00  ...    830.00      830.00       LG
144  lg2609  20251015    830.50  ...    830.00      831.50       LG
145  lh2511  20251015  11555.00  ...  11485.00    11355.00       LH
146  lh2601  20251015  12405.00  ...  12300.00    12335.00       LH
147  lh2603  20251015  11850.00  ...  11735.00    11825.00       LH
148  lh2605  20251015  12470.00  ...  12335.00    12445.00       LH
149  lh2607  20251015  13265.00  ...  13170.00    13250.00       LH
150  lh2609  20251015  13920.00  ...  13925.00    13945.00       LH
151   m2511  20251015   2887.00  ...   2894.00     2896.00        M
152   m2512  20251015   2921.00  ...   2930.00     2936.00        M
153   m2601  20251015   2902.00  ...   2914.00     2912.00        M
154   m2603  20251015   2879.00  ...   2893.00     2890.00        M
155   m2605  20251015   2734.00  ...   2737.00     2736.00        M
156   m2607  20251015   2713.00  ...   2721.00     2719.00        M
157   m2608  20251015   2838.00  ...   2845.00     2841.00        M
158   m2609  20251015   2838.00  ...   2850.00     2846.00        M
159   p2510  20251015   9118.00  ...   9120.00     9184.00        P
160   p2511  20251015   9232.00  ...   9210.00     9266.00        P
161   p2512  20251015   9248.00  ...   9262.00     9314.00        P
162   p2601  20251015   9302.00  ...   9316.00     9366.00        P
163   p2602  20251015   9326.00  ...   9330.00     9358.00        P
164   p2603  20251015   9304.00  ...   9322.00     9332.00        P
165   p2604  20251015   9264.00  ...   9290.00     9312.00        P
166   p2605  20251015   9200.00  ...   9228.00     9238.00        P
167   p2606  20251015   9120.00  ...   9142.00     9108.00        P
168   p2607  20251015   9036.00  ...   9056.00     9012.00        P
169   p2608  20251015   8982.00  ...   8976.00     8956.00        P
170   p2609  20251015   8838.00  ...   8896.00     8884.00        P
171  pg2510  20251015      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251015   4115.00  ...   4141.00     4118.00       PG
173  pg2512  20251015   3955.00  ...   3993.00     3981.00       PG
174  pg2601  20251015   3883.00  ...   3908.00     3904.00       PG
175  pg2602  20251015   3808.00  ...   3836.00     3835.00       PG
176  pg2603  20251015   3740.00  ...   3757.00     3762.00       PG
177  pg2604  20251015   4119.00  ...   4152.00     4147.00       PG
178  pg2605  20251015   4044.00  ...   4067.00     4076.00       PG
179  pg2606  20251015   4007.00  ...   4006.00     4017.00       PG
180  pg2607  20251015   3946.00  ...   3950.00     3974.00       PG
181  pg2608  20251015   3910.00  ...   3905.00     3917.00       PG
182  pg2609  20251015   3840.00  ...   3848.00     3859.00       PG
183  pp2510  20251015   6482.00  ...   6482.00     6536.00       PP
184  pp2511  20251015   6508.00  ...   6519.00     6551.00       PP
185  pp2512  20251015   6565.00  ...   6562.00     6593.00       PP
186  pp2601  20251015   6575.00  ...   6590.00     6628.00       PP
187  pp2602  20251015   6572.00  ...   6585.00     6620.00       PP
188  pp2603  20251015   6571.00  ...   6593.00     6624.00       PP
189  pp2604  20251015   6600.00  ...   6611.00     6647.00       PP
190  pp2605  20251015   6636.00  ...   6642.00     6683.00       PP
191  pp2606  20251015   6604.00  ...   6612.00     6644.00       PP
192  pp2607  20251015   6600.00  ...   6603.00     6647.00       PP
193  pp2608  20251015   6617.00  ...   6628.00     6670.00       PP
194  pp2609  20251015   6658.00  ...   6673.00     6695.00       PP
195  rr2510  20251015   3631.00  ...   3635.00     3620.00       RR
196  rr2511  20251015   3615.00  ...   3614.00     3615.00       RR
197  rr2512  20251015   3603.00  ...   3608.00     3608.00       RR
198  rr2601  20251015   3626.00  ...   3626.00     3625.00       RR
199  rr2602  20251015   3615.00  ...   3612.00     3613.00       RR
200  rr2603  20251015   3611.00  ...   3613.00     3614.00       RR
201  rr2604  20251015   3614.00  ...   3613.00     3617.00       RR
202  rr2605  20251015   3608.00  ...   3609.00     3612.00       RR
203  rr2606  20251015   3607.00  ...   3603.00     3602.00       RR
204  rr2607  20251015      0.00  ...   3624.00     3624.00       RR
205  rr2608  20251015   3599.00  ...   3605.00     3589.00       RR
206  rr2609  20251015   3616.00  ...   3616.00     3612.00       RR
207   v2510  20251015   4550.00  ...   4561.00     4567.00        V
208   v2511  20251015   4588.00  ...   4593.00     4596.00        V
209   v2512  20251015   4636.00  ...   4635.00     4641.00        V
210   v2601  20251015   4680.00  ...   4680.00     4684.00        V
211   v2602  20251015   4719.00  ...   4727.00     4727.00        V
212   v2603  20251015   4751.00  ...   4758.00     4754.00        V
213   v2604  20251015   4940.00  ...   4953.00     4957.00        V
214   v2605  20251015   5004.00  ...   4993.00     4998.00        V
215   v2606  20251015   5032.00  ...   5028.00     5029.00        V
216   v2607  20251015   5074.00  ...   5067.00     5072.00        V
217   v2608  20251015   5110.00  ...   5102.00     5103.00        V
218   v2609  20251015   5142.00  ...   5129.00     5137.00        V
219   y2511  20251015   8220.00  ...   8246.00     8272.00        Y
220   y2512  20251015   8268.00  ...   8280.00     8306.00        Y
221   y2601  20251015   8224.00  ...   8244.00     8270.00        Y
222   y2603  20251015   8174.00  ...   8198.00     8206.00        Y
223   y2605  20251015   8012.00  ...   8040.00     8040.00        Y
224   y2607  20251015   7940.00  ...   7982.00     7980.00        Y
225   y2608  20251015   7944.00  ...   7968.00     7966.00        Y
226   y2609  20251015   7886.00  ...   7946.00     7924.00        Y

[227 rows x 12 columns]
2025-10-22 16:25:44,310 - future_1d - INFO - ak.get_dce_daily('2025-10-15') done
2025-10-22 16:25:46,093 - future_1d - INFO - save future_daily 2025-10-15 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251016      0.0  ...  52555.0     50755.0       PS
1   PS2511  20251016  50690.0  ...  51755.0     50805.0       PS
2   PS2512  20251016  53160.0  ...  54225.0     53270.0       PS
3   PS2601  20251016  53280.0  ...  54180.0     53165.0       PS
4   PS2602  20251016  52830.0  ...  53995.0     52840.0       PS
5   PS2603  20251016  52705.0  ...  53925.0     52690.0       PS
6   PS2604  20251016  52790.0  ...  53825.0     52600.0       PS
7   PS2605  20251016  52985.0  ...  53700.0     52730.0       PS
8   PS2606  20251016  54475.0  ...  55560.0     54525.0       PS
9   PS2607  20251016  54050.0  ...  55495.0     54410.0       PS
10  PS2608  20251016  53775.0  ...  55065.0     54125.0       PS
11  PS2609  20251016  53780.0  ...  54750.0     53855.0       PS
13  SI2510  20251016   8620.0  ...   8615.0      8620.0       SI
14  SI2511  20251016   8555.0  ...   8575.0      8595.0       SI
15  SI2512  20251016   8955.0  ...   8955.0      8965.0       SI
16  SI2601  20251016   8885.0  ...   8895.0      8905.0       SI
17  SI2602  20251016   8915.0  ...   8890.0      8885.0       SI
18  SI2603  20251016   8890.0  ...   8895.0      8910.0       SI
19  SI2604  20251016   8880.0  ...   8920.0      8940.0       SI
20  SI2605  20251016   8880.0  ...   8925.0      8935.0       SI
21  SI2606  20251016   8940.0  ...   8930.0      8960.0       SI
22  SI2607  20251016   8950.0  ...   8950.0      8935.0       SI
23  SI2608  20251016   8895.0  ...   8965.0      8960.0       SI
24  SI2609  20251016   8950.0  ...   8965.0      8975.0       SI
27  LC2510  20251016  73600.0  ...  73660.0     73220.0       LC
28  LC2511  20251016  72820.0  ...  73820.0     73100.0       LC
29  LC2512  20251016  73000.0  ...  74080.0     73200.0       LC
30  LC2601  20251016  73200.0  ...  74060.0     73200.0       LC
31  LC2602  20251016  72720.0  ...  73780.0     73100.0       LC
32  LC2603  20251016  72800.0  ...  73820.0     72980.0       LC
33  LC2604  20251016  73540.0  ...  74340.0     73640.0       LC
34  LC2605  20251016  73500.0  ...  74320.0     73680.0       LC
35  LC2606  20251016  73580.0  ...  74200.0     73620.0       LC
36  LC2607  20251016  73320.0  ...  74220.0     73560.0       LC
37  LC2608  20251016  73980.0  ...  74460.0     73840.0       LC
38  LC2609  20251016  73820.0  ...  74460.0     73940.0       LC

[36 rows x 12 columns]
2025-10-22 16:25:53,469 - future_1d - INFO - ak.get_gfex_daily('2025-10-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251016  ...   85040      84960      CU
1        1      CU2512  20251016  ...   85060      85000      CU
2        2      CU2601  20251016  ...   85010      84840      CU
3        3      CU2602  20251016  ...   84870      84750      CU
4        4      CU2603  20251016  ...   84830      84570      CU
5        5      CU2604  20251016  ...   84800      84860      CU
6        6      CU2605  20251016  ...   84710      84510      CU
7        7      CU2606  20251016  ...   84690      84560      CU
8        8      CU2607  20251016  ...   84460      84370      CU
9        9      CU2608  20251016  ...   84470      84550      CU
10      10      CU2609  20251016  ...   84310      84340      CU
11      11      CU2610  20251016  ...   84110      84340      CU
12      12      BC2511  20251016  ...   75500      75490      BC
13      13      BC2512  20251016  ...   75590      75350      BC
14      14      BC2601  20251016  ...   76570      76860      BC
15      15      BC2602  20251016  ...   75800      75800      BC
16      16      BC2603  20251016  ...   75870      75870      BC
17      17      BC2604  20251016  ...   76520      76520      BC
18      18      BC2605  20251016  ...   75900      75900      BC
19      19      BC2606  20251016  ...   75880      75880      BC
20      20      BC2607  20251016  ...   76570      76570      BC
21      21      BC2608  20251016  ...   75800      75800      BC
22      22      BC2609  20251016  ...   76130      76130      BC
23      23      BC2610  20251016  ...   76130      76130      BC
24      24      AL2511  20251016  ...   20910      20875      AL
25      25      AL2512  20251016  ...   20935      20895      AL
26      26      AL2601  20251016  ...   20940      20900      AL
27      27      AL2602  20251016  ...   20935      20890      AL
28      28      AL2603  20251016  ...   20955      20885      AL
29      29      AL2604  20251016  ...   20985      20910      AL
30      30      AL2605  20251016  ...   20990      20915      AL
31      31      AL2606  20251016  ...   21010      20890      AL
32      32      AL2607  20251016  ...   20970      20925      AL
33      33      AL2608  20251016  ...   20990      20930      AL
34      34      AL2609  20251016  ...   20970      20940      AL
35      35      AL2610  20251016  ...   20985      20940      AL
36      36      ZN2511  20251016  ...   21950      21995      ZN
37      37      ZN2512  20251016  ...   21980      22035      ZN
38      38      ZN2601  20251016  ...   22015      22065      ZN
39      39      ZN2602  20251016  ...   22050      22090      ZN
40      40      ZN2603  20251016  ...   22080      22125      ZN
41      41      ZN2604  20251016  ...   22120      22150      ZN
42      42      ZN2605  20251016  ...   22140      22180      ZN
43      43      ZN2606  20251016  ...   22175      22215      ZN
44      44      ZN2607  20251016  ...   22175      22200      ZN
45      45      ZN2608  20251016  ...   22225      22220      ZN
46      46      ZN2609  20251016  ...   22255      22275      ZN
47      47      ZN2610  20251016  ...   22100      22275      ZN
48      48      PB2511  20251016  ...   17115      17055      PB
49      49      PB2512  20251016  ...   17135      17085      PB
50      50      PB2601  20251016  ...   17135      17085      PB
51      51      PB2602  20251016  ...   17120      16990      PB
52      52      PB2603  20251016  ...   17170      17105      PB
53      53      PB2604  20251016  ...   17190      17190      PB
54      54      PB2605  20251016  ...   17230      17145      PB
55      55      PB2606  20251016  ...   17230      17195      PB
56      56      PB2607  20251016  ...   17160      17160      PB
57      57      PB2608  20251016  ...   17245      17200      PB
58      58      PB2609  20251016  ...   17255      17235      PB
59      59      PB2610  20251016  ...   17235      17235      PB
60      60      NI2511  20251016  ...  120920     121020      NI
61      61      NI2512  20251016  ...  121070     121170      NI
62      62      NI2601  20251016  ...  121290     121390      NI
63      63      NI2602  20251016  ...  121520     121600      NI
64      64      NI2603  20251016  ...  121790     121920      NI
65      65      NI2604  20251016  ...  122050     122100      NI
66      66      NI2605  20251016  ...  122200     122360      NI
67      67      NI2606  20251016  ...  122390     122570      NI
68      68      NI2607  20251016  ...  122720     122850      NI
69      69      NI2608  20251016  ...  123000     123210      NI
70      70      NI2609  20251016  ...  123310     123450      NI
71      71      NI2610  20251016  ...  123480     123450      NI
72      72      SN2511  20251016  ...  280030     280410      SN
73      73      SN2512  20251016  ...  280450     280740      SN
74      74      SN2601  20251016  ...  280580     281030      SN
75      75      SN2602  20251016  ...  280680     280790      SN
76      76      SN2603  20251016  ...  280540     280770      SN
77      77      SN2604  20251016  ...  280560     280770      SN
78      78      SN2605  20251016  ...  280280     280720      SN
79      79      SN2606  20251016  ...  280690     281340      SN
80      80      SN2607  20251016  ...  281020     280840      SN
81      81      SN2608  20251016  ...  281860     281330      SN
82      82      SN2609  20251016  ...  282990     282990      SN
83      83      SN2610  20251016  ...  282070     282990      SN
84      84      AO2511  20251016  ...    2763       2776      AO
85      85      AO2512  20251016  ...    2773       2788      AO
86      86      AO2601  20251016  ...    2784       2799      AO
87      87      AO2602  20251016  ...    2806       2818      AO
88      88      AO2603  20251016  ...    2878       2889      AO
89      89      AO2604  20251016  ...    2894       2901      AO
90      90      AO2605  20251016  ...    2900       2910      AO
91      91      AO2606  20251016  ...    2914       2922      AO
92      92      AO2607  20251016  ...    2923       2930      AO
93      93      AO2608  20251016  ...    2932       2945      AO
94      94      AO2609  20251016  ...    2949       2960      AO
95      95      AO2610  20251016  ...    2946       2960      AO
96      96      AD2511  20251016  ...   20370      20330      AD
97      97      AD2512  20251016  ...   20435      20400      AD
98      98      AD2601  20251016  ...   20480      20445      AD
99      99      AD2602  20251016  ...   20460      20425      AD
100    100      AD2603  20251016  ...   20420      20420      AD
101    101      AD2604  20251016  ...   20420      20405      AD
102    102      AD2605  20251016  ...   20405      20340      AD
103    103      AD2606  20251016  ...   20300      20300      AD
104    104      AD2607  20251016  ...   20270      20270      AD
105    105      AD2608  20251016  ...   20495      20495      AD
106    106      AD2609  20251016  ...   20495      20495      AD
107    107      AD2610  20251016  ...   20495      20495      AD
108    108      AU2511  20251016  ...  963.74      947.9      AU
109    109      AU2512  20251016  ...     963     948.92      AU
110    110      AU2601  20251016  ...  966.54     948.92      AU
111    111      AU2602  20251016  ...  965.94      952.1      AU
112    112      AU2604  20251016  ...  967.76      953.3      AU
113    113      AU2606  20251016  ...  970.88      957.1      AU
114    114      AU2608  20251016  ...  973.76     958.84      AU
115    115      AU2610  20251016  ...  976.74     961.32      AU
116    116      AG2511  20251016  ...   12004      11689      AG
117    117      AG2512  20251016  ...   12002      11675      AG
118    118      AG2601  20251016  ...   12009      11677      AG
119    119      AG2602  20251016  ...   12026      11708      AG
120    120      AG2603  20251016  ...   12045      11700      AG
121    121      AG2604  20251016  ...   12045      11712      AG
122    122      AG2605  20251016  ...   12055      11712      AG
123    123      AG2606  20251016  ...   12077      11756      AG
124    124      AG2607  20251016  ...   12085      11765      AG
125    125      AG2608  20251016  ...   12095      11754      AG
126    126      AG2609  20251016  ...   12125      11808      AG
127    127      AG2610  20251016  ...   12147      11808      AG
128    128      RB2511  20251016  ...    2971       2987      RB
129    129      RB2512  20251016  ...    3017       3031      RB
130    130      RB2601  20251016  ...    3036       3044      RB
131    131      RB2602  20251016  ...    3043       3049      RB
132    132      RB2603  20251016  ...    3064       3074      RB
133    133      RB2604  20251016  ...    3079       3096      RB
134    134      RB2605  20251016  ...    3087       3099      RB
135    135      RB2606  20251016  ...    3103       3114      RB
136    136      RB2607  20251016  ...    3111       3136      RB
137    137      RB2608  20251016  ...    3122       3134      RB
138    138      RB2609  20251016  ...    3129       3143      RB
139    139      RB2610  20251016  ...    3134       3143      RB
140    140      WR2511  20251016  ...    3270       3270      WR
141    141      WR2512  20251016  ...    3353       3353      WR
142    142      WR2601  20251016  ...    3336       3342      WR
143    143      WR2602  20251016  ...    3383       3370      WR
144    144      WR2603  20251016  ...    3361       3361      WR
145    145      WR2604  20251016  ...    3369       3369      WR
146    146      WR2605  20251016  ...    3365       3364      WR
147    147      WR2606  20251016  ...    3363       3363      WR
148    148      WR2607  20251016  ...    3416       3416      WR
149    149      WR2608  20251016  ...    3461       3431      WR
150    150      WR2609  20251016  ...    3430       3430      WR
151    151      WR2610  20251016  ...    3430       3430      WR
152    152      HC2511  20251016  ...    3255       3282      HC
153    153      HC2512  20251016  ...    3249       3254      HC
154    154      HC2601  20251016  ...    3209       3225      HC
155    155      HC2602  20251016  ...    3215       3223      HC
156    156      HC2603  20251016  ...    3215       3233      HC
157    157      HC2604  20251016  ...    3215       3228      HC
158    158      HC2605  20251016  ...    3220       3235      HC
159    159      HC2606  20251016  ...    3226       3237      HC
160    160      HC2607  20251016  ...    3228       3245      HC
161    161      HC2608  20251016  ...    3231       3253      HC
162    162      HC2609  20251016  ...    3240       3259      HC
163    163      HC2610  20251016  ...    3240       3259      HC
164    164      SS2511  20251016  ...   12515      12525      SS
165    165      SS2512  20251016  ...   12545      12555      SS
166    166      SS2601  20251016  ...   12635      12655      SS
167    167      SS2602  20251016  ...   12690      12715      SS
168    168      SS2603  20251016  ...   12760      12795      SS
169    169      SS2604  20251016  ...   12845      12870      SS
170    170      SS2605  20251016  ...   12910      12925      SS
171    171      SS2606  20251016  ...   12960      13000      SS
172    172      SS2607  20251016  ...   13000      13035      SS
173    173      SS2608  20251016  ...   13080      13095      SS
174    174      SS2609  20251016  ...   13120      13170      SS
175    175      SS2610  20251016  ...   13210      13170      SS
176    176      SC2511  20251016  ...   443.2      443.2      SC
177    177      SC2512  20251016  ...   445.6      444.9      SC
178    178      SC2601  20251016  ...     446      445.5      SC
179    179      SC2602  20251016  ...   446.7      445.9      SC
180    180      SC2603  20251016  ...   447.3      447.3      SC
181    181      SC2604  20251016  ...   448.3      448.5      SC
182    182      SC2605  20251016  ...   449.4      448.9      SC
183    183      SC2606  20251016  ...   449.9      450.1      SC
184    184      SC2607  20251016  ...   451.9        450      SC
185    185      SC2608  20251016  ...   452.2      450.6      SC
186    186      SC2609  20251016  ...   451.7      450.6      SC
187    187      SC2610  20251016  ...   449.7      449.7      SC
188    188      SC2612  20251016  ...   451.8      451.5      SC
189    189      SC2703  20251016  ...   450.7      448.6      SC
190    190      SC2706  20251016  ...   453.6      453.6      SC
191    191      SC2709  20251016  ...   450.2      449.9      SC
192    192      SC2712  20251016  ...   450.6        455      SC
193    193      SC2803  20251016  ...   449.9        449      SC
194    194      SC2806  20251016  ...   453.5        448      SC
195    195      SC2809  20251016  ...   451.8      448.9      SC
196    196      LU2511  20251016  ...    3147       3141      LU
197    197      LU2512  20251016  ...    3163       3158      LU
198    198      LU2601  20251016  ...    3163       3161      LU
199    199      LU2602  20251016  ...    3166       3162      LU
200    200      LU2603  20251016  ...    3165       3160      LU
201    201      LU2604  20251016  ...    3176       3161      LU
202    202      LU2605  20251016  ...    3184       3163      LU
203    203      LU2606  20251016  ...    3192       3160      LU
204    204      LU2607  20251016  ...    3191       3175      LU
205    205      LU2608  20251016  ...    3192       3173      LU
206    206      LU2609  20251016  ...    3192       3159      LU
207    207      LU2610  20251016  ...    3185       3152      LU
208    208      FU2511  20251016  ...    2761       2725      FU
209    209      FU2512  20251016  ...    2718       2685      FU
210    210      FU2601  20251016  ...    2694       2669      FU
211    211      FU2602  20251016  ...    2675       2652      FU
212    212      FU2603  20251016  ...    2666       2649      FU
213    213      FU2604  20251016  ...    2663       2647      FU
214    214      FU2605  20251016  ...    2657       2641      FU
215    215      FU2606  20251016  ...    2647       2634      FU
216    216      FU2607  20251016  ...    2642       2626      FU
217    217      FU2608  20251016  ...    2612       2600      FU
218    218      FU2609  20251016  ...    2606       2594      FU
219    219      FU2610  20251016  ...    2595       2584      FU
220    220      BU2511  20251016  ...    3265       3261      BU
221    221      BU2512  20251016  ...    3191       3185      BU
222    222      BU2601  20251016  ...    3161       3149      BU
223    223      BU2602  20251016  ...    3171       3157      BU
224    224      BU2603  20251016  ...    3195       3180      BU
225    225      BU2604  20251016  ...    3199       3188      BU
226    226      BU2605  20251016  ...    3202       3194      BU
227    227      BU2606  20251016  ...    3206       3199      BU
228    228      BU2607  20251016  ...    3213       3222      BU
229    229      BU2608  20251016  ...    3202       3202      BU
230    230      BU2609  20251016  ...    3208       3202      BU
231    231      BU2610  20251016  ...    3187       3202      BU
232    232      BU2612  20251016  ...    3149       3148      BU
233    233      BU2703  20251016  ...    3154       3161      BU
234    234      BU2706  20251016  ...    3168       3168      BU
235    235      BU2709  20251016  ...    3171       3172      BU
236    236      BR2511  20251016  ...   11005      10805      BR
237    237      BR2512  20251016  ...   10930      10745      BR
238    238      BR2601  20251016  ...   10930      10740      BR
239    239      BR2602  20251016  ...   10925      10755      BR
240    240      BR2603  20251016  ...   10890      10760      BR
241    241      BR2604  20251016  ...   10875      10795      BR
242    242      BR2605  20251016  ...   10915      10800      BR
243    243      BR2606  20251016  ...   10980      10865      BR
244    244      BR2607  20251016  ...   11065      11025      BR
245    245      BR2608  20251016  ...   11080      11040      BR
246    246      BR2609  20251016  ...   11180      11080      BR
247    247      BR2610  20251016  ...   11080      11080      BR
248    248      RU2511  20251016  ...   14105      14095      RU
249    249      RU2601  20251016  ...   14845      14850      RU
250    250      RU2603  20251016  ...   14820      14835      RU
251    251      RU2604  20251016  ...   14885      14860      RU
252    252      RU2605  20251016  ...   14830      14855      RU
253    253      RU2606  20251016  ...   14815      14865      RU
254    254      RU2607  20251016  ...   14885      14905      RU
255    255      RU2608  20251016  ...   14865      14915      RU
256    256      RU2609  20251016  ...   14825      14905      RU
257    257      RU2610  20251016  ...   14810      14905      RU
258    258      NR2511  20251016  ...   12295      12110      NR
259    259      NR2512  20251016  ...   12245      12085      NR
260    260      NR2601  20251016  ...   12215      12075      NR
261    261      NR2602  20251016  ...   12195      12055      NR
262    262      NR2603  20251016  ...   12185      12085      NR
263    263      NR2604  20251016  ...   12145      12050      NR
264    264      NR2605  20251016  ...   12165      12045      NR
265    265      NR2606  20251016  ...   12140      12110      NR
266    266      NR2607  20251016  ...   12100      12155      NR
267    267      NR2608  20251016  ...   12090      12090      NR
268    268      NR2609  20251016  ...   12180      12185      NR
269    269      NR2610  20251016  ...   12185      12185      NR
270    270      SP2511  20251016  ...    4850       4854      SP
271    271      SP2512  20251016  ...    4874       4878      SP
272    272      SP2601  20251016  ...    5154       5174      SP
273    273      SP2602  20251016  ...    5168       5188      SP
274    274      SP2603  20251016  ...    5188       5206      SP
275    275      SP2604  20251016  ...    5196       5226      SP
276    276      SP2605  20251016  ...    5220       5240      SP
277    277      SP2606  20251016  ...    5228       5252      SP
278    278      SP2607  20251016  ...    5220       5248      SP
279    279      SP2608  20251016  ...    5234       5248      SP
280    280      SP2609  20251016  ...    5220       5244      SP
281    281      SP2610  20251016  ...    5244       5244      SP
282    282      OP2601  20251016  ...    4210       4214      OP
283    283      OP2602  20251016  ...    4224       4224      OP
284    284      OP2603  20251016  ...    4216       4216      OP
285    285      OP2604  20251016  ...    4232       4232      OP
286    286      OP2605  20251016  ...    4216       4236      OP
287    287      OP2606  20251016  ...    4184       4202      OP
288    288      OP2607  20251016  ...    4242       4242      OP
289    289      OP2608  20251016  ...    4268       4268      OP
290    290      OP2609  20251016  ...    4220       4220      OP
291    291      OP2610  20251016  ...    4220       4220      OP
292    292      EC2510  20251016  ...    1112     1128.2      EC
293    293      EC2512  20251016  ...    1663     1713.4      EC
294    294      EC2602  20251016  ...  1427.9     1481.1      EC
295    295      EC2604  20251016  ...  1114.5     1148.9      EC
296    296      EC2606  20251016  ...  1283.7     1315.7      EC
297    297      EC2608  20251016  ...  1418.2     1458.2      EC
298    298  SC_TAS2511  20251016  ...                     SC_TAS
299    299  SC_TAS2512  20251016  ...                     SC_TAS
300    300  SC_TAS2601  20251016  ...                     SC_TAS
301    301  SC_TAS2602  20251016  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-22 16:25:53,566 - future_1d - INFO - ak.get_shfe_daily('2025-10-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251016  7242.200  ...  7212.600    7272.000       IC
1   IC2511  20251016  7183.200  ...  7111.800    7190.400       IC
2   IC2512  20251016  7123.000  ...  7046.600    7134.400       IC
3   IC2603  20251016  6957.800  ...  6881.600    6972.000       IC
4   IF2510  20251016  4596.400  ...  4611.200    4596.400       IF
5   IF2511  20251016  4573.000  ...  4596.800    4583.800       IF
6   IF2512  20251016  4561.000  ...  4585.800    4572.600       IF
7   IF2603  20251016  4546.400  ...  4564.200    4551.200       IF
8   IH2510  20251016  2994.600  ...  3018.000    2996.800       IH
9   IH2511  20251016  2994.200  ...  3017.200    2994.000       IH
10  IH2512  20251016  2991.000  ...  3017.400    2995.000       IH
11  IH2603  20251016  2989.600  ...  3016.800    2996.000       IH
12  IM2510  20251016  7440.400  ...  7394.000    7451.600       IM
13  IM2511  20251016  7334.000  ...  7276.800    7357.600       IM
14  IM2512  20251016  7255.000  ...  7190.600    7273.800       IM
15  IM2603  20251016  7040.000  ...  6971.400    7054.200       IM
16   T2512  20251016   108.115  ...   108.160     108.100        T
17   T2603  20251016   107.800  ...   107.865     107.780        T
18   T2606  20251016   107.720  ...   107.775     107.705        T
19  TF2512  20251016   105.710  ...   105.705     105.715       TF
20  TF2603  20251016   105.640  ...   105.610     105.610       TF
21  TF2606  20251016   105.610  ...   105.630     105.615       TF
22  TL2512  20251016   114.660  ...   115.020     114.480       TL
23  TL2603  20251016   114.450  ...   114.720     114.160       TL
24  TL2606  20251016   114.280  ...   114.590     114.100       TL
25  TS2512  20251016   102.382  ...   102.368     102.372       TS
26  TS2603  20251016   102.276  ...   102.280     102.274       TS
27  TS2606  20251016   102.316  ...   102.316     102.316       TS

[28 rows x 12 columns]
2025-10-22 16:25:53,753 - future_1d - INFO - ak.get_cffex_daily('2025-10-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251016   446.7  ...   443.2      443.2      SC
1       SC2512  20251016   449.6  ...   445.6      444.9      SC
2       SC2601  20251016     450  ...     446      445.5      SC
3       SC2602  20251016     448  ...   446.7      445.9      SC
4       SC2603  20251016   449.5  ...   447.3      447.3      SC
5       SC2604  20251016   452.9  ...   448.3      448.5      SC
6       SC2605  20251016   451.2  ...   449.4      448.9      SC
7       SC2606  20251016   451.9  ...   449.9      450.1      SC
8       SC2607  20251016   453.3  ...   451.9        450      SC
9       SC2608  20251016     448  ...   452.2      450.6      SC
10      SC2609  20251016   453.2  ...   451.7      450.6      SC
11      SC2610  20251016          ...   449.7      449.7      SC
12      SC2612  20251016   451.8  ...   451.8      451.5      SC
13      SC2703  20251016          ...   450.7      448.6      SC
14      SC2706  20251016          ...   453.6      453.6      SC
15      SC2709  20251016          ...   450.2      449.9      SC
16      SC2712  20251016   450.6  ...   450.6        455      SC
17      SC2803  20251016          ...   449.9        449      SC
18      SC2806  20251016   456.9  ...   453.5        448      SC
19      SC2809  20251016     450  ...   451.8      448.9      SC
21      LU2511  20251016    3164  ...    3147       3141      LU
22      LU2512  20251016    3175  ...    3163       3158      LU
23      LU2601  20251016    3179  ...    3163       3161      LU
24      LU2602  20251016    3182  ...    3166       3162      LU
25      LU2603  20251016    3197  ...    3165       3160      LU
26      LU2604  20251016    3191  ...    3176       3161      LU
27      LU2605  20251016    3190  ...    3184       3163      LU
28      LU2606  20251016    3190  ...    3192       3160      LU
29      LU2607  20251016    3191  ...    3191       3175      LU
30      LU2608  20251016    3197  ...    3192       3173      LU
31      LU2609  20251016    3197  ...    3192       3159      LU
32      LU2610  20251016    3182  ...    3185       3152      LU
34      NR2511  20251016   12240  ...   12295      12110      NR
35      NR2512  20251016   12205  ...   12245      12085      NR
36      NR2601  20251016   12215  ...   12215      12075      NR
37      NR2602  20251016   12120  ...   12195      12055      NR
38      NR2603  20251016   12105  ...   12185      12085      NR
39      NR2604  20251016   12110  ...   12145      12050      NR
40      NR2605  20251016   12065  ...   12165      12045      NR
41      NR2606  20251016          ...   12140      12110      NR
42      NR2607  20251016   12100  ...   12100      12155      NR
43      NR2608  20251016          ...   12090      12090      NR
44      NR2609  20251016   12180  ...   12180      12185      NR
45      NR2610  20251016          ...   12185      12185      NR
47      BC2511  20251016   75750  ...   75500      75490      BC
48      BC2512  20251016   75850  ...   75590      75350      BC
49      BC2601  20251016          ...   76570      76860      BC
50      BC2602  20251016          ...   75800      75800      BC
51      BC2603  20251016          ...   75870      75870      BC
52      BC2604  20251016          ...   76520      76520      BC
53      BC2605  20251016          ...   75900      75900      BC
54      BC2606  20251016          ...   75880      75880      BC
55      BC2607  20251016          ...   76570      76570      BC
56      BC2608  20251016          ...   75800      75800      BC
57      BC2609  20251016          ...   76130      76130      BC
58      BC2610  20251016          ...   76130      76130      BC
60      EC2510  20251016    1120  ...    1112     1128.2      EC
61      EC2512  20251016  1690.1  ...    1663     1713.4      EC
62      EC2602  20251016  1452.5  ...  1427.9     1481.1      EC
63      EC2604  20251016    1133  ...  1114.5     1148.9      EC
64      EC2606  20251016  1306.6  ...  1283.7     1315.7      EC
65      EC2608  20251016  1440.4  ...  1418.2     1458.2      EC
68  SC_TAS2511  20251016          ...                     SC_TAS
69  SC_TAS2512  20251016          ...                     SC_TAS
70  SC_TAS2601  20251016          ...                     SC_TAS
71  SC_TAS2602  20251016          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 16:25:53,845 - future_1d - INFO - ak.get_ine_daily('2025-10-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251016   9185.0   9185.0  ...      266.28   9182.0      9160.0       AP
1    AP511  20251016   8694.0   8734.0  ...     4660.57   8631.0      8695.0       AP
2    AP512  20251016   8661.0   8661.0  ...     3014.99   8565.0      8660.0       AP
3    AP601  20251016   8677.0   8691.0  ...  1123836.67   8565.0      8668.0       AP
4    AP603  20251016   8594.0   8594.0  ...     1225.84   8454.0      8572.0       AP
5    AP604  20251016   8618.0   8622.0  ...      603.96   8506.0      8607.0       AP
6    AP605  20251016   8678.0   8705.0  ...    81915.60   8553.0      8678.0       AP
7    CF511  20251016  13285.0  13395.0  ...    52906.93  13355.0     13275.0       CF
8    CF601  20251016  13260.0  13335.0  ...  1114456.10  13290.0     13255.0       CF
9    CF603  20251016  13290.0  13355.0  ...   120126.53  13310.0     13285.0       CF
10   CF605  20251016  13325.0  13390.0  ...   209550.20  13345.0     13315.0       CF
11   CF607  20251016  13335.0  13400.0  ...     1103.38  13375.0     13345.0       CF
12   CF609  20251016  13495.0  13545.0  ...     2839.98  13525.0     13495.0       CF
13   CJ512  20251016  10945.0  11220.0  ...     5706.67  11115.0     10975.0       CJ
14   CJ601  20251016  11100.0  11375.0  ...  1285269.52  11240.0     11105.0       CJ
15   CJ603  20251016  11060.0  11310.0  ...    13742.26  11200.0     11055.0       CJ
16   CJ605  20251016  11185.0  11420.0  ...   201495.93  11310.0     11185.0       CJ
17   CJ607  20251016  11290.0  11500.0  ...     3395.35  11415.0     11270.0       CJ
18   CJ609  20251016  11400.0  11625.0  ...     2964.85  11535.0     11405.0       CJ
19   CY510  20251016      0.0      0.0  ...        0.00  19475.0     19395.0       CY
20   CY511  20251016  19675.0  19770.0  ...     2464.93  19720.0     19675.0       CY
21   CY512  20251016      0.0      0.0  ...        0.00  19150.0     19100.0       CY
22   CY601  20251016  19310.0  19415.0  ...    94728.78  19375.0     19295.0       CY
23   CY602  20251016      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251016      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251016      0.0      0.0  ...        0.00  19570.0     19555.0       CY
27   CY606  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251016      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251016      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251016      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251016      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251016   1024.0   1042.0  ...    24408.65   1031.0      1031.0       FG
33   FG512  20251016   1139.0   1151.0  ...    92643.61   1138.0      1137.0       FG
34   FG601  20251016   1137.0   1148.0  ...  3410490.29   1137.0      1134.0       FG
35   FG602  20251016   1206.0   1217.0  ...    36946.81   1204.0      1203.0       FG
36   FG603  20251016   1211.0   1219.0  ...   110594.34   1206.0      1206.0       FG
37   FG604  20251016   1279.0   1285.0  ...      589.81   1271.0      1273.0       FG
38   FG605  20251016   1274.0   1285.0  ...   132654.29   1271.0      1273.0       FG
39   FG606  20251016   1316.0   1325.0  ...      835.95   1310.0      1312.0       FG
40   FG607  20251016   1318.0   1318.0  ...      879.77   1301.0      1304.0       FG
41   FG608  20251016   1355.0   1360.0  ...     1119.94   1353.0      1356.0       FG
42   FG609  20251016   1357.0   1360.0  ...     5266.15   1353.0      1356.0       FG
43   JR511  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251016      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251016   2280.0   2302.0  ...    11338.26   2282.0      2277.0       MA
53   MA512  20251016   2301.0   2312.0  ...    88851.39   2293.0      2287.0       MA
54   MA601  20251016   2299.0   2320.0  ...  1764885.50   2296.0      2292.0       MA
55   MA602  20251016   2321.0   2342.0  ...    55981.34   2316.0      2308.0       MA
56   MA603  20251016   2329.0   2351.0  ...   101811.39   2328.0      2322.0       MA
57   MA604  20251016   2318.0   2344.0  ...       60.69   2334.0      2319.0       MA
58   MA605  20251016   2320.0   2327.0  ...   224906.55   2314.0      2308.0       MA
59   MA606  20251016   2321.0   2322.0  ...       53.18   2312.0      2312.0       MA
60   MA607  20251016   2300.0   2303.0  ...       41.30   2295.0      2292.0       MA
61   MA608  20251016   2283.0   2297.0  ...       16.04   2291.0      2281.0       MA
62   MA609  20251016   2272.0   2283.0  ...     2879.63   2266.0      2266.0       MA
63   OI511  20251016  10093.0  10132.0  ...    27428.07  10099.0     10099.0       OI
64   OI601  20251016   9935.0   9972.0  ...  1585087.06   9937.0      9939.0       OI
65   OI603  20251016   9737.0   9759.0  ...   185129.21   9735.0      9706.0       OI
66   OI605  20251016   9506.0   9517.0  ...    64679.88   9494.0      9485.0       OI
67   OI607  20251016   9456.0   9466.0  ...      982.26   9445.0      9420.0       OI
68   OI609  20251016   9404.0   9427.0  ...      960.26   9414.0      9401.0       OI
69   PF510  20251016   6080.0   6120.0  ...       48.72   6090.0      6088.0       PF
70   PF511  20251016   6084.0   6122.0  ...    48420.17   6098.0      6072.0       PF
71   PF512  20251016   6062.0   6098.0  ...   478410.44   6072.0      6040.0       PF
72   PF601  20251016   6090.0   6114.0  ...    94846.20   6088.0      6054.0       PF
73   PF602  20251016   6040.0   6100.0  ...   206910.32   6066.0      6024.0       PF
74   PF603  20251016   6026.0   6090.0  ...    62719.05   6052.0      6016.0       PF
75   PF604  20251016   6102.0   6140.0  ...      115.97   6104.0      6088.0       PF
76   PF605  20251016   6118.0   6138.0  ...      262.80   6112.0      6096.0       PF
77   PF606  20251016   6098.0   6102.0  ...        6.10   6100.0      6100.0       PF
78   PF607  20251016   6116.0   6154.0  ...        6.14   6136.0      6124.0       PF
79   PF608  20251016   6182.0   6182.0  ...        3.09   6182.0      6140.0       PF
80   PF609  20251016   6150.0   6198.0  ...       12.35   6174.0      6154.0       PF
81   PK510  20251016      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251016   7900.0   7900.0  ...    67678.11   7806.0      7884.0       PK
83   PK512  20251016   7930.0   7944.0  ...   157584.11   7890.0      7958.0       PK
84   PK601  20251016   8060.0   8060.0  ...   518144.61   7998.0      8058.0       PK
85   PK603  20251016   8110.0   8110.0  ...   159904.99   8058.0      8084.0       PK
86   PK604  20251016   8092.0   8094.0  ...     1344.17   8050.0      8086.0       PK
87   PK605  20251016   8126.0   8126.0  ...    22406.29   8074.0      8110.0       PK
88   PL601  20251016   6093.0   6124.0  ...   104191.85   6087.0      6085.0       PL
89   PL602  20251016   6116.0   6158.0  ...    32973.02   6124.0      6124.0       PL
90   PL603  20251016   6130.0   6159.0  ...    21462.11   6129.0      6124.0       PL
91   PL604  20251016      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251016   6097.0   6114.0  ...       36.63   6106.0      6080.0       PL
93   PL606  20251016      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251016   6103.0   6138.0  ...       73.43   6120.0      6211.0       PL
95   PL608  20251016   6106.0   6106.0  ...       12.21   6106.0      6277.0       PL
96   PL609  20251016      0.0      0.0  ...        0.00   6232.0      6232.0       PL
97   PM511  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251016   5586.0   5586.0  ...       16.76   5586.0      5638.0       PR
104  PR511  20251016   5582.0   5618.0  ...    20178.12   5596.0      5568.0       PR
105  PR512  20251016   5596.0   5622.0  ...   346068.28   5592.0      5560.0       PR
106  PR601  20251016   5562.0   5590.0  ...   356592.49   5560.0      5532.0       PR
107  PR602  20251016   5610.0   5632.0  ...   109032.49   5612.0      5576.0       PR
108  PR603  20251016   5590.0   5622.0  ...      117.65   5602.0      5574.0       PR
109  PR604  20251016   5600.0   5622.0  ...       50.45   5606.0      5594.0       PR
110  PR605  20251016   5620.0   5650.0  ...      118.09   5624.0      5612.0       PR
111  PR606  20251016   5656.0   5656.0  ...        8.48   5656.0      5652.0       PR
112  PR607  20251016   5660.0   5660.0  ...       25.45   5656.0      5670.0       PR
113  PR608  20251016      0.0      0.0  ...        0.00   5702.0      5688.0       PR
114  PR609  20251016   5678.0   5678.0  ...        8.52   5678.0      5692.0       PR
115  PX510  20251016      0.0      0.0  ...     3156.00   6326.0      6326.0       PX
116  PX511  20251016   6370.0   6392.0  ...    51062.42   6356.0      6316.0       PX
117  PX512  20251016   6358.0   6390.0  ...   116295.88   6354.0      6304.0       PX
118  PX601  20251016   6342.0   6386.0  ...   553914.28   6346.0      6296.0       PX
119  PX602  20251016   6354.0   6398.0  ...   202869.55   6356.0      6314.0       PX
120  PX603  20251016   6356.0   6400.0  ...   146825.16   6358.0      6320.0       PX
121  PX604  20251016   6358.0   6358.0  ...        3.18   6358.0      6344.0       PX
122  PX605  20251016   6398.0   6422.0  ...     3027.79   6394.0      6342.0       PX
123  PX606  20251016   6418.0   6426.0  ...       12.85   6424.0      6352.0       PX
124  PX607  20251016      0.0      0.0  ...        0.00   6418.0      6374.0       PX
125  PX608  20251016      0.0      0.0  ...        0.00   6434.0      6386.0       PX
126  PX609  20251016   6450.0   6454.0  ...        9.68   6452.0      6394.0       PX
127  RI511  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251016   2385.0   2409.0  ...     2813.23   2398.0      2387.0       RM
134  RM601  20251016   2361.0   2377.0  ...   328359.72   2365.0      2359.0       RM
135  RM603  20251016   2301.0   2313.0  ...     2947.40   2304.0      2297.0       RM
136  RM605  20251016   2300.0   2310.0  ...    68500.38   2302.0      2295.0       RM
137  RM607  20251016   2288.0   2299.0  ...     8377.28   2294.0      2286.0       RM
138  RM608  20251016   2396.0   2405.0  ...      309.84   2402.0      2393.0       RM
139  RM609  20251016   2389.0   2399.0  ...     2420.57   2394.0      2388.0       RM
140  RS511  20251016   5270.0   5275.0  ...       31.53   5256.0      5236.0       RS
141  RS607  20251016      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251016      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251016      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251016   1140.0   1148.0  ...      618.84   1138.0      1151.0       SA
145  SA511  20251016   1160.0   1166.0  ...    24200.26   1155.0      1162.0       SA
146  SA512  20251016   1225.0   1228.0  ...   161424.89   1217.0      1220.0       SA
147  SA601  20251016   1235.0   1240.0  ...  2821122.25   1227.0      1231.0       SA
148  SA602  20251016   1271.0   1277.0  ...   100529.67   1262.0      1267.0       SA
149  SA603  20251016   1286.0   1286.0  ...   189753.42   1269.0      1273.0       SA
150  SA604  20251016   1318.0   1322.0  ...      839.13   1311.0      1314.0       SA
151  SA605  20251016   1312.0   1327.0  ...   126298.26   1317.0      1319.0       SA
152  SA606  20251016   1335.0   1344.0  ...      777.83   1336.0      1339.0       SA
153  SA607  20251016   1337.0   1348.0  ...     1115.16   1340.0      1343.0       SA
154  SA608  20251016   1376.0   1383.0  ...      395.93   1375.0      1380.0       SA
155  SA609  20251016   1385.0   1389.0  ...     4943.81   1382.0      1385.0       SA
156  SF510  20251016   5250.0   5300.0  ...      147.45   5266.0      5226.0       SF
157  SF511  20251016   5374.0   5482.0  ...   153306.18   5430.0      5410.0       SF
158  SF512  20251016   5342.0   5470.0  ...    66454.87   5434.0      5388.0       SF
159  SF601  20251016   5332.0   5456.0  ...   423091.83   5410.0      5370.0       SF
160  SF602  20251016   5286.0   5414.0  ...    68186.85   5362.0      5314.0       SF
161  SF603  20251016   5464.0   5586.0  ...   108780.59   5532.0      5490.0       SF
162  SF604  20251016   5468.0   5538.0  ...        5.50   5504.0      5438.0       SF
163  SF605  20251016   5420.0   5556.0  ...     4437.25   5498.0      5464.0       SF
164  SF606  20251016   5410.0   5508.0  ...       51.68   5440.0      5436.0       SF
165  SF607  20251016   5580.0   5674.0  ...       47.85   5630.0      5602.0       SF
166  SF608  20251016   5632.0   5632.0  ...        2.82   5632.0      5598.0       SF
167  SF609  20251016   5554.0   5660.0  ...      106.79   5620.0      5582.0       SF
168  SH510  20251016      0.0      0.0  ...        0.00   2417.0      2400.0       SH
169  SH511  20251016   2418.0   2433.0  ...    35385.91   2424.0      2407.0       SH
170  SH512  20251016   2468.0   2487.0  ...   112669.73   2475.0      2458.0       SH
171  SH601  20251016   2446.0   2465.0  ...  1942132.93   2451.0      2434.0       SH
172  SH602  20251016   2475.0   2495.0  ...   297506.00   2477.0      2466.0       SH
173  SH603  20251016   2492.0   2501.0  ...   247580.43   2483.0      2475.0       SH
174  SH604  20251016   2537.0   2545.0  ...      144.76   2540.0      2526.0       SH
175  SH605  20251016   2541.0   2557.0  ...    12971.32   2546.0      2535.0       SH
176  SH606  20251016   2581.0   2585.0  ...       46.51   2584.0      2564.0       SH
177  SH607  20251016   2585.0   2588.0  ...       85.28   2584.0      2568.0       SH
178  SH608  20251016   2598.0   2612.0  ...       23.46   2607.0      2592.0       SH
179  SH609  20251016   2597.0   2610.0  ...      148.52   2606.0      2596.0       SH
180  SM510  20251016   5610.0   5642.0  ...     1174.49   5634.0      5660.0       SM
181  SM511  20251016   5690.0   5772.0  ...    16696.96   5744.0      5754.0       SM
182  SM512  20251016   5726.0   5780.0  ...   286597.53   5760.0      5762.0       SM
183  SM601  20251016   5734.0   5786.0  ...   371676.15   5758.0      5766.0       SM
184  SM602  20251016   5738.0   5788.0  ...    85538.56   5766.0      5770.0       SM
185  SM603  20251016   5736.0   5798.0  ...   312946.90   5778.0      5782.0       SM
186  SM604  20251016      0.0      0.0  ...        0.00   5788.0      5802.0       SM
187  SM605  20251016   5766.0   5816.0  ...    13157.59   5796.0      5794.0       SM
188  SM606  20251016      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251016      0.0      0.0  ...        0.00   5800.0      5790.0       SM
190  SM608  20251016      0.0      0.0  ...        0.00   5808.0      5794.0       SM
191  SM609  20251016   5800.0   5846.0  ...      705.19   5828.0      5826.0       SM
192  SR511  20251016   5414.0   5414.0  ...    16599.07   5395.0      5427.0       SR
193  SR601  20251016   5394.0   5412.0  ...   780361.11   5403.0      5402.0       SR
194  SR603  20251016   5381.0   5395.0  ...   165285.78   5387.0      5388.0       SR
195  SR605  20251016   5365.0   5377.0  ...    64185.43   5368.0      5373.0       SR
196  SR607  20251016   5370.0   5384.0  ...     1591.05   5375.0      5384.0       SR
197  SR609  20251016   5382.0   5393.0  ...     3960.57   5381.0      5394.0       SR
198  TA510  20251016   4382.0   4410.0  ...     2056.70   4400.0      4370.0       TA
199  TA511  20251016   4400.0   4430.0  ...    44114.52   4410.0      4378.0       TA
200  TA512  20251016   4410.0   4446.0  ...   151516.62   4420.0      4394.0       TA
201  TA601  20251016   4442.0   4466.0  ...  1398005.58   4442.0      4412.0       TA
202  TA602  20251016   4460.0   4480.0  ...   153250.12   4452.0      4424.0       TA
203  TA603  20251016   4480.0   4496.0  ...    79583.40   4470.0      4438.0       TA
204  TA604  20251016   4488.0   4504.0  ...       38.07   4480.0      4456.0       TA
205  TA605  20251016   4490.0   4524.0  ...    91544.22   4504.0      4474.0       TA
206  TA606  20251016   4520.0   4526.0  ...       15.84   4524.0      4476.0       TA
207  TA607  20251016      0.0      0.0  ...        0.00   4526.0      4492.0       TA
208  TA608  20251016      0.0      0.0  ...        0.00   4538.0      4526.0       TA
209  TA609  20251016   4532.0   4550.0  ...     1390.92   4538.0      4512.0       TA
210  UR510  20251016   1495.0   1495.0  ...      301.99   1495.0      1495.0       UR
211  UR511  20251016   1575.0   1585.0  ...    11581.73   1573.0      1580.0       UR
212  UR512  20251016   1585.0   1597.0  ...    31846.83   1587.0      1590.0       UR
213  UR601  20251016   1599.0   1610.0  ...   495547.68   1597.0      1604.0       UR
214  UR602  20251016   1606.0   1617.0  ...    18143.87   1608.0      1612.0       UR
215  UR603  20251016   1665.0   1668.0  ...      238.29   1655.0      1666.0       UR
216  UR604  20251016   1667.0   1673.0  ...       36.71   1669.0      1669.0       UR
217  UR605  20251016   1669.0   1680.0  ...    46618.44   1670.0      1674.0       UR
218  UR606  20251016   1670.0   1686.0  ...      338.12   1674.0      1680.0       UR
219  UR607  20251016   1703.0   1719.0  ...       81.94   1707.0      1708.0       UR
220  UR608  20251016   1700.0   1715.0  ...      102.37   1706.0      1707.0       UR
221  UR609  20251016   1700.0   1712.0  ...      446.55   1704.0      1707.0       UR
222  WH511  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:25:54,141 - future_1d - INFO - ak.get_czce_daily('2025-10-16') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251016   3971.00  ...   4000.00     3969.00        A
1     a2601  20251016   4002.00  ...   4020.00     3988.00        A
2     a2603  20251016   4001.00  ...   4022.00     3992.00        A
3     a2605  20251016   4026.00  ...   4053.00     4026.00        A
4     a2607  20251016   4032.00  ...   4049.00     4025.00        A
5     a2609  20251016   4033.00  ...   4053.00     4026.00        A
6     b2510  20251016      0.00  ...   3600.00     3600.00        B
7     b2511  20251016   3609.00  ...   3604.00     3603.00        B
8     b2512  20251016   3623.00  ...   3619.00     3614.00        B
9     b2601  20251016   3631.00  ...   3631.00     3624.00        B
10    b2602  20251016   3634.00  ...   3641.00     3632.00        B
11    b2603  20251016   3600.00  ...   3603.00     3594.00        B
12    b2604  20251016   3509.00  ...   3509.00     3508.00        B
13    b2605  20251016   3447.00  ...   3447.00     3442.00        B
14    b2606  20251016   3413.00  ...   3418.00     3414.00        B
15    b2607  20251016   3425.00  ...   3424.00     3420.00        B
16    b2608  20251016   3521.00  ...   3520.00     3516.00        B
17    b2609  20251016   3546.00  ...   3544.00     3536.00        B
18   bb2511  20251016      0.00  ...    144.50      144.50       BB
19   bb2601  20251016    147.35  ...    147.35      146.95       BB
20   bb2603  20251016    146.80  ...    146.90      147.10       BB
21   bb2605  20251016      0.00  ...    147.70      147.70       BB
22   bb2607  20251016      0.00  ...    152.40      152.60       BB
23   bb2609  20251016      0.00  ...    152.40      152.60       BB
24   bz2603  20251016   5595.00  ...   5589.00     5585.00       BZ
25   bz2604  20251016   5586.00  ...   5593.00     5576.00       BZ
26   bz2605  20251016   5586.00  ...   5571.00     5588.00       BZ
27   bz2606  20251016   5517.00  ...   5597.00     5573.00       BZ
28   bz2607  20251016   5530.00  ...   5530.00     5660.00       BZ
29   bz2608  20251016      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251016      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251016   2107.00  ...   2106.00     2097.00        C
32    c2601  20251016   2124.00  ...   2131.00     2119.00        C
33    c2603  20251016   2157.00  ...   2161.00     2148.00        C
34    c2605  20251016   2218.00  ...   2227.00     2208.00        C
35    c2607  20251016   2232.00  ...   2240.00     2223.00        C
36    c2609  20251016   2247.00  ...   2255.00     2238.00        C
37   cs2511  20251016   2399.00  ...   2389.00     2390.00       CS
38   cs2601  20251016   2415.00  ...   2416.00     2407.00       CS
39   cs2603  20251016   2434.00  ...   2434.00     2427.00       CS
40   cs2605  20251016   2530.00  ...   2535.00     2521.00       CS
41   cs2607  20251016   2541.00  ...   2549.00     2532.00       CS
42   cs2609  20251016   2583.00  ...   2587.00     2570.00       CS
43   eb2510  20251016      0.00  ...   6442.00     6442.00       EB
44   eb2511  20251016   6550.00  ...   6524.00     6544.00       EB
45   eb2512  20251016   6611.00  ...   6552.00     6566.00       EB
46   eb2601  20251016   6622.00  ...   6597.00     6609.00       EB
47   eb2602  20251016   6686.00  ...   6648.00     6667.00       EB
48   eb2603  20251016   6737.00  ...   6711.00     6727.00       EB
49   eb2604  20251016   6764.00  ...   6741.00     6765.00       EB
50   eb2605  20251016   6804.00  ...   6714.00     6795.00       EB
51   eb2606  20251016   6837.00  ...   6809.00     6828.00       EB
52   eb2607  20251016   6881.00  ...   6836.00     6852.00       EB
53   eb2608  20251016   6815.00  ...   6840.00     6870.00       EB
54   eb2609  20251016   6851.00  ...   6896.00     6889.00       EB
55   eg2510  20251016   4086.00  ...   4092.00     4089.00       EG
56   eg2511  20251016   4094.00  ...   4071.00     4073.00       EG
57   eg2512  20251016   4059.00  ...   4053.00     4054.00       EG
58   eg2601  20251016   4057.00  ...   4056.00     4048.00       EG
59   eg2602  20251016   4060.00  ...   4082.00     4053.00       EG
60   eg2603  20251016   4071.00  ...   4073.00     4074.00       EG
61   eg2604  20251016   4124.00  ...   4150.00     4135.00       EG
62   eg2605  20251016   4138.00  ...   4144.00     4134.00       EG
63   eg2606  20251016   4123.00  ...   4159.00     4143.00       EG
64   eg2607  20251016      0.00  ...   4171.00     4171.00       EG
65   eg2608  20251016   4161.00  ...   4163.00     4170.00       EG
66   eg2609  20251016   4171.00  ...   4171.00     4202.00       EG
67   fb2510  20251016      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251016   1253.50  ...   1253.50     1256.00       FB
69   fb2512  20251016   1255.00  ...   1255.50     1256.00       FB
70   fb2601  20251016   1262.50  ...   1263.00     1264.50       FB
71   fb2602  20251016   1265.00  ...   1264.00     1270.50       FB
72   fb2603  20251016   1262.50  ...   1260.00     1264.50       FB
73   fb2604  20251016   1263.00  ...   1261.50     1264.50       FB
74   fb2605  20251016      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251016      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251016      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251016      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251016      0.00  ...   1296.00     1296.00       FB
79    i2510  20251016      0.00  ...    806.00      806.00        I
80    i2511  20251016    796.50  ...    790.50      798.00        I
81    i2512  20251016    790.50  ...    784.00      792.00        I
82    i2601  20251016    780.00  ...    772.50      780.50        I
83    i2602  20251016    775.50  ...    770.50      779.50        I
84    i2603  20251016    772.50  ...    765.50      773.50        I
85    i2604  20251016    767.00  ...    761.00      768.50        I
86    i2605  20251016    757.00  ...    750.50      759.00        I
87    i2606  20251016    751.50  ...    745.50      753.00        I
88    i2607  20251016    747.00  ...    741.00      748.50        I
89    i2608  20251016    742.50  ...    736.00      743.00        I
90    i2609  20251016    734.00  ...    729.50      736.50        I
91    j2510  20251016      0.00  ...   1600.00     1600.00        J
92    j2511  20251016   1581.50  ...   1588.00     1578.00        J
93    j2512  20251016   1611.50  ...   1611.00     1607.00        J
94    j2601  20251016   1642.00  ...   1649.00     1635.50        J
95    j2602  20251016   1670.50  ...   1674.50     1663.00        J
96    j2603  20251016   1690.50  ...   1714.50     1676.50        J
97    j2604  20251016   1774.50  ...   1765.50     1762.50        J
98    j2605  20251016   1800.00  ...   1797.00     1781.50        J
99    j2606  20251016   1805.00  ...   1820.50     1814.00        J
100   j2607  20251016      0.00  ...   1833.50     1833.50        J
101   j2608  20251016      0.00  ...   1865.00     1865.00        J
102   j2609  20251016   1870.50  ...   1876.00     1864.50        J
103  jd2510  20251016   2790.00  ...   2750.00     2708.00       JD
104  jd2511  20251016   2856.00  ...   2834.00     2848.00       JD
105  jd2512  20251016   3013.00  ...   2990.00     3021.00       JD
106  jd2601  20251016   3203.00  ...   3180.00     3209.00       JD
107  jd2602  20251016   3027.00  ...   3000.00     3026.00       JD
108  jd2603  20251016   3037.00  ...   3015.00     3037.00       JD
109  jd2604  20251016   3156.00  ...   3137.00     3157.00       JD
110  jd2605  20251016   3346.00  ...   3342.00     3343.00       JD
111  jd2606  20251016   3234.00  ...   3233.00     3233.00       JD
112  jd2607  20251016   3474.00  ...   3482.00     3471.00       JD
113  jd2608  20251016   3973.00  ...   3966.00     3966.00       JD
114  jd2609  20251016   3868.00  ...   3862.00     3867.00       JD
115  jm2510  20251016      0.00  ...    999.00      999.00       JM
116  jm2511  20251016   1034.00  ...   1057.00     1024.00       JM
117  jm2512  20251016   1088.00  ...   1098.50     1080.50       JM
118  jm2601  20251016   1155.00  ...   1162.00     1147.00       JM
119  jm2602  20251016   1181.00  ...   1188.00     1172.50       JM
120  jm2603  20251016   1198.00  ...   1208.50     1190.00       JM
121  jm2604  20251016   1214.00  ...   1227.00     1204.50       JM
122  jm2605  20251016   1236.50  ...   1244.00     1222.00       JM
123  jm2606  20251016   1241.50  ...   1267.00     1241.50       JM
124  jm2607  20251016   1274.50  ...   1282.00     1262.50       JM
125  jm2608  20251016   1282.50  ...   1303.00     1284.50       JM
126  jm2609  20251016   1315.00  ...   1327.50     1305.00       JM
127   l2510  20251016      0.00  ...   6856.00     6856.00        L
128   l2511  20251016   6898.00  ...   6889.00     6895.00        L
129   l2512  20251016   6912.00  ...   6899.00     6906.00        L
130   l2601  20251016   6912.00  ...   6907.00     6908.00        L
131   l2602  20251016   6923.00  ...   6911.00     6910.00        L
132   l2603  20251016   6945.00  ...   6926.00     6931.00        L
133   l2604  20251016   6943.00  ...   6961.00     6940.00        L
134   l2605  20251016   6957.00  ...   6947.00     6940.00        L
135   l2606  20251016   6961.00  ...   6960.00     6947.00        L
136   l2607  20251016   6954.00  ...   6977.00     6975.00        L
137   l2608  20251016   6958.00  ...   6991.00     6994.00        L
138   l2609  20251016   6978.00  ...   6983.00     6969.00        L
139  lg2511  20251016    798.00  ...    796.00      792.50       LG
140  lg2601  20251016    820.00  ...    823.50      821.00       LG
141  lg2603  20251016    829.50  ...    829.50      828.00       LG
142  lg2605  20251016    827.50  ...    830.00      829.50       LG
143  lg2607  20251016    828.00  ...    829.50      830.00       LG
144  lg2609  20251016      0.00  ...    831.50      830.00       LG
145  lh2511  20251016  11430.00  ...  11300.00    11485.00       LH
146  lh2601  20251016  12175.00  ...  11975.00    12300.00       LH
147  lh2603  20251016  11665.00  ...  11565.00    11735.00       LH
148  lh2605  20251016  12300.00  ...  12185.00    12335.00       LH
149  lh2607  20251016  13180.00  ...  12990.00    13170.00       LH
150  lh2609  20251016  13900.00  ...  13805.00    13925.00       LH
151   m2511  20251016   2885.00  ...   2893.00     2894.00        M
152   m2512  20251016   2932.00  ...   2931.00     2930.00        M
153   m2601  20251016   2913.00  ...   2915.00     2914.00        M
154   m2603  20251016   2897.00  ...   2896.00     2893.00        M
155   m2605  20251016   2738.00  ...   2741.00     2737.00        M
156   m2607  20251016   2723.00  ...   2725.00     2721.00        M
157   m2608  20251016   2848.00  ...   2848.00     2845.00        M
158   m2609  20251016   2859.00  ...   2854.00     2850.00        M
159   p2510  20251016      0.00  ...   9120.00     9120.00        P
160   p2511  20251016   9242.00  ...   9236.00     9210.00        P
161   p2512  20251016   9280.00  ...   9278.00     9262.00        P
162   p2601  20251016   9330.00  ...   9326.00     9316.00        P
163   p2602  20251016   9326.00  ...   9328.00     9330.00        P
164   p2603  20251016   9342.00  ...   9336.00     9322.00        P
165   p2604  20251016   9306.00  ...   9322.00     9290.00        P
166   p2605  20251016   9246.00  ...   9256.00     9228.00        P
167   p2606  20251016   9158.00  ...   9168.00     9142.00        P
168   p2607  20251016   9064.00  ...   9078.00     9056.00        P
169   p2608  20251016   9000.00  ...   9000.00     8976.00        P
170   p2609  20251016   8930.00  ...   8952.00     8896.00        P
171  pg2510  20251016   4350.00  ...   4340.00     4248.00       PG
172  pg2511  20251016   4165.00  ...   4199.00     4141.00       PG
173  pg2512  20251016   4030.00  ...   4079.00     3993.00       PG
174  pg2601  20251016   3947.00  ...   3987.00     3908.00       PG
175  pg2602  20251016   3868.00  ...   3897.00     3836.00       PG
176  pg2603  20251016   3783.00  ...   3818.00     3757.00       PG
177  pg2604  20251016   4164.00  ...   4193.00     4152.00       PG
178  pg2605  20251016   4086.00  ...   4113.00     4067.00       PG
179  pg2606  20251016   4020.00  ...   4053.00     4006.00       PG
180  pg2607  20251016   3958.00  ...   3980.00     3950.00       PG
181  pg2608  20251016   3938.00  ...   3944.00     3905.00       PG
182  pg2609  20251016   3879.00  ...   3869.00     3848.00       PG
183  pp2510  20251016   6482.00  ...   6482.00     6482.00       PP
184  pp2511  20251016   6539.00  ...   6524.00     6519.00       PP
185  pp2512  20251016   6572.00  ...   6571.00     6562.00       PP
186  pp2601  20251016   6597.00  ...   6598.00     6590.00       PP
187  pp2602  20251016   6584.00  ...   6594.00     6585.00       PP
188  pp2603  20251016   6594.00  ...   6587.00     6593.00       PP
189  pp2604  20251016   6630.00  ...   6641.00     6611.00       PP
190  pp2605  20251016   6653.00  ...   6643.00     6642.00       PP
191  pp2606  20251016   6622.00  ...   6609.00     6612.00       PP
192  pp2607  20251016   6608.00  ...   6591.00     6603.00       PP
193  pp2608  20251016   6621.00  ...   6639.00     6628.00       PP
194  pp2609  20251016   6680.00  ...   6666.00     6673.00       PP
195  rr2510  20251016      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251016   3624.00  ...   3615.00     3614.00       RR
197  rr2512  20251016   3607.00  ...   3606.00     3608.00       RR
198  rr2601  20251016   3627.00  ...   3626.00     3626.00       RR
199  rr2602  20251016   3617.00  ...   3614.00     3612.00       RR
200  rr2603  20251016   3613.00  ...   3612.00     3613.00       RR
201  rr2604  20251016   3615.00  ...   3615.00     3613.00       RR
202  rr2605  20251016   3609.00  ...   3609.00     3609.00       RR
203  rr2606  20251016   3610.00  ...   3606.00     3603.00       RR
204  rr2607  20251016   3617.00  ...   3611.00     3624.00       RR
205  rr2608  20251016   3601.00  ...   3601.00     3605.00       RR
206  rr2609  20251016   3608.00  ...   3608.00     3616.00       RR
207   v2510  20251016   4545.00  ...   4543.00     4561.00        V
208   v2511  20251016   4593.00  ...   4581.00     4593.00        V
209   v2512  20251016   4646.00  ...   4625.00     4635.00        V
210   v2601  20251016   4673.00  ...   4667.00     4680.00        V
211   v2602  20251016   4725.00  ...   4709.00     4727.00        V
212   v2603  20251016   4752.00  ...   4742.00     4758.00        V
213   v2604  20251016   4953.00  ...   4932.00     4953.00        V
214   v2605  20251016   4996.00  ...   4981.00     4993.00        V
215   v2606  20251016   5007.00  ...   5007.00     5028.00        V
216   v2607  20251016   5039.00  ...   5042.00     5067.00        V
217   v2608  20251016   5087.00  ...   5087.00     5102.00        V
218   v2609  20251016   5130.00  ...   5124.00     5129.00        V
219   y2511  20251016   8254.00  ...   8248.00     8246.00        Y
220   y2512  20251016   8290.00  ...   8294.00     8280.00        Y
221   y2601  20251016   8250.00  ...   8252.00     8244.00        Y
222   y2603  20251016   8196.00  ...   8214.00     8198.00        Y
223   y2605  20251016   8050.00  ...   8054.00     8040.00        Y
224   y2607  20251016   8006.00  ...   8004.00     7982.00        Y
225   y2608  20251016   8014.00  ...   8010.00     7968.00        Y
226   y2609  20251016   7966.00  ...   7966.00     7946.00        Y

[227 rows x 12 columns]
2025-10-22 16:25:54,686 - future_1d - INFO - ak.get_dce_daily('2025-10-16') done
2025-10-22 16:25:56,504 - future_1d - INFO - save future_daily 2025-10-16 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251017      0.0  ...  52545.0     52555.0       PS
1   PS2511  20251017  52020.0  ...  52250.0     51755.0       PS
2   PS2512  20251017  54450.0  ...  54780.0     54225.0       PS
3   PS2601  20251017  54475.0  ...  54780.0     54180.0       PS
4   PS2602  20251017  54100.0  ...  54550.0     53995.0       PS
5   PS2603  20251017  53690.0  ...  54420.0     53925.0       PS
6   PS2604  20251017  54140.0  ...  54355.0     53825.0       PS
7   PS2605  20251017  54200.0  ...  54265.0     53700.0       PS
8   PS2606  20251017  55605.0  ...  55905.0     55560.0       PS
9   PS2607  20251017  55040.0  ...  55630.0     55495.0       PS
10  PS2608  20251017  54770.0  ...  55400.0     55065.0       PS
11  PS2609  20251017  54505.0  ...  55225.0     54750.0       PS
13  SI2510  20251017   8615.0  ...   8615.0      8615.0       SI
14  SI2511  20251017   8580.0  ...   8490.0      8575.0       SI
15  SI2512  20251017   8985.0  ...   8900.0      8955.0       SI
16  SI2601  20251017   8945.0  ...   8850.0      8895.0       SI
17  SI2602  20251017   8945.0  ...   8850.0      8890.0       SI
18  SI2603  20251017   8915.0  ...   8835.0      8895.0       SI
19  SI2604  20251017   8855.0  ...   8865.0      8920.0       SI
20  SI2605  20251017   8960.0  ...   8875.0      8925.0       SI
21  SI2606  20251017   8950.0  ...   8890.0      8930.0       SI
22  SI2607  20251017   8990.0  ...   8890.0      8950.0       SI
23  SI2608  20251017   8940.0  ...   8900.0      8965.0       SI
24  SI2609  20251017   8970.0  ...   8930.0      8965.0       SI
27  LC2510  20251017  75300.0  ...  76180.0     73660.0       LC
28  LC2511  20251017  74900.0  ...  75760.0     73820.0       LC
29  LC2512  20251017  74980.0  ...  75940.0     74080.0       LC
30  LC2601  20251017  75200.0  ...  75900.0     74060.0       LC
31  LC2602  20251017  74760.0  ...  75580.0     73780.0       LC
32  LC2603  20251017  75700.0  ...  75440.0     73820.0       LC
33  LC2604  20251017  74940.0  ...  75880.0     74340.0       LC
34  LC2605  20251017  74960.0  ...  75960.0     74320.0       LC
35  LC2606  20251017  74920.0  ...  75900.0     74200.0       LC
36  LC2607  20251017  75000.0  ...  75580.0     74220.0       LC
37  LC2608  20251017  75020.0  ...  75740.0     74460.0       LC
38  LC2609  20251017  75000.0  ...  75980.0     74460.0       LC

[36 rows x 12 columns]
2025-10-22 16:26:00,650 - future_1d - INFO - ak.get_gfex_daily('2025-10-17') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251017  ...    84720      85040      CU
1        1      CU2512  20251017  ...    84760      85060      CU
2        2      CU2601  20251017  ...    84710      85010      CU
3        3      CU2602  20251017  ...    84610      84870      CU
4        4      CU2603  20251017  ...    84560      84830      CU
5        5      CU2604  20251017  ...    84440      84800      CU
6        6      CU2605  20251017  ...    84470      84710      CU
7        7      CU2606  20251017  ...    84350      84690      CU
8        8      CU2607  20251017  ...    84200      84460      CU
9        9      CU2608  20251017  ...    84120      84470      CU
10      10      CU2609  20251017  ...    83990      84310      CU
11      11      CU2610  20251017  ...    83980      84110      CU
12      12      BC2511  20251017  ...    75250      75500      BC
13      13      BC2512  20251017  ...    75350      75590      BC
14      14      BC2601  20251017  ...    75510      76570      BC
15      15      BC2602  20251017  ...    75800      75800      BC
16      16      BC2603  20251017  ...    75870      75870      BC
17      17      BC2604  20251017  ...    76440      76520      BC
18      18      BC2605  20251017  ...    75900      75900      BC
19      19      BC2606  20251017  ...    75880      75880      BC
20      20      BC2607  20251017  ...    76570      76570      BC
21      21      BC2608  20251017  ...    75800      75800      BC
22      22      BC2609  20251017  ...    76130      76130      BC
23      23      BC2610  20251017  ...    76130      76130      BC
24      24      AL2511  20251017  ...    20960      20910      AL
25      25      AL2512  20251017  ...    20990      20935      AL
26      26      AL2601  20251017  ...    20995      20940      AL
27      27      AL2602  20251017  ...    21005      20935      AL
28      28      AL2603  20251017  ...    21010      20955      AL
29      29      AL2604  20251017  ...    21025      20985      AL
30      30      AL2605  20251017  ...    21040      20990      AL
31      31      AL2606  20251017  ...    21040      21010      AL
32      32      AL2607  20251017  ...    21070      20970      AL
33      33      AL2608  20251017  ...    21025      20990      AL
34      34      AL2609  20251017  ...    21035      20970      AL
35      35      AL2610  20251017  ...    21060      20985      AL
36      36      ZN2511  20251017  ...    21910      21950      ZN
37      37      ZN2512  20251017  ...    21925      21980      ZN
38      38      ZN2601  20251017  ...    21955      22015      ZN
39      39      ZN2602  20251017  ...    21990      22050      ZN
40      40      ZN2603  20251017  ...    22005      22080      ZN
41      41      ZN2604  20251017  ...    22010      22120      ZN
42      42      ZN2605  20251017  ...    22065      22140      ZN
43      43      ZN2606  20251017  ...    22075      22175      ZN
44      44      ZN2607  20251017  ...    22175      22175      ZN
45      45      ZN2608  20251017  ...    22205      22225      ZN
46      46      ZN2609  20251017  ...    22195      22255      ZN
47      47      ZN2610  20251017  ...    22210      22100      ZN
48      48      PB2511  20251017  ...    17050      17115      PB
49      49      PB2512  20251017  ...    17070      17135      PB
50      50      PB2601  20251017  ...    17070      17135      PB
51      51      PB2602  20251017  ...    17070      17120      PB
52      52      PB2603  20251017  ...    17120      17170      PB
53      53      PB2604  20251017  ...    17120      17190      PB
54      54      PB2605  20251017  ...    17150      17230      PB
55      55      PB2606  20251017  ...    17205      17230      PB
56      56      PB2607  20251017  ...    17160      17160      PB
57      57      PB2608  20251017  ...    17235      17245      PB
58      58      PB2609  20251017  ...    17175      17255      PB
59      59      PB2610  20251017  ...    17230      17235      PB
60      60      NI2511  20251017  ...   121340     120920      NI
61      61      NI2512  20251017  ...   121490     121070      NI
62      62      NI2601  20251017  ...   121690     121290      NI
63      63      NI2602  20251017  ...   121870     121520      NI
64      64      NI2603  20251017  ...   122040     121790      NI
65      65      NI2604  20251017  ...   122430     122050      NI
66      66      NI2605  20251017  ...   122570     122200      NI
67      67      NI2606  20251017  ...   122810     122390      NI
68      68      NI2607  20251017  ...   123110     122720      NI
69      69      NI2608  20251017  ...   123310     123000      NI
70      70      NI2609  20251017  ...   124290     123310      NI
71      71      NI2610  20251017  ...   123530     123480      NI
72      72      SN2511  20251017  ...   281380     280030      SN
73      73      SN2512  20251017  ...   281840     280450      SN
74      74      SN2601  20251017  ...   281930     280580      SN
75      75      SN2602  20251017  ...   282070     280680      SN
76      76      SN2603  20251017  ...   281950     280540      SN
77      77      SN2604  20251017  ...   282360     280560      SN
78      78      SN2605  20251017  ...   282090     280280      SN
79      79      SN2606  20251017  ...   282500     280690      SN
80      80      SN2607  20251017  ...   282610     281020      SN
81      81      SN2608  20251017  ...   282980     281860      SN
82      82      SN2609  20251017  ...   283360     282990      SN
83      83      SN2610  20251017  ...   282070     282070      SN
84      84      AO2511  20251017  ...     2779       2763      AO
85      85      AO2512  20251017  ...     2788       2773      AO
86      86      AO2601  20251017  ...     2802       2784      AO
87      87      AO2602  20251017  ...     2821       2806      AO
88      88      AO2603  20251017  ...     2893       2878      AO
89      89      AO2604  20251017  ...     2906       2894      AO
90      90      AO2605  20251017  ...     2919       2900      AO
91      91      AO2606  20251017  ...     2928       2914      AO
92      92      AO2607  20251017  ...     2934       2923      AO
93      93      AO2608  20251017  ...     2941       2932      AO
94      94      AO2609  20251017  ...     2962       2949      AO
95      95      AO2610  20251017  ...     2976       2946      AO
96      96      AD2511  20251017  ...    20395      20370      AD
97      97      AD2512  20251017  ...    20475      20435      AD
98      98      AD2601  20251017  ...    20515      20480      AD
99      99      AD2602  20251017  ...    20495      20460      AD
100    100      AD2603  20251017  ...    20530      20420      AD
101    101      AD2604  20251017  ...    20420      20420      AD
102    102      AD2605  20251017  ...    20375      20405      AD
103    103      AD2606  20251017  ...    20300      20300      AD
104    104      AD2607  20251017  ...    20270      20270      AD
105    105      AD2608  20251017  ...    20390      20495      AD
106    106      AD2609  20251017  ...    20640      20495      AD
107    107      AD2610  20251017  ...    20495      20495      AD
108    108      AU2511  20251017  ...    988.7     963.74      AU
109    109      AU2512  20251017  ...   986.38        963      AU
110    110      AU2601  20251017  ...   989.44     966.54      AU
111    111      AU2602  20251017  ...    989.9     965.94      AU
112    112      AU2604  20251017  ...   992.24     967.76      AU
113    113      AU2606  20251017  ...    995.6     970.88      AU
114    114      AU2608  20251017  ...    997.1     973.76      AU
115    115      AU2610  20251017  ...  1000.74     976.74      AU
116    116      AG2511  20251017  ...    12215      12004      AG
117    117      AG2512  20251017  ...    12230      12002      AG
118    118      AG2601  20251017  ...    12236      12009      AG
119    119      AG2602  20251017  ...    12249      12026      AG
120    120      AG2603  20251017  ...    12258      12045      AG
121    121      AG2604  20251017  ...    12270      12045      AG
122    122      AG2605  20251017  ...    12282      12055      AG
123    123      AG2606  20251017  ...    12293      12077      AG
124    124      AG2607  20251017  ...    12316      12085      AG
125    125      AG2608  20251017  ...    12310      12095      AG
126    126      AG2609  20251017  ...    12327      12125      AG
127    127      AG2610  20251017  ...    12340      12147      AG
128    128      RB2511  20251017  ...     2985       2971      RB
129    129      RB2512  20251017  ...     3033       3017      RB
130    130      RB2601  20251017  ...     3046       3036      RB
131    131      RB2602  20251017  ...     3052       3043      RB
132    132      RB2603  20251017  ...     3075       3064      RB
133    133      RB2604  20251017  ...     3092       3079      RB
134    134      RB2605  20251017  ...     3103       3087      RB
135    135      RB2606  20251017  ...     3118       3103      RB
136    136      RB2607  20251017  ...     3125       3111      RB
137    137      RB2608  20251017  ...     3136       3122      RB
138    138      RB2609  20251017  ...     3139       3129      RB
139    139      RB2610  20251017  ...     3142       3134      RB
140    140      WR2511  20251017  ...     3270       3270      WR
141    141      WR2512  20251017  ...     3355       3353      WR
142    142      WR2601  20251017  ...     3365       3336      WR
143    143      WR2602  20251017  ...     3403       3383      WR
144    144      WR2603  20251017  ...     3361       3361      WR
145    145      WR2604  20251017  ...     3369       3369      WR
146    146      WR2605  20251017  ...     3365       3365      WR
147    147      WR2606  20251017  ...     3363       3363      WR
148    148      WR2607  20251017  ...     3416       3416      WR
149    149      WR2608  20251017  ...     3461       3461      WR
150    150      WR2609  20251017  ...     3430       3430      WR
151    151      WR2610  20251017  ...     3430       3430      WR
152    152      HC2511  20251017  ...     3265       3255      HC
153    153      HC2512  20251017  ...     3255       3249      HC
154    154      HC2601  20251017  ...     3219       3209      HC
155    155      HC2602  20251017  ...     3226       3215      HC
156    156      HC2603  20251017  ...     3226       3215      HC
157    157      HC2604  20251017  ...     3230       3215      HC
158    158      HC2605  20251017  ...     3234       3220      HC
159    159      HC2606  20251017  ...     3228       3226      HC
160    160      HC2607  20251017  ...     3244       3228      HC
161    161      HC2608  20251017  ...     3249       3231      HC
162    162      HC2609  20251017  ...     3252       3240      HC
163    163      HC2610  20251017  ...     3256       3240      HC
164    164      SS2511  20251017  ...    12585      12515      SS
165    165      SS2512  20251017  ...    12615      12545      SS
166    166      SS2601  20251017  ...    12705      12635      SS
167    167      SS2602  20251017  ...    12760      12690      SS
168    168      SS2603  20251017  ...    12845      12760      SS
169    169      SS2604  20251017  ...    12910      12845      SS
170    170      SS2605  20251017  ...    12965      12910      SS
171    171      SS2606  20251017  ...    13045      12960      SS
172    172      SS2607  20251017  ...    13085      13000      SS
173    173      SS2608  20251017  ...    13125      13080      SS
174    174      SS2609  20251017  ...    13175      13120      SS
175    175      SS2610  20251017  ...    13230      13210      SS
176    176      SC2511  20251017  ...    437.9      443.2      SC
177    177      SC2512  20251017  ...    439.6      445.6      SC
178    178      SC2601  20251017  ...    439.5        446      SC
179    179      SC2602  20251017  ...    439.2      446.7      SC
180    180      SC2603  20251017  ...    440.6      447.3      SC
181    181      SC2604  20251017  ...    439.7      448.3      SC
182    182      SC2605  20251017  ...    440.6      449.4      SC
183    183      SC2606  20251017  ...    441.9      449.9      SC
184    184      SC2607  20251017  ...      444      451.9      SC
185    185      SC2608  20251017  ...    445.5      452.2      SC
186    186      SC2609  20251017  ...    445.7      451.7      SC
187    187      SC2610  20251017  ...    447.3      449.7      SC
188    188      SC2612  20251017  ...    445.6      451.8      SC
189    189      SC2703  20251017  ...    448.1      450.7      SC
190    190      SC2706  20251017  ...    451.7      453.6      SC
191    191      SC2709  20251017  ...    450.2      450.2      SC
192    192      SC2712  20251017  ...    445.2      450.6      SC
193    193      SC2803  20251017  ...      446      449.9      SC
194    194      SC2806  20251017  ...    447.1      453.5      SC
195    195      SC2809  20251017  ...    449.2      451.8      SC
196    196      LU2511  20251017  ...     3069       3147      LU
197    197      LU2512  20251017  ...     3096       3163      LU
198    198      LU2601  20251017  ...     3101       3163      LU
199    199      LU2602  20251017  ...     3115       3166      LU
200    200      LU2603  20251017  ...     3116       3165      LU
201    201      LU2604  20251017  ...     3112       3176      LU
202    202      LU2605  20251017  ...     3111       3184      LU
203    203      LU2606  20251017  ...     3117       3192      LU
204    204      LU2607  20251017  ...     3143       3191      LU
205    205      LU2608  20251017  ...     3133       3192      LU
206    206      LU2609  20251017  ...     3154       3192      LU
207    207      LU2610  20251017  ...     3129       3185      LU
208    208      FU2511  20251017  ...     2719       2761      FU
209    209      FU2512  20251017  ...     2674       2718      FU
210    210      FU2601  20251017  ...     2644       2694      FU
211    211      FU2602  20251017  ...     2631       2675      FU
212    212      FU2603  20251017  ...     2620       2666      FU
213    213      FU2604  20251017  ...     2618       2663      FU
214    214      FU2605  20251017  ...     2613       2657      FU
215    215      FU2606  20251017  ...     2609       2647      FU
216    216      FU2607  20251017  ...     2602       2642      FU
217    217      FU2608  20251017  ...     2574       2612      FU
218    218      FU2609  20251017  ...     2575       2606      FU
219    219      FU2610  20251017  ...     2564       2595      FU
220    220      BU2511  20251017  ...     3247       3265      BU
221    221      BU2512  20251017  ...     3172       3191      BU
222    222      BU2601  20251017  ...     3137       3161      BU
223    223      BU2602  20251017  ...     3146       3171      BU
224    224      BU2603  20251017  ...     3164       3195      BU
225    225      BU2604  20251017  ...     3171       3199      BU
226    226      BU2605  20251017  ...     3177       3202      BU
227    227      BU2606  20251017  ...     3182       3206      BU
228    228      BU2607  20251017  ...     3186       3213      BU
229    229      BU2608  20251017  ...     3177       3202      BU
230    230      BU2609  20251017  ...     3184       3208      BU
231    231      BU2610  20251017  ...     3168       3187      BU
232    232      BU2612  20251017  ...     3125       3149      BU
233    233      BU2703  20251017  ...     3150       3154      BU
234    234      BU2706  20251017  ...     3151       3168      BU
235    235      BU2709  20251017  ...     3158       3171      BU
236    236      BR2511  20251017  ...    11035      11005      BR
237    237      BR2512  20251017  ...    10940      10930      BR
238    238      BR2601  20251017  ...    10915      10930      BR
239    239      BR2602  20251017  ...    10890      10925      BR
240    240      BR2603  20251017  ...    10880      10890      BR
241    241      BR2604  20251017  ...    10850      10875      BR
242    242      BR2605  20251017  ...    10945      10915      BR
243    243      BR2606  20251017  ...    10910      10980      BR
244    244      BR2607  20251017  ...    11150      11065      BR
245    245      BR2608  20251017  ...    11185      11080      BR
246    246      BR2609  20251017  ...    11245      11180      BR
247    247      BR2610  20251017  ...    11215      11080      BR
248    248      RU2511  20251017  ...    14065      14105      RU
249    249      RU2601  20251017  ...    14820      14845      RU
250    250      RU2603  20251017  ...    14810      14820      RU
251    251      RU2604  20251017  ...    14800      14885      RU
252    252      RU2605  20251017  ...    14790      14830      RU
253    253      RU2606  20251017  ...    14815      14815      RU
254    254      RU2607  20251017  ...    14840      14885      RU
255    255      RU2608  20251017  ...    14810      14865      RU
256    256      RU2609  20251017  ...    14815      14825      RU
257    257      RU2610  20251017  ...    14855      14810      RU
258    258      NR2511  20251017  ...    12340      12295      NR
259    259      NR2512  20251017  ...    12290      12245      NR
260    260      NR2601  20251017  ...    12215      12215      NR
261    261      NR2602  20251017  ...    12155      12195      NR
262    262      NR2603  20251017  ...    12120      12185      NR
263    263      NR2604  20251017  ...    12120      12145      NR
264    264      NR2605  20251017  ...    12120      12165      NR
265    265      NR2606  20251017  ...    12125      12140      NR
266    266      NR2607  20251017  ...    12145      12100      NR
267    267      NR2608  20251017  ...    12175      12090      NR
268    268      NR2609  20251017  ...    12215      12180      NR
269    269      NR2610  20251017  ...    12265      12185      NR
270    270      SP2511  20251017  ...     4850       4850      SP
271    271      SP2512  20251017  ...     4870       4874      SP
272    272      SP2601  20251017  ...     5124       5154      SP
273    273      SP2602  20251017  ...     5142       5168      SP
274    274      SP2603  20251017  ...     5156       5188      SP
275    275      SP2604  20251017  ...     5174       5196      SP
276    276      SP2605  20251017  ...     5186       5220      SP
277    277      SP2606  20251017  ...     5184       5228      SP
278    278      SP2607  20251017  ...     5190       5220      SP
279    279      SP2608  20251017  ...     5196       5234      SP
280    280      SP2609  20251017  ...     5186       5220      SP
281    281      SP2610  20251017  ...     5190       5244      SP
282    282      OP2601  20251017  ...     4206       4210      OP
283    283      OP2602  20251017  ...     4220       4224      OP
284    284      OP2603  20251017  ...     4216       4216      OP
285    285      OP2604  20251017  ...     4228       4232      OP
286    286      OP2605  20251017  ...     4216       4216      OP
287    287      OP2606  20251017  ...     4198       4184      OP
288    288      OP2607  20251017  ...     4242       4242      OP
289    289      OP2608  20251017  ...     4258       4268      OP
290    290      OP2609  20251017  ...     4220       4220      OP
291    291      OP2610  20251017  ...     4220       4220      OP
292    292      EC2510  20251017  ...   1098.8       1112      EC
293    293      EC2512  20251017  ...   1658.2       1663      EC
294    294      EC2602  20251017  ...   1459.8     1427.9      EC
295    295      EC2604  20251017  ...   1126.4     1114.5      EC
296    296      EC2606  20251017  ...   1288.5     1283.7      EC
297    297      EC2608  20251017  ...   1411.4     1418.2      EC
298    298  SC_TAS2511  20251017  ...                      SC_TAS
299    299  SC_TAS2512  20251017  ...                      SC_TAS
300    300  SC_TAS2601  20251017  ...                      SC_TAS
301    301  SC_TAS2602  20251017  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-22 16:26:00,753 - future_1d - INFO - ak.get_shfe_daily('2025-10-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251017  7212.200  ...  7064.340    7212.600       IC
1   IC2511  20251017  7135.600  ...  6921.800    7111.800       IC
2   IC2512  20251017  7062.000  ...  6865.000    7046.600       IC
3   IC2603  20251017  6880.200  ...  6703.600    6881.600       IC
4   IF2510  20251017  4613.000  ...  4539.860    4611.200       IF
5   IF2511  20251017  4605.600  ...  4497.400    4596.800       IF
6   IF2512  20251017  4582.000  ...  4484.600    4585.800       IF
7   IF2603  20251017  4564.200  ...  4463.000    4564.200       IF
8   IH2510  20251017  3016.600  ...  2983.270    3018.000       IH
9   IH2511  20251017  3024.000  ...  2963.000    3017.200       IH
10  IH2512  20251017  3015.400  ...  2961.600    3017.400       IH
11  IH2603  20251017  3024.000  ...  2962.600    3016.800       IH
12  IM2510  20251017  7402.800  ...  7230.330    7394.000       IM
13  IM2511  20251017  7300.200  ...  7104.000    7276.800       IM
14  IM2512  20251017  7204.800  ...  7024.200    7190.600       IM
15  IM2603  20251017  6975.000  ...  6808.000    6971.400       IM
16   T2512  20251017   108.215  ...   108.265     108.160        T
17   T2603  20251017   108.000  ...   107.955     107.865        T
18   T2606  20251017   107.855  ...   107.845     107.775        T
19  TF2512  20251017   105.740  ...   105.775     105.705       TF
20  TF2603  20251017   105.630  ...   105.680     105.610       TF
21  TF2606  20251017   105.655  ...   105.690     105.630       TF
22  TL2512  20251017   115.220  ...   115.730     115.020       TL
23  TL2603  20251017   114.900  ...   115.410     114.720       TL
24  TL2606  20251017   114.800  ...   115.260     114.590       TL
25  TS2512  20251017   102.362  ...   102.378     102.368       TS
26  TS2603  20251017   102.286  ...   102.290     102.280       TS
27  TS2606  20251017   102.322  ...   102.318     102.316       TS

[28 rows x 12 columns]
2025-10-22 16:26:01,148 - future_1d - INFO - ak.get_cffex_daily('2025-10-17') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251017   442.6   443.4  ...  2711807.83   437.9      443.2      SC
1       SC2512  20251017     444   445.6  ...  3930667.83   439.6      445.6      SC
2       SC2601  20251017   444.2   445.7  ...   619601.49   439.5        446      SC
3       SC2602  20251017   444.8   446.2  ...    66816.54   439.2      446.7      SC
4       SC2603  20251017   446.2     447  ...    18022.51   440.6      447.3      SC
5       SC2604  20251017   446.6   446.6  ...     6111.94   439.7      448.3      SC
6       SC2605  20251017   447.6     448  ...     9077.28   440.6      449.4      SC
7       SC2606  20251017   447.7     449  ...    11005.71   441.9      449.9      SC
8       SC2607  20251017     449   449.4  ...      932.48     444      451.9      SC
9       SC2608  20251017   449.8   450.6  ...      668.35   445.5      452.2      SC
10      SC2609  20251017   449.4   452.8  ...     1069.69   445.7      451.7      SC
11      SC2610  20251017                  ...           0   447.3      449.7      SC
12      SC2612  20251017   445.1   446.8  ...      267.39   445.6      451.8      SC
13      SC2703  20251017   448.1   448.1  ...       89.62   448.1      450.7      SC
14      SC2706  20251017                  ...           0   451.7      453.6      SC
15      SC2709  20251017                  ...           0   450.2      450.2      SC
16      SC2712  20251017   444.1   447.6  ...      133.57   445.2      450.6      SC
17      SC2803  20251017     446     446  ...        44.6     446      449.9      SC
18      SC2806  20251017   445.9   449.6  ...      312.99   447.1      453.5      SC
19      SC2809  20251017     447   450.1  ...     1572.51   449.2      451.8      SC
21      LU2511  20251017    3136    3142  ...   17529.145    3069       3147      LU
22      LU2512  20251017    3161    3161  ...  339143.027    3096       3163      LU
23      LU2601  20251017    3156    3156  ...  216954.143    3101       3163      LU
24      LU2602  20251017    3159    3159  ...   49381.996    3115       3166      LU
25      LU2603  20251017    3156    3157  ...     4964.75    3116       3165      LU
26      LU2604  20251017    3140    3140  ...      43.579    3112       3176      LU
27      LU2605  20251017    3148    3161  ...     127.562    3111       3184      LU
28      LU2606  20251017    3157    3157  ...      24.939    3117       3192      LU
29      LU2607  20251017    3160    3168  ...     110.012    3143       3191      LU
30      LU2608  20251017    3157    3161  ...      84.601    3133       3192      LU
31      LU2609  20251017    3170    3178  ...     129.337    3154       3192      LU
32      LU2610  20251017    3150    3150  ...      25.038    3129       3185      LU
34      NR2511  20251017   12325   12425  ...  274418.315   12340      12295      NR
35      NR2512  20251017   12300   12360  ...   798817.15   12290      12245      NR
36      NR2601  20251017   12240   12290  ...   219539.39   12215      12215      NR
37      NR2602  20251017   12165   12240  ...    20717.32   12155      12195      NR
38      NR2603  20251017   12160   12210  ...    4097.445   12120      12185      NR
39      NR2604  20251017   12130   12195  ...      993.87   12120      12145      NR
40      NR2605  20251017   12165   12215  ...     654.505   12120      12165      NR
41      NR2606  20251017   12195   12195  ...      121.27   12125      12140      NR
42      NR2607  20251017   12160   12160  ...       36.44   12145      12100      NR
43      NR2608  20251017   12175   12175  ...      12.175   12175      12090      NR
44      NR2609  20251017   12195   12245  ...      36.655   12215      12180      NR
45      NR2610  20251017   12285   12285  ...      24.535   12265      12185      NR
47      BC2511  20251017   75010   75860  ...   310009.74   75250      75500      BC
48      BC2512  20251017   75200   75880  ...    40882.03   75350      75590      BC
49      BC2601  20251017   75510   75510  ...      37.755   75510      76570      BC
50      BC2602  20251017                  ...           0   75800      75800      BC
51      BC2603  20251017                  ...           0   75870      75870      BC
52      BC2604  20251017                  ...           0   76440      76520      BC
53      BC2605  20251017                  ...           0   75900      75900      BC
54      BC2606  20251017                  ...           0   75880      75880      BC
55      BC2607  20251017                  ...           0   76570      76570      BC
56      BC2608  20251017                  ...           0   75800      75800      BC
57      BC2609  20251017                  ...           0   76130      76130      BC
58      BC2610  20251017                  ...           0   76130      76130      BC
60      EC2510  20251017  1107.9  1108.2  ...   8680.6755  1098.8       1112      EC
61      EC2512  20251017  1658.1  1698.6  ...  247387.476  1658.2       1663      EC
62      EC2602  20251017    1430  1484.5  ...  37672.6205  1459.8     1427.9      EC
63      EC2604  20251017    1130    1144  ...   17065.984  1126.4     1114.5      EC
64      EC2606  20251017    1298  1306.2  ...   1108.1375  1288.5     1283.7      EC
65      EC2608  20251017    1410    1428  ...    1002.164  1411.4     1418.2      EC
68  SC_TAS2511  20251017                  ...                                 SC_TAS
69  SC_TAS2512  20251017                  ...                                 SC_TAS
70  SC_TAS2601  20251017                  ...                                 SC_TAS
71  SC_TAS2602  20251017                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 16:26:01,221 - future_1d - INFO - ak.get_ine_daily('2025-10-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251017   9170.0   9205.0  ...      128.61   9187.0      9182.0       AP
1    AP511  20251017   8605.0   8894.0  ...     5300.07   8760.0      8631.0       AP
2    AP512  20251017   8602.0   8800.0  ...     4850.62   8677.0      8565.0       AP
3    AP601  20251017   8550.0   8850.0  ...  1421456.27   8669.0      8565.0       AP
4    AP603  20251017   8459.0   8694.0  ...     6020.74   8564.0      8454.0       AP
5    AP604  20251017   8459.0   8741.0  ...     2925.21   8604.0      8506.0       AP
6    AP605  20251017   8520.0   8868.0  ...   144209.77   8654.0      8553.0       AP
7    CF511  20251017  13355.0  13425.0  ...    41938.11  13375.0     13355.0       CF
8    CF601  20251017  13320.0  13380.0  ...  1200405.96  13335.0     13290.0       CF
9    CF603  20251017  13345.0  13400.0  ...   120791.63  13360.0     13310.0       CF
10   CF605  20251017  13370.0  13435.0  ...   271007.61  13390.0     13345.0       CF
11   CF607  20251017  13390.0  13450.0  ...      971.95  13405.0     13375.0       CF
12   CF609  20251017  13530.0  13600.0  ...     3382.27  13555.0     13525.0       CF
13   CJ512  20251017  11215.0  11330.0  ...     8309.27  11250.0     11115.0       CJ
14   CJ601  20251017  11355.0  11480.0  ...  1131335.38  11405.0     11240.0       CJ
15   CJ603  20251017  11255.0  11415.0  ...    16874.78  11340.0     11200.0       CJ
16   CJ605  20251017  11400.0  11520.0  ...   226913.15  11435.0     11310.0       CJ
17   CJ607  20251017  11485.0  11600.0  ...     4037.87  11520.0     11415.0       CJ
18   CJ609  20251017  11620.0  11725.0  ...     2464.54  11655.0     11535.0       CJ
19   CY510  20251017      0.0      0.0  ...        0.00  19545.0     19475.0       CY
20   CY511  20251017  19755.0  19800.0  ...     1404.23  19780.0     19720.0       CY
21   CY512  20251017      0.0      0.0  ...        0.00  19150.0     19150.0       CY
22   CY601  20251017  19385.0  19505.0  ...   122154.26  19445.0     19375.0       CY
23   CY602  20251017      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251017  19520.0  19530.0  ...       29.29  19525.0     19540.0       CY
25   CY604  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251017      0.0      0.0  ...        0.00  19590.0     19570.0       CY
27   CY606  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251017      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251017      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251017      0.0      0.0  ...        0.00  19740.0     19725.0       CY
31   FG510  20251017   1010.0   1010.0  ...       20.20   1010.0      1024.0       FG
32   FG511  20251017   1035.0   1038.0  ...    28607.10   1019.0      1031.0       FG
33   FG512  20251017   1147.0   1147.0  ...   119233.84   1122.0      1138.0       FG
34   FG601  20251017   1145.0   1145.0  ...  5017632.55   1118.0      1137.0       FG
35   FG602  20251017   1213.0   1213.0  ...    70352.69   1184.0      1204.0       FG
36   FG603  20251017   1215.0   1215.0  ...   155715.52   1188.0      1206.0       FG
37   FG604  20251017   1282.0   1283.0  ...     1227.05   1252.0      1271.0       FG
38   FG605  20251017   1284.0   1284.0  ...   216091.54   1252.0      1271.0       FG
39   FG606  20251017   1311.0   1311.0  ...     3098.04   1289.0      1310.0       FG
40   FG607  20251017   1300.0   1303.0  ...     1762.20   1283.0      1301.0       FG
41   FG608  20251017   1356.0   1356.0  ...     1606.99   1337.0      1353.0       FG
42   FG609  20251017   1357.0   1358.0  ...     8075.22   1336.0      1353.0       FG
43   JR511  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251017   2380.0   2380.0  ...      242.47   2245.0      2245.0       MA
52   MA511  20251017   2296.0   2298.0  ...    11643.74   2267.0      2282.0       MA
53   MA512  20251017   2308.0   2309.0  ...    67525.69   2280.0      2293.0       MA
54   MA601  20251017   2314.0   2318.0  ...  1496104.42   2289.0      2296.0       MA
55   MA602  20251017   2338.0   2351.0  ...    39245.75   2314.0      2316.0       MA
56   MA603  20251017   2348.0   2349.0  ...    70874.63   2320.0      2328.0       MA
57   MA604  20251017   2326.0   2328.0  ...       37.13   2321.0      2334.0       MA
58   MA605  20251017   2322.0   2335.0  ...   146210.61   2304.0      2314.0       MA
59   MA606  20251017   2316.0   2316.0  ...       18.41   2302.0      2312.0       MA
60   MA607  20251017   2302.0   2302.0  ...       50.18   2281.0      2295.0       MA
61   MA608  20251017   2293.0   2299.0  ...       29.65   2280.0      2291.0       MA
62   MA609  20251017   2280.0   2290.0  ...     2051.74   2260.0      2266.0       MA
63   OI511  20251017  10099.0  10103.0  ...    34091.60  10048.0     10099.0       OI
64   OI601  20251017   9936.0   9946.0  ...  2244069.40   9894.0      9937.0       OI
65   OI603  20251017   9738.0   9742.0  ...   260093.44   9690.0      9735.0       OI
66   OI605  20251017   9491.0   9512.0  ...   119267.03   9488.0      9494.0       OI
67   OI607  20251017   9438.0   9459.0  ...     1198.94   9440.0      9445.0       OI
68   OI609  20251017   9415.0   9419.0  ...      564.11   9402.0      9414.0       OI
69   PF510  20251017      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251017   6104.0   6140.0  ...    26196.09   6100.0      6098.0       PF
71   PF512  20251017   6090.0   6100.0  ...   539301.68   6068.0      6072.0       PF
72   PF601  20251017   6102.0   6110.0  ...    70178.51   6076.0      6088.0       PF
73   PF602  20251017   6096.0   6096.0  ...   476154.77   6062.0      6066.0       PF
74   PF603  20251017   6082.0   6082.0  ...   299434.93   6050.0      6052.0       PF
75   PF604  20251017   6124.0   6124.0  ...       60.93   6094.0      6104.0       PF
76   PF605  20251017   6116.0   6118.0  ...       82.30   6096.0      6112.0       PF
77   PF606  20251017      0.0      0.0  ...        0.00   6090.0      6100.0       PF
78   PF607  20251017   6112.0   6112.0  ...        3.06   6112.0      6136.0       PF
79   PF608  20251017   6128.0   6128.0  ...        3.06   6128.0      6182.0       PF
80   PF609  20251017   6132.0   6132.0  ...        3.07   6132.0      6174.0       PF
81   PK510  20251017      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251017   7772.0   7786.0  ...    18300.19   7758.0      7806.0       PK
83   PK512  20251017   7858.0   7890.0  ...   107238.90   7864.0      7890.0       PK
84   PK601  20251017   7972.0   8016.0  ...   376924.22   7968.0      7998.0       PK
85   PK603  20251017   8022.0   8080.0  ...   118303.92   8048.0      8058.0       PK
86   PK604  20251017   8038.0   8078.0  ...      627.23   8042.0      8050.0       PK
87   PK605  20251017   8064.0   8102.0  ...    17665.48   8066.0      8074.0       PK
88   PL601  20251017   6115.0   6117.0  ...   109614.61   6049.0      6087.0       PL
89   PL602  20251017   6146.0   6146.0  ...    41693.45   6085.0      6124.0       PL
90   PL603  20251017   6144.0   6144.0  ...    27985.18   6078.0      6129.0       PL
91   PL604  20251017      0.0      0.0  ...        0.00   6078.0      6132.0       PL
92   PL605  20251017   6105.0   6105.0  ...      121.36   6068.0      6106.0       PL
93   PL606  20251017      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251017   6245.0   6245.0  ...       24.98   6245.0      6120.0       PL
95   PL608  20251017      0.0      0.0  ...        0.00   6106.0      6106.0       PL
96   PL609  20251017      0.0      0.0  ...        0.00   6166.0      6232.0       PL
97   PM511  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251017   5648.0   5658.0  ...     4999.66   5650.0      5586.0       PR
104  PR511  20251017   5602.0   5612.0  ...    23601.10   5582.0      5596.0       PR
105  PR512  20251017   5604.0   5616.0  ...   648443.66   5578.0      5592.0       PR
106  PR601  20251017   5580.0   5584.0  ...   647871.80   5542.0      5560.0       PR
107  PR602  20251017   5622.0   5622.0  ...   144456.76   5586.0      5612.0       PR
108  PR603  20251017   5600.0   5600.0  ...      209.10   5576.0      5602.0       PR
109  PR604  20251017   5582.0   5604.0  ...       92.32   5596.0      5606.0       PR
110  PR605  20251017   5618.0   5620.0  ...      176.84   5614.0      5624.0       PR
111  PR606  20251017      0.0      0.0  ...        0.00   5650.0      5656.0       PR
112  PR607  20251017      0.0      0.0  ...        0.00   5652.0      5656.0       PR
113  PR608  20251017      0.0      0.0  ...        0.00   5666.0      5702.0       PR
114  PR609  20251017      0.0      0.0  ...        0.00   5662.0      5678.0       PR
115  PX510  20251017      0.0      0.0  ...        0.00   6314.0      6326.0       PX
116  PX511  20251017   6382.0   6390.0  ...    29548.75   6330.0      6356.0       PX
117  PX512  20251017   6382.0   6400.0  ...   133131.92   6350.0      6354.0       PX
118  PX601  20251017   6376.0   6394.0  ...   458670.60   6334.0      6346.0       PX
119  PX602  20251017   6384.0   6404.0  ...   266298.41   6346.0      6356.0       PX
120  PX603  20251017   6382.0   6402.0  ...   158222.09   6332.0      6358.0       PX
121  PX604  20251017      0.0      0.0  ...        0.00   6312.0      6358.0       PX
122  PX605  20251017   6402.0   6424.0  ...     1919.63   6356.0      6394.0       PX
123  PX606  20251017   6412.0   6412.0  ...       12.76   6382.0      6424.0       PX
124  PX607  20251017      0.0      0.0  ...        0.00   6344.0      6418.0       PX
125  PX608  20251017      0.0      0.0  ...        0.00   6362.0      6434.0       PX
126  PX609  20251017   6396.0   6398.0  ...       31.93   6386.0      6452.0       PX
127  RI511  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251017   2409.0   2413.0  ...     2953.16   2395.0      2398.0       RM
134  RM601  20251017   2366.0   2376.0  ...   607340.54   2338.0      2365.0       RM
135  RM603  20251017   2308.0   2316.0  ...    11487.95   2292.0      2304.0       RM
136  RM605  20251017   2311.0   2313.0  ...   117894.23   2292.0      2302.0       RM
137  RM607  20251017   2298.0   2303.0  ...     9980.30   2284.0      2294.0       RM
138  RM608  20251017   2408.0   2408.0  ...      502.38   2392.0      2402.0       RM
139  RM609  20251017   2398.0   2400.0  ...     3459.53   2386.0      2394.0       RM
140  RS511  20251017   5272.0   5380.0  ...       36.96   5280.0      5256.0       RS
141  RS607  20251017      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251017      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251017      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251017   1150.0   1150.0  ...      644.17   1130.0      1138.0       SA
145  SA511  20251017   1165.0   1165.0  ...    18116.76   1147.0      1155.0       SA
146  SA512  20251017   1224.0   1227.0  ...   153891.39   1208.0      1217.0       SA
147  SA601  20251017   1240.0   1240.0  ...  2547460.89   1219.0      1227.0       SA
148  SA602  20251017   1273.0   1275.0  ...    74440.35   1255.0      1262.0       SA
149  SA603  20251017   1283.0   1284.0  ...   219249.67   1264.0      1269.0       SA
150  SA604  20251017   1318.0   1318.0  ...     2844.80   1298.0      1311.0       SA
151  SA605  20251017   1324.0   1327.0  ...   150285.20   1305.0      1317.0       SA
152  SA606  20251017   1336.0   1337.0  ...     1192.92   1325.0      1336.0       SA
153  SA607  20251017   1340.0   1341.0  ...     2364.60   1331.0      1340.0       SA
154  SA608  20251017   1379.0   1379.0  ...      946.82   1360.0      1375.0       SA
155  SA609  20251017   1384.0   1384.0  ...     6970.24   1370.0      1382.0       SA
156  SF510  20251017   5300.0   5300.0  ...      200.50   5276.0      5266.0       SF
157  SF511  20251017   5464.0   5480.0  ...    73119.39   5440.0      5430.0       SF
158  SF512  20251017   5466.0   5466.0  ...    94354.58   5424.0      5434.0       SF
159  SF601  20251017   5450.0   5456.0  ...   365728.12   5414.0      5410.0       SF
160  SF602  20251017   5410.0   5410.0  ...    58167.88   5370.0      5362.0       SF
161  SF603  20251017   5576.0   5584.0  ...   129522.15   5520.0      5532.0       SF
162  SF604  20251017   5510.0   5510.0  ...        5.51   5508.0      5504.0       SF
163  SF605  20251017   5548.0   5548.0  ...     3772.21   5500.0      5498.0       SF
164  SF606  20251017   5460.0   5460.0  ...        2.73   5460.0      5440.0       SF
165  SF607  20251017   5628.0   5638.0  ...        8.45   5632.0      5630.0       SF
166  SF608  20251017      0.0      0.0  ...        0.00   5632.0      5632.0       SF
167  SF609  20251017   5606.0   5622.0  ...       78.41   5602.0      5620.0       SF
168  SH510  20251017      0.0      0.0  ...        0.00   2367.0      2417.0       SH
169  SH511  20251017   2424.0   2428.0  ...    52350.70   2368.0      2424.0       SH
170  SH512  20251017   2480.0   2480.0  ...   135955.48   2415.0      2475.0       SH
171  SH601  20251017   2455.0   2455.0  ...  3009243.57   2400.0      2451.0       SH
172  SH602  20251017   2488.0   2488.0  ...   580436.98   2451.0      2477.0       SH
173  SH603  20251017   2490.0   2490.0  ...   480021.16   2463.0      2483.0       SH
174  SH604  20251017   2533.0   2535.0  ...      515.93   2492.0      2540.0       SH
175  SH605  20251017   2550.0   2550.0  ...    27719.27   2499.0      2546.0       SH
176  SH606  20251017   2571.0   2572.0  ...      535.21   2513.0      2584.0       SH
177  SH607  20251017   2570.0   2570.0  ...      386.78   2528.0      2584.0       SH
178  SH608  20251017   2584.0   2584.0  ...      130.35   2556.0      2607.0       SH
179  SH609  20251017   2596.0   2600.0  ...      702.38   2573.0      2606.0       SH
180  SM510  20251017   5620.0   5620.0  ...     1991.75   5612.0      5634.0       SM
181  SM511  20251017   5750.0   5754.0  ...     7294.98   5716.0      5744.0       SM
182  SM512  20251017   5750.0   5760.0  ...   274740.52   5726.0      5760.0       SM
183  SM601  20251017   5770.0   5774.0  ...   462441.93   5724.0      5758.0       SM
184  SM602  20251017   5764.0   5774.0  ...   157530.17   5732.0      5766.0       SM
185  SM603  20251017   5752.0   5788.0  ...   322807.03   5746.0      5778.0       SM
186  SM604  20251017      0.0      0.0  ...        0.00   5754.0      5788.0       SM
187  SM605  20251017   5798.0   5808.0  ...    13881.25   5768.0      5796.0       SM
188  SM606  20251017   5770.0   5772.0  ...       28.83   5766.0      5796.0       SM
189  SM607  20251017   5782.0   5782.0  ...        5.77   5766.0      5800.0       SM
190  SM608  20251017   5792.0   5792.0  ...        5.78   5776.0      5808.0       SM
191  SM609  20251017   5812.0   5824.0  ...     1152.91   5794.0      5828.0       SM
192  SR511  20251017   5408.0   5415.0  ...    12079.94   5398.0      5395.0       SR
193  SR601  20251017   5420.0   5430.0  ...   830319.30   5415.0      5403.0       SR
194  SR603  20251017   5398.0   5412.0  ...   204704.93   5399.0      5387.0       SR
195  SR605  20251017   5390.0   5393.0  ...    91801.35   5380.0      5368.0       SR
196  SR607  20251017   5384.0   5397.0  ...     3619.99   5387.0      5375.0       SR
197  SR609  20251017   5400.0   5406.0  ...     2848.80   5395.0      5381.0       SR
198  TA510  20251017   4400.0   4400.0  ...      754.96   4378.0      4400.0       TA
199  TA511  20251017   4416.0   4426.0  ...    31606.79   4392.0      4410.0       TA
200  TA512  20251017   4410.0   4438.0  ...   228955.64   4406.0      4420.0       TA
201  TA601  20251017   4456.0   4458.0  ...  1236124.38   4424.0      4442.0       TA
202  TA602  20251017   4466.0   4470.0  ...   258362.88   4436.0      4452.0       TA
203  TA603  20251017   4476.0   4486.0  ...   101488.76   4450.0      4470.0       TA
204  TA604  20251017   4490.0   4490.0  ...        4.49   4490.0      4480.0       TA
205  TA605  20251017   4514.0   4514.0  ...    97387.38   4482.0      4504.0       TA
206  TA606  20251017      0.0      0.0  ...        0.00   4474.0      4524.0       TA
207  TA607  20251017      0.0      0.0  ...        0.00   4490.0      4526.0       TA
208  TA608  20251017      0.0      0.0  ...        0.00   4508.0      4538.0       TA
209  TA609  20251017   4556.0   4556.0  ...     1280.55   4518.0      4538.0       TA
210  UR510  20251017   1495.0   1500.0  ...      622.04   1495.0      1495.0       UR
211  UR511  20251017   1581.0   1584.0  ...     8656.18   1576.0      1573.0       UR
212  UR512  20251017   1587.0   1594.0  ...    21963.87   1587.0      1587.0       UR
213  UR601  20251017   1604.0   1608.0  ...   349464.13   1600.0      1597.0       UR
214  UR602  20251017   1614.0   1614.0  ...    14233.11   1606.0      1608.0       UR
215  UR603  20251017   1658.0   1667.0  ...      216.10   1662.0      1655.0       UR
216  UR604  20251017   1667.0   1670.0  ...      106.77   1668.0      1669.0       UR
217  UR605  20251017   1673.0   1679.0  ...    32217.57   1671.0      1670.0       UR
218  UR606  20251017   1681.0   1682.0  ...      160.98   1677.0      1674.0       UR
219  UR607  20251017   1714.0   1714.0  ...       23.95   1711.0      1707.0       UR
220  UR608  20251017   1709.0   1710.0  ...       20.49   1708.0      1706.0       UR
221  UR609  20251017   1704.0   1708.0  ...      228.34   1704.0      1704.0       UR
222  WH511  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:26:01,533 - future_1d - INFO - ak.get_czce_daily('2025-10-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251017   4012.00  ...   4012.00     4000.00        A
1     a2601  20251017   4026.00  ...   4034.00     4020.00        A
2     a2603  20251017   4016.00  ...   4034.00     4022.00        A
3     a2605  20251017   4056.00  ...   4066.00     4053.00        A
4     a2607  20251017   4055.00  ...   4060.00     4049.00        A
5     a2609  20251017   4060.00  ...   4063.00     4053.00        A
6     b2510  20251017      0.00  ...   3600.00     3600.00        B
7     b2511  20251017   3583.00  ...   3582.00     3604.00        B
8     b2512  20251017   3607.00  ...   3595.00     3619.00        B
9     b2601  20251017   3626.00  ...   3609.00     3631.00        B
10    b2602  20251017   3640.00  ...   3618.00     3641.00        B
11    b2603  20251017   3604.00  ...   3585.00     3603.00        B
12    b2604  20251017   3512.00  ...   3504.00     3509.00        B
13    b2605  20251017   3450.00  ...   3441.00     3447.00        B
14    b2606  20251017   3423.00  ...   3408.00     3418.00        B
15    b2607  20251017   3428.00  ...   3410.00     3424.00        B
16    b2608  20251017   3527.00  ...   3511.00     3520.00        B
17    b2609  20251017   3549.00  ...   3534.00     3544.00        B
18   bb2511  20251017      0.00  ...    144.50      144.50       BB
19   bb2601  20251017    147.15  ...    147.15      147.35       BB
20   bb2603  20251017      0.00  ...    146.90      146.90       BB
21   bb2605  20251017      0.00  ...    147.70      147.70       BB
22   bb2607  20251017      0.00  ...    152.20      152.40       BB
23   bb2609  20251017      0.00  ...    152.20      152.40       BB
24   bz2603  20251017   5662.00  ...   5594.00     5589.00       BZ
25   bz2604  20251017   5644.00  ...   5583.00     5593.00       BZ
26   bz2605  20251017   5630.00  ...   5587.00     5571.00       BZ
27   bz2606  20251017      0.00  ...   5597.00     5597.00       BZ
28   bz2607  20251017   5609.00  ...   5603.00     5530.00       BZ
29   bz2608  20251017   5586.00  ...   5586.00     5601.00       BZ
30   bz2609  20251017      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251017   2111.00  ...   2114.00     2106.00        C
32    c2601  20251017   2135.00  ...   2128.00     2131.00        C
33    c2603  20251017   2164.00  ...   2158.00     2161.00        C
34    c2605  20251017   2238.00  ...   2231.00     2227.00        C
35    c2607  20251017   2248.00  ...   2243.00     2240.00        C
36    c2609  20251017   2262.00  ...   2259.00     2255.00        C
37   cs2511  20251017   2374.00  ...   2373.00     2389.00       CS
38   cs2601  20251017   2414.00  ...   2402.00     2416.00       CS
39   cs2603  20251017   2436.00  ...   2423.00     2434.00       CS
40   cs2605  20251017   2538.00  ...   2528.00     2535.00       CS
41   cs2607  20251017   2549.00  ...   2541.00     2549.00       CS
42   cs2609  20251017   2592.00  ...   2583.00     2587.00       CS
43   eb2510  20251017   6498.00  ...   6495.00     6442.00       EB
44   eb2511  20251017   6600.00  ...   6519.00     6524.00       EB
45   eb2512  20251017   6610.00  ...   6542.00     6552.00       EB
46   eb2601  20251017   6667.00  ...   6587.00     6597.00       EB
47   eb2602  20251017   6710.00  ...   6640.00     6648.00       EB
48   eb2603  20251017   6767.00  ...   6696.00     6711.00       EB
49   eb2604  20251017   6804.00  ...   6747.00     6741.00       EB
50   eb2605  20251017   6847.00  ...   6795.00     6714.00       EB
51   eb2606  20251017   6799.00  ...   6870.00     6809.00       EB
52   eb2607  20251017      0.00  ...   6836.00     6836.00       EB
53   eb2608  20251017      0.00  ...   6840.00     6840.00       EB
54   eb2609  20251017   6877.00  ...   6869.00     6896.00       EB
55   eg2510  20251017   4076.00  ...   4082.00     4092.00       EG
56   eg2511  20251017   4103.00  ...   4043.00     4071.00       EG
57   eg2512  20251017   4083.00  ...   4038.00     4053.00       EG
58   eg2601  20251017   4088.00  ...   4037.00     4056.00       EG
59   eg2602  20251017   4080.00  ...   4051.00     4082.00       EG
60   eg2603  20251017   4090.00  ...   4065.00     4073.00       EG
61   eg2604  20251017   4136.00  ...   4131.00     4150.00       EG
62   eg2605  20251017   4151.00  ...   4122.00     4144.00       EG
63   eg2606  20251017   4162.00  ...   4131.00     4159.00       EG
64   eg2607  20251017   4177.00  ...   4166.00     4171.00       EG
65   eg2608  20251017   4190.00  ...   4180.00     4163.00       EG
66   eg2609  20251017   4195.00  ...   4150.00     4171.00       EG
67   fb2510  20251017      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251017   1252.00  ...   1240.00     1253.50       FB
69   fb2512  20251017   1258.00  ...   1259.50     1255.50       FB
70   fb2601  20251017   1269.00  ...   1268.00     1263.00       FB
71   fb2602  20251017   1267.50  ...   1266.50     1264.00       FB
72   fb2603  20251017   1262.50  ...   1261.50     1260.00       FB
73   fb2604  20251017   1266.50  ...   1265.00     1261.50       FB
74   fb2605  20251017      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251017      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251017      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251017      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251017      0.00  ...   1296.00     1296.00       FB
79    i2510  20251017      0.00  ...    806.00      806.00        I
80    i2511  20251017    795.00  ...    789.00      790.50        I
81    i2512  20251017    786.00  ...    783.00      784.00        I
82    i2601  20251017    774.00  ...    771.50      772.50        I
83    i2602  20251017    772.50  ...    769.50      770.50        I
84    i2603  20251017    768.50  ...    766.00      765.50        I
85    i2604  20251017    765.00  ...    761.00      761.00        I
86    i2605  20251017    753.00  ...    750.50      750.50        I
87    i2606  20251017    748.50  ...    745.00      745.50        I
88    i2607  20251017    745.00  ...    740.50      741.00        I
89    i2608  20251017    739.00  ...    736.00      736.00        I
90    i2609  20251017    731.50  ...    729.00      729.50        I
91    j2510  20251017      0.00  ...   1600.00     1600.00        J
92    j2511  20251017   1624.50  ...   1621.00     1588.00        J
93    j2512  20251017   1655.50  ...   1649.00     1611.00        J
94    j2601  20251017   1672.50  ...   1682.50     1649.00        J
95    j2602  20251017   1708.00  ...   1707.00     1674.50        J
96    j2603  20251017   1749.50  ...   1738.50     1714.50        J
97    j2604  20251017   1808.00  ...   1808.00     1765.50        J
98    j2605  20251017   1828.00  ...   1828.50     1797.00        J
99    j2606  20251017      0.00  ...   1820.50     1820.50        J
100   j2607  20251017      0.00  ...   1833.50     1833.50        J
101   j2608  20251017      0.00  ...   1865.00     1865.00        J
102   j2609  20251017   1919.00  ...   1909.50     1876.00        J
103  jd2510  20251017   2798.00  ...   2734.00     2750.00       JD
104  jd2511  20251017   2810.00  ...   2819.00     2834.00       JD
105  jd2512  20251017   2972.00  ...   2965.00     2990.00       JD
106  jd2601  20251017   3168.00  ...   3176.00     3180.00       JD
107  jd2602  20251017   2983.00  ...   2968.00     3000.00       JD
108  jd2603  20251017   3000.00  ...   2974.00     3015.00       JD
109  jd2604  20251017   3131.00  ...   3108.00     3137.00       JD
110  jd2605  20251017   3340.00  ...   3310.00     3342.00       JD
111  jd2606  20251017   3233.00  ...   3211.00     3233.00       JD
112  jd2607  20251017   3475.00  ...   3459.00     3482.00       JD
113  jd2608  20251017   3962.00  ...   3951.00     3966.00       JD
114  jd2609  20251017   3860.00  ...   3845.00     3862.00       JD
115  jm2510  20251017    960.00  ...    960.00      999.00       JM
116  jm2511  20251017   1082.00  ...   1067.50     1057.00       JM
117  jm2512  20251017   1126.00  ...   1120.00     1098.50       JM
118  jm2601  20251017   1190.50  ...   1184.50     1162.00       JM
119  jm2602  20251017   1212.00  ...   1206.50     1188.00       JM
120  jm2603  20251017   1230.50  ...   1225.00     1208.50       JM
121  jm2604  20251017   1248.00  ...   1245.50     1227.00       JM
122  jm2605  20251017   1269.50  ...   1266.50     1244.00       JM
123  jm2606  20251017   1291.50  ...   1283.50     1267.00       JM
124  jm2607  20251017   1309.50  ...   1303.50     1282.00       JM
125  jm2608  20251017   1327.50  ...   1323.50     1303.00       JM
126  jm2609  20251017   1351.50  ...   1346.50     1327.50       JM
127   l2510  20251017      0.00  ...   6856.00     6856.00        L
128   l2511  20251017   6914.00  ...   6868.00     6889.00        L
129   l2512  20251017   6922.00  ...   6883.00     6899.00        L
130   l2601  20251017   6936.00  ...   6893.00     6907.00        L
131   l2602  20251017   6927.00  ...   6890.00     6911.00        L
132   l2603  20251017   6930.00  ...   6892.00     6926.00        L
133   l2604  20251017   6963.00  ...   6945.00     6961.00        L
134   l2605  20251017   6951.00  ...   6927.00     6947.00        L
135   l2606  20251017   6950.00  ...   6919.00     6960.00        L
136   l2607  20251017   6989.00  ...   6952.00     6977.00        L
137   l2608  20251017   6993.00  ...   6934.00     6991.00        L
138   l2609  20251017   7014.00  ...   6922.00     6983.00        L
139  lg2511  20251017    798.00  ...    800.50      796.00       LG
140  lg2601  20251017    823.50  ...    830.50      823.50       LG
141  lg2603  20251017    830.00  ...    832.50      829.50       LG
142  lg2605  20251017    832.00  ...    834.00      830.00       LG
143  lg2607  20251017    833.00  ...    834.00      829.50       LG
144  lg2609  20251017    835.50  ...    835.50      831.50       LG
145  lh2511  20251017  11135.00  ...  11105.00    11300.00       LH
146  lh2601  20251017  11910.00  ...  11815.00    11975.00       LH
147  lh2603  20251017  11545.00  ...  11375.00    11565.00       LH
148  lh2605  20251017  12125.00  ...  12000.00    12185.00       LH
149  lh2607  20251017  12945.00  ...  12770.00    12990.00       LH
150  lh2609  20251017  13740.00  ...  13580.00    13805.00       LH
151   m2511  20251017   2881.00  ...   2857.00     2893.00        M
152   m2512  20251017   2921.00  ...   2900.00     2931.00        M
153   m2601  20251017   2910.00  ...   2882.00     2915.00        M
154   m2603  20251017   2895.00  ...   2872.00     2896.00        M
155   m2605  20251017   2741.00  ...   2730.00     2741.00        M
156   m2607  20251017   2724.00  ...   2715.00     2725.00        M
157   m2608  20251017   2848.00  ...   2837.00     2848.00        M
158   m2609  20251017   2857.00  ...   2840.00     2854.00        M
159   p2510  20251017      0.00  ...   9120.00     9120.00        P
160   p2511  20251017   9218.00  ...   9254.00     9236.00        P
161   p2512  20251017   9278.00  ...   9282.00     9278.00        P
162   p2601  20251017   9328.00  ...   9334.00     9326.00        P
163   p2602  20251017   9338.00  ...   9336.00     9328.00        P
164   p2603  20251017   9338.00  ...   9352.00     9336.00        P
165   p2604  20251017   9330.00  ...   9330.00     9322.00        P
166   p2605  20251017   9260.00  ...   9294.00     9256.00        P
167   p2606  20251017   9226.00  ...   9208.00     9168.00        P
168   p2607  20251017   9104.00  ...   9126.00     9078.00        P
169   p2608  20251017   9058.00  ...   9034.00     9000.00        P
170   p2609  20251017   8962.00  ...   8974.00     8952.00        P
171  pg2510  20251017      0.00  ...   4339.00     4340.00       PG
172  pg2511  20251017   4268.00  ...   4241.00     4199.00       PG
173  pg2512  20251017   4130.00  ...   4109.00     4079.00       PG
174  pg2601  20251017   4029.00  ...   4001.00     3987.00       PG
175  pg2602  20251017   3930.00  ...   3907.00     3897.00       PG
176  pg2603  20251017   3850.00  ...   3821.00     3818.00       PG
177  pg2604  20251017   4209.00  ...   4180.00     4193.00       PG
178  pg2605  20251017   4136.00  ...   4078.00     4113.00       PG
179  pg2606  20251017   4057.00  ...   4011.00     4053.00       PG
180  pg2607  20251017   3983.00  ...   3972.00     3980.00       PG
181  pg2608  20251017   3936.00  ...   3902.00     3944.00       PG
182  pg2609  20251017   3892.00  ...   3842.00     3869.00       PG
183  pp2510  20251017   6455.00  ...   6455.00     6482.00       PP
184  pp2511  20251017   6557.00  ...   6508.00     6524.00       PP
185  pp2512  20251017   6591.00  ...   6550.00     6571.00       PP
186  pp2601  20251017   6620.00  ...   6583.00     6598.00       PP
187  pp2602  20251017   6625.00  ...   6585.00     6594.00       PP
188  pp2603  20251017   6621.00  ...   6585.00     6587.00       PP
189  pp2604  20251017   6642.00  ...   6604.00     6641.00       PP
190  pp2605  20251017   6669.00  ...   6630.00     6643.00       PP
191  pp2606  20251017   6618.00  ...   6583.00     6609.00       PP
192  pp2607  20251017   6623.00  ...   6587.00     6591.00       PP
193  pp2608  20251017   6639.00  ...   6616.00     6639.00       PP
194  pp2609  20251017   6691.00  ...   6657.00     6666.00       PP
195  rr2510  20251017      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251017   3613.00  ...   3616.00     3615.00       RR
197  rr2512  20251017   3608.00  ...   3598.00     3606.00       RR
198  rr2601  20251017   3629.00  ...   3627.00     3626.00       RR
199  rr2602  20251017   3615.00  ...   3617.00     3614.00       RR
200  rr2603  20251017   3616.00  ...   3614.00     3612.00       RR
201  rr2604  20251017   3621.00  ...   3622.00     3615.00       RR
202  rr2605  20251017   3615.00  ...   3625.00     3609.00       RR
203  rr2606  20251017   3620.00  ...   3612.00     3606.00       RR
204  rr2607  20251017   3609.00  ...   3609.00     3611.00       RR
205  rr2608  20251017   3610.00  ...   3606.00     3601.00       RR
206  rr2609  20251017   3629.00  ...   3623.00     3608.00       RR
207   v2510  20251017   4590.00  ...   4586.00     4543.00        V
208   v2511  20251017   4594.00  ...   4617.00     4581.00        V
209   v2512  20251017   4649.00  ...   4658.00     4625.00        V
210   v2601  20251017   4698.00  ...   4706.00     4667.00        V
211   v2602  20251017   4740.00  ...   4748.00     4709.00        V
212   v2603  20251017   4771.00  ...   4777.00     4742.00        V
213   v2604  20251017   4978.00  ...   4970.00     4932.00        V
214   v2605  20251017   5011.00  ...   5012.00     4981.00        V
215   v2606  20251017   5045.00  ...   5045.00     5007.00        V
216   v2607  20251017   5087.00  ...   5090.00     5042.00        V
217   v2608  20251017   5120.00  ...   5116.00     5087.00        V
218   v2609  20251017   5136.00  ...   5140.00     5124.00        V
219   y2511  20251017   8260.00  ...   8272.00     8248.00        Y
220   y2512  20251017   8306.00  ...   8316.00     8294.00        Y
221   y2601  20251017   8276.00  ...   8286.00     8252.00        Y
222   y2603  20251017   8232.00  ...   8230.00     8214.00        Y
223   y2605  20251017   8064.00  ...   8078.00     8054.00        Y
224   y2607  20251017   8018.00  ...   8018.00     8004.00        Y
225   y2608  20251017   8006.00  ...   8008.00     8010.00        Y
226   y2609  20251017   7984.00  ...   7986.00     7966.00        Y

[227 rows x 12 columns]
2025-10-22 16:26:02,109 - future_1d - INFO - ak.get_dce_daily('2025-10-17') done
2025-10-22 16:26:04,034 - future_1d - INFO - save future_daily 2025-10-17 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251020      0.0  ...  52345.0     52545.0       PS
1   PS2511  20251020  52700.0  ...  51345.0     52250.0       PS
2   PS2512  20251020  54500.0  ...  53755.0     54780.0       PS
3   PS2601  20251020  55300.0  ...  53700.0     54780.0       PS
4   PS2602  20251020  54930.0  ...  53565.0     54550.0       PS
5   PS2603  20251020  54655.0  ...  53340.0     54420.0       PS
6   PS2604  20251020  54555.0  ...  53250.0     54355.0       PS
7   PS2605  20251020  54670.0  ...  53180.0     54265.0       PS
8   PS2606  20251020  56600.0  ...  54935.0     55905.0       PS
9   PS2607  20251020  56355.0  ...  54860.0     55630.0       PS
10  PS2608  20251020  55465.0  ...  54340.0     55400.0       PS
11  PS2609  20251020  55000.0  ...  54110.0     55225.0       PS
13  SI2510  20251020   8545.0  ...   8580.0      8615.0       SI
14  SI2511  20251020   8500.0  ...   8585.0      8490.0       SI
15  SI2512  20251020   8820.0  ...   8955.0      8900.0       SI
16  SI2601  20251020   8860.0  ...   8905.0      8850.0       SI
17  SI2602  20251020   8900.0  ...   8910.0      8850.0       SI
18  SI2603  20251020   8895.0  ...   8910.0      8835.0       SI
19  SI2604  20251020   8905.0  ...   8920.0      8865.0       SI
20  SI2605  20251020   8915.0  ...   8935.0      8875.0       SI
21  SI2606  20251020   8930.0  ...   8940.0      8890.0       SI
22  SI2607  20251020   8970.0  ...   8950.0      8890.0       SI
23  SI2608  20251020   8970.0  ...   8960.0      8900.0       SI
24  SI2609  20251020   8865.0  ...   8975.0      8930.0       SI
27  LC2510  20251020      0.0  ...  75560.0     76180.0       LC
28  LC2511  20251020  76260.0  ...  75900.0     75760.0       LC
29  LC2512  20251020  76800.0  ...  76140.0     75940.0       LC
30  LC2601  20251020  76600.0  ...  76180.0     75900.0       LC
31  LC2602  20251020  76420.0  ...  75920.0     75580.0       LC
32  LC2603  20251020  76440.0  ...  75800.0     75440.0       LC
33  LC2604  20251020  76560.0  ...  76160.0     75880.0       LC
34  LC2605  20251020  76500.0  ...  76140.0     75960.0       LC
35  LC2606  20251020  76460.0  ...  75900.0     75900.0       LC
36  LC2607  20251020  76360.0  ...  75980.0     75580.0       LC
37  LC2608  20251020  76440.0  ...  76200.0     75740.0       LC
38  LC2609  20251020  76380.0  ...  76180.0     75980.0       LC

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

[302 rows x 13 columns]
2025-10-22 16:26:11,339 - future_1d - INFO - ak.get_shfe_daily('2025-10-20') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251020  6998.000  ...  6970.400    6921.800       IC
1   IC2512  20251020  6968.400  ...  6908.800    6865.000       IC
2   IC2603  20251020  6790.000  ...  6745.800    6703.600       IC
3   IC2606  20251020  6649.000  ...  6564.400    6703.600       IC
4   IF2511  20251020  4532.600  ...  4517.600    4497.400       IF
5   IF2512  20251020  4523.000  ...  4504.200    4484.600       IF
6   IF2603  20251020  4501.000  ...  4479.000    4463.000       IF
7   IF2606  20251020  4502.800  ...  4444.000    4463.000       IF
8   IH2511  20251020  2984.000  ...  2971.200    2963.000       IH
9   IH2512  20251020  2981.000  ...  2969.600    2961.600       IH
10  IH2603  20251020  2982.000  ...  2970.400    2962.600       IH
11  IH2606  20251020  2977.000  ...  2968.800    2962.600       IH
12  IM2511  20251020  7189.000  ...  7134.600    7104.000       IM
13  IM2512  20251020  7100.000  ...  7053.400    7024.200       IM
14  IM2603  20251020  6870.400  ...  6836.600    6808.000       IM
15  IM2606  20251020  6744.600  ...  6627.200    6808.000       IM
16   T2512  20251020   108.185  ...   108.090     108.265        T
17   T2603  20251020   107.945  ...   107.800     107.955        T
18   T2606  20251020   107.820  ...   107.730     107.845        T
19  TF2512  20251020   105.730  ...   105.660     105.775       TF
20  TF2603  20251020   105.645  ...   105.580     105.680       TF
21  TF2606  20251020   105.640  ...   105.605     105.690       TF
22  TL2512  20251020   115.580  ...   115.410     115.730       TL
23  TL2603  20251020   115.100  ...   115.130     115.410       TL
24  TL2606  20251020   115.000  ...   115.030     115.260       TL
25  TS2512  20251020   102.370  ...   102.336     102.378       TS
26  TS2603  20251020   102.280  ...   102.256     102.290       TS
27  TS2606  20251020   102.296  ...   102.288     102.318       TS

[28 rows x 12 columns]
2025-10-22 16:26:12,097 - future_1d - INFO - ak.get_cffex_daily('2025-10-20') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251020   436.7  ...   436.3      437.9      SC
1       SC2512  20251020   438.6  ...   439.1      439.6      SC
2       SC2601  20251020   438.7  ...   439.9      439.5      SC
3       SC2602  20251020   441.4  ...   441.3      439.2      SC
4       SC2603  20251020     442  ...   442.4      440.6      SC
5       SC2604  20251020   442.9  ...   443.9      439.7      SC
6       SC2605  20251020   443.7  ...   444.6      440.6      SC
7       SC2606  20251020   445.1  ...   445.5      441.9      SC
8       SC2607  20251020   447.8  ...   447.3        444      SC
9       SC2608  20251020   449.3  ...   448.1      445.5      SC
10      SC2609  20251020     448  ...   447.8      445.7      SC
11      SC2610  20251020          ...   447.3      447.3      SC
12      SC2612  20251020     446  ...   450.4      445.6      SC
13      SC2703  20251020          ...   448.1      448.1      SC
14      SC2706  20251020          ...   451.7      451.7      SC
15      SC2709  20251020          ...   450.2      450.2      SC
16      SC2712  20251020   451.8  ...   451.8      445.2      SC
17      SC2803  20251020          ...   448.9        446      SC
18      SC2806  20251020   455.9  ...   454.8      447.1      SC
19      SC2809  20251020   455.1  ...   456.3      449.2      SC
21      LU2511  20251020    3067  ...    3054       3069      LU
22      LU2512  20251020    3088  ...    3085       3096      LU
23      LU2601  20251020    3088  ...    3090       3101      LU
24      LU2602  20251020    3091  ...    3098       3115      LU
25      LU2603  20251020    3099  ...    3099       3116      LU
26      LU2604  20251020          ...    3112       3112      LU
27      LU2605  20251020    3114  ...    3115       3111      LU
28      LU2606  20251020    3117  ...    3124       3117      LU
29      LU2607  20251020    3122  ...    3128       3143      LU
30      LU2608  20251020    3131  ...    3130       3133      LU
31      LU2609  20251020    3125  ...    3137       3154      LU
32      LU2610  20251020    3121  ...    3137       3129      LU
34      NR2511  20251020   12225  ...   12275      12340      NR
35      NR2512  20251020   12150  ...   12240      12290      NR
36      NR2601  20251020   12115  ...   12185      12215      NR
37      NR2602  20251020   12030  ...   12115      12155      NR
38      NR2603  20251020   12010  ...   12095      12120      NR
39      NR2604  20251020   12000  ...   12090      12120      NR
40      NR2605  20251020   12100  ...   12130      12120      NR
41      NR2606  20251020   12075  ...   12150      12125      NR
42      NR2607  20251020   12150  ...   12150      12145      NR
43      NR2608  20251020          ...   12135      12175      NR
44      NR2609  20251020          ...   12215      12215      NR
45      NR2610  20251020          ...   12225      12265      NR
47      BC2511  20251020   75110  ...   75720      75250      BC
48      BC2512  20251020   75230  ...   75960      75350      BC
49      BC2601  20251020   75570  ...   75860      75510      BC
50      BC2602  20251020          ...   75800      75800      BC
51      BC2603  20251020          ...   75870      75870      BC
52      BC2604  20251020          ...   76440      76440      BC
53      BC2605  20251020          ...   75900      75900      BC
54      BC2606  20251020          ...   75880      75880      BC
55      BC2607  20251020          ...   76570      76570      BC
56      BC2608  20251020          ...   75800      75800      BC
57      BC2609  20251020          ...   76130      76130      BC
58      BC2610  20251020          ...   76130      76130      BC
60      EC2510  20251020  1107.8  ...  1102.6     1098.8      EC
61      EC2512  20251020    1672  ...  1683.4     1658.2      EC
62      EC2602  20251020  1571.6  ...  1524.2     1459.8      EC
63      EC2604  20251020    1150  ...  1152.4     1126.4      EC
64      EC2606  20251020  1302.5  ...  1328.9     1288.5      EC
65      EC2608  20251020    1445  ...  1445.3     1411.4      EC
68  SC_TAS2511  20251020          ...                     SC_TAS
69  SC_TAS2512  20251020          ...                     SC_TAS
70  SC_TAS2601  20251020          ...                     SC_TAS
71  SC_TAS2602  20251020          ...                     SC_TAS

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

[240 rows x 12 columns]
2025-10-22 16:26:12,483 - future_1d - INFO - ak.get_czce_daily('2025-10-20') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251020   4005.00  ...   4041.00     4012.00        A
1     a2601  20251020   4028.00  ...   4055.00     4034.00        A
2     a2603  20251020   4013.00  ...   4055.00     4034.00        A
3     a2605  20251020   4060.00  ...   4087.00     4066.00        A
4     a2607  20251020   4047.00  ...   4083.00     4060.00        A
5     a2609  20251020   4060.00  ...   4086.00     4063.00        A
6     b2510  20251020      0.00  ...   3600.00     3600.00        B
7     b2511  20251020   3575.00  ...   3607.00     3582.00        B
8     b2512  20251020   3593.00  ...   3611.00     3595.00        B
9     b2601  20251020   3595.00  ...   3623.00     3609.00        B
10    b2602  20251020   3605.00  ...   3639.00     3618.00        B
11    b2603  20251020   3585.00  ...   3603.00     3585.00        B
12    b2604  20251020   3498.00  ...   3501.00     3504.00        B
13    b2605  20251020   3424.00  ...   3446.00     3441.00        B
14    b2606  20251020   3412.00  ...   3418.00     3408.00        B
15    b2607  20251020   3403.00  ...   3419.00     3410.00        B
16    b2608  20251020   3502.00  ...   3517.00     3511.00        B
17    b2609  20251020   3534.00  ...   3549.00     3534.00        B
18   bb2511  20251020      0.00  ...    144.50      144.50       BB
19   bb2601  20251020    147.10  ...    146.85      147.15       BB
20   bb2603  20251020    146.50  ...    146.65      146.90       BB
21   bb2605  20251020    147.35  ...    147.10      147.70       BB
22   bb2607  20251020      0.00  ...    151.60      152.20       BB
23   bb2609  20251020      0.00  ...    151.60      152.20       BB
24   bz2603  20251020   5579.00  ...   5535.00     5594.00       BZ
25   bz2604  20251020   5602.00  ...   5529.00     5583.00       BZ
26   bz2605  20251020   5608.00  ...   5532.00     5587.00       BZ
27   bz2606  20251020   5588.00  ...   5515.00     5597.00       BZ
28   bz2607  20251020   5485.00  ...   5479.00     5603.00       BZ
29   bz2608  20251020      0.00  ...   5577.00     5586.00       BZ
30   bz2609  20251020      0.00  ...   5639.00     5695.00       BZ
31    c2511  20251020   2114.00  ...   2118.00     2114.00        C
32    c2601  20251020   2118.00  ...   2128.00     2128.00        C
33    c2603  20251020   2148.00  ...   2158.00     2158.00        C
34    c2605  20251020   2220.00  ...   2236.00     2231.00        C
35    c2607  20251020   2238.00  ...   2257.00     2243.00        C
36    c2609  20251020   2254.00  ...   2271.00     2259.00        C
37   cs2511  20251020   2374.00  ...   2382.00     2373.00       CS
38   cs2601  20251020   2387.00  ...   2402.00     2402.00       CS
39   cs2603  20251020   2404.00  ...   2426.00     2423.00       CS
40   cs2605  20251020   2522.00  ...   2534.00     2528.00       CS
41   cs2607  20251020   2538.00  ...   2551.00     2541.00       CS
42   cs2609  20251020   2583.00  ...   2592.00     2583.00       CS
43   eb2510  20251020   6419.00  ...   6316.00     6495.00       EB
44   eb2511  20251020   6505.00  ...   6469.00     6519.00       EB
45   eb2512  20251020   6528.00  ...   6495.00     6542.00       EB
46   eb2601  20251020   6570.00  ...   6543.00     6587.00       EB
47   eb2602  20251020   6629.00  ...   6609.00     6640.00       EB
48   eb2603  20251020   6696.00  ...   6670.00     6696.00       EB
49   eb2604  20251020   6768.00  ...   6689.00     6747.00       EB
50   eb2605  20251020   6772.00  ...   6756.00     6795.00       EB
51   eb2606  20251020   6828.00  ...   6795.00     6870.00       EB
52   eb2607  20251020   6823.00  ...   6817.00     6836.00       EB
53   eb2608  20251020   6819.00  ...   6822.00     6840.00       EB
54   eb2609  20251020   6857.00  ...   6857.00     6869.00       EB
55   eg2510  20251020   4086.00  ...   4057.00     4082.00       EG
56   eg2511  20251020   4022.00  ...   4031.00     4043.00       EG
57   eg2512  20251020   4022.00  ...   4028.00     4038.00       EG
58   eg2601  20251020   4012.00  ...   4030.00     4037.00       EG
59   eg2602  20251020   4056.00  ...   4054.00     4051.00       EG
60   eg2603  20251020   4062.00  ...   4069.00     4065.00       EG
61   eg2604  20251020   4123.00  ...   4108.00     4131.00       EG
62   eg2605  20251020   4104.00  ...   4111.00     4122.00       EG
63   eg2606  20251020   4127.00  ...   4108.00     4131.00       EG
64   eg2607  20251020   4125.00  ...   4132.00     4166.00       EG
65   eg2608  20251020   4156.00  ...   4136.00     4180.00       EG
66   eg2609  20251020   4148.00  ...   4146.00     4150.00       EG
67   fb2510  20251020      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251020   1239.50  ...   1232.50     1240.00       FB
69   fb2512  20251020   1256.50  ...   1258.00     1259.50       FB
70   fb2601  20251020   1267.50  ...   1268.50     1268.00       FB
71   fb2602  20251020   1265.50  ...   1265.50     1266.50       FB
72   fb2603  20251020   1258.00  ...   1258.00     1261.50       FB
73   fb2604  20251020   1260.00  ...   1260.50     1265.00       FB
74   fb2605  20251020   1315.00  ...   1315.00     1288.50       FB
75   fb2606  20251020      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251020      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251020      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251020      0.00  ...   1296.00     1296.00       FB
79    i2510  20251020      0.00  ...    806.00      806.00        I
80    i2511  20251020    790.00  ...    787.00      789.00        I
81    i2512  20251020    782.50  ...    779.50      783.00        I
82    i2601  20251020    771.00  ...    768.50      771.50        I
83    i2602  20251020    769.00  ...    767.00      769.50        I
84    i2603  20251020    764.50  ...    764.00      766.00        I
85    i2604  20251020    759.50  ...    758.50      761.00        I
86    i2605  20251020    749.00  ...    749.00      750.50        I
87    i2606  20251020    744.50  ...    744.00      745.00        I
88    i2607  20251020    739.50  ...    738.50      740.50        I
89    i2608  20251020    735.00  ...    734.50      736.00        I
90    i2609  20251020    729.00  ...    728.00      729.00        I
91    j2510  20251020      0.00  ...   1600.00     1600.00        J
92    j2511  20251020   1655.00  ...   1656.50     1621.00        J
93    j2512  20251020   1683.00  ...   1687.50     1649.00        J
94    j2601  20251020   1685.00  ...   1719.00     1682.50        J
95    j2602  20251020   1755.00  ...   1753.00     1707.00        J
96    j2603  20251020      0.00  ...   1738.50     1738.50        J
97    j2604  20251020   1860.00  ...   1847.50     1808.00        J
98    j2605  20251020   1831.00  ...   1864.50     1828.50        J
99    j2606  20251020   1886.50  ...   1887.50     1820.50        J
100   j2607  20251020   1897.00  ...   1897.00     1833.50        J
101   j2608  20251020      0.00  ...   1865.00     1865.00        J
102   j2609  20251020   1945.00  ...   1946.00     1909.50        J
103  jd2510  20251020   2709.00  ...   2700.00     2734.00       JD
104  jd2511  20251020   2752.00  ...   2770.00     2819.00       JD
105  jd2512  20251020   2900.00  ...   2916.00     2965.00       JD
106  jd2601  20251020   3150.00  ...   3153.00     3176.00       JD
107  jd2602  20251020   2940.00  ...   2949.00     2968.00       JD
108  jd2603  20251020   2960.00  ...   2962.00     2974.00       JD
109  jd2604  20251020   3103.00  ...   3122.00     3108.00       JD
110  jd2605  20251020   3310.00  ...   3332.00     3310.00       JD
111  jd2606  20251020   3212.00  ...   3232.00     3211.00       JD
112  jd2607  20251020   3447.00  ...   3477.00     3459.00       JD
113  jd2608  20251020   3945.00  ...   3959.00     3951.00       JD
114  jd2609  20251020   3829.00  ...   3851.00     3845.00       JD
115  jm2510  20251020   1036.50  ...   1036.50      960.00       JM
116  jm2511  20251020   1053.00  ...   1080.00     1067.50       JM
117  jm2512  20251020   1121.00  ...   1150.00     1120.00       JM
118  jm2601  20251020   1190.00  ...   1219.50     1184.50       JM
119  jm2602  20251020   1205.00  ...   1240.00     1206.50       JM
120  jm2603  20251020   1230.00  ...   1256.00     1225.00       JM
121  jm2604  20251020   1242.50  ...   1273.50     1245.50       JM
122  jm2605  20251020   1265.00  ...   1297.00     1266.50       JM
123  jm2606  20251020   1290.00  ...   1317.00     1283.50       JM
124  jm2607  20251020   1308.00  ...   1328.00     1303.50       JM
125  jm2608  20251020   1328.50  ...   1355.00     1323.50       JM
126  jm2609  20251020   1345.00  ...   1372.00     1346.50       JM
127   l2510  20251020      0.00  ...   6856.00     6856.00        L
128   l2511  20251020   6875.00  ...   6890.00     6868.00        L
129   l2512  20251020   6870.00  ...   6903.00     6883.00        L
130   l2601  20251020   6891.00  ...   6909.00     6893.00        L
131   l2602  20251020   6916.00  ...   6904.00     6890.00        L
132   l2603  20251020   6891.00  ...   6912.00     6892.00        L
133   l2604  20251020   6960.00  ...   6958.00     6945.00        L
134   l2605  20251020   6912.00  ...   6943.00     6927.00        L
135   l2606  20251020   6954.00  ...   6936.00     6919.00        L
136   l2607  20251020   6969.00  ...   6954.00     6952.00        L
137   l2608  20251020   6972.00  ...   6967.00     6934.00        L
138   l2609  20251020   6952.00  ...   6965.00     6922.00        L
139  lg2511  20251020    802.00  ...    803.00      800.50       LG
140  lg2601  20251020    836.00  ...    834.50      830.50       LG
141  lg2603  20251020    835.00  ...    833.00      832.50       LG
142  lg2605  20251020    834.00  ...    834.00      834.00       LG
143  lg2607  20251020    836.00  ...    835.50      834.00       LG
144  lg2609  20251020    836.50  ...    835.50      835.50       LG
145  lh2511  20251020  11200.00  ...  11365.00    11105.00       LH
146  lh2601  20251020  11800.00  ...  12100.00    11815.00       LH
147  lh2603  20251020  11420.00  ...  11550.00    11375.00       LH
148  lh2605  20251020  11985.00  ...  12115.00    12000.00       LH
149  lh2607  20251020  12760.00  ...  12895.00    12770.00       LH
150  lh2609  20251020  13520.00  ...  13660.00    13580.00       LH
151   m2511  20251020   2854.00  ...   2874.00     2857.00        M
152   m2512  20251020   2885.00  ...   2904.00     2900.00        M
153   m2601  20251020   2868.00  ...   2894.00     2882.00        M
154   m2603  20251020   2855.00  ...   2879.00     2872.00        M
155   m2605  20251020   2708.00  ...   2731.00     2730.00        M
156   m2607  20251020   2705.00  ...   2716.00     2715.00        M
157   m2608  20251020   2830.00  ...   2841.00     2837.00        M
158   m2609  20251020   2840.00  ...   2847.00     2840.00        M
159   p2510  20251020      0.00  ...   9120.00     9120.00        P
160   p2511  20251020   9258.00  ...   9276.00     9254.00        P
161   p2512  20251020   9290.00  ...   9310.00     9282.00        P
162   p2601  20251020   9332.00  ...   9370.00     9334.00        P
163   p2602  20251020   9304.00  ...   9382.00     9336.00        P
164   p2603  20251020   9342.00  ...   9394.00     9352.00        P
165   p2604  20251020   9354.00  ...   9380.00     9330.00        P
166   p2605  20251020   9278.00  ...   9328.00     9294.00        P
167   p2606  20251020   9208.00  ...   9226.00     9208.00        P
168   p2607  20251020   9154.00  ...   9134.00     9126.00        P
169   p2608  20251020   9056.00  ...   9064.00     9034.00        P
170   p2609  20251020   9000.00  ...   9022.00     8974.00        P
171  pg2510  20251020   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251020   4224.00  ...   4239.00     4241.00       PG
173  pg2512  20251020   4095.00  ...   4102.00     4109.00       PG
174  pg2601  20251020   3981.00  ...   3994.00     4001.00       PG
175  pg2602  20251020   3879.00  ...   3899.00     3907.00       PG
176  pg2603  20251020   3792.00  ...   3806.00     3821.00       PG
177  pg2604  20251020   4147.00  ...   4137.00     4180.00       PG
178  pg2605  20251020   4037.00  ...   4057.00     4078.00       PG
179  pg2606  20251020   3992.00  ...   4002.00     4011.00       PG
180  pg2607  20251020   3955.00  ...   3937.00     3972.00       PG
181  pg2608  20251020   3890.00  ...   3884.00     3902.00       PG
182  pg2609  20251020   3818.00  ...   3827.00     3842.00       PG
183  pp2510  20251020      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251020   6483.00  ...   6525.00     6508.00       PP
185  pp2512  20251020   6561.00  ...   6568.00     6550.00       PP
186  pp2601  20251020   6566.00  ...   6594.00     6583.00       PP
187  pp2602  20251020   6568.00  ...   6596.00     6585.00       PP
188  pp2603  20251020   6564.00  ...   6593.00     6585.00       PP
189  pp2604  20251020   6608.00  ...   6625.00     6604.00       PP
190  pp2605  20251020   6609.00  ...   6640.00     6630.00       PP
191  pp2606  20251020   6611.00  ...   6600.00     6583.00       PP
192  pp2607  20251020   6617.00  ...   6595.00     6587.00       PP
193  pp2608  20251020   6646.00  ...   6630.00     6616.00       PP
194  pp2609  20251020   6650.00  ...   6664.00     6657.00       PP
195  rr2510  20251020      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251020   3617.00  ...   3617.00     3616.00       RR
197  rr2512  20251020   3593.00  ...   3597.00     3598.00       RR
198  rr2601  20251020   3629.00  ...   3627.00     3627.00       RR
199  rr2602  20251020   3619.00  ...   3614.00     3617.00       RR
200  rr2603  20251020   3614.00  ...   3613.00     3614.00       RR
201  rr2604  20251020   3615.00  ...   3618.00     3622.00       RR
202  rr2605  20251020   3620.00  ...   3615.00     3625.00       RR
203  rr2606  20251020   3610.00  ...   3606.00     3612.00       RR
204  rr2607  20251020   3608.00  ...   3608.00     3609.00       RR
205  rr2608  20251020   3599.00  ...   3600.00     3606.00       RR
206  rr2609  20251020   3616.00  ...   3616.00     3623.00       RR
207   v2510  20251020   4592.00  ...   4596.00     4586.00        V
208   v2511  20251020   4597.00  ...   4632.00     4617.00        V
209   v2512  20251020   4653.00  ...   4673.00     4658.00        V
210   v2601  20251020   4696.00  ...   4721.00     4706.00        V
211   v2602  20251020   4741.00  ...   4767.00     4748.00        V
212   v2603  20251020   4767.00  ...   4796.00     4777.00        V
213   v2604  20251020   5000.00  ...   4993.00     4970.00        V
214   v2605  20251020   4991.00  ...   5026.00     5012.00        V
215   v2606  20251020   5072.00  ...   5065.00     5045.00        V
216   v2607  20251020   5103.00  ...   5106.00     5090.00        V
217   v2608  20251020   5126.00  ...   5132.00     5116.00        V
218   v2609  20251020   5129.00  ...   5151.00     5140.00        V
219   y2511  20251020   8262.00  ...   8292.00     8272.00        Y
220   y2512  20251020   8304.00  ...   8346.00     8316.00        Y
221   y2601  20251020   8272.00  ...   8312.00     8286.00        Y
222   y2603  20251020   8224.00  ...   8256.00     8230.00        Y
223   y2605  20251020   8048.00  ...   8108.00     8078.00        Y
224   y2607  20251020   7998.00  ...   8044.00     8018.00        Y
225   y2608  20251020   8010.00  ...   8036.00     8008.00        Y
226   y2609  20251020   7960.00  ...   8012.00     7986.00        Y

[227 rows x 12 columns]
2025-10-22 16:26:13,070 - future_1d - INFO - ak.get_dce_daily('2025-10-20') done
2025-10-22 16:26:14,854 - future_1d - INFO - save future_daily 2025-10-20 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251021  50485.0  ...  51935.0     52345.0       PS
1   PS2511  20251021  50210.0  ...  50590.0     51345.0       PS
2   PS2512  20251021  52630.0  ...  52985.0     53755.0       PS
3   PS2601  20251021  52780.0  ...  52915.0     53700.0       PS
4   PS2602  20251021  52455.0  ...  52715.0     53565.0       PS
5   PS2603  20251021  52390.0  ...  52665.0     53340.0       PS
6   PS2604  20251021  52190.0  ...  52390.0     53250.0       PS
7   PS2605  20251021  52005.0  ...  52340.0     53180.0       PS
8   PS2606  20251021  53930.0  ...  54080.0     54935.0       PS
9   PS2607  20251021  53600.0  ...  53780.0     54860.0       PS
10  PS2608  20251021  53160.0  ...  53470.0     54340.0       PS
11  PS2609  20251021  53080.0  ...  53500.0     54110.0       PS
13  SI2510  20251021   8455.0  ...   8460.0      8580.0       SI
14  SI2511  20251021   8520.0  ...   8480.0      8585.0       SI
15  SI2512  20251021   8975.0  ...   8865.0      8955.0       SI
16  SI2601  20251021   8850.0  ...   8820.0      8905.0       SI
17  SI2602  20251021   8880.0  ...   8835.0      8910.0       SI
18  SI2603  20251021   8910.0  ...   8840.0      8910.0       SI
19  SI2604  20251021   8800.0  ...   8855.0      8920.0       SI
20  SI2605  20251021   8885.0  ...   8850.0      8935.0       SI
21  SI2606  20251021   8880.0  ...   8865.0      8940.0       SI
22  SI2607  20251021   8910.0  ...   8855.0      8950.0       SI
23  SI2608  20251021   8840.0  ...   8890.0      8960.0       SI
24  SI2609  20251021   8960.0  ...   8900.0      8975.0       SI
27  LC2510  20251021  75560.0  ...  75780.0     75560.0       LC
28  LC2511  20251021  75700.0  ...  75440.0     75900.0       LC
29  LC2512  20251021  75780.0  ...  75800.0     76140.0       LC
30  LC2601  20251021  75920.0  ...  75880.0     76180.0       LC
31  LC2602  20251021  75600.0  ...  75680.0     75920.0       LC
32  LC2603  20251021  75520.0  ...  75580.0     75800.0       LC
33  LC2604  20251021  75780.0  ...  75840.0     76160.0       LC
34  LC2605  20251021  75720.0  ...  75920.0     76140.0       LC
35  LC2606  20251021  75660.0  ...  75720.0     75900.0       LC
36  LC2607  20251021  75700.0  ...  75700.0     75980.0       LC
37  LC2608  20251021  76080.0  ...  75940.0     76200.0       LC
38  LC2609  20251021  76000.0  ...  76060.0     76180.0       LC

[36 rows x 12 columns]
2025-10-22 16:26:19,383 - future_1d - INFO - ak.get_gfex_daily('2025-10-21') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251021  ...    85520      85300      CU
1        1      CU2512  20251021  ...    85530      85260      CU
2        2      CU2601  20251021  ...    85500      85230      CU
3        3      CU2602  20251021  ...    85490      85160      CU
4        4      CU2603  20251021  ...    85420      85120      CU
5        5      CU2604  20251021  ...    85320      85040      CU
6        6      CU2605  20251021  ...    85300      84970      CU
7        7      CU2606  20251021  ...    85210      84990      CU
8        8      CU2607  20251021  ...    85140      84890      CU
9        9      CU2608  20251021  ...    85060      84710      CU
10      10      CU2609  20251021  ...    84960      84510      CU
11      11      CU2610  20251021  ...    84880      84660      CU
12      12      BC2511  20251021  ...    76030      75720      BC
13      13      BC2512  20251021  ...    76090      75960      BC
14      14      BC2601  20251021  ...    75860      75860      BC
15      15      BC2602  20251021  ...    75800      75800      BC
16      16      BC2603  20251021  ...    76430      75870      BC
17      17      BC2604  20251021  ...    76440      76440      BC
18      18      BC2605  20251021  ...    75900      75900      BC
19      19      BC2606  20251021  ...    75880      75880      BC
20      20      BC2607  20251021  ...    76570      76570      BC
21      21      BC2608  20251021  ...    75800      75800      BC
22      22      BC2609  20251021  ...    76130      76130      BC
23      23      BC2610  20251021  ...    76130      76130      BC
24      24      AL2511  20251021  ...    20910      20900      AL
25      25      AL2512  20251021  ...    20930      20930      AL
26      26      AL2601  20251021  ...    20940      20930      AL
27      27      AL2602  20251021  ...    20955      20940      AL
28      28      AL2603  20251021  ...    20965      20955      AL
29      29      AL2604  20251021  ...    20980      20970      AL
30      30      AL2605  20251021  ...    20985      20985      AL
31      31      AL2606  20251021  ...    20985      20985      AL
32      32      AL2607  20251021  ...    20995      20995      AL
33      33      AL2608  20251021  ...    21020      21000      AL
34      34      AL2609  20251021  ...    21000      20995      AL
35      35      AL2610  20251021  ...    21015      20980      AL
36      36      ZN2511  20251021  ...    21955      21880      ZN
37      37      ZN2512  20251021  ...    21960      21885      ZN
38      38      ZN2601  20251021  ...    21995      21915      ZN
39      39      ZN2602  20251021  ...    22015      21945      ZN
40      40      ZN2603  20251021  ...    22075      21980      ZN
41      41      ZN2604  20251021  ...    22090      22010      ZN
42      42      ZN2605  20251021  ...    22125      22025      ZN
43      43      ZN2606  20251021  ...    22165      22080      ZN
44      44      ZN2607  20251021  ...    22160      22080      ZN
45      45      ZN2608  20251021  ...    22210      22105      ZN
46      46      ZN2609  20251021  ...    22205      22150      ZN
47      47      ZN2610  20251021  ...    22175      22210      ZN
48      48      PB2511  20251021  ...    17165      17100      PB
49      49      PB2512  20251021  ...    17170      17120      PB
50      50      PB2601  20251021  ...    17175      17110      PB
51      51      PB2602  20251021  ...    17180      17140      PB
52      52      PB2603  20251021  ...    17200      17155      PB
53      53      PB2604  20251021  ...    17220      17165      PB
54      54      PB2605  20251021  ...    17245      17175      PB
55      55      PB2606  20251021  ...    17200      17200      PB
56      56      PB2607  20251021  ...    17255      17210      PB
57      57      PB2608  20251021  ...    17285      17240      PB
58      58      PB2609  20251021  ...    17285      17270      PB
59      59      PB2610  20251021  ...    17235      17195      PB
60      60      NI2511  20251021  ...   121320     120750      NI
61      61      NI2512  20251021  ...   121510     120920      NI
62      62      NI2601  20251021  ...   121680     121140      NI
63      63      NI2602  20251021  ...   121830     121320      NI
64      64      NI2603  20251021  ...   122150     121540      NI
65      65      NI2604  20251021  ...   122400     121810      NI
66      66      NI2605  20251021  ...   122670     122070      NI
67      67      NI2606  20251021  ...   122820     122230      NI
68      68      NI2607  20251021  ...   122990     122530      NI
69      69      NI2608  20251021  ...   123260     122820      NI
70      70      NI2609  20251021  ...   123430     123150      NI
71      71      NI2610  20251021  ...   123670     123160      NI
72      72      SN2511  20251021  ...   280630     278950      SN
73      73      SN2512  20251021  ...   281110     279380      SN
74      74      SN2601  20251021  ...   281190     279520      SN
75      75      SN2602  20251021  ...   281230     279580      SN
76      76      SN2603  20251021  ...   281090     279470      SN
77      77      SN2604  20251021  ...   281150     279690      SN
78      78      SN2605  20251021  ...   281350     279650      SN
79      79      SN2606  20251021  ...   281260     279860      SN
80      80      SN2607  20251021  ...   282010     280420      SN
81      81      SN2608  20251021  ...   282490     280550      SN
82      82      SN2609  20251021  ...   282560     280620      SN
83      83      SN2610  20251021  ...   282220     281950      SN
84      84      AO2511  20251021  ...     2766       2788      AO
85      85      AO2512  20251021  ...     2780       2806      AO
86      86      AO2601  20251021  ...     2795       2816      AO
87      87      AO2602  20251021  ...     2818       2837      AO
88      88      AO2603  20251021  ...     2886       2903      AO
89      89      AO2604  20251021  ...     2888       2914      AO
90      90      AO2605  20251021  ...     2909       2927      AO
91      91      AO2606  20251021  ...     2917       2933      AO
92      92      AO2607  20251021  ...     2929       2942      AO
93      93      AO2608  20251021  ...     2941       2960      AO
94      94      AO2609  20251021  ...     2956       2975      AO
95      95      AO2610  20251021  ...     2968       2990      AO
96      96      AD2511  20251021  ...    20330      20330      AD
97      97      AD2512  20251021  ...    20400      20400      AD
98      98      AD2601  20251021  ...    20440      20440      AD
99      99      AD2602  20251021  ...    20445      20435      AD
100    100      AD2603  20251021  ...    20495      20350      AD
101    101      AD2604  20251021  ...    20450      20420      AD
102    102      AD2605  20251021  ...    20355      20360      AD
103    103      AD2606  20251021  ...    20335      20335      AD
104    104      AD2607  20251021  ...    20270      20270      AD
105    105      AD2608  20251021  ...    20390      20390      AD
106    106      AD2609  20251021  ...    20640      20640      AD
107    107      AD2610  20251021  ...    20495      20495      AD
108    108      AU2511  20251021  ...   990.32     973.38      AU
109    109      AU2512  20251021  ...   991.44      974.4      AU
110    110      AU2601  20251021  ...   992.86     977.04      AU
111    111      AU2602  20251021  ...    994.4     976.78      AU
112    112      AU2604  20251021  ...    996.3     979.42      AU
113    113      AU2606  20251021  ...   998.12     982.34      AU
114    114      AU2608  20251021  ...   999.56     984.54      AU
115    115      AU2610  20251021  ...  1002.78     986.66      AU
116    116      AG2511  20251021  ...    11849      11784      AG
117    117      AG2512  20251021  ...    11862      11782      AG
118    118      AG2601  20251021  ...    11874      11802      AG
119    119      AG2602  20251021  ...    11877      11809      AG
120    120      AG2603  20251021  ...    11893      11833      AG
121    121      AG2604  20251021  ...    11895      11834      AG
122    122      AG2605  20251021  ...    11900      11850      AG
123    123      AG2606  20251021  ...    11909      11857      AG
124    124      AG2607  20251021  ...    11927      11865      AG
125    125      AG2608  20251021  ...    11928      11872      AG
126    126      AG2609  20251021  ...    11947      11885      AG
127    127      AG2610  20251021  ...    11955      11910      AG
128    128      RB2511  20251021  ...     2990       2997      RB
129    129      RB2512  20251021  ...     3036       3041      RB
130    130      RB2601  20251021  ...     3050       3058      RB
131    131      RB2602  20251021  ...     3055       3063      RB
132    132      RB2603  20251021  ...     3078       3087      RB
133    133      RB2604  20251021  ...     3093       3105      RB
134    134      RB2605  20251021  ...     3106       3114      RB
135    135      RB2606  20251021  ...     3119       3129      RB
136    136      RB2607  20251021  ...     3133       3137      RB
137    137      RB2608  20251021  ...     3137       3145      RB
138    138      RB2609  20251021  ...     3139       3152      RB
139    139      RB2610  20251021  ...     3147       3151      RB
140    140      WR2511  20251021  ...     3310       3310      WR
141    141      WR2512  20251021  ...     3262       3262      WR
142    142      WR2601  20251021  ...     3339       3362      WR
143    143      WR2602  20251021  ...     3373       3403      WR
144    144      WR2603  20251021  ...     3361       3361      WR
145    145      WR2604  20251021  ...     3369       3369      WR
146    146      WR2605  20251021  ...     3365       3365      WR
147    147      WR2606  20251021  ...     3363       3363      WR
148    148      WR2607  20251021  ...     3400       3430      WR
149    149      WR2608  20251021  ...     3412       3461      WR
150    150      WR2609  20251021  ...     3430       3430      WR
151    151      WR2610  20251021  ...     3430       3430      WR
152    152      HC2511  20251021  ...     3281       3275      HC
153    153      HC2512  20251021  ...     3249       3261      HC
154    154      HC2601  20251021  ...     3221       3229      HC
155    155      HC2602  20251021  ...     3221       3231      HC
156    156      HC2603  20251021  ...     3227       3235      HC
157    157      HC2604  20251021  ...     3224       3240      HC
158    158      HC2605  20251021  ...     3239       3245      HC
159    159      HC2606  20251021  ...     3249       3247      HC
160    160      HC2607  20251021  ...     3249       3256      HC
161    161      HC2608  20251021  ...     3256       3262      HC
162    162      HC2609  20251021  ...     3252       3267      HC
163    163      HC2610  20251021  ...     3261       3267      HC
164    164      SS2511  20251021  ...    12640      12590      SS
165    165      SS2512  20251021  ...    12665      12610      SS
166    166      SS2601  20251021  ...    12745      12700      SS
167    167      SS2602  20251021  ...    12800      12755      SS
168    168      SS2603  20251021  ...    12885      12845      SS
169    169      SS2604  20251021  ...    12945      12925      SS
170    170      SS2605  20251021  ...    12995      12950      SS
171    171      SS2606  20251021  ...    13055      13025      SS
172    172      SS2607  20251021  ...    13080      13070      SS
173    173      SS2608  20251021  ...    13130      13135      SS
174    174      SS2609  20251021  ...    13220      13180      SS
175    175      SS2610  20251021  ...    13250      13230      SS
176    176      SC2511  20251021  ...      433      436.3      SC
177    177      SC2512  20251021  ...    436.2      439.1      SC
178    178      SC2601  20251021  ...    437.9      439.9      SC
179    179      SC2602  20251021  ...    439.8      441.3      SC
180    180      SC2603  20251021  ...    441.4      442.4      SC
181    181      SC2604  20251021  ...    443.9      443.9      SC
182    182      SC2605  20251021  ...    445.5      444.6      SC
183    183      SC2606  20251021  ...    446.4      445.5      SC
184    184      SC2607  20251021  ...    447.4      447.3      SC
185    185      SC2608  20251021  ...    446.3      448.1      SC
186    186      SC2609  20251021  ...    448.9      447.8      SC
187    187      SC2610  20251021  ...    447.3      447.3      SC
188    188      SC2612  20251021  ...    448.6      450.4      SC
189    189      SC2703  20251021  ...    448.1      448.1      SC
190    190      SC2706  20251021  ...    447.1      451.7      SC
191    191      SC2709  20251021  ...    450.2      450.2      SC
192    192      SC2712  20251021  ...    451.8      451.8      SC
193    193      SC2803  20251021  ...    449.6      448.9      SC
194    194      SC2806  20251021  ...      457      454.8      SC
195    195      SC2809  20251021  ...    455.8      456.3      SC
196    196      LU2511  20251021  ...     3036       3054      LU
197    197      LU2512  20251021  ...     3064       3085      LU
198    198      LU2601  20251021  ...     3068       3090      LU
199    199      LU2602  20251021  ...     3076       3098      LU
200    200      LU2603  20251021  ...     3083       3099      LU
201    201      LU2604  20251021  ...     3112       3112      LU
202    202      LU2605  20251021  ...     3088       3115      LU
203    203      LU2606  20251021  ...     3100       3124      LU
204    204      LU2607  20251021  ...     3103       3128      LU
205    205      LU2608  20251021  ...     3130       3130      LU
206    206      LU2609  20251021  ...     3114       3137      LU
207    207      LU2610  20251021  ...     3121       3137      LU
208    208      FU2511  20251021  ...     2750       2772      FU
209    209      FU2512  20251021  ...     2665       2684      FU
210    210      FU2601  20251021  ...     2635       2650      FU
211    211      FU2602  20251021  ...     2619       2633      FU
212    212      FU2603  20251021  ...     2613       2626      FU
213    213      FU2604  20251021  ...     2613       2625      FU
214    214      FU2605  20251021  ...     2605       2619      FU
215    215      FU2606  20251021  ...     2597       2611      FU
216    216      FU2607  20251021  ...     2589       2606      FU
217    217      FU2608  20251021  ...     2569       2581      FU
218    218      FU2609  20251021  ...     2560       2575      FU
219    219      FU2610  20251021  ...     2555       2567      FU
220    220      BU2511  20251021  ...     3263       3245      BU
221    221      BU2512  20251021  ...     3188       3172      BU
222    222      BU2601  20251021  ...     3156       3144      BU
223    223      BU2602  20251021  ...     3166       3153      BU
224    224      BU2603  20251021  ...     3187       3171      BU
225    225      BU2604  20251021  ...     3192       3180      BU
226    226      BU2605  20251021  ...     3200       3185      BU
227    227      BU2606  20251021  ...     3209       3193      BU
228    228      BU2607  20251021  ...     3198       3198      BU
229    229      BU2608  20251021  ...     3210       3190      BU
230    230      BU2609  20251021  ...     3211       3195      BU
231    231      BU2610  20251021  ...     3174       3168      BU
232    232      BU2612  20251021  ...     3153       3140      BU
233    233      BU2703  20251021  ...     3150       3150      BU
234    234      BU2706  20251021  ...     3173       3166      BU
235    235      BU2709  20251021  ...     3184       3166      BU
236    236      BR2511  20251021  ...    11040      10985      BR
237    237      BR2512  20251021  ...    10955      10880      BR
238    238      BR2601  20251021  ...    10940      10855      BR
239    239      BR2602  20251021  ...    10965      10850      BR
240    240      BR2603  20251021  ...    10945      10840      BR
241    241      BR2604  20251021  ...    11000      10890      BR
242    242      BR2605  20251021  ...    11020      10890      BR
243    243      BR2606  20251021  ...    11065      10910      BR
244    244      BR2607  20251021  ...    11285      11120      BR
245    245      BR2608  20251021  ...    11225      11185      BR
246    246      BR2609  20251021  ...    11215      11140      BR
247    247      BR2610  20251021  ...    11305      11210      BR
248    248      RU2511  20251021  ...    14260      14105      RU
249    249      RU2601  20251021  ...    15000      14865      RU
250    250      RU2603  20251021  ...    15010      14865      RU
251    251      RU2604  20251021  ...    15035      14880      RU
252    252      RU2605  20251021  ...    14995      14845      RU
253    253      RU2606  20251021  ...    15055      14855      RU
254    254      RU2607  20251021  ...    15155      14905      RU
255    255      RU2608  20251021  ...    14850      14915      RU
256    256      RU2609  20251021  ...    15140      14890      RU
257    257      RU2610  20251021  ...    15170      14890      RU
258    258      NR2511  20251021  ...    12295      12275      NR
259    259      NR2512  20251021  ...    12285      12240      NR
260    260      NR2601  20251021  ...    12275      12185      NR
261    261      NR2602  20251021  ...    12245      12115      NR
262    262      NR2603  20251021  ...    12280      12095      NR
263    263      NR2604  20251021  ...    12230      12090      NR
264    264      NR2605  20251021  ...    12250      12130      NR
265    265      NR2606  20251021  ...    12275      12150      NR
266    266      NR2607  20251021  ...    12180      12150      NR
267    267      NR2608  20251021  ...    12195      12135      NR
268    268      NR2609  20251021  ...    12305      12215      NR
269    269      NR2610  20251021  ...    12275      12225      NR
270    270      SP2511  20251021  ...     4846       4858      SP
271    271      SP2512  20251021  ...     4874       4884      SP
272    272      SP2601  20251021  ...     5154       5158      SP
273    273      SP2602  20251021  ...     5174       5166      SP
274    274      SP2603  20251021  ...     5180       5186      SP
275    275      SP2604  20251021  ...     5210       5202      SP
276    276      SP2605  20251021  ...     5208       5214      SP
277    277      SP2606  20251021  ...     5212       5212      SP
278    278      SP2607  20251021  ...     5220       5212      SP
279    279      SP2608  20251021  ...     5226       5214      SP
280    280      SP2609  20251021  ...     5212       5212      SP
281    281      SP2610  20251021  ...     5236       5212      SP
282    282      OP2601  20251021  ...     4166       4174      OP
283    283      OP2602  20251021  ...     4168       4166      OP
284    284      OP2603  20251021  ...     4176       4172      OP
285    285      OP2604  20251021  ...     4202       4208      OP
286    286      OP2605  20251021  ...     4200       4204      OP
287    287      OP2606  20251021  ...     4176       4176      OP
288    288      OP2607  20251021  ...     4190       4210      OP
289    289      OP2608  20251021  ...     4214       4212      OP
290    290      OP2609  20251021  ...     4198       4198      OP
291    291      OP2610  20251021  ...     4202       4202      OP
292    292      EC2510  20251021  ...   1133.9     1102.6      EC
293    293      EC2512  20251021  ...   1748.9     1683.4      EC
294    294      EC2602  20251021  ...   1554.6     1524.2      EC
295    295      EC2604  20251021  ...     1166     1152.4      EC
296    296      EC2606  20251021  ...   1350.7     1328.9      EC
297    297      EC2608  20251021  ...   1472.3     1445.3      EC
298    298  SC_TAS2511  20251021  ...                      SC_TAS
299    299  SC_TAS2512  20251021  ...                      SC_TAS
300    300  SC_TAS2601  20251021  ...                      SC_TAS
301    301  SC_TAS2602  20251021  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-22 16:26:19,494 - future_1d - INFO - ak.get_shfe_daily('2025-10-21') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251021  7005.200  ...  7122.800    6970.400       IC
1   IC2512  20251021  6948.000  ...  7067.800    6908.800       IC
2   IC2603  20251021  6785.400  ...  6904.200    6745.800       IC
3   IC2606  20251021  6594.000  ...  6722.200    6564.400       IC
4   IF2511  20251021  4537.000  ...  4594.800    4517.600       IF
5   IF2512  20251021  4528.200  ...  4584.600    4504.200       IF
6   IF2603  20251021  4499.000  ...  4557.200    4479.000       IF
7   IF2606  20251021  4468.600  ...  4520.600    4444.000       IF
8   IH2511  20251021  2986.000  ...  3007.400    2971.200       IH
9   IH2512  20251021  2979.800  ...  3007.400    2969.600       IH
10  IH2603  20251021  2980.000  ...  3008.000    2970.400       IH
11  IH2606  20251021  2980.000  ...  3006.200    2968.800       IH
12  IM2511  20251021  7152.000  ...  7273.000    7134.600       IM
13  IM2512  20251021  7099.000  ...  7199.400    7053.400       IM
14  IM2603  20251021  6861.000  ...  6982.600    6836.600       IM
15  IM2606  20251021  6662.000  ...  6770.600    6627.200       IM
16   T2512  20251021   108.070  ...   108.120     108.090        T
17   T2603  20251021   107.810  ...   107.810     107.800        T
18   T2606  20251021   107.760  ...   107.720     107.730        T
19  TF2512  20251021   105.635  ...   105.695     105.660       TF
20  TF2603  20251021   105.575  ...   105.610     105.580       TF
21  TF2606  20251021   105.600  ...   105.605     105.605       TF
22  TL2512  20251021   115.240  ...   115.490     115.410       TL
23  TL2603  20251021   114.950  ...   115.190     115.130       TL
24  TL2606  20251021   114.810  ...   115.110     115.030       TL
25  TS2512  20251021   102.334  ...   102.362     102.336       TS
26  TS2603  20251021   102.266  ...   102.280     102.256       TS
27  TS2606  20251021   102.280  ...   102.300     102.288       TS

[28 rows x 12 columns]
2025-10-22 16:26:19,727 - future_1d - INFO - ak.get_cffex_daily('2025-10-21') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251021     433  ...     433      436.3      SC
1       SC2512  20251021     435  ...   436.2      439.1      SC
2       SC2601  20251021     437  ...   437.9      439.9      SC
3       SC2602  20251021   438.5  ...   439.8      441.3      SC
4       SC2603  20251021   440.1  ...   441.4      442.4      SC
5       SC2604  20251021   441.6  ...   443.9      443.9      SC
6       SC2605  20251021   441.2  ...   445.5      444.6      SC
7       SC2606  20251021     443  ...   446.4      445.5      SC
8       SC2607  20251021   445.6  ...   447.4      447.3      SC
9       SC2608  20251021     446  ...   446.3      448.1      SC
10      SC2609  20251021   447.6  ...   448.9      447.8      SC
11      SC2610  20251021          ...   447.3      447.3      SC
12      SC2612  20251021     448  ...   448.6      450.4      SC
13      SC2703  20251021          ...   448.1      448.1      SC
14      SC2706  20251021   447.1  ...   447.1      451.7      SC
15      SC2709  20251021          ...   450.2      450.2      SC
16      SC2712  20251021          ...   451.8      451.8      SC
17      SC2803  20251021          ...   449.6      448.9      SC
18      SC2806  20251021     457  ...     457      454.8      SC
19      SC2809  20251021   455.7  ...   455.8      456.3      SC
21      LU2511  20251021    3047  ...    3036       3054      LU
22      LU2512  20251021    3072  ...    3064       3085      LU
23      LU2601  20251021    3076  ...    3068       3090      LU
24      LU2602  20251021    3087  ...    3076       3098      LU
25      LU2603  20251021    3091  ...    3083       3099      LU
26      LU2604  20251021          ...    3112       3112      LU
27      LU2605  20251021    3081  ...    3088       3115      LU
28      LU2606  20251021    3090  ...    3100       3124      LU
29      LU2607  20251021    3097  ...    3103       3128      LU
30      LU2608  20251021          ...    3130       3130      LU
31      LU2609  20251021    3096  ...    3114       3137      LU
32      LU2610  20251021    3115  ...    3121       3137      LU
34      NR2511  20251021   12280  ...   12295      12275      NR
35      NR2512  20251021   12195  ...   12285      12240      NR
36      NR2601  20251021   12150  ...   12275      12185      NR
37      NR2602  20251021   12080  ...   12245      12115      NR
38      NR2603  20251021   11985  ...   12280      12095      NR
39      NR2604  20251021   12060  ...   12230      12090      NR
40      NR2605  20251021   12060  ...   12250      12130      NR
41      NR2606  20251021   12210  ...   12275      12150      NR
42      NR2607  20251021          ...   12180      12150      NR
43      NR2608  20251021   12090  ...   12195      12135      NR
44      NR2609  20251021   12310  ...   12305      12215      NR
45      NR2610  20251021   12280  ...   12275      12225      NR
47      BC2511  20251021   75720  ...   76030      75720      BC
48      BC2512  20251021   75850  ...   76090      75960      BC
49      BC2601  20251021          ...   75860      75860      BC
50      BC2602  20251021          ...   75800      75800      BC
51      BC2603  20251021   76730  ...   76430      75870      BC
52      BC2604  20251021          ...   76440      76440      BC
53      BC2605  20251021          ...   75900      75900      BC
54      BC2606  20251021          ...   75880      75880      BC
55      BC2607  20251021          ...   76570      76570      BC
56      BC2608  20251021          ...   75800      75800      BC
57      BC2609  20251021          ...   76130      76130      BC
58      BC2610  20251021          ...   76130      76130      BC
60      EC2510  20251021    1129  ...  1133.9     1102.6      EC
61      EC2512  20251021    1700  ...  1748.9     1683.4      EC
62      EC2602  20251021    1518  ...  1554.6     1524.2      EC
63      EC2604  20251021  1160.1  ...    1166     1152.4      EC
64      EC2606  20251021  1308.1  ...  1350.7     1328.9      EC
65      EC2608  20251021  1458.5  ...  1472.3     1445.3      EC
68  SC_TAS2511  20251021          ...                     SC_TAS
69  SC_TAS2512  20251021          ...                     SC_TAS
70  SC_TAS2601  20251021          ...                     SC_TAS
71  SC_TAS2602  20251021          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 16:26:19,797 - future_1d - INFO - ak.get_ine_daily('2025-10-21') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251021   9388.0   9500.0  ...       84.96   9440.0      9294.0       AP
1    AP511  20251021   8911.0   8925.0  ...     1411.74   8879.0      8882.0       AP
2    AP512  20251021   8762.0   8808.0  ...     2693.72   8774.0      8730.0       AP
3    AP601  20251021   8868.0   8868.0  ...   864944.56   8819.0      8798.0       AP
4    AP603  20251021   8883.0   9117.0  ...     3479.01   8898.0      8771.0       AP
5    AP604  20251021   9150.0   9163.0  ...     2085.75   9108.0      8972.0       AP
6    AP605  20251021   9357.0   9388.0  ...   394589.28   9282.0      9142.0       AP
7    CF511  20251021  13515.0  13750.0  ...    49132.32  13645.0     13490.0       CF
8    CF601  20251021  13450.0  13555.0  ...  1659398.70  13495.0     13435.0       CF
9    CF603  20251021  13490.0  13590.0  ...   134856.17  13535.0     13480.0       CF
10   CF605  20251021  13530.0  13620.0  ...   398677.66  13560.0     13505.0       CF
11   CF607  20251021  13535.0  13630.0  ...     1301.61  13560.0     13535.0       CF
12   CF609  20251021  13700.0  13780.0  ...     5749.34  13720.0     13675.0       CF
13   CJ512  20251021  11260.0  11325.0  ...     4188.19  11275.0     11250.0       CJ
14   CJ601  20251021  11410.0  11460.0  ...   702090.18  11400.0     11385.0       CJ
15   CJ603  20251021  11305.0  11350.0  ...     9731.80  11295.0     11310.0       CJ
16   CJ605  20251021  11395.0  11430.0  ...   178224.01  11370.0     11395.0       CJ
17   CJ607  20251021  11470.0  11505.0  ...     1350.73  11445.0     11480.0       CJ
18   CJ609  20251021  11595.0  11645.0  ...     1001.67  11580.0     11610.0       CJ
19   CY510  20251021      0.0      0.0  ...        0.00  19765.0     19705.0       CY
20   CY511  20251021  19920.0  20050.0  ...      369.96  20000.0     19900.0       CY
21   CY512  20251021      0.0      0.0  ...        0.00  19505.0     19345.0       CY
22   CY601  20251021  19580.0  19780.0  ...   136098.03  19665.0     19605.0       CY
23   CY602  20251021      0.0      0.0  ...        0.00  19475.0     19475.0       CY
24   CY603  20251021      0.0      0.0  ...        0.00  19755.0     19650.0       CY
25   CY604  20251021  19400.0  19400.0  ...        9.70  19400.0     19485.0       CY
26   CY605  20251021  19755.0  19815.0  ...       39.58  19790.0     19720.0       CY
27   CY606  20251021      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251021      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251021      0.0      0.0  ...        0.00  19770.0     19605.0       CY
30   CY609  20251021      0.0      0.0  ...        0.00  19955.0     19900.0       CY
31   FG510  20251021      0.0      0.0  ...        0.00    980.0       980.0       FG
32   FG511  20251021    989.0   1003.0  ...    12552.78    992.0      1005.0       FG
33   FG512  20251021   1098.0   1106.0  ...    79357.15   1094.0      1114.0       FG
34   FG601  20251021   1088.0   1101.0  ...  3164236.49   1089.0      1108.0       FG
35   FG602  20251021   1158.0   1171.0  ...    57271.06   1158.0      1173.0       FG
36   FG603  20251021   1154.0   1174.0  ...   136717.45   1161.0      1174.0       FG
37   FG604  20251021   1233.0   1250.0  ...      765.44   1235.0      1246.0       FG
38   FG605  20251021   1230.0   1250.0  ...   175386.20   1235.0      1241.0       FG
39   FG606  20251021   1270.0   1292.0  ...      896.28   1277.0      1285.0       FG
40   FG607  20251021   1264.0   1281.0  ...     1651.83   1263.0      1272.0       FG
41   FG608  20251021   1316.0   1332.0  ...     1785.50   1317.0      1329.0       FG
42   FG609  20251021   1316.0   1332.0  ...     7143.39   1317.0      1328.0       FG
43   JR511  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251021      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251021   2236.0   2255.0  ...     3278.85   2238.0      2255.0       MA
53   MA512  20251021   2250.0   2272.0  ...    98700.78   2248.0      2271.0       MA
54   MA601  20251021   2252.0   2279.0  ...  1739281.29   2257.0      2280.0       MA
55   MA602  20251021   2291.0   2305.0  ...    73267.72   2281.0      2307.0       MA
56   MA603  20251021   2307.0   2323.0  ...   148807.10   2301.0      2315.0       MA
57   MA604  20251021   2307.0   2320.0  ...       55.19   2300.0      2314.0       MA
58   MA605  20251021   2285.0   2301.0  ...   180723.15   2281.0      2298.0       MA
59   MA606  20251021   2284.0   2299.0  ...       32.00   2286.0      2303.0       MA
60   MA607  20251021   2277.0   2285.0  ...       43.18   2273.0      2283.0       MA
61   MA608  20251021   2251.0   2276.0  ...        9.07   2269.0      2278.0       MA
62   MA609  20251021   2255.0   2260.0  ...     3133.64   2245.0      2261.0       MA
63   OI511  20251021  10043.0  10075.0  ...    10207.39  10037.0     10068.0       OI
64   OI601  20251021   9910.0   9920.0  ...  1896777.14   9882.0      9904.0       OI
65   OI603  20251021   9757.0   9757.0  ...   307453.02   9722.0      9740.0       OI
66   OI605  20251021   9545.0   9545.0  ...   137202.59   9507.0      9526.0       OI
67   OI607  20251021   9484.0   9491.0  ...      652.32   9454.0      9459.0       OI
68   OI609  20251021   9427.0   9459.0  ...     1226.32   9433.0      9420.0       OI
69   PF510  20251021      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251021   6042.0   6100.0  ...    16306.87   6072.0      6086.0       PF
71   PF512  20251021   6026.0   6094.0  ...   605428.14   6058.0      6068.0       PF
72   PF601  20251021   6040.0   6102.0  ...    85563.75   6064.0      6076.0       PF
73   PF602  20251021   6022.0   6090.0  ...   286799.69   6060.0      6056.0       PF
74   PF603  20251021   6034.0   6080.0  ...    47464.43   6042.0      6046.0       PF
75   PF604  20251021   6080.0   6112.0  ...      125.00   6098.0      6108.0       PF
76   PF605  20251021   6086.0   6130.0  ...       85.55   6112.0      6100.0       PF
77   PF606  20251021      0.0      0.0  ...        0.00   6110.0      6096.0       PF
78   PF607  20251021   6136.0   6152.0  ...        6.14   6144.0      6140.0       PF
79   PF608  20251021      0.0      0.0  ...        0.00   6152.0      6128.0       PF
80   PF609  20251021   6124.0   6178.0  ...       12.29   6148.0      6154.0       PF
81   PK510  20251021      0.0      0.0  ...        0.00   7804.0      7854.0       PK
82   PK511  20251021   7694.0   7714.0  ...    11321.85   7674.0      7710.0       PK
83   PK512  20251021   7828.0   7842.0  ...    89858.32   7790.0      7836.0       PK
84   PK601  20251021   7960.0   7970.0  ...   404316.27   7900.0      7952.0       PK
85   PK603  20251021   8060.0   8060.0  ...    85513.68   7988.0      8040.0       PK
86   PK604  20251021   8042.0   8046.0  ...     1466.17   7990.0      8038.0       PK
87   PK605  20251021   8066.0   8080.0  ...    14141.97   8020.0      8066.0       PK
88   PL601  20251021   6028.0   6080.0  ...   122109.39   6031.0      6065.0       PL
89   PL602  20251021   6067.0   6126.0  ...    53123.04   6078.0      6112.0       PL
90   PL603  20251021   6064.0   6125.0  ...    38139.10   6075.0      6105.0       PL
91   PL604  20251021      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251021   6072.0   6078.0  ...       24.30   6075.0      6079.0       PL
93   PL606  20251021   6002.0   6002.0  ...       12.00   6002.0      6088.0       PL
94   PL607  20251021   6037.0   6037.0  ...       12.07   6037.0      6245.0       PL
95   PL608  20251021      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251021      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251021      0.0      0.0  ...        0.00   5660.0      5660.0       PR
104  PR511  20251021   5550.0   5600.0  ...    11945.61   5574.0      5578.0       PR
105  PR512  20251021   5546.0   5594.0  ...   205215.45   5556.0      5568.0       PR
106  PR601  20251021   5512.0   5558.0  ...   307052.13   5524.0      5534.0       PR
107  PR602  20251021   5540.0   5600.0  ...    52031.64   5568.0      5568.0       PR
108  PR603  20251021   5538.0   5594.0  ...      301.24   5580.0      5560.0       PR
109  PR604  20251021   5618.0   5618.0  ...      109.29   5606.0      5582.0       PR
110  PR605  20251021   5568.0   5632.0  ...      168.22   5608.0      5612.0       PR
111  PR606  20251021      0.0      0.0  ...        0.00   5644.0      5644.0       PR
112  PR607  20251021      0.0      0.0  ...        0.00   5670.0      5670.0       PR
113  PR608  20251021      0.0      0.0  ...        0.00   5682.0      5672.0       PR
114  PR609  20251021   5636.0   5676.0  ...       33.93   5656.0      5662.0       PR
115  PX510  20251021      0.0      0.0  ...        0.00   6302.0      6304.0       PX
116  PX511  20251021   6270.0   6368.0  ...    18101.46   6324.0      6306.0       PX
117  PX512  20251021   6286.0   6370.0  ...   127710.48   6328.0      6314.0       PX
118  PX601  20251021   6268.0   6372.0  ...   513890.59   6322.0      6324.0       PX
119  PX602  20251021   6282.0   6380.0  ...   194736.07   6342.0      6324.0       PX
120  PX603  20251021   6284.0   6378.0  ...    93529.30   6344.0      6316.0       PX
121  PX604  20251021   6312.0   6360.0  ...        6.34   6336.0      6340.0       PX
122  PX605  20251021   6316.0   6400.0  ...     3298.23   6368.0      6378.0       PX
123  PX606  20251021      0.0      0.0  ...        0.00   6378.0      6398.0       PX
124  PX607  20251021      0.0      0.0  ...        0.00   6374.0      6340.0       PX
125  PX608  20251021      0.0      0.0  ...        0.00   6384.0      6382.0       PX
126  PX609  20251021   6398.0   6414.0  ...        9.61   6408.0      6408.0       PX
127  RI511  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251021   2408.0   2419.0  ...     1943.84   2412.0      2405.0       RM
134  RM601  20251021   2353.0   2363.0  ...   445175.72   2340.0      2347.0       RM
135  RM603  20251021   2307.0   2309.0  ...     6957.07   2304.0      2298.0       RM
136  RM605  20251021   2306.0   2316.0  ...   107527.55   2306.0      2300.0       RM
137  RM607  20251021   2299.0   2309.0  ...     9313.89   2299.0      2293.0       RM
138  RM608  20251021   2400.0   2410.0  ...      228.19   2402.0      2398.0       RM
139  RM609  20251021   2395.0   2405.0  ...     1987.14   2397.0      2392.0       RM
140  RS511  20251021   5203.0   5404.0  ...       68.88   5299.0      5280.0       RS
141  RS607  20251021   5455.0   5556.0  ...       11.01   5506.0      5597.0       RS
142  RS608  20251021      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251021      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251021   1138.0   1138.0  ...     3622.29   1129.0      1142.0       SA
145  SA511  20251021   1147.0   1147.0  ...    11828.48   1137.0      1157.0       SA
146  SA512  20251021   1205.0   1208.0  ...    91830.04   1198.0      1217.0       SA
147  SA601  20251021   1217.0   1220.0  ...  2395212.26   1207.0      1228.0       SA
148  SA602  20251021   1256.0   1259.0  ...   119637.50   1249.0      1267.0       SA
149  SA603  20251021   1264.0   1267.0  ...   230994.00   1256.0      1274.0       SA
150  SA604  20251021   1289.0   1302.0  ...     2038.78   1289.0      1310.0       SA
151  SA605  20251021   1306.0   1307.0  ...   107598.71   1295.0      1313.0       SA
152  SA606  20251021   1317.0   1324.0  ...      537.25   1310.0      1330.0       SA
153  SA607  20251021   1329.0   1329.0  ...     1015.35   1319.0      1330.0       SA
154  SA608  20251021   1360.0   1363.0  ...      533.01   1353.0      1367.0       SA
155  SA609  20251021   1356.0   1369.0  ...     5882.47   1358.0      1371.0       SA
156  SF510  20251021      0.0      0.0  ...        0.00   5298.0      5276.0       SF
157  SF511  20251021   5460.0   5542.0  ...    43846.03   5488.0      5464.0       SF
158  SF512  20251021   5438.0   5544.0  ...    54521.00   5482.0      5448.0       SF
159  SF601  20251021   5432.0   5542.0  ...   490154.72   5480.0      5444.0       SF
160  SF602  20251021   5368.0   5468.0  ...    61108.33   5412.0      5388.0       SF
161  SF603  20251021   5524.0   5598.0  ...    85542.81   5536.0      5532.0       SF
162  SF604  20251021   5488.0   5580.0  ...       11.07   5536.0      5506.0       SF
163  SF605  20251021   5492.0   5568.0  ...     7555.46   5504.0      5512.0       SF
164  SF606  20251021   5458.0   5530.0  ...      351.94   5500.0      5472.0       SF
165  SF607  20251021   5622.0   5688.0  ...       50.72   5636.0      5646.0       SF
166  SF608  20251021      0.0      0.0  ...        0.00   5618.0      5618.0       SF
167  SF609  20251021   5608.0   5652.0  ...      272.14   5612.0      5608.0       SF
168  SH510  20251021      0.0      0.0  ...        0.00   2348.0      2340.0       SH
169  SH511  20251021   2387.0   2432.0  ...    34576.17   2411.0      2365.0       SH
170  SH512  20251021   2390.0   2409.0  ...    79998.25   2395.0      2383.0       SH
171  SH601  20251021   2384.0   2394.0  ...  1597576.39   2381.0      2373.0       SH
172  SH602  20251021   2407.0   2415.0  ...   160397.49   2403.0      2401.0       SH
173  SH603  20251021   2425.0   2425.0  ...   101313.53   2410.0      2408.0       SH
174  SH604  20251021   2468.0   2476.0  ...      185.23   2470.0      2459.0       SH
175  SH605  20251021   2484.0   2490.0  ...    15094.42   2480.0      2476.0       SH
176  SH606  20251021   2520.0   2520.0  ...       45.29   2516.0      2509.0       SH
177  SH607  20251021   2528.0   2533.0  ...       60.69   2529.0      2521.0       SH
178  SH608  20251021   2565.0   2565.0  ...       15.38   2563.0      2553.0       SH
179  SH609  20251021   2568.0   2571.0  ...       53.87   2565.0      2563.0       SH
180  SM510  20251021      0.0      0.0  ...        0.00   5612.0      5612.0       SM
181  SM511  20251021   5722.0   5764.0  ...     4204.49   5740.0      5746.0       SM
182  SM512  20251021   5728.0   5780.0  ...    83252.90   5744.0      5742.0       SM
183  SM601  20251021   5730.0   5792.0  ...   461343.36   5754.0      5756.0       SM
184  SM602  20251021   5734.0   5794.0  ...    62536.81   5758.0      5752.0       SM
185  SM603  20251021   5740.0   5800.0  ...   148433.82   5762.0      5766.0       SM
186  SM604  20251021      0.0      0.0  ...        0.00   5766.0      5760.0       SM
187  SM605  20251021   5768.0   5824.0  ...    23814.78   5792.0      5794.0       SM
188  SM606  20251021   5776.0   5776.0  ...        2.89   5776.0      5790.0       SM
189  SM607  20251021   5768.0   5776.0  ...      219.19   5768.0      5768.0       SM
190  SM608  20251021      0.0      0.0  ...        0.00   5798.0      5796.0       SM
191  SM609  20251021   5818.0   5852.0  ...     1875.49   5824.0      5832.0       SM
192  SR511  20251021   5414.0   5414.0  ...     2462.19   5388.0      5396.0       SR
193  SR601  20251021   5439.0   5445.0  ...   693118.22   5436.0      5435.0       SR
194  SR603  20251021   5421.0   5430.0  ...   162225.22   5418.0      5419.0       SR
195  SR605  20251021   5403.0   5403.0  ...    57225.19   5396.0      5396.0       SR
196  SR607  20251021   5404.0   5406.0  ...     1512.15   5401.0      5401.0       SR
197  SR609  20251021   5411.0   5415.0  ...     2947.41   5408.0      5410.0       SR
198  TA510  20251021   4332.0   4382.0  ...      446.91   4360.0      4350.0       TA
199  TA511  20251021   4342.0   4398.0  ...    12307.64   4372.0      4374.0       TA
200  TA512  20251021   4360.0   4420.0  ...   343551.99   4384.0      4394.0       TA
201  TA601  20251021   4386.0   4442.0  ...  1158587.06   4410.0      4414.0       TA
202  TA602  20251021   4400.0   4458.0  ...   363998.15   4422.0      4432.0       TA
203  TA603  20251021   4420.0   4474.0  ...    74722.03   4450.0      4450.0       TA
204  TA604  20251021      0.0      0.0  ...        0.00   4462.0      4446.0       TA
205  TA605  20251021   4448.0   4508.0  ...    55694.99   4480.0      4478.0       TA
206  TA606  20251021      0.0      0.0  ...        0.00   4488.0      4464.0       TA
207  TA607  20251021      0.0      0.0  ...        0.00   4498.0      4482.0       TA
208  TA608  20251021   4510.0   4510.0  ...        2.26   4510.0      4500.0       TA
209  TA609  20251021   4502.0   4540.0  ...     1053.64   4512.0      4514.0       TA
210  UR510  20251021   1496.0   1496.0  ...      798.41   1495.0      1496.0       UR
211  UR511  20251021   1570.0   1593.0  ...     6525.90   1582.0      1581.0       UR
212  UR512  20251021   1584.0   1607.0  ...    23425.25   1599.0      1592.0       UR
213  UR601  20251021   1597.0   1622.0  ...   512122.19   1611.0      1607.0       UR
214  UR602  20251021   1607.0   1628.0  ...    16092.12   1619.0      1611.0       UR
215  UR603  20251021   1668.0   1683.0  ...      191.08   1676.0      1668.0       UR
216  UR604  20251021   1672.0   1685.0  ...       47.04   1680.0      1674.0       UR
217  UR605  20251021   1673.0   1691.0  ...    32416.92   1684.0      1679.0       UR
218  UR606  20251021   1686.0   1694.0  ...      236.56   1690.0      1684.0       UR
219  UR607  20251021   1722.0   1723.0  ...       48.20   1722.0      1715.0       UR
220  UR608  20251021   1720.0   1720.0  ...       17.18   1718.0      1716.0       UR
221  UR609  20251021   1712.0   1721.0  ...      278.16   1717.0      1712.0       UR
222  WH511  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:26:20,080 - future_1d - INFO - ak.get_czce_daily('2025-10-21') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251021   4066.00  ...   4049.00     4041.00        A
1     a2601  20251021   4082.00  ...   4073.00     4055.00        A
2     a2603  20251021   4077.00  ...   4071.00     4055.00        A
3     a2605  20251021   4108.00  ...   4104.00     4087.00        A
4     a2607  20251021   4112.00  ...   4101.00     4083.00        A
5     a2609  20251021   4122.00  ...   4106.00     4086.00        A
6     b2510  20251021      0.00  ...   3600.00     3600.00        B
7     b2511  20251021   3598.00  ...   3611.00     3607.00        B
8     b2512  20251021   3611.00  ...   3620.00     3611.00        B
9     b2601  20251021   3620.00  ...   3629.00     3623.00        B
10    b2602  20251021   3637.00  ...   3643.00     3639.00        B
11    b2603  20251021   3598.00  ...   3609.00     3603.00        B
12    b2604  20251021   3499.00  ...   3512.00     3501.00        B
13    b2605  20251021   3446.00  ...   3467.00     3446.00        B
14    b2606  20251021   3419.00  ...   3438.00     3418.00        B
15    b2607  20251021   3425.00  ...   3438.00     3419.00        B
16    b2608  20251021   3533.00  ...   3533.00     3517.00        B
17    b2609  20251021   3557.00  ...   3564.00     3549.00        B
18   bb2511  20251021      0.00  ...    144.50      144.50       BB
19   bb2601  20251021    146.60  ...    147.00      146.85       BB
20   bb2603  20251021    147.35  ...    147.10      146.65       BB
21   bb2605  20251021      0.00  ...    147.10      147.10       BB
22   bb2607  20251021      0.00  ...    152.05      151.60       BB
23   bb2609  20251021      0.00  ...    152.05      151.60       BB
24   bz2603  20251021   5439.00  ...   5482.00     5535.00       BZ
25   bz2604  20251021   5462.00  ...   5480.00     5529.00       BZ
26   bz2605  20251021   5470.00  ...   5482.00     5532.00       BZ
27   bz2606  20251021   5465.00  ...   5480.00     5515.00       BZ
28   bz2607  20251021   5468.00  ...   5468.00     5479.00       BZ
29   bz2608  20251021      0.00  ...   5480.00     5577.00       BZ
30   bz2609  20251021   5441.00  ...   5456.00     5639.00       BZ
31    c2511  20251021   2114.00  ...   2119.00     2118.00        C
32    c2601  20251021   2138.00  ...   2141.00     2128.00        C
33    c2603  20251021   2168.00  ...   2170.00     2158.00        C
34    c2605  20251021   2250.00  ...   2249.00     2236.00        C
35    c2607  20251021   2271.00  ...   2273.00     2257.00        C
36    c2609  20251021   2286.00  ...   2289.00     2271.00        C
37   cs2511  20251021   2383.00  ...   2389.00     2382.00       CS
38   cs2601  20251021   2410.00  ...   2422.00     2402.00       CS
39   cs2603  20251021   2436.00  ...   2442.00     2426.00       CS
40   cs2605  20251021   2543.00  ...   2548.00     2534.00       CS
41   cs2607  20251021   2558.00  ...   2565.00     2551.00       CS
42   cs2609  20251021   2603.00  ...   2608.00     2592.00       CS
43   eb2510  20251021   6381.00  ...   6217.00     6316.00       EB
44   eb2511  20251021   6393.00  ...   6441.00     6469.00       EB
45   eb2512  20251021   6432.00  ...   6470.00     6495.00       EB
46   eb2601  20251021   6466.00  ...   6519.00     6543.00       EB
47   eb2602  20251021   6529.00  ...   6585.00     6609.00       EB
48   eb2603  20251021   6594.00  ...   6650.00     6670.00       EB
49   eb2604  20251021   6669.00  ...   6718.00     6689.00       EB
50   eb2605  20251021   6747.00  ...   6782.00     6756.00       EB
51   eb2606  20251021   6804.00  ...   6817.00     6795.00       EB
52   eb2607  20251021      0.00  ...   6817.00     6817.00       EB
53   eb2608  20251021      0.00  ...   6822.00     6822.00       EB
54   eb2609  20251021   6866.00  ...   6868.00     6857.00       EB
55   eg2510  20251021      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251021   4010.00  ...   4001.00     4031.00       EG
57   eg2512  20251021   3998.00  ...   4000.00     4028.00       EG
58   eg2601  20251021   4003.00  ...   4003.00     4030.00       EG
59   eg2602  20251021   4000.00  ...   4015.00     4054.00       EG
60   eg2603  20251021   4018.00  ...   4028.00     4069.00       EG
61   eg2604  20251021   4104.00  ...   4093.00     4108.00       EG
62   eg2605  20251021   4085.00  ...   4085.00     4111.00       EG
63   eg2606  20251021   4078.00  ...   4103.00     4108.00       EG
64   eg2607  20251021   4105.00  ...   4114.00     4132.00       EG
65   eg2608  20251021   4111.00  ...   4119.00     4136.00       EG
66   eg2609  20251021   4128.00  ...   4140.00     4146.00       EG
67   fb2510  20251021      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251021   1235.50  ...   1236.50     1232.50       FB
69   fb2512  20251021   1259.50  ...   1259.00     1258.00       FB
70   fb2601  20251021   1270.50  ...   1267.50     1268.50       FB
71   fb2602  20251021   1267.00  ...   1266.50     1265.50       FB
72   fb2603  20251021   1260.00  ...   1261.00     1258.00       FB
73   fb2604  20251021      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251021   1287.00  ...   1285.50     1315.00       FB
75   fb2606  20251021      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251021      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251021      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251021      0.00  ...   1296.00     1296.00       FB
79    i2510  20251021    874.50  ...    806.00      806.00        I
80    i2511  20251021    786.00  ...    791.50      787.00        I
81    i2512  20251021    779.50  ...    782.00      779.50        I
82    i2601  20251021    768.50  ...    769.00      768.50        I
83    i2602  20251021    765.50  ...    767.50      767.00        I
84    i2603  20251021    763.00  ...    763.50      764.00        I
85    i2604  20251021    758.50  ...    758.50      758.50        I
86    i2605  20251021    746.50  ...    749.50      749.00        I
87    i2606  20251021    743.00  ...    745.50      744.00        I
88    i2607  20251021    737.00  ...    739.50      738.50        I
89    i2608  20251021    734.50  ...    735.50      734.50        I
90    i2609  20251021    727.50  ...    729.00      728.00        I
91    j2510  20251021      0.00  ...   1600.00     1600.00        J
92    j2511  20251021   1624.50  ...   1626.00     1656.50        J
93    j2512  20251021   1659.50  ...   1662.50     1687.50        J
94    j2601  20251021   1719.00  ...   1691.50     1719.00        J
95    j2602  20251021      0.00  ...   1732.50     1753.00        J
96    j2603  20251021      0.00  ...   1738.50     1738.50        J
97    j2604  20251021   1827.50  ...   1816.50     1847.50        J
98    j2605  20251021   1868.50  ...   1837.50     1864.50        J
99    j2606  20251021      0.00  ...   1881.50     1887.50        J
100   j2607  20251021   1881.00  ...   1881.00     1897.00        J
101   j2608  20251021      0.00  ...   1865.00     1865.00        J
102   j2609  20251021   1932.00  ...   1917.50     1946.00        J
103  jd2510  20251021   2790.00  ...   2790.00     2700.00       JD
104  jd2511  20251021   2770.00  ...   2794.00     2770.00       JD
105  jd2512  20251021   2920.00  ...   2931.00     2916.00       JD
106  jd2601  20251021   3156.00  ...   3155.00     3153.00       JD
107  jd2602  20251021   2952.00  ...   2946.00     2949.00       JD
108  jd2603  20251021   2963.00  ...   2956.00     2962.00       JD
109  jd2604  20251021   3144.00  ...   3138.00     3122.00       JD
110  jd2605  20251021   3360.00  ...   3342.00     3332.00       JD
111  jd2606  20251021   3252.00  ...   3240.00     3232.00       JD
112  jd2607  20251021   3489.00  ...   3480.00     3477.00       JD
113  jd2608  20251021   3964.00  ...   3958.00     3959.00       JD
114  jd2609  20251021   3859.00  ...   3838.00     3851.00       JD
115  jm2510  20251021      0.00  ...   1055.50     1036.50       JM
116  jm2511  20251021   1083.00  ...   1071.50     1080.00       JM
117  jm2512  20251021   1150.00  ...   1125.50     1150.00       JM
118  jm2601  20251021   1216.00  ...   1192.50     1219.50       JM
119  jm2602  20251021   1240.00  ...   1214.50     1240.00       JM
120  jm2603  20251021   1239.00  ...   1231.00     1256.00       JM
121  jm2604  20251021   1256.50  ...   1248.50     1273.50       JM
122  jm2605  20251021   1285.50  ...   1265.00     1297.00       JM
123  jm2606  20251021   1289.50  ...   1282.00     1317.00       JM
124  jm2607  20251021   1308.00  ...   1298.50     1328.00       JM
125  jm2608  20251021   1329.00  ...   1322.50     1355.00       JM
126  jm2609  20251021   1356.00  ...   1338.00     1372.00       JM
127   l2510  20251021   6800.00  ...   6848.00     6856.00        L
128   l2511  20251021   6877.00  ...   6851.00     6890.00        L
129   l2512  20251021   6867.00  ...   6865.00     6903.00        L
130   l2601  20251021   6870.00  ...   6869.00     6909.00        L
131   l2602  20251021   6872.00  ...   6867.00     6904.00        L
132   l2603  20251021   6869.00  ...   6874.00     6912.00        L
133   l2604  20251021   6895.00  ...   6902.00     6958.00        L
134   l2605  20251021   6919.00  ...   6911.00     6943.00        L
135   l2606  20251021   6905.00  ...   6904.00     6936.00        L
136   l2607  20251021   6908.00  ...   6932.00     6954.00        L
137   l2608  20251021   6925.00  ...   6947.00     6967.00        L
138   l2609  20251021   6947.00  ...   6946.00     6965.00        L
139  lg2511  20251021    808.00  ...    803.00      803.00       LG
140  lg2601  20251021    835.00  ...    837.00      834.50       LG
141  lg2603  20251021    831.50  ...    834.00      833.00       LG
142  lg2605  20251021    833.50  ...    836.50      834.00       LG
143  lg2607  20251021    836.00  ...    837.50      835.50       LG
144  lg2609  20251021    837.00  ...    838.00      835.50       LG
145  lh2511  20251021  11490.00  ...  11430.00    11365.00       LH
146  lh2601  20251021  12170.00  ...  12120.00    12100.00       LH
147  lh2603  20251021  11525.00  ...  11520.00    11550.00       LH
148  lh2605  20251021  12155.00  ...  12055.00    12115.00       LH
149  lh2607  20251021  12990.00  ...  12830.00    12895.00       LH
150  lh2609  20251021  13650.00  ...  13635.00    13660.00       LH
151   m2511  20251021   2881.00  ...   2878.00     2874.00        M
152   m2512  20251021   2905.00  ...   2905.00     2904.00        M
153   m2601  20251021   2895.00  ...   2897.00     2894.00        M
154   m2603  20251021   2884.00  ...   2885.00     2879.00        M
155   m2605  20251021   2735.00  ...   2744.00     2731.00        M
156   m2607  20251021   2721.00  ...   2728.00     2716.00        M
157   m2608  20251021   2847.00  ...   2853.00     2841.00        M
158   m2609  20251021   2854.00  ...   2860.00     2847.00        M
159   p2510  20251021      0.00  ...   9120.00     9120.00        P
160   p2511  20251021   9224.00  ...   9226.00     9276.00        P
161   p2512  20251021   9252.00  ...   9272.00     9310.00        P
162   p2601  20251021   9320.00  ...   9322.00     9370.00        P
163   p2602  20251021   9342.00  ...   9314.00     9382.00        P
164   p2603  20251021   9348.00  ...   9330.00     9394.00        P
165   p2604  20251021   9304.00  ...   9348.00     9380.00        P
166   p2605  20251021   9298.00  ...   9306.00     9328.00        P
167   p2606  20251021   9188.00  ...   9232.00     9226.00        P
168   p2607  20251021   9094.00  ...   9146.00     9134.00        P
169   p2608  20251021   9024.00  ...   9050.00     9064.00        P
170   p2609  20251021   8998.00  ...   9012.00     9022.00        P
171  pg2510  20251021   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251021   4231.00  ...   4246.00     4239.00       PG
173  pg2512  20251021   4095.00  ...   4106.00     4102.00       PG
174  pg2601  20251021   3987.00  ...   3997.00     3994.00       PG
175  pg2602  20251021   3903.00  ...   3904.00     3899.00       PG
176  pg2603  20251021   3805.00  ...   3796.00     3806.00       PG
177  pg2604  20251021   4131.00  ...   4124.00     4137.00       PG
178  pg2605  20251021   4053.00  ...   4048.00     4057.00       PG
179  pg2606  20251021   3987.00  ...   3986.00     4002.00       PG
180  pg2607  20251021   3920.00  ...   3923.00     3937.00       PG
181  pg2608  20251021   3855.00  ...   3866.00     3884.00       PG
182  pg2609  20251021   3802.00  ...   3802.00     3827.00       PG
183  pp2510  20251021      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251021   6512.00  ...   6507.00     6525.00       PP
185  pp2512  20251021   6527.00  ...   6553.00     6568.00       PP
186  pp2601  20251021   6560.00  ...   6572.00     6594.00       PP
187  pp2602  20251021   6555.00  ...   6570.00     6596.00       PP
188  pp2603  20251021   6563.00  ...   6572.00     6593.00       PP
189  pp2604  20251021   6575.00  ...   6600.00     6625.00       PP
190  pp2605  20251021   6611.00  ...   6619.00     6640.00       PP
191  pp2606  20251021   6564.00  ...   6599.00     6600.00       PP
192  pp2607  20251021   6563.00  ...   6597.00     6595.00       PP
193  pp2608  20251021   6596.00  ...   6625.00     6630.00       PP
194  pp2609  20251021   6640.00  ...   6647.00     6664.00       PP
195  rr2510  20251021      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251021   3618.00  ...   3618.00     3617.00       RR
197  rr2512  20251021   3594.00  ...   3599.00     3597.00       RR
198  rr2601  20251021   3627.00  ...   3627.00     3627.00       RR
199  rr2602  20251021   3618.00  ...   3613.00     3614.00       RR
200  rr2603  20251021   3615.00  ...   3615.00     3613.00       RR
201  rr2604  20251021   3621.00  ...   3621.00     3618.00       RR
202  rr2605  20251021   3612.00  ...   3616.00     3615.00       RR
203  rr2606  20251021   3610.00  ...   3610.00     3606.00       RR
204  rr2607  20251021   3616.00  ...   3616.00     3608.00       RR
205  rr2608  20251021   3604.00  ...   3604.00     3600.00       RR
206  rr2609  20251021      0.00  ...   3616.00     3616.00       RR
207   v2510  20251021   4596.00  ...   4590.00     4596.00        V
208   v2511  20251021   4623.00  ...   4613.00     4632.00        V
209   v2512  20251021   4654.00  ...   4655.00     4673.00        V
210   v2601  20251021   4705.00  ...   4699.00     4721.00        V
211   v2602  20251021   4721.00  ...   4742.00     4767.00        V
212   v2603  20251021   4756.00  ...   4773.00     4796.00        V
213   v2604  20251021   4958.00  ...   4974.00     4993.00        V
214   v2605  20251021   5001.00  ...   5002.00     5026.00        V
215   v2606  20251021   5025.00  ...   5051.00     5065.00        V
216   v2607  20251021   5093.00  ...   5088.00     5106.00        V
217   v2608  20251021   5100.00  ...   5120.00     5132.00        V
218   v2609  20251021   5122.00  ...   5126.00     5151.00        V
219   y2511  20251021   8274.00  ...   8294.00     8292.00        Y
220   y2512  20251021   8310.00  ...   8348.00     8346.00        Y
221   y2601  20251021   8298.00  ...   8320.00     8312.00        Y
222   y2603  20251021   8246.00  ...   8276.00     8256.00        Y
223   y2605  20251021   8094.00  ...   8134.00     8108.00        Y
224   y2607  20251021   8026.00  ...   8076.00     8044.00        Y
225   y2608  20251021   8090.00  ...   8070.00     8036.00        Y
226   y2609  20251021   8002.00  ...   8028.00     8012.00        Y

[227 rows x 12 columns]
2025-10-22 16:26:20,682 - future_1d - INFO - ak.get_dce_daily('2025-10-21') done
2025-10-22 16:26:22,512 - future_1d - INFO - save future_daily 2025-10-21 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251022      0.0  ...  50860.0     51935.0       PS
1   PS2511  20251022  50700.0  ...  50235.0     50590.0       PS
2   PS2512  20251022  53005.0  ...  52600.0     52985.0       PS
3   PS2601  20251022  53000.0  ...  52520.0     52915.0       PS
4   PS2602  20251022  52885.0  ...  52145.0     52715.0       PS
5   PS2603  20251022  52655.0  ...  52140.0     52665.0       PS
6   PS2604  20251022  52600.0  ...  51850.0     52390.0       PS
7   PS2605  20251022  52620.0  ...  51920.0     52340.0       PS
8   PS2606  20251022  54380.0  ...  53590.0     54080.0       PS
9   PS2607  20251022  54010.0  ...  53360.0     53780.0       PS
10  PS2608  20251022  54015.0  ...  53135.0     53470.0       PS
11  PS2609  20251022  53360.0  ...  53110.0     53500.0       PS
13  SI2510  20251022      0.0  ...   8615.0      8460.0       SI
14  SI2511  20251022   8515.0  ...   8500.0      8480.0       SI
15  SI2512  20251022   8935.0  ...   8870.0      8865.0       SI
16  SI2601  20251022   8855.0  ...   8820.0      8820.0       SI
17  SI2602  20251022   8830.0  ...   8825.0      8835.0       SI
18  SI2603  20251022   8840.0  ...   8835.0      8840.0       SI
19  SI2604  20251022   8830.0  ...   8835.0      8855.0       SI
20  SI2605  20251022   8860.0  ...   8855.0      8850.0       SI
21  SI2606  20251022   8860.0  ...   8855.0      8865.0       SI
22  SI2607  20251022   8865.0  ...   8870.0      8855.0       SI
23  SI2608  20251022   8890.0  ...   8890.0      8890.0       SI
24  SI2609  20251022   8890.0  ...   8900.0      8900.0       SI
27  LC2510  20251022  76160.0  ...  73480.0     75780.0       LC
28  LC2511  20251022  75380.0  ...  76320.0     75440.0       LC
29  LC2512  20251022  76620.0  ...  76700.0     75800.0       LC
30  LC2601  20251022  76000.0  ...  76740.0     75880.0       LC
31  LC2602  20251022  75800.0  ...  76620.0     75680.0       LC
32  LC2603  20251022  75860.0  ...  76460.0     75580.0       LC
33  LC2604  20251022  76220.0  ...  76720.0     75840.0       LC
34  LC2605  20251022  76180.0  ...  76880.0     75920.0       LC
35  LC2606  20251022  75820.0  ...  76640.0     75720.0       LC
36  LC2607  20251022  76100.0  ...  76560.0     75700.0       LC
37  LC2608  20251022  76240.0  ...  76740.0     75940.0       LC
38  LC2609  20251022  76080.0  ...  76820.0     76060.0       LC

[36 rows x 12 columns]
2025-10-22 16:26:29,458 - future_1d - INFO - ak.get_gfex_daily('2025-10-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251022  ...   84970      85520      CU
1        1      CU2512  20251022  ...   84990      85530      CU
2        2      CU2601  20251022  ...   84950      85500      CU
3        3      CU2602  20251022  ...   84890      85490      CU
4        4      CU2603  20251022  ...   84900      85420      CU
5        5      CU2604  20251022  ...   84850      85320      CU
6        6      CU2605  20251022  ...   84830      85300      CU
7        7      CU2606  20251022  ...   84770      85210      CU
8        8      CU2607  20251022  ...   84760      85140      CU
9        9      CU2608  20251022  ...   84430      85060      CU
10      10      CU2609  20251022  ...   84400      84960      CU
11      11      CU2610  20251022  ...   84370      84880      CU
12      12      BC2511  20251022  ...   75540      76030      BC
13      13      BC2512  20251022  ...   75560      76090      BC
14      14      BC2601  20251022  ...   75860      75860      BC
15      15      BC2602  20251022  ...   75800      75800      BC
16      16      BC2603  20251022  ...   75740      76430      BC
17      17      BC2604  20251022  ...   76440      76440      BC
18      18      BC2605  20251022  ...   75900      75900      BC
19      19      BC2606  20251022  ...   75880      75880      BC
20      20      BC2607  20251022  ...   76570      76570      BC
21      21      BC2608  20251022  ...   75800      75800      BC
22      22      BC2609  20251022  ...   76130      76130      BC
23      23      BC2610  20251022  ...   76130      76130      BC
24      24      AL2511  20251022  ...   20980      20910      AL
25      25      AL2512  20251022  ...   21010      20930      AL
26      26      AL2601  20251022  ...   21010      20940      AL
27      27      AL2602  20251022  ...   21020      20955      AL
28      28      AL2603  20251022  ...   21015      20965      AL
29      29      AL2604  20251022  ...   21025      20980      AL
30      30      AL2605  20251022  ...   21030      20985      AL
31      31      AL2606  20251022  ...   21025      20985      AL
32      32      AL2607  20251022  ...   21045      20995      AL
33      33      AL2608  20251022  ...   21055      21020      AL
34      34      AL2609  20251022  ...   21040      21000      AL
35      35      AL2610  20251022  ...   21035      21015      AL
36      36      ZN2511  20251022  ...   21975      21955      ZN
37      37      ZN2512  20251022  ...   21990      21960      ZN
38      38      ZN2601  20251022  ...   22025      21995      ZN
39      39      ZN2602  20251022  ...   22045      22015      ZN
40      40      ZN2603  20251022  ...   22080      22075      ZN
41      41      ZN2604  20251022  ...   22110      22090      ZN
42      42      ZN2605  20251022  ...   22145      22125      ZN
43      43      ZN2606  20251022  ...   22170      22165      ZN
44      44      ZN2607  20251022  ...   22165      22160      ZN
45      45      ZN2608  20251022  ...   22235      22210      ZN
46      46      ZN2609  20251022  ...   22260      22205      ZN
47      47      ZN2610  20251022  ...   22275      22175      ZN
48      48      PB2511  20251022  ...   17155      17165      PB
49      49      PB2512  20251022  ...   17170      17170      PB
50      50      PB2601  20251022  ...   17175      17175      PB
51      51      PB2602  20251022  ...   17195      17180      PB
52      52      PB2603  20251022  ...   17200      17200      PB
53      53      PB2604  20251022  ...   17215      17220      PB
54      54      PB2605  20251022  ...   17200      17245      PB
55      55      PB2606  20251022  ...   17215      17200      PB
56      56      PB2607  20251022  ...   17240      17255      PB
57      57      PB2608  20251022  ...   17285      17285      PB
58      58      PB2609  20251022  ...   17375      17285      PB
59      59      PB2610  20251022  ...   17255      17235      PB
60      60      NI2511  20251022  ...  120970     121320      NI
61      61      NI2512  20251022  ...  121150     121510      NI
62      62      NI2601  20251022  ...  121320     121680      NI
63      63      NI2602  20251022  ...  121500     121830      NI
64      64      NI2603  20251022  ...  121740     122150      NI
65      65      NI2604  20251022  ...  121940     122400      NI
66      66      NI2605  20251022  ...  122210     122670      NI
67      67      NI2606  20251022  ...  122390     122820      NI
68      68      NI2607  20251022  ...  122640     122990      NI
69      69      NI2608  20251022  ...  122790     123260      NI
70      70      NI2609  20251022  ...  123150     123430      NI
71      71      NI2610  20251022  ...  123590     123670      NI
72      72      SN2511  20251022  ...  280940     280630      SN
73      73      SN2512  20251022  ...  281350     281110      SN
74      74      SN2601  20251022  ...  281440     281190      SN
75      75      SN2602  20251022  ...  281460     281230      SN
76      76      SN2603  20251022  ...  281280     281090      SN
77      77      SN2604  20251022  ...  281520     281150      SN
78      78      SN2605  20251022  ...  281270     281350      SN
79      79      SN2606  20251022  ...  281400     281260      SN
80      80      SN2607  20251022  ...  281800     282010      SN
81      81      SN2608  20251022  ...  282100     282490      SN
82      82      SN2609  20251022  ...  282000     282560      SN
83      83      SN2610  20251022  ...  282590     282220      SN
84      84      AO2511  20251022  ...    2791       2766      AO
85      85      AO2512  20251022  ...    2806       2780      AO
86      86      AO2601  20251022  ...    2823       2795      AO
87      87      AO2602  20251022  ...    2845       2818      AO
88      88      AO2603  20251022  ...    2908       2886      AO
89      89      AO2604  20251022  ...    2921       2888      AO
90      90      AO2605  20251022  ...    2934       2909      AO
91      91      AO2606  20251022  ...    2942       2917      AO
92      92      AO2607  20251022  ...    2952       2929      AO
93      93      AO2608  20251022  ...    2966       2941      AO
94      94      AO2609  20251022  ...    2982       2956      AO
95      95      AO2610  20251022  ...    2991       2968      AO
96      96      AD2511  20251022  ...   20405      20330      AD
97      97      AD2512  20251022  ...   20475      20400      AD
98      98      AD2601  20251022  ...   20515      20440      AD
99      99      AD2602  20251022  ...   20515      20445      AD
100    100      AD2603  20251022  ...   20535      20495      AD
101    101      AD2604  20251022  ...   20450      20450      AD
102    102      AD2605  20251022  ...   20355      20355      AD
103    103      AD2606  20251022  ...   20440      20335      AD
104    104      AD2607  20251022  ...   20475      20270      AD
105    105      AD2608  20251022  ...   20390      20390      AD
106    106      AD2609  20251022  ...   20640      20640      AD
107    107      AD2610  20251022  ...   20495      20495      AD
108    108      AU2511  20251022  ...  948.46     990.32      AU
109    109      AU2512  20251022  ...  949.58     991.44      AU
110    110      AU2601  20251022  ...  952.04     992.86      AU
111    111      AU2602  20251022  ...  951.98      994.4      AU
112    112      AU2604  20251022  ...  953.36      996.3      AU
113    113      AU2606  20251022  ...  956.86     998.12      AU
114    114      AU2608  20251022  ...  961.68     999.56      AU
115    115      AU2610  20251022  ...  961.84    1002.78      AU
116    116      AG2511  20251022  ...   11333      11849      AG
117    117      AG2512  20251022  ...   11327      11862      AG
118    118      AG2601  20251022  ...   11339      11874      AG
119    119      AG2602  20251022  ...   11343      11877      AG
120    120      AG2603  20251022  ...   11352      11893      AG
121    121      AG2604  20251022  ...   11359      11895      AG
122    122      AG2605  20251022  ...   11373      11900      AG
123    123      AG2606  20251022  ...   11370      11909      AG
124    124      AG2607  20251022  ...   11389      11927      AG
125    125      AG2608  20251022  ...   11397      11928      AG
126    126      AG2609  20251022  ...   11411      11947      AG
127    127      AG2610  20251022  ...   11422      11955      AG
128    128      RB2511  20251022  ...    2997       2990      RB
129    129      RB2512  20251022  ...    3041       3036      RB
130    130      RB2601  20251022  ...    3058       3050      RB
131    131      RB2602  20251022  ...    3062       3055      RB
132    132      RB2603  20251022  ...    3088       3078      RB
133    133      RB2604  20251022  ...    3104       3093      RB
134    134      RB2605  20251022  ...    3111       3106      RB
135    135      RB2606  20251022  ...    3130       3119      RB
136    136      RB2607  20251022  ...    3132       3133      RB
137    137      RB2608  20251022  ...    3143       3137      RB
138    138      RB2609  20251022  ...    3148       3139      RB
139    139      RB2610  20251022  ...    3151       3147      RB
140    140      WR2511  20251022  ...    3310       3310      WR
141    141      WR2512  20251022  ...    3262       3262      WR
142    142      WR2601  20251022  ...    3348       3339      WR
143    143      WR2602  20251022  ...    3368       3373      WR
144    144      WR2603  20251022  ...    3356       3361      WR
145    145      WR2604  20251022  ...    3364       3369      WR
146    146      WR2605  20251022  ...    3365       3365      WR
147    147      WR2606  20251022  ...    3363       3363      WR
148    148      WR2607  20251022  ...    3400       3400      WR
149    149      WR2608  20251022  ...    3412       3412      WR
150    150      WR2609  20251022  ...    3430       3430      WR
151    151      WR2610  20251022  ...    3430       3430      WR
152    152      HC2511  20251022  ...    3315       3281      HC
153    153      HC2512  20251022  ...    3263       3249      HC
154    154      HC2601  20251022  ...    3235       3221      HC
155    155      HC2602  20251022  ...    3232       3221      HC
156    156      HC2603  20251022  ...    3241       3227      HC
157    157      HC2604  20251022  ...    3241       3224      HC
158    158      HC2605  20251022  ...    3251       3239      HC
159    159      HC2606  20251022  ...    3251       3249      HC
160    160      HC2607  20251022  ...    3260       3249      HC
161    161      HC2608  20251022  ...    3262       3256      HC
162    162      HC2609  20251022  ...    3272       3252      HC
163    163      HC2610  20251022  ...    3274       3261      HC
164    164      SS2511  20251022  ...   12670      12640      SS
165    165      SS2512  20251022  ...   12695      12665      SS
166    166      SS2601  20251022  ...   12745      12745      SS
167    167      SS2602  20251022  ...   12770      12800      SS
168    168      SS2603  20251022  ...   12845      12885      SS
169    169      SS2604  20251022  ...   12905      12945      SS
170    170      SS2605  20251022  ...   12945      12995      SS
171    171      SS2606  20251022  ...   12990      13055      SS
172    172      SS2607  20251022  ...   13040      13080      SS
173    173      SS2608  20251022  ...   13110      13130      SS
174    174      SS2609  20251022  ...   13160      13220      SS
175    175      SS2610  20251022  ...   13195      13250      SS
176    176      SC2511  20251022  ...   436.6        433      SC
177    177      SC2512  20251022  ...   441.8      436.2      SC
178    178      SC2601  20251022  ...   445.5      437.9      SC
179    179      SC2602  20251022  ...   447.5      439.8      SC
180    180      SC2603  20251022  ...   450.4      441.4      SC
181    181      SC2604  20251022  ...   451.6      443.9      SC
182    182      SC2605  20251022  ...   451.4      445.5      SC
183    183      SC2606  20251022  ...   453.8      446.4      SC
184    184      SC2607  20251022  ...   449.9      447.4      SC
185    185      SC2608  20251022  ...   454.4      446.3      SC
186    186      SC2609  20251022  ...   454.6      448.9      SC
187    187      SC2610  20251022  ...   450.7      447.3      SC
188    188      SC2612  20251022  ...   454.9      448.6      SC
189    189      SC2703  20251022  ...   451.8      448.1      SC
190    190      SC2706  20251022  ...     456      447.1      SC
191    191      SC2709  20251022  ...   454.1      450.2      SC
192    192      SC2712  20251022  ...   456.1      451.8      SC
193    193      SC2803  20251022  ...   457.4      449.6      SC
194    194      SC2806  20251022  ...   460.1        457      SC
195    195      SC2809  20251022  ...     462      455.8      SC
196    196      LU2511  20251022  ...    3063       3036      LU
197    197      LU2512  20251022  ...    3100       3064      LU
198    198      LU2601  20251022  ...    3102       3068      LU
199    199      LU2602  20251022  ...    3109       3076      LU
200    200      LU2603  20251022  ...    3116       3083      LU
201    201      LU2604  20251022  ...    3149       3112      LU
202    202      LU2605  20251022  ...    3124       3088      LU
203    203      LU2606  20251022  ...    3129       3100      LU
204    204      LU2607  20251022  ...    3132       3103      LU
205    205      LU2608  20251022  ...    3124       3130      LU
206    206      LU2609  20251022  ...    3143       3114      LU
207    207      LU2610  20251022  ...    3157       3121      LU
208    208      FU2511  20251022  ...    2792       2750      FU
209    209      FU2512  20251022  ...    2695       2665      FU
210    210      FU2601  20251022  ...    2661       2635      FU
211    211      FU2602  20251022  ...    2642       2619      FU
212    212      FU2603  20251022  ...    2633       2613      FU
213    213      FU2604  20251022  ...    2628       2613      FU
214    214      FU2605  20251022  ...    2628       2605      FU
215    215      FU2606  20251022  ...    2617       2597      FU
216    216      FU2607  20251022  ...    2610       2589      FU
217    217      FU2608  20251022  ...    2584       2569      FU
218    218      FU2609  20251022  ...    2578       2560      FU
219    219      FU2610  20251022  ...    2574       2555      FU
220    220      BU2511  20251022  ...    3292       3263      BU
221    221      BU2512  20251022  ...    3229       3188      BU
222    222      BU2601  20251022  ...    3203       3156      BU
223    223      BU2602  20251022  ...    3199       3166      BU
224    224      BU2603  20251022  ...    3234       3187      BU
225    225      BU2604  20251022  ...    3222       3192      BU
226    226      BU2605  20251022  ...    3213       3200      BU
227    227      BU2606  20251022  ...    3239       3209      BU
228    228      BU2607  20251022  ...    3257       3198      BU
229    229      BU2608  20251022  ...    3253       3210      BU
230    230      BU2609  20251022  ...    3238       3211      BU
231    231      BU2610  20251022  ...    3252       3174      BU
232    232      BU2612  20251022  ...    3162       3153      BU
233    233      BU2703  20251022  ...    3172       3150      BU
234    234      BU2706  20251022  ...    3193       3173      BU
235    235      BU2709  20251022  ...    3223       3184      BU
236    236      BR2511  20251022  ...   11100      11040      BR
237    237      BR2512  20251022  ...   11015      10955      BR
238    238      BR2601  20251022  ...   10995      10940      BR
239    239      BR2602  20251022  ...   10985      10965      BR
240    240      BR2603  20251022  ...   10995      10945      BR
241    241      BR2604  20251022  ...   11010      11000      BR
242    242      BR2605  20251022  ...   11035      11020      BR
243    243      BR2606  20251022  ...   11040      11065      BR
244    244      BR2607  20251022  ...   11305      11285      BR
245    245      BR2608  20251022  ...   11305      11225      BR
246    246      BR2609  20251022  ...   11290      11215      BR
247    247      BR2610  20251022  ...   11305      11305      BR
248    248      RU2511  20251022  ...   14385      14260      RU
249    249      RU2601  20251022  ...   15115      15000      RU
250    250      RU2603  20251022  ...   15125      15010      RU
251    251      RU2604  20251022  ...   15130      15035      RU
252    252      RU2605  20251022  ...   15105      14995      RU
253    253      RU2606  20251022  ...   15085      15055      RU
254    254      RU2607  20251022  ...   15105      15155      RU
255    255      RU2608  20251022  ...   15185      14850      RU
256    256      RU2609  20251022  ...   15150      15140      RU
257    257      RU2610  20251022  ...   15175      15170      RU
258    258      NR2511  20251022  ...   12320      12295      NR
259    259      NR2512  20251022  ...   12310      12285      NR
260    260      NR2601  20251022  ...   12295      12275      NR
261    261      NR2602  20251022  ...   12265      12245      NR
262    262      NR2603  20251022  ...   12245      12280      NR
263    263      NR2604  20251022  ...   12230      12230      NR
264    264      NR2605  20251022  ...   12235      12250      NR
265    265      NR2606  20251022  ...   12235      12275      NR
266    266      NR2607  20251022  ...   12295      12180      NR
267    267      NR2608  20251022  ...   12195      12195      NR
268    268      NR2609  20251022  ...   12305      12305      NR
269    269      NR2610  20251022  ...   12275      12275      NR
270    270      SP2511  20251022  ...    4856       4846      SP
271    271      SP2512  20251022  ...    4892       4874      SP
272    272      SP2601  20251022  ...    5210       5154      SP
273    273      SP2602  20251022  ...    5220       5174      SP
274    274      SP2603  20251022  ...    5232       5180      SP
275    275      SP2604  20251022  ...    5238       5210      SP
276    276      SP2605  20251022  ...    5262       5208      SP
277    277      SP2606  20251022  ...    5260       5212      SP
278    278      SP2607  20251022  ...    5280       5220      SP
279    279      SP2608  20251022  ...    5292       5226      SP
280    280      SP2609  20251022  ...    5274       5212      SP
281    281      SP2610  20251022  ...    5260       5236      SP
282    282      OP2601  20251022  ...    4184       4166      OP
283    283      OP2602  20251022  ...    4178       4168      OP
284    284      OP2603  20251022  ...    4194       4176      OP
285    285      OP2604  20251022  ...    4208       4202      OP
286    286      OP2605  20251022  ...    4200       4200      OP
287    287      OP2606  20251022  ...    4162       4176      OP
288    288      OP2607  20251022  ...    4196       4190      OP
289    289      OP2608  20251022  ...    4214       4214      OP
290    290      OP2609  20251022  ...    4208       4198      OP
291    291      OP2610  20251022  ...    4202       4202      OP
292    292      EC2510  20251022  ...  1136.9     1133.9      EC
293    293      EC2512  20251022  ...  1774.2     1748.9      EC
294    294      EC2602  20251022  ...  1564.2     1554.6      EC
295    295      EC2604  20251022  ...  1164.3       1166      EC
296    296      EC2606  20251022  ...    1349     1350.7      EC
297    297      EC2608  20251022  ...  1464.4     1472.3      EC
298    298  SC_TAS2512  20251022  ...                     SC_TAS
299    299  SC_TAS2601  20251022  ...                     SC_TAS
300    300  SC_TAS2602  20251022  ...                     SC_TAS

[301 rows x 13 columns]
2025-10-22 16:26:29,572 - future_1d - INFO - ak.get_shfe_daily('2025-10-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251022  7059.800  ...  7070.400    7122.800       IC
1   IC2512  20251022  7021.800  ...  7016.400    7067.800       IC
2   IC2603  20251022  6850.000  ...  6852.000    6904.200       IC
3   IC2606  20251022  6671.800  ...  6674.200    6722.200       IC
4   IF2511  20251022  4565.600  ...  4578.000    4594.800       IF
5   IF2512  20251022  4559.000  ...  4566.200    4584.600       IF
6   IF2603  20251022  4532.200  ...  4539.600    4557.200       IF
7   IF2606  20251022  4488.200  ...  4501.800    4520.600       IF
8   IH2511  20251022  2989.800  ...  3006.400    3007.400       IH
9   IH2512  20251022  2989.000  ...  3006.400    3007.400       IH
10  IH2603  20251022  2990.000  ...  3006.400    3008.000       IH
11  IH2606  20251022  2985.600  ...  3005.200    3006.200       IH
12  IM2511  20251022  7232.600  ...  7239.000    7273.000       IM
13  IM2512  20251022  7165.200  ...  7165.200    7199.400       IM
14  IM2603  20251022  6938.600  ...  6948.800    6982.600       IM
15  IM2606  20251022  6738.600  ...  6735.600    6770.600       IM
16   T2512  20251022   108.175  ...   108.160     108.120        T
17   T2603  20251022   107.875  ...   107.835     107.810        T
18   T2606  20251022   107.755  ...   107.755     107.720        T
19  TF2512  20251022   105.720  ...   105.715     105.695       TF
20  TF2603  20251022   105.620  ...   105.615     105.610       TF
21  TF2606  20251022   105.650  ...   105.635     105.605       TF
22  TL2512  20251022   115.710  ...   115.600     115.490       TL
23  TL2603  20251022   115.520  ...   115.310     115.190       TL
24  TL2606  20251022   115.160  ...   115.240     115.110       TL
25  TS2512  20251022   102.372  ...   102.352     102.362       TS
26  TS2603  20251022   102.288  ...   102.276     102.280       TS
27  TS2606  20251022   102.302  ...   102.294     102.300       TS

[28 rows x 12 columns]
2025-10-22 16:26:29,763 - future_1d - INFO - ak.get_cffex_daily('2025-10-22') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251022     441     447  ...     71831.5   436.6        433      SC
1       SC2512  20251022   441.4     452  ...  7785129.63   441.8      436.2      SC
2       SC2601  20251022   443.5   455.3  ...  1448467.05   445.5      437.9      SC
3       SC2602  20251022   444.4   456.4  ...   235078.46   447.5      439.8      SC
4       SC2603  20251022   445.2     457  ...    37164.76   450.4      441.4      SC
5       SC2604  20251022     447   457.6  ...      7406.8   451.6      443.9      SC
6       SC2605  20251022   447.9     458  ...     4740.69   451.4      445.5      SC
7       SC2606  20251022     448   459.6  ...    20194.63   453.8      446.4      SC
8       SC2607  20251022   445.5   456.4  ...      404.99   449.9      447.4      SC
9       SC2608  20251022   446.2   456.5  ...      272.66   454.4      446.3      SC
10      SC2609  20251022   450.4   459.3  ...     3500.56   454.6      448.9      SC
11      SC2610  20251022                  ...           0   450.7      447.3      SC
12      SC2612  20251022   455.8   458.1  ...       955.4   454.9      448.6      SC
13      SC2703  20251022                  ...           0   451.8      448.1      SC
14      SC2706  20251022     452     460  ...        91.2     456      447.1      SC
15      SC2709  20251022                  ...           0   454.1      450.2      SC
16      SC2712  20251022                  ...           0   456.1      451.8      SC
17      SC2803  20251022                  ...           0   457.4      449.6      SC
18      SC2806  20251022   457.7   463.6  ...       460.1   460.1        457      SC
19      SC2809  20251022     456   465.8  ...      554.45     462      455.8      SC
21      LU2511  20251022    3054    3118  ...    8039.105    3063       3036      LU
22      LU2512  20251022    3101    3147  ...  259535.792    3100       3064      LU
23      LU2601  20251022    3100    3147  ...  275802.563    3102       3068      LU
24      LU2602  20251022    3100    3154  ...   39775.306    3109       3076      LU
25      LU2603  20251022    3096    3158  ...    1744.982    3116       3083      LU
26      LU2604  20251022    3149    3150  ...       6.299    3149       3112      LU
27      LU2605  20251022    3093    3161  ...      81.237    3124       3088      LU
28      LU2606  20251022    3099    3163  ...      18.775    3129       3100      LU
29      LU2607  20251022    3104    3175  ...      62.641    3132       3103      LU
30      LU2608  20251022    3107    3151  ...      28.122    3124       3130      LU
31      LU2609  20251022    3153    3188  ...      100.59    3143       3114      LU
32      LU2610  20251022    3128    3180  ...      15.787    3157       3121      LU
34      NR2511  20251022   12350   12380  ...     81871.8   12320      12295      NR
35      NR2512  20251022   12345   12385  ...    775165.8   12310      12285      NR
36      NR2601  20251022   12315   12355  ...   281278.09   12295      12275      NR
37      NR2602  20251022   12260   12325  ...    18864.41   12265      12245      NR
38      NR2603  20251022   12240   12290  ...    2620.625   12245      12280      NR
39      NR2604  20251022   12250   12305  ...    1149.885   12230      12230      NR
40      NR2605  20251022   12250   12285  ...     807.765   12235      12250      NR
41      NR2606  20251022   12260   12265  ...     464.995   12235      12275      NR
42      NR2607  20251022                  ...           0   12295      12180      NR
43      NR2608  20251022                  ...           0   12195      12195      NR
44      NR2609  20251022                  ...           0   12305      12305      NR
45      NR2610  20251022                  ...           0   12275      12275      NR
47      BC2511  20251022   75790   75970  ...   283619.36   75540      76030      BC
48      BC2512  20251022   75810   75940  ...    50516.16   75560      76090      BC
49      BC2601  20251022                  ...           0   75860      75860      BC
50      BC2602  20251022                  ...           0   75800      75800      BC
51      BC2603  20251022   75740   75740  ...       37.87   75740      76430      BC
52      BC2604  20251022                  ...           0   76440      76440      BC
53      BC2605  20251022                  ...           0   75900      75900      BC
54      BC2606  20251022                  ...           0   75880      75880      BC
55      BC2607  20251022                  ...           0   76570      76570      BC
56      BC2608  20251022                  ...           0   75800      75800      BC
57      BC2609  20251022                  ...           0   76130      76130      BC
58      BC2610  20251022                  ...           0   76130      76130      BC
60      EC2510  20251022  1133.4  1138.6  ...    6650.996  1136.9     1133.9      EC
61      EC2512  20251022  1765.9    1798  ...  253821.904  1774.2     1748.9      EC
62      EC2602  20251022    1563  1585.4  ...  37018.6405  1564.2     1554.6      EC
63      EC2604  20251022    1160  1178.5  ...   12231.218  1164.3       1166      EC
64      EC2606  20251022    1345  1358.2  ...     789.222    1349     1350.7      EC
65      EC2608  20251022    1461  1477.8  ...    798.1215  1464.4     1472.3      EC
68  SC_TAS2512  20251022                  ...                                 SC_TAS
69  SC_TAS2601  20251022                  ...                                 SC_TAS
70  SC_TAS2602  20251022                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-22 16:26:29,829 - future_1d - INFO - ak.get_ine_daily('2025-10-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251022   9380.0   9499.0  ...       37.76   9440.0      9440.0       AP
1    AP511  20251022   8832.0   8867.0  ...     1852.90   8823.0      8879.0       AP
2    AP512  20251022   8737.0   8784.0  ...     2816.59   8747.0      8774.0       AP
3    AP601  20251022   8815.0   8846.0  ...   744830.10   8790.0      8819.0       AP
4    AP603  20251022   8875.0   8917.0  ...     2043.17   8883.0      8898.0       AP
5    AP604  20251022   9092.0   9127.0  ...     1519.42   9098.0      9108.0       AP
6    AP605  20251022   9200.0   9349.0  ...   222362.68   9297.0      9282.0       AP
7    CF511  20251022  13730.0  13760.0  ...    44711.53  13705.0     13645.0       CF
8    CF601  20251022  13525.0  13570.0  ...  1301742.96  13540.0     13495.0       CF
9    CF603  20251022  13570.0  13600.0  ...   127018.78  13570.0     13535.0       CF
10   CF605  20251022  13610.0  13620.0  ...   338149.73  13590.0     13560.0       CF
11   CF607  20251022  13615.0  13635.0  ...      951.87  13600.0     13560.0       CF
12   CF609  20251022  13770.0  13790.0  ...     4376.01  13760.0     13720.0       CF
13   CJ512  20251022  11235.0  11260.0  ...     9322.85  11045.0     11275.0       CJ
14   CJ601  20251022  11350.0  11375.0  ...  1757891.84  11160.0     11400.0       CJ
15   CJ603  20251022  11250.0  11275.0  ...    28359.64  11005.0     11295.0       CJ
16   CJ605  20251022  11315.0  11355.0  ...   403634.53  11105.0     11370.0       CJ
17   CJ607  20251022  11380.0  11430.0  ...    10026.58  11155.0     11445.0       CJ
18   CJ609  20251022  11505.0  11555.0  ...     4178.92  11325.0     11580.0       CJ
19   CY510  20251022      0.0      0.0  ...        0.00  19840.0     19765.0       CY
20   CY511  20251022  19985.0  20035.0  ...      169.67  19960.0     20000.0       CY
21   CY512  20251022      0.0      0.0  ...        0.00  19515.0     19505.0       CY
22   CY601  20251022  19760.0  19775.0  ...   108225.18  19740.0     19665.0       CY
23   CY602  20251022      0.0      0.0  ...        0.00  19570.0     19475.0       CY
24   CY603  20251022  19720.0  19730.0  ...       49.31  19725.0     19755.0       CY
25   CY604  20251022  19555.0  19555.0  ...        9.78  19555.0     19400.0       CY
26   CY605  20251022  19730.0  19745.0  ...       19.74  19740.0     19790.0       CY
27   CY606  20251022      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251022      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251022      0.0      0.0  ...        0.00  19770.0     19770.0       CY
30   CY609  20251022  20085.0  20085.0  ...       10.04  20085.0     19955.0       CY
31   FG510  20251022    980.0    980.0  ...       41.16    980.0       980.0       FG
32   FG511  20251022    991.0    996.0  ...    15167.23    992.0       992.0       FG
33   FG512  20251022   1095.0   1107.0  ...    95811.15   1096.0      1094.0       FG
34   FG601  20251022   1088.0   1100.0  ...  3017766.48   1090.0      1089.0       FG
35   FG602  20251022   1160.0   1169.0  ...    48663.58   1163.0      1158.0       FG
36   FG603  20251022   1164.0   1173.0  ...   132019.86   1165.0      1161.0       FG
37   FG604  20251022   1236.0   1248.0  ...      488.83   1241.0      1235.0       FG
38   FG605  20251022   1238.0   1248.0  ...   132742.96   1240.0      1235.0       FG
39   FG606  20251022   1277.0   1292.0  ...      791.97   1286.0      1277.0       FG
40   FG607  20251022   1263.0   1282.0  ...     1016.74   1274.0      1263.0       FG
41   FG608  20251022   1317.0   1337.0  ...      985.78   1329.0      1317.0       FG
42   FG609  20251022   1320.0   1337.0  ...     6186.81   1329.0      1317.0       FG
43   JR511  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251022      0.0      0.0  ...      511.43   2253.0      2245.0       MA
52   MA511  20251022   2250.0   2250.0  ...     4995.64   2235.0      2238.0       MA
53   MA512  20251022   2268.0   2268.0  ...    49724.53   2253.0      2248.0       MA
54   MA601  20251022   2276.0   2276.0  ...  1312118.92   2265.0      2257.0       MA
55   MA602  20251022   2300.0   2305.0  ...    44831.28   2294.0      2281.0       MA
56   MA603  20251022   2316.0   2325.0  ...    68162.53   2314.0      2301.0       MA
57   MA604  20251022   2308.0   2326.0  ...      104.20   2316.0      2300.0       MA
58   MA605  20251022   2294.0   2311.0  ...   148175.06   2296.0      2281.0       MA
59   MA606  20251022   2290.0   2304.0  ...       22.92   2292.0      2286.0       MA
60   MA607  20251022   2278.0   2290.0  ...       29.66   2282.0      2273.0       MA
61   MA608  20251022   2270.0   2288.0  ...        4.56   2279.0      2269.0       MA
62   MA609  20251022   2257.0   2270.0  ...     3196.81   2258.0      2245.0       MA
63   OI511  20251022  10016.0  10025.0  ...    19996.11   9993.0     10037.0       OI
64   OI601  20251022   9845.0   9870.0  ...  1813809.79   9839.0      9882.0       OI
65   OI603  20251022   9696.0   9702.0  ...   335964.13   9671.0      9722.0       OI
66   OI605  20251022   9494.0   9507.0  ...   123541.80   9469.0      9507.0       OI
67   OI607  20251022   9435.0   9444.0  ...     1187.76   9427.0      9454.0       OI
68   OI609  20251022   9403.0   9409.0  ...     1417.70   9389.0      9433.0       OI
69   PF510  20251022   6100.0   6100.0  ...      496.95   6098.0      6090.0       PF
70   PF511  20251022   6088.0   6182.0  ...    24680.48   6136.0      6072.0       PF
71   PF512  20251022   6086.0   6180.0  ...   662015.08   6130.0      6058.0       PF
72   PF601  20251022   6096.0   6182.0  ...   168352.15   6150.0      6064.0       PF
73   PF602  20251022   6074.0   6172.0  ...   222624.49   6132.0      6060.0       PF
74   PF603  20251022   6074.0   6162.0  ...    90012.05   6126.0      6042.0       PF
75   PF604  20251022   6136.0   6202.0  ...      107.96   6170.0      6098.0       PF
76   PF605  20251022   6122.0   6198.0  ...      197.36   6168.0      6112.0       PF
77   PF606  20251022   6170.0   6170.0  ...       12.33   6166.0      6110.0       PF
78   PF607  20251022   6144.0   6250.0  ...       24.77   6192.0      6144.0       PF
79   PF608  20251022   6264.0   6264.0  ...        6.25   6250.0      6152.0       PF
80   PF609  20251022   6220.0   6244.0  ...       15.57   6228.0      6148.0       PF
81   PK510  20251022      0.0      0.0  ...        0.00   7804.0      7804.0       PK
82   PK511  20251022   7640.0   7702.0  ...    12160.04   7654.0      7674.0       PK
83   PK512  20251022   7764.0   7780.0  ...   102108.57   7736.0      7790.0       PK
84   PK601  20251022   7856.0   7858.0  ...   486157.45   7830.0      7900.0       PK
85   PK603  20251022   7970.0   7970.0  ...   105098.24   7928.0      7988.0       PK
86   PK604  20251022   7944.0   7960.0  ...     2124.29   7942.0      7990.0       PK
87   PK605  20251022   7990.0   8014.0  ...    24019.91   7978.0      8020.0       PK
88   PL601  20251022   6039.0   6112.0  ...    68261.91   6069.0      6031.0       PL
89   PL602  20251022   6097.0   6157.0  ...    32106.22   6115.0      6078.0       PL
90   PL603  20251022   6098.0   6155.0  ...    22374.16   6117.0      6075.0       PL
91   PL604  20251022      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251022   6060.0   6118.0  ...       85.24   6089.0      6075.0       PL
93   PL606  20251022      0.0      0.0  ...        0.00   6065.0      6002.0       PL
94   PL607  20251022   6179.0   6179.0  ...       24.72   6179.0      6037.0       PL
95   PL608  20251022      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251022      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251022      0.0      0.0  ...      128.39   5706.0      5660.0       PR
104  PR511  20251022   5594.0   5658.0  ...    11342.78   5626.0      5574.0       PR
105  PR512  20251022   5588.0   5648.0  ...   298331.69   5618.0      5556.0       PR
106  PR601  20251022   5550.0   5614.0  ...   477431.27   5574.0      5524.0       PR
107  PR602  20251022   5598.0   5656.0  ...   112066.77   5610.0      5568.0       PR
108  PR603  20251022   5600.0   5642.0  ...      176.96   5618.0      5580.0       PR
109  PR604  20251022   5596.0   5664.0  ...      169.16   5640.0      5606.0       PR
110  PR605  20251022   5624.0   5674.0  ...      228.78   5650.0      5608.0       PR
111  PR606  20251022   5706.0   5716.0  ...       17.13   5712.0      5644.0       PR
112  PR607  20251022      0.0      0.0  ...        0.00   5706.0      5670.0       PR
113  PR608  20251022      0.0      0.0  ...        0.00   5724.0      5682.0       PR
114  PR609  20251022      0.0      0.0  ...        0.00   5714.0      5656.0       PR
115  PX510  20251022   6410.0   6410.0  ...      573.70   6410.0      6302.0       PX
116  PX511  20251022   6334.0   6468.0  ...    14672.75   6406.0      6324.0       PX
117  PX512  20251022   6352.0   6468.0  ...   204140.38   6396.0      6328.0       PX
118  PX601  20251022   6356.0   6460.0  ...   654412.66   6402.0      6322.0       PX
119  PX602  20251022   6372.0   6474.0  ...   209706.39   6418.0      6342.0       PX
120  PX603  20251022   6368.0   6472.0  ...   177235.20   6396.0      6344.0       PX
121  PX604  20251022   6436.0   6438.0  ...        6.44   6438.0      6336.0       PX
122  PX605  20251022   6388.0   6474.0  ...     5264.81   6448.0      6368.0       PX
123  PX606  20251022   6452.0   6452.0  ...        3.23   6452.0      6378.0       PX
124  PX607  20251022      0.0      0.0  ...        0.00   6474.0      6374.0       PX
125  PX608  20251022   6472.0   6472.0  ...        6.47   6466.0      6384.0       PX
126  PX609  20251022   6440.0   6446.0  ...       12.89   6444.0      6408.0       PX
127  RI511  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251022   2401.0   2412.0  ...     2133.68   2406.0      2412.0       RM
134  RM601  20251022   2320.0   2327.0  ...   661496.36   2311.0      2340.0       RM
135  RM603  20251022   2295.0   2295.0  ...     7367.40   2287.0      2304.0       RM
136  RM605  20251022   2301.0   2304.0  ...   162595.28   2295.0      2306.0       RM
137  RM607  20251022   2294.0   2301.0  ...    11735.84   2291.0      2299.0       RM
138  RM608  20251022   2395.0   2401.0  ...     1208.65   2393.0      2402.0       RM
139  RM609  20251022   2392.0   2394.0  ...     5045.91   2387.0      2397.0       RM
140  RS511  20251022   5359.0   5434.0  ...       59.48   5407.0      5299.0       RS
141  RS607  20251022      0.0      0.0  ...        0.00   5506.0      5506.0       RS
142  RS608  20251022      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251022      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251022   1138.0   1139.0  ...      290.57   1135.0      1129.0       SA
145  SA511  20251022   1143.0   1158.0  ...     9484.78   1149.0      1137.0       SA
146  SA512  20251022   1200.0   1220.0  ...   140481.21   1210.0      1198.0       SA
147  SA601  20251022   1211.0   1230.0  ...  1886521.25   1220.0      1207.0       SA
148  SA602  20251022   1249.0   1267.0  ...   145213.50   1259.0      1249.0       SA
149  SA603  20251022   1255.0   1277.0  ...   268212.79   1267.0      1256.0       SA
150  SA604  20251022   1289.0   1309.0  ...      927.18   1302.0      1289.0       SA
151  SA605  20251022   1295.0   1313.0  ...    83819.59   1304.0      1295.0       SA
152  SA606  20251022   1314.0   1330.0  ...      431.47   1324.0      1310.0       SA
153  SA607  20251022   1317.0   1334.0  ...      728.21   1329.0      1319.0       SA
154  SA608  20251022   1353.0   1367.0  ...      253.36   1362.0      1353.0       SA
155  SA609  20251022   1358.0   1375.0  ...     3470.02   1367.0      1358.0       SA
156  SF510  20251022      0.0      0.0  ...      744.93   5340.0      5298.0       SF
157  SF511  20251022   5480.0   5554.0  ...    21070.98   5526.0      5488.0       SF
158  SF512  20251022   5486.0   5562.0  ...    37741.49   5526.0      5482.0       SF
159  SF601  20251022   5474.0   5558.0  ...   370098.22   5522.0      5480.0       SF
160  SF602  20251022   5400.0   5488.0  ...    39115.26   5452.0      5412.0       SF
161  SF603  20251022   5528.0   5634.0  ...    68752.17   5588.0      5536.0       SF
162  SF604  20251022   5588.0   5588.0  ...        2.79   5588.0      5536.0       SF
163  SF605  20251022   5520.0   5606.0  ...     2820.81   5576.0      5504.0       SF
164  SF606  20251022   5508.0   5568.0  ...      121.87   5540.0      5500.0       SF
165  SF607  20251022   5660.0   5710.0  ...       93.77   5684.0      5636.0       SF
166  SF608  20251022   5694.0   5694.0  ...        5.69   5694.0      5618.0       SF
167  SF609  20251022   5620.0   5676.0  ...      211.82   5648.0      5612.0       SF
168  SH510  20251022      0.0      0.0  ...        0.00   2350.0      2348.0       SH
169  SH511  20251022   2415.0   2428.0  ...     9711.69   2419.0      2411.0       SH
170  SH512  20251022   2389.0   2413.0  ...   126519.62   2400.0      2395.0       SH
171  SH601  20251022   2380.0   2399.0  ...  1805307.19   2383.0      2381.0       SH
172  SH602  20251022   2400.0   2413.0  ...   280782.36   2402.0      2403.0       SH
173  SH603  20251022   2406.0   2424.0  ...   273728.02   2412.0      2410.0       SH
174  SH604  20251022   2461.0   2476.0  ...      562.09   2465.0      2470.0       SH
175  SH605  20251022   2475.0   2493.0  ...    15761.80   2478.0      2480.0       SH
176  SH606  20251022   2509.0   2527.0  ...      135.99   2518.0      2516.0       SH
177  SH607  20251022   2525.0   2539.0  ...       60.71   2530.0      2529.0       SH
178  SH608  20251022   2561.0   2571.0  ...       46.15   2564.0      2563.0       SH
179  SH609  20251022   2568.0   2573.0  ...      138.58   2566.0      2565.0       SH
180  SM510  20251022      0.0      0.0  ...     1963.96   5668.0      5612.0       SM
181  SM511  20251022   5726.0   5802.0  ...     2447.18   5778.0      5740.0       SM
182  SM512  20251022   5738.0   5816.0  ...   170772.16   5776.0      5744.0       SM
183  SM601  20251022   5752.0   5828.0  ...   505804.77   5794.0      5754.0       SM
184  SM602  20251022   5756.0   5832.0  ...   162457.74   5794.0      5758.0       SM
185  SM603  20251022   5756.0   5844.0  ...   148618.82   5804.0      5762.0       SM
186  SM604  20251022   5824.0   5824.0  ...        2.91   5824.0      5766.0       SM
187  SM605  20251022   5782.0   5862.0  ...    21273.25   5832.0      5792.0       SM
188  SM606  20251022   5812.0   5866.0  ...        5.84   5840.0      5776.0       SM
189  SM607  20251022   5880.0   5880.0  ...        2.94   5880.0      5768.0       SM
190  SM608  20251022      0.0      0.0  ...        0.00   5868.0      5798.0       SM
191  SM609  20251022   5814.0   5886.0  ...     1621.45   5844.0      5824.0       SM
192  SR511  20251022   5387.0   5397.0  ...     4359.64   5389.0      5388.0       SR
193  SR601  20251022   5425.0   5434.0  ...  1145988.28   5416.0      5436.0       SR
194  SR603  20251022   5407.0   5414.0  ...   231841.23   5398.0      5418.0       SR
195  SR605  20251022   5379.0   5390.0  ...   139063.88   5370.0      5396.0       SR
196  SR607  20251022   5386.0   5396.0  ...     6646.87   5378.0      5401.0       SR
197  SR609  20251022   5398.0   5404.0  ...     8159.74   5390.0      5408.0       SR
198  TA510  20251022   4372.0   4386.0  ...     1299.74   4376.0      4360.0       TA
199  TA511  20251022   4386.0   4444.0  ...    23961.37   4416.0      4372.0       TA
200  TA512  20251022   4410.0   4468.0  ...   352251.14   4432.0      4384.0       TA
201  TA601  20251022   4434.0   4488.0  ...  1656309.06   4458.0      4410.0       TA
202  TA602  20251022   4452.0   4508.0  ...   359440.09   4470.0      4422.0       TA
203  TA603  20251022   4460.0   4522.0  ...   102380.75   4494.0      4450.0       TA
204  TA604  20251022   4494.0   4536.0  ...       33.88   4518.0      4462.0       TA
205  TA605  20251022   4494.0   4554.0  ...    79979.47   4520.0      4480.0       TA
206  TA606  20251022   4560.0   4560.0  ...        2.28   4560.0      4488.0       TA
207  TA607  20251022      0.0      0.0  ...        0.00   4562.0      4498.0       TA
208  TA608  20251022   4544.0   4558.0  ...        4.55   4552.0      4510.0       TA
209  TA609  20251022   4532.0   4586.0  ...     1231.66   4562.0      4512.0       TA
210  UR510  20251022   1494.0   1494.0  ...      845.14   1493.0      1495.0       UR
211  UR511  20251022   1583.0   1598.0  ...     2693.85   1592.0      1582.0       UR
212  UR512  20251022   1599.0   1612.0  ...    17885.66   1605.0      1599.0       UR
213  UR601  20251022   1611.0   1625.0  ...   394583.60   1617.0      1611.0       UR
214  UR602  20251022   1619.0   1629.0  ...    12267.85   1622.0      1619.0       UR
215  UR603  20251022   1676.0   1683.0  ...      147.89   1681.0      1676.0       UR
216  UR604  20251022   1682.0   1687.0  ...       26.97   1685.0      1680.0       UR
217  UR605  20251022   1682.0   1695.0  ...    22417.63   1689.0      1684.0       UR
218  UR606  20251022   1694.0   1698.0  ...      196.49   1694.0      1690.0       UR
219  UR607  20251022   1724.0   1730.0  ...      100.09   1726.0      1722.0       UR
220  UR608  20251022   1720.0   1724.0  ...       20.66   1722.0      1718.0       UR
221  UR609  20251022   1719.0   1725.0  ...      230.83   1723.0      1717.0       UR
222  WH511  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 16:26:30,108 - future_1d - INFO - ak.get_czce_daily('2025-10-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251022   4030.00  ...   4027.00     4049.00        A
1     a2601  20251022   4060.00  ...   4050.00     4073.00        A
2     a2603  20251022   4068.00  ...   4052.00     4071.00        A
3     a2605  20251022   4098.00  ...   4092.00     4104.00        A
4     a2607  20251022   4098.00  ...   4088.00     4101.00        A
5     a2609  20251022   4098.00  ...   4091.00     4106.00        A
6     b2510  20251022      0.00  ...   3629.00     3600.00        B
7     b2511  20251022   3586.00  ...   3572.00     3611.00        B
8     b2512  20251022   3601.00  ...   3583.00     3620.00        B
9     b2601  20251022   3621.00  ...   3595.00     3629.00        B
10    b2602  20251022   3630.00  ...   3616.00     3643.00        B
11    b2603  20251022   3602.00  ...   3589.00     3609.00        B
12    b2604  20251022   3501.00  ...   3496.00     3512.00        B
13    b2605  20251022   3461.00  ...   3452.00     3467.00        B
14    b2606  20251022   3431.00  ...   3427.00     3438.00        B
15    b2607  20251022   3427.00  ...   3430.00     3438.00        B
16    b2608  20251022   3527.00  ...   3524.00     3533.00        B
17    b2609  20251022   3564.00  ...   3552.00     3564.00        B
18   bb2511  20251022      0.00  ...    144.50      144.50       BB
19   bb2601  20251022    146.70  ...    146.90      147.00       BB
20   bb2603  20251022    146.85  ...    146.90      147.10       BB
21   bb2605  20251022    146.90  ...    146.90      147.10       BB
22   bb2607  20251022      0.00  ...    151.85      152.05       BB
23   bb2609  20251022      0.00  ...    151.85      152.05       BB
24   bz2603  20251022   5476.00  ...   5521.00     5482.00       BZ
25   bz2604  20251022   5480.00  ...   5522.00     5480.00       BZ
26   bz2605  20251022   5505.00  ...   5516.00     5482.00       BZ
27   bz2606  20251022   5483.00  ...   5492.00     5480.00       BZ
28   bz2607  20251022      0.00  ...   5519.00     5468.00       BZ
29   bz2608  20251022   5535.00  ...   5535.00     5480.00       BZ
30   bz2609  20251022      0.00  ...   5536.00     5456.00       BZ
31    c2511  20251022   2120.00  ...   2114.00     2119.00        C
32    c2601  20251022   2141.00  ...   2131.00     2141.00        C
33    c2603  20251022   2169.00  ...   2159.00     2170.00        C
34    c2605  20251022   2249.00  ...   2238.00     2249.00        C
35    c2607  20251022   2274.00  ...   2261.00     2273.00        C
36    c2609  20251022   2287.00  ...   2274.00     2289.00        C
37   cs2511  20251022   2390.00  ...   2398.00     2389.00       CS
38   cs2601  20251022   2430.00  ...   2424.00     2422.00       CS
39   cs2603  20251022   2447.00  ...   2441.00     2442.00       CS
40   cs2605  20251022   2551.00  ...   2545.00     2548.00       CS
41   cs2607  20251022   2566.00  ...   2563.00     2565.00       CS
42   cs2609  20251022   2616.00  ...   2606.00     2608.00       CS
43   eb2510  20251022      0.00  ...   6217.00     6217.00       EB
44   eb2511  20251022   6480.00  ...   6484.00     6441.00       EB
45   eb2512  20251022   6502.00  ...   6511.00     6470.00       EB
46   eb2601  20251022   6535.00  ...   6561.00     6519.00       EB
47   eb2602  20251022   6585.00  ...   6616.00     6585.00       EB
48   eb2603  20251022   6669.00  ...   6684.00     6650.00       EB
49   eb2604  20251022   6730.00  ...   6765.00     6718.00       EB
50   eb2605  20251022   6784.00  ...   6826.00     6782.00       EB
51   eb2606  20251022   6823.00  ...   6820.00     6817.00       EB
52   eb2607  20251022   6909.00  ...   6920.00     6817.00       EB
53   eb2608  20251022   6925.00  ...   6938.00     6822.00       EB
54   eb2609  20251022   6919.00  ...   6914.00     6868.00       EB
55   eg2510  20251022      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251022   4006.00  ...   4019.00     4001.00       EG
57   eg2512  20251022   3988.00  ...   4023.00     4000.00       EG
58   eg2601  20251022   4015.00  ...   4033.00     4003.00       EG
59   eg2602  20251022   4025.00  ...   4041.00     4015.00       EG
60   eg2603  20251022   4033.00  ...   4059.00     4028.00       EG
61   eg2604  20251022   4076.00  ...   4093.00     4093.00       EG
62   eg2605  20251022   4107.00  ...   4111.00     4085.00       EG
63   eg2606  20251022   4099.00  ...   4131.00     4103.00       EG
64   eg2607  20251022   4133.00  ...   4143.00     4114.00       EG
65   eg2608  20251022   4164.00  ...   4164.00     4119.00       EG
66   eg2609  20251022   4171.00  ...   4178.00     4140.00       EG
67   fb2510  20251022      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251022   1228.50  ...   1230.50     1236.50       FB
69   fb2512  20251022   1258.50  ...   1257.50     1259.00       FB
70   fb2601  20251022   1273.00  ...   1269.00     1267.50       FB
71   fb2602  20251022   1267.00  ...   1268.50     1266.50       FB
72   fb2603  20251022   1260.00  ...   1261.00     1261.00       FB
73   fb2604  20251022      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251022   1268.50  ...   1268.50     1285.50       FB
75   fb2606  20251022      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251022      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251022      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251022      0.00  ...   1296.00     1296.00       FB
79    i2510  20251022      0.00  ...    809.00      806.00        I
80    i2511  20251022    792.00  ...    797.00      791.50        I
81    i2512  20251022    785.00  ...    787.00      782.00        I
82    i2601  20251022    772.50  ...    774.00      769.00        I
83    i2602  20251022    770.50  ...    772.00      767.50        I
84    i2603  20251022    767.00  ...    768.50      763.50        I
85    i2604  20251022    764.00  ...    763.50      758.50        I
86    i2605  20251022    752.00  ...    753.50      749.50        I
87    i2606  20251022    748.00  ...    748.50      745.50        I
88    i2607  20251022    743.00  ...    744.00      739.50        I
89    i2608  20251022    739.00  ...    739.50      735.50        I
90    i2609  20251022    730.50  ...    732.50      729.00        I
91    j2510  20251022      0.00  ...   1600.50     1600.00        J
92    j2511  20251022   1627.50  ...   1634.00     1626.00        J
93    j2512  20251022   1661.00  ...   1671.50     1662.50        J
94    j2601  20251022   1672.00  ...   1696.50     1691.50        J
95    j2602  20251022   1717.50  ...   1717.50     1732.50        J
96    j2603  20251022   1738.50  ...   1738.50     1738.50        J
97    j2604  20251022   1805.00  ...   1805.00     1816.50        J
98    j2605  20251022   1810.00  ...   1840.50     1837.50        J
99    j2606  20251022   1847.50  ...   1858.50     1881.50        J
100   j2607  20251022      0.00  ...   1881.00     1881.00        J
101   j2608  20251022      0.00  ...   1865.00     1865.00        J
102   j2609  20251022   1917.50  ...   1921.00     1917.50        J
103  jd2510  20251022   2780.00  ...   2780.00     2790.00       JD
104  jd2511  20251022   2820.00  ...   2806.00     2794.00       JD
105  jd2512  20251022   2962.00  ...   2932.00     2931.00       JD
106  jd2601  20251022   3169.00  ...   3157.00     3155.00       JD
107  jd2602  20251022   2950.00  ...   2940.00     2946.00       JD
108  jd2603  20251022   2955.00  ...   2947.00     2956.00       JD
109  jd2604  20251022   3142.00  ...   3138.00     3138.00       JD
110  jd2605  20251022   3349.00  ...   3336.00     3342.00       JD
111  jd2606  20251022   3241.00  ...   3222.00     3240.00       JD
112  jd2607  20251022   3487.00  ...   3460.00     3480.00       JD
113  jd2608  20251022   3956.00  ...   3931.00     3958.00       JD
114  jd2609  20251022   3828.00  ...   3796.00     3838.00       JD
115  jm2510  20251022   1065.50  ...    953.00     1055.50       JM
116  jm2511  20251022   1068.50  ...   1077.00     1071.50       JM
117  jm2512  20251022   1118.00  ...   1131.00     1125.50       JM
118  jm2601  20251022   1180.00  ...   1197.00     1192.50       JM
119  jm2602  20251022   1202.00  ...   1219.50     1214.50       JM
120  jm2603  20251022   1219.50  ...   1238.50     1231.00       JM
121  jm2604  20251022   1232.50  ...   1256.00     1248.50       JM
122  jm2605  20251022   1251.00  ...   1272.00     1265.00       JM
123  jm2606  20251022   1277.50  ...   1296.00     1282.00       JM
124  jm2607  20251022   1292.00  ...   1306.50     1298.50       JM
125  jm2608  20251022   1314.00  ...   1332.00     1322.50       JM
126  jm2609  20251022   1335.00  ...   1351.00     1338.00       JM
127   l2510  20251022      0.00  ...   6922.00     6848.00        L
128   l2511  20251022   6862.00  ...   6887.00     6851.00        L
129   l2512  20251022   6883.00  ...   6908.00     6865.00        L
130   l2601  20251022   6889.00  ...   6914.00     6869.00        L
131   l2602  20251022   6892.00  ...   6906.00     6867.00        L
132   l2603  20251022   6900.00  ...   6923.00     6874.00        L
133   l2604  20251022   6991.00  ...   6985.00     6902.00        L
134   l2605  20251022   6917.00  ...   6953.00     6911.00        L
135   l2606  20251022   6940.00  ...   6944.00     6904.00        L
136   l2607  20251022   6952.00  ...   6956.00     6932.00        L
137   l2608  20251022   6949.00  ...   6950.00     6947.00        L
138   l2609  20251022   6959.00  ...   6993.00     6946.00        L
139  lg2511  20251022    802.00  ...    792.50      803.00       LG
140  lg2601  20251022    839.50  ...    832.00      837.00       LG
141  lg2603  20251022    836.00  ...    834.50      834.00       LG
142  lg2605  20251022    836.00  ...    835.50      836.50       LG
143  lg2607  20251022    838.00  ...    837.00      837.50       LG
144  lg2609  20251022    837.00  ...    836.00      838.00       LG
145  lh2511  20251022  11575.00  ...  11440.00    11430.00       LH
146  lh2601  20251022  12230.00  ...  12205.00    12120.00       LH
147  lh2603  20251022  11650.00  ...  11580.00    11520.00       LH
148  lh2605  20251022  12090.00  ...  12100.00    12055.00       LH
149  lh2607  20251022  12800.00  ...  12835.00    12830.00       LH
150  lh2609  20251022  13675.00  ...  13650.00    13635.00       LH
151   m2511  20251022   2862.00  ...   2852.00     2878.00        M
152   m2512  20251022   2897.00  ...   2878.00     2905.00        M
153   m2601  20251022   2886.00  ...   2872.00     2897.00        M
154   m2603  20251022   2874.00  ...   2867.00     2885.00        M
155   m2605  20251022   2740.00  ...   2737.00     2744.00        M
156   m2607  20251022   2727.00  ...   2723.00     2728.00        M
157   m2608  20251022   2851.00  ...   2847.00     2853.00        M
158   m2609  20251022   2860.00  ...   2853.00     2860.00        M
159   p2510  20251022      0.00  ...   9402.00     9120.00        P
160   p2511  20251022   9190.00  ...   9138.00     9226.00        P
161   p2512  20251022   9220.00  ...   9166.00     9272.00        P
162   p2601  20251022   9286.00  ...   9224.00     9322.00        P
163   p2602  20251022   9270.00  ...   9236.00     9314.00        P
164   p2603  20251022   9286.00  ...   9254.00     9330.00        P
165   p2604  20251022   9278.00  ...   9246.00     9348.00        P
166   p2605  20251022   9254.00  ...   9196.00     9306.00        P
167   p2606  20251022   9176.00  ...   9136.00     9232.00        P
168   p2607  20251022   9084.00  ...   9050.00     9146.00        P
169   p2608  20251022   9008.00  ...   8998.00     9050.00        P
170   p2609  20251022   8988.00  ...   8958.00     9012.00        P
171  pg2510  20251022      0.00  ...   4339.00     4339.00       PG
172  pg2511  20251022   4251.00  ...   4281.00     4246.00       PG
173  pg2512  20251022   4108.00  ...   4130.00     4106.00       PG
174  pg2601  20251022   4006.00  ...   4011.00     3997.00       PG
175  pg2602  20251022   3917.00  ...   3913.00     3904.00       PG
176  pg2603  20251022   3808.00  ...   3800.00     3796.00       PG
177  pg2604  20251022   4137.00  ...   4128.00     4124.00       PG
178  pg2605  20251022   4058.00  ...   4054.00     4048.00       PG
179  pg2606  20251022   3980.00  ...   3987.00     3986.00       PG
180  pg2607  20251022   3931.00  ...   3927.00     3923.00       PG
181  pg2608  20251022   3869.00  ...   3867.00     3866.00       PG
182  pg2609  20251022   3801.00  ...   3806.00     3802.00       PG
183  pp2510  20251022      0.00  ...   6571.00     6455.00       PP
184  pp2511  20251022   6530.00  ...   6542.00     6507.00       PP
185  pp2512  20251022   6566.00  ...   6591.00     6553.00       PP
186  pp2601  20251022   6610.00  ...   6607.00     6572.00       PP
187  pp2602  20251022   6589.00  ...   6599.00     6570.00       PP
188  pp2603  20251022   6591.00  ...   6606.00     6572.00       PP
189  pp2604  20251022   6621.00  ...   6644.00     6600.00       PP
190  pp2605  20251022   6635.00  ...   6652.00     6619.00       PP
191  pp2606  20251022   6589.00  ...   6627.00     6599.00       PP
192  pp2607  20251022   6597.00  ...   6614.00     6597.00       PP
193  pp2608  20251022   6629.00  ...   6646.00     6625.00       PP
194  pp2609  20251022   6667.00  ...   6673.00     6647.00       PP
195  rr2510  20251022      0.00  ...   3617.00     3635.00       RR
196  rr2511  20251022   3618.00  ...   3616.00     3618.00       RR
197  rr2512  20251022   3605.00  ...   3591.00     3599.00       RR
198  rr2601  20251022   3626.00  ...   3619.00     3627.00       RR
199  rr2602  20251022   3611.00  ...   3601.00     3613.00       RR
200  rr2603  20251022   3609.00  ...   3607.00     3615.00       RR
201  rr2604  20251022   3623.00  ...   3615.00     3621.00       RR
202  rr2605  20251022   3611.00  ...   3610.00     3616.00       RR
203  rr2606  20251022   3605.00  ...   3602.00     3610.00       RR
204  rr2607  20251022   3603.00  ...   3602.00     3616.00       RR
205  rr2608  20251022   3589.00  ...   3598.00     3604.00       RR
206  rr2609  20251022      0.00  ...   3616.00     3616.00       RR
207   v2510  20251022   4590.00  ...   4588.00     4590.00        V
208   v2511  20251022   4630.00  ...   4621.00     4613.00        V
209   v2512  20251022   4668.00  ...   4664.00     4655.00        V
210   v2601  20251022   4695.00  ...   4706.00     4699.00        V
211   v2602  20251022   4743.00  ...   4755.00     4742.00        V
212   v2603  20251022   4762.00  ...   4784.00     4773.00        V
213   v2604  20251022   4954.00  ...   4977.00     4974.00        V
214   v2605  20251022   4990.00  ...   5011.00     5002.00        V
215   v2606  20251022   5032.00  ...   5043.00     5051.00        V
216   v2607  20251022   5068.00  ...   5086.00     5088.00        V
217   v2608  20251022   5098.00  ...   5120.00     5120.00        V
218   v2609  20251022   5122.00  ...   5147.00     5126.00        V
219   y2511  20251022   8252.00  ...   8214.00     8294.00        Y
220   y2512  20251022   8314.00  ...   8278.00     8348.00        Y
221   y2601  20251022   8294.00  ...   8246.00     8320.00        Y
222   y2603  20251022   8226.00  ...   8200.00     8276.00        Y
223   y2605  20251022   8126.00  ...   8076.00     8134.00        Y
224   y2607  20251022   8050.00  ...   8004.00     8076.00        Y
225   y2608  20251022   8026.00  ...   8008.00     8070.00        Y
226   y2609  20251022   8028.00  ...   7982.00     8028.00        Y

[227 rows x 12 columns]
2025-10-22 16:26:30,788 - future_1d - INFO - ak.get_dce_daily('2025-10-22') done
2025-10-22 16:26:32,586 - future_1d - INFO - save future_daily 2025-10-22 add
2025-10-22 16:26:32,593 - future_1d - INFO -                          0           1           2             3           4
symbol              PS2510      PS2511      PS2512        PS2601      PS2602
date            2025-10-22  2025-10-22  2025-10-22    2025-10-22  2025-10-22
opencol                0.0     50700.0     53005.0       53000.0     52885.0
high                   0.0     50835.0     53185.0       53125.0     52885.0
low                    0.0     49870.0     52235.0       52185.0     51860.0
close              50860.0     50310.0     52705.0       52615.0     52305.0
volume                 3.0    100492.0     51603.0       81863.0      2117.0
open_interest          0.0     49016.0     78547.0       78509.0      4032.0
turnover            47.376  1514494.68  814337.403  1289911.2525   33120.171
settle             50860.0     50235.0     52600.0       52520.0     52145.0
pre_settle         51935.0     50590.0     52985.0       52915.0     52715.0
variety                 PS          PS          PS            PS          PS
exchange              GFEX        GFEX        GFEX          GFEX        GFEX
comd                    ps          ps          ps            ps          ps
contract            ps2510      ps2511      ps2512        ps2601      ps2602
contract_yymm         2510        2511        2512          2601        2602
maturity_month           0           1           2             3           4
maturity_day           -21          10          40            71         102
=========================================================================
2025-10-22 18:25:17 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-10-22 18:25:19,926 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-22 18:25:20,203 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251014   3959.00  ...   3957.00     3968.00        A
1     a2601  20251014   3967.00  ...   3969.00     3969.00        A
2     a2603  20251014   3965.00  ...   3972.00     3971.00        A
3     a2605  20251014   4009.00  ...   4011.00     4004.00        A
4     a2607  20251014   4010.00  ...   4012.00     4003.00        A
5     a2609  20251014   4011.00  ...   4011.00     4008.00        A
6     b2510  20251014      0.00  ...   3619.00     3619.00        B
7     b2511  20251014   3639.00  ...   3607.00     3628.00        B
8     b2512  20251014   3653.00  ...   3636.00     3656.00        B
9     b2601  20251014   3633.00  ...   3628.00     3651.00        B
10    b2602  20251014   3650.00  ...   3632.00     3656.00        B
11    b2603  20251014   3612.00  ...   3599.00     3617.00        B
12    b2604  20251014   3530.00  ...   3500.00     3537.00        B
13    b2605  20251014   3453.00  ...   3444.00     3459.00        B
14    b2606  20251014   3432.00  ...   3409.00     3436.00        B
15    b2607  20251014   3434.00  ...   3415.00     3434.00        B
16    b2608  20251014   3526.00  ...   3511.00     3529.00        B
17    b2609  20251014   3552.00  ...   3543.00     3548.00        B
18   bb2511  20251014      0.00  ...    144.65      144.65       BB
19   bb2601  20251014    146.75  ...    147.00      146.60       BB
20   bb2603  20251014    146.70  ...    147.25      146.50       BB
21   bb2605  20251014    147.75  ...    147.95      146.70       BB
22   bb2607  20251014      0.00  ...    152.85      151.60       BB
23   bb2609  20251014      0.00  ...    152.85      151.60       BB
24   bz2603  20251014   5670.00  ...   5624.00     5707.00       BZ
25   bz2604  20251014   5645.00  ...   5615.00     5691.00       BZ
26   bz2605  20251014   5645.00  ...   5634.00     5697.00       BZ
27   bz2606  20251014      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251014      0.00  ...   5685.00     5689.00       BZ
29   bz2608  20251014   5601.00  ...   5601.00     5646.00       BZ
30   bz2609  20251014      0.00  ...   5720.00     5803.00       BZ
31    c2511  20251014   2088.00  ...   2087.00     2107.00        C
32    c2601  20251014   2103.00  ...   2105.00     2114.00        C
33    c2603  20251014   2127.00  ...   2131.00     2130.00        C
34    c2605  20251014   2192.00  ...   2198.00     2197.00        C
35    c2607  20251014   2207.00  ...   2214.00     2211.00        C
36    c2609  20251014   2223.00  ...   2230.00     2227.00        C
37   cs2511  20251014   2400.00  ...   2393.00     2413.00       CS
38   cs2601  20251014   2396.00  ...   2402.00     2413.00       CS
39   cs2603  20251014   2415.00  ...   2421.00     2426.00       CS
40   cs2605  20251014   2513.00  ...   2517.00     2522.00       CS
41   cs2607  20251014   2520.00  ...   2530.00     2535.00       CS
42   cs2609  20251014   2565.00  ...   2571.00     2576.00       CS
43   eb2510  20251014   6589.00  ...   6559.00     6670.00       EB
44   eb2511  20251014   6688.00  ...   6608.00     6714.00       EB
45   eb2512  20251014   6682.00  ...   6627.00     6723.00       EB
46   eb2601  20251014   6730.00  ...   6668.00     6754.00       EB
47   eb2602  20251014   6763.00  ...   6714.00     6802.00       EB
48   eb2603  20251014   6807.00  ...   6760.00     6843.00       EB
49   eb2604  20251014   6830.00  ...   6821.00     6871.00       EB
50   eb2605  20251014   6859.00  ...   6845.00     6906.00       EB
51   eb2606  20251014   6897.00  ...   6873.00     6923.00       EB
52   eb2607  20251014   6898.00  ...   6872.00     6918.00       EB
53   eb2608  20251014   6862.00  ...   6895.00     6943.00       EB
54   eb2609  20251014   6856.00  ...   6888.00     6964.00       EB
55   eg2510  20251014   4102.00  ...   4094.00     4156.00       EG
56   eg2511  20251014   4113.00  ...   4087.00     4129.00       EG
57   eg2512  20251014   4112.00  ...   4067.00     4112.00       EG
58   eg2601  20251014   4111.00  ...   4072.00     4112.00       EG
59   eg2602  20251014   4076.00  ...   4077.00     4126.00       EG
60   eg2603  20251014   4084.00  ...   4079.00     4140.00       EG
61   eg2604  20251014   4166.00  ...   4146.00     4181.00       EG
62   eg2605  20251014   4182.00  ...   4161.00     4197.00       EG
63   eg2606  20251014   4160.00  ...   4163.00     4211.00       EG
64   eg2607  20251014   4177.00  ...   4175.00     4193.00       EG
65   eg2608  20251014   4193.00  ...   4185.00     4200.00       EG
66   eg2609  20251014   4204.00  ...   4199.00     4267.00       EG
67   fb2510  20251014      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251014   1259.00  ...   1257.50     1262.00       FB
69   fb2512  20251014   1264.00  ...   1261.00     1263.50       FB
70   fb2601  20251014   1272.00  ...   1271.00     1269.00       FB
71   fb2602  20251014   1287.00  ...   1273.50     1271.50       FB
72   fb2603  20251014   1287.00  ...   1266.00     1261.50       FB
73   fb2604  20251014   1270.50  ...   1271.00     1269.00       FB
74   fb2605  20251014   1273.00  ...   1273.00     1273.00       FB
75   fb2606  20251014      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251014      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251014      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251014      0.00  ...   1296.00     1296.00       FB
79    i2510  20251014    810.00  ...    808.50      813.50        I
80    i2511  20251014    822.50  ...    805.00      814.00        I
81    i2512  20251014    817.00  ...    797.50      808.50        I
82    i2601  20251014    806.50  ...    788.00      798.50        I
83    i2602  20251014    802.50  ...    781.50      795.00        I
84    i2603  20251014    797.00  ...    779.50      788.00        I
85    i2604  20251014    792.00  ...    773.50      784.50        I
86    i2605  20251014    784.50  ...    765.00      776.00        I
87    i2606  20251014    778.00  ...    762.00      770.00        I
88    i2607  20251014    773.00  ...    757.50      766.00        I
89    i2608  20251014    768.00  ...    753.00      761.00        I
90    i2609  20251014    759.00  ...    747.00      755.50        I
91    j2510  20251014      0.00  ...   1600.00     1600.00        J
92    j2511  20251014   1598.00  ...   1586.00     1586.50        J
93    j2512  20251014   1627.00  ...   1608.00     1617.00        J
94    j2601  20251014   1650.00  ...   1636.50     1648.50        J
95    j2602  20251014   1653.00  ...   1653.00     1679.00        J
96    j2603  20251014   1676.50  ...   1676.50     1705.50        J
97    j2604  20251014      0.00  ...   1773.50     1773.50        J
98    j2605  20251014   1802.50  ...   1781.00     1797.00        J
99    j2606  20251014   1823.50  ...   1814.00     1823.50        J
100   j2607  20251014      0.00  ...   1833.50     1833.50        J
101   j2608  20251014      0.00  ...   1865.00     1865.00        J
102   j2609  20251014   1886.00  ...   1866.50     1879.50        J
103  jd2510  20251014   2664.00  ...   2685.00     2552.00       JD
104  jd2511  20251014   2830.00  ...   2847.00     2804.00       JD
105  jd2512  20251014   3005.00  ...   3028.00     2965.00       JD
106  jd2601  20251014   3210.00  ...   3232.00     3183.00       JD
107  jd2602  20251014   3038.00  ...   3044.00     3020.00       JD
108  jd2603  20251014   3067.00  ...   3060.00     3059.00       JD
109  jd2604  20251014   3191.00  ...   3168.00     3187.00       JD
110  jd2605  20251014   3375.00  ...   3345.00     3372.00       JD
111  jd2606  20251014   3260.00  ...   3235.00     3257.00       JD
112  jd2607  20251014   3510.00  ...   3479.00     3504.00       JD
113  jd2608  20251014   3977.00  ...   3966.00     3978.00       JD
114  jd2609  20251014   3873.00  ...   3866.00     3870.00       JD
115  jm2510  20251014    996.00  ...    951.00      924.00       JM
116  jm2511  20251014   1011.00  ...   1009.00     1001.50       JM
117  jm2512  20251014   1077.00  ...   1072.50     1071.00       JM
118  jm2601  20251014   1150.00  ...   1139.50     1145.00       JM
119  jm2602  20251014   1180.50  ...   1167.50     1176.50       JM
120  jm2603  20251014   1202.50  ...   1185.50     1198.50       JM
121  jm2604  20251014   1224.00  ...   1207.00     1221.00       JM
122  jm2605  20251014   1245.00  ...   1223.00     1240.50       JM
123  jm2606  20251014   1267.50  ...   1247.00     1255.00       JM
124  jm2607  20251014   1293.50  ...   1260.50     1281.00       JM
125  jm2608  20251014   1305.00  ...   1279.00     1304.50       JM
126  jm2609  20251014   1330.50  ...   1309.00     1327.00       JM
127   l2510  20251014   6901.00  ...   6856.00     6948.00        L
128   l2511  20251014   6957.00  ...   6922.00     6989.00        L
129   l2512  20251014   6973.00  ...   6928.00     6999.00        L
130   l2601  20251014   6996.00  ...   6936.00     7005.00        L
131   l2602  20251014   6977.00  ...   6924.00     7001.00        L
132   l2603  20251014   6992.00  ...   6944.00     7013.00        L
133   l2604  20251014   7011.00  ...   6984.00     7059.00        L
134   l2605  20251014   7039.00  ...   6975.00     7039.00        L
135   l2606  20251014   6964.00  ...   6953.00     7047.00        L
136   l2607  20251014   7031.00  ...   7007.00     7065.00        L
137   l2608  20251014   7049.00  ...   7015.00     7079.00        L
138   l2609  20251014   7060.00  ...   7018.00     7083.00        L
139  lg2511  20251014    800.00  ...    791.00      808.00       LG
140  lg2601  20251014    825.00  ...    820.00      823.00       LG
141  lg2603  20251014    829.50  ...    827.50      829.00       LG
142  lg2605  20251014    830.00  ...    828.50      830.00       LG
143  lg2607  20251014    832.00  ...    830.00      831.50       LG
144  lg2609  20251014    831.00  ...    831.50      832.00       LG
145  lh2511  20251014  11200.00  ...  11355.00    11225.00       LH
146  lh2601  20251014  12160.00  ...  12335.00    12150.00       LH
147  lh2603  20251014  11725.00  ...  11825.00    11835.00       LH
148  lh2605  20251014  12365.00  ...  12445.00    12440.00       LH
149  lh2607  20251014  13220.00  ...  13250.00    13220.00       LH
150  lh2609  20251014  13885.00  ...  13945.00    13880.00       LH
151   m2511  20251014   2926.00  ...   2896.00     2918.00        M
152   m2512  20251014   2956.00  ...   2936.00     2954.00        M
153   m2601  20251014   2936.00  ...   2912.00     2936.00        M
154   m2603  20251014   2912.00  ...   2890.00     2911.00        M
155   m2605  20251014   2747.00  ...   2736.00     2751.00        M
156   m2607  20251014   2734.00  ...   2719.00     2736.00        M
157   m2608  20251014   2854.00  ...   2841.00     2858.00        M
158   m2609  20251014   2858.00  ...   2846.00     2861.00        M
159   p2510  20251014   9198.00  ...   9184.00     9214.00        P
160   p2511  20251014   9270.00  ...   9266.00     9274.00        P
161   p2512  20251014   9308.00  ...   9314.00     9326.00        P
162   p2601  20251014   9364.00  ...   9366.00     9376.00        P
163   p2602  20251014   9368.00  ...   9358.00     9358.00        P
164   p2603  20251014   9338.00  ...   9332.00     9352.00        P
165   p2604  20251014   9336.00  ...   9312.00     9298.00        P
166   p2605  20251014   9232.00  ...   9238.00     9218.00        P
167   p2606  20251014   9146.00  ...   9108.00     9120.00        P
168   p2607  20251014   9052.00  ...   9012.00     9012.00        P
169   p2608  20251014   8976.00  ...   8956.00     8958.00        P
170   p2609  20251014   8874.00  ...   8884.00     8866.00        P
171  pg2510  20251014      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251014   4072.00  ...   4118.00     4069.00       PG
173  pg2512  20251014   3965.00  ...   3981.00     3978.00       PG
174  pg2601  20251014   3895.00  ...   3904.00     3909.00       PG
175  pg2602  20251014   3827.00  ...   3835.00     3848.00       PG
176  pg2603  20251014   3756.00  ...   3762.00     3781.00       PG
177  pg2604  20251014   4159.00  ...   4147.00     4166.00       PG
178  pg2605  20251014   4081.00  ...   4076.00     4093.00       PG
179  pg2606  20251014   4017.00  ...   4017.00     4047.00       PG
180  pg2607  20251014   3973.00  ...   3974.00     3984.00       PG
181  pg2608  20251014   3918.00  ...   3917.00     3930.00       PG
182  pg2609  20251014   3855.00  ...   3859.00     3876.00       PG
183  pp2510  20251014   6576.00  ...   6536.00     6611.00       PP
184  pp2511  20251014   6635.00  ...   6551.00     6639.00       PP
185  pp2512  20251014   6642.00  ...   6593.00     6679.00       PP
186  pp2601  20251014   6679.00  ...   6628.00     6708.00       PP
187  pp2602  20251014   6671.00  ...   6620.00     6704.00       PP
188  pp2603  20251014   6662.00  ...   6624.00     6705.00       PP
189  pp2604  20251014   6707.00  ...   6647.00     6738.00       PP
190  pp2605  20251014   6755.00  ...   6683.00     6763.00       PP
191  pp2606  20251014   6690.00  ...   6644.00     6733.00       PP
192  pp2607  20251014   6674.00  ...   6647.00     6694.00       PP
193  pp2608  20251014   6698.00  ...   6670.00     6709.00       PP
194  pp2609  20251014   6729.00  ...   6695.00     6754.00       PP
195  rr2510  20251014   3620.00  ...   3620.00     3604.00       RR
196  rr2511  20251014   3610.00  ...   3615.00     3619.00       RR
197  rr2512  20251014   3610.00  ...   3608.00     3611.00       RR
198  rr2601  20251014   3624.00  ...   3625.00     3642.00       RR
199  rr2602  20251014   3611.00  ...   3613.00     3628.00       RR
200  rr2603  20251014   3611.00  ...   3614.00     3621.00       RR
201  rr2604  20251014   3620.00  ...   3617.00     3622.00       RR
202  rr2605  20251014   3612.00  ...   3612.00     3618.00       RR
203  rr2606  20251014   3602.00  ...   3602.00     3615.00       RR
204  rr2607  20251014      0.00  ...   3624.00     3636.00       RR
205  rr2608  20251014   3596.00  ...   3589.00     3595.00       RR
206  rr2609  20251014   3623.00  ...   3612.00     3636.00       RR
207   v2510  20251014   4607.00  ...   4567.00     4606.00        V
208   v2511  20251014   4620.00  ...   4596.00     4636.00        V
209   v2512  20251014   4674.00  ...   4641.00     4675.00        V
210   v2601  20251014   4717.00  ...   4684.00     4720.00        V
211   v2602  20251014   4753.00  ...   4727.00     4758.00        V
212   v2603  20251014   4790.00  ...   4754.00     4792.00        V
213   v2604  20251014   4990.00  ...   4957.00     5000.00        V
214   v2605  20251014   5043.00  ...   4998.00     5037.00        V
215   v2606  20251014   5055.00  ...   5029.00     5070.00        V
216   v2607  20251014   5091.00  ...   5072.00     5108.00        V
217   v2608  20251014   5113.00  ...   5103.00     5148.00        V
218   v2609  20251014   5162.00  ...   5137.00     5176.00        V
219   y2511  20251014   8284.00  ...   8272.00     8284.00        Y
220   y2512  20251014   8306.00  ...   8306.00     8322.00        Y
221   y2601  20251014   8280.00  ...   8270.00     8282.00        Y
222   y2603  20251014   8234.00  ...   8206.00     8214.00        Y
223   y2605  20251014   8036.00  ...   8040.00     8030.00        Y
224   y2607  20251014   7982.00  ...   7980.00     7974.00        Y
225   y2608  20251014   7990.00  ...   7966.00     7968.00        Y
226   y2609  20251014   7948.00  ...   7924.00     7940.00        Y

[227 rows x 12 columns]
2025-10-22 18:25:20,824 - future_1d - INFO - ak.get_dce_daily('2025-10-14') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251014   9150.0   9980.0  ...      332.10   9225.0      9170.0       AP
1    AP511  20251014   8700.0   8747.0  ...    10991.58   8675.0      8697.0       AP
2    AP512  20251014   8676.0   8694.0  ...     3715.81   8641.0      8644.0       AP
3    AP601  20251014   8640.0   8705.0  ...   632953.82   8660.0      8665.0       AP
4    AP603  20251014   8578.0   8601.0  ...     1662.46   8569.0      8556.0       AP
5    AP604  20251014   8586.0   8622.0  ...      945.21   8593.0      8586.0       AP
6    AP605  20251014   8612.0   8698.0  ...    37848.44   8657.0      8651.0       AP
7    CF511  20251014  13350.0  13365.0  ...    77321.90  13310.0     13330.0       CF
8    CF601  20251014  13315.0  13315.0  ...  1219748.31  13255.0     13285.0       CF
9    CF603  20251014  13320.0  13340.0  ...   133064.14  13270.0     13300.0       CF
10   CF605  20251014  13360.0  13370.0  ...   277016.43  13315.0     13325.0       CF
11   CF607  20251014  13355.0  13360.0  ...      899.95  13335.0     13340.0       CF
12   CF609  20251014  13525.0  13530.0  ...     3001.69  13490.0     13510.0       CF
13   CJ512  20251014  11030.0  11085.0  ...     7333.84  10980.0     11065.0       CJ
14   CJ601  20251014  11150.0  11185.0  ...   756986.99  11100.0     11150.0       CJ
15   CJ603  20251014  11080.0  11135.0  ...     9401.39  11060.0     11100.0       CJ
16   CJ605  20251014  11230.0  11270.0  ...   113635.99  11185.0     11220.0       CJ
17   CJ607  20251014  11275.0  11340.0  ...     1419.14  11265.0     11290.0       CJ
18   CJ609  20251014  11405.0  11460.0  ...     1594.31  11390.0     11405.0       CJ
19   CY510  20251014      0.0      0.0  ...        0.00  19410.0     19455.0       CY
20   CY511  20251014  19680.0  19720.0  ...     3687.06  19665.0     19720.0       CY
21   CY512  20251014      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251014  19395.0  19395.0  ...   103148.13  19310.0     19355.0       CY
23   CY602  20251014      0.0      0.0  ...        0.00  19455.0     19595.0       CY
24   CY603  20251014      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251014      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251014      0.0      0.0  ...        0.00  19795.0     19845.0       CY
29   CY608  20251014      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251014      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251014   1024.0   1024.0  ...        2.05   1024.0      1086.0       FG
32   FG511  20251014   1079.0   1079.0  ...    84038.06   1051.0      1085.0       FG
33   FG512  20251014   1186.0   1188.0  ...    79998.03   1155.0      1186.0       FG
34   FG601  20251014   1180.0   1180.0  ...  4594440.33   1149.0      1178.0       FG
35   FG602  20251014   1251.0   1251.0  ...    41054.25   1210.0      1240.0       FG
36   FG603  20251014   1255.0   1255.0  ...    75206.53   1214.0      1244.0       FG
37   FG604  20251014   1292.0   1316.0  ...     1161.13   1284.0      1312.0       FG
38   FG605  20251014   1312.0   1314.0  ...   198953.56   1283.0      1310.0       FG
39   FG606  20251014   1346.0   1348.0  ...     1538.46   1322.0      1344.0       FG
40   FG607  20251014   1339.0   1344.0  ...     2753.79   1311.0      1338.0       FG
41   FG608  20251014   1389.0   1391.0  ...     2498.67   1367.0      1389.0       FG
42   FG609  20251014   1391.0   1394.0  ...    10955.76   1366.0      1390.0       FG
43   JR511  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251014   2260.0   2260.0  ...      363.72   2245.0      2216.0       MA
52   MA511  20251014   2306.0   2316.0  ...    46598.57   2275.0      2288.0       MA
53   MA512  20251014   2327.0   2332.0  ...   112225.14   2276.0      2319.0       MA
54   MA601  20251014   2345.0   2345.0  ...  2842382.13   2297.0      2335.0       MA
55   MA602  20251014   2365.0   2365.0  ...    68774.50   2318.0      2364.0       MA
56   MA603  20251014   2375.0   2378.0  ...   148506.72   2325.0      2380.0       MA
57   MA604  20251014   2361.0   2365.0  ...      156.68   2338.0      2381.0       MA
58   MA605  20251014   2354.0   2356.0  ...   384339.96   2319.0      2361.0       MA
59   MA606  20251014   2363.0   2363.0  ...       60.56   2329.0      2368.0       MA
60   MA607  20251014   2330.0   2330.0  ...      253.81   2287.0      2347.0       MA
61   MA608  20251014   2316.0   2318.0  ...       48.09   2290.0      2338.0       MA
62   MA609  20251014   2317.0   2317.0  ...     5833.98   2277.0      2319.0       MA
63   OI511  20251014  10165.0  10186.0  ...    91439.15  10140.0     10149.0       OI
64   OI601  20251014  10012.0  10030.0  ...  2220839.75   9983.0      9987.0       OI
65   OI603  20251014   9846.0   9851.0  ...   242647.09   9764.0      9818.0       OI
66   OI605  20251014   9572.0   9594.0  ...   210805.72   9498.0      9549.0       OI
67   OI607  20251014   9526.0   9526.0  ...     1386.72   9433.0      9489.0       OI
68   OI609  20251014   9439.0   9456.0  ...      929.00   9384.0      9437.0       OI
69   PF510  20251014   6136.0   6136.0  ...      143.72   6116.0      6160.0       PF
70   PF511  20251014   6160.0   6180.0  ...   167643.67   6126.0      6184.0       PF
71   PF512  20251014   6120.0   6134.0  ...   839258.23   6076.0      6136.0       PF
72   PF601  20251014   6176.0   6176.0  ...   138491.86   6110.0      6180.0       PF
73   PF602  20251014   6128.0   6132.0  ...   385324.06   6086.0      6146.0       PF
74   PF603  20251014   6116.0   6116.0  ...   101201.48   6076.0      6126.0       PF
75   PF604  20251014   6182.0   6182.0  ...      107.57   6148.0      6208.0       PF
76   PF605  20251014   6172.0   6178.0  ...      289.00   6150.0      6208.0       PF
77   PF606  20251014   6154.0   6154.0  ...       15.34   6138.0      6214.0       PF
78   PF607  20251014   6178.0   6206.0  ...       21.62   6178.0      6238.0       PF
79   PF608  20251014   6192.0   6214.0  ...        6.20   6204.0      6268.0       PF
80   PF609  20251014   6204.0   6220.0  ...       24.81   6204.0      6274.0       PF
81   PK510  20251014      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251014   7912.0   7934.0  ...   297014.58   7872.0      7866.0       PK
83   PK512  20251014   7944.0   8008.0  ...   371955.80   7924.0      7874.0       PK
84   PK601  20251014   8010.0   8090.0  ...   674432.00   8016.0      7934.0       PK
85   PK603  20251014   8080.0   8152.0  ...   336570.97   8034.0      7994.0       PK
86   PK604  20251014   8090.0   8150.0  ...     3289.93   8044.0      8018.0       PK
87   PK605  20251014   8108.0   8184.0  ...    57742.42   8070.0      8044.0       PK
88   PL601  20251014   6188.0   6188.0  ...    98894.35   6109.0      6190.0       PL
89   PL602  20251014   6167.0   6195.0  ...    27545.22   6151.0      6228.0       PL
90   PL603  20251014   6169.0   6191.0  ...    33307.96   6152.0      6221.0       PL
91   PL604  20251014      0.0      0.0  ...        0.00   6132.0      6239.0       PL
92   PL605  20251014   6156.0   6156.0  ...      195.81   6119.0      6197.0       PL
93   PL606  20251014   6153.0   6160.0  ...       36.85   6142.0      6183.0       PL
94   PL607  20251014      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251014      0.0      0.0  ...        0.00   6280.0      6415.0       PL
96   PL609  20251014      0.0      0.0  ...        0.00   6239.0      6331.0       PL
97   PM511  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251014   5678.0   5680.0  ...      476.99   5678.0      5710.0       PR
104  PR511  20251014   5650.0   5656.0  ...    32272.78   5612.0      5674.0       PR
105  PR512  20251014   5646.0   5650.0  ...   247538.80   5600.0      5650.0       PR
106  PR601  20251014   5618.0   5622.0  ...   226644.97   5572.0      5628.0       PR
107  PR602  20251014   5662.0   5662.0  ...    61520.77   5608.0      5666.0       PR
108  PR603  20251014   5656.0   5674.0  ...      320.84   5630.0      5682.0       PR
109  PR604  20251014   5674.0   5694.0  ...      135.66   5654.0      5706.0       PR
110  PR605  20251014   5696.0   5696.0  ...       76.67   5680.0      5730.0       PR
111  PR606  20251014   5696.0   5696.0  ...        8.54   5696.0      5774.0       PR
112  PR607  20251014   5730.0   5730.0  ...       25.72   5716.0      5756.0       PR
113  PR608  20251014   5716.0   5724.0  ...       25.75   5722.0      5770.0       PR
114  PR609  20251014   5718.0   5718.0  ...       17.15   5718.0      5768.0       PR
115  PX510  20251014      0.0      0.0  ...     6458.00   6332.0      6402.0       PX
116  PX511  20251014   6448.0   6482.0  ...   238441.56   6416.0      6464.0       PX
117  PX512  20251014   6424.0   6452.0  ...   159238.50   6386.0      6444.0       PX
118  PX601  20251014   6412.0   6440.0  ...   519846.55   6370.0      6440.0       PX
119  PX602  20251014   6436.0   6446.0  ...   183048.02   6374.0      6454.0       PX
120  PX603  20251014   6436.0   6438.0  ...   131718.97   6378.0      6450.0       PX
121  PX604  20251014   6470.0   6470.0  ...       25.77   6444.0      6468.0       PX
122  PX605  20251014   6472.0   6472.0  ...     3579.37   6416.0      6472.0       PX
123  PX606  20251014      0.0      0.0  ...        0.00   6400.0      6480.0       PX
124  PX607  20251014      0.0      0.0  ...        0.00   6412.0      6498.0       PX
125  PX608  20251014      0.0      0.0  ...        0.00   6424.0      6506.0       PX
126  PX609  20251014   6462.0   6462.0  ...       16.06   6424.0      6482.0       PX
127  RI511  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251014   2397.0   2440.0  ...    20567.30   2404.0      2414.0       RM
134  RM601  20251014   2390.0   2407.0  ...   650501.43   2369.0      2398.0       RM
135  RM603  20251014   2318.0   2326.0  ...     8717.98   2305.0      2328.0       RM
136  RM605  20251014   2315.0   2318.0  ...   194239.80   2299.0      2323.0       RM
137  RM607  20251014   2306.0   2308.0  ...    17984.60   2294.0      2313.0       RM
138  RM608  20251014   2411.0   2411.0  ...     1155.72   2398.0      2419.0       RM
139  RM609  20251014   2402.0   2405.0  ...     4071.81   2388.0      2408.0       RM
140  RS511  20251014   5430.0   5430.0  ...      199.24   5243.0      5399.0       RS
141  RS607  20251014      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251014      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251014   5468.0   5468.0  ...       10.92   5460.0      5463.0       RS
144  SA510  20251014   1154.0   1154.0  ...      688.07   1147.0      1156.0       SA
145  SA511  20251014   1173.0   1173.0  ...    68184.11   1161.0      1175.0       SA
146  SA512  20251014   1234.0   1236.0  ...   209611.55   1218.0      1233.0       SA
147  SA601  20251014   1247.0   1249.0  ...  2996684.46   1229.0      1243.0       SA
148  SA602  20251014   1282.0   1284.0  ...    93718.97   1266.0      1281.0       SA
149  SA603  20251014   1289.0   1291.0  ...   240648.99   1272.0      1287.0       SA
150  SA604  20251014   1330.0   1330.0  ...     3130.28   1312.0      1331.0       SA
151  SA605  20251014   1341.0   1341.0  ...   162486.80   1317.0      1333.0       SA
152  SA606  20251014   1353.0   1357.0  ...      813.38   1338.0      1354.0       SA
153  SA607  20251014   1357.0   1359.0  ...     2389.82   1349.0      1357.0       SA
154  SA608  20251014   1396.0   1399.0  ...      707.90   1383.0      1397.0       SA
155  SA609  20251014   1404.0   1407.0  ...     6429.53   1388.0      1403.0       SA
156  SF510  20251014   5250.0   5250.0  ...      104.57   5230.0      5248.0       SF
157  SF511  20251014   5402.0   5418.0  ...   249544.20   5378.0      5402.0       SF
158  SF512  20251014   5364.0   5386.0  ...   112568.78   5334.0      5370.0       SF
159  SF601  20251014   5360.0   5374.0  ...   233507.72   5334.0      5362.0       SF
160  SF602  20251014   5304.0   5322.0  ...    54383.32   5276.0      5320.0       SF
161  SF603  20251014   5494.0   5496.0  ...   108589.86   5450.0      5504.0       SF
162  SF604  20251014   5458.0   5458.0  ...       13.59   5436.0      5482.0       SF
163  SF605  20251014   5472.0   5480.0  ...     2195.07   5440.0      5478.0       SF
164  SF606  20251014   5400.0   5416.0  ...      143.13   5402.0      5444.0       SF
165  SF607  20251014   5578.0   5580.0  ...       36.22   5572.0      5614.0       SF
166  SF608  20251014   5574.0   5584.0  ...       13.94   5576.0      5628.0       SF
167  SF609  20251014   5568.0   5568.0  ...       33.33   5556.0      5604.0       SF
168  SH510  20251014      0.0      0.0  ...        0.00   2395.0      2418.0       SH
169  SH511  20251014   2424.0   2425.0  ...   161956.37   2405.0      2408.0       SH
170  SH512  20251014   2479.0   2479.0  ...   195681.95   2446.0      2463.0       SH
171  SH601  20251014   2465.0   2465.0  ...  2397631.54   2429.0      2452.0       SH
172  SH602  20251014   2494.0   2503.0  ...   331200.30   2467.0      2488.0       SH
173  SH603  20251014   2501.0   2515.0  ...   316187.63   2473.0      2497.0       SH
174  SH604  20251014   2550.0   2550.0  ...     1273.74   2527.0      2538.0       SH
175  SH605  20251014   2560.0   2563.0  ...    18318.87   2534.0      2549.0       SH
176  SH606  20251014   2578.0   2581.0  ...      848.15   2570.0      2569.0       SH
177  SH607  20251014   2577.0   2584.0  ...      517.68   2576.0      2568.0       SH
178  SH608  20251014   2590.0   2619.0  ...      436.99   2601.0      2588.0       SH
179  SH609  20251014   2602.0   2608.0  ...      490.91   2597.0      2597.0       SH
180  SM510  20251014   5608.0   5626.0  ...      668.00   5614.0      5628.0       SM
181  SM511  20251014   5732.0   5744.0  ...    25133.11   5720.0      5736.0       SM
182  SM512  20251014   5738.0   5750.0  ...   167605.64   5720.0      5742.0       SM
183  SM601  20251014   5750.0   5754.0  ...   383388.98   5728.0      5746.0       SM
184  SM602  20251014   5748.0   5760.0  ...    42325.65   5734.0      5754.0       SM
185  SM603  20251014   5750.0   5774.0  ...   200233.49   5742.0      5766.0       SM
186  SM604  20251014      0.0      0.0  ...        0.00   5768.0      5768.0       SM
187  SM605  20251014   5778.0   5782.0  ...    21406.93   5758.0      5770.0       SM
188  SM606  20251014   5766.0   5768.0  ...       31.67   5760.0      5784.0       SM
189  SM607  20251014   5780.0   5788.0  ...       17.33   5778.0      5796.0       SM
190  SM608  20251014   5790.0   5800.0  ...       17.37   5792.0      5822.0       SM
191  SM609  20251014   5804.0   5804.0  ...     1330.82   5800.0      5806.0       SM
192  SR511  20251014   5469.0   5469.0  ...    22885.62   5442.0      5515.0       SR
193  SR601  20251014   5430.0   5432.0  ...  1775983.16   5400.0      5474.0       SR
194  SR603  20251014   5420.0   5420.0  ...   199888.73   5384.0      5461.0       SR
195  SR605  20251014   5410.0   5410.0  ...   192474.80   5374.0      5444.0       SR
196  SR607  20251014   5412.0   5417.0  ...     8152.31   5385.0      5446.0       SR
197  SR609  20251014   5424.0   5425.0  ...     8327.11   5393.0      5452.0       SR
198  TA510  20251014   4454.0   4456.0  ...    12681.93   4420.0      4470.0       TA
199  TA511  20251014   4470.0   4486.0  ...   155508.23   4432.0      4486.0       TA
200  TA512  20251014   4472.0   4490.0  ...   250204.77   4454.0      4500.0       TA
201  TA601  20251014   4504.0   4506.0  ...  1536053.60   4464.0      4512.0       TA
202  TA602  20251014   4516.0   4518.0  ...   248809.03   4486.0      4524.0       TA
203  TA603  20251014   4526.0   4528.0  ...    89055.07   4496.0      4536.0       TA
204  TA604  20251014   4536.0   4544.0  ...       33.98   4532.0      4554.0       TA
205  TA605  20251014   4560.0   4562.0  ...   102617.67   4522.0      4560.0       TA
206  TA606  20251014   4510.0   4510.0  ...        2.26   4510.0      4574.0       TA
207  TA607  20251014   4572.0   4572.0  ...        6.83   4550.0      4588.0       TA
208  TA608  20251014   4586.0   4586.0  ...       11.39   4558.0      4598.0       TA
209  TA609  20251014   4590.0   4592.0  ...     2278.42   4552.0      4590.0       TA
210  UR510  20251014   1511.0   1513.0  ...      547.43   1504.0      1505.0       UR
211  UR511  20251014   1582.0   1592.0  ...    19945.01   1578.0      1582.0       UR
212  UR512  20251014   1593.0   1603.0  ...    28663.04   1587.0      1594.0       UR
213  UR601  20251014   1606.0   1616.0  ...   452004.36   1602.0      1605.0       UR
214  UR602  20251014   1613.0   1622.0  ...    20540.45   1607.0      1616.0       UR
215  UR603  20251014   1670.0   1670.0  ...      199.27   1661.0      1665.0       UR
216  UR604  20251014   1675.0   1675.0  ...        6.67   1669.0      1672.0       UR
217  UR605  20251014   1675.0   1683.0  ...    34023.43   1672.0      1673.0       UR
218  UR606  20251014   1687.0   1687.0  ...      204.48   1676.0      1677.0       UR
219  UR607  20251014   1716.0   1716.0  ...       20.52   1710.0      1712.0       UR
220  UR608  20251014   1713.0   1713.0  ...       27.31   1707.0      1709.0       UR
221  UR609  20251014   1711.0   1711.0  ...      456.97   1705.0      1707.0       UR
222  WH511  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:25:21,107 - future_1d - INFO - ak.get_czce_daily('2025-10-14') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251014  7410.000  ...  7159.800    7342.600       IC
1   IC2511  20251014  7331.400  ...  7072.000    7267.400       IC
2   IC2512  20251014  7252.000  ...  7018.600    7221.400       IC
3   IC2603  20251014  7110.000  ...  6857.000    7055.200       IC
4   IF2510  20251014  4603.000  ...  4531.000    4580.400       IF
5   IF2511  20251014  4600.000  ...  4513.400    4569.800       IF
6   IF2512  20251014  4588.600  ...  4499.200    4559.400       IF
7   IF2603  20251014  4570.000  ...  4477.200    4539.400       IF
8   IH2510  20251014  2979.000  ...  2958.400    2964.200       IH
9   IH2511  20251014  2985.000  ...  2952.200    2961.000       IH
10  IH2512  20251014  2972.200  ...  2953.000    2961.200       IH
11  IH2603  20251014  2980.000  ...  2953.800    2962.000       IH
12  IM2510  20251014  7506.000  ...  7338.200    7473.000       IM
13  IM2511  20251014  7436.600  ...  7234.400    7381.400       IM
14  IM2512  20251014  7360.000  ...  7148.600    7303.800       IM
15  IM2603  20251014  7120.000  ...  6926.000    7076.600       IM
16   T2512  20251014   107.975  ...   108.190     108.050        T
17   T2603  20251014   107.630  ...   107.880     107.720        T
18   T2606  20251014   107.505  ...   107.795     107.625        T
19  TF2512  20251014   105.630  ...   105.765     105.665       TF
20  TF2603  20251014   105.525  ...   105.650     105.560       TF
21  TF2606  20251014   105.555  ...   105.650     105.570       TF
22  TL2512  20251014   114.050  ...   114.740     114.370       TL
23  TL2603  20251014   113.700  ...   114.420     114.030       TL
24  TL2606  20251014   113.600  ...   114.360     113.990       TL
25  TS2512  20251014   102.354  ...   102.386     102.366       TS
26  TS2603  20251014   102.260  ...   102.292     102.270       TS
27  TS2606  20251014   102.298  ...   102.334     102.332       TS

[28 rows x 12 columns]
2025-10-22 18:25:21,350 - future_1d - INFO - ak.get_cffex_daily('2025-10-14') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251014   451.1   455.2  ...  3443966.95   451.8      451.5      SC
1       SC2512  20251014   451.7   456.1  ...  1971504.29   452.5      453.7      SC
2       SC2601  20251014   452.6   456.1  ...    458112.6   452.5      454.1      SC
3       SC2602  20251014   453.8   456.3  ...   117972.08     453      453.8      SC
4       SC2603  20251014   453.2   456.7  ...    12451.61   452.7      454.8      SC
5       SC2604  20251014   453.1   456.8  ...     3357.22   453.6      455.4      SC
6       SC2605  20251014   454.2   457.2  ...     1681.87   454.5      455.9      SC
7       SC2606  20251014   453.8   457.6  ...    28932.84   455.6      453.1      SC
8       SC2607  20251014     456   456.9  ...      500.28   454.8      454.9      SC
9       SC2608  20251014   453.8   457.4  ...      318.73   455.3      454.1      SC
10      SC2609  20251014     457     457  ...      454.67   454.6        454      SC
11      SC2610  20251014                  ...           0   449.7      449.7      SC
12      SC2612  20251014                  ...           0   452.6      452.6      SC
13      SC2703  20251014                  ...           0   451.6      451.6      SC
14      SC2706  20251014   453.6   453.6  ...       45.36   453.6      450.1      SC
15      SC2709  20251014                  ...           0   450.6      450.6      SC
16      SC2712  20251014   457.9   457.9  ...       91.01     455        451      SC
17      SC2803  20251014                  ...           0     449        449      SC
18      SC2806  20251014   451.9     452  ...      225.89   451.7      449.9      SC
19      SC2809  20251014   454.3   454.4  ...      271.79   452.9      451.2      SC
21      LU2511  20251014    3202    3224  ...     24280.1    3204       3220      LU
22      LU2512  20251014    3215    3236  ...  245899.633    3216       3240      LU
23      LU2601  20251014    3206    3230  ...  124896.377    3210       3232      LU
24      LU2602  20251014    3209    3224  ...    6668.175    3205       3229      LU
25      LU2603  20251014    3210    3222  ...    2921.346    3206       3232      LU
26      LU2604  20251014    3188    3197  ...      15.964    3192       3247      LU
27      LU2605  20251014    3212    3212  ...      25.602    3200       3222      LU
28      LU2606  20251014    3189    3194  ...      60.369    3177       3210      LU
29      LU2607  20251014    3211    3211  ...     141.077    3206       3208      LU
30      LU2608  20251014    3213    3213  ...     153.883    3205       3205      LU
31      LU2609  20251014    3201    3204  ...     331.634    3188       3208      LU
32      LU2610  20251014    3187    3187  ...       3.187    3187       3209      LU
34      NR2510  20251014   11930   11940  ...      1550.8   11925      11960      NR
35      NR2511  20251014   12080   12085  ...  461017.135   11990      12085      NR
36      NR2512  20251014   12095   12095  ...  434734.275   11985      12080      NR
37      NR2601  20251014   12100   12115  ...   138884.58   11995      12100      NR
38      NR2602  20251014   12050   12060  ...   13100.385   11995      12035      NR
39      NR2603  20251014   12045   12050  ...     3595.09   12020      12085      NR
40      NR2604  20251014   12060   12060  ...      3120.5   12000      12090      NR
41      NR2605  20251014   12070   12095  ...      456.89   12020      12095      NR
42      NR2606  20251014   12060   12060  ...       24.08   12040      12095      NR
43      NR2607  20251014                  ...           0   12115      12115      NR
44      NR2608  20251014   12145   12145  ...      12.145   12145      12205      NR
45      NR2609  20251014                  ...           0   12250      12250      NR
47      BC2510  20251014   75040   75040  ...      1125.6   75040      75030      BC
48      BC2511  20251014   76080   77210  ...  782156.205   76190      75420      BC
49      BC2512  20251014   76130   77210  ...   94503.635   76240      75700      BC
50      BC2601  20251014   76860   76860  ...       38.43   76860      75730      BC
51      BC2602  20251014                  ...           0   75800      76660      BC
52      BC2603  20251014   76820   76820  ...        75.8   75800      76740      BC
53      BC2604  20251014                  ...           0   76520      76740      BC
54      BC2605  20251014                  ...           0   75900      75900      BC
55      BC2606  20251014                  ...           0   75880      75880      BC
56      BC2607  20251014                  ...           0   76570      76850      BC
57      BC2608  20251014                  ...           0   75800      75800      BC
58      BC2609  20251014                  ...           0   76130      76130      BC
60      EC2510  20251014    1135    1141  ...  27776.0825  1134.4     1133.1      EC
61      EC2512  20251014    1558    1712  ...  382788.063    1639     1559.4      EC
62      EC2602  20251014    1360  1497.2  ...   72949.841  1416.6       1358      EC
63      EC2604  20251014    1085    1164  ...   38989.607  1112.5     1090.9      EC
64      EC2606  20251014  1266.8  1330.1  ...    4019.408  1286.2     1254.5      EC
65      EC2608  20251014  1389.2  1469.4  ...   2172.2325  1424.4     1388.7      EC
69  SC_TAS2511  20251014                  ...                                 SC_TAS
70  SC_TAS2512  20251014                  ...                                 SC_TAS
71  SC_TAS2601  20251014                  ...                                 SC_TAS
72  SC_TAS2602  20251014                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 18:25:21,475 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251014  ...   85820      84900      CU
1        1      CU2511  20251014  ...   85710      84810      CU
2        2      CU2512  20251014  ...   85690      84890      CU
3        3      CU2601  20251014  ...   85610      84840      CU
4        4      CU2602  20251014  ...   85570      84840      CU
5        5      CU2603  20251014  ...   85750      85000      CU
6        6      CU2604  20251014  ...   85680      85080      CU
7        7      CU2605  20251014  ...   85680      85420      CU
8        8      CU2606  20251014  ...   85390      84990      CU
9        9      CU2607  20251014  ...   84950      85020      CU
10      10      CU2608  20251014  ...   85220      85030      CU
11      11      CU2609  20251014  ...   85270      84920      CU
12      12      BC2510  20251014  ...   75040      75030      BC
13      13      BC2511  20251014  ...   76190      75420      BC
14      14      BC2512  20251014  ...   76240      75700      BC
15      15      BC2601  20251014  ...   76860      75730      BC
16      16      BC2602  20251014  ...   75800      76660      BC
17      17      BC2603  20251014  ...   75800      76740      BC
18      18      BC2604  20251014  ...   76520      76740      BC
19      19      BC2605  20251014  ...   75900      75900      BC
20      20      BC2606  20251014  ...   75880      75880      BC
21      21      BC2607  20251014  ...   76570      76850      BC
22      22      BC2608  20251014  ...   75800      75800      BC
23      23      BC2609  20251014  ...   76130      76130      BC
24      24      AL2510  20251014  ...   20905      20855      AL
25      25      AL2511  20251014  ...   20930      20860      AL
26      26      AL2512  20251014  ...   20945      20870      AL
27      27      AL2601  20251014  ...   20950      20865      AL
28      28      AL2602  20251014  ...   20945      20875      AL
29      29      AL2603  20251014  ...   20945      20900      AL
30      30      AL2604  20251014  ...   20980      20910      AL
31      31      AL2605  20251014  ...   20995      20920      AL
32      32      AL2606  20251014  ...   20995      20935      AL
33      33      AL2607  20251014  ...   21015      20945      AL
34      34      AL2608  20251014  ...   21010      20905      AL
35      35      AL2609  20251014  ...   20995      20970      AL
36      36      ZN2510  20251014  ...   22205      22220      ZN
37      37      ZN2511  20251014  ...   22275      22285      ZN
38      38      ZN2512  20251014  ...   22310      22310      ZN
39      39      ZN2601  20251014  ...   22340      22335      ZN
40      40      ZN2602  20251014  ...   22370      22350      ZN
41      41      ZN2603  20251014  ...   22395      22370      ZN
42      42      ZN2604  20251014  ...   22415      22390      ZN
43      43      ZN2605  20251014  ...   22435      22430      ZN
44      44      ZN2606  20251014  ...   22475      22420      ZN
45      45      ZN2607  20251014  ...   22470      22435      ZN
46      46      ZN2608  20251014  ...   22475      22460      ZN
47      47      ZN2609  20251014  ...   22535      22490      ZN
48      48      PB2510  20251014  ...   17045      17110      PB
49      49      PB2511  20251014  ...   17085      17155      PB
50      50      PB2512  20251014  ...   17095      17160      PB
51      51      PB2601  20251014  ...   17090      17145      PB
52      52      PB2602  20251014  ...   17115      17150      PB
53      53      PB2603  20251014  ...   17105      17170      PB
54      54      PB2604  20251014  ...   17115      17300      PB
55      55      PB2605  20251014  ...   17125      17190      PB
56      56      PB2606  20251014  ...   17145      17200      PB
57      57      PB2607  20251014  ...   17160      17175      PB
58      58      PB2608  20251014  ...   17170      17195      PB
59      59      PB2609  20251014  ...   17225      17235      PB
60      60      NI2510  20251014  ...  120560     121270      NI
61      61      NI2511  20251014  ...  121080     121650      NI
62      62      NI2512  20251014  ...  121210     121790      NI
63      63      NI2601  20251014  ...  121470     122050      NI
64      64      NI2602  20251014  ...  121680     122160      NI
65      65      NI2603  20251014  ...  122000     122400      NI
66      66      NI2604  20251014  ...  122110     122570      NI
67      67      NI2605  20251014  ...  122240     122990      NI
68      68      NI2606  20251014  ...  122600     123150      NI
69      69      NI2607  20251014  ...  122680     123230      NI
70      70      NI2608  20251014  ...  123140     123580      NI
71      71      NI2609  20251014  ...  123520     123920      NI
72      72      SN2510  20251014  ...  281340     282760      SN
73      73      SN2511  20251014  ...  282140     283550      SN
74      74      SN2512  20251014  ...  282320     283610      SN
75      75      SN2601  20251014  ...  282460     283460      SN
76      76      SN2602  20251014  ...  282390     283290      SN
77      77      SN2603  20251014  ...  282460     283900      SN
78      78      SN2604  20251014  ...  282290     283870      SN
79      79      SN2605  20251014  ...  282370     283660      SN
80      80      SN2606  20251014  ...  282730     282530      SN
81      81      SN2607  20251014  ...  282610     283050      SN
82      82      SN2608  20251014  ...  283550     283690      SN
83      83      SN2609  20251014  ...  282990     284540      SN
84      84      AO2510  20251014  ...    2775       2782      AO
85      85      AO2511  20251014  ...    2783       2798      AO
86      86      AO2512  20251014  ...    2797       2816      AO
87      87      AO2601  20251014  ...    2807       2825      AO
88      88      AO2602  20251014  ...    2826       2842      AO
89      89      AO2603  20251014  ...    2897       2913      AO
90      90      AO2604  20251014  ...    2910       2925      AO
91      91      AO2605  20251014  ...    2918       2933      AO
92      92      AO2606  20251014  ...    2928       2941      AO
93      93      AO2607  20251014  ...    2937       2952      AO
94      94      AO2608  20251014  ...    2949       2969      AO
95      95      AO2609  20251014  ...    2967       2986      AO
96      96      AD2511  20251014  ...   20380      20360      AD
97      97      AD2512  20251014  ...   20440      20385      AD
98      98      AD2601  20251014  ...   20490      20455      AD
99      99      AD2602  20251014  ...   20485      20475      AD
100    100      AD2603  20251014  ...   20440      20515      AD
101    101      AD2604  20251014  ...   20420      20535      AD
102    102      AD2605  20251014  ...   20370      20445      AD
103    103      AD2606  20251014  ...   20420      20415      AD
104    104      AD2607  20251014  ...   20340      20510      AD
105    105      AD2608  20251014  ...   20495      20495      AD
106    106      AD2609  20251014  ...   20410      20410      AD
107    107      AU2510  20251014  ...   942.4     917.92      AU
108    108      AU2511  20251014  ...  939.32     912.52      AU
109    109      AU2512  20251014  ...  940.64      914.3      AU
110    110      AU2602  20251014  ...  943.96      917.5      AU
111    111      AU2604  20251014  ...  946.46     920.14      AU
112    112      AU2606  20251014  ...  947.86      923.4      AU
113    113      AU2608  20251014  ...  952.96     928.54      AU
114    114      AU2610  20251014  ...  952.34     931.62      AU
115    115      AG2510  20251014  ...   11714      11261      AG
116    116      AG2511  20251014  ...   11696      11233      AG
117    117      AG2512  20251014  ...   11697      11236      AG
118    118      AG2601  20251014  ...   11724      11240      AG
119    119      AG2602  20251014  ...   11734      11266      AG
120    120      AG2603  20251014  ...   11775      11298      AG
121    121      AG2604  20251014  ...   11788      11311      AG
122    122      AG2605  20251014  ...   11796      11296      AG
123    123      AG2606  20251014  ...   11791      11320      AG
124    124      AG2607  20251014  ...   11829      11321      AG
125    125      AG2608  20251014  ...   11813      11303      AG
126    126      AG2609  20251014  ...   11799      11362      AG
127    127      RB2510  20251014  ...    2975       2998      RB
128    128      RB2511  20251014  ...    2997       3021      RB
129    129      RB2512  20251014  ...    3043       3068      RB
130    130      RB2601  20251014  ...    3060       3086      RB
131    131      RB2602  20251014  ...    3067       3091      RB
132    132      RB2603  20251014  ...    3087       3112      RB
133    133      RB2604  20251014  ...    3102       3133      RB
134    134      RB2605  20251014  ...    3116       3140      RB
135    135      RB2606  20251014  ...    3130       3151      RB
136    136      RB2607  20251014  ...    3139       3166      RB
137    137      RB2608  20251014  ...    3151       3176      RB
138    138      RB2609  20251014  ...    3161       3178      RB
139    139      WR2510  20251014  ...    3069       3069      WR
140    140      WR2511  20251014  ...    3270       3270      WR
141    141      WR2512  20251014  ...    3309       3309      WR
142    142      WR2601  20251014  ...    3329       3351      WR
143    143      WR2602  20251014  ...    3370       3384      WR
144    144      WR2603  20251014  ...    3361       3361      WR
145    145      WR2604  20251014  ...    3369       3369      WR
146    146      WR2605  20251014  ...    3364       3353      WR
147    147      WR2606  20251014  ...    3360       3360      WR
148    148      WR2607  20251014  ...    3390       3390      WR
149    149      WR2608  20251014  ...    3431       3431      WR
150    150      WR2609  20251014  ...    3430       3430      WR
151    151      HC2510  20251014  ...    3442       3417      HC
152    152      HC2511  20251014  ...    3282       3304      HC
153    153      HC2512  20251014  ...    3262       3285      HC
154    154      HC2601  20251014  ...    3240       3264      HC
155    155      HC2602  20251014  ...    3240       3281      HC
156    156      HC2603  20251014  ...    3243       3274      HC
157    157      HC2604  20251014  ...    3241       3278      HC
158    158      HC2605  20251014  ...    3251       3274      HC
159    159      HC2606  20251014  ...    3245       3277      HC
160    160      HC2607  20251014  ...    3273       3278      HC
161    161      HC2608  20251014  ...    3277       3295      HC
162    162      HC2609  20251014  ...    3270       3293      HC
163    163      SS2510  20251014  ...   12315      12535      SS
164    164      SS2511  20251014  ...   12565      12675      SS
165    165      SS2512  20251014  ...   12590      12685      SS
166    166      SS2601  20251014  ...   12680      12775      SS
167    167      SS2602  20251014  ...   12745      12820      SS
168    168      SS2603  20251014  ...   12815      12895      SS
169    169      SS2604  20251014  ...   12885      12980      SS
170    170      SS2605  20251014  ...   12945      13035      SS
171    171      SS2606  20251014  ...   13025      13120      SS
172    172      SS2607  20251014  ...   13100      13170      SS
173    173      SS2608  20251014  ...   13125      13220      SS
174    174      SS2609  20251014  ...   13230      13295      SS
175    175      SC2511  20251014  ...   451.8      451.5      SC
176    176      SC2512  20251014  ...   452.5      453.7      SC
177    177      SC2601  20251014  ...   452.5      454.1      SC
178    178      SC2602  20251014  ...     453      453.8      SC
179    179      SC2603  20251014  ...   452.7      454.8      SC
180    180      SC2604  20251014  ...   453.6      455.4      SC
181    181      SC2605  20251014  ...   454.5      455.9      SC
182    182      SC2606  20251014  ...   455.6      453.1      SC
183    183      SC2607  20251014  ...   454.8      454.9      SC
184    184      SC2608  20251014  ...   455.3      454.1      SC
185    185      SC2609  20251014  ...   454.6        454      SC
186    186      SC2610  20251014  ...   449.7      449.7      SC
187    187      SC2612  20251014  ...   452.6      452.6      SC
188    188      SC2703  20251014  ...   451.6      451.6      SC
189    189      SC2706  20251014  ...   453.6      450.1      SC
190    190      SC2709  20251014  ...   450.6      450.6      SC
191    191      SC2712  20251014  ...     455        451      SC
192    192      SC2803  20251014  ...     449        449      SC
193    193      SC2806  20251014  ...   451.7      449.9      SC
194    194      SC2809  20251014  ...   452.9      451.2      SC
195    195      LU2511  20251014  ...    3204       3220      LU
196    196      LU2512  20251014  ...    3216       3240      LU
197    197      LU2601  20251014  ...    3210       3232      LU
198    198      LU2602  20251014  ...    3205       3229      LU
199    199      LU2603  20251014  ...    3206       3232      LU
200    200      LU2604  20251014  ...    3192       3247      LU
201    201      LU2605  20251014  ...    3200       3222      LU
202    202      LU2606  20251014  ...    3177       3210      LU
203    203      LU2607  20251014  ...    3206       3208      LU
204    204      LU2608  20251014  ...    3205       3205      LU
205    205      LU2609  20251014  ...    3188       3208      LU
206    206      LU2610  20251014  ...    3187       3209      LU
207    207      FU2511  20251014  ...    2763       2794      FU
208    208      FU2512  20251014  ...    2733       2750      FU
209    209      FU2601  20251014  ...    2714       2730      FU
210    210      FU2602  20251014  ...    2697       2712      FU
211    211      FU2603  20251014  ...    2693       2704      FU
212    212      FU2604  20251014  ...    2690       2702      FU
213    213      FU2605  20251014  ...    2680       2694      FU
214    214      FU2606  20251014  ...    2670       2688      FU
215    215      FU2607  20251014  ...    2659       2675      FU
216    216      FU2608  20251014  ...    2634       2651      FU
217    217      FU2609  20251014  ...    2628       2645      FU
218    218      FU2610  20251014  ...    2615       2628      FU
219    219      BU2510  20251014  ...    3470       3448      BU
220    220      BU2511  20251014  ...    3286       3310      BU
221    221      BU2512  20251014  ...    3208       3240      BU
222    222      BU2601  20251014  ...    3166       3201      BU
223    223      BU2602  20251014  ...    3172       3207      BU
224    224      BU2603  20251014  ...    3193       3220      BU
225    225      BU2604  20251014  ...    3191       3215      BU
226    226      BU2605  20251014  ...    3206       3217      BU
227    227      BU2606  20251014  ...    3207       3236      BU
228    228      BU2607  20251014  ...    3222       3230      BU
229    229      BU2608  20251014  ...    3197       3216      BU
230    230      BU2609  20251014  ...    3207       3221      BU
231    231      BU2612  20251014  ...    3155       3170      BU
232    232      BU2703  20251014  ...    3172       3178      BU
233    233      BU2706  20251014  ...    3175       3184      BU
234    234      BU2709  20251014  ...    3198       3195      BU
235    235      BR2510  20251014  ...   10670      10905      BR
236    236      BR2511  20251014  ...   10825      10935      BR
237    237      BR2512  20251014  ...   10790      10900      BR
238    238      BR2601  20251014  ...   10790      10905      BR
239    239      BR2602  20251014  ...   10780      10895      BR
240    240      BR2603  20251014  ...   10770      10895      BR
241    241      BR2604  20251014  ...   10795      10935      BR
242    242      BR2605  20251014  ...   10805      10940      BR
243    243      BR2606  20251014  ...   10810      10985      BR
244    244      BR2607  20251014  ...   11035      11140      BR
245    245      BR2608  20251014  ...   11040      11070      BR
246    246      BR2609  20251014  ...   11080      11185      BR
247    247      RU2510  20251014  ...   14165      14165      RU
248    248      RU2511  20251014  ...   14060      14195      RU
249    249      RU2601  20251014  ...   14855      14990      RU
250    250      RU2603  20251014  ...   14815      14945      RU
251    251      RU2604  20251014  ...   14855      14960      RU
252    252      RU2605  20251014  ...   14845      14975      RU
253    253      RU2606  20251014  ...   14850      14930      RU
254    254      RU2607  20251014  ...   14900      14930      RU
255    255      RU2608  20251014  ...   14925      15000      RU
256    256      RU2609  20251014  ...   14880      15005      RU
257    257      NR2510  20251014  ...   11925      11960      NR
258    258      NR2511  20251014  ...   11990      12085      NR
259    259      NR2512  20251014  ...   11985      12080      NR
260    260      NR2601  20251014  ...   11995      12100      NR
261    261      NR2602  20251014  ...   11995      12035      NR
262    262      NR2603  20251014  ...   12020      12085      NR
263    263      NR2604  20251014  ...   12000      12090      NR
264    264      NR2605  20251014  ...   12020      12095      NR
265    265      NR2606  20251014  ...   12040      12095      NR
266    266      NR2607  20251014  ...   12115      12115      NR
267    267      NR2608  20251014  ...   12145      12205      NR
268    268      NR2609  20251014  ...   12250      12250      NR
269    269      SP2510  20251014  ...    4812       4772      SP
270    270      SP2511  20251014  ...    4840       4798      SP
271    271      SP2512  20251014  ...    4864       4828      SP
272    272      SP2601  20251014  ...    5160       5098      SP
273    273      SP2602  20251014  ...    5170       5120      SP
274    274      SP2603  20251014  ...    5194       5132      SP
275    275      SP2604  20251014  ...    5206       5132      SP
276    276      SP2605  20251014  ...    5226       5170      SP
277    277      SP2606  20251014  ...    5234       5232      SP
278    278      SP2607  20251014  ...    5234       5158      SP
279    279      SP2608  20251014  ...    5240       5164      SP
280    280      SP2609  20251014  ...    5238       5200      SP
281    281      OP2601  20251014  ...    4208       4216      OP
282    282      OP2602  20251014  ...    4224       4226      OP
283    283      OP2603  20251014  ...    4218       4228      OP
284    284      OP2604  20251014  ...    4240       4258      OP
285    285      OP2605  20251014  ...    4232       4242      OP
286    286      OP2606  20251014  ...    4202       4202      OP
287    287      OP2607  20251014  ...    4242       4242      OP
288    288      OP2608  20251014  ...    4274       4274      OP
289    289      OP2609  20251014  ...    4220       4186      OP
290    290      EC2510  20251014  ...  1134.4     1133.1      EC
291    291      EC2512  20251014  ...    1639     1559.4      EC
292    292      EC2602  20251014  ...  1416.6       1358      EC
293    293      EC2604  20251014  ...  1112.5     1090.9      EC
294    294      EC2606  20251014  ...  1286.2     1254.5      EC
295    295      EC2608  20251014  ...  1424.4     1388.7      EC
296    298  SC_TAS2511  20251014  ...                     SC_TAS
297    299  SC_TAS2512  20251014  ...                     SC_TAS
298    300  SC_TAS2601  20251014  ...                     SC_TAS
299    301  SC_TAS2602  20251014  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-22 18:25:21,584 - future_1d - INFO - ak.get_shfe_daily('2025-10-14') done
2025-10-22 18:25:23,396 - future_1d - INFO - save future_daily 2025-10-14 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251015      0.0  ...  50755.0     49980.0       PS
1   PS2511  20251015  49975.0  ...  50805.0     49205.0       PS
2   PS2512  20251015  52595.0  ...  53270.0     51630.0       PS
3   PS2601  20251015  52050.0  ...  53165.0     51570.0       PS
4   PS2602  20251015  52050.0  ...  52840.0     51585.0       PS
5   PS2603  20251015  52030.0  ...  52690.0     51545.0       PS
6   PS2604  20251015  51925.0  ...  52600.0     51450.0       PS
7   PS2605  20251015  51800.0  ...  52730.0     51340.0       PS
8   PS2606  20251015  53000.0  ...  54525.0     53195.0       PS
9   PS2607  20251015  53105.0  ...  54410.0     53105.0       PS
10  PS2608  20251015  53125.0  ...  54125.0     52925.0       PS
11  PS2609  20251015  53015.0  ...  53855.0     52655.0       PS
13  SI2510  20251015   8585.0  ...   8620.0      8555.0       SI
14  SI2511  20251015   8495.0  ...   8595.0      8580.0       SI
15  SI2512  20251015   8910.0  ...   8965.0      8970.0       SI
16  SI2601  20251015   8835.0  ...   8905.0      8905.0       SI
17  SI2602  20251015   8800.0  ...   8885.0      8915.0       SI
18  SI2603  20251015   8925.0  ...   8910.0      8980.0       SI
19  SI2604  20251015   8870.0  ...   8940.0      8900.0       SI
20  SI2605  20251015   8850.0  ...   8935.0      8925.0       SI
21  SI2606  20251015   8935.0  ...   8960.0      8930.0       SI
22  SI2607  20251015   8885.0  ...   8935.0      8940.0       SI
23  SI2608  20251015      0.0  ...   8960.0      8960.0       SI
24  SI2609  20251015   8930.0  ...   8975.0      8980.0       SI
27  LC2510  20251015  73120.0  ...  73220.0     72720.0       LC
28  LC2511  20251015  73000.0  ...  73100.0     73160.0       LC
29  LC2512  20251015  72900.0  ...  73200.0     73220.0       LC
30  LC2601  20251015  73140.0  ...  73200.0     73160.0       LC
31  LC2602  20251015  73000.0  ...  73100.0     72960.0       LC
32  LC2603  20251015  72640.0  ...  72980.0     73080.0       LC
33  LC2604  20251015  73260.0  ...  73640.0     73680.0       LC
34  LC2605  20251015  73180.0  ...  73680.0     73660.0       LC
35  LC2606  20251015  73400.0  ...  73620.0     73600.0       LC
36  LC2607  20251015  73400.0  ...  73560.0     73560.0       LC
37  LC2608  20251015  73600.0  ...  73840.0     73720.0       LC
38  LC2609  20251015  73960.0  ...  73940.0     73800.0       LC

[36 rows x 12 columns]
2025-10-22 18:25:30,358 - future_1d - INFO - ak.get_gfex_daily('2025-10-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251015   3946.00  ...   3969.00     3957.00        A
1     a2601  20251015   3973.00  ...   3988.00     3969.00        A
2     a2603  20251015   3974.00  ...   3992.00     3972.00        A
3     a2605  20251015   4012.00  ...   4026.00     4011.00        A
4     a2607  20251015   4013.00  ...   4025.00     4012.00        A
5     a2609  20251015   4013.00  ...   4026.00     4011.00        A
6     b2510  20251015   3600.00  ...   3600.00     3619.00        B
7     b2511  20251015   3596.00  ...   3603.00     3607.00        B
8     b2512  20251015   3608.00  ...   3614.00     3636.00        B
9     b2601  20251015   3611.00  ...   3624.00     3628.00        B
10    b2602  20251015   3614.00  ...   3632.00     3632.00        B
11    b2603  20251015   3581.00  ...   3594.00     3599.00        B
12    b2604  20251015   3496.00  ...   3508.00     3500.00        B
13    b2605  20251015   3432.00  ...   3442.00     3444.00        B
14    b2606  20251015   3405.00  ...   3414.00     3409.00        B
15    b2607  20251015   3406.00  ...   3420.00     3415.00        B
16    b2608  20251015   3509.00  ...   3516.00     3511.00        B
17    b2609  20251015   3526.00  ...   3536.00     3543.00        B
18   bb2511  20251015    144.50  ...    144.50      144.65       BB
19   bb2601  20251015    146.80  ...    146.95      147.00       BB
20   bb2603  20251015    147.25  ...    147.10      147.25       BB
21   bb2605  20251015    147.70  ...    147.70      147.95       BB
22   bb2607  20251015      0.00  ...    152.60      152.85       BB
23   bb2609  20251015      0.00  ...    152.60      152.85       BB
24   bz2603  20251015   5575.00  ...   5585.00     5624.00       BZ
25   bz2604  20251015   5574.00  ...   5576.00     5615.00       BZ
26   bz2605  20251015   5593.00  ...   5588.00     5634.00       BZ
27   bz2606  20251015   5573.00  ...   5573.00     5672.00       BZ
28   bz2607  20251015      0.00  ...   5660.00     5685.00       BZ
29   bz2608  20251015      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251015      0.00  ...   5695.00     5720.00       BZ
31    c2511  20251015   2093.00  ...   2097.00     2087.00        C
32    c2601  20251015   2109.00  ...   2119.00     2105.00        C
33    c2603  20251015   2142.00  ...   2148.00     2131.00        C
34    c2605  20251015   2200.00  ...   2208.00     2198.00        C
35    c2607  20251015   2218.00  ...   2223.00     2214.00        C
36    c2609  20251015   2235.00  ...   2238.00     2230.00        C
37   cs2511  20251015   2386.00  ...   2390.00     2393.00       CS
38   cs2601  20251015   2399.00  ...   2407.00     2402.00       CS
39   cs2603  20251015   2420.00  ...   2427.00     2421.00       CS
40   cs2605  20251015   2523.00  ...   2521.00     2517.00       CS
41   cs2607  20251015   2527.00  ...   2532.00     2530.00       CS
42   cs2609  20251015   2571.00  ...   2570.00     2571.00       CS
43   eb2510  20251015   6416.00  ...   6442.00     6559.00       EB
44   eb2511  20251015   6513.00  ...   6544.00     6608.00       EB
45   eb2512  20251015   6550.00  ...   6566.00     6627.00       EB
46   eb2601  20251015   6590.00  ...   6609.00     6668.00       EB
47   eb2602  20251015   6647.00  ...   6667.00     6714.00       EB
48   eb2603  20251015   6712.00  ...   6727.00     6760.00       EB
49   eb2604  20251015   6731.00  ...   6765.00     6821.00       EB
50   eb2605  20251015   6777.00  ...   6795.00     6845.00       EB
51   eb2606  20251015   6825.00  ...   6828.00     6873.00       EB
52   eb2607  20251015   6828.00  ...   6852.00     6872.00       EB
53   eb2608  20251015   6870.00  ...   6870.00     6895.00       EB
54   eb2609  20251015   6875.00  ...   6889.00     6888.00       EB
55   eg2510  20251015   4080.00  ...   4089.00     4094.00       EG
56   eg2511  20251015   4060.00  ...   4073.00     4087.00       EG
57   eg2512  20251015   4040.00  ...   4054.00     4067.00       EG
58   eg2601  20251015   4037.00  ...   4048.00     4072.00       EG
59   eg2602  20251015   4058.00  ...   4053.00     4077.00       EG
60   eg2603  20251015   4073.00  ...   4074.00     4079.00       EG
61   eg2604  20251015   4116.00  ...   4135.00     4146.00       EG
62   eg2605  20251015   4129.00  ...   4134.00     4161.00       EG
63   eg2606  20251015   4131.00  ...   4143.00     4163.00       EG
64   eg2607  20251015   4171.00  ...   4171.00     4175.00       EG
65   eg2608  20251015   4161.00  ...   4170.00     4185.00       EG
66   eg2609  20251015   4202.00  ...   4202.00     4199.00       EG
67   fb2510  20251015      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251015   1247.00  ...   1256.00     1257.50       FB
69   fb2512  20251015   1259.50  ...   1256.00     1261.00       FB
70   fb2601  20251015   1266.00  ...   1264.50     1271.00       FB
71   fb2602  20251015   1269.00  ...   1270.50     1273.50       FB
72   fb2603  20251015   1263.50  ...   1264.50     1266.00       FB
73   fb2604  20251015   1265.50  ...   1264.50     1271.00       FB
74   fb2605  20251015   1288.50  ...   1288.50     1273.00       FB
75   fb2606  20251015      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251015      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251015      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251015      0.00  ...   1296.00     1296.00       FB
79    i2510  20251015    805.50  ...    806.00      808.50        I
80    i2511  20251015    800.50  ...    798.00      805.00        I
81    i2512  20251015    793.50  ...    792.00      797.50        I
82    i2601  20251015    784.00  ...    780.50      788.00        I
83    i2602  20251015    780.00  ...    779.50      781.50        I
84    i2603  20251015    775.00  ...    773.50      779.50        I
85    i2604  20251015    769.50  ...    768.50      773.50        I
86    i2605  20251015    761.00  ...    759.00      765.00        I
87    i2606  20251015    756.50  ...    753.00      762.00        I
88    i2607  20251015    750.00  ...    748.50      757.50        I
89    i2608  20251015    747.00  ...    743.00      753.00        I
90    i2609  20251015    740.00  ...    736.50      747.00        I
91    j2510  20251015      0.00  ...   1600.00     1600.00        J
92    j2511  20251015   1580.00  ...   1578.00     1586.00        J
93    j2512  20251015   1609.50  ...   1607.00     1608.00        J
94    j2601  20251015   1640.50  ...   1635.50     1636.50        J
95    j2602  20251015   1663.00  ...   1663.00     1653.00        J
96    j2603  20251015      0.00  ...   1676.50     1676.50        J
97    j2604  20251015   1778.00  ...   1762.50     1773.50        J
98    j2605  20251015   1802.50  ...   1781.50     1781.00        J
99    j2606  20251015      0.00  ...   1814.00     1814.00        J
100   j2607  20251015      0.00  ...   1833.50     1833.50        J
101   j2608  20251015      0.00  ...   1865.00     1865.00        J
102   j2609  20251015   1865.00  ...   1864.50     1866.50        J
103  jd2510  20251015   2701.00  ...   2708.00     2685.00       JD
104  jd2511  20251015   2870.00  ...   2848.00     2847.00       JD
105  jd2512  20251015   3040.00  ...   3021.00     3028.00       JD
106  jd2601  20251015   3245.00  ...   3209.00     3232.00       JD
107  jd2602  20251015   3048.00  ...   3026.00     3044.00       JD
108  jd2603  20251015   3065.00  ...   3037.00     3060.00       JD
109  jd2604  20251015   3168.00  ...   3157.00     3168.00       JD
110  jd2605  20251015   3340.00  ...   3343.00     3345.00       JD
111  jd2606  20251015   3231.00  ...   3233.00     3235.00       JD
112  jd2607  20251015   3479.00  ...   3471.00     3479.00       JD
113  jd2608  20251015   3966.00  ...   3966.00     3966.00       JD
114  jd2609  20251015   3868.00  ...   3867.00     3866.00       JD
115  jm2510  20251015   1047.00  ...    999.00      951.00       JM
116  jm2511  20251015   1015.00  ...   1024.00     1009.00       JM
117  jm2512  20251015   1080.50  ...   1080.50     1072.50       JM
118  jm2601  20251015   1150.00  ...   1147.00     1139.50       JM
119  jm2602  20251015   1178.00  ...   1172.50     1167.50       JM
120  jm2603  20251015   1197.50  ...   1190.00     1185.50       JM
121  jm2604  20251015   1206.50  ...   1204.50     1207.00       JM
122  jm2605  20251015   1234.00  ...   1222.00     1223.00       JM
123  jm2606  20251015   1248.00  ...   1241.50     1247.00       JM
124  jm2607  20251015   1268.00  ...   1262.50     1260.50       JM
125  jm2608  20251015   1288.00  ...   1284.50     1279.00       JM
126  jm2609  20251015   1310.00  ...   1305.00     1309.00       JM
127   l2510  20251015      0.00  ...   6856.00     6856.00        L
128   l2511  20251015   6873.00  ...   6895.00     6922.00        L
129   l2512  20251015   6887.00  ...   6906.00     6928.00        L
130   l2601  20251015   6890.00  ...   6908.00     6936.00        L
131   l2602  20251015   6889.00  ...   6910.00     6924.00        L
132   l2603  20251015   6906.00  ...   6931.00     6944.00        L
133   l2604  20251015   6931.00  ...   6940.00     6984.00        L
134   l2605  20251015   6949.00  ...   6940.00     6975.00        L
135   l2606  20251015   6943.00  ...   6947.00     6953.00        L
136   l2607  20251015   6975.00  ...   6975.00     7007.00        L
137   l2608  20251015   6986.00  ...   6994.00     7015.00        L
138   l2609  20251015   6980.00  ...   6969.00     7018.00        L
139  lg2511  20251015    790.00  ...    792.50      791.00       LG
140  lg2601  20251015    823.00  ...    821.00      820.00       LG
141  lg2603  20251015    831.00  ...    828.00      827.50       LG
142  lg2605  20251015    831.50  ...    829.50      828.50       LG
143  lg2607  20251015    830.00  ...    830.00      830.00       LG
144  lg2609  20251015    830.50  ...    830.00      831.50       LG
145  lh2511  20251015  11555.00  ...  11485.00    11355.00       LH
146  lh2601  20251015  12405.00  ...  12300.00    12335.00       LH
147  lh2603  20251015  11850.00  ...  11735.00    11825.00       LH
148  lh2605  20251015  12470.00  ...  12335.00    12445.00       LH
149  lh2607  20251015  13265.00  ...  13170.00    13250.00       LH
150  lh2609  20251015  13920.00  ...  13925.00    13945.00       LH
151   m2511  20251015   2887.00  ...   2894.00     2896.00        M
152   m2512  20251015   2921.00  ...   2930.00     2936.00        M
153   m2601  20251015   2902.00  ...   2914.00     2912.00        M
154   m2603  20251015   2879.00  ...   2893.00     2890.00        M
155   m2605  20251015   2734.00  ...   2737.00     2736.00        M
156   m2607  20251015   2713.00  ...   2721.00     2719.00        M
157   m2608  20251015   2838.00  ...   2845.00     2841.00        M
158   m2609  20251015   2838.00  ...   2850.00     2846.00        M
159   p2510  20251015   9118.00  ...   9120.00     9184.00        P
160   p2511  20251015   9232.00  ...   9210.00     9266.00        P
161   p2512  20251015   9248.00  ...   9262.00     9314.00        P
162   p2601  20251015   9302.00  ...   9316.00     9366.00        P
163   p2602  20251015   9326.00  ...   9330.00     9358.00        P
164   p2603  20251015   9304.00  ...   9322.00     9332.00        P
165   p2604  20251015   9264.00  ...   9290.00     9312.00        P
166   p2605  20251015   9200.00  ...   9228.00     9238.00        P
167   p2606  20251015   9120.00  ...   9142.00     9108.00        P
168   p2607  20251015   9036.00  ...   9056.00     9012.00        P
169   p2608  20251015   8982.00  ...   8976.00     8956.00        P
170   p2609  20251015   8838.00  ...   8896.00     8884.00        P
171  pg2510  20251015      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251015   4115.00  ...   4141.00     4118.00       PG
173  pg2512  20251015   3955.00  ...   3993.00     3981.00       PG
174  pg2601  20251015   3883.00  ...   3908.00     3904.00       PG
175  pg2602  20251015   3808.00  ...   3836.00     3835.00       PG
176  pg2603  20251015   3740.00  ...   3757.00     3762.00       PG
177  pg2604  20251015   4119.00  ...   4152.00     4147.00       PG
178  pg2605  20251015   4044.00  ...   4067.00     4076.00       PG
179  pg2606  20251015   4007.00  ...   4006.00     4017.00       PG
180  pg2607  20251015   3946.00  ...   3950.00     3974.00       PG
181  pg2608  20251015   3910.00  ...   3905.00     3917.00       PG
182  pg2609  20251015   3840.00  ...   3848.00     3859.00       PG
183  pp2510  20251015   6482.00  ...   6482.00     6536.00       PP
184  pp2511  20251015   6508.00  ...   6519.00     6551.00       PP
185  pp2512  20251015   6565.00  ...   6562.00     6593.00       PP
186  pp2601  20251015   6575.00  ...   6590.00     6628.00       PP
187  pp2602  20251015   6572.00  ...   6585.00     6620.00       PP
188  pp2603  20251015   6571.00  ...   6593.00     6624.00       PP
189  pp2604  20251015   6600.00  ...   6611.00     6647.00       PP
190  pp2605  20251015   6636.00  ...   6642.00     6683.00       PP
191  pp2606  20251015   6604.00  ...   6612.00     6644.00       PP
192  pp2607  20251015   6600.00  ...   6603.00     6647.00       PP
193  pp2608  20251015   6617.00  ...   6628.00     6670.00       PP
194  pp2609  20251015   6658.00  ...   6673.00     6695.00       PP
195  rr2510  20251015   3631.00  ...   3635.00     3620.00       RR
196  rr2511  20251015   3615.00  ...   3614.00     3615.00       RR
197  rr2512  20251015   3603.00  ...   3608.00     3608.00       RR
198  rr2601  20251015   3626.00  ...   3626.00     3625.00       RR
199  rr2602  20251015   3615.00  ...   3612.00     3613.00       RR
200  rr2603  20251015   3611.00  ...   3613.00     3614.00       RR
201  rr2604  20251015   3614.00  ...   3613.00     3617.00       RR
202  rr2605  20251015   3608.00  ...   3609.00     3612.00       RR
203  rr2606  20251015   3607.00  ...   3603.00     3602.00       RR
204  rr2607  20251015      0.00  ...   3624.00     3624.00       RR
205  rr2608  20251015   3599.00  ...   3605.00     3589.00       RR
206  rr2609  20251015   3616.00  ...   3616.00     3612.00       RR
207   v2510  20251015   4550.00  ...   4561.00     4567.00        V
208   v2511  20251015   4588.00  ...   4593.00     4596.00        V
209   v2512  20251015   4636.00  ...   4635.00     4641.00        V
210   v2601  20251015   4680.00  ...   4680.00     4684.00        V
211   v2602  20251015   4719.00  ...   4727.00     4727.00        V
212   v2603  20251015   4751.00  ...   4758.00     4754.00        V
213   v2604  20251015   4940.00  ...   4953.00     4957.00        V
214   v2605  20251015   5004.00  ...   4993.00     4998.00        V
215   v2606  20251015   5032.00  ...   5028.00     5029.00        V
216   v2607  20251015   5074.00  ...   5067.00     5072.00        V
217   v2608  20251015   5110.00  ...   5102.00     5103.00        V
218   v2609  20251015   5142.00  ...   5129.00     5137.00        V
219   y2511  20251015   8220.00  ...   8246.00     8272.00        Y
220   y2512  20251015   8268.00  ...   8280.00     8306.00        Y
221   y2601  20251015   8224.00  ...   8244.00     8270.00        Y
222   y2603  20251015   8174.00  ...   8198.00     8206.00        Y
223   y2605  20251015   8012.00  ...   8040.00     8040.00        Y
224   y2607  20251015   7940.00  ...   7982.00     7980.00        Y
225   y2608  20251015   7944.00  ...   7968.00     7966.00        Y
226   y2609  20251015   7886.00  ...   7946.00     7924.00        Y

[227 rows x 12 columns]
2025-10-22 18:25:30,928 - future_1d - INFO - ak.get_dce_daily('2025-10-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251015   8650.0   9203.0  ...      311.45   9160.0      9225.0       AP
1    AP511  20251015   8668.0   8735.0  ...     7208.03   8695.0      8675.0       AP
2    AP512  20251015   8632.0   8683.0  ...     1411.55   8660.0      8641.0       AP
3    AP601  20251015   8670.0   8696.0  ...   375010.85   8668.0      8660.0       AP
4    AP603  20251015   8577.0   8585.0  ...      282.87   8572.0      8569.0       AP
5    AP604  20251015   8605.0   8621.0  ...      249.60   8607.0      8593.0       AP
6    AP605  20251015   8700.0   8700.0  ...    20982.63   8678.0      8657.0       AP
7    CF511  20251015  13260.0  13335.0  ...    64280.81  13275.0     13310.0       CF
8    CF601  20251015  13250.0  13300.0  ...  1195996.07  13255.0     13255.0       CF
9    CF603  20251015  13275.0  13325.0  ...   120020.26  13285.0     13270.0       CF
10   CF605  20251015  13320.0  13355.0  ...   256311.20  13315.0     13315.0       CF
11   CF607  20251015  13330.0  13375.0  ...      366.99  13345.0     13335.0       CF
12   CF609  20251015  13475.0  13530.0  ...     2894.97  13495.0     13490.0       CF
13   CJ512  20251015  10955.0  11010.0  ...     4340.14  10975.0     10980.0       CJ
14   CJ601  20251015  11085.0  11160.0  ...   512785.26  11105.0     11100.0       CJ
15   CJ603  20251015  10970.0  11105.0  ...     7418.93  11055.0     11060.0       CJ
16   CJ605  20251015  11100.0  11235.0  ...    75721.81  11185.0     11185.0       CJ
17   CJ607  20251015  11245.0  11315.0  ...      788.76  11270.0     11265.0       CJ
18   CJ609  20251015  11365.0  11450.0  ...      695.82  11405.0     11390.0       CJ
19   CY510  20251015      0.0      0.0  ...        0.00  19395.0     19410.0       CY
20   CY511  20251015  19675.0  19705.0  ...     2134.57  19675.0     19665.0       CY
21   CY512  20251015      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251015  19320.0  19345.0  ...    95212.73  19295.0     19310.0       CY
23   CY602  20251015      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251015      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251015      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251015      0.0      0.0  ...        0.00  19760.0     19795.0       CY
29   CY608  20251015      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251015      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251015      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251015   1035.0   1043.0  ...    33090.46   1031.0      1051.0       FG
33   FG512  20251015   1141.0   1152.0  ...    76940.78   1137.0      1155.0       FG
34   FG601  20251015   1137.0   1145.0  ...  3471765.23   1134.0      1149.0       FG
35   FG602  20251015   1207.0   1215.0  ...    29526.72   1203.0      1210.0       FG
36   FG603  20251015   1209.0   1217.0  ...    67082.12   1206.0      1214.0       FG
37   FG604  20251015   1272.0   1288.0  ...      570.31   1273.0      1284.0       FG
38   FG605  20251015   1275.0   1288.0  ...   128853.40   1273.0      1283.0       FG
39   FG606  20251015   1313.0   1325.0  ...      703.22   1312.0      1322.0       FG
40   FG607  20251015   1302.0   1317.0  ...      779.62   1304.0      1311.0       FG
41   FG608  20251015   1353.0   1367.0  ...     1767.84   1356.0      1367.0       FG
42   FG609  20251015   1363.0   1367.0  ...     5518.60   1356.0      1366.0       FG
43   JR511  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251015      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251015   2243.0   2292.0  ...    26781.53   2277.0      2275.0       MA
53   MA512  20251015   2266.0   2311.0  ...    82291.71   2287.0      2276.0       MA
54   MA601  20251015   2275.0   2309.0  ...  1688952.69   2292.0      2297.0       MA
55   MA602  20251015   2292.0   2329.0  ...    59933.04   2308.0      2318.0       MA
56   MA603  20251015   2302.0   2336.0  ...    75533.52   2322.0      2325.0       MA
57   MA604  20251015   2312.0   2329.0  ...       74.20   2319.0      2338.0       MA
58   MA605  20251015   2298.0   2322.0  ...   179036.64   2308.0      2319.0       MA
59   MA606  20251015   2304.0   2321.0  ...       25.44   2312.0      2329.0       MA
60   MA607  20251015   2277.0   2300.0  ...      130.65   2292.0      2287.0       MA
61   MA608  20251015   2270.0   2288.0  ...       38.77   2281.0      2290.0       MA
62   MA609  20251015   2265.0   2276.0  ...     3113.06   2266.0      2277.0       MA
63   OI511  20251015  10106.0  10143.0  ...    50666.56  10099.0     10140.0       OI
64   OI601  20251015   9950.0   9984.0  ...  2017868.33   9939.0      9983.0       OI
65   OI603  20251015   9704.0   9753.0  ...   221873.75   9706.0      9764.0       OI
66   OI605  20251015   9462.0   9530.0  ...   170578.36   9485.0      9498.0       OI
67   OI607  20251015   9398.0   9477.0  ...     1846.22   9420.0      9433.0       OI
68   OI609  20251015   9347.0   9437.0  ...     1184.52   9401.0      9384.0       OI
69   PF510  20251015   6102.0   6102.0  ...      130.89   6088.0      6116.0       PF
70   PF511  20251015   6084.0   6084.0  ...    65369.66   6072.0      6126.0       PF
71   PF512  20251015   6050.0   6058.0  ...   701762.09   6040.0      6076.0       PF
72   PF601  20251015   6068.0   6070.0  ...    92500.99   6054.0      6110.0       PF
73   PF602  20251015   6038.0   6044.0  ...   462025.43   6024.0      6086.0       PF
74   PF603  20251015   6028.0   6032.0  ...   132959.59   6016.0      6076.0       PF
75   PF604  20251015   6090.0   6102.0  ...       70.01   6088.0      6148.0       PF
76   PF605  20251015   6100.0   6132.0  ...      490.64   6096.0      6150.0       PF
77   PF606  20251015   6082.0   6120.0  ...       79.30   6100.0      6138.0       PF
78   PF607  20251015   6102.0   6162.0  ...       61.23   6124.0      6178.0       PF
79   PF608  20251015   6122.0   6152.0  ...       12.28   6140.0      6204.0       PF
80   PF609  20251015   6138.0   6166.0  ...       30.77   6154.0      6204.0       PF
81   PK510  20251015      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251015   7876.0   7922.0  ...    97457.25   7884.0      7872.0       PK
83   PK512  20251015   7972.0   7992.0  ...   184644.76   7958.0      7924.0       PK
84   PK601  20251015   8034.0   8096.0  ...   500962.20   8058.0      8016.0       PK
85   PK603  20251015   8036.0   8118.0  ...   172633.28   8084.0      8034.0       PK
86   PK604  20251015   8058.0   8116.0  ...     1799.08   8086.0      8044.0       PK
87   PK605  20251015   8080.0   8138.0  ...    17832.92   8110.0      8070.0       PK
88   PL601  20251015   6081.0   6108.0  ...   142549.79   6085.0      6109.0       PL
89   PL602  20251015   6108.0   6143.0  ...   106410.87   6124.0      6151.0       PL
90   PL603  20251015   6105.0   6146.0  ...    85611.28   6124.0      6152.0       PL
91   PL604  20251015      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251015   6076.0   6094.0  ...      109.43   6080.0      6119.0       PL
93   PL606  20251015   6088.0   6088.0  ...       24.35   6088.0      6142.0       PL
94   PL607  20251015      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251015      0.0      0.0  ...        0.00   6277.0      6280.0       PL
96   PL609  20251015      0.0      0.0  ...        0.00   6232.0      6239.0       PL
97   PM511  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251015      0.0      0.0  ...        0.00   5638.0      5678.0       PR
104  PR511  20251015   5572.0   5582.0  ...    17495.21   5568.0      5612.0       PR
105  PR512  20251015   5570.0   5580.0  ...   197902.61   5560.0      5600.0       PR
106  PR601  20251015   5552.0   5552.0  ...   197998.02   5532.0      5572.0       PR
107  PR602  20251015   5586.0   5592.0  ...    33581.81   5576.0      5608.0       PR
108  PR603  20251015   5578.0   5608.0  ...      911.33   5574.0      5630.0       PR
109  PR604  20251015   5592.0   5634.0  ...      293.63   5594.0      5654.0       PR
110  PR605  20251015   5616.0   5632.0  ...      597.60   5612.0      5680.0       PR
111  PR606  20251015   5658.0   5658.0  ...       16.96   5652.0      5696.0       PR
112  PR607  20251015   5662.0   5682.0  ...       68.03   5670.0      5716.0       PR
113  PR608  20251015   5692.0   5692.0  ...       17.06   5688.0      5722.0       PR
114  PR609  20251015   5718.0   5718.0  ...       25.61   5692.0      5718.0       PR
115  PX510  20251015   6326.0   6326.0  ...       15.82   6326.0      6332.0       PX
116  PX511  20251015   6324.0   6348.0  ...   119679.53   6316.0      6416.0       PX
117  PX512  20251015   6306.0   6338.0  ...    91641.78   6304.0      6386.0       PX
118  PX601  20251015   6306.0   6328.0  ...   490661.67   6296.0      6370.0       PX
119  PX602  20251015   6318.0   6342.0  ...   227109.04   6314.0      6374.0       PX
120  PX603  20251015   6316.0   6344.0  ...   132539.79   6320.0      6378.0       PX
121  PX604  20251015   6344.0   6344.0  ...        6.34   6344.0      6444.0       PX
122  PX605  20251015   6344.0   6380.0  ...     1205.07   6342.0      6416.0       PX
123  PX606  20251015   6352.0   6352.0  ...        9.53   6352.0      6400.0       PX
124  PX607  20251015   6374.0   6374.0  ...        6.37   6374.0      6412.0       PX
125  PX608  20251015   6374.0   6392.0  ...       12.77   6386.0      6424.0       PX
126  PX609  20251015   6390.0   6412.0  ...       19.18   6394.0      6424.0       PX
127  RI511  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251015   2382.0   2410.0  ...     5240.82   2387.0      2404.0       RM
134  RM601  20251015   2345.0   2380.0  ...   434336.03   2359.0      2369.0       RM
135  RM603  20251015   2285.0   2309.0  ...     3644.73   2297.0      2305.0       RM
136  RM605  20251015   2285.0   2307.0  ...    85660.02   2295.0      2299.0       RM
137  RM607  20251015   2281.0   2296.0  ...     7759.77   2286.0      2294.0       RM
138  RM608  20251015   2385.0   2401.0  ...      521.58   2393.0      2398.0       RM
139  RM609  20251015   2388.0   2398.0  ...     2607.16   2388.0      2388.0       RM
140  RS511  20251015   5157.0   5291.0  ...       83.78   5236.0      5243.0       RS
141  RS607  20251015      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251015      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251015      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251015   1150.0   1155.0  ...     1166.05   1151.0      1147.0       SA
145  SA511  20251015   1153.0   1170.0  ...    39303.14   1162.0      1161.0       SA
146  SA512  20251015   1222.0   1227.0  ...   123729.43   1220.0      1218.0       SA
147  SA601  20251015   1233.0   1238.0  ...  1956030.89   1231.0      1229.0       SA
148  SA602  20251015   1270.0   1274.0  ...    66808.09   1267.0      1266.0       SA
149  SA603  20251015   1277.0   1280.0  ...   140664.09   1273.0      1272.0       SA
150  SA604  20251015   1315.0   1319.0  ...      622.82   1314.0      1312.0       SA
151  SA605  20251015   1324.0   1325.0  ...    80051.48   1319.0      1317.0       SA
152  SA606  20251015   1344.0   1344.0  ...      661.44   1339.0      1338.0       SA
153  SA607  20251015   1335.0   1348.0  ...      665.99   1343.0      1349.0       SA
154  SA608  20251015   1382.0   1384.0  ...      311.79   1380.0      1383.0       SA
155  SA609  20251015   1394.0   1394.0  ...     2715.10   1385.0      1388.0       SA
156  SF510  20251015   5230.0   5240.0  ...      269.15   5226.0      5230.0       SF
157  SF511  20251015   5388.0   5452.0  ...   222611.24   5410.0      5378.0       SF
158  SF512  20251015   5334.0   5420.0  ...   124007.39   5388.0      5334.0       SF
159  SF601  20251015   5328.0   5408.0  ...   294943.74   5370.0      5334.0       SF
160  SF602  20251015   5274.0   5342.0  ...   101388.83   5314.0      5276.0       SF
161  SF603  20251015   5466.0   5518.0  ...   185376.43   5490.0      5450.0       SF
162  SF604  20251015      0.0      0.0  ...        0.00   5438.0      5436.0       SF
163  SF605  20251015   5430.0   5492.0  ...     4127.02   5464.0      5440.0       SF
164  SF606  20251015   5420.0   5454.0  ...       24.46   5436.0      5402.0       SF
165  SF607  20251015   5598.0   5624.0  ...       14.00   5602.0      5572.0       SF
166  SF608  20251015   5618.0   5618.0  ...        8.40   5598.0      5576.0       SF
167  SF609  20251015   5552.0   5594.0  ...       89.30   5582.0      5556.0       SF
168  SH510  20251015      0.0      0.0  ...        0.00   2400.0      2395.0       SH
169  SH511  20251015   2395.0   2431.0  ...    76267.25   2407.0      2405.0       SH
170  SH512  20251015   2445.0   2477.0  ...   119282.61   2458.0      2446.0       SH
171  SH601  20251015   2425.0   2454.0  ...  1873788.30   2434.0      2429.0       SH
172  SH602  20251015   2457.0   2486.0  ...   250959.48   2466.0      2467.0       SH
173  SH603  20251015   2467.0   2494.0  ...   222406.58   2475.0      2473.0       SH
174  SH604  20251015   2516.0   2537.0  ...      280.38   2526.0      2527.0       SH
175  SH605  20251015   2529.0   2550.0  ...    11536.77   2535.0      2534.0       SH
176  SH606  20251015   2559.0   2575.0  ...      223.03   2564.0      2570.0       SH
177  SH607  20251015   2560.0   2580.0  ...      169.50   2568.0      2576.0       SH
178  SH608  20251015   2585.0   2602.0  ...      171.05   2592.0      2601.0       SH
179  SH609  20251015   2589.0   2601.0  ...      210.30   2596.0      2597.0       SH
180  SM510  20251015   5662.0   5666.0  ...      676.38   5660.0      5614.0       SM
181  SM511  20251015   5736.0   5786.0  ...    26486.40   5754.0      5720.0       SM
182  SM512  20251015   5724.0   5794.0  ...   207807.25   5762.0      5720.0       SM
183  SM601  20251015   5726.0   5798.0  ...   481383.31   5766.0      5728.0       SM
184  SM602  20251015   5734.0   5802.0  ...    54919.11   5770.0      5734.0       SM
185  SM603  20251015   5744.0   5814.0  ...   284636.25   5782.0      5742.0       SM
186  SM604  20251015   5802.0   5802.0  ...        2.90   5802.0      5768.0       SM
187  SM605  20251015   5766.0   5826.0  ...    10073.96   5794.0      5758.0       SM
188  SM606  20251015   5816.0   5816.0  ...        5.80   5796.0      5760.0       SM
189  SM607  20251015      0.0      0.0  ...        0.00   5790.0      5778.0       SM
190  SM608  20251015      0.0      0.0  ...        0.00   5794.0      5792.0       SM
191  SM609  20251015   5814.0   5858.0  ...      588.33   5826.0      5800.0       SM
192  SR511  20251015   5430.0   5453.0  ...    27885.71   5427.0      5442.0       SR
193  SR601  20251015   5391.0   5416.0  ...   886959.35   5402.0      5400.0       SR
194  SR603  20251015   5384.0   5401.0  ...   171069.69   5388.0      5384.0       SR
195  SR605  20251015   5366.0   5385.0  ...   100926.42   5373.0      5374.0       SR
196  SR607  20251015   5378.0   5392.0  ...     3219.34   5384.0      5385.0       SR
197  SR609  20251015   5383.0   5402.0  ...     4563.29   5394.0      5393.0       SR
198  TA510  20251015   4346.0   4378.0  ...     2401.28   4370.0      4420.0       TA
199  TA511  20251015   4388.0   4392.0  ...    72997.90   4378.0      4432.0       TA
200  TA512  20251015   4394.0   4410.0  ...   152469.12   4394.0      4454.0       TA
201  TA601  20251015   4422.0   4428.0  ...  1264069.93   4412.0      4464.0       TA
202  TA602  20251015   4430.0   4442.0  ...   120455.17   4424.0      4486.0       TA
203  TA603  20251015   4446.0   4456.0  ...    51664.33   4438.0      4496.0       TA
204  TA604  20251015   4456.0   4466.0  ...       26.74   4456.0      4532.0       TA
205  TA605  20251015   4480.0   4488.0  ...    88227.81   4474.0      4522.0       TA
206  TA606  20251015   4482.0   4484.0  ...       26.85   4476.0      4510.0       TA
207  TA607  20251015   4482.0   4500.0  ...       17.96   4492.0      4550.0       TA
208  TA608  20251015      0.0      0.0  ...        0.00   4526.0      4558.0       TA
209  TA609  20251015   4540.0   4540.0  ...     3079.34   4512.0      4552.0       TA
210  UR510  20251015   1495.0   1509.0  ...      245.23   1495.0      1504.0       UR
211  UR511  20251015   1585.0   1586.0  ...    16278.40   1580.0      1578.0       UR
212  UR512  20251015   1585.0   1597.0  ...    25277.80   1590.0      1587.0       UR
213  UR601  20251015   1600.0   1611.0  ...   378430.22   1604.0      1602.0       UR
214  UR602  20251015   1601.0   1618.0  ...    14897.60   1612.0      1607.0       UR
215  UR603  20251015   1671.0   1673.0  ...      136.59   1666.0      1661.0       UR
216  UR604  20251015   1670.0   1671.0  ...       40.06   1669.0      1669.0       UR
217  UR605  20251015   1670.0   1680.0  ...    23994.85   1674.0      1672.0       UR
218  UR606  20251015   1682.0   1684.0  ...      235.17   1680.0      1676.0       UR
219  UR607  20251015   1708.0   1708.0  ...        6.83   1708.0      1710.0       UR
220  UR608  20251015      0.0      0.0  ...        0.00   1707.0      1707.0       UR
221  UR609  20251015   1709.0   1710.0  ...      204.83   1707.0      1705.0       UR
222  WH511  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:25:31,295 - future_1d - INFO - ak.get_czce_daily('2025-10-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251015  7196.600  ...  7272.000    7159.800       IC
1   IC2511  20251015  7090.800  ...  7190.400    7072.000       IC
2   IC2512  20251015  7068.000  ...  7134.400    7018.600       IC
3   IC2603  20251015  6880.000  ...  6972.000    6857.000       IC
4   IF2510  20251015  4544.000  ...  4596.400    4531.000       IF
5   IF2511  20251015  4532.200  ...  4583.800    4513.400       IF
6   IF2512  20251015  4522.000  ...  4572.600    4499.200       IF
7   IF2603  20251015  4496.000  ...  4551.200    4477.200       IF
8   IH2510  20251015  2967.000  ...  2996.800    2958.400       IH
9   IH2511  20251015  2964.200  ...  2994.000    2952.200       IH
10  IH2512  20251015  2968.000  ...  2995.000    2953.000       IH
11  IH2603  20251015  2965.200  ...  2996.000    2953.800       IH
12  IM2510  20251015  7377.800  ...  7451.600    7338.200       IM
13  IM2511  20251015  7260.000  ...  7357.600    7234.400       IM
14  IM2512  20251015  7194.800  ...  7273.800    7148.600       IM
15  IM2603  20251015  6949.000  ...  7054.200    6926.000       IM
16   T2512  20251015   108.105  ...   108.100     108.190        T
17   T2603  20251015   107.785  ...   107.780     107.880        T
18   T2606  20251015   107.660  ...   107.705     107.795        T
19  TF2512  20251015   105.740  ...   105.715     105.765       TF
20  TF2603  20251015   105.630  ...   105.610     105.650       TF
21  TF2606  20251015   105.575  ...   105.615     105.650       TF
22  TL2512  20251015   114.450  ...   114.480     114.740       TL
23  TL2603  20251015   113.940  ...   114.160     114.420       TL
24  TL2606  20251015   114.170  ...   114.100     114.360       TL
25  TS2512  20251015   102.382  ...   102.372     102.386       TS
26  TS2603  20251015   102.292  ...   102.274     102.292       TS
27  TS2606  20251015   102.312  ...   102.316     102.334       TS

[28 rows x 12 columns]
2025-10-22 18:25:31,484 - future_1d - INFO - ak.get_cffex_daily('2025-10-15') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251015   442.4   447.1  ...  3636243.41   443.2      451.8      SC
1       SC2512  20251015   443.3   448.3  ...   2159802.1   444.9      452.5      SC
2       SC2601  20251015   444.2     449  ...   428988.28   445.5      452.5      SC
3       SC2602  20251015   444.1   449.1  ...    63456.69   445.9        453      SC
4       SC2603  20251015     446   448.8  ...    20087.83   447.3      452.7      SC
5       SC2604  20251015   445.6   450.2  ...     9106.51   448.5      453.6      SC
6       SC2605  20251015   445.6   450.8  ...    12840.45   448.9      454.5      SC
7       SC2606  20251015   446.2     451  ...     38123.9   450.1      455.6      SC
8       SC2607  20251015   450.3   450.5  ...      270.04     450      454.8      SC
9       SC2608  20251015   451.3   451.3  ...      225.31   450.6      455.3      SC
10      SC2609  20251015   451.5   452.4  ...       585.8   450.6      454.6      SC
11      SC2610  20251015                  ...           0   449.7      449.7      SC
12      SC2612  20251015   452.2   452.2  ...       90.31   451.5      452.6      SC
13      SC2703  20251015   448.6   448.7  ...       89.73   448.6      451.6      SC
14      SC2706  20251015                  ...           0   453.6      453.6      SC
15      SC2709  20251015   449.9     450  ...       89.99   449.9      450.6      SC
16      SC2712  20251015                  ...           0     455        455      SC
17      SC2803  20251015                  ...           0     449        449      SC
18      SC2806  20251015   447.2     449  ...      134.42     448      451.7      SC
19      SC2809  20251015   449.6     450  ...      493.86   448.9      452.9      SC
21      LU2511  20251015    3152    3163  ...   26735.659    3141       3204      LU
22      LU2512  20251015    3159    3178  ...  276488.889    3158       3216      LU
23      LU2601  20251015    3157    3182  ...  175230.353    3161       3210      LU
24      LU2602  20251015    3159    3178  ...   21516.756    3162       3205      LU
25      LU2603  20251015    3150    3177  ...    3154.537    3160       3206      LU
26      LU2604  20251015    3163    3169  ...      25.293    3161       3192      LU
27      LU2605  20251015    3166    3174  ...     104.406    3163       3200      LU
28      LU2606  20251015    3146    3170  ...      41.083    3160       3177      LU
29      LU2607  20251015    3186    3186  ...     241.356    3175       3206      LU
30      LU2608  20251015    3184    3184  ...     257.069    3173       3205      LU
31      LU2609  20251015    3147    3176  ...     151.669    3159       3188      LU
32      LU2610  20251015    3147    3161  ...      25.222    3152       3187      LU
34      NR2510  20251015   12015   12200  ...       484.3   12105      11925      NR
35      NR2511  20251015   11995   12240  ...   564802.63   12110      11990      NR
36      NR2512  20251015   11980   12195  ...   739506.95   12085      11985      NR
37      NR2601  20251015   12020   12180  ...   230462.74   12075      11995      NR
38      NR2602  20251015   11995   12195  ...       11119   12055      11995      NR
39      NR2603  20251015   12005   12115  ...     2284.07   12085      12020      NR
40      NR2604  20251015   11995   12100  ...     940.095   12050      12000      NR
41      NR2605  20251015   11900   12095  ...     337.335   12045      12020      NR
42      NR2606  20251015   12095   12135  ...     121.145   12110      12040      NR
43      NR2607  20251015   12170   12170  ...       36.47   12155      12115      NR
44      NR2608  20251015   12090   12090  ...       12.09   12090      12145      NR
45      NR2609  20251015   12125   12220  ...      36.565   12185      12250      NR
47      BC2510  20251015                  ...           0   75040      75040      BC
48      BC2511  20251015   74820   76450  ...  485745.945   75490      76190      BC
49      BC2512  20251015   75020   76470  ...   34587.805   75350      76240      BC
50      BC2601  20251015                  ...           0   76860      76860      BC
51      BC2602  20251015                  ...           0   75800      75800      BC
52      BC2603  20251015                  ...           0   75870      75800      BC
53      BC2604  20251015                  ...           0   76520      76520      BC
54      BC2605  20251015                  ...           0   75900      75900      BC
55      BC2606  20251015                  ...           0   75880      75880      BC
56      BC2607  20251015                  ...           0   76570      76570      BC
57      BC2608  20251015                  ...           0   75800      75800      BC
58      BC2609  20251015                  ...           0   76130      76130      BC
60      EC2510  20251015  1134.6  1135.5  ...  19247.4025  1128.2     1134.4      EC
61      EC2512  20251015    1690  1749.9  ...  365103.323  1713.4       1639      EC
62      EC2602  20251015    1482  1517.6  ...   60793.811  1481.1     1416.6      EC
63      EC2604  20251015    1150    1168  ...  25839.0295  1148.9     1112.5      EC
64      EC2606  20251015    1338    1338  ...   2532.7455  1315.7     1286.2      EC
65      EC2608  20251015    1445  1487.9  ...   1173.9275  1458.2     1424.4      EC
68  SC_TAS2511  20251015                  ...                                 SC_TAS
69  SC_TAS2512  20251015                  ...                                 SC_TAS
70  SC_TAS2601  20251015                  ...                                 SC_TAS
71  SC_TAS2602  20251015                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 18:25:31,562 - future_1d - INFO - ak.get_ine_daily('2025-10-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251015  ...   85080      85820      CU
1        1      CU2511  20251015  ...   84960      85710      CU
2        2      CU2512  20251015  ...   85000      85690      CU
3        3      CU2601  20251015  ...   84840      85610      CU
4        4      CU2602  20251015  ...   84750      85570      CU
5        5      CU2603  20251015  ...   84570      85750      CU
6        6      CU2604  20251015  ...   84860      85680      CU
7        7      CU2605  20251015  ...   84510      85680      CU
8        8      CU2606  20251015  ...   84560      85390      CU
9        9      CU2607  20251015  ...   84370      84950      CU
10      10      CU2608  20251015  ...   84550      85220      CU
11      11      CU2609  20251015  ...   84340      85270      CU
12      12      BC2510  20251015  ...   75040      75040      BC
13      13      BC2511  20251015  ...   75490      76190      BC
14      14      BC2512  20251015  ...   75350      76240      BC
15      15      BC2601  20251015  ...   76860      76860      BC
16      16      BC2602  20251015  ...   75800      75800      BC
17      17      BC2603  20251015  ...   75870      75800      BC
18      18      BC2604  20251015  ...   76520      76520      BC
19      19      BC2605  20251015  ...   75900      75900      BC
20      20      BC2606  20251015  ...   75880      75880      BC
21      21      BC2607  20251015  ...   76570      76570      BC
22      22      BC2608  20251015  ...   75800      75800      BC
23      23      BC2609  20251015  ...   76130      76130      BC
24      24      AL2510  20251015  ...   20850      20905      AL
25      25      AL2511  20251015  ...   20875      20930      AL
26      26      AL2512  20251015  ...   20895      20945      AL
27      27      AL2601  20251015  ...   20900      20950      AL
28      28      AL2602  20251015  ...   20890      20945      AL
29      29      AL2603  20251015  ...   20885      20945      AL
30      30      AL2604  20251015  ...   20910      20980      AL
31      31      AL2605  20251015  ...   20915      20995      AL
32      32      AL2606  20251015  ...   20890      20995      AL
33      33      AL2607  20251015  ...   20925      21015      AL
34      34      AL2608  20251015  ...   20930      21010      AL
35      35      AL2609  20251015  ...   20940      20995      AL
36      36      ZN2510  20251015  ...   21985      22205      ZN
37      37      ZN2511  20251015  ...   21995      22275      ZN
38      38      ZN2512  20251015  ...   22035      22310      ZN
39      39      ZN2601  20251015  ...   22065      22340      ZN
40      40      ZN2602  20251015  ...   22090      22370      ZN
41      41      ZN2603  20251015  ...   22125      22395      ZN
42      42      ZN2604  20251015  ...   22150      22415      ZN
43      43      ZN2605  20251015  ...   22180      22435      ZN
44      44      ZN2606  20251015  ...   22215      22475      ZN
45      45      ZN2607  20251015  ...   22200      22470      ZN
46      46      ZN2608  20251015  ...   22220      22475      ZN
47      47      ZN2609  20251015  ...   22275      22535      ZN
48      48      PB2510  20251015  ...   17080      17045      PB
49      49      PB2511  20251015  ...   17055      17085      PB
50      50      PB2512  20251015  ...   17085      17095      PB
51      51      PB2601  20251015  ...   17085      17090      PB
52      52      PB2602  20251015  ...   16990      17115      PB
53      53      PB2603  20251015  ...   17105      17105      PB
54      54      PB2604  20251015  ...   17190      17115      PB
55      55      PB2605  20251015  ...   17145      17125      PB
56      56      PB2606  20251015  ...   17195      17145      PB
57      57      PB2607  20251015  ...   17160      17160      PB
58      58      PB2608  20251015  ...   17200      17170      PB
59      59      PB2609  20251015  ...   17235      17225      PB
60      60      NI2510  20251015  ...  120650     120560      NI
61      61      NI2511  20251015  ...  121020     121080      NI
62      62      NI2512  20251015  ...  121170     121210      NI
63      63      NI2601  20251015  ...  121390     121470      NI
64      64      NI2602  20251015  ...  121600     121680      NI
65      65      NI2603  20251015  ...  121920     122000      NI
66      66      NI2604  20251015  ...  122100     122110      NI
67      67      NI2605  20251015  ...  122360     122240      NI
68      68      NI2606  20251015  ...  122570     122600      NI
69      69      NI2607  20251015  ...  122850     122680      NI
70      70      NI2608  20251015  ...  123210     123140      NI
71      71      NI2609  20251015  ...  123450     123520      NI
72      72      SN2510  20251015  ...  280420     281340      SN
73      73      SN2511  20251015  ...  280410     282140      SN
74      74      SN2512  20251015  ...  280740     282320      SN
75      75      SN2601  20251015  ...  281030     282460      SN
76      76      SN2602  20251015  ...  280790     282390      SN
77      77      SN2603  20251015  ...  280770     282460      SN
78      78      SN2604  20251015  ...  280770     282290      SN
79      79      SN2605  20251015  ...  280720     282370      SN
80      80      SN2606  20251015  ...  281340     282730      SN
81      81      SN2607  20251015  ...  280840     282610      SN
82      82      SN2608  20251015  ...  281330     283550      SN
83      83      SN2609  20251015  ...  282990     282990      SN
84      84      AO2510  20251015  ...    2757       2775      AO
85      85      AO2511  20251015  ...    2776       2783      AO
86      86      AO2512  20251015  ...    2788       2797      AO
87      87      AO2601  20251015  ...    2799       2807      AO
88      88      AO2602  20251015  ...    2818       2826      AO
89      89      AO2603  20251015  ...    2889       2897      AO
90      90      AO2604  20251015  ...    2901       2910      AO
91      91      AO2605  20251015  ...    2910       2918      AO
92      92      AO2606  20251015  ...    2922       2928      AO
93      93      AO2607  20251015  ...    2930       2937      AO
94      94      AO2608  20251015  ...    2945       2949      AO
95      95      AO2609  20251015  ...    2960       2967      AO
96      96      AD2511  20251015  ...   20330      20380      AD
97      97      AD2512  20251015  ...   20400      20440      AD
98      98      AD2601  20251015  ...   20445      20490      AD
99      99      AD2602  20251015  ...   20425      20485      AD
100    100      AD2603  20251015  ...   20420      20440      AD
101    101      AD2604  20251015  ...   20405      20420      AD
102    102      AD2605  20251015  ...   20340      20370      AD
103    103      AD2606  20251015  ...   20300      20420      AD
104    104      AD2607  20251015  ...   20270      20340      AD
105    105      AD2608  20251015  ...   20495      20495      AD
106    106      AD2609  20251015  ...   20495      20410      AD
107    107      AU2510  20251015  ...  962.24      942.4      AU
108    108      AU2511  20251015  ...   947.9     939.32      AU
109    109      AU2512  20251015  ...  948.92     940.64      AU
110    110      AU2602  20251015  ...   952.1     943.96      AU
111    111      AU2604  20251015  ...   953.3     946.46      AU
112    112      AU2606  20251015  ...   957.1     947.86      AU
113    113      AU2608  20251015  ...  958.84     952.96      AU
114    114      AU2610  20251015  ...  961.32     952.34      AU
115    115      AG2510  20251015  ...   12200      11714      AG
116    116      AG2511  20251015  ...   11689      11696      AG
117    117      AG2512  20251015  ...   11675      11697      AG
118    118      AG2601  20251015  ...   11677      11724      AG
119    119      AG2602  20251015  ...   11708      11734      AG
120    120      AG2603  20251015  ...   11700      11775      AG
121    121      AG2604  20251015  ...   11712      11788      AG
122    122      AG2605  20251015  ...   11712      11796      AG
123    123      AG2606  20251015  ...   11756      11791      AG
124    124      AG2607  20251015  ...   11765      11829      AG
125    125      AG2608  20251015  ...   11754      11813      AG
126    126      AG2609  20251015  ...   11808      11799      AG
127    127      RB2510  20251015  ...    2954       2975      RB
128    128      RB2511  20251015  ...    2987       2997      RB
129    129      RB2512  20251015  ...    3031       3043      RB
130    130      RB2601  20251015  ...    3044       3060      RB
131    131      RB2602  20251015  ...    3049       3067      RB
132    132      RB2603  20251015  ...    3074       3087      RB
133    133      RB2604  20251015  ...    3096       3102      RB
134    134      RB2605  20251015  ...    3099       3116      RB
135    135      RB2606  20251015  ...    3114       3130      RB
136    136      RB2607  20251015  ...    3136       3139      RB
137    137      RB2608  20251015  ...    3134       3151      RB
138    138      RB2609  20251015  ...    3143       3161      RB
139    139      WR2510  20251015  ...    3100       3069      WR
140    140      WR2511  20251015  ...    3270       3270      WR
141    141      WR2512  20251015  ...    3353       3309      WR
142    142      WR2601  20251015  ...    3342       3329      WR
143    143      WR2602  20251015  ...    3370       3370      WR
144    144      WR2603  20251015  ...    3361       3361      WR
145    145      WR2604  20251015  ...    3369       3369      WR
146    146      WR2605  20251015  ...    3364       3364      WR
147    147      WR2606  20251015  ...    3363       3360      WR
148    148      WR2607  20251015  ...    3416       3390      WR
149    149      WR2608  20251015  ...    3431       3431      WR
150    150      WR2609  20251015  ...    3430       3430      WR
151    151      HC2510  20251015  ...    3534       3442      HC
152    152      HC2511  20251015  ...    3282       3282      HC
153    153      HC2512  20251015  ...    3254       3262      HC
154    154      HC2601  20251015  ...    3225       3240      HC
155    155      HC2602  20251015  ...    3223       3240      HC
156    156      HC2603  20251015  ...    3233       3243      HC
157    157      HC2604  20251015  ...    3228       3241      HC
158    158      HC2605  20251015  ...    3235       3251      HC
159    159      HC2606  20251015  ...    3237       3245      HC
160    160      HC2607  20251015  ...    3245       3273      HC
161    161      HC2608  20251015  ...    3253       3277      HC
162    162      HC2609  20251015  ...    3259       3270      HC
163    163      SS2510  20251015  ...   12345      12315      SS
164    164      SS2511  20251015  ...   12525      12565      SS
165    165      SS2512  20251015  ...   12555      12590      SS
166    166      SS2601  20251015  ...   12655      12680      SS
167    167      SS2602  20251015  ...   12715      12745      SS
168    168      SS2603  20251015  ...   12795      12815      SS
169    169      SS2604  20251015  ...   12870      12885      SS
170    170      SS2605  20251015  ...   12925      12945      SS
171    171      SS2606  20251015  ...   13000      13025      SS
172    172      SS2607  20251015  ...   13035      13100      SS
173    173      SS2608  20251015  ...   13095      13125      SS
174    174      SS2609  20251015  ...   13170      13230      SS
175    175      SC2511  20251015  ...   443.2      451.8      SC
176    176      SC2512  20251015  ...   444.9      452.5      SC
177    177      SC2601  20251015  ...   445.5      452.5      SC
178    178      SC2602  20251015  ...   445.9        453      SC
179    179      SC2603  20251015  ...   447.3      452.7      SC
180    180      SC2604  20251015  ...   448.5      453.6      SC
181    181      SC2605  20251015  ...   448.9      454.5      SC
182    182      SC2606  20251015  ...   450.1      455.6      SC
183    183      SC2607  20251015  ...     450      454.8      SC
184    184      SC2608  20251015  ...   450.6      455.3      SC
185    185      SC2609  20251015  ...   450.6      454.6      SC
186    186      SC2610  20251015  ...   449.7      449.7      SC
187    187      SC2612  20251015  ...   451.5      452.6      SC
188    188      SC2703  20251015  ...   448.6      451.6      SC
189    189      SC2706  20251015  ...   453.6      453.6      SC
190    190      SC2709  20251015  ...   449.9      450.6      SC
191    191      SC2712  20251015  ...     455        455      SC
192    192      SC2803  20251015  ...     449        449      SC
193    193      SC2806  20251015  ...     448      451.7      SC
194    194      SC2809  20251015  ...   448.9      452.9      SC
195    195      LU2511  20251015  ...    3141       3204      LU
196    196      LU2512  20251015  ...    3158       3216      LU
197    197      LU2601  20251015  ...    3161       3210      LU
198    198      LU2602  20251015  ...    3162       3205      LU
199    199      LU2603  20251015  ...    3160       3206      LU
200    200      LU2604  20251015  ...    3161       3192      LU
201    201      LU2605  20251015  ...    3163       3200      LU
202    202      LU2606  20251015  ...    3160       3177      LU
203    203      LU2607  20251015  ...    3175       3206      LU
204    204      LU2608  20251015  ...    3173       3205      LU
205    205      LU2609  20251015  ...    3159       3188      LU
206    206      LU2610  20251015  ...    3152       3187      LU
207    207      FU2511  20251015  ...    2725       2763      FU
208    208      FU2512  20251015  ...    2685       2733      FU
209    209      FU2601  20251015  ...    2669       2714      FU
210    210      FU2602  20251015  ...    2652       2697      FU
211    211      FU2603  20251015  ...    2649       2693      FU
212    212      FU2604  20251015  ...    2647       2690      FU
213    213      FU2605  20251015  ...    2641       2680      FU
214    214      FU2606  20251015  ...    2634       2670      FU
215    215      FU2607  20251015  ...    2626       2659      FU
216    216      FU2608  20251015  ...    2600       2634      FU
217    217      FU2609  20251015  ...    2594       2628      FU
218    218      FU2610  20251015  ...    2584       2615      FU
219    219      BU2510  20251015  ...    3470       3470      BU
220    220      BU2511  20251015  ...    3261       3286      BU
221    221      BU2512  20251015  ...    3185       3208      BU
222    222      BU2601  20251015  ...    3149       3166      BU
223    223      BU2602  20251015  ...    3157       3172      BU
224    224      BU2603  20251015  ...    3180       3193      BU
225    225      BU2604  20251015  ...    3188       3191      BU
226    226      BU2605  20251015  ...    3194       3206      BU
227    227      BU2606  20251015  ...    3199       3207      BU
228    228      BU2607  20251015  ...    3222       3222      BU
229    229      BU2608  20251015  ...    3202       3197      BU
230    230      BU2609  20251015  ...    3202       3207      BU
231    231      BU2612  20251015  ...    3148       3155      BU
232    232      BU2703  20251015  ...    3161       3172      BU
233    233      BU2706  20251015  ...    3168       3175      BU
234    234      BU2709  20251015  ...    3172       3198      BU
235    235      BR2510  20251015  ...   10670      10670      BR
236    236      BR2511  20251015  ...   10805      10825      BR
237    237      BR2512  20251015  ...   10745      10790      BR
238    238      BR2601  20251015  ...   10740      10790      BR
239    239      BR2602  20251015  ...   10755      10780      BR
240    240      BR2603  20251015  ...   10760      10770      BR
241    241      BR2604  20251015  ...   10795      10795      BR
242    242      BR2605  20251015  ...   10800      10805      BR
243    243      BR2606  20251015  ...   10865      10810      BR
244    244      BR2607  20251015  ...   11025      11035      BR
245    245      BR2608  20251015  ...   11040      11040      BR
246    246      BR2609  20251015  ...   11080      11080      BR
247    247      RU2510  20251015  ...   14030      14165      RU
248    248      RU2511  20251015  ...   14095      14060      RU
249    249      RU2601  20251015  ...   14850      14855      RU
250    250      RU2603  20251015  ...   14835      14815      RU
251    251      RU2604  20251015  ...   14860      14855      RU
252    252      RU2605  20251015  ...   14855      14845      RU
253    253      RU2606  20251015  ...   14865      14850      RU
254    254      RU2607  20251015  ...   14905      14900      RU
255    255      RU2608  20251015  ...   14915      14925      RU
256    256      RU2609  20251015  ...   14905      14880      RU
257    257      NR2510  20251015  ...   12105      11925      NR
258    258      NR2511  20251015  ...   12110      11990      NR
259    259      NR2512  20251015  ...   12085      11985      NR
260    260      NR2601  20251015  ...   12075      11995      NR
261    261      NR2602  20251015  ...   12055      11995      NR
262    262      NR2603  20251015  ...   12085      12020      NR
263    263      NR2604  20251015  ...   12050      12000      NR
264    264      NR2605  20251015  ...   12045      12020      NR
265    265      NR2606  20251015  ...   12110      12040      NR
266    266      NR2607  20251015  ...   12155      12115      NR
267    267      NR2608  20251015  ...   12090      12145      NR
268    268      NR2609  20251015  ...   12185      12250      NR
269    269      SP2510  20251015  ...    4812       4812      SP
270    270      SP2511  20251015  ...    4854       4840      SP
271    271      SP2512  20251015  ...    4878       4864      SP
272    272      SP2601  20251015  ...    5174       5160      SP
273    273      SP2602  20251015  ...    5188       5170      SP
274    274      SP2603  20251015  ...    5206       5194      SP
275    275      SP2604  20251015  ...    5226       5206      SP
276    276      SP2605  20251015  ...    5240       5226      SP
277    277      SP2606  20251015  ...    5252       5234      SP
278    278      SP2607  20251015  ...    5248       5234      SP
279    279      SP2608  20251015  ...    5248       5240      SP
280    280      SP2609  20251015  ...    5244       5238      SP
281    281      OP2601  20251015  ...    4214       4208      OP
282    282      OP2602  20251015  ...    4224       4224      OP
283    283      OP2603  20251015  ...    4216       4218      OP
284    284      OP2604  20251015  ...    4232       4240      OP
285    285      OP2605  20251015  ...    4236       4232      OP
286    286      OP2606  20251015  ...    4202       4202      OP
287    287      OP2607  20251015  ...    4242       4242      OP
288    288      OP2608  20251015  ...    4268       4274      OP
289    289      OP2609  20251015  ...    4220       4220      OP
290    290      EC2510  20251015  ...  1128.2     1134.4      EC
291    291      EC2512  20251015  ...  1713.4       1639      EC
292    292      EC2602  20251015  ...  1481.1     1416.6      EC
293    293      EC2604  20251015  ...  1148.9     1112.5      EC
294    294      EC2606  20251015  ...  1315.7     1286.2      EC
295    295      EC2608  20251015  ...  1458.2     1424.4      EC
296    296  SC_TAS2511  20251015  ...                     SC_TAS
297    297  SC_TAS2512  20251015  ...                     SC_TAS
298    298  SC_TAS2601  20251015  ...                     SC_TAS
299    299  SC_TAS2602  20251015  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-22 18:25:31,666 - future_1d - INFO - ak.get_shfe_daily('2025-10-15') done
2025-10-22 18:25:33,576 - future_1d - INFO - save future_daily 2025-10-15 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251016      0.0  ...  52555.0     50755.0       PS
1   PS2511  20251016  50690.0  ...  51755.0     50805.0       PS
2   PS2512  20251016  53160.0  ...  54225.0     53270.0       PS
3   PS2601  20251016  53280.0  ...  54180.0     53165.0       PS
4   PS2602  20251016  52830.0  ...  53995.0     52840.0       PS
5   PS2603  20251016  52705.0  ...  53925.0     52690.0       PS
6   PS2604  20251016  52790.0  ...  53825.0     52600.0       PS
7   PS2605  20251016  52985.0  ...  53700.0     52730.0       PS
8   PS2606  20251016  54475.0  ...  55560.0     54525.0       PS
9   PS2607  20251016  54050.0  ...  55495.0     54410.0       PS
10  PS2608  20251016  53775.0  ...  55065.0     54125.0       PS
11  PS2609  20251016  53780.0  ...  54750.0     53855.0       PS
13  SI2510  20251016   8620.0  ...   8615.0      8620.0       SI
14  SI2511  20251016   8555.0  ...   8575.0      8595.0       SI
15  SI2512  20251016   8955.0  ...   8955.0      8965.0       SI
16  SI2601  20251016   8885.0  ...   8895.0      8905.0       SI
17  SI2602  20251016   8915.0  ...   8890.0      8885.0       SI
18  SI2603  20251016   8890.0  ...   8895.0      8910.0       SI
19  SI2604  20251016   8880.0  ...   8920.0      8940.0       SI
20  SI2605  20251016   8880.0  ...   8925.0      8935.0       SI
21  SI2606  20251016   8940.0  ...   8930.0      8960.0       SI
22  SI2607  20251016   8950.0  ...   8950.0      8935.0       SI
23  SI2608  20251016   8895.0  ...   8965.0      8960.0       SI
24  SI2609  20251016   8950.0  ...   8965.0      8975.0       SI
27  LC2510  20251016  73600.0  ...  73660.0     73220.0       LC
28  LC2511  20251016  72820.0  ...  73820.0     73100.0       LC
29  LC2512  20251016  73000.0  ...  74080.0     73200.0       LC
30  LC2601  20251016  73200.0  ...  74060.0     73200.0       LC
31  LC2602  20251016  72720.0  ...  73780.0     73100.0       LC
32  LC2603  20251016  72800.0  ...  73820.0     72980.0       LC
33  LC2604  20251016  73540.0  ...  74340.0     73640.0       LC
34  LC2605  20251016  73500.0  ...  74320.0     73680.0       LC
35  LC2606  20251016  73580.0  ...  74200.0     73620.0       LC
36  LC2607  20251016  73320.0  ...  74220.0     73560.0       LC
37  LC2608  20251016  73980.0  ...  74460.0     73840.0       LC
38  LC2609  20251016  73820.0  ...  74460.0     73940.0       LC

[36 rows x 12 columns]
2025-10-22 18:25:38,322 - future_1d - INFO - ak.get_gfex_daily('2025-10-16') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251016   3971.00  ...   4000.00     3969.00        A
1     a2601  20251016   4002.00  ...   4020.00     3988.00        A
2     a2603  20251016   4001.00  ...   4022.00     3992.00        A
3     a2605  20251016   4026.00  ...   4053.00     4026.00        A
4     a2607  20251016   4032.00  ...   4049.00     4025.00        A
5     a2609  20251016   4033.00  ...   4053.00     4026.00        A
6     b2510  20251016      0.00  ...   3600.00     3600.00        B
7     b2511  20251016   3609.00  ...   3604.00     3603.00        B
8     b2512  20251016   3623.00  ...   3619.00     3614.00        B
9     b2601  20251016   3631.00  ...   3631.00     3624.00        B
10    b2602  20251016   3634.00  ...   3641.00     3632.00        B
11    b2603  20251016   3600.00  ...   3603.00     3594.00        B
12    b2604  20251016   3509.00  ...   3509.00     3508.00        B
13    b2605  20251016   3447.00  ...   3447.00     3442.00        B
14    b2606  20251016   3413.00  ...   3418.00     3414.00        B
15    b2607  20251016   3425.00  ...   3424.00     3420.00        B
16    b2608  20251016   3521.00  ...   3520.00     3516.00        B
17    b2609  20251016   3546.00  ...   3544.00     3536.00        B
18   bb2511  20251016      0.00  ...    144.50      144.50       BB
19   bb2601  20251016    147.35  ...    147.35      146.95       BB
20   bb2603  20251016    146.80  ...    146.90      147.10       BB
21   bb2605  20251016      0.00  ...    147.70      147.70       BB
22   bb2607  20251016      0.00  ...    152.40      152.60       BB
23   bb2609  20251016      0.00  ...    152.40      152.60       BB
24   bz2603  20251016   5595.00  ...   5589.00     5585.00       BZ
25   bz2604  20251016   5586.00  ...   5593.00     5576.00       BZ
26   bz2605  20251016   5586.00  ...   5571.00     5588.00       BZ
27   bz2606  20251016   5517.00  ...   5597.00     5573.00       BZ
28   bz2607  20251016   5530.00  ...   5530.00     5660.00       BZ
29   bz2608  20251016      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251016      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251016   2107.00  ...   2106.00     2097.00        C
32    c2601  20251016   2124.00  ...   2131.00     2119.00        C
33    c2603  20251016   2157.00  ...   2161.00     2148.00        C
34    c2605  20251016   2218.00  ...   2227.00     2208.00        C
35    c2607  20251016   2232.00  ...   2240.00     2223.00        C
36    c2609  20251016   2247.00  ...   2255.00     2238.00        C
37   cs2511  20251016   2399.00  ...   2389.00     2390.00       CS
38   cs2601  20251016   2415.00  ...   2416.00     2407.00       CS
39   cs2603  20251016   2434.00  ...   2434.00     2427.00       CS
40   cs2605  20251016   2530.00  ...   2535.00     2521.00       CS
41   cs2607  20251016   2541.00  ...   2549.00     2532.00       CS
42   cs2609  20251016   2583.00  ...   2587.00     2570.00       CS
43   eb2510  20251016      0.00  ...   6442.00     6442.00       EB
44   eb2511  20251016   6550.00  ...   6524.00     6544.00       EB
45   eb2512  20251016   6611.00  ...   6552.00     6566.00       EB
46   eb2601  20251016   6622.00  ...   6597.00     6609.00       EB
47   eb2602  20251016   6686.00  ...   6648.00     6667.00       EB
48   eb2603  20251016   6737.00  ...   6711.00     6727.00       EB
49   eb2604  20251016   6764.00  ...   6741.00     6765.00       EB
50   eb2605  20251016   6804.00  ...   6714.00     6795.00       EB
51   eb2606  20251016   6837.00  ...   6809.00     6828.00       EB
52   eb2607  20251016   6881.00  ...   6836.00     6852.00       EB
53   eb2608  20251016   6815.00  ...   6840.00     6870.00       EB
54   eb2609  20251016   6851.00  ...   6896.00     6889.00       EB
55   eg2510  20251016   4086.00  ...   4092.00     4089.00       EG
56   eg2511  20251016   4094.00  ...   4071.00     4073.00       EG
57   eg2512  20251016   4059.00  ...   4053.00     4054.00       EG
58   eg2601  20251016   4057.00  ...   4056.00     4048.00       EG
59   eg2602  20251016   4060.00  ...   4082.00     4053.00       EG
60   eg2603  20251016   4071.00  ...   4073.00     4074.00       EG
61   eg2604  20251016   4124.00  ...   4150.00     4135.00       EG
62   eg2605  20251016   4138.00  ...   4144.00     4134.00       EG
63   eg2606  20251016   4123.00  ...   4159.00     4143.00       EG
64   eg2607  20251016      0.00  ...   4171.00     4171.00       EG
65   eg2608  20251016   4161.00  ...   4163.00     4170.00       EG
66   eg2609  20251016   4171.00  ...   4171.00     4202.00       EG
67   fb2510  20251016      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251016   1253.50  ...   1253.50     1256.00       FB
69   fb2512  20251016   1255.00  ...   1255.50     1256.00       FB
70   fb2601  20251016   1262.50  ...   1263.00     1264.50       FB
71   fb2602  20251016   1265.00  ...   1264.00     1270.50       FB
72   fb2603  20251016   1262.50  ...   1260.00     1264.50       FB
73   fb2604  20251016   1263.00  ...   1261.50     1264.50       FB
74   fb2605  20251016      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251016      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251016      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251016      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251016      0.00  ...   1296.00     1296.00       FB
79    i2510  20251016      0.00  ...    806.00      806.00        I
80    i2511  20251016    796.50  ...    790.50      798.00        I
81    i2512  20251016    790.50  ...    784.00      792.00        I
82    i2601  20251016    780.00  ...    772.50      780.50        I
83    i2602  20251016    775.50  ...    770.50      779.50        I
84    i2603  20251016    772.50  ...    765.50      773.50        I
85    i2604  20251016    767.00  ...    761.00      768.50        I
86    i2605  20251016    757.00  ...    750.50      759.00        I
87    i2606  20251016    751.50  ...    745.50      753.00        I
88    i2607  20251016    747.00  ...    741.00      748.50        I
89    i2608  20251016    742.50  ...    736.00      743.00        I
90    i2609  20251016    734.00  ...    729.50      736.50        I
91    j2510  20251016      0.00  ...   1600.00     1600.00        J
92    j2511  20251016   1581.50  ...   1588.00     1578.00        J
93    j2512  20251016   1611.50  ...   1611.00     1607.00        J
94    j2601  20251016   1642.00  ...   1649.00     1635.50        J
95    j2602  20251016   1670.50  ...   1674.50     1663.00        J
96    j2603  20251016   1690.50  ...   1714.50     1676.50        J
97    j2604  20251016   1774.50  ...   1765.50     1762.50        J
98    j2605  20251016   1800.00  ...   1797.00     1781.50        J
99    j2606  20251016   1805.00  ...   1820.50     1814.00        J
100   j2607  20251016      0.00  ...   1833.50     1833.50        J
101   j2608  20251016      0.00  ...   1865.00     1865.00        J
102   j2609  20251016   1870.50  ...   1876.00     1864.50        J
103  jd2510  20251016   2790.00  ...   2750.00     2708.00       JD
104  jd2511  20251016   2856.00  ...   2834.00     2848.00       JD
105  jd2512  20251016   3013.00  ...   2990.00     3021.00       JD
106  jd2601  20251016   3203.00  ...   3180.00     3209.00       JD
107  jd2602  20251016   3027.00  ...   3000.00     3026.00       JD
108  jd2603  20251016   3037.00  ...   3015.00     3037.00       JD
109  jd2604  20251016   3156.00  ...   3137.00     3157.00       JD
110  jd2605  20251016   3346.00  ...   3342.00     3343.00       JD
111  jd2606  20251016   3234.00  ...   3233.00     3233.00       JD
112  jd2607  20251016   3474.00  ...   3482.00     3471.00       JD
113  jd2608  20251016   3973.00  ...   3966.00     3966.00       JD
114  jd2609  20251016   3868.00  ...   3862.00     3867.00       JD
115  jm2510  20251016      0.00  ...    999.00      999.00       JM
116  jm2511  20251016   1034.00  ...   1057.00     1024.00       JM
117  jm2512  20251016   1088.00  ...   1098.50     1080.50       JM
118  jm2601  20251016   1155.00  ...   1162.00     1147.00       JM
119  jm2602  20251016   1181.00  ...   1188.00     1172.50       JM
120  jm2603  20251016   1198.00  ...   1208.50     1190.00       JM
121  jm2604  20251016   1214.00  ...   1227.00     1204.50       JM
122  jm2605  20251016   1236.50  ...   1244.00     1222.00       JM
123  jm2606  20251016   1241.50  ...   1267.00     1241.50       JM
124  jm2607  20251016   1274.50  ...   1282.00     1262.50       JM
125  jm2608  20251016   1282.50  ...   1303.00     1284.50       JM
126  jm2609  20251016   1315.00  ...   1327.50     1305.00       JM
127   l2510  20251016      0.00  ...   6856.00     6856.00        L
128   l2511  20251016   6898.00  ...   6889.00     6895.00        L
129   l2512  20251016   6912.00  ...   6899.00     6906.00        L
130   l2601  20251016   6912.00  ...   6907.00     6908.00        L
131   l2602  20251016   6923.00  ...   6911.00     6910.00        L
132   l2603  20251016   6945.00  ...   6926.00     6931.00        L
133   l2604  20251016   6943.00  ...   6961.00     6940.00        L
134   l2605  20251016   6957.00  ...   6947.00     6940.00        L
135   l2606  20251016   6961.00  ...   6960.00     6947.00        L
136   l2607  20251016   6954.00  ...   6977.00     6975.00        L
137   l2608  20251016   6958.00  ...   6991.00     6994.00        L
138   l2609  20251016   6978.00  ...   6983.00     6969.00        L
139  lg2511  20251016    798.00  ...    796.00      792.50       LG
140  lg2601  20251016    820.00  ...    823.50      821.00       LG
141  lg2603  20251016    829.50  ...    829.50      828.00       LG
142  lg2605  20251016    827.50  ...    830.00      829.50       LG
143  lg2607  20251016    828.00  ...    829.50      830.00       LG
144  lg2609  20251016      0.00  ...    831.50      830.00       LG
145  lh2511  20251016  11430.00  ...  11300.00    11485.00       LH
146  lh2601  20251016  12175.00  ...  11975.00    12300.00       LH
147  lh2603  20251016  11665.00  ...  11565.00    11735.00       LH
148  lh2605  20251016  12300.00  ...  12185.00    12335.00       LH
149  lh2607  20251016  13180.00  ...  12990.00    13170.00       LH
150  lh2609  20251016  13900.00  ...  13805.00    13925.00       LH
151   m2511  20251016   2885.00  ...   2893.00     2894.00        M
152   m2512  20251016   2932.00  ...   2931.00     2930.00        M
153   m2601  20251016   2913.00  ...   2915.00     2914.00        M
154   m2603  20251016   2897.00  ...   2896.00     2893.00        M
155   m2605  20251016   2738.00  ...   2741.00     2737.00        M
156   m2607  20251016   2723.00  ...   2725.00     2721.00        M
157   m2608  20251016   2848.00  ...   2848.00     2845.00        M
158   m2609  20251016   2859.00  ...   2854.00     2850.00        M
159   p2510  20251016      0.00  ...   9120.00     9120.00        P
160   p2511  20251016   9242.00  ...   9236.00     9210.00        P
161   p2512  20251016   9280.00  ...   9278.00     9262.00        P
162   p2601  20251016   9330.00  ...   9326.00     9316.00        P
163   p2602  20251016   9326.00  ...   9328.00     9330.00        P
164   p2603  20251016   9342.00  ...   9336.00     9322.00        P
165   p2604  20251016   9306.00  ...   9322.00     9290.00        P
166   p2605  20251016   9246.00  ...   9256.00     9228.00        P
167   p2606  20251016   9158.00  ...   9168.00     9142.00        P
168   p2607  20251016   9064.00  ...   9078.00     9056.00        P
169   p2608  20251016   9000.00  ...   9000.00     8976.00        P
170   p2609  20251016   8930.00  ...   8952.00     8896.00        P
171  pg2510  20251016   4350.00  ...   4340.00     4248.00       PG
172  pg2511  20251016   4165.00  ...   4199.00     4141.00       PG
173  pg2512  20251016   4030.00  ...   4079.00     3993.00       PG
174  pg2601  20251016   3947.00  ...   3987.00     3908.00       PG
175  pg2602  20251016   3868.00  ...   3897.00     3836.00       PG
176  pg2603  20251016   3783.00  ...   3818.00     3757.00       PG
177  pg2604  20251016   4164.00  ...   4193.00     4152.00       PG
178  pg2605  20251016   4086.00  ...   4113.00     4067.00       PG
179  pg2606  20251016   4020.00  ...   4053.00     4006.00       PG
180  pg2607  20251016   3958.00  ...   3980.00     3950.00       PG
181  pg2608  20251016   3938.00  ...   3944.00     3905.00       PG
182  pg2609  20251016   3879.00  ...   3869.00     3848.00       PG
183  pp2510  20251016   6482.00  ...   6482.00     6482.00       PP
184  pp2511  20251016   6539.00  ...   6524.00     6519.00       PP
185  pp2512  20251016   6572.00  ...   6571.00     6562.00       PP
186  pp2601  20251016   6597.00  ...   6598.00     6590.00       PP
187  pp2602  20251016   6584.00  ...   6594.00     6585.00       PP
188  pp2603  20251016   6594.00  ...   6587.00     6593.00       PP
189  pp2604  20251016   6630.00  ...   6641.00     6611.00       PP
190  pp2605  20251016   6653.00  ...   6643.00     6642.00       PP
191  pp2606  20251016   6622.00  ...   6609.00     6612.00       PP
192  pp2607  20251016   6608.00  ...   6591.00     6603.00       PP
193  pp2608  20251016   6621.00  ...   6639.00     6628.00       PP
194  pp2609  20251016   6680.00  ...   6666.00     6673.00       PP
195  rr2510  20251016      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251016   3624.00  ...   3615.00     3614.00       RR
197  rr2512  20251016   3607.00  ...   3606.00     3608.00       RR
198  rr2601  20251016   3627.00  ...   3626.00     3626.00       RR
199  rr2602  20251016   3617.00  ...   3614.00     3612.00       RR
200  rr2603  20251016   3613.00  ...   3612.00     3613.00       RR
201  rr2604  20251016   3615.00  ...   3615.00     3613.00       RR
202  rr2605  20251016   3609.00  ...   3609.00     3609.00       RR
203  rr2606  20251016   3610.00  ...   3606.00     3603.00       RR
204  rr2607  20251016   3617.00  ...   3611.00     3624.00       RR
205  rr2608  20251016   3601.00  ...   3601.00     3605.00       RR
206  rr2609  20251016   3608.00  ...   3608.00     3616.00       RR
207   v2510  20251016   4545.00  ...   4543.00     4561.00        V
208   v2511  20251016   4593.00  ...   4581.00     4593.00        V
209   v2512  20251016   4646.00  ...   4625.00     4635.00        V
210   v2601  20251016   4673.00  ...   4667.00     4680.00        V
211   v2602  20251016   4725.00  ...   4709.00     4727.00        V
212   v2603  20251016   4752.00  ...   4742.00     4758.00        V
213   v2604  20251016   4953.00  ...   4932.00     4953.00        V
214   v2605  20251016   4996.00  ...   4981.00     4993.00        V
215   v2606  20251016   5007.00  ...   5007.00     5028.00        V
216   v2607  20251016   5039.00  ...   5042.00     5067.00        V
217   v2608  20251016   5087.00  ...   5087.00     5102.00        V
218   v2609  20251016   5130.00  ...   5124.00     5129.00        V
219   y2511  20251016   8254.00  ...   8248.00     8246.00        Y
220   y2512  20251016   8290.00  ...   8294.00     8280.00        Y
221   y2601  20251016   8250.00  ...   8252.00     8244.00        Y
222   y2603  20251016   8196.00  ...   8214.00     8198.00        Y
223   y2605  20251016   8050.00  ...   8054.00     8040.00        Y
224   y2607  20251016   8006.00  ...   8004.00     7982.00        Y
225   y2608  20251016   8014.00  ...   8010.00     7968.00        Y
226   y2609  20251016   7966.00  ...   7966.00     7946.00        Y

[227 rows x 12 columns]
2025-10-22 18:25:38,886 - future_1d - INFO - ak.get_dce_daily('2025-10-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251016   9185.0   9185.0  ...      266.28   9182.0      9160.0       AP
1    AP511  20251016   8694.0   8734.0  ...     4660.57   8631.0      8695.0       AP
2    AP512  20251016   8661.0   8661.0  ...     3014.99   8565.0      8660.0       AP
3    AP601  20251016   8677.0   8691.0  ...  1123836.67   8565.0      8668.0       AP
4    AP603  20251016   8594.0   8594.0  ...     1225.84   8454.0      8572.0       AP
5    AP604  20251016   8618.0   8622.0  ...      603.96   8506.0      8607.0       AP
6    AP605  20251016   8678.0   8705.0  ...    81915.60   8553.0      8678.0       AP
7    CF511  20251016  13285.0  13395.0  ...    52906.93  13355.0     13275.0       CF
8    CF601  20251016  13260.0  13335.0  ...  1114456.10  13290.0     13255.0       CF
9    CF603  20251016  13290.0  13355.0  ...   120126.53  13310.0     13285.0       CF
10   CF605  20251016  13325.0  13390.0  ...   209550.20  13345.0     13315.0       CF
11   CF607  20251016  13335.0  13400.0  ...     1103.38  13375.0     13345.0       CF
12   CF609  20251016  13495.0  13545.0  ...     2839.98  13525.0     13495.0       CF
13   CJ512  20251016  10945.0  11220.0  ...     5706.67  11115.0     10975.0       CJ
14   CJ601  20251016  11100.0  11375.0  ...  1285269.52  11240.0     11105.0       CJ
15   CJ603  20251016  11060.0  11310.0  ...    13742.26  11200.0     11055.0       CJ
16   CJ605  20251016  11185.0  11420.0  ...   201495.93  11310.0     11185.0       CJ
17   CJ607  20251016  11290.0  11500.0  ...     3395.35  11415.0     11270.0       CJ
18   CJ609  20251016  11400.0  11625.0  ...     2964.85  11535.0     11405.0       CJ
19   CY510  20251016      0.0      0.0  ...        0.00  19475.0     19395.0       CY
20   CY511  20251016  19675.0  19770.0  ...     2464.93  19720.0     19675.0       CY
21   CY512  20251016      0.0      0.0  ...        0.00  19150.0     19100.0       CY
22   CY601  20251016  19310.0  19415.0  ...    94728.78  19375.0     19295.0       CY
23   CY602  20251016      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251016      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251016      0.0      0.0  ...        0.00  19570.0     19555.0       CY
27   CY606  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251016      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251016      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251016      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251016      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251016   1024.0   1042.0  ...    24408.65   1031.0      1031.0       FG
33   FG512  20251016   1139.0   1151.0  ...    92643.61   1138.0      1137.0       FG
34   FG601  20251016   1137.0   1148.0  ...  3410490.29   1137.0      1134.0       FG
35   FG602  20251016   1206.0   1217.0  ...    36946.81   1204.0      1203.0       FG
36   FG603  20251016   1211.0   1219.0  ...   110594.34   1206.0      1206.0       FG
37   FG604  20251016   1279.0   1285.0  ...      589.81   1271.0      1273.0       FG
38   FG605  20251016   1274.0   1285.0  ...   132654.29   1271.0      1273.0       FG
39   FG606  20251016   1316.0   1325.0  ...      835.95   1310.0      1312.0       FG
40   FG607  20251016   1318.0   1318.0  ...      879.77   1301.0      1304.0       FG
41   FG608  20251016   1355.0   1360.0  ...     1119.94   1353.0      1356.0       FG
42   FG609  20251016   1357.0   1360.0  ...     5266.15   1353.0      1356.0       FG
43   JR511  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251016      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251016   2280.0   2302.0  ...    11338.26   2282.0      2277.0       MA
53   MA512  20251016   2301.0   2312.0  ...    88851.39   2293.0      2287.0       MA
54   MA601  20251016   2299.0   2320.0  ...  1764885.50   2296.0      2292.0       MA
55   MA602  20251016   2321.0   2342.0  ...    55981.34   2316.0      2308.0       MA
56   MA603  20251016   2329.0   2351.0  ...   101811.39   2328.0      2322.0       MA
57   MA604  20251016   2318.0   2344.0  ...       60.69   2334.0      2319.0       MA
58   MA605  20251016   2320.0   2327.0  ...   224906.55   2314.0      2308.0       MA
59   MA606  20251016   2321.0   2322.0  ...       53.18   2312.0      2312.0       MA
60   MA607  20251016   2300.0   2303.0  ...       41.30   2295.0      2292.0       MA
61   MA608  20251016   2283.0   2297.0  ...       16.04   2291.0      2281.0       MA
62   MA609  20251016   2272.0   2283.0  ...     2879.63   2266.0      2266.0       MA
63   OI511  20251016  10093.0  10132.0  ...    27428.07  10099.0     10099.0       OI
64   OI601  20251016   9935.0   9972.0  ...  1585087.06   9937.0      9939.0       OI
65   OI603  20251016   9737.0   9759.0  ...   185129.21   9735.0      9706.0       OI
66   OI605  20251016   9506.0   9517.0  ...    64679.88   9494.0      9485.0       OI
67   OI607  20251016   9456.0   9466.0  ...      982.26   9445.0      9420.0       OI
68   OI609  20251016   9404.0   9427.0  ...      960.26   9414.0      9401.0       OI
69   PF510  20251016   6080.0   6120.0  ...       48.72   6090.0      6088.0       PF
70   PF511  20251016   6084.0   6122.0  ...    48420.17   6098.0      6072.0       PF
71   PF512  20251016   6062.0   6098.0  ...   478410.44   6072.0      6040.0       PF
72   PF601  20251016   6090.0   6114.0  ...    94846.20   6088.0      6054.0       PF
73   PF602  20251016   6040.0   6100.0  ...   206910.32   6066.0      6024.0       PF
74   PF603  20251016   6026.0   6090.0  ...    62719.05   6052.0      6016.0       PF
75   PF604  20251016   6102.0   6140.0  ...      115.97   6104.0      6088.0       PF
76   PF605  20251016   6118.0   6138.0  ...      262.80   6112.0      6096.0       PF
77   PF606  20251016   6098.0   6102.0  ...        6.10   6100.0      6100.0       PF
78   PF607  20251016   6116.0   6154.0  ...        6.14   6136.0      6124.0       PF
79   PF608  20251016   6182.0   6182.0  ...        3.09   6182.0      6140.0       PF
80   PF609  20251016   6150.0   6198.0  ...       12.35   6174.0      6154.0       PF
81   PK510  20251016      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251016   7900.0   7900.0  ...    67678.11   7806.0      7884.0       PK
83   PK512  20251016   7930.0   7944.0  ...   157584.11   7890.0      7958.0       PK
84   PK601  20251016   8060.0   8060.0  ...   518144.61   7998.0      8058.0       PK
85   PK603  20251016   8110.0   8110.0  ...   159904.99   8058.0      8084.0       PK
86   PK604  20251016   8092.0   8094.0  ...     1344.17   8050.0      8086.0       PK
87   PK605  20251016   8126.0   8126.0  ...    22406.29   8074.0      8110.0       PK
88   PL601  20251016   6093.0   6124.0  ...   104191.85   6087.0      6085.0       PL
89   PL602  20251016   6116.0   6158.0  ...    32973.02   6124.0      6124.0       PL
90   PL603  20251016   6130.0   6159.0  ...    21462.11   6129.0      6124.0       PL
91   PL604  20251016      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251016   6097.0   6114.0  ...       36.63   6106.0      6080.0       PL
93   PL606  20251016      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251016   6103.0   6138.0  ...       73.43   6120.0      6211.0       PL
95   PL608  20251016   6106.0   6106.0  ...       12.21   6106.0      6277.0       PL
96   PL609  20251016      0.0      0.0  ...        0.00   6232.0      6232.0       PL
97   PM511  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251016   5586.0   5586.0  ...       16.76   5586.0      5638.0       PR
104  PR511  20251016   5582.0   5618.0  ...    20178.12   5596.0      5568.0       PR
105  PR512  20251016   5596.0   5622.0  ...   346068.28   5592.0      5560.0       PR
106  PR601  20251016   5562.0   5590.0  ...   356592.49   5560.0      5532.0       PR
107  PR602  20251016   5610.0   5632.0  ...   109032.49   5612.0      5576.0       PR
108  PR603  20251016   5590.0   5622.0  ...      117.65   5602.0      5574.0       PR
109  PR604  20251016   5600.0   5622.0  ...       50.45   5606.0      5594.0       PR
110  PR605  20251016   5620.0   5650.0  ...      118.09   5624.0      5612.0       PR
111  PR606  20251016   5656.0   5656.0  ...        8.48   5656.0      5652.0       PR
112  PR607  20251016   5660.0   5660.0  ...       25.45   5656.0      5670.0       PR
113  PR608  20251016      0.0      0.0  ...        0.00   5702.0      5688.0       PR
114  PR609  20251016   5678.0   5678.0  ...        8.52   5678.0      5692.0       PR
115  PX510  20251016      0.0      0.0  ...     3156.00   6326.0      6326.0       PX
116  PX511  20251016   6370.0   6392.0  ...    51062.42   6356.0      6316.0       PX
117  PX512  20251016   6358.0   6390.0  ...   116295.88   6354.0      6304.0       PX
118  PX601  20251016   6342.0   6386.0  ...   553914.28   6346.0      6296.0       PX
119  PX602  20251016   6354.0   6398.0  ...   202869.55   6356.0      6314.0       PX
120  PX603  20251016   6356.0   6400.0  ...   146825.16   6358.0      6320.0       PX
121  PX604  20251016   6358.0   6358.0  ...        3.18   6358.0      6344.0       PX
122  PX605  20251016   6398.0   6422.0  ...     3027.79   6394.0      6342.0       PX
123  PX606  20251016   6418.0   6426.0  ...       12.85   6424.0      6352.0       PX
124  PX607  20251016      0.0      0.0  ...        0.00   6418.0      6374.0       PX
125  PX608  20251016      0.0      0.0  ...        0.00   6434.0      6386.0       PX
126  PX609  20251016   6450.0   6454.0  ...        9.68   6452.0      6394.0       PX
127  RI511  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251016   2385.0   2409.0  ...     2813.23   2398.0      2387.0       RM
134  RM601  20251016   2361.0   2377.0  ...   328359.72   2365.0      2359.0       RM
135  RM603  20251016   2301.0   2313.0  ...     2947.40   2304.0      2297.0       RM
136  RM605  20251016   2300.0   2310.0  ...    68500.38   2302.0      2295.0       RM
137  RM607  20251016   2288.0   2299.0  ...     8377.28   2294.0      2286.0       RM
138  RM608  20251016   2396.0   2405.0  ...      309.84   2402.0      2393.0       RM
139  RM609  20251016   2389.0   2399.0  ...     2420.57   2394.0      2388.0       RM
140  RS511  20251016   5270.0   5275.0  ...       31.53   5256.0      5236.0       RS
141  RS607  20251016      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251016      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251016      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251016   1140.0   1148.0  ...      618.84   1138.0      1151.0       SA
145  SA511  20251016   1160.0   1166.0  ...    24200.26   1155.0      1162.0       SA
146  SA512  20251016   1225.0   1228.0  ...   161424.89   1217.0      1220.0       SA
147  SA601  20251016   1235.0   1240.0  ...  2821122.25   1227.0      1231.0       SA
148  SA602  20251016   1271.0   1277.0  ...   100529.67   1262.0      1267.0       SA
149  SA603  20251016   1286.0   1286.0  ...   189753.42   1269.0      1273.0       SA
150  SA604  20251016   1318.0   1322.0  ...      839.13   1311.0      1314.0       SA
151  SA605  20251016   1312.0   1327.0  ...   126298.26   1317.0      1319.0       SA
152  SA606  20251016   1335.0   1344.0  ...      777.83   1336.0      1339.0       SA
153  SA607  20251016   1337.0   1348.0  ...     1115.16   1340.0      1343.0       SA
154  SA608  20251016   1376.0   1383.0  ...      395.93   1375.0      1380.0       SA
155  SA609  20251016   1385.0   1389.0  ...     4943.81   1382.0      1385.0       SA
156  SF510  20251016   5250.0   5300.0  ...      147.45   5266.0      5226.0       SF
157  SF511  20251016   5374.0   5482.0  ...   153306.18   5430.0      5410.0       SF
158  SF512  20251016   5342.0   5470.0  ...    66454.87   5434.0      5388.0       SF
159  SF601  20251016   5332.0   5456.0  ...   423091.83   5410.0      5370.0       SF
160  SF602  20251016   5286.0   5414.0  ...    68186.85   5362.0      5314.0       SF
161  SF603  20251016   5464.0   5586.0  ...   108780.59   5532.0      5490.0       SF
162  SF604  20251016   5468.0   5538.0  ...        5.50   5504.0      5438.0       SF
163  SF605  20251016   5420.0   5556.0  ...     4437.25   5498.0      5464.0       SF
164  SF606  20251016   5410.0   5508.0  ...       51.68   5440.0      5436.0       SF
165  SF607  20251016   5580.0   5674.0  ...       47.85   5630.0      5602.0       SF
166  SF608  20251016   5632.0   5632.0  ...        2.82   5632.0      5598.0       SF
167  SF609  20251016   5554.0   5660.0  ...      106.79   5620.0      5582.0       SF
168  SH510  20251016      0.0      0.0  ...        0.00   2417.0      2400.0       SH
169  SH511  20251016   2418.0   2433.0  ...    35385.91   2424.0      2407.0       SH
170  SH512  20251016   2468.0   2487.0  ...   112669.73   2475.0      2458.0       SH
171  SH601  20251016   2446.0   2465.0  ...  1942132.93   2451.0      2434.0       SH
172  SH602  20251016   2475.0   2495.0  ...   297506.00   2477.0      2466.0       SH
173  SH603  20251016   2492.0   2501.0  ...   247580.43   2483.0      2475.0       SH
174  SH604  20251016   2537.0   2545.0  ...      144.76   2540.0      2526.0       SH
175  SH605  20251016   2541.0   2557.0  ...    12971.32   2546.0      2535.0       SH
176  SH606  20251016   2581.0   2585.0  ...       46.51   2584.0      2564.0       SH
177  SH607  20251016   2585.0   2588.0  ...       85.28   2584.0      2568.0       SH
178  SH608  20251016   2598.0   2612.0  ...       23.46   2607.0      2592.0       SH
179  SH609  20251016   2597.0   2610.0  ...      148.52   2606.0      2596.0       SH
180  SM510  20251016   5610.0   5642.0  ...     1174.49   5634.0      5660.0       SM
181  SM511  20251016   5690.0   5772.0  ...    16696.96   5744.0      5754.0       SM
182  SM512  20251016   5726.0   5780.0  ...   286597.53   5760.0      5762.0       SM
183  SM601  20251016   5734.0   5786.0  ...   371676.15   5758.0      5766.0       SM
184  SM602  20251016   5738.0   5788.0  ...    85538.56   5766.0      5770.0       SM
185  SM603  20251016   5736.0   5798.0  ...   312946.90   5778.0      5782.0       SM
186  SM604  20251016      0.0      0.0  ...        0.00   5788.0      5802.0       SM
187  SM605  20251016   5766.0   5816.0  ...    13157.59   5796.0      5794.0       SM
188  SM606  20251016      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251016      0.0      0.0  ...        0.00   5800.0      5790.0       SM
190  SM608  20251016      0.0      0.0  ...        0.00   5808.0      5794.0       SM
191  SM609  20251016   5800.0   5846.0  ...      705.19   5828.0      5826.0       SM
192  SR511  20251016   5414.0   5414.0  ...    16599.07   5395.0      5427.0       SR
193  SR601  20251016   5394.0   5412.0  ...   780361.11   5403.0      5402.0       SR
194  SR603  20251016   5381.0   5395.0  ...   165285.78   5387.0      5388.0       SR
195  SR605  20251016   5365.0   5377.0  ...    64185.43   5368.0      5373.0       SR
196  SR607  20251016   5370.0   5384.0  ...     1591.05   5375.0      5384.0       SR
197  SR609  20251016   5382.0   5393.0  ...     3960.57   5381.0      5394.0       SR
198  TA510  20251016   4382.0   4410.0  ...     2056.70   4400.0      4370.0       TA
199  TA511  20251016   4400.0   4430.0  ...    44114.52   4410.0      4378.0       TA
200  TA512  20251016   4410.0   4446.0  ...   151516.62   4420.0      4394.0       TA
201  TA601  20251016   4442.0   4466.0  ...  1398005.58   4442.0      4412.0       TA
202  TA602  20251016   4460.0   4480.0  ...   153250.12   4452.0      4424.0       TA
203  TA603  20251016   4480.0   4496.0  ...    79583.40   4470.0      4438.0       TA
204  TA604  20251016   4488.0   4504.0  ...       38.07   4480.0      4456.0       TA
205  TA605  20251016   4490.0   4524.0  ...    91544.22   4504.0      4474.0       TA
206  TA606  20251016   4520.0   4526.0  ...       15.84   4524.0      4476.0       TA
207  TA607  20251016      0.0      0.0  ...        0.00   4526.0      4492.0       TA
208  TA608  20251016      0.0      0.0  ...        0.00   4538.0      4526.0       TA
209  TA609  20251016   4532.0   4550.0  ...     1390.92   4538.0      4512.0       TA
210  UR510  20251016   1495.0   1495.0  ...      301.99   1495.0      1495.0       UR
211  UR511  20251016   1575.0   1585.0  ...    11581.73   1573.0      1580.0       UR
212  UR512  20251016   1585.0   1597.0  ...    31846.83   1587.0      1590.0       UR
213  UR601  20251016   1599.0   1610.0  ...   495547.68   1597.0      1604.0       UR
214  UR602  20251016   1606.0   1617.0  ...    18143.87   1608.0      1612.0       UR
215  UR603  20251016   1665.0   1668.0  ...      238.29   1655.0      1666.0       UR
216  UR604  20251016   1667.0   1673.0  ...       36.71   1669.0      1669.0       UR
217  UR605  20251016   1669.0   1680.0  ...    46618.44   1670.0      1674.0       UR
218  UR606  20251016   1670.0   1686.0  ...      338.12   1674.0      1680.0       UR
219  UR607  20251016   1703.0   1719.0  ...       81.94   1707.0      1708.0       UR
220  UR608  20251016   1700.0   1715.0  ...      102.37   1706.0      1707.0       UR
221  UR609  20251016   1700.0   1712.0  ...      446.55   1704.0      1707.0       UR
222  WH511  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:25:39,210 - future_1d - INFO - ak.get_czce_daily('2025-10-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251016  7242.200  ...  7212.600    7272.000       IC
1   IC2511  20251016  7183.200  ...  7111.800    7190.400       IC
2   IC2512  20251016  7123.000  ...  7046.600    7134.400       IC
3   IC2603  20251016  6957.800  ...  6881.600    6972.000       IC
4   IF2510  20251016  4596.400  ...  4611.200    4596.400       IF
5   IF2511  20251016  4573.000  ...  4596.800    4583.800       IF
6   IF2512  20251016  4561.000  ...  4585.800    4572.600       IF
7   IF2603  20251016  4546.400  ...  4564.200    4551.200       IF
8   IH2510  20251016  2994.600  ...  3018.000    2996.800       IH
9   IH2511  20251016  2994.200  ...  3017.200    2994.000       IH
10  IH2512  20251016  2991.000  ...  3017.400    2995.000       IH
11  IH2603  20251016  2989.600  ...  3016.800    2996.000       IH
12  IM2510  20251016  7440.400  ...  7394.000    7451.600       IM
13  IM2511  20251016  7334.000  ...  7276.800    7357.600       IM
14  IM2512  20251016  7255.000  ...  7190.600    7273.800       IM
15  IM2603  20251016  7040.000  ...  6971.400    7054.200       IM
16   T2512  20251016   108.115  ...   108.160     108.100        T
17   T2603  20251016   107.800  ...   107.865     107.780        T
18   T2606  20251016   107.720  ...   107.775     107.705        T
19  TF2512  20251016   105.710  ...   105.705     105.715       TF
20  TF2603  20251016   105.640  ...   105.610     105.610       TF
21  TF2606  20251016   105.610  ...   105.630     105.615       TF
22  TL2512  20251016   114.660  ...   115.020     114.480       TL
23  TL2603  20251016   114.450  ...   114.720     114.160       TL
24  TL2606  20251016   114.280  ...   114.590     114.100       TL
25  TS2512  20251016   102.382  ...   102.368     102.372       TS
26  TS2603  20251016   102.276  ...   102.280     102.274       TS
27  TS2606  20251016   102.316  ...   102.316     102.316       TS

[28 rows x 12 columns]
2025-10-22 18:25:39,424 - future_1d - INFO - ak.get_cffex_daily('2025-10-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251016   446.7  ...   443.2      443.2      SC
1       SC2512  20251016   449.6  ...   445.6      444.9      SC
2       SC2601  20251016     450  ...     446      445.5      SC
3       SC2602  20251016     448  ...   446.7      445.9      SC
4       SC2603  20251016   449.5  ...   447.3      447.3      SC
5       SC2604  20251016   452.9  ...   448.3      448.5      SC
6       SC2605  20251016   451.2  ...   449.4      448.9      SC
7       SC2606  20251016   451.9  ...   449.9      450.1      SC
8       SC2607  20251016   453.3  ...   451.9        450      SC
9       SC2608  20251016     448  ...   452.2      450.6      SC
10      SC2609  20251016   453.2  ...   451.7      450.6      SC
11      SC2610  20251016          ...   449.7      449.7      SC
12      SC2612  20251016   451.8  ...   451.8      451.5      SC
13      SC2703  20251016          ...   450.7      448.6      SC
14      SC2706  20251016          ...   453.6      453.6      SC
15      SC2709  20251016          ...   450.2      449.9      SC
16      SC2712  20251016   450.6  ...   450.6        455      SC
17      SC2803  20251016          ...   449.9        449      SC
18      SC2806  20251016   456.9  ...   453.5        448      SC
19      SC2809  20251016     450  ...   451.8      448.9      SC
21      LU2511  20251016    3164  ...    3147       3141      LU
22      LU2512  20251016    3175  ...    3163       3158      LU
23      LU2601  20251016    3179  ...    3163       3161      LU
24      LU2602  20251016    3182  ...    3166       3162      LU
25      LU2603  20251016    3197  ...    3165       3160      LU
26      LU2604  20251016    3191  ...    3176       3161      LU
27      LU2605  20251016    3190  ...    3184       3163      LU
28      LU2606  20251016    3190  ...    3192       3160      LU
29      LU2607  20251016    3191  ...    3191       3175      LU
30      LU2608  20251016    3197  ...    3192       3173      LU
31      LU2609  20251016    3197  ...    3192       3159      LU
32      LU2610  20251016    3182  ...    3185       3152      LU
34      NR2511  20251016   12240  ...   12295      12110      NR
35      NR2512  20251016   12205  ...   12245      12085      NR
36      NR2601  20251016   12215  ...   12215      12075      NR
37      NR2602  20251016   12120  ...   12195      12055      NR
38      NR2603  20251016   12105  ...   12185      12085      NR
39      NR2604  20251016   12110  ...   12145      12050      NR
40      NR2605  20251016   12065  ...   12165      12045      NR
41      NR2606  20251016          ...   12140      12110      NR
42      NR2607  20251016   12100  ...   12100      12155      NR
43      NR2608  20251016          ...   12090      12090      NR
44      NR2609  20251016   12180  ...   12180      12185      NR
45      NR2610  20251016          ...   12185      12185      NR
47      BC2511  20251016   75750  ...   75500      75490      BC
48      BC2512  20251016   75850  ...   75590      75350      BC
49      BC2601  20251016          ...   76570      76860      BC
50      BC2602  20251016          ...   75800      75800      BC
51      BC2603  20251016          ...   75870      75870      BC
52      BC2604  20251016          ...   76520      76520      BC
53      BC2605  20251016          ...   75900      75900      BC
54      BC2606  20251016          ...   75880      75880      BC
55      BC2607  20251016          ...   76570      76570      BC
56      BC2608  20251016          ...   75800      75800      BC
57      BC2609  20251016          ...   76130      76130      BC
58      BC2610  20251016          ...   76130      76130      BC
60      EC2510  20251016    1120  ...    1112     1128.2      EC
61      EC2512  20251016  1690.1  ...    1663     1713.4      EC
62      EC2602  20251016  1452.5  ...  1427.9     1481.1      EC
63      EC2604  20251016    1133  ...  1114.5     1148.9      EC
64      EC2606  20251016  1306.6  ...  1283.7     1315.7      EC
65      EC2608  20251016  1440.4  ...  1418.2     1458.2      EC
68  SC_TAS2511  20251016          ...                     SC_TAS
69  SC_TAS2512  20251016          ...                     SC_TAS
70  SC_TAS2601  20251016          ...                     SC_TAS
71  SC_TAS2602  20251016          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 18:25:39,523 - future_1d - INFO - ak.get_ine_daily('2025-10-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251016  ...   85040      84960      CU
1        1      CU2512  20251016  ...   85060      85000      CU
2        2      CU2601  20251016  ...   85010      84840      CU
3        3      CU2602  20251016  ...   84870      84750      CU
4        4      CU2603  20251016  ...   84830      84570      CU
5        5      CU2604  20251016  ...   84800      84860      CU
6        6      CU2605  20251016  ...   84710      84510      CU
7        7      CU2606  20251016  ...   84690      84560      CU
8        8      CU2607  20251016  ...   84460      84370      CU
9        9      CU2608  20251016  ...   84470      84550      CU
10      10      CU2609  20251016  ...   84310      84340      CU
11      11      CU2610  20251016  ...   84110      84340      CU
12      12      BC2511  20251016  ...   75500      75490      BC
13      13      BC2512  20251016  ...   75590      75350      BC
14      14      BC2601  20251016  ...   76570      76860      BC
15      15      BC2602  20251016  ...   75800      75800      BC
16      16      BC2603  20251016  ...   75870      75870      BC
17      17      BC2604  20251016  ...   76520      76520      BC
18      18      BC2605  20251016  ...   75900      75900      BC
19      19      BC2606  20251016  ...   75880      75880      BC
20      20      BC2607  20251016  ...   76570      76570      BC
21      21      BC2608  20251016  ...   75800      75800      BC
22      22      BC2609  20251016  ...   76130      76130      BC
23      23      BC2610  20251016  ...   76130      76130      BC
24      24      AL2511  20251016  ...   20910      20875      AL
25      25      AL2512  20251016  ...   20935      20895      AL
26      26      AL2601  20251016  ...   20940      20900      AL
27      27      AL2602  20251016  ...   20935      20890      AL
28      28      AL2603  20251016  ...   20955      20885      AL
29      29      AL2604  20251016  ...   20985      20910      AL
30      30      AL2605  20251016  ...   20990      20915      AL
31      31      AL2606  20251016  ...   21010      20890      AL
32      32      AL2607  20251016  ...   20970      20925      AL
33      33      AL2608  20251016  ...   20990      20930      AL
34      34      AL2609  20251016  ...   20970      20940      AL
35      35      AL2610  20251016  ...   20985      20940      AL
36      36      ZN2511  20251016  ...   21950      21995      ZN
37      37      ZN2512  20251016  ...   21980      22035      ZN
38      38      ZN2601  20251016  ...   22015      22065      ZN
39      39      ZN2602  20251016  ...   22050      22090      ZN
40      40      ZN2603  20251016  ...   22080      22125      ZN
41      41      ZN2604  20251016  ...   22120      22150      ZN
42      42      ZN2605  20251016  ...   22140      22180      ZN
43      43      ZN2606  20251016  ...   22175      22215      ZN
44      44      ZN2607  20251016  ...   22175      22200      ZN
45      45      ZN2608  20251016  ...   22225      22220      ZN
46      46      ZN2609  20251016  ...   22255      22275      ZN
47      47      ZN2610  20251016  ...   22100      22275      ZN
48      48      PB2511  20251016  ...   17115      17055      PB
49      49      PB2512  20251016  ...   17135      17085      PB
50      50      PB2601  20251016  ...   17135      17085      PB
51      51      PB2602  20251016  ...   17120      16990      PB
52      52      PB2603  20251016  ...   17170      17105      PB
53      53      PB2604  20251016  ...   17190      17190      PB
54      54      PB2605  20251016  ...   17230      17145      PB
55      55      PB2606  20251016  ...   17230      17195      PB
56      56      PB2607  20251016  ...   17160      17160      PB
57      57      PB2608  20251016  ...   17245      17200      PB
58      58      PB2609  20251016  ...   17255      17235      PB
59      59      PB2610  20251016  ...   17235      17235      PB
60      60      NI2511  20251016  ...  120920     121020      NI
61      61      NI2512  20251016  ...  121070     121170      NI
62      62      NI2601  20251016  ...  121290     121390      NI
63      63      NI2602  20251016  ...  121520     121600      NI
64      64      NI2603  20251016  ...  121790     121920      NI
65      65      NI2604  20251016  ...  122050     122100      NI
66      66      NI2605  20251016  ...  122200     122360      NI
67      67      NI2606  20251016  ...  122390     122570      NI
68      68      NI2607  20251016  ...  122720     122850      NI
69      69      NI2608  20251016  ...  123000     123210      NI
70      70      NI2609  20251016  ...  123310     123450      NI
71      71      NI2610  20251016  ...  123480     123450      NI
72      72      SN2511  20251016  ...  280030     280410      SN
73      73      SN2512  20251016  ...  280450     280740      SN
74      74      SN2601  20251016  ...  280580     281030      SN
75      75      SN2602  20251016  ...  280680     280790      SN
76      76      SN2603  20251016  ...  280540     280770      SN
77      77      SN2604  20251016  ...  280560     280770      SN
78      78      SN2605  20251016  ...  280280     280720      SN
79      79      SN2606  20251016  ...  280690     281340      SN
80      80      SN2607  20251016  ...  281020     280840      SN
81      81      SN2608  20251016  ...  281860     281330      SN
82      82      SN2609  20251016  ...  282990     282990      SN
83      83      SN2610  20251016  ...  282070     282990      SN
84      84      AO2511  20251016  ...    2763       2776      AO
85      85      AO2512  20251016  ...    2773       2788      AO
86      86      AO2601  20251016  ...    2784       2799      AO
87      87      AO2602  20251016  ...    2806       2818      AO
88      88      AO2603  20251016  ...    2878       2889      AO
89      89      AO2604  20251016  ...    2894       2901      AO
90      90      AO2605  20251016  ...    2900       2910      AO
91      91      AO2606  20251016  ...    2914       2922      AO
92      92      AO2607  20251016  ...    2923       2930      AO
93      93      AO2608  20251016  ...    2932       2945      AO
94      94      AO2609  20251016  ...    2949       2960      AO
95      95      AO2610  20251016  ...    2946       2960      AO
96      96      AD2511  20251016  ...   20370      20330      AD
97      97      AD2512  20251016  ...   20435      20400      AD
98      98      AD2601  20251016  ...   20480      20445      AD
99      99      AD2602  20251016  ...   20460      20425      AD
100    100      AD2603  20251016  ...   20420      20420      AD
101    101      AD2604  20251016  ...   20420      20405      AD
102    102      AD2605  20251016  ...   20405      20340      AD
103    103      AD2606  20251016  ...   20300      20300      AD
104    104      AD2607  20251016  ...   20270      20270      AD
105    105      AD2608  20251016  ...   20495      20495      AD
106    106      AD2609  20251016  ...   20495      20495      AD
107    107      AD2610  20251016  ...   20495      20495      AD
108    108      AU2511  20251016  ...  963.74      947.9      AU
109    109      AU2512  20251016  ...     963     948.92      AU
110    110      AU2601  20251016  ...  966.54     948.92      AU
111    111      AU2602  20251016  ...  965.94      952.1      AU
112    112      AU2604  20251016  ...  967.76      953.3      AU
113    113      AU2606  20251016  ...  970.88      957.1      AU
114    114      AU2608  20251016  ...  973.76     958.84      AU
115    115      AU2610  20251016  ...  976.74     961.32      AU
116    116      AG2511  20251016  ...   12004      11689      AG
117    117      AG2512  20251016  ...   12002      11675      AG
118    118      AG2601  20251016  ...   12009      11677      AG
119    119      AG2602  20251016  ...   12026      11708      AG
120    120      AG2603  20251016  ...   12045      11700      AG
121    121      AG2604  20251016  ...   12045      11712      AG
122    122      AG2605  20251016  ...   12055      11712      AG
123    123      AG2606  20251016  ...   12077      11756      AG
124    124      AG2607  20251016  ...   12085      11765      AG
125    125      AG2608  20251016  ...   12095      11754      AG
126    126      AG2609  20251016  ...   12125      11808      AG
127    127      AG2610  20251016  ...   12147      11808      AG
128    128      RB2511  20251016  ...    2971       2987      RB
129    129      RB2512  20251016  ...    3017       3031      RB
130    130      RB2601  20251016  ...    3036       3044      RB
131    131      RB2602  20251016  ...    3043       3049      RB
132    132      RB2603  20251016  ...    3064       3074      RB
133    133      RB2604  20251016  ...    3079       3096      RB
134    134      RB2605  20251016  ...    3087       3099      RB
135    135      RB2606  20251016  ...    3103       3114      RB
136    136      RB2607  20251016  ...    3111       3136      RB
137    137      RB2608  20251016  ...    3122       3134      RB
138    138      RB2609  20251016  ...    3129       3143      RB
139    139      RB2610  20251016  ...    3134       3143      RB
140    140      WR2511  20251016  ...    3270       3270      WR
141    141      WR2512  20251016  ...    3353       3353      WR
142    142      WR2601  20251016  ...    3336       3342      WR
143    143      WR2602  20251016  ...    3383       3370      WR
144    144      WR2603  20251016  ...    3361       3361      WR
145    145      WR2604  20251016  ...    3369       3369      WR
146    146      WR2605  20251016  ...    3365       3364      WR
147    147      WR2606  20251016  ...    3363       3363      WR
148    148      WR2607  20251016  ...    3416       3416      WR
149    149      WR2608  20251016  ...    3461       3431      WR
150    150      WR2609  20251016  ...    3430       3430      WR
151    151      WR2610  20251016  ...    3430       3430      WR
152    152      HC2511  20251016  ...    3255       3282      HC
153    153      HC2512  20251016  ...    3249       3254      HC
154    154      HC2601  20251016  ...    3209       3225      HC
155    155      HC2602  20251016  ...    3215       3223      HC
156    156      HC2603  20251016  ...    3215       3233      HC
157    157      HC2604  20251016  ...    3215       3228      HC
158    158      HC2605  20251016  ...    3220       3235      HC
159    159      HC2606  20251016  ...    3226       3237      HC
160    160      HC2607  20251016  ...    3228       3245      HC
161    161      HC2608  20251016  ...    3231       3253      HC
162    162      HC2609  20251016  ...    3240       3259      HC
163    163      HC2610  20251016  ...    3240       3259      HC
164    164      SS2511  20251016  ...   12515      12525      SS
165    165      SS2512  20251016  ...   12545      12555      SS
166    166      SS2601  20251016  ...   12635      12655      SS
167    167      SS2602  20251016  ...   12690      12715      SS
168    168      SS2603  20251016  ...   12760      12795      SS
169    169      SS2604  20251016  ...   12845      12870      SS
170    170      SS2605  20251016  ...   12910      12925      SS
171    171      SS2606  20251016  ...   12960      13000      SS
172    172      SS2607  20251016  ...   13000      13035      SS
173    173      SS2608  20251016  ...   13080      13095      SS
174    174      SS2609  20251016  ...   13120      13170      SS
175    175      SS2610  20251016  ...   13210      13170      SS
176    176      SC2511  20251016  ...   443.2      443.2      SC
177    177      SC2512  20251016  ...   445.6      444.9      SC
178    178      SC2601  20251016  ...     446      445.5      SC
179    179      SC2602  20251016  ...   446.7      445.9      SC
180    180      SC2603  20251016  ...   447.3      447.3      SC
181    181      SC2604  20251016  ...   448.3      448.5      SC
182    182      SC2605  20251016  ...   449.4      448.9      SC
183    183      SC2606  20251016  ...   449.9      450.1      SC
184    184      SC2607  20251016  ...   451.9        450      SC
185    185      SC2608  20251016  ...   452.2      450.6      SC
186    186      SC2609  20251016  ...   451.7      450.6      SC
187    187      SC2610  20251016  ...   449.7      449.7      SC
188    188      SC2612  20251016  ...   451.8      451.5      SC
189    189      SC2703  20251016  ...   450.7      448.6      SC
190    190      SC2706  20251016  ...   453.6      453.6      SC
191    191      SC2709  20251016  ...   450.2      449.9      SC
192    192      SC2712  20251016  ...   450.6        455      SC
193    193      SC2803  20251016  ...   449.9        449      SC
194    194      SC2806  20251016  ...   453.5        448      SC
195    195      SC2809  20251016  ...   451.8      448.9      SC
196    196      LU2511  20251016  ...    3147       3141      LU
197    197      LU2512  20251016  ...    3163       3158      LU
198    198      LU2601  20251016  ...    3163       3161      LU
199    199      LU2602  20251016  ...    3166       3162      LU
200    200      LU2603  20251016  ...    3165       3160      LU
201    201      LU2604  20251016  ...    3176       3161      LU
202    202      LU2605  20251016  ...    3184       3163      LU
203    203      LU2606  20251016  ...    3192       3160      LU
204    204      LU2607  20251016  ...    3191       3175      LU
205    205      LU2608  20251016  ...    3192       3173      LU
206    206      LU2609  20251016  ...    3192       3159      LU
207    207      LU2610  20251016  ...    3185       3152      LU
208    208      FU2511  20251016  ...    2761       2725      FU
209    209      FU2512  20251016  ...    2718       2685      FU
210    210      FU2601  20251016  ...    2694       2669      FU
211    211      FU2602  20251016  ...    2675       2652      FU
212    212      FU2603  20251016  ...    2666       2649      FU
213    213      FU2604  20251016  ...    2663       2647      FU
214    214      FU2605  20251016  ...    2657       2641      FU
215    215      FU2606  20251016  ...    2647       2634      FU
216    216      FU2607  20251016  ...    2642       2626      FU
217    217      FU2608  20251016  ...    2612       2600      FU
218    218      FU2609  20251016  ...    2606       2594      FU
219    219      FU2610  20251016  ...    2595       2584      FU
220    220      BU2511  20251016  ...    3265       3261      BU
221    221      BU2512  20251016  ...    3191       3185      BU
222    222      BU2601  20251016  ...    3161       3149      BU
223    223      BU2602  20251016  ...    3171       3157      BU
224    224      BU2603  20251016  ...    3195       3180      BU
225    225      BU2604  20251016  ...    3199       3188      BU
226    226      BU2605  20251016  ...    3202       3194      BU
227    227      BU2606  20251016  ...    3206       3199      BU
228    228      BU2607  20251016  ...    3213       3222      BU
229    229      BU2608  20251016  ...    3202       3202      BU
230    230      BU2609  20251016  ...    3208       3202      BU
231    231      BU2610  20251016  ...    3187       3202      BU
232    232      BU2612  20251016  ...    3149       3148      BU
233    233      BU2703  20251016  ...    3154       3161      BU
234    234      BU2706  20251016  ...    3168       3168      BU
235    235      BU2709  20251016  ...    3171       3172      BU
236    236      BR2511  20251016  ...   11005      10805      BR
237    237      BR2512  20251016  ...   10930      10745      BR
238    238      BR2601  20251016  ...   10930      10740      BR
239    239      BR2602  20251016  ...   10925      10755      BR
240    240      BR2603  20251016  ...   10890      10760      BR
241    241      BR2604  20251016  ...   10875      10795      BR
242    242      BR2605  20251016  ...   10915      10800      BR
243    243      BR2606  20251016  ...   10980      10865      BR
244    244      BR2607  20251016  ...   11065      11025      BR
245    245      BR2608  20251016  ...   11080      11040      BR
246    246      BR2609  20251016  ...   11180      11080      BR
247    247      BR2610  20251016  ...   11080      11080      BR
248    248      RU2511  20251016  ...   14105      14095      RU
249    249      RU2601  20251016  ...   14845      14850      RU
250    250      RU2603  20251016  ...   14820      14835      RU
251    251      RU2604  20251016  ...   14885      14860      RU
252    252      RU2605  20251016  ...   14830      14855      RU
253    253      RU2606  20251016  ...   14815      14865      RU
254    254      RU2607  20251016  ...   14885      14905      RU
255    255      RU2608  20251016  ...   14865      14915      RU
256    256      RU2609  20251016  ...   14825      14905      RU
257    257      RU2610  20251016  ...   14810      14905      RU
258    258      NR2511  20251016  ...   12295      12110      NR
259    259      NR2512  20251016  ...   12245      12085      NR
260    260      NR2601  20251016  ...   12215      12075      NR
261    261      NR2602  20251016  ...   12195      12055      NR
262    262      NR2603  20251016  ...   12185      12085      NR
263    263      NR2604  20251016  ...   12145      12050      NR
264    264      NR2605  20251016  ...   12165      12045      NR
265    265      NR2606  20251016  ...   12140      12110      NR
266    266      NR2607  20251016  ...   12100      12155      NR
267    267      NR2608  20251016  ...   12090      12090      NR
268    268      NR2609  20251016  ...   12180      12185      NR
269    269      NR2610  20251016  ...   12185      12185      NR
270    270      SP2511  20251016  ...    4850       4854      SP
271    271      SP2512  20251016  ...    4874       4878      SP
272    272      SP2601  20251016  ...    5154       5174      SP
273    273      SP2602  20251016  ...    5168       5188      SP
274    274      SP2603  20251016  ...    5188       5206      SP
275    275      SP2604  20251016  ...    5196       5226      SP
276    276      SP2605  20251016  ...    5220       5240      SP
277    277      SP2606  20251016  ...    5228       5252      SP
278    278      SP2607  20251016  ...    5220       5248      SP
279    279      SP2608  20251016  ...    5234       5248      SP
280    280      SP2609  20251016  ...    5220       5244      SP
281    281      SP2610  20251016  ...    5244       5244      SP
282    282      OP2601  20251016  ...    4210       4214      OP
283    283      OP2602  20251016  ...    4224       4224      OP
284    284      OP2603  20251016  ...    4216       4216      OP
285    285      OP2604  20251016  ...    4232       4232      OP
286    286      OP2605  20251016  ...    4216       4236      OP
287    287      OP2606  20251016  ...    4184       4202      OP
288    288      OP2607  20251016  ...    4242       4242      OP
289    289      OP2608  20251016  ...    4268       4268      OP
290    290      OP2609  20251016  ...    4220       4220      OP
291    291      OP2610  20251016  ...    4220       4220      OP
292    292      EC2510  20251016  ...    1112     1128.2      EC
293    293      EC2512  20251016  ...    1663     1713.4      EC
294    294      EC2602  20251016  ...  1427.9     1481.1      EC
295    295      EC2604  20251016  ...  1114.5     1148.9      EC
296    296      EC2606  20251016  ...  1283.7     1315.7      EC
297    297      EC2608  20251016  ...  1418.2     1458.2      EC
298    298  SC_TAS2511  20251016  ...                     SC_TAS
299    299  SC_TAS2512  20251016  ...                     SC_TAS
300    300  SC_TAS2601  20251016  ...                     SC_TAS
301    301  SC_TAS2602  20251016  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-22 18:25:39,624 - future_1d - INFO - ak.get_shfe_daily('2025-10-16') done
2025-10-22 18:25:41,402 - future_1d - INFO - save future_daily 2025-10-16 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251017      0.0  ...  52545.0     52555.0       PS
1   PS2511  20251017  52020.0  ...  52250.0     51755.0       PS
2   PS2512  20251017  54450.0  ...  54780.0     54225.0       PS
3   PS2601  20251017  54475.0  ...  54780.0     54180.0       PS
4   PS2602  20251017  54100.0  ...  54550.0     53995.0       PS
5   PS2603  20251017  53690.0  ...  54420.0     53925.0       PS
6   PS2604  20251017  54140.0  ...  54355.0     53825.0       PS
7   PS2605  20251017  54200.0  ...  54265.0     53700.0       PS
8   PS2606  20251017  55605.0  ...  55905.0     55560.0       PS
9   PS2607  20251017  55040.0  ...  55630.0     55495.0       PS
10  PS2608  20251017  54770.0  ...  55400.0     55065.0       PS
11  PS2609  20251017  54505.0  ...  55225.0     54750.0       PS
13  SI2510  20251017   8615.0  ...   8615.0      8615.0       SI
14  SI2511  20251017   8580.0  ...   8490.0      8575.0       SI
15  SI2512  20251017   8985.0  ...   8900.0      8955.0       SI
16  SI2601  20251017   8945.0  ...   8850.0      8895.0       SI
17  SI2602  20251017   8945.0  ...   8850.0      8890.0       SI
18  SI2603  20251017   8915.0  ...   8835.0      8895.0       SI
19  SI2604  20251017   8855.0  ...   8865.0      8920.0       SI
20  SI2605  20251017   8960.0  ...   8875.0      8925.0       SI
21  SI2606  20251017   8950.0  ...   8890.0      8930.0       SI
22  SI2607  20251017   8990.0  ...   8890.0      8950.0       SI
23  SI2608  20251017   8940.0  ...   8900.0      8965.0       SI
24  SI2609  20251017   8970.0  ...   8930.0      8965.0       SI
27  LC2510  20251017  75300.0  ...  76180.0     73660.0       LC
28  LC2511  20251017  74900.0  ...  75760.0     73820.0       LC
29  LC2512  20251017  74980.0  ...  75940.0     74080.0       LC
30  LC2601  20251017  75200.0  ...  75900.0     74060.0       LC
31  LC2602  20251017  74760.0  ...  75580.0     73780.0       LC
32  LC2603  20251017  75700.0  ...  75440.0     73820.0       LC
33  LC2604  20251017  74940.0  ...  75880.0     74340.0       LC
34  LC2605  20251017  74960.0  ...  75960.0     74320.0       LC
35  LC2606  20251017  74920.0  ...  75900.0     74200.0       LC
36  LC2607  20251017  75000.0  ...  75580.0     74220.0       LC
37  LC2608  20251017  75020.0  ...  75740.0     74460.0       LC
38  LC2609  20251017  75000.0  ...  75980.0     74460.0       LC

[36 rows x 12 columns]
2025-10-22 18:25:50,730 - future_1d - INFO - ak.get_gfex_daily('2025-10-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251017   4012.00  ...   4012.00     4000.00        A
1     a2601  20251017   4026.00  ...   4034.00     4020.00        A
2     a2603  20251017   4016.00  ...   4034.00     4022.00        A
3     a2605  20251017   4056.00  ...   4066.00     4053.00        A
4     a2607  20251017   4055.00  ...   4060.00     4049.00        A
5     a2609  20251017   4060.00  ...   4063.00     4053.00        A
6     b2510  20251017      0.00  ...   3600.00     3600.00        B
7     b2511  20251017   3583.00  ...   3582.00     3604.00        B
8     b2512  20251017   3607.00  ...   3595.00     3619.00        B
9     b2601  20251017   3626.00  ...   3609.00     3631.00        B
10    b2602  20251017   3640.00  ...   3618.00     3641.00        B
11    b2603  20251017   3604.00  ...   3585.00     3603.00        B
12    b2604  20251017   3512.00  ...   3504.00     3509.00        B
13    b2605  20251017   3450.00  ...   3441.00     3447.00        B
14    b2606  20251017   3423.00  ...   3408.00     3418.00        B
15    b2607  20251017   3428.00  ...   3410.00     3424.00        B
16    b2608  20251017   3527.00  ...   3511.00     3520.00        B
17    b2609  20251017   3549.00  ...   3534.00     3544.00        B
18   bb2511  20251017      0.00  ...    144.50      144.50       BB
19   bb2601  20251017    147.15  ...    147.15      147.35       BB
20   bb2603  20251017      0.00  ...    146.90      146.90       BB
21   bb2605  20251017      0.00  ...    147.70      147.70       BB
22   bb2607  20251017      0.00  ...    152.20      152.40       BB
23   bb2609  20251017      0.00  ...    152.20      152.40       BB
24   bz2603  20251017   5662.00  ...   5594.00     5589.00       BZ
25   bz2604  20251017   5644.00  ...   5583.00     5593.00       BZ
26   bz2605  20251017   5630.00  ...   5587.00     5571.00       BZ
27   bz2606  20251017      0.00  ...   5597.00     5597.00       BZ
28   bz2607  20251017   5609.00  ...   5603.00     5530.00       BZ
29   bz2608  20251017   5586.00  ...   5586.00     5601.00       BZ
30   bz2609  20251017      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251017   2111.00  ...   2114.00     2106.00        C
32    c2601  20251017   2135.00  ...   2128.00     2131.00        C
33    c2603  20251017   2164.00  ...   2158.00     2161.00        C
34    c2605  20251017   2238.00  ...   2231.00     2227.00        C
35    c2607  20251017   2248.00  ...   2243.00     2240.00        C
36    c2609  20251017   2262.00  ...   2259.00     2255.00        C
37   cs2511  20251017   2374.00  ...   2373.00     2389.00       CS
38   cs2601  20251017   2414.00  ...   2402.00     2416.00       CS
39   cs2603  20251017   2436.00  ...   2423.00     2434.00       CS
40   cs2605  20251017   2538.00  ...   2528.00     2535.00       CS
41   cs2607  20251017   2549.00  ...   2541.00     2549.00       CS
42   cs2609  20251017   2592.00  ...   2583.00     2587.00       CS
43   eb2510  20251017   6498.00  ...   6495.00     6442.00       EB
44   eb2511  20251017   6600.00  ...   6519.00     6524.00       EB
45   eb2512  20251017   6610.00  ...   6542.00     6552.00       EB
46   eb2601  20251017   6667.00  ...   6587.00     6597.00       EB
47   eb2602  20251017   6710.00  ...   6640.00     6648.00       EB
48   eb2603  20251017   6767.00  ...   6696.00     6711.00       EB
49   eb2604  20251017   6804.00  ...   6747.00     6741.00       EB
50   eb2605  20251017   6847.00  ...   6795.00     6714.00       EB
51   eb2606  20251017   6799.00  ...   6870.00     6809.00       EB
52   eb2607  20251017      0.00  ...   6836.00     6836.00       EB
53   eb2608  20251017      0.00  ...   6840.00     6840.00       EB
54   eb2609  20251017   6877.00  ...   6869.00     6896.00       EB
55   eg2510  20251017   4076.00  ...   4082.00     4092.00       EG
56   eg2511  20251017   4103.00  ...   4043.00     4071.00       EG
57   eg2512  20251017   4083.00  ...   4038.00     4053.00       EG
58   eg2601  20251017   4088.00  ...   4037.00     4056.00       EG
59   eg2602  20251017   4080.00  ...   4051.00     4082.00       EG
60   eg2603  20251017   4090.00  ...   4065.00     4073.00       EG
61   eg2604  20251017   4136.00  ...   4131.00     4150.00       EG
62   eg2605  20251017   4151.00  ...   4122.00     4144.00       EG
63   eg2606  20251017   4162.00  ...   4131.00     4159.00       EG
64   eg2607  20251017   4177.00  ...   4166.00     4171.00       EG
65   eg2608  20251017   4190.00  ...   4180.00     4163.00       EG
66   eg2609  20251017   4195.00  ...   4150.00     4171.00       EG
67   fb2510  20251017      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251017   1252.00  ...   1240.00     1253.50       FB
69   fb2512  20251017   1258.00  ...   1259.50     1255.50       FB
70   fb2601  20251017   1269.00  ...   1268.00     1263.00       FB
71   fb2602  20251017   1267.50  ...   1266.50     1264.00       FB
72   fb2603  20251017   1262.50  ...   1261.50     1260.00       FB
73   fb2604  20251017   1266.50  ...   1265.00     1261.50       FB
74   fb2605  20251017      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251017      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251017      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251017      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251017      0.00  ...   1296.00     1296.00       FB
79    i2510  20251017      0.00  ...    806.00      806.00        I
80    i2511  20251017    795.00  ...    789.00      790.50        I
81    i2512  20251017    786.00  ...    783.00      784.00        I
82    i2601  20251017    774.00  ...    771.50      772.50        I
83    i2602  20251017    772.50  ...    769.50      770.50        I
84    i2603  20251017    768.50  ...    766.00      765.50        I
85    i2604  20251017    765.00  ...    761.00      761.00        I
86    i2605  20251017    753.00  ...    750.50      750.50        I
87    i2606  20251017    748.50  ...    745.00      745.50        I
88    i2607  20251017    745.00  ...    740.50      741.00        I
89    i2608  20251017    739.00  ...    736.00      736.00        I
90    i2609  20251017    731.50  ...    729.00      729.50        I
91    j2510  20251017      0.00  ...   1600.00     1600.00        J
92    j2511  20251017   1624.50  ...   1621.00     1588.00        J
93    j2512  20251017   1655.50  ...   1649.00     1611.00        J
94    j2601  20251017   1672.50  ...   1682.50     1649.00        J
95    j2602  20251017   1708.00  ...   1707.00     1674.50        J
96    j2603  20251017   1749.50  ...   1738.50     1714.50        J
97    j2604  20251017   1808.00  ...   1808.00     1765.50        J
98    j2605  20251017   1828.00  ...   1828.50     1797.00        J
99    j2606  20251017      0.00  ...   1820.50     1820.50        J
100   j2607  20251017      0.00  ...   1833.50     1833.50        J
101   j2608  20251017      0.00  ...   1865.00     1865.00        J
102   j2609  20251017   1919.00  ...   1909.50     1876.00        J
103  jd2510  20251017   2798.00  ...   2734.00     2750.00       JD
104  jd2511  20251017   2810.00  ...   2819.00     2834.00       JD
105  jd2512  20251017   2972.00  ...   2965.00     2990.00       JD
106  jd2601  20251017   3168.00  ...   3176.00     3180.00       JD
107  jd2602  20251017   2983.00  ...   2968.00     3000.00       JD
108  jd2603  20251017   3000.00  ...   2974.00     3015.00       JD
109  jd2604  20251017   3131.00  ...   3108.00     3137.00       JD
110  jd2605  20251017   3340.00  ...   3310.00     3342.00       JD
111  jd2606  20251017   3233.00  ...   3211.00     3233.00       JD
112  jd2607  20251017   3475.00  ...   3459.00     3482.00       JD
113  jd2608  20251017   3962.00  ...   3951.00     3966.00       JD
114  jd2609  20251017   3860.00  ...   3845.00     3862.00       JD
115  jm2510  20251017    960.00  ...    960.00      999.00       JM
116  jm2511  20251017   1082.00  ...   1067.50     1057.00       JM
117  jm2512  20251017   1126.00  ...   1120.00     1098.50       JM
118  jm2601  20251017   1190.50  ...   1184.50     1162.00       JM
119  jm2602  20251017   1212.00  ...   1206.50     1188.00       JM
120  jm2603  20251017   1230.50  ...   1225.00     1208.50       JM
121  jm2604  20251017   1248.00  ...   1245.50     1227.00       JM
122  jm2605  20251017   1269.50  ...   1266.50     1244.00       JM
123  jm2606  20251017   1291.50  ...   1283.50     1267.00       JM
124  jm2607  20251017   1309.50  ...   1303.50     1282.00       JM
125  jm2608  20251017   1327.50  ...   1323.50     1303.00       JM
126  jm2609  20251017   1351.50  ...   1346.50     1327.50       JM
127   l2510  20251017      0.00  ...   6856.00     6856.00        L
128   l2511  20251017   6914.00  ...   6868.00     6889.00        L
129   l2512  20251017   6922.00  ...   6883.00     6899.00        L
130   l2601  20251017   6936.00  ...   6893.00     6907.00        L
131   l2602  20251017   6927.00  ...   6890.00     6911.00        L
132   l2603  20251017   6930.00  ...   6892.00     6926.00        L
133   l2604  20251017   6963.00  ...   6945.00     6961.00        L
134   l2605  20251017   6951.00  ...   6927.00     6947.00        L
135   l2606  20251017   6950.00  ...   6919.00     6960.00        L
136   l2607  20251017   6989.00  ...   6952.00     6977.00        L
137   l2608  20251017   6993.00  ...   6934.00     6991.00        L
138   l2609  20251017   7014.00  ...   6922.00     6983.00        L
139  lg2511  20251017    798.00  ...    800.50      796.00       LG
140  lg2601  20251017    823.50  ...    830.50      823.50       LG
141  lg2603  20251017    830.00  ...    832.50      829.50       LG
142  lg2605  20251017    832.00  ...    834.00      830.00       LG
143  lg2607  20251017    833.00  ...    834.00      829.50       LG
144  lg2609  20251017    835.50  ...    835.50      831.50       LG
145  lh2511  20251017  11135.00  ...  11105.00    11300.00       LH
146  lh2601  20251017  11910.00  ...  11815.00    11975.00       LH
147  lh2603  20251017  11545.00  ...  11375.00    11565.00       LH
148  lh2605  20251017  12125.00  ...  12000.00    12185.00       LH
149  lh2607  20251017  12945.00  ...  12770.00    12990.00       LH
150  lh2609  20251017  13740.00  ...  13580.00    13805.00       LH
151   m2511  20251017   2881.00  ...   2857.00     2893.00        M
152   m2512  20251017   2921.00  ...   2900.00     2931.00        M
153   m2601  20251017   2910.00  ...   2882.00     2915.00        M
154   m2603  20251017   2895.00  ...   2872.00     2896.00        M
155   m2605  20251017   2741.00  ...   2730.00     2741.00        M
156   m2607  20251017   2724.00  ...   2715.00     2725.00        M
157   m2608  20251017   2848.00  ...   2837.00     2848.00        M
158   m2609  20251017   2857.00  ...   2840.00     2854.00        M
159   p2510  20251017      0.00  ...   9120.00     9120.00        P
160   p2511  20251017   9218.00  ...   9254.00     9236.00        P
161   p2512  20251017   9278.00  ...   9282.00     9278.00        P
162   p2601  20251017   9328.00  ...   9334.00     9326.00        P
163   p2602  20251017   9338.00  ...   9336.00     9328.00        P
164   p2603  20251017   9338.00  ...   9352.00     9336.00        P
165   p2604  20251017   9330.00  ...   9330.00     9322.00        P
166   p2605  20251017   9260.00  ...   9294.00     9256.00        P
167   p2606  20251017   9226.00  ...   9208.00     9168.00        P
168   p2607  20251017   9104.00  ...   9126.00     9078.00        P
169   p2608  20251017   9058.00  ...   9034.00     9000.00        P
170   p2609  20251017   8962.00  ...   8974.00     8952.00        P
171  pg2510  20251017      0.00  ...   4339.00     4340.00       PG
172  pg2511  20251017   4268.00  ...   4241.00     4199.00       PG
173  pg2512  20251017   4130.00  ...   4109.00     4079.00       PG
174  pg2601  20251017   4029.00  ...   4001.00     3987.00       PG
175  pg2602  20251017   3930.00  ...   3907.00     3897.00       PG
176  pg2603  20251017   3850.00  ...   3821.00     3818.00       PG
177  pg2604  20251017   4209.00  ...   4180.00     4193.00       PG
178  pg2605  20251017   4136.00  ...   4078.00     4113.00       PG
179  pg2606  20251017   4057.00  ...   4011.00     4053.00       PG
180  pg2607  20251017   3983.00  ...   3972.00     3980.00       PG
181  pg2608  20251017   3936.00  ...   3902.00     3944.00       PG
182  pg2609  20251017   3892.00  ...   3842.00     3869.00       PG
183  pp2510  20251017   6455.00  ...   6455.00     6482.00       PP
184  pp2511  20251017   6557.00  ...   6508.00     6524.00       PP
185  pp2512  20251017   6591.00  ...   6550.00     6571.00       PP
186  pp2601  20251017   6620.00  ...   6583.00     6598.00       PP
187  pp2602  20251017   6625.00  ...   6585.00     6594.00       PP
188  pp2603  20251017   6621.00  ...   6585.00     6587.00       PP
189  pp2604  20251017   6642.00  ...   6604.00     6641.00       PP
190  pp2605  20251017   6669.00  ...   6630.00     6643.00       PP
191  pp2606  20251017   6618.00  ...   6583.00     6609.00       PP
192  pp2607  20251017   6623.00  ...   6587.00     6591.00       PP
193  pp2608  20251017   6639.00  ...   6616.00     6639.00       PP
194  pp2609  20251017   6691.00  ...   6657.00     6666.00       PP
195  rr2510  20251017      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251017   3613.00  ...   3616.00     3615.00       RR
197  rr2512  20251017   3608.00  ...   3598.00     3606.00       RR
198  rr2601  20251017   3629.00  ...   3627.00     3626.00       RR
199  rr2602  20251017   3615.00  ...   3617.00     3614.00       RR
200  rr2603  20251017   3616.00  ...   3614.00     3612.00       RR
201  rr2604  20251017   3621.00  ...   3622.00     3615.00       RR
202  rr2605  20251017   3615.00  ...   3625.00     3609.00       RR
203  rr2606  20251017   3620.00  ...   3612.00     3606.00       RR
204  rr2607  20251017   3609.00  ...   3609.00     3611.00       RR
205  rr2608  20251017   3610.00  ...   3606.00     3601.00       RR
206  rr2609  20251017   3629.00  ...   3623.00     3608.00       RR
207   v2510  20251017   4590.00  ...   4586.00     4543.00        V
208   v2511  20251017   4594.00  ...   4617.00     4581.00        V
209   v2512  20251017   4649.00  ...   4658.00     4625.00        V
210   v2601  20251017   4698.00  ...   4706.00     4667.00        V
211   v2602  20251017   4740.00  ...   4748.00     4709.00        V
212   v2603  20251017   4771.00  ...   4777.00     4742.00        V
213   v2604  20251017   4978.00  ...   4970.00     4932.00        V
214   v2605  20251017   5011.00  ...   5012.00     4981.00        V
215   v2606  20251017   5045.00  ...   5045.00     5007.00        V
216   v2607  20251017   5087.00  ...   5090.00     5042.00        V
217   v2608  20251017   5120.00  ...   5116.00     5087.00        V
218   v2609  20251017   5136.00  ...   5140.00     5124.00        V
219   y2511  20251017   8260.00  ...   8272.00     8248.00        Y
220   y2512  20251017   8306.00  ...   8316.00     8294.00        Y
221   y2601  20251017   8276.00  ...   8286.00     8252.00        Y
222   y2603  20251017   8232.00  ...   8230.00     8214.00        Y
223   y2605  20251017   8064.00  ...   8078.00     8054.00        Y
224   y2607  20251017   8018.00  ...   8018.00     8004.00        Y
225   y2608  20251017   8006.00  ...   8008.00     8010.00        Y
226   y2609  20251017   7984.00  ...   7986.00     7966.00        Y

[227 rows x 12 columns]
2025-10-22 18:25:51,290 - future_1d - INFO - ak.get_dce_daily('2025-10-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251017   9170.0   9205.0  ...      128.61   9187.0      9182.0       AP
1    AP511  20251017   8605.0   8894.0  ...     5300.07   8760.0      8631.0       AP
2    AP512  20251017   8602.0   8800.0  ...     4850.62   8677.0      8565.0       AP
3    AP601  20251017   8550.0   8850.0  ...  1421456.27   8669.0      8565.0       AP
4    AP603  20251017   8459.0   8694.0  ...     6020.74   8564.0      8454.0       AP
5    AP604  20251017   8459.0   8741.0  ...     2925.21   8604.0      8506.0       AP
6    AP605  20251017   8520.0   8868.0  ...   144209.77   8654.0      8553.0       AP
7    CF511  20251017  13355.0  13425.0  ...    41938.11  13375.0     13355.0       CF
8    CF601  20251017  13320.0  13380.0  ...  1200405.96  13335.0     13290.0       CF
9    CF603  20251017  13345.0  13400.0  ...   120791.63  13360.0     13310.0       CF
10   CF605  20251017  13370.0  13435.0  ...   271007.61  13390.0     13345.0       CF
11   CF607  20251017  13390.0  13450.0  ...      971.95  13405.0     13375.0       CF
12   CF609  20251017  13530.0  13600.0  ...     3382.27  13555.0     13525.0       CF
13   CJ512  20251017  11215.0  11330.0  ...     8309.27  11250.0     11115.0       CJ
14   CJ601  20251017  11355.0  11480.0  ...  1131335.38  11405.0     11240.0       CJ
15   CJ603  20251017  11255.0  11415.0  ...    16874.78  11340.0     11200.0       CJ
16   CJ605  20251017  11400.0  11520.0  ...   226913.15  11435.0     11310.0       CJ
17   CJ607  20251017  11485.0  11600.0  ...     4037.87  11520.0     11415.0       CJ
18   CJ609  20251017  11620.0  11725.0  ...     2464.54  11655.0     11535.0       CJ
19   CY510  20251017      0.0      0.0  ...        0.00  19545.0     19475.0       CY
20   CY511  20251017  19755.0  19800.0  ...     1404.23  19780.0     19720.0       CY
21   CY512  20251017      0.0      0.0  ...        0.00  19150.0     19150.0       CY
22   CY601  20251017  19385.0  19505.0  ...   122154.26  19445.0     19375.0       CY
23   CY602  20251017      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251017  19520.0  19530.0  ...       29.29  19525.0     19540.0       CY
25   CY604  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251017      0.0      0.0  ...        0.00  19590.0     19570.0       CY
27   CY606  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251017      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251017      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251017      0.0      0.0  ...        0.00  19740.0     19725.0       CY
31   FG510  20251017   1010.0   1010.0  ...       20.20   1010.0      1024.0       FG
32   FG511  20251017   1035.0   1038.0  ...    28607.10   1019.0      1031.0       FG
33   FG512  20251017   1147.0   1147.0  ...   119233.84   1122.0      1138.0       FG
34   FG601  20251017   1145.0   1145.0  ...  5017632.55   1118.0      1137.0       FG
35   FG602  20251017   1213.0   1213.0  ...    70352.69   1184.0      1204.0       FG
36   FG603  20251017   1215.0   1215.0  ...   155715.52   1188.0      1206.0       FG
37   FG604  20251017   1282.0   1283.0  ...     1227.05   1252.0      1271.0       FG
38   FG605  20251017   1284.0   1284.0  ...   216091.54   1252.0      1271.0       FG
39   FG606  20251017   1311.0   1311.0  ...     3098.04   1289.0      1310.0       FG
40   FG607  20251017   1300.0   1303.0  ...     1762.20   1283.0      1301.0       FG
41   FG608  20251017   1356.0   1356.0  ...     1606.99   1337.0      1353.0       FG
42   FG609  20251017   1357.0   1358.0  ...     8075.22   1336.0      1353.0       FG
43   JR511  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251017   2380.0   2380.0  ...      242.47   2245.0      2245.0       MA
52   MA511  20251017   2296.0   2298.0  ...    11643.74   2267.0      2282.0       MA
53   MA512  20251017   2308.0   2309.0  ...    67525.69   2280.0      2293.0       MA
54   MA601  20251017   2314.0   2318.0  ...  1496104.42   2289.0      2296.0       MA
55   MA602  20251017   2338.0   2351.0  ...    39245.75   2314.0      2316.0       MA
56   MA603  20251017   2348.0   2349.0  ...    70874.63   2320.0      2328.0       MA
57   MA604  20251017   2326.0   2328.0  ...       37.13   2321.0      2334.0       MA
58   MA605  20251017   2322.0   2335.0  ...   146210.61   2304.0      2314.0       MA
59   MA606  20251017   2316.0   2316.0  ...       18.41   2302.0      2312.0       MA
60   MA607  20251017   2302.0   2302.0  ...       50.18   2281.0      2295.0       MA
61   MA608  20251017   2293.0   2299.0  ...       29.65   2280.0      2291.0       MA
62   MA609  20251017   2280.0   2290.0  ...     2051.74   2260.0      2266.0       MA
63   OI511  20251017  10099.0  10103.0  ...    34091.60  10048.0     10099.0       OI
64   OI601  20251017   9936.0   9946.0  ...  2244069.40   9894.0      9937.0       OI
65   OI603  20251017   9738.0   9742.0  ...   260093.44   9690.0      9735.0       OI
66   OI605  20251017   9491.0   9512.0  ...   119267.03   9488.0      9494.0       OI
67   OI607  20251017   9438.0   9459.0  ...     1198.94   9440.0      9445.0       OI
68   OI609  20251017   9415.0   9419.0  ...      564.11   9402.0      9414.0       OI
69   PF510  20251017      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251017   6104.0   6140.0  ...    26196.09   6100.0      6098.0       PF
71   PF512  20251017   6090.0   6100.0  ...   539301.68   6068.0      6072.0       PF
72   PF601  20251017   6102.0   6110.0  ...    70178.51   6076.0      6088.0       PF
73   PF602  20251017   6096.0   6096.0  ...   476154.77   6062.0      6066.0       PF
74   PF603  20251017   6082.0   6082.0  ...   299434.93   6050.0      6052.0       PF
75   PF604  20251017   6124.0   6124.0  ...       60.93   6094.0      6104.0       PF
76   PF605  20251017   6116.0   6118.0  ...       82.30   6096.0      6112.0       PF
77   PF606  20251017      0.0      0.0  ...        0.00   6090.0      6100.0       PF
78   PF607  20251017   6112.0   6112.0  ...        3.06   6112.0      6136.0       PF
79   PF608  20251017   6128.0   6128.0  ...        3.06   6128.0      6182.0       PF
80   PF609  20251017   6132.0   6132.0  ...        3.07   6132.0      6174.0       PF
81   PK510  20251017      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251017   7772.0   7786.0  ...    18300.19   7758.0      7806.0       PK
83   PK512  20251017   7858.0   7890.0  ...   107238.90   7864.0      7890.0       PK
84   PK601  20251017   7972.0   8016.0  ...   376924.22   7968.0      7998.0       PK
85   PK603  20251017   8022.0   8080.0  ...   118303.92   8048.0      8058.0       PK
86   PK604  20251017   8038.0   8078.0  ...      627.23   8042.0      8050.0       PK
87   PK605  20251017   8064.0   8102.0  ...    17665.48   8066.0      8074.0       PK
88   PL601  20251017   6115.0   6117.0  ...   109614.61   6049.0      6087.0       PL
89   PL602  20251017   6146.0   6146.0  ...    41693.45   6085.0      6124.0       PL
90   PL603  20251017   6144.0   6144.0  ...    27985.18   6078.0      6129.0       PL
91   PL604  20251017      0.0      0.0  ...        0.00   6078.0      6132.0       PL
92   PL605  20251017   6105.0   6105.0  ...      121.36   6068.0      6106.0       PL
93   PL606  20251017      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251017   6245.0   6245.0  ...       24.98   6245.0      6120.0       PL
95   PL608  20251017      0.0      0.0  ...        0.00   6106.0      6106.0       PL
96   PL609  20251017      0.0      0.0  ...        0.00   6166.0      6232.0       PL
97   PM511  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251017   5648.0   5658.0  ...     4999.66   5650.0      5586.0       PR
104  PR511  20251017   5602.0   5612.0  ...    23601.10   5582.0      5596.0       PR
105  PR512  20251017   5604.0   5616.0  ...   648443.66   5578.0      5592.0       PR
106  PR601  20251017   5580.0   5584.0  ...   647871.80   5542.0      5560.0       PR
107  PR602  20251017   5622.0   5622.0  ...   144456.76   5586.0      5612.0       PR
108  PR603  20251017   5600.0   5600.0  ...      209.10   5576.0      5602.0       PR
109  PR604  20251017   5582.0   5604.0  ...       92.32   5596.0      5606.0       PR
110  PR605  20251017   5618.0   5620.0  ...      176.84   5614.0      5624.0       PR
111  PR606  20251017      0.0      0.0  ...        0.00   5650.0      5656.0       PR
112  PR607  20251017      0.0      0.0  ...        0.00   5652.0      5656.0       PR
113  PR608  20251017      0.0      0.0  ...        0.00   5666.0      5702.0       PR
114  PR609  20251017      0.0      0.0  ...        0.00   5662.0      5678.0       PR
115  PX510  20251017      0.0      0.0  ...        0.00   6314.0      6326.0       PX
116  PX511  20251017   6382.0   6390.0  ...    29548.75   6330.0      6356.0       PX
117  PX512  20251017   6382.0   6400.0  ...   133131.92   6350.0      6354.0       PX
118  PX601  20251017   6376.0   6394.0  ...   458670.60   6334.0      6346.0       PX
119  PX602  20251017   6384.0   6404.0  ...   266298.41   6346.0      6356.0       PX
120  PX603  20251017   6382.0   6402.0  ...   158222.09   6332.0      6358.0       PX
121  PX604  20251017      0.0      0.0  ...        0.00   6312.0      6358.0       PX
122  PX605  20251017   6402.0   6424.0  ...     1919.63   6356.0      6394.0       PX
123  PX606  20251017   6412.0   6412.0  ...       12.76   6382.0      6424.0       PX
124  PX607  20251017      0.0      0.0  ...        0.00   6344.0      6418.0       PX
125  PX608  20251017      0.0      0.0  ...        0.00   6362.0      6434.0       PX
126  PX609  20251017   6396.0   6398.0  ...       31.93   6386.0      6452.0       PX
127  RI511  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251017   2409.0   2413.0  ...     2953.16   2395.0      2398.0       RM
134  RM601  20251017   2366.0   2376.0  ...   607340.54   2338.0      2365.0       RM
135  RM603  20251017   2308.0   2316.0  ...    11487.95   2292.0      2304.0       RM
136  RM605  20251017   2311.0   2313.0  ...   117894.23   2292.0      2302.0       RM
137  RM607  20251017   2298.0   2303.0  ...     9980.30   2284.0      2294.0       RM
138  RM608  20251017   2408.0   2408.0  ...      502.38   2392.0      2402.0       RM
139  RM609  20251017   2398.0   2400.0  ...     3459.53   2386.0      2394.0       RM
140  RS511  20251017   5272.0   5380.0  ...       36.96   5280.0      5256.0       RS
141  RS607  20251017      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251017      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251017      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251017   1150.0   1150.0  ...      644.17   1130.0      1138.0       SA
145  SA511  20251017   1165.0   1165.0  ...    18116.76   1147.0      1155.0       SA
146  SA512  20251017   1224.0   1227.0  ...   153891.39   1208.0      1217.0       SA
147  SA601  20251017   1240.0   1240.0  ...  2547460.89   1219.0      1227.0       SA
148  SA602  20251017   1273.0   1275.0  ...    74440.35   1255.0      1262.0       SA
149  SA603  20251017   1283.0   1284.0  ...   219249.67   1264.0      1269.0       SA
150  SA604  20251017   1318.0   1318.0  ...     2844.80   1298.0      1311.0       SA
151  SA605  20251017   1324.0   1327.0  ...   150285.20   1305.0      1317.0       SA
152  SA606  20251017   1336.0   1337.0  ...     1192.92   1325.0      1336.0       SA
153  SA607  20251017   1340.0   1341.0  ...     2364.60   1331.0      1340.0       SA
154  SA608  20251017   1379.0   1379.0  ...      946.82   1360.0      1375.0       SA
155  SA609  20251017   1384.0   1384.0  ...     6970.24   1370.0      1382.0       SA
156  SF510  20251017   5300.0   5300.0  ...      200.50   5276.0      5266.0       SF
157  SF511  20251017   5464.0   5480.0  ...    73119.39   5440.0      5430.0       SF
158  SF512  20251017   5466.0   5466.0  ...    94354.58   5424.0      5434.0       SF
159  SF601  20251017   5450.0   5456.0  ...   365728.12   5414.0      5410.0       SF
160  SF602  20251017   5410.0   5410.0  ...    58167.88   5370.0      5362.0       SF
161  SF603  20251017   5576.0   5584.0  ...   129522.15   5520.0      5532.0       SF
162  SF604  20251017   5510.0   5510.0  ...        5.51   5508.0      5504.0       SF
163  SF605  20251017   5548.0   5548.0  ...     3772.21   5500.0      5498.0       SF
164  SF606  20251017   5460.0   5460.0  ...        2.73   5460.0      5440.0       SF
165  SF607  20251017   5628.0   5638.0  ...        8.45   5632.0      5630.0       SF
166  SF608  20251017      0.0      0.0  ...        0.00   5632.0      5632.0       SF
167  SF609  20251017   5606.0   5622.0  ...       78.41   5602.0      5620.0       SF
168  SH510  20251017      0.0      0.0  ...        0.00   2367.0      2417.0       SH
169  SH511  20251017   2424.0   2428.0  ...    52350.70   2368.0      2424.0       SH
170  SH512  20251017   2480.0   2480.0  ...   135955.48   2415.0      2475.0       SH
171  SH601  20251017   2455.0   2455.0  ...  3009243.57   2400.0      2451.0       SH
172  SH602  20251017   2488.0   2488.0  ...   580436.98   2451.0      2477.0       SH
173  SH603  20251017   2490.0   2490.0  ...   480021.16   2463.0      2483.0       SH
174  SH604  20251017   2533.0   2535.0  ...      515.93   2492.0      2540.0       SH
175  SH605  20251017   2550.0   2550.0  ...    27719.27   2499.0      2546.0       SH
176  SH606  20251017   2571.0   2572.0  ...      535.21   2513.0      2584.0       SH
177  SH607  20251017   2570.0   2570.0  ...      386.78   2528.0      2584.0       SH
178  SH608  20251017   2584.0   2584.0  ...      130.35   2556.0      2607.0       SH
179  SH609  20251017   2596.0   2600.0  ...      702.38   2573.0      2606.0       SH
180  SM510  20251017   5620.0   5620.0  ...     1991.75   5612.0      5634.0       SM
181  SM511  20251017   5750.0   5754.0  ...     7294.98   5716.0      5744.0       SM
182  SM512  20251017   5750.0   5760.0  ...   274740.52   5726.0      5760.0       SM
183  SM601  20251017   5770.0   5774.0  ...   462441.93   5724.0      5758.0       SM
184  SM602  20251017   5764.0   5774.0  ...   157530.17   5732.0      5766.0       SM
185  SM603  20251017   5752.0   5788.0  ...   322807.03   5746.0      5778.0       SM
186  SM604  20251017      0.0      0.0  ...        0.00   5754.0      5788.0       SM
187  SM605  20251017   5798.0   5808.0  ...    13881.25   5768.0      5796.0       SM
188  SM606  20251017   5770.0   5772.0  ...       28.83   5766.0      5796.0       SM
189  SM607  20251017   5782.0   5782.0  ...        5.77   5766.0      5800.0       SM
190  SM608  20251017   5792.0   5792.0  ...        5.78   5776.0      5808.0       SM
191  SM609  20251017   5812.0   5824.0  ...     1152.91   5794.0      5828.0       SM
192  SR511  20251017   5408.0   5415.0  ...    12079.94   5398.0      5395.0       SR
193  SR601  20251017   5420.0   5430.0  ...   830319.30   5415.0      5403.0       SR
194  SR603  20251017   5398.0   5412.0  ...   204704.93   5399.0      5387.0       SR
195  SR605  20251017   5390.0   5393.0  ...    91801.35   5380.0      5368.0       SR
196  SR607  20251017   5384.0   5397.0  ...     3619.99   5387.0      5375.0       SR
197  SR609  20251017   5400.0   5406.0  ...     2848.80   5395.0      5381.0       SR
198  TA510  20251017   4400.0   4400.0  ...      754.96   4378.0      4400.0       TA
199  TA511  20251017   4416.0   4426.0  ...    31606.79   4392.0      4410.0       TA
200  TA512  20251017   4410.0   4438.0  ...   228955.64   4406.0      4420.0       TA
201  TA601  20251017   4456.0   4458.0  ...  1236124.38   4424.0      4442.0       TA
202  TA602  20251017   4466.0   4470.0  ...   258362.88   4436.0      4452.0       TA
203  TA603  20251017   4476.0   4486.0  ...   101488.76   4450.0      4470.0       TA
204  TA604  20251017   4490.0   4490.0  ...        4.49   4490.0      4480.0       TA
205  TA605  20251017   4514.0   4514.0  ...    97387.38   4482.0      4504.0       TA
206  TA606  20251017      0.0      0.0  ...        0.00   4474.0      4524.0       TA
207  TA607  20251017      0.0      0.0  ...        0.00   4490.0      4526.0       TA
208  TA608  20251017      0.0      0.0  ...        0.00   4508.0      4538.0       TA
209  TA609  20251017   4556.0   4556.0  ...     1280.55   4518.0      4538.0       TA
210  UR510  20251017   1495.0   1500.0  ...      622.04   1495.0      1495.0       UR
211  UR511  20251017   1581.0   1584.0  ...     8656.18   1576.0      1573.0       UR
212  UR512  20251017   1587.0   1594.0  ...    21963.87   1587.0      1587.0       UR
213  UR601  20251017   1604.0   1608.0  ...   349464.13   1600.0      1597.0       UR
214  UR602  20251017   1614.0   1614.0  ...    14233.11   1606.0      1608.0       UR
215  UR603  20251017   1658.0   1667.0  ...      216.10   1662.0      1655.0       UR
216  UR604  20251017   1667.0   1670.0  ...      106.77   1668.0      1669.0       UR
217  UR605  20251017   1673.0   1679.0  ...    32217.57   1671.0      1670.0       UR
218  UR606  20251017   1681.0   1682.0  ...      160.98   1677.0      1674.0       UR
219  UR607  20251017   1714.0   1714.0  ...       23.95   1711.0      1707.0       UR
220  UR608  20251017   1709.0   1710.0  ...       20.49   1708.0      1706.0       UR
221  UR609  20251017   1704.0   1708.0  ...      228.34   1704.0      1704.0       UR
222  WH511  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:25:51,554 - future_1d - INFO - ak.get_czce_daily('2025-10-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251017  7212.200  ...  7064.340    7212.600       IC
1   IC2511  20251017  7135.600  ...  6921.800    7111.800       IC
2   IC2512  20251017  7062.000  ...  6865.000    7046.600       IC
3   IC2603  20251017  6880.200  ...  6703.600    6881.600       IC
4   IF2510  20251017  4613.000  ...  4539.860    4611.200       IF
5   IF2511  20251017  4605.600  ...  4497.400    4596.800       IF
6   IF2512  20251017  4582.000  ...  4484.600    4585.800       IF
7   IF2603  20251017  4564.200  ...  4463.000    4564.200       IF
8   IH2510  20251017  3016.600  ...  2983.270    3018.000       IH
9   IH2511  20251017  3024.000  ...  2963.000    3017.200       IH
10  IH2512  20251017  3015.400  ...  2961.600    3017.400       IH
11  IH2603  20251017  3024.000  ...  2962.600    3016.800       IH
12  IM2510  20251017  7402.800  ...  7230.330    7394.000       IM
13  IM2511  20251017  7300.200  ...  7104.000    7276.800       IM
14  IM2512  20251017  7204.800  ...  7024.200    7190.600       IM
15  IM2603  20251017  6975.000  ...  6808.000    6971.400       IM
16   T2512  20251017   108.215  ...   108.265     108.160        T
17   T2603  20251017   108.000  ...   107.955     107.865        T
18   T2606  20251017   107.855  ...   107.845     107.775        T
19  TF2512  20251017   105.740  ...   105.775     105.705       TF
20  TF2603  20251017   105.630  ...   105.680     105.610       TF
21  TF2606  20251017   105.655  ...   105.690     105.630       TF
22  TL2512  20251017   115.220  ...   115.730     115.020       TL
23  TL2603  20251017   114.900  ...   115.410     114.720       TL
24  TL2606  20251017   114.800  ...   115.260     114.590       TL
25  TS2512  20251017   102.362  ...   102.378     102.368       TS
26  TS2603  20251017   102.286  ...   102.290     102.280       TS
27  TS2606  20251017   102.322  ...   102.318     102.316       TS

[28 rows x 12 columns]
2025-10-22 18:25:51,741 - future_1d - INFO - ak.get_cffex_daily('2025-10-17') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251017   442.6   443.4  ...  2711807.83   437.9      443.2      SC
1       SC2512  20251017     444   445.6  ...  3930667.83   439.6      445.6      SC
2       SC2601  20251017   444.2   445.7  ...   619601.49   439.5        446      SC
3       SC2602  20251017   444.8   446.2  ...    66816.54   439.2      446.7      SC
4       SC2603  20251017   446.2     447  ...    18022.51   440.6      447.3      SC
5       SC2604  20251017   446.6   446.6  ...     6111.94   439.7      448.3      SC
6       SC2605  20251017   447.6     448  ...     9077.28   440.6      449.4      SC
7       SC2606  20251017   447.7     449  ...    11005.71   441.9      449.9      SC
8       SC2607  20251017     449   449.4  ...      932.48     444      451.9      SC
9       SC2608  20251017   449.8   450.6  ...      668.35   445.5      452.2      SC
10      SC2609  20251017   449.4   452.8  ...     1069.69   445.7      451.7      SC
11      SC2610  20251017                  ...           0   447.3      449.7      SC
12      SC2612  20251017   445.1   446.8  ...      267.39   445.6      451.8      SC
13      SC2703  20251017   448.1   448.1  ...       89.62   448.1      450.7      SC
14      SC2706  20251017                  ...           0   451.7      453.6      SC
15      SC2709  20251017                  ...           0   450.2      450.2      SC
16      SC2712  20251017   444.1   447.6  ...      133.57   445.2      450.6      SC
17      SC2803  20251017     446     446  ...        44.6     446      449.9      SC
18      SC2806  20251017   445.9   449.6  ...      312.99   447.1      453.5      SC
19      SC2809  20251017     447   450.1  ...     1572.51   449.2      451.8      SC
21      LU2511  20251017    3136    3142  ...   17529.145    3069       3147      LU
22      LU2512  20251017    3161    3161  ...  339143.027    3096       3163      LU
23      LU2601  20251017    3156    3156  ...  216954.143    3101       3163      LU
24      LU2602  20251017    3159    3159  ...   49381.996    3115       3166      LU
25      LU2603  20251017    3156    3157  ...     4964.75    3116       3165      LU
26      LU2604  20251017    3140    3140  ...      43.579    3112       3176      LU
27      LU2605  20251017    3148    3161  ...     127.562    3111       3184      LU
28      LU2606  20251017    3157    3157  ...      24.939    3117       3192      LU
29      LU2607  20251017    3160    3168  ...     110.012    3143       3191      LU
30      LU2608  20251017    3157    3161  ...      84.601    3133       3192      LU
31      LU2609  20251017    3170    3178  ...     129.337    3154       3192      LU
32      LU2610  20251017    3150    3150  ...      25.038    3129       3185      LU
34      NR2511  20251017   12325   12425  ...  274418.315   12340      12295      NR
35      NR2512  20251017   12300   12360  ...   798817.15   12290      12245      NR
36      NR2601  20251017   12240   12290  ...   219539.39   12215      12215      NR
37      NR2602  20251017   12165   12240  ...    20717.32   12155      12195      NR
38      NR2603  20251017   12160   12210  ...    4097.445   12120      12185      NR
39      NR2604  20251017   12130   12195  ...      993.87   12120      12145      NR
40      NR2605  20251017   12165   12215  ...     654.505   12120      12165      NR
41      NR2606  20251017   12195   12195  ...      121.27   12125      12140      NR
42      NR2607  20251017   12160   12160  ...       36.44   12145      12100      NR
43      NR2608  20251017   12175   12175  ...      12.175   12175      12090      NR
44      NR2609  20251017   12195   12245  ...      36.655   12215      12180      NR
45      NR2610  20251017   12285   12285  ...      24.535   12265      12185      NR
47      BC2511  20251017   75010   75860  ...   310009.74   75250      75500      BC
48      BC2512  20251017   75200   75880  ...    40882.03   75350      75590      BC
49      BC2601  20251017   75510   75510  ...      37.755   75510      76570      BC
50      BC2602  20251017                  ...           0   75800      75800      BC
51      BC2603  20251017                  ...           0   75870      75870      BC
52      BC2604  20251017                  ...           0   76440      76520      BC
53      BC2605  20251017                  ...           0   75900      75900      BC
54      BC2606  20251017                  ...           0   75880      75880      BC
55      BC2607  20251017                  ...           0   76570      76570      BC
56      BC2608  20251017                  ...           0   75800      75800      BC
57      BC2609  20251017                  ...           0   76130      76130      BC
58      BC2610  20251017                  ...           0   76130      76130      BC
60      EC2510  20251017  1107.9  1108.2  ...   8680.6755  1098.8       1112      EC
61      EC2512  20251017  1658.1  1698.6  ...  247387.476  1658.2       1663      EC
62      EC2602  20251017    1430  1484.5  ...  37672.6205  1459.8     1427.9      EC
63      EC2604  20251017    1130    1144  ...   17065.984  1126.4     1114.5      EC
64      EC2606  20251017    1298  1306.2  ...   1108.1375  1288.5     1283.7      EC
65      EC2608  20251017    1410    1428  ...    1002.164  1411.4     1418.2      EC
68  SC_TAS2511  20251017                  ...                                 SC_TAS
69  SC_TAS2512  20251017                  ...                                 SC_TAS
70  SC_TAS2601  20251017                  ...                                 SC_TAS
71  SC_TAS2602  20251017                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-22 18:25:51,806 - future_1d - INFO - ak.get_ine_daily('2025-10-17') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251017  ...    84720      85040      CU
1        1      CU2512  20251017  ...    84760      85060      CU
2        2      CU2601  20251017  ...    84710      85010      CU
3        3      CU2602  20251017  ...    84610      84870      CU
4        4      CU2603  20251017  ...    84560      84830      CU
5        5      CU2604  20251017  ...    84440      84800      CU
6        6      CU2605  20251017  ...    84470      84710      CU
7        7      CU2606  20251017  ...    84350      84690      CU
8        8      CU2607  20251017  ...    84200      84460      CU
9        9      CU2608  20251017  ...    84120      84470      CU
10      10      CU2609  20251017  ...    83990      84310      CU
11      11      CU2610  20251017  ...    83980      84110      CU
12      12      BC2511  20251017  ...    75250      75500      BC
13      13      BC2512  20251017  ...    75350      75590      BC
14      14      BC2601  20251017  ...    75510      76570      BC
15      15      BC2602  20251017  ...    75800      75800      BC
16      16      BC2603  20251017  ...    75870      75870      BC
17      17      BC2604  20251017  ...    76440      76520      BC
18      18      BC2605  20251017  ...    75900      75900      BC
19      19      BC2606  20251017  ...    75880      75880      BC
20      20      BC2607  20251017  ...    76570      76570      BC
21      21      BC2608  20251017  ...    75800      75800      BC
22      22      BC2609  20251017  ...    76130      76130      BC
23      23      BC2610  20251017  ...    76130      76130      BC
24      24      AL2511  20251017  ...    20960      20910      AL
25      25      AL2512  20251017  ...    20990      20935      AL
26      26      AL2601  20251017  ...    20995      20940      AL
27      27      AL2602  20251017  ...    21005      20935      AL
28      28      AL2603  20251017  ...    21010      20955      AL
29      29      AL2604  20251017  ...    21025      20985      AL
30      30      AL2605  20251017  ...    21040      20990      AL
31      31      AL2606  20251017  ...    21040      21010      AL
32      32      AL2607  20251017  ...    21070      20970      AL
33      33      AL2608  20251017  ...    21025      20990      AL
34      34      AL2609  20251017  ...    21035      20970      AL
35      35      AL2610  20251017  ...    21060      20985      AL
36      36      ZN2511  20251017  ...    21910      21950      ZN
37      37      ZN2512  20251017  ...    21925      21980      ZN
38      38      ZN2601  20251017  ...    21955      22015      ZN
39      39      ZN2602  20251017  ...    21990      22050      ZN
40      40      ZN2603  20251017  ...    22005      22080      ZN
41      41      ZN2604  20251017  ...    22010      22120      ZN
42      42      ZN2605  20251017  ...    22065      22140      ZN
43      43      ZN2606  20251017  ...    22075      22175      ZN
44      44      ZN2607  20251017  ...    22175      22175      ZN
45      45      ZN2608  20251017  ...    22205      22225      ZN
46      46      ZN2609  20251017  ...    22195      22255      ZN
47      47      ZN2610  20251017  ...    22210      22100      ZN
48      48      PB2511  20251017  ...    17050      17115      PB
49      49      PB2512  20251017  ...    17070      17135      PB
50      50      PB2601  20251017  ...    17070      17135      PB
51      51      PB2602  20251017  ...    17070      17120      PB
52      52      PB2603  20251017  ...    17120      17170      PB
53      53      PB2604  20251017  ...    17120      17190      PB
54      54      PB2605  20251017  ...    17150      17230      PB
55      55      PB2606  20251017  ...    17205      17230      PB
56      56      PB2607  20251017  ...    17160      17160      PB
57      57      PB2608  20251017  ...    17235      17245      PB
58      58      PB2609  20251017  ...    17175      17255      PB
59      59      PB2610  20251017  ...    17230      17235      PB
60      60      NI2511  20251017  ...   121340     120920      NI
61      61      NI2512  20251017  ...   121490     121070      NI
62      62      NI2601  20251017  ...   121690     121290      NI
63      63      NI2602  20251017  ...   121870     121520      NI
64      64      NI2603  20251017  ...   122040     121790      NI
65      65      NI2604  20251017  ...   122430     122050      NI
66      66      NI2605  20251017  ...   122570     122200      NI
67      67      NI2606  20251017  ...   122810     122390      NI
68      68      NI2607  20251017  ...   123110     122720      NI
69      69      NI2608  20251017  ...   123310     123000      NI
70      70      NI2609  20251017  ...   124290     123310      NI
71      71      NI2610  20251017  ...   123530     123480      NI
72      72      SN2511  20251017  ...   281380     280030      SN
73      73      SN2512  20251017  ...   281840     280450      SN
74      74      SN2601  20251017  ...   281930     280580      SN
75      75      SN2602  20251017  ...   282070     280680      SN
76      76      SN2603  20251017  ...   281950     280540      SN
77      77      SN2604  20251017  ...   282360     280560      SN
78      78      SN2605  20251017  ...   282090     280280      SN
79      79      SN2606  20251017  ...   282500     280690      SN
80      80      SN2607  20251017  ...   282610     281020      SN
81      81      SN2608  20251017  ...   282980     281860      SN
82      82      SN2609  20251017  ...   283360     282990      SN
83      83      SN2610  20251017  ...   282070     282070      SN
84      84      AO2511  20251017  ...     2779       2763      AO
85      85      AO2512  20251017  ...     2788       2773      AO
86      86      AO2601  20251017  ...     2802       2784      AO
87      87      AO2602  20251017  ...     2821       2806      AO
88      88      AO2603  20251017  ...     2893       2878      AO
89      89      AO2604  20251017  ...     2906       2894      AO
90      90      AO2605  20251017  ...     2919       2900      AO
91      91      AO2606  20251017  ...     2928       2914      AO
92      92      AO2607  20251017  ...     2934       2923      AO
93      93      AO2608  20251017  ...     2941       2932      AO
94      94      AO2609  20251017  ...     2962       2949      AO
95      95      AO2610  20251017  ...     2976       2946      AO
96      96      AD2511  20251017  ...    20395      20370      AD
97      97      AD2512  20251017  ...    20475      20435      AD
98      98      AD2601  20251017  ...    20515      20480      AD
99      99      AD2602  20251017  ...    20495      20460      AD
100    100      AD2603  20251017  ...    20530      20420      AD
101    101      AD2604  20251017  ...    20420      20420      AD
102    102      AD2605  20251017  ...    20375      20405      AD
103    103      AD2606  20251017  ...    20300      20300      AD
104    104      AD2607  20251017  ...    20270      20270      AD
105    105      AD2608  20251017  ...    20390      20495      AD
106    106      AD2609  20251017  ...    20640      20495      AD
107    107      AD2610  20251017  ...    20495      20495      AD
108    108      AU2511  20251017  ...    988.7     963.74      AU
109    109      AU2512  20251017  ...   986.38        963      AU
110    110      AU2601  20251017  ...   989.44     966.54      AU
111    111      AU2602  20251017  ...    989.9     965.94      AU
112    112      AU2604  20251017  ...   992.24     967.76      AU
113    113      AU2606  20251017  ...    995.6     970.88      AU
114    114      AU2608  20251017  ...    997.1     973.76      AU
115    115      AU2610  20251017  ...  1000.74     976.74      AU
116    116      AG2511  20251017  ...    12215      12004      AG
117    117      AG2512  20251017  ...    12230      12002      AG
118    118      AG2601  20251017  ...    12236      12009      AG
119    119      AG2602  20251017  ...    12249      12026      AG
120    120      AG2603  20251017  ...    12258      12045      AG
121    121      AG2604  20251017  ...    12270      12045      AG
122    122      AG2605  20251017  ...    12282      12055      AG
123    123      AG2606  20251017  ...    12293      12077      AG
124    124      AG2607  20251017  ...    12316      12085      AG
125    125      AG2608  20251017  ...    12310      12095      AG
126    126      AG2609  20251017  ...    12327      12125      AG
127    127      AG2610  20251017  ...    12340      12147      AG
128    128      RB2511  20251017  ...     2985       2971      RB
129    129      RB2512  20251017  ...     3033       3017      RB
130    130      RB2601  20251017  ...     3046       3036      RB
131    131      RB2602  20251017  ...     3052       3043      RB
132    132      RB2603  20251017  ...     3075       3064      RB
133    133      RB2604  20251017  ...     3092       3079      RB
134    134      RB2605  20251017  ...     3103       3087      RB
135    135      RB2606  20251017  ...     3118       3103      RB
136    136      RB2607  20251017  ...     3125       3111      RB
137    137      RB2608  20251017  ...     3136       3122      RB
138    138      RB2609  20251017  ...     3139       3129      RB
139    139      RB2610  20251017  ...     3142       3134      RB
140    140      WR2511  20251017  ...     3270       3270      WR
141    141      WR2512  20251017  ...     3355       3353      WR
142    142      WR2601  20251017  ...     3365       3336      WR
143    143      WR2602  20251017  ...     3403       3383      WR
144    144      WR2603  20251017  ...     3361       3361      WR
145    145      WR2604  20251017  ...     3369       3369      WR
146    146      WR2605  20251017  ...     3365       3365      WR
147    147      WR2606  20251017  ...     3363       3363      WR
148    148      WR2607  20251017  ...     3416       3416      WR
149    149      WR2608  20251017  ...     3461       3461      WR
150    150      WR2609  20251017  ...     3430       3430      WR
151    151      WR2610  20251017  ...     3430       3430      WR
152    152      HC2511  20251017  ...     3265       3255      HC
153    153      HC2512  20251017  ...     3255       3249      HC
154    154      HC2601  20251017  ...     3219       3209      HC
155    155      HC2602  20251017  ...     3226       3215      HC
156    156      HC2603  20251017  ...     3226       3215      HC
157    157      HC2604  20251017  ...     3230       3215      HC
158    158      HC2605  20251017  ...     3234       3220      HC
159    159      HC2606  20251017  ...     3228       3226      HC
160    160      HC2607  20251017  ...     3244       3228      HC
161    161      HC2608  20251017  ...     3249       3231      HC
162    162      HC2609  20251017  ...     3252       3240      HC
163    163      HC2610  20251017  ...     3256       3240      HC
164    164      SS2511  20251017  ...    12585      12515      SS
165    165      SS2512  20251017  ...    12615      12545      SS
166    166      SS2601  20251017  ...    12705      12635      SS
167    167      SS2602  20251017  ...    12760      12690      SS
168    168      SS2603  20251017  ...    12845      12760      SS
169    169      SS2604  20251017  ...    12910      12845      SS
170    170      SS2605  20251017  ...    12965      12910      SS
171    171      SS2606  20251017  ...    13045      12960      SS
172    172      SS2607  20251017  ...    13085      13000      SS
173    173      SS2608  20251017  ...    13125      13080      SS
174    174      SS2609  20251017  ...    13175      13120      SS
175    175      SS2610  20251017  ...    13230      13210      SS
176    176      SC2511  20251017  ...    437.9      443.2      SC
177    177      SC2512  20251017  ...    439.6      445.6      SC
178    178      SC2601  20251017  ...    439.5        446      SC
179    179      SC2602  20251017  ...    439.2      446.7      SC
180    180      SC2603  20251017  ...    440.6      447.3      SC
181    181      SC2604  20251017  ...    439.7      448.3      SC
182    182      SC2605  20251017  ...    440.6      449.4      SC
183    183      SC2606  20251017  ...    441.9      449.9      SC
184    184      SC2607  20251017  ...      444      451.9      SC
185    185      SC2608  20251017  ...    445.5      452.2      SC
186    186      SC2609  20251017  ...    445.7      451.7      SC
187    187      SC2610  20251017  ...    447.3      449.7      SC
188    188      SC2612  20251017  ...    445.6      451.8      SC
189    189      SC2703  20251017  ...    448.1      450.7      SC
190    190      SC2706  20251017  ...    451.7      453.6      SC
191    191      SC2709  20251017  ...    450.2      450.2      SC
192    192      SC2712  20251017  ...    445.2      450.6      SC
193    193      SC2803  20251017  ...      446      449.9      SC
194    194      SC2806  20251017  ...    447.1      453.5      SC
195    195      SC2809  20251017  ...    449.2      451.8      SC
196    196      LU2511  20251017  ...     3069       3147      LU
197    197      LU2512  20251017  ...     3096       3163      LU
198    198      LU2601  20251017  ...     3101       3163      LU
199    199      LU2602  20251017  ...     3115       3166      LU
200    200      LU2603  20251017  ...     3116       3165      LU
201    201      LU2604  20251017  ...     3112       3176      LU
202    202      LU2605  20251017  ...     3111       3184      LU
203    203      LU2606  20251017  ...     3117       3192      LU
204    204      LU2607  20251017  ...     3143       3191      LU
205    205      LU2608  20251017  ...     3133       3192      LU
206    206      LU2609  20251017  ...     3154       3192      LU
207    207      LU2610  20251017  ...     3129       3185      LU
208    208      FU2511  20251017  ...     2719       2761      FU
209    209      FU2512  20251017  ...     2674       2718      FU
210    210      FU2601  20251017  ...     2644       2694      FU
211    211      FU2602  20251017  ...     2631       2675      FU
212    212      FU2603  20251017  ...     2620       2666      FU
213    213      FU2604  20251017  ...     2618       2663      FU
214    214      FU2605  20251017  ...     2613       2657      FU
215    215      FU2606  20251017  ...     2609       2647      FU
216    216      FU2607  20251017  ...     2602       2642      FU
217    217      FU2608  20251017  ...     2574       2612      FU
218    218      FU2609  20251017  ...     2575       2606      FU
219    219      FU2610  20251017  ...     2564       2595      FU
220    220      BU2511  20251017  ...     3247       3265      BU
221    221      BU2512  20251017  ...     3172       3191      BU
222    222      BU2601  20251017  ...     3137       3161      BU
223    223      BU2602  20251017  ...     3146       3171      BU
224    224      BU2603  20251017  ...     3164       3195      BU
225    225      BU2604  20251017  ...     3171       3199      BU
226    226      BU2605  20251017  ...     3177       3202      BU
227    227      BU2606  20251017  ...     3182       3206      BU
228    228      BU2607  20251017  ...     3186       3213      BU
229    229      BU2608  20251017  ...     3177       3202      BU
230    230      BU2609  20251017  ...     3184       3208      BU
231    231      BU2610  20251017  ...     3168       3187      BU
232    232      BU2612  20251017  ...     3125       3149      BU
233    233      BU2703  20251017  ...     3150       3154      BU
234    234      BU2706  20251017  ...     3151       3168      BU
235    235      BU2709  20251017  ...     3158       3171      BU
236    236      BR2511  20251017  ...    11035      11005      BR
237    237      BR2512  20251017  ...    10940      10930      BR
238    238      BR2601  20251017  ...    10915      10930      BR
239    239      BR2602  20251017  ...    10890      10925      BR
240    240      BR2603  20251017  ...    10880      10890      BR
241    241      BR2604  20251017  ...    10850      10875      BR
242    242      BR2605  20251017  ...    10945      10915      BR
243    243      BR2606  20251017  ...    10910      10980      BR
244    244      BR2607  20251017  ...    11150      11065      BR
245    245      BR2608  20251017  ...    11185      11080      BR
246    246      BR2609  20251017  ...    11245      11180      BR
247    247      BR2610  20251017  ...    11215      11080      BR
248    248      RU2511  20251017  ...    14065      14105      RU
249    249      RU2601  20251017  ...    14820      14845      RU
250    250      RU2603  20251017  ...    14810      14820      RU
251    251      RU2604  20251017  ...    14800      14885      RU
252    252      RU2605  20251017  ...    14790      14830      RU
253    253      RU2606  20251017  ...    14815      14815      RU
254    254      RU2607  20251017  ...    14840      14885      RU
255    255      RU2608  20251017  ...    14810      14865      RU
256    256      RU2609  20251017  ...    14815      14825      RU
257    257      RU2610  20251017  ...    14855      14810      RU
258    258      NR2511  20251017  ...    12340      12295      NR
259    259      NR2512  20251017  ...    12290      12245      NR
260    260      NR2601  20251017  ...    12215      12215      NR
261    261      NR2602  20251017  ...    12155      12195      NR
262    262      NR2603  20251017  ...    12120      12185      NR
263    263      NR2604  20251017  ...    12120      12145      NR
264    264      NR2605  20251017  ...    12120      12165      NR
265    265      NR2606  20251017  ...    12125      12140      NR
266    266      NR2607  20251017  ...    12145      12100      NR
267    267      NR2608  20251017  ...    12175      12090      NR
268    268      NR2609  20251017  ...    12215      12180      NR
269    269      NR2610  20251017  ...    12265      12185      NR
270    270      SP2511  20251017  ...     4850       4850      SP
271    271      SP2512  20251017  ...     4870       4874      SP
272    272      SP2601  20251017  ...     5124       5154      SP
273    273      SP2602  20251017  ...     5142       5168      SP
274    274      SP2603  20251017  ...     5156       5188      SP
275    275      SP2604  20251017  ...     5174       5196      SP
276    276      SP2605  20251017  ...     5186       5220      SP
277    277      SP2606  20251017  ...     5184       5228      SP
278    278      SP2607  20251017  ...     5190       5220      SP
279    279      SP2608  20251017  ...     5196       5234      SP
280    280      SP2609  20251017  ...     5186       5220      SP
281    281      SP2610  20251017  ...     5190       5244      SP
282    282      OP2601  20251017  ...     4206       4210      OP
283    283      OP2602  20251017  ...     4220       4224      OP
284    284      OP2603  20251017  ...     4216       4216      OP
285    285      OP2604  20251017  ...     4228       4232      OP
286    286      OP2605  20251017  ...     4216       4216      OP
287    287      OP2606  20251017  ...     4198       4184      OP
288    288      OP2607  20251017  ...     4242       4242      OP
289    289      OP2608  20251017  ...     4258       4268      OP
290    290      OP2609  20251017  ...     4220       4220      OP
291    291      OP2610  20251017  ...     4220       4220      OP
292    292      EC2510  20251017  ...   1098.8       1112      EC
293    293      EC2512  20251017  ...   1658.2       1663      EC
294    294      EC2602  20251017  ...   1459.8     1427.9      EC
295    295      EC2604  20251017  ...   1126.4     1114.5      EC
296    296      EC2606  20251017  ...   1288.5     1283.7      EC
297    297      EC2608  20251017  ...   1411.4     1418.2      EC
298    298  SC_TAS2511  20251017  ...                      SC_TAS
299    299  SC_TAS2512  20251017  ...                      SC_TAS
300    300  SC_TAS2601  20251017  ...                      SC_TAS
301    301  SC_TAS2602  20251017  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-22 18:25:51,923 - future_1d - INFO - ak.get_shfe_daily('2025-10-17') done
2025-10-22 18:25:53,695 - future_1d - INFO - save future_daily 2025-10-17 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251020      0.0  ...  52345.0     52545.0       PS
1   PS2511  20251020  52700.0  ...  51345.0     52250.0       PS
2   PS2512  20251020  54500.0  ...  53755.0     54780.0       PS
3   PS2601  20251020  55300.0  ...  53700.0     54780.0       PS
4   PS2602  20251020  54930.0  ...  53565.0     54550.0       PS
5   PS2603  20251020  54655.0  ...  53340.0     54420.0       PS
6   PS2604  20251020  54555.0  ...  53250.0     54355.0       PS
7   PS2605  20251020  54670.0  ...  53180.0     54265.0       PS
8   PS2606  20251020  56600.0  ...  54935.0     55905.0       PS
9   PS2607  20251020  56355.0  ...  54860.0     55630.0       PS
10  PS2608  20251020  55465.0  ...  54340.0     55400.0       PS
11  PS2609  20251020  55000.0  ...  54110.0     55225.0       PS
13  SI2510  20251020   8545.0  ...   8580.0      8615.0       SI
14  SI2511  20251020   8500.0  ...   8585.0      8490.0       SI
15  SI2512  20251020   8820.0  ...   8955.0      8900.0       SI
16  SI2601  20251020   8860.0  ...   8905.0      8850.0       SI
17  SI2602  20251020   8900.0  ...   8910.0      8850.0       SI
18  SI2603  20251020   8895.0  ...   8910.0      8835.0       SI
19  SI2604  20251020   8905.0  ...   8920.0      8865.0       SI
20  SI2605  20251020   8915.0  ...   8935.0      8875.0       SI
21  SI2606  20251020   8930.0  ...   8940.0      8890.0       SI
22  SI2607  20251020   8970.0  ...   8950.0      8890.0       SI
23  SI2608  20251020   8970.0  ...   8960.0      8900.0       SI
24  SI2609  20251020   8865.0  ...   8975.0      8930.0       SI
27  LC2510  20251020      0.0  ...  75560.0     76180.0       LC
28  LC2511  20251020  76260.0  ...  75900.0     75760.0       LC
29  LC2512  20251020  76800.0  ...  76140.0     75940.0       LC
30  LC2601  20251020  76600.0  ...  76180.0     75900.0       LC
31  LC2602  20251020  76420.0  ...  75920.0     75580.0       LC
32  LC2603  20251020  76440.0  ...  75800.0     75440.0       LC
33  LC2604  20251020  76560.0  ...  76160.0     75880.0       LC
34  LC2605  20251020  76500.0  ...  76140.0     75960.0       LC
35  LC2606  20251020  76460.0  ...  75900.0     75900.0       LC
36  LC2607  20251020  76360.0  ...  75980.0     75580.0       LC
37  LC2608  20251020  76440.0  ...  76200.0     75740.0       LC
38  LC2609  20251020  76380.0  ...  76180.0     75980.0       LC

[36 rows x 12 columns]
2025-10-22 18:26:01,254 - future_1d - INFO - ak.get_gfex_daily('2025-10-20') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251020   4005.00  ...   4041.00     4012.00        A
1     a2601  20251020   4028.00  ...   4055.00     4034.00        A
2     a2603  20251020   4013.00  ...   4055.00     4034.00        A
3     a2605  20251020   4060.00  ...   4087.00     4066.00        A
4     a2607  20251020   4047.00  ...   4083.00     4060.00        A
5     a2609  20251020   4060.00  ...   4086.00     4063.00        A
6     b2510  20251020      0.00  ...   3600.00     3600.00        B
7     b2511  20251020   3575.00  ...   3607.00     3582.00        B
8     b2512  20251020   3593.00  ...   3611.00     3595.00        B
9     b2601  20251020   3595.00  ...   3623.00     3609.00        B
10    b2602  20251020   3605.00  ...   3639.00     3618.00        B
11    b2603  20251020   3585.00  ...   3603.00     3585.00        B
12    b2604  20251020   3498.00  ...   3501.00     3504.00        B
13    b2605  20251020   3424.00  ...   3446.00     3441.00        B
14    b2606  20251020   3412.00  ...   3418.00     3408.00        B
15    b2607  20251020   3403.00  ...   3419.00     3410.00        B
16    b2608  20251020   3502.00  ...   3517.00     3511.00        B
17    b2609  20251020   3534.00  ...   3549.00     3534.00        B
18   bb2511  20251020      0.00  ...    144.50      144.50       BB
19   bb2601  20251020    147.10  ...    146.85      147.15       BB
20   bb2603  20251020    146.50  ...    146.65      146.90       BB
21   bb2605  20251020    147.35  ...    147.10      147.70       BB
22   bb2607  20251020      0.00  ...    151.60      152.20       BB
23   bb2609  20251020      0.00  ...    151.60      152.20       BB
24   bz2603  20251020   5579.00  ...   5535.00     5594.00       BZ
25   bz2604  20251020   5602.00  ...   5529.00     5583.00       BZ
26   bz2605  20251020   5608.00  ...   5532.00     5587.00       BZ
27   bz2606  20251020   5588.00  ...   5515.00     5597.00       BZ
28   bz2607  20251020   5485.00  ...   5479.00     5603.00       BZ
29   bz2608  20251020      0.00  ...   5577.00     5586.00       BZ
30   bz2609  20251020      0.00  ...   5639.00     5695.00       BZ
31    c2511  20251020   2114.00  ...   2118.00     2114.00        C
32    c2601  20251020   2118.00  ...   2128.00     2128.00        C
33    c2603  20251020   2148.00  ...   2158.00     2158.00        C
34    c2605  20251020   2220.00  ...   2236.00     2231.00        C
35    c2607  20251020   2238.00  ...   2257.00     2243.00        C
36    c2609  20251020   2254.00  ...   2271.00     2259.00        C
37   cs2511  20251020   2374.00  ...   2382.00     2373.00       CS
38   cs2601  20251020   2387.00  ...   2402.00     2402.00       CS
39   cs2603  20251020   2404.00  ...   2426.00     2423.00       CS
40   cs2605  20251020   2522.00  ...   2534.00     2528.00       CS
41   cs2607  20251020   2538.00  ...   2551.00     2541.00       CS
42   cs2609  20251020   2583.00  ...   2592.00     2583.00       CS
43   eb2510  20251020   6419.00  ...   6316.00     6495.00       EB
44   eb2511  20251020   6505.00  ...   6469.00     6519.00       EB
45   eb2512  20251020   6528.00  ...   6495.00     6542.00       EB
46   eb2601  20251020   6570.00  ...   6543.00     6587.00       EB
47   eb2602  20251020   6629.00  ...   6609.00     6640.00       EB
48   eb2603  20251020   6696.00  ...   6670.00     6696.00       EB
49   eb2604  20251020   6768.00  ...   6689.00     6747.00       EB
50   eb2605  20251020   6772.00  ...   6756.00     6795.00       EB
51   eb2606  20251020   6828.00  ...   6795.00     6870.00       EB
52   eb2607  20251020   6823.00  ...   6817.00     6836.00       EB
53   eb2608  20251020   6819.00  ...   6822.00     6840.00       EB
54   eb2609  20251020   6857.00  ...   6857.00     6869.00       EB
55   eg2510  20251020   4086.00  ...   4057.00     4082.00       EG
56   eg2511  20251020   4022.00  ...   4031.00     4043.00       EG
57   eg2512  20251020   4022.00  ...   4028.00     4038.00       EG
58   eg2601  20251020   4012.00  ...   4030.00     4037.00       EG
59   eg2602  20251020   4056.00  ...   4054.00     4051.00       EG
60   eg2603  20251020   4062.00  ...   4069.00     4065.00       EG
61   eg2604  20251020   4123.00  ...   4108.00     4131.00       EG
62   eg2605  20251020   4104.00  ...   4111.00     4122.00       EG
63   eg2606  20251020   4127.00  ...   4108.00     4131.00       EG
64   eg2607  20251020   4125.00  ...   4132.00     4166.00       EG
65   eg2608  20251020   4156.00  ...   4136.00     4180.00       EG
66   eg2609  20251020   4148.00  ...   4146.00     4150.00       EG
67   fb2510  20251020      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251020   1239.50  ...   1232.50     1240.00       FB
69   fb2512  20251020   1256.50  ...   1258.00     1259.50       FB
70   fb2601  20251020   1267.50  ...   1268.50     1268.00       FB
71   fb2602  20251020   1265.50  ...   1265.50     1266.50       FB
72   fb2603  20251020   1258.00  ...   1258.00     1261.50       FB
73   fb2604  20251020   1260.00  ...   1260.50     1265.00       FB
74   fb2605  20251020   1315.00  ...   1315.00     1288.50       FB
75   fb2606  20251020      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251020      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251020      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251020      0.00  ...   1296.00     1296.00       FB
79    i2510  20251020      0.00  ...    806.00      806.00        I
80    i2511  20251020    790.00  ...    787.00      789.00        I
81    i2512  20251020    782.50  ...    779.50      783.00        I
82    i2601  20251020    771.00  ...    768.50      771.50        I
83    i2602  20251020    769.00  ...    767.00      769.50        I
84    i2603  20251020    764.50  ...    764.00      766.00        I
85    i2604  20251020    759.50  ...    758.50      761.00        I
86    i2605  20251020    749.00  ...    749.00      750.50        I
87    i2606  20251020    744.50  ...    744.00      745.00        I
88    i2607  20251020    739.50  ...    738.50      740.50        I
89    i2608  20251020    735.00  ...    734.50      736.00        I
90    i2609  20251020    729.00  ...    728.00      729.00        I
91    j2510  20251020      0.00  ...   1600.00     1600.00        J
92    j2511  20251020   1655.00  ...   1656.50     1621.00        J
93    j2512  20251020   1683.00  ...   1687.50     1649.00        J
94    j2601  20251020   1685.00  ...   1719.00     1682.50        J
95    j2602  20251020   1755.00  ...   1753.00     1707.00        J
96    j2603  20251020      0.00  ...   1738.50     1738.50        J
97    j2604  20251020   1860.00  ...   1847.50     1808.00        J
98    j2605  20251020   1831.00  ...   1864.50     1828.50        J
99    j2606  20251020   1886.50  ...   1887.50     1820.50        J
100   j2607  20251020   1897.00  ...   1897.00     1833.50        J
101   j2608  20251020      0.00  ...   1865.00     1865.00        J
102   j2609  20251020   1945.00  ...   1946.00     1909.50        J
103  jd2510  20251020   2709.00  ...   2700.00     2734.00       JD
104  jd2511  20251020   2752.00  ...   2770.00     2819.00       JD
105  jd2512  20251020   2900.00  ...   2916.00     2965.00       JD
106  jd2601  20251020   3150.00  ...   3153.00     3176.00       JD
107  jd2602  20251020   2940.00  ...   2949.00     2968.00       JD
108  jd2603  20251020   2960.00  ...   2962.00     2974.00       JD
109  jd2604  20251020   3103.00  ...   3122.00     3108.00       JD
110  jd2605  20251020   3310.00  ...   3332.00     3310.00       JD
111  jd2606  20251020   3212.00  ...   3232.00     3211.00       JD
112  jd2607  20251020   3447.00  ...   3477.00     3459.00       JD
113  jd2608  20251020   3945.00  ...   3959.00     3951.00       JD
114  jd2609  20251020   3829.00  ...   3851.00     3845.00       JD
115  jm2510  20251020   1036.50  ...   1036.50      960.00       JM
116  jm2511  20251020   1053.00  ...   1080.00     1067.50       JM
117  jm2512  20251020   1121.00  ...   1150.00     1120.00       JM
118  jm2601  20251020   1190.00  ...   1219.50     1184.50       JM
119  jm2602  20251020   1205.00  ...   1240.00     1206.50       JM
120  jm2603  20251020   1230.00  ...   1256.00     1225.00       JM
121  jm2604  20251020   1242.50  ...   1273.50     1245.50       JM
122  jm2605  20251020   1265.00  ...   1297.00     1266.50       JM
123  jm2606  20251020   1290.00  ...   1317.00     1283.50       JM
124  jm2607  20251020   1308.00  ...   1328.00     1303.50       JM
125  jm2608  20251020   1328.50  ...   1355.00     1323.50       JM
126  jm2609  20251020   1345.00  ...   1372.00     1346.50       JM
127   l2510  20251020      0.00  ...   6856.00     6856.00        L
128   l2511  20251020   6875.00  ...   6890.00     6868.00        L
129   l2512  20251020   6870.00  ...   6903.00     6883.00        L
130   l2601  20251020   6891.00  ...   6909.00     6893.00        L
131   l2602  20251020   6916.00  ...   6904.00     6890.00        L
132   l2603  20251020   6891.00  ...   6912.00     6892.00        L
133   l2604  20251020   6960.00  ...   6958.00     6945.00        L
134   l2605  20251020   6912.00  ...   6943.00     6927.00        L
135   l2606  20251020   6954.00  ...   6936.00     6919.00        L
136   l2607  20251020   6969.00  ...   6954.00     6952.00        L
137   l2608  20251020   6972.00  ...   6967.00     6934.00        L
138   l2609  20251020   6952.00  ...   6965.00     6922.00        L
139  lg2511  20251020    802.00  ...    803.00      800.50       LG
140  lg2601  20251020    836.00  ...    834.50      830.50       LG
141  lg2603  20251020    835.00  ...    833.00      832.50       LG
142  lg2605  20251020    834.00  ...    834.00      834.00       LG
143  lg2607  20251020    836.00  ...    835.50      834.00       LG
144  lg2609  20251020    836.50  ...    835.50      835.50       LG
145  lh2511  20251020  11200.00  ...  11365.00    11105.00       LH
146  lh2601  20251020  11800.00  ...  12100.00    11815.00       LH
147  lh2603  20251020  11420.00  ...  11550.00    11375.00       LH
148  lh2605  20251020  11985.00  ...  12115.00    12000.00       LH
149  lh2607  20251020  12760.00  ...  12895.00    12770.00       LH
150  lh2609  20251020  13520.00  ...  13660.00    13580.00       LH
151   m2511  20251020   2854.00  ...   2874.00     2857.00        M
152   m2512  20251020   2885.00  ...   2904.00     2900.00        M
153   m2601  20251020   2868.00  ...   2894.00     2882.00        M
154   m2603  20251020   2855.00  ...   2879.00     2872.00        M
155   m2605  20251020   2708.00  ...   2731.00     2730.00        M
156   m2607  20251020   2705.00  ...   2716.00     2715.00        M
157   m2608  20251020   2830.00  ...   2841.00     2837.00        M
158   m2609  20251020   2840.00  ...   2847.00     2840.00        M
159   p2510  20251020      0.00  ...   9120.00     9120.00        P
160   p2511  20251020   9258.00  ...   9276.00     9254.00        P
161   p2512  20251020   9290.00  ...   9310.00     9282.00        P
162   p2601  20251020   9332.00  ...   9370.00     9334.00        P
163   p2602  20251020   9304.00  ...   9382.00     9336.00        P
164   p2603  20251020   9342.00  ...   9394.00     9352.00        P
165   p2604  20251020   9354.00  ...   9380.00     9330.00        P
166   p2605  20251020   9278.00  ...   9328.00     9294.00        P
167   p2606  20251020   9208.00  ...   9226.00     9208.00        P
168   p2607  20251020   9154.00  ...   9134.00     9126.00        P
169   p2608  20251020   9056.00  ...   9064.00     9034.00        P
170   p2609  20251020   9000.00  ...   9022.00     8974.00        P
171  pg2510  20251020   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251020   4224.00  ...   4239.00     4241.00       PG
173  pg2512  20251020   4095.00  ...   4102.00     4109.00       PG
174  pg2601  20251020   3981.00  ...   3994.00     4001.00       PG
175  pg2602  20251020   3879.00  ...   3899.00     3907.00       PG
176  pg2603  20251020   3792.00  ...   3806.00     3821.00       PG
177  pg2604  20251020   4147.00  ...   4137.00     4180.00       PG
178  pg2605  20251020   4037.00  ...   4057.00     4078.00       PG
179  pg2606  20251020   3992.00  ...   4002.00     4011.00       PG
180  pg2607  20251020   3955.00  ...   3937.00     3972.00       PG
181  pg2608  20251020   3890.00  ...   3884.00     3902.00       PG
182  pg2609  20251020   3818.00  ...   3827.00     3842.00       PG
183  pp2510  20251020      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251020   6483.00  ...   6525.00     6508.00       PP
185  pp2512  20251020   6561.00  ...   6568.00     6550.00       PP
186  pp2601  20251020   6566.00  ...   6594.00     6583.00       PP
187  pp2602  20251020   6568.00  ...   6596.00     6585.00       PP
188  pp2603  20251020   6564.00  ...   6593.00     6585.00       PP
189  pp2604  20251020   6608.00  ...   6625.00     6604.00       PP
190  pp2605  20251020   6609.00  ...   6640.00     6630.00       PP
191  pp2606  20251020   6611.00  ...   6600.00     6583.00       PP
192  pp2607  20251020   6617.00  ...   6595.00     6587.00       PP
193  pp2608  20251020   6646.00  ...   6630.00     6616.00       PP
194  pp2609  20251020   6650.00  ...   6664.00     6657.00       PP
195  rr2510  20251020      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251020   3617.00  ...   3617.00     3616.00       RR
197  rr2512  20251020   3593.00  ...   3597.00     3598.00       RR
198  rr2601  20251020   3629.00  ...   3627.00     3627.00       RR
199  rr2602  20251020   3619.00  ...   3614.00     3617.00       RR
200  rr2603  20251020   3614.00  ...   3613.00     3614.00       RR
201  rr2604  20251020   3615.00  ...   3618.00     3622.00       RR
202  rr2605  20251020   3620.00  ...   3615.00     3625.00       RR
203  rr2606  20251020   3610.00  ...   3606.00     3612.00       RR
204  rr2607  20251020   3608.00  ...   3608.00     3609.00       RR
205  rr2608  20251020   3599.00  ...   3600.00     3606.00       RR
206  rr2609  20251020   3616.00  ...   3616.00     3623.00       RR
207   v2510  20251020   4592.00  ...   4596.00     4586.00        V
208   v2511  20251020   4597.00  ...   4632.00     4617.00        V
209   v2512  20251020   4653.00  ...   4673.00     4658.00        V
210   v2601  20251020   4696.00  ...   4721.00     4706.00        V
211   v2602  20251020   4741.00  ...   4767.00     4748.00        V
212   v2603  20251020   4767.00  ...   4796.00     4777.00        V
213   v2604  20251020   5000.00  ...   4993.00     4970.00        V
214   v2605  20251020   4991.00  ...   5026.00     5012.00        V
215   v2606  20251020   5072.00  ...   5065.00     5045.00        V
216   v2607  20251020   5103.00  ...   5106.00     5090.00        V
217   v2608  20251020   5126.00  ...   5132.00     5116.00        V
218   v2609  20251020   5129.00  ...   5151.00     5140.00        V
219   y2511  20251020   8262.00  ...   8292.00     8272.00        Y
220   y2512  20251020   8304.00  ...   8346.00     8316.00        Y
221   y2601  20251020   8272.00  ...   8312.00     8286.00        Y
222   y2603  20251020   8224.00  ...   8256.00     8230.00        Y
223   y2605  20251020   8048.00  ...   8108.00     8078.00        Y
224   y2607  20251020   7998.00  ...   8044.00     8018.00        Y
225   y2608  20251020   8010.00  ...   8036.00     8008.00        Y
226   y2609  20251020   7960.00  ...   8012.00     7986.00        Y

[227 rows x 12 columns]
2025-10-22 18:26:01,799 - future_1d - INFO - ak.get_dce_daily('2025-10-20') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251020   9205.0   9400.0  ...      250.93   9294.0      9187.0       AP
1    AP511  20251020   8796.0   8970.0  ...     3455.28   8882.0      8760.0       AP
2    AP512  20251020   8686.0   8862.0  ...     6547.42   8730.0      8677.0       AP
3    AP601  20251020   8688.0   8888.0  ...  1405291.35   8798.0      8669.0       AP
4    AP603  20251020   8604.0   8916.0  ...     8262.33   8771.0      8564.0       AP
5    AP604  20251020   8663.0   9160.0  ...     5813.67   8972.0      8604.0       AP
6    AP605  20251020   8761.0   9373.0  ...   404073.49   9142.0      8654.0       AP
7    CF511  20251020  13405.0  13555.0  ...    42452.59  13490.0     13375.0       CF
8    CF601  20251020  13360.0  13495.0  ...  1946627.52  13435.0     13335.0       CF
9    CF603  20251020  13380.0  13515.0  ...   141687.96  13480.0     13360.0       CF
10   CF605  20251020  13420.0  13555.0  ...   557778.31  13505.0     13390.0       CF
11   CF607  20251020  13440.0  13575.0  ...     2781.67  13535.0     13405.0       CF
12   CF609  20251020  13615.0  13730.0  ...     4342.52  13675.0     13555.0       CF
13   CJ512  20251020  11280.0  11340.0  ...     7322.28  11250.0     11250.0       CJ
14   CJ601  20251020  11450.0  11470.0  ...   830220.93  11385.0     11405.0       CJ
15   CJ603  20251020  11340.0  11390.0  ...     9652.38  11310.0     11340.0       CJ
16   CJ605  20251020  11450.0  11465.0  ...   165812.68  11395.0     11435.0       CJ
17   CJ607  20251020  11445.0  11545.0  ...     1744.73  11480.0     11520.0       CJ
18   CJ609  20251020  11685.0  11685.0  ...     1149.54  11610.0     11655.0       CJ
19   CY510  20251020      0.0      0.0  ...        0.00  19705.0     19545.0       CY
20   CY511  20251020  19790.0  19960.0  ...     1144.20  19900.0     19780.0       CY
21   CY512  20251020      0.0      0.0  ...        0.00  19345.0     19150.0       CY
22   CY601  20251020  19490.0  19660.0  ...   134097.58  19605.0     19445.0       CY
23   CY602  20251020      0.0      0.0  ...        0.00  19475.0     19455.0       CY
24   CY603  20251020      0.0      0.0  ...        0.00  19650.0     19525.0       CY
25   CY604  20251020      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251020  19715.0  19745.0  ...       69.03  19720.0     19590.0       CY
27   CY606  20251020      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251020      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251020      0.0      0.0  ...        0.00  19605.0     19545.0       CY
30   CY609  20251020  19900.0  19900.0  ...        9.95  19900.0     19740.0       CY
31   FG510  20251020    980.0    980.0  ...       19.60    980.0      1010.0       FG
32   FG511  20251020    999.0   1020.0  ...    17399.90   1005.0      1019.0       FG
33   FG512  20251020   1103.0   1128.0  ...   153307.44   1114.0      1122.0       FG
34   FG601  20251020   1099.0   1125.0  ...  4963570.08   1108.0      1118.0       FG
35   FG602  20251020   1166.0   1192.0  ...    58829.70   1173.0      1184.0       FG
36   FG603  20251020   1165.0   1190.0  ...   195173.60   1174.0      1188.0       FG
37   FG604  20251020   1235.0   1261.0  ...      892.37   1246.0      1252.0       FG
38   FG605  20251020   1234.0   1260.0  ...   180015.65   1241.0      1252.0       FG
39   FG606  20251020   1280.0   1300.0  ...     1068.83   1285.0      1289.0       FG
40   FG607  20251020   1276.0   1291.0  ...     2092.95   1272.0      1283.0       FG
41   FG608  20251020   1327.0   1345.0  ...     1552.33   1329.0      1337.0       FG
42   FG609  20251020   1321.0   1343.0  ...     7956.01   1328.0      1336.0       FG
43   JR511  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251020      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251020      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251020      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251020      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251020   2249.0   2277.0  ...     6316.49   2255.0      2267.0       MA
53   MA512  20251020   2261.0   2293.0  ...    64957.29   2271.0      2280.0       MA
54   MA601  20251020   2272.0   2301.0  ...  1885788.96   2280.0      2289.0       MA
55   MA602  20251020   2298.0   2326.0  ...    32716.18   2307.0      2314.0       MA
56   MA603  20251020   2308.0   2336.0  ...    64365.47   2315.0      2320.0       MA
57   MA604  20251020   2310.0   2325.0  ...       76.35   2314.0      2321.0       MA
58   MA605  20251020   2292.0   2313.0  ...   217817.75   2298.0      2304.0       MA
59   MA606  20251020   2309.0   2312.0  ...       32.24   2303.0      2302.0       MA
60   MA607  20251020   2282.0   2299.0  ...       93.59   2283.0      2281.0       MA
61   MA608  20251020   2282.0   2290.0  ...       20.51   2278.0      2280.0       MA
62   MA609  20251020   2250.0   2270.0  ...     3069.82   2261.0      2260.0       MA
63   OI511  20251020  10024.0  10108.0  ...    13037.63  10068.0     10048.0       OI
64   OI601  20251020   9870.0   9952.0  ...  1500634.78   9904.0      9894.0       OI
65   OI603  20251020   9672.0   9799.0  ...   218089.00   9740.0      9690.0       OI
66   OI605  20251020   9486.0   9571.0  ...    99411.14   9526.0      9488.0       OI
67   OI607  20251020   9454.0   9516.0  ...      955.36   9459.0      9440.0       OI
68   OI609  20251020   9411.0   9469.0  ...     1017.31   9420.0      9402.0       OI
69   PF510  20251020      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251020   6072.0   6130.0  ...    18878.18   6086.0      6100.0       PF
71   PF512  20251020   6050.0   6120.0  ...   497803.67   6068.0      6068.0       PF
72   PF601  20251020   6064.0   6120.0  ...    78568.19   6076.0      6076.0       PF
73   PF602  20251020   6050.0   6106.0  ...   163089.82   6056.0      6062.0       PF
74   PF603  20251020   6042.0   6092.0  ...    71123.91   6046.0      6050.0       PF
75   PF604  20251020   6136.0   6136.0  ...       12.22   6108.0      6094.0       PF
76   PF605  20251020   6128.0   6150.0  ...      222.63   6100.0      6096.0       PF
77   PF606  20251020   6092.0   6102.0  ...        9.14   6096.0      6090.0       PF
78   PF607  20251020   6152.0   6186.0  ...       21.49   6140.0      6112.0       PF
79   PF608  20251020      0.0      0.0  ...        0.00   6128.0      6128.0       PF
80   PF609  20251020   6182.0   6182.0  ...       18.46   6154.0      6132.0       PF
81   PK510  20251020      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251020   7750.0   7758.0  ...    17305.63   7710.0      7758.0       PK
83   PK512  20251020   7842.0   7882.0  ...   138082.18   7836.0      7864.0       PK
84   PK601  20251020   7948.0   7994.0  ...   400188.70   7952.0      7968.0       PK
85   PK603  20251020   8028.0   8090.0  ...   134734.89   8040.0      8048.0       PK
86   PK604  20251020   8048.0   8082.0  ...      614.88   8038.0      8042.0       PK
87   PK605  20251020   8034.0   8100.0  ...    14976.60   8066.0      8066.0       PK
88   PL601  20251020   6029.0   6099.0  ...    84254.09   6065.0      6049.0       PL
89   PL602  20251020   6031.0   6138.0  ...    28410.13   6112.0      6085.0       PL
90   PL603  20251020   6025.0   6138.0  ...    15334.72   6105.0      6078.0       PL
91   PL604  20251020   6082.0   6082.0  ...       12.16   6082.0      6078.0       PL
92   PL605  20251020   6113.0   6113.0  ...      206.68   6079.0      6068.0       PL
93   PL606  20251020      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251020      0.0      0.0  ...        0.00   6245.0      6245.0       PL
95   PL608  20251020   6164.0   6164.0  ...       12.33   6164.0      6106.0       PL
96   PL609  20251020      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251020      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251020   5650.0   5670.0  ...     2547.15   5660.0      5650.0       PR
104  PR511  20251020   5576.0   5618.0  ...    16919.36   5578.0      5582.0       PR
105  PR512  20251020   5576.0   5614.0  ...   237658.73   5568.0      5578.0       PR
106  PR601  20251020   5536.0   5578.0  ...   332913.20   5534.0      5542.0       PR
107  PR602  20251020   5554.0   5616.0  ...    61793.09   5568.0      5586.0       PR
108  PR603  20251020   5612.0   5612.0  ...      258.50   5560.0      5576.0       PR
109  PR604  20251020   5626.0   5626.0  ...      133.97   5582.0      5596.0       PR
110  PR605  20251020   5640.0   5640.0  ...       75.75   5612.0      5614.0       PR
111  PR606  20251020      0.0      0.0  ...        0.00   5644.0      5650.0       PR
112  PR607  20251020   5670.0   5670.0  ...        8.51   5670.0      5652.0       PR
113  PR608  20251020   5682.0   5682.0  ...       17.01   5672.0      5666.0       PR
114  PR609  20251020      0.0      0.0  ...        0.00   5662.0      5662.0       PR
115  PX510  20251020      0.0      0.0  ...        0.00   6304.0      6314.0       PX
116  PX511  20251020   6300.0   6370.0  ...    31102.03   6306.0      6330.0       PX
117  PX512  20251020   6322.0   6392.0  ...   104241.73   6314.0      6350.0       PX
118  PX601  20251020   6312.0   6392.0  ...   624428.49   6324.0      6334.0       PX
119  PX602  20251020   6318.0   6408.0  ...   332949.18   6324.0      6346.0       PX
120  PX603  20251020   6450.0   6450.0  ...   196230.81   6316.0      6332.0       PX
121  PX604  20251020   6360.0   6360.0  ...        9.51   6340.0      6312.0       PX
122  PX605  20251020   6340.0   6422.0  ...     2933.23   6378.0      6356.0       PX
123  PX606  20251020   6442.0   6442.0  ...       12.79   6398.0      6382.0       PX
124  PX607  20251020   6340.0   6340.0  ...        3.17   6340.0      6344.0       PX
125  PX608  20251020   6426.0   6426.0  ...        9.57   6382.0      6362.0       PX
126  PX609  20251020   6424.0   6442.0  ...       32.04   6408.0      6386.0       PX
127  RI511  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251020      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251020   2379.0   2420.0  ...     2460.00   2405.0      2395.0       RM
134  RM601  20251020   2304.0   2367.0  ...   589502.19   2347.0      2338.0       RM
135  RM603  20251020   2273.0   2310.0  ...     4977.53   2298.0      2292.0       RM
136  RM605  20251020   2274.0   2312.0  ...   108276.94   2300.0      2292.0       RM
137  RM607  20251020   2273.0   2302.0  ...     7401.73   2293.0      2284.0       RM
138  RM608  20251020   2377.0   2405.0  ...      357.32   2398.0      2392.0       RM
139  RM609  20251020   2371.0   2399.0  ...     2963.88   2392.0      2386.0       RM
140  RS511  20251020      0.0      0.0  ...        0.00   5280.0      5280.0       RS
141  RS607  20251020      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251020      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251020      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251020   1130.0   1150.0  ...      624.54   1142.0      1130.0       SA
145  SA511  20251020   1145.0   1167.0  ...    15766.34   1157.0      1147.0       SA
146  SA512  20251020   1202.0   1229.0  ...   101023.79   1217.0      1208.0       SA
147  SA601  20251020   1214.0   1239.0  ...  2947788.24   1228.0      1219.0       SA
148  SA602  20251020   1249.0   1278.0  ...    91514.08   1267.0      1255.0       SA
149  SA603  20251020   1257.0   1286.0  ...   245724.54   1274.0      1264.0       SA
150  SA604  20251020   1296.0   1319.0  ...     2046.53   1310.0      1298.0       SA
151  SA605  20251020   1291.0   1324.0  ...   146726.07   1313.0      1305.0       SA
152  SA606  20251020   1322.0   1340.0  ...      891.12   1330.0      1325.0       SA
153  SA607  20251020   1320.0   1346.0  ...     2431.40   1330.0      1331.0       SA
154  SA608  20251020   1363.0   1376.0  ...      869.60   1367.0      1360.0       SA
155  SA609  20251020   1363.0   1382.0  ...     7348.69   1371.0      1370.0       SA
156  SF510  20251020      0.0      0.0  ...        0.00   5276.0      5276.0       SF
157  SF511  20251020   5492.0   5500.0  ...    49230.57   5464.0      5440.0       SF
158  SF512  20251020   5470.0   5488.0  ...    74957.10   5448.0      5424.0       SF
159  SF601  20251020   5452.0   5478.0  ...   366591.48   5444.0      5414.0       SF
160  SF602  20251020   5408.0   5428.0  ...    62410.01   5388.0      5370.0       SF
161  SF603  20251020   5548.0   5578.0  ...   133862.30   5532.0      5520.0       SF
162  SF604  20251020   5506.0   5506.0  ...        2.75   5506.0      5508.0       SF
163  SF605  20251020   5538.0   5552.0  ...     2860.34   5512.0      5500.0       SF
164  SF606  20251020   5464.0   5482.0  ...       43.76   5472.0      5460.0       SF
165  SF607  20251020   5666.0   5670.0  ...       42.35   5646.0      5632.0       SF
166  SF608  20251020   5624.0   5624.0  ...        5.62   5618.0      5632.0       SF
167  SF609  20251020   5602.0   5640.0  ...      235.53   5608.0      5602.0       SF
168  SH510  20251020      0.0      0.0  ...        0.00   2340.0      2367.0       SH
169  SH511  20251020   2331.0   2387.0  ...    31649.38   2365.0      2368.0       SH
170  SH512  20251020   2362.0   2403.0  ...    83541.82   2383.0      2415.0       SH
171  SH601  20251020   2348.0   2395.0  ...  2127680.94   2373.0      2400.0       SH
172  SH602  20251020   2376.0   2422.0  ...   280120.15   2401.0      2451.0       SH
173  SH603  20251020   2380.0   2429.0  ...   220764.00   2408.0      2463.0       SH
174  SH604  20251020   2450.0   2473.0  ...      272.93   2459.0      2492.0       SH
175  SH605  20251020   2446.0   2496.0  ...    20122.87   2476.0      2499.0       SH
176  SH606  20251020   2513.0   2530.0  ...      225.78   2509.0      2513.0       SH
177  SH607  20251020   2533.0   2535.0  ...       98.32   2521.0      2528.0       SH
178  SH608  20251020   2561.0   2572.0  ...       53.61   2553.0      2556.0       SH
179  SH609  20251020   2561.0   2583.0  ...      130.70   2563.0      2573.0       SH
180  SM510  20251020      0.0      0.0  ...        0.00   5612.0      5612.0       SM
181  SM511  20251020   5732.0   5774.0  ...     6509.17   5746.0      5716.0       SM
182  SM512  20251020   5724.0   5780.0  ...   105683.26   5742.0      5726.0       SM
183  SM601  20251020   5742.0   5786.0  ...   440279.94   5756.0      5724.0       SM
184  SM602  20251020   5742.0   5792.0  ...   123279.52   5752.0      5732.0       SM
185  SM603  20251020   5776.0   5800.0  ...   163446.49   5766.0      5746.0       SM
186  SM604  20251020   5758.0   5766.0  ...       25.91   5760.0      5754.0       SM
187  SM605  20251020   5788.0   5822.0  ...    11023.88   5794.0      5768.0       SM
188  SM606  20251020   5810.0   5810.0  ...        5.79   5790.0      5766.0       SM
189  SM607  20251020   5766.0   5834.0  ...      121.13   5768.0      5766.0       SM
190  SM608  20251020      0.0      0.0  ...        0.00   5796.0      5776.0       SM
191  SM609  20251020   5794.0   5852.0  ...     1652.95   5832.0      5794.0       SM
192  SR511  20251020   5398.0   5410.0  ...     6297.20   5396.0      5398.0       SR
193  SR601  20251020   5417.0   5451.0  ...   955978.33   5435.0      5415.0       SR
194  SR603  20251020   5402.0   5435.0  ...   207541.01   5419.0      5399.0       SR
195  SR605  20251020   5380.0   5411.0  ...   114595.03   5396.0      5380.0       SR
196  SR607  20251020   5390.0   5414.0  ...     2257.72   5401.0      5387.0       SR
197  SR609  20251020   5400.0   5422.0  ...     4376.46   5410.0      5395.0       SR
198  TA510  20251020   4380.0   4380.0  ...      447.98   4350.0      4378.0       TA
199  TA511  20251020   4376.0   4418.0  ...    21670.04   4374.0      4392.0       TA
200  TA512  20251020   4390.0   4448.0  ...   190748.07   4394.0      4406.0       TA
201  TA601  20251020   4418.0   4458.0  ...  1406517.90   4414.0      4424.0       TA
202  TA602  20251020   4434.0   4472.0  ...   318265.38   4432.0      4436.0       TA
203  TA603  20251020   4444.0   4486.0  ...   182013.10   4450.0      4450.0       TA
204  TA604  20251020   4446.0   4446.0  ...       42.24   4446.0      4490.0       TA
205  TA605  20251020   4470.0   4516.0  ...    68018.86   4478.0      4482.0       TA
206  TA606  20251020   4464.0   4464.0  ...        2.23   4464.0      4474.0       TA
207  TA607  20251020      0.0      0.0  ...        0.00   4482.0      4490.0       TA
208  TA608  20251020      0.0      0.0  ...        0.00   4500.0      4508.0       TA
209  TA609  20251020   4510.0   4544.0  ...     2392.45   4514.0      4518.0       TA
210  UR510  20251020   1490.0   1500.0  ...     1827.88   1496.0      1495.0       UR
211  UR511  20251020   1584.0   1594.0  ...     4639.08   1581.0      1576.0       UR
212  UR512  20251020   1595.0   1606.0  ...    22073.53   1592.0      1587.0       UR
213  UR601  20251020   1605.0   1619.0  ...   513159.05   1607.0      1600.0       UR
214  UR602  20251020   1617.0   1624.0  ...    18314.60   1611.0      1606.0       UR
215  UR603  20251020   1669.0   1675.0  ...      180.10   1668.0      1662.0       UR
216  UR604  20251020   1672.0   1685.0  ...      100.41   1674.0      1668.0       UR
217  UR605  20251020   1678.0   1687.0  ...    31908.78   1679.0      1671.0       UR
218  UR606  20251020   1681.0   1692.0  ...      208.81   1684.0      1677.0       UR
219  UR607  20251020   1713.0   1721.0  ...       30.87   1715.0      1711.0       UR
220  UR608  20251020   1723.0   1723.0  ...       10.29   1716.0      1708.0       UR
221  UR609  20251020   1710.0   1718.0  ...      198.54   1712.0      1704.0       UR
222  WH511  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251020      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251020      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:26:02,125 - future_1d - INFO - ak.get_czce_daily('2025-10-20') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251020  6998.000  ...  6970.400    6921.800       IC
1   IC2512  20251020  6968.400  ...  6908.800    6865.000       IC
2   IC2603  20251020  6790.000  ...  6745.800    6703.600       IC
3   IC2606  20251020  6649.000  ...  6564.400    6703.600       IC
4   IF2511  20251020  4532.600  ...  4517.600    4497.400       IF
5   IF2512  20251020  4523.000  ...  4504.200    4484.600       IF
6   IF2603  20251020  4501.000  ...  4479.000    4463.000       IF
7   IF2606  20251020  4502.800  ...  4444.000    4463.000       IF
8   IH2511  20251020  2984.000  ...  2971.200    2963.000       IH
9   IH2512  20251020  2981.000  ...  2969.600    2961.600       IH
10  IH2603  20251020  2982.000  ...  2970.400    2962.600       IH
11  IH2606  20251020  2977.000  ...  2968.800    2962.600       IH
12  IM2511  20251020  7189.000  ...  7134.600    7104.000       IM
13  IM2512  20251020  7100.000  ...  7053.400    7024.200       IM
14  IM2603  20251020  6870.400  ...  6836.600    6808.000       IM
15  IM2606  20251020  6744.600  ...  6627.200    6808.000       IM
16   T2512  20251020   108.185  ...   108.090     108.265        T
17   T2603  20251020   107.945  ...   107.800     107.955        T
18   T2606  20251020   107.820  ...   107.730     107.845        T
19  TF2512  20251020   105.730  ...   105.660     105.775       TF
20  TF2603  20251020   105.645  ...   105.580     105.680       TF
21  TF2606  20251020   105.640  ...   105.605     105.690       TF
22  TL2512  20251020   115.580  ...   115.410     115.730       TL
23  TL2603  20251020   115.100  ...   115.130     115.410       TL
24  TL2606  20251020   115.000  ...   115.030     115.260       TL
25  TS2512  20251020   102.370  ...   102.336     102.378       TS
26  TS2603  20251020   102.280  ...   102.256     102.290       TS
27  TS2606  20251020   102.296  ...   102.288     102.318       TS

[28 rows x 12 columns]
2025-10-22 18:26:02,311 - future_1d - INFO - ak.get_cffex_daily('2025-10-20') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251020   436.7  ...   436.3      437.9      SC
1       SC2512  20251020   438.6  ...   439.1      439.6      SC
2       SC2601  20251020   438.7  ...   439.9      439.5      SC
3       SC2602  20251020   441.4  ...   441.3      439.2      SC
4       SC2603  20251020     442  ...   442.4      440.6      SC
5       SC2604  20251020   442.9  ...   443.9      439.7      SC
6       SC2605  20251020   443.7  ...   444.6      440.6      SC
7       SC2606  20251020   445.1  ...   445.5      441.9      SC
8       SC2607  20251020   447.8  ...   447.3        444      SC
9       SC2608  20251020   449.3  ...   448.1      445.5      SC
10      SC2609  20251020     448  ...   447.8      445.7      SC
11      SC2610  20251020          ...   447.3      447.3      SC
12      SC2612  20251020     446  ...   450.4      445.6      SC
13      SC2703  20251020          ...   448.1      448.1      SC
14      SC2706  20251020          ...   451.7      451.7      SC
15      SC2709  20251020          ...   450.2      450.2      SC
16      SC2712  20251020   451.8  ...   451.8      445.2      SC
17      SC2803  20251020          ...   448.9        446      SC
18      SC2806  20251020   455.9  ...   454.8      447.1      SC
19      SC2809  20251020   455.1  ...   456.3      449.2      SC
21      LU2511  20251020    3067  ...    3054       3069      LU
22      LU2512  20251020    3088  ...    3085       3096      LU
23      LU2601  20251020    3088  ...    3090       3101      LU
24      LU2602  20251020    3091  ...    3098       3115      LU
25      LU2603  20251020    3099  ...    3099       3116      LU
26      LU2604  20251020          ...    3112       3112      LU
27      LU2605  20251020    3114  ...    3115       3111      LU
28      LU2606  20251020    3117  ...    3124       3117      LU
29      LU2607  20251020    3122  ...    3128       3143      LU
30      LU2608  20251020    3131  ...    3130       3133      LU
31      LU2609  20251020    3125  ...    3137       3154      LU
32      LU2610  20251020    3121  ...    3137       3129      LU
34      NR2511  20251020   12225  ...   12275      12340      NR
35      NR2512  20251020   12150  ...   12240      12290      NR
36      NR2601  20251020   12115  ...   12185      12215      NR
37      NR2602  20251020   12030  ...   12115      12155      NR
38      NR2603  20251020   12010  ...   12095      12120      NR
39      NR2604  20251020   12000  ...   12090      12120      NR
40      NR2605  20251020   12100  ...   12130      12120      NR
41      NR2606  20251020   12075  ...   12150      12125      NR
42      NR2607  20251020   12150  ...   12150      12145      NR
43      NR2608  20251020          ...   12135      12175      NR
44      NR2609  20251020          ...   12215      12215      NR
45      NR2610  20251020          ...   12225      12265      NR
47      BC2511  20251020   75110  ...   75720      75250      BC
48      BC2512  20251020   75230  ...   75960      75350      BC
49      BC2601  20251020   75570  ...   75860      75510      BC
50      BC2602  20251020          ...   75800      75800      BC
51      BC2603  20251020          ...   75870      75870      BC
52      BC2604  20251020          ...   76440      76440      BC
53      BC2605  20251020          ...   75900      75900      BC
54      BC2606  20251020          ...   75880      75880      BC
55      BC2607  20251020          ...   76570      76570      BC
56      BC2608  20251020          ...   75800      75800      BC
57      BC2609  20251020          ...   76130      76130      BC
58      BC2610  20251020          ...   76130      76130      BC
60      EC2510  20251020  1107.8  ...  1102.6     1098.8      EC
61      EC2512  20251020    1672  ...  1683.4     1658.2      EC
62      EC2602  20251020  1571.6  ...  1524.2     1459.8      EC
63      EC2604  20251020    1150  ...  1152.4     1126.4      EC
64      EC2606  20251020  1302.5  ...  1328.9     1288.5      EC
65      EC2608  20251020    1445  ...  1445.3     1411.4      EC
68  SC_TAS2511  20251020          ...                     SC_TAS
69  SC_TAS2512  20251020          ...                     SC_TAS
70  SC_TAS2601  20251020          ...                     SC_TAS
71  SC_TAS2602  20251020          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 18:26:02,393 - future_1d - INFO - ak.get_ine_daily('2025-10-20') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251020  ...   85300      84720      CU
1        1      CU2512  20251020  ...   85260      84760      CU
2        2      CU2601  20251020  ...   85230      84710      CU
3        3      CU2602  20251020  ...   85160      84610      CU
4        4      CU2603  20251020  ...   85120      84560      CU
5        5      CU2604  20251020  ...   85040      84440      CU
6        6      CU2605  20251020  ...   84970      84470      CU
7        7      CU2606  20251020  ...   84990      84350      CU
8        8      CU2607  20251020  ...   84890      84200      CU
9        9      CU2608  20251020  ...   84710      84120      CU
10      10      CU2609  20251020  ...   84510      83990      CU
11      11      CU2610  20251020  ...   84660      83980      CU
12      12      BC2511  20251020  ...   75720      75250      BC
13      13      BC2512  20251020  ...   75960      75350      BC
14      14      BC2601  20251020  ...   75860      75510      BC
15      15      BC2602  20251020  ...   75800      75800      BC
16      16      BC2603  20251020  ...   75870      75870      BC
17      17      BC2604  20251020  ...   76440      76440      BC
18      18      BC2605  20251020  ...   75900      75900      BC
19      19      BC2606  20251020  ...   75880      75880      BC
20      20      BC2607  20251020  ...   76570      76570      BC
21      21      BC2608  20251020  ...   75800      75800      BC
22      22      BC2609  20251020  ...   76130      76130      BC
23      23      BC2610  20251020  ...   76130      76130      BC
24      24      AL2511  20251020  ...   20900      20960      AL
25      25      AL2512  20251020  ...   20930      20990      AL
26      26      AL2601  20251020  ...   20930      20995      AL
27      27      AL2602  20251020  ...   20940      21005      AL
28      28      AL2603  20251020  ...   20955      21010      AL
29      29      AL2604  20251020  ...   20970      21025      AL
30      30      AL2605  20251020  ...   20985      21040      AL
31      31      AL2606  20251020  ...   20985      21040      AL
32      32      AL2607  20251020  ...   20995      21070      AL
33      33      AL2608  20251020  ...   21000      21025      AL
34      34      AL2609  20251020  ...   20995      21035      AL
35      35      AL2610  20251020  ...   20980      21060      AL
36      36      ZN2511  20251020  ...   21880      21910      ZN
37      37      ZN2512  20251020  ...   21885      21925      ZN
38      38      ZN2601  20251020  ...   21915      21955      ZN
39      39      ZN2602  20251020  ...   21945      21990      ZN
40      40      ZN2603  20251020  ...   21980      22005      ZN
41      41      ZN2604  20251020  ...   22010      22010      ZN
42      42      ZN2605  20251020  ...   22025      22065      ZN
43      43      ZN2606  20251020  ...   22080      22075      ZN
44      44      ZN2607  20251020  ...   22080      22175      ZN
45      45      ZN2608  20251020  ...   22105      22205      ZN
46      46      ZN2609  20251020  ...   22150      22195      ZN
47      47      ZN2610  20251020  ...   22210      22210      ZN
48      48      PB2511  20251020  ...   17100      17050      PB
49      49      PB2512  20251020  ...   17120      17070      PB
50      50      PB2601  20251020  ...   17110      17070      PB
51      51      PB2602  20251020  ...   17140      17070      PB
52      52      PB2603  20251020  ...   17155      17120      PB
53      53      PB2604  20251020  ...   17165      17120      PB
54      54      PB2605  20251020  ...   17175      17150      PB
55      55      PB2606  20251020  ...   17200      17205      PB
56      56      PB2607  20251020  ...   17210      17160      PB
57      57      PB2608  20251020  ...   17240      17235      PB
58      58      PB2609  20251020  ...   17270      17175      PB
59      59      PB2610  20251020  ...   17195      17230      PB
60      60      NI2511  20251020  ...  120750     121340      NI
61      61      NI2512  20251020  ...  120920     121490      NI
62      62      NI2601  20251020  ...  121140     121690      NI
63      63      NI2602  20251020  ...  121320     121870      NI
64      64      NI2603  20251020  ...  121540     122040      NI
65      65      NI2604  20251020  ...  121810     122430      NI
66      66      NI2605  20251020  ...  122070     122570      NI
67      67      NI2606  20251020  ...  122230     122810      NI
68      68      NI2607  20251020  ...  122530     123110      NI
69      69      NI2608  20251020  ...  122820     123310      NI
70      70      NI2609  20251020  ...  123150     124290      NI
71      71      NI2610  20251020  ...  123160     123530      NI
72      72      SN2511  20251020  ...  278950     281380      SN
73      73      SN2512  20251020  ...  279380     281840      SN
74      74      SN2601  20251020  ...  279520     281930      SN
75      75      SN2602  20251020  ...  279580     282070      SN
76      76      SN2603  20251020  ...  279470     281950      SN
77      77      SN2604  20251020  ...  279690     282360      SN
78      78      SN2605  20251020  ...  279650     282090      SN
79      79      SN2606  20251020  ...  279860     282500      SN
80      80      SN2607  20251020  ...  280420     282610      SN
81      81      SN2608  20251020  ...  280550     282980      SN
82      82      SN2609  20251020  ...  280620     283360      SN
83      83      SN2610  20251020  ...  281950     282070      SN
84      84      AO2511  20251020  ...    2788       2779      AO
85      85      AO2512  20251020  ...    2806       2788      AO
86      86      AO2601  20251020  ...    2816       2802      AO
87      87      AO2602  20251020  ...    2837       2821      AO
88      88      AO2603  20251020  ...    2903       2893      AO
89      89      AO2604  20251020  ...    2914       2906      AO
90      90      AO2605  20251020  ...    2927       2919      AO
91      91      AO2606  20251020  ...    2933       2928      AO
92      92      AO2607  20251020  ...    2942       2934      AO
93      93      AO2608  20251020  ...    2960       2941      AO
94      94      AO2609  20251020  ...    2975       2962      AO
95      95      AO2610  20251020  ...    2990       2976      AO
96      96      AD2511  20251020  ...   20330      20395      AD
97      97      AD2512  20251020  ...   20400      20475      AD
98      98      AD2601  20251020  ...   20440      20515      AD
99      99      AD2602  20251020  ...   20435      20495      AD
100    100      AD2603  20251020  ...   20350      20530      AD
101    101      AD2604  20251020  ...   20420      20420      AD
102    102      AD2605  20251020  ...   20360      20375      AD
103    103      AD2606  20251020  ...   20335      20300      AD
104    104      AD2607  20251020  ...   20270      20270      AD
105    105      AD2608  20251020  ...   20390      20390      AD
106    106      AD2609  20251020  ...   20640      20640      AD
107    107      AD2610  20251020  ...   20495      20495      AD
108    108      AU2511  20251020  ...  973.38      988.7      AU
109    109      AU2512  20251020  ...   974.4     986.38      AU
110    110      AU2601  20251020  ...  977.04     989.44      AU
111    111      AU2602  20251020  ...  976.78      989.9      AU
112    112      AU2604  20251020  ...  979.42     992.24      AU
113    113      AU2606  20251020  ...  982.34      995.6      AU
114    114      AU2608  20251020  ...  984.54      997.1      AU
115    115      AU2610  20251020  ...  986.66    1000.74      AU
116    116      AG2511  20251020  ...   11784      12215      AG
117    117      AG2512  20251020  ...   11782      12230      AG
118    118      AG2601  20251020  ...   11802      12236      AG
119    119      AG2602  20251020  ...   11809      12249      AG
120    120      AG2603  20251020  ...   11833      12258      AG
121    121      AG2604  20251020  ...   11834      12270      AG
122    122      AG2605  20251020  ...   11850      12282      AG
123    123      AG2606  20251020  ...   11857      12293      AG
124    124      AG2607  20251020  ...   11865      12316      AG
125    125      AG2608  20251020  ...   11872      12310      AG
126    126      AG2609  20251020  ...   11885      12327      AG
127    127      AG2610  20251020  ...   11910      12340      AG
128    128      RB2511  20251020  ...    2997       2985      RB
129    129      RB2512  20251020  ...    3041       3033      RB
130    130      RB2601  20251020  ...    3058       3046      RB
131    131      RB2602  20251020  ...    3063       3052      RB
132    132      RB2603  20251020  ...    3087       3075      RB
133    133      RB2604  20251020  ...    3105       3092      RB
134    134      RB2605  20251020  ...    3114       3103      RB
135    135      RB2606  20251020  ...    3129       3118      RB
136    136      RB2607  20251020  ...    3137       3125      RB
137    137      RB2608  20251020  ...    3145       3136      RB
138    138      RB2609  20251020  ...    3152       3139      RB
139    139      RB2610  20251020  ...    3151       3142      RB
140    140      WR2511  20251020  ...    3310       3270      WR
141    141      WR2512  20251020  ...    3262       3355      WR
142    142      WR2601  20251020  ...    3362       3365      WR
143    143      WR2602  20251020  ...    3403       3403      WR
144    144      WR2603  20251020  ...    3361       3361      WR
145    145      WR2604  20251020  ...    3369       3369      WR
146    146      WR2605  20251020  ...    3365       3365      WR
147    147      WR2606  20251020  ...    3363       3363      WR
148    148      WR2607  20251020  ...    3430       3416      WR
149    149      WR2608  20251020  ...    3461       3461      WR
150    150      WR2609  20251020  ...    3430       3430      WR
151    151      WR2610  20251020  ...    3430       3430      WR
152    152      HC2511  20251020  ...    3275       3265      HC
153    153      HC2512  20251020  ...    3261       3255      HC
154    154      HC2601  20251020  ...    3229       3219      HC
155    155      HC2602  20251020  ...    3231       3226      HC
156    156      HC2603  20251020  ...    3235       3226      HC
157    157      HC2604  20251020  ...    3240       3230      HC
158    158      HC2605  20251020  ...    3245       3234      HC
159    159      HC2606  20251020  ...    3247       3228      HC
160    160      HC2607  20251020  ...    3256       3244      HC
161    161      HC2608  20251020  ...    3262       3249      HC
162    162      HC2609  20251020  ...    3267       3252      HC
163    163      HC2610  20251020  ...    3267       3256      HC
164    164      SS2511  20251020  ...   12590      12585      SS
165    165      SS2512  20251020  ...   12610      12615      SS
166    166      SS2601  20251020  ...   12700      12705      SS
167    167      SS2602  20251020  ...   12755      12760      SS
168    168      SS2603  20251020  ...   12845      12845      SS
169    169      SS2604  20251020  ...   12925      12910      SS
170    170      SS2605  20251020  ...   12950      12965      SS
171    171      SS2606  20251020  ...   13025      13045      SS
172    172      SS2607  20251020  ...   13070      13085      SS
173    173      SS2608  20251020  ...   13135      13125      SS
174    174      SS2609  20251020  ...   13180      13175      SS
175    175      SS2610  20251020  ...   13230      13230      SS
176    176      SC2511  20251020  ...   436.3      437.9      SC
177    177      SC2512  20251020  ...   439.1      439.6      SC
178    178      SC2601  20251020  ...   439.9      439.5      SC
179    179      SC2602  20251020  ...   441.3      439.2      SC
180    180      SC2603  20251020  ...   442.4      440.6      SC
181    181      SC2604  20251020  ...   443.9      439.7      SC
182    182      SC2605  20251020  ...   444.6      440.6      SC
183    183      SC2606  20251020  ...   445.5      441.9      SC
184    184      SC2607  20251020  ...   447.3        444      SC
185    185      SC2608  20251020  ...   448.1      445.5      SC
186    186      SC2609  20251020  ...   447.8      445.7      SC
187    187      SC2610  20251020  ...   447.3      447.3      SC
188    188      SC2612  20251020  ...   450.4      445.6      SC
189    189      SC2703  20251020  ...   448.1      448.1      SC
190    190      SC2706  20251020  ...   451.7      451.7      SC
191    191      SC2709  20251020  ...   450.2      450.2      SC
192    192      SC2712  20251020  ...   451.8      445.2      SC
193    193      SC2803  20251020  ...   448.9        446      SC
194    194      SC2806  20251020  ...   454.8      447.1      SC
195    195      SC2809  20251020  ...   456.3      449.2      SC
196    196      LU2511  20251020  ...    3054       3069      LU
197    197      LU2512  20251020  ...    3085       3096      LU
198    198      LU2601  20251020  ...    3090       3101      LU
199    199      LU2602  20251020  ...    3098       3115      LU
200    200      LU2603  20251020  ...    3099       3116      LU
201    201      LU2604  20251020  ...    3112       3112      LU
202    202      LU2605  20251020  ...    3115       3111      LU
203    203      LU2606  20251020  ...    3124       3117      LU
204    204      LU2607  20251020  ...    3128       3143      LU
205    205      LU2608  20251020  ...    3130       3133      LU
206    206      LU2609  20251020  ...    3137       3154      LU
207    207      LU2610  20251020  ...    3137       3129      LU
208    208      FU2511  20251020  ...    2772       2719      FU
209    209      FU2512  20251020  ...    2684       2674      FU
210    210      FU2601  20251020  ...    2650       2644      FU
211    211      FU2602  20251020  ...    2633       2631      FU
212    212      FU2603  20251020  ...    2626       2620      FU
213    213      FU2604  20251020  ...    2625       2618      FU
214    214      FU2605  20251020  ...    2619       2613      FU
215    215      FU2606  20251020  ...    2611       2609      FU
216    216      FU2607  20251020  ...    2606       2602      FU
217    217      FU2608  20251020  ...    2581       2574      FU
218    218      FU2609  20251020  ...    2575       2575      FU
219    219      FU2610  20251020  ...    2567       2564      FU
220    220      BU2511  20251020  ...    3245       3247      BU
221    221      BU2512  20251020  ...    3172       3172      BU
222    222      BU2601  20251020  ...    3144       3137      BU
223    223      BU2602  20251020  ...    3153       3146      BU
224    224      BU2603  20251020  ...    3171       3164      BU
225    225      BU2604  20251020  ...    3180       3171      BU
226    226      BU2605  20251020  ...    3185       3177      BU
227    227      BU2606  20251020  ...    3193       3182      BU
228    228      BU2607  20251020  ...    3198       3186      BU
229    229      BU2608  20251020  ...    3190       3177      BU
230    230      BU2609  20251020  ...    3195       3184      BU
231    231      BU2610  20251020  ...    3168       3168      BU
232    232      BU2612  20251020  ...    3140       3125      BU
233    233      BU2703  20251020  ...    3150       3150      BU
234    234      BU2706  20251020  ...    3166       3151      BU
235    235      BU2709  20251020  ...    3166       3158      BU
236    236      BR2511  20251020  ...   10985      11035      BR
237    237      BR2512  20251020  ...   10880      10940      BR
238    238      BR2601  20251020  ...   10855      10915      BR
239    239      BR2602  20251020  ...   10850      10890      BR
240    240      BR2603  20251020  ...   10840      10880      BR
241    241      BR2604  20251020  ...   10890      10850      BR
242    242      BR2605  20251020  ...   10890      10945      BR
243    243      BR2606  20251020  ...   10910      10910      BR
244    244      BR2607  20251020  ...   11120      11150      BR
245    245      BR2608  20251020  ...   11185      11185      BR
246    246      BR2609  20251020  ...   11140      11245      BR
247    247      BR2610  20251020  ...   11210      11215      BR
248    248      RU2511  20251020  ...   14105      14065      RU
249    249      RU2601  20251020  ...   14865      14820      RU
250    250      RU2603  20251020  ...   14865      14810      RU
251    251      RU2604  20251020  ...   14880      14800      RU
252    252      RU2605  20251020  ...   14845      14790      RU
253    253      RU2606  20251020  ...   14855      14815      RU
254    254      RU2607  20251020  ...   14905      14840      RU
255    255      RU2608  20251020  ...   14915      14810      RU
256    256      RU2609  20251020  ...   14890      14815      RU
257    257      RU2610  20251020  ...   14890      14855      RU
258    258      NR2511  20251020  ...   12275      12340      NR
259    259      NR2512  20251020  ...   12240      12290      NR
260    260      NR2601  20251020  ...   12185      12215      NR
261    261      NR2602  20251020  ...   12115      12155      NR
262    262      NR2603  20251020  ...   12095      12120      NR
263    263      NR2604  20251020  ...   12090      12120      NR
264    264      NR2605  20251020  ...   12130      12120      NR
265    265      NR2606  20251020  ...   12150      12125      NR
266    266      NR2607  20251020  ...   12150      12145      NR
267    267      NR2608  20251020  ...   12135      12175      NR
268    268      NR2609  20251020  ...   12215      12215      NR
269    269      NR2610  20251020  ...   12225      12265      NR
270    270      SP2511  20251020  ...    4858       4850      SP
271    271      SP2512  20251020  ...    4884       4870      SP
272    272      SP2601  20251020  ...    5158       5124      SP
273    273      SP2602  20251020  ...    5166       5142      SP
274    274      SP2603  20251020  ...    5186       5156      SP
275    275      SP2604  20251020  ...    5202       5174      SP
276    276      SP2605  20251020  ...    5214       5186      SP
277    277      SP2606  20251020  ...    5212       5184      SP
278    278      SP2607  20251020  ...    5212       5190      SP
279    279      SP2608  20251020  ...    5214       5196      SP
280    280      SP2609  20251020  ...    5212       5186      SP
281    281      SP2610  20251020  ...    5212       5190      SP
282    282      OP2601  20251020  ...    4174       4206      OP
283    283      OP2602  20251020  ...    4166       4220      OP
284    284      OP2603  20251020  ...    4172       4216      OP
285    285      OP2604  20251020  ...    4208       4228      OP
286    286      OP2605  20251020  ...    4204       4216      OP
287    287      OP2606  20251020  ...    4176       4198      OP
288    288      OP2607  20251020  ...    4210       4242      OP
289    289      OP2608  20251020  ...    4212       4258      OP
290    290      OP2609  20251020  ...    4198       4220      OP
291    291      OP2610  20251020  ...    4202       4220      OP
292    292      EC2510  20251020  ...  1102.6     1098.8      EC
293    293      EC2512  20251020  ...  1683.4     1658.2      EC
294    294      EC2602  20251020  ...  1524.2     1459.8      EC
295    295      EC2604  20251020  ...  1152.4     1126.4      EC
296    296      EC2606  20251020  ...  1328.9     1288.5      EC
297    297      EC2608  20251020  ...  1445.3     1411.4      EC
298    298  SC_TAS2511  20251020  ...                     SC_TAS
299    299  SC_TAS2512  20251020  ...                     SC_TAS
300    300  SC_TAS2601  20251020  ...                     SC_TAS
301    301  SC_TAS2602  20251020  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-22 18:26:02,493 - future_1d - INFO - ak.get_shfe_daily('2025-10-20') done
2025-10-22 18:26:04,321 - future_1d - INFO - save future_daily 2025-10-20 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251021  50485.0  ...  51935.0     52345.0       PS
1   PS2511  20251021  50210.0  ...  50590.0     51345.0       PS
2   PS2512  20251021  52630.0  ...  52985.0     53755.0       PS
3   PS2601  20251021  52780.0  ...  52915.0     53700.0       PS
4   PS2602  20251021  52455.0  ...  52715.0     53565.0       PS
5   PS2603  20251021  52390.0  ...  52665.0     53340.0       PS
6   PS2604  20251021  52190.0  ...  52390.0     53250.0       PS
7   PS2605  20251021  52005.0  ...  52340.0     53180.0       PS
8   PS2606  20251021  53930.0  ...  54080.0     54935.0       PS
9   PS2607  20251021  53600.0  ...  53780.0     54860.0       PS
10  PS2608  20251021  53160.0  ...  53470.0     54340.0       PS
11  PS2609  20251021  53080.0  ...  53500.0     54110.0       PS
13  SI2510  20251021   8455.0  ...   8460.0      8580.0       SI
14  SI2511  20251021   8520.0  ...   8480.0      8585.0       SI
15  SI2512  20251021   8975.0  ...   8865.0      8955.0       SI
16  SI2601  20251021   8850.0  ...   8820.0      8905.0       SI
17  SI2602  20251021   8880.0  ...   8835.0      8910.0       SI
18  SI2603  20251021   8910.0  ...   8840.0      8910.0       SI
19  SI2604  20251021   8800.0  ...   8855.0      8920.0       SI
20  SI2605  20251021   8885.0  ...   8850.0      8935.0       SI
21  SI2606  20251021   8880.0  ...   8865.0      8940.0       SI
22  SI2607  20251021   8910.0  ...   8855.0      8950.0       SI
23  SI2608  20251021   8840.0  ...   8890.0      8960.0       SI
24  SI2609  20251021   8960.0  ...   8900.0      8975.0       SI
27  LC2510  20251021  75560.0  ...  75780.0     75560.0       LC
28  LC2511  20251021  75700.0  ...  75440.0     75900.0       LC
29  LC2512  20251021  75780.0  ...  75800.0     76140.0       LC
30  LC2601  20251021  75920.0  ...  75880.0     76180.0       LC
31  LC2602  20251021  75600.0  ...  75680.0     75920.0       LC
32  LC2603  20251021  75520.0  ...  75580.0     75800.0       LC
33  LC2604  20251021  75780.0  ...  75840.0     76160.0       LC
34  LC2605  20251021  75720.0  ...  75920.0     76140.0       LC
35  LC2606  20251021  75660.0  ...  75720.0     75900.0       LC
36  LC2607  20251021  75700.0  ...  75700.0     75980.0       LC
37  LC2608  20251021  76080.0  ...  75940.0     76200.0       LC
38  LC2609  20251021  76000.0  ...  76060.0     76180.0       LC

[36 rows x 12 columns]
2025-10-22 18:26:12,172 - future_1d - INFO - ak.get_gfex_daily('2025-10-21') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251021   4066.00  ...   4049.00     4041.00        A
1     a2601  20251021   4082.00  ...   4073.00     4055.00        A
2     a2603  20251021   4077.00  ...   4071.00     4055.00        A
3     a2605  20251021   4108.00  ...   4104.00     4087.00        A
4     a2607  20251021   4112.00  ...   4101.00     4083.00        A
5     a2609  20251021   4122.00  ...   4106.00     4086.00        A
6     b2510  20251021      0.00  ...   3600.00     3600.00        B
7     b2511  20251021   3598.00  ...   3611.00     3607.00        B
8     b2512  20251021   3611.00  ...   3620.00     3611.00        B
9     b2601  20251021   3620.00  ...   3629.00     3623.00        B
10    b2602  20251021   3637.00  ...   3643.00     3639.00        B
11    b2603  20251021   3598.00  ...   3609.00     3603.00        B
12    b2604  20251021   3499.00  ...   3512.00     3501.00        B
13    b2605  20251021   3446.00  ...   3467.00     3446.00        B
14    b2606  20251021   3419.00  ...   3438.00     3418.00        B
15    b2607  20251021   3425.00  ...   3438.00     3419.00        B
16    b2608  20251021   3533.00  ...   3533.00     3517.00        B
17    b2609  20251021   3557.00  ...   3564.00     3549.00        B
18   bb2511  20251021      0.00  ...    144.50      144.50       BB
19   bb2601  20251021    146.60  ...    147.00      146.85       BB
20   bb2603  20251021    147.35  ...    147.10      146.65       BB
21   bb2605  20251021      0.00  ...    147.10      147.10       BB
22   bb2607  20251021      0.00  ...    152.05      151.60       BB
23   bb2609  20251021      0.00  ...    152.05      151.60       BB
24   bz2603  20251021   5439.00  ...   5482.00     5535.00       BZ
25   bz2604  20251021   5462.00  ...   5480.00     5529.00       BZ
26   bz2605  20251021   5470.00  ...   5482.00     5532.00       BZ
27   bz2606  20251021   5465.00  ...   5480.00     5515.00       BZ
28   bz2607  20251021   5468.00  ...   5468.00     5479.00       BZ
29   bz2608  20251021      0.00  ...   5480.00     5577.00       BZ
30   bz2609  20251021   5441.00  ...   5456.00     5639.00       BZ
31    c2511  20251021   2114.00  ...   2119.00     2118.00        C
32    c2601  20251021   2138.00  ...   2141.00     2128.00        C
33    c2603  20251021   2168.00  ...   2170.00     2158.00        C
34    c2605  20251021   2250.00  ...   2249.00     2236.00        C
35    c2607  20251021   2271.00  ...   2273.00     2257.00        C
36    c2609  20251021   2286.00  ...   2289.00     2271.00        C
37   cs2511  20251021   2383.00  ...   2389.00     2382.00       CS
38   cs2601  20251021   2410.00  ...   2422.00     2402.00       CS
39   cs2603  20251021   2436.00  ...   2442.00     2426.00       CS
40   cs2605  20251021   2543.00  ...   2548.00     2534.00       CS
41   cs2607  20251021   2558.00  ...   2565.00     2551.00       CS
42   cs2609  20251021   2603.00  ...   2608.00     2592.00       CS
43   eb2510  20251021   6381.00  ...   6217.00     6316.00       EB
44   eb2511  20251021   6393.00  ...   6441.00     6469.00       EB
45   eb2512  20251021   6432.00  ...   6470.00     6495.00       EB
46   eb2601  20251021   6466.00  ...   6519.00     6543.00       EB
47   eb2602  20251021   6529.00  ...   6585.00     6609.00       EB
48   eb2603  20251021   6594.00  ...   6650.00     6670.00       EB
49   eb2604  20251021   6669.00  ...   6718.00     6689.00       EB
50   eb2605  20251021   6747.00  ...   6782.00     6756.00       EB
51   eb2606  20251021   6804.00  ...   6817.00     6795.00       EB
52   eb2607  20251021      0.00  ...   6817.00     6817.00       EB
53   eb2608  20251021      0.00  ...   6822.00     6822.00       EB
54   eb2609  20251021   6866.00  ...   6868.00     6857.00       EB
55   eg2510  20251021      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251021   4010.00  ...   4001.00     4031.00       EG
57   eg2512  20251021   3998.00  ...   4000.00     4028.00       EG
58   eg2601  20251021   4003.00  ...   4003.00     4030.00       EG
59   eg2602  20251021   4000.00  ...   4015.00     4054.00       EG
60   eg2603  20251021   4018.00  ...   4028.00     4069.00       EG
61   eg2604  20251021   4104.00  ...   4093.00     4108.00       EG
62   eg2605  20251021   4085.00  ...   4085.00     4111.00       EG
63   eg2606  20251021   4078.00  ...   4103.00     4108.00       EG
64   eg2607  20251021   4105.00  ...   4114.00     4132.00       EG
65   eg2608  20251021   4111.00  ...   4119.00     4136.00       EG
66   eg2609  20251021   4128.00  ...   4140.00     4146.00       EG
67   fb2510  20251021      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251021   1235.50  ...   1236.50     1232.50       FB
69   fb2512  20251021   1259.50  ...   1259.00     1258.00       FB
70   fb2601  20251021   1270.50  ...   1267.50     1268.50       FB
71   fb2602  20251021   1267.00  ...   1266.50     1265.50       FB
72   fb2603  20251021   1260.00  ...   1261.00     1258.00       FB
73   fb2604  20251021      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251021   1287.00  ...   1285.50     1315.00       FB
75   fb2606  20251021      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251021      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251021      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251021      0.00  ...   1296.00     1296.00       FB
79    i2510  20251021    874.50  ...    806.00      806.00        I
80    i2511  20251021    786.00  ...    791.50      787.00        I
81    i2512  20251021    779.50  ...    782.00      779.50        I
82    i2601  20251021    768.50  ...    769.00      768.50        I
83    i2602  20251021    765.50  ...    767.50      767.00        I
84    i2603  20251021    763.00  ...    763.50      764.00        I
85    i2604  20251021    758.50  ...    758.50      758.50        I
86    i2605  20251021    746.50  ...    749.50      749.00        I
87    i2606  20251021    743.00  ...    745.50      744.00        I
88    i2607  20251021    737.00  ...    739.50      738.50        I
89    i2608  20251021    734.50  ...    735.50      734.50        I
90    i2609  20251021    727.50  ...    729.00      728.00        I
91    j2510  20251021      0.00  ...   1600.00     1600.00        J
92    j2511  20251021   1624.50  ...   1626.00     1656.50        J
93    j2512  20251021   1659.50  ...   1662.50     1687.50        J
94    j2601  20251021   1719.00  ...   1691.50     1719.00        J
95    j2602  20251021      0.00  ...   1732.50     1753.00        J
96    j2603  20251021      0.00  ...   1738.50     1738.50        J
97    j2604  20251021   1827.50  ...   1816.50     1847.50        J
98    j2605  20251021   1868.50  ...   1837.50     1864.50        J
99    j2606  20251021      0.00  ...   1881.50     1887.50        J
100   j2607  20251021   1881.00  ...   1881.00     1897.00        J
101   j2608  20251021      0.00  ...   1865.00     1865.00        J
102   j2609  20251021   1932.00  ...   1917.50     1946.00        J
103  jd2510  20251021   2790.00  ...   2790.00     2700.00       JD
104  jd2511  20251021   2770.00  ...   2794.00     2770.00       JD
105  jd2512  20251021   2920.00  ...   2931.00     2916.00       JD
106  jd2601  20251021   3156.00  ...   3155.00     3153.00       JD
107  jd2602  20251021   2952.00  ...   2946.00     2949.00       JD
108  jd2603  20251021   2963.00  ...   2956.00     2962.00       JD
109  jd2604  20251021   3144.00  ...   3138.00     3122.00       JD
110  jd2605  20251021   3360.00  ...   3342.00     3332.00       JD
111  jd2606  20251021   3252.00  ...   3240.00     3232.00       JD
112  jd2607  20251021   3489.00  ...   3480.00     3477.00       JD
113  jd2608  20251021   3964.00  ...   3958.00     3959.00       JD
114  jd2609  20251021   3859.00  ...   3838.00     3851.00       JD
115  jm2510  20251021      0.00  ...   1055.50     1036.50       JM
116  jm2511  20251021   1083.00  ...   1071.50     1080.00       JM
117  jm2512  20251021   1150.00  ...   1125.50     1150.00       JM
118  jm2601  20251021   1216.00  ...   1192.50     1219.50       JM
119  jm2602  20251021   1240.00  ...   1214.50     1240.00       JM
120  jm2603  20251021   1239.00  ...   1231.00     1256.00       JM
121  jm2604  20251021   1256.50  ...   1248.50     1273.50       JM
122  jm2605  20251021   1285.50  ...   1265.00     1297.00       JM
123  jm2606  20251021   1289.50  ...   1282.00     1317.00       JM
124  jm2607  20251021   1308.00  ...   1298.50     1328.00       JM
125  jm2608  20251021   1329.00  ...   1322.50     1355.00       JM
126  jm2609  20251021   1356.00  ...   1338.00     1372.00       JM
127   l2510  20251021   6800.00  ...   6848.00     6856.00        L
128   l2511  20251021   6877.00  ...   6851.00     6890.00        L
129   l2512  20251021   6867.00  ...   6865.00     6903.00        L
130   l2601  20251021   6870.00  ...   6869.00     6909.00        L
131   l2602  20251021   6872.00  ...   6867.00     6904.00        L
132   l2603  20251021   6869.00  ...   6874.00     6912.00        L
133   l2604  20251021   6895.00  ...   6902.00     6958.00        L
134   l2605  20251021   6919.00  ...   6911.00     6943.00        L
135   l2606  20251021   6905.00  ...   6904.00     6936.00        L
136   l2607  20251021   6908.00  ...   6932.00     6954.00        L
137   l2608  20251021   6925.00  ...   6947.00     6967.00        L
138   l2609  20251021   6947.00  ...   6946.00     6965.00        L
139  lg2511  20251021    808.00  ...    803.00      803.00       LG
140  lg2601  20251021    835.00  ...    837.00      834.50       LG
141  lg2603  20251021    831.50  ...    834.00      833.00       LG
142  lg2605  20251021    833.50  ...    836.50      834.00       LG
143  lg2607  20251021    836.00  ...    837.50      835.50       LG
144  lg2609  20251021    837.00  ...    838.00      835.50       LG
145  lh2511  20251021  11490.00  ...  11430.00    11365.00       LH
146  lh2601  20251021  12170.00  ...  12120.00    12100.00       LH
147  lh2603  20251021  11525.00  ...  11520.00    11550.00       LH
148  lh2605  20251021  12155.00  ...  12055.00    12115.00       LH
149  lh2607  20251021  12990.00  ...  12830.00    12895.00       LH
150  lh2609  20251021  13650.00  ...  13635.00    13660.00       LH
151   m2511  20251021   2881.00  ...   2878.00     2874.00        M
152   m2512  20251021   2905.00  ...   2905.00     2904.00        M
153   m2601  20251021   2895.00  ...   2897.00     2894.00        M
154   m2603  20251021   2884.00  ...   2885.00     2879.00        M
155   m2605  20251021   2735.00  ...   2744.00     2731.00        M
156   m2607  20251021   2721.00  ...   2728.00     2716.00        M
157   m2608  20251021   2847.00  ...   2853.00     2841.00        M
158   m2609  20251021   2854.00  ...   2860.00     2847.00        M
159   p2510  20251021      0.00  ...   9120.00     9120.00        P
160   p2511  20251021   9224.00  ...   9226.00     9276.00        P
161   p2512  20251021   9252.00  ...   9272.00     9310.00        P
162   p2601  20251021   9320.00  ...   9322.00     9370.00        P
163   p2602  20251021   9342.00  ...   9314.00     9382.00        P
164   p2603  20251021   9348.00  ...   9330.00     9394.00        P
165   p2604  20251021   9304.00  ...   9348.00     9380.00        P
166   p2605  20251021   9298.00  ...   9306.00     9328.00        P
167   p2606  20251021   9188.00  ...   9232.00     9226.00        P
168   p2607  20251021   9094.00  ...   9146.00     9134.00        P
169   p2608  20251021   9024.00  ...   9050.00     9064.00        P
170   p2609  20251021   8998.00  ...   9012.00     9022.00        P
171  pg2510  20251021   4339.00  ...   4339.00     4339.00       PG
172  pg2511  20251021   4231.00  ...   4246.00     4239.00       PG
173  pg2512  20251021   4095.00  ...   4106.00     4102.00       PG
174  pg2601  20251021   3987.00  ...   3997.00     3994.00       PG
175  pg2602  20251021   3903.00  ...   3904.00     3899.00       PG
176  pg2603  20251021   3805.00  ...   3796.00     3806.00       PG
177  pg2604  20251021   4131.00  ...   4124.00     4137.00       PG
178  pg2605  20251021   4053.00  ...   4048.00     4057.00       PG
179  pg2606  20251021   3987.00  ...   3986.00     4002.00       PG
180  pg2607  20251021   3920.00  ...   3923.00     3937.00       PG
181  pg2608  20251021   3855.00  ...   3866.00     3884.00       PG
182  pg2609  20251021   3802.00  ...   3802.00     3827.00       PG
183  pp2510  20251021      0.00  ...   6455.00     6455.00       PP
184  pp2511  20251021   6512.00  ...   6507.00     6525.00       PP
185  pp2512  20251021   6527.00  ...   6553.00     6568.00       PP
186  pp2601  20251021   6560.00  ...   6572.00     6594.00       PP
187  pp2602  20251021   6555.00  ...   6570.00     6596.00       PP
188  pp2603  20251021   6563.00  ...   6572.00     6593.00       PP
189  pp2604  20251021   6575.00  ...   6600.00     6625.00       PP
190  pp2605  20251021   6611.00  ...   6619.00     6640.00       PP
191  pp2606  20251021   6564.00  ...   6599.00     6600.00       PP
192  pp2607  20251021   6563.00  ...   6597.00     6595.00       PP
193  pp2608  20251021   6596.00  ...   6625.00     6630.00       PP
194  pp2609  20251021   6640.00  ...   6647.00     6664.00       PP
195  rr2510  20251021      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251021   3618.00  ...   3618.00     3617.00       RR
197  rr2512  20251021   3594.00  ...   3599.00     3597.00       RR
198  rr2601  20251021   3627.00  ...   3627.00     3627.00       RR
199  rr2602  20251021   3618.00  ...   3613.00     3614.00       RR
200  rr2603  20251021   3615.00  ...   3615.00     3613.00       RR
201  rr2604  20251021   3621.00  ...   3621.00     3618.00       RR
202  rr2605  20251021   3612.00  ...   3616.00     3615.00       RR
203  rr2606  20251021   3610.00  ...   3610.00     3606.00       RR
204  rr2607  20251021   3616.00  ...   3616.00     3608.00       RR
205  rr2608  20251021   3604.00  ...   3604.00     3600.00       RR
206  rr2609  20251021      0.00  ...   3616.00     3616.00       RR
207   v2510  20251021   4596.00  ...   4590.00     4596.00        V
208   v2511  20251021   4623.00  ...   4613.00     4632.00        V
209   v2512  20251021   4654.00  ...   4655.00     4673.00        V
210   v2601  20251021   4705.00  ...   4699.00     4721.00        V
211   v2602  20251021   4721.00  ...   4742.00     4767.00        V
212   v2603  20251021   4756.00  ...   4773.00     4796.00        V
213   v2604  20251021   4958.00  ...   4974.00     4993.00        V
214   v2605  20251021   5001.00  ...   5002.00     5026.00        V
215   v2606  20251021   5025.00  ...   5051.00     5065.00        V
216   v2607  20251021   5093.00  ...   5088.00     5106.00        V
217   v2608  20251021   5100.00  ...   5120.00     5132.00        V
218   v2609  20251021   5122.00  ...   5126.00     5151.00        V
219   y2511  20251021   8274.00  ...   8294.00     8292.00        Y
220   y2512  20251021   8310.00  ...   8348.00     8346.00        Y
221   y2601  20251021   8298.00  ...   8320.00     8312.00        Y
222   y2603  20251021   8246.00  ...   8276.00     8256.00        Y
223   y2605  20251021   8094.00  ...   8134.00     8108.00        Y
224   y2607  20251021   8026.00  ...   8076.00     8044.00        Y
225   y2608  20251021   8090.00  ...   8070.00     8036.00        Y
226   y2609  20251021   8002.00  ...   8028.00     8012.00        Y

[227 rows x 12 columns]
2025-10-22 18:26:12,682 - future_1d - INFO - ak.get_dce_daily('2025-10-21') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251021   9388.0   9500.0  ...       84.96   9440.0      9294.0       AP
1    AP511  20251021   8911.0   8925.0  ...     1411.74   8879.0      8882.0       AP
2    AP512  20251021   8762.0   8808.0  ...     2693.72   8774.0      8730.0       AP
3    AP601  20251021   8868.0   8868.0  ...   864944.56   8819.0      8798.0       AP
4    AP603  20251021   8883.0   9117.0  ...     3479.01   8898.0      8771.0       AP
5    AP604  20251021   9150.0   9163.0  ...     2085.75   9108.0      8972.0       AP
6    AP605  20251021   9357.0   9388.0  ...   394589.28   9282.0      9142.0       AP
7    CF511  20251021  13515.0  13750.0  ...    49132.32  13645.0     13490.0       CF
8    CF601  20251021  13450.0  13555.0  ...  1659398.70  13495.0     13435.0       CF
9    CF603  20251021  13490.0  13590.0  ...   134856.17  13535.0     13480.0       CF
10   CF605  20251021  13530.0  13620.0  ...   398677.66  13560.0     13505.0       CF
11   CF607  20251021  13535.0  13630.0  ...     1301.61  13560.0     13535.0       CF
12   CF609  20251021  13700.0  13780.0  ...     5749.34  13720.0     13675.0       CF
13   CJ512  20251021  11260.0  11325.0  ...     4188.19  11275.0     11250.0       CJ
14   CJ601  20251021  11410.0  11460.0  ...   702090.18  11400.0     11385.0       CJ
15   CJ603  20251021  11305.0  11350.0  ...     9731.80  11295.0     11310.0       CJ
16   CJ605  20251021  11395.0  11430.0  ...   178224.01  11370.0     11395.0       CJ
17   CJ607  20251021  11470.0  11505.0  ...     1350.73  11445.0     11480.0       CJ
18   CJ609  20251021  11595.0  11645.0  ...     1001.67  11580.0     11610.0       CJ
19   CY510  20251021      0.0      0.0  ...        0.00  19765.0     19705.0       CY
20   CY511  20251021  19920.0  20050.0  ...      369.96  20000.0     19900.0       CY
21   CY512  20251021      0.0      0.0  ...        0.00  19505.0     19345.0       CY
22   CY601  20251021  19580.0  19780.0  ...   136098.03  19665.0     19605.0       CY
23   CY602  20251021      0.0      0.0  ...        0.00  19475.0     19475.0       CY
24   CY603  20251021      0.0      0.0  ...        0.00  19755.0     19650.0       CY
25   CY604  20251021  19400.0  19400.0  ...        9.70  19400.0     19485.0       CY
26   CY605  20251021  19755.0  19815.0  ...       39.58  19790.0     19720.0       CY
27   CY606  20251021      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251021      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251021      0.0      0.0  ...        0.00  19770.0     19605.0       CY
30   CY609  20251021      0.0      0.0  ...        0.00  19955.0     19900.0       CY
31   FG510  20251021      0.0      0.0  ...        0.00    980.0       980.0       FG
32   FG511  20251021    989.0   1003.0  ...    12552.78    992.0      1005.0       FG
33   FG512  20251021   1098.0   1106.0  ...    79357.15   1094.0      1114.0       FG
34   FG601  20251021   1088.0   1101.0  ...  3164236.49   1089.0      1108.0       FG
35   FG602  20251021   1158.0   1171.0  ...    57271.06   1158.0      1173.0       FG
36   FG603  20251021   1154.0   1174.0  ...   136717.45   1161.0      1174.0       FG
37   FG604  20251021   1233.0   1250.0  ...      765.44   1235.0      1246.0       FG
38   FG605  20251021   1230.0   1250.0  ...   175386.20   1235.0      1241.0       FG
39   FG606  20251021   1270.0   1292.0  ...      896.28   1277.0      1285.0       FG
40   FG607  20251021   1264.0   1281.0  ...     1651.83   1263.0      1272.0       FG
41   FG608  20251021   1316.0   1332.0  ...     1785.50   1317.0      1329.0       FG
42   FG609  20251021   1316.0   1332.0  ...     7143.39   1317.0      1328.0       FG
43   JR511  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251021      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251021      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251021      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251021   2236.0   2255.0  ...     3278.85   2238.0      2255.0       MA
53   MA512  20251021   2250.0   2272.0  ...    98700.78   2248.0      2271.0       MA
54   MA601  20251021   2252.0   2279.0  ...  1739281.29   2257.0      2280.0       MA
55   MA602  20251021   2291.0   2305.0  ...    73267.72   2281.0      2307.0       MA
56   MA603  20251021   2307.0   2323.0  ...   148807.10   2301.0      2315.0       MA
57   MA604  20251021   2307.0   2320.0  ...       55.19   2300.0      2314.0       MA
58   MA605  20251021   2285.0   2301.0  ...   180723.15   2281.0      2298.0       MA
59   MA606  20251021   2284.0   2299.0  ...       32.00   2286.0      2303.0       MA
60   MA607  20251021   2277.0   2285.0  ...       43.18   2273.0      2283.0       MA
61   MA608  20251021   2251.0   2276.0  ...        9.07   2269.0      2278.0       MA
62   MA609  20251021   2255.0   2260.0  ...     3133.64   2245.0      2261.0       MA
63   OI511  20251021  10043.0  10075.0  ...    10207.39  10037.0     10068.0       OI
64   OI601  20251021   9910.0   9920.0  ...  1896777.14   9882.0      9904.0       OI
65   OI603  20251021   9757.0   9757.0  ...   307453.02   9722.0      9740.0       OI
66   OI605  20251021   9545.0   9545.0  ...   137202.59   9507.0      9526.0       OI
67   OI607  20251021   9484.0   9491.0  ...      652.32   9454.0      9459.0       OI
68   OI609  20251021   9427.0   9459.0  ...     1226.32   9433.0      9420.0       OI
69   PF510  20251021      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251021   6042.0   6100.0  ...    16306.87   6072.0      6086.0       PF
71   PF512  20251021   6026.0   6094.0  ...   605428.14   6058.0      6068.0       PF
72   PF601  20251021   6040.0   6102.0  ...    85563.75   6064.0      6076.0       PF
73   PF602  20251021   6022.0   6090.0  ...   286799.69   6060.0      6056.0       PF
74   PF603  20251021   6034.0   6080.0  ...    47464.43   6042.0      6046.0       PF
75   PF604  20251021   6080.0   6112.0  ...      125.00   6098.0      6108.0       PF
76   PF605  20251021   6086.0   6130.0  ...       85.55   6112.0      6100.0       PF
77   PF606  20251021      0.0      0.0  ...        0.00   6110.0      6096.0       PF
78   PF607  20251021   6136.0   6152.0  ...        6.14   6144.0      6140.0       PF
79   PF608  20251021      0.0      0.0  ...        0.00   6152.0      6128.0       PF
80   PF609  20251021   6124.0   6178.0  ...       12.29   6148.0      6154.0       PF
81   PK510  20251021      0.0      0.0  ...        0.00   7804.0      7854.0       PK
82   PK511  20251021   7694.0   7714.0  ...    11321.85   7674.0      7710.0       PK
83   PK512  20251021   7828.0   7842.0  ...    89858.32   7790.0      7836.0       PK
84   PK601  20251021   7960.0   7970.0  ...   404316.27   7900.0      7952.0       PK
85   PK603  20251021   8060.0   8060.0  ...    85513.68   7988.0      8040.0       PK
86   PK604  20251021   8042.0   8046.0  ...     1466.17   7990.0      8038.0       PK
87   PK605  20251021   8066.0   8080.0  ...    14141.97   8020.0      8066.0       PK
88   PL601  20251021   6028.0   6080.0  ...   122109.39   6031.0      6065.0       PL
89   PL602  20251021   6067.0   6126.0  ...    53123.04   6078.0      6112.0       PL
90   PL603  20251021   6064.0   6125.0  ...    38139.10   6075.0      6105.0       PL
91   PL604  20251021      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251021   6072.0   6078.0  ...       24.30   6075.0      6079.0       PL
93   PL606  20251021   6002.0   6002.0  ...       12.00   6002.0      6088.0       PL
94   PL607  20251021   6037.0   6037.0  ...       12.07   6037.0      6245.0       PL
95   PL608  20251021      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251021      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251021      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251021      0.0      0.0  ...        0.00   5660.0      5660.0       PR
104  PR511  20251021   5550.0   5600.0  ...    11945.61   5574.0      5578.0       PR
105  PR512  20251021   5546.0   5594.0  ...   205215.45   5556.0      5568.0       PR
106  PR601  20251021   5512.0   5558.0  ...   307052.13   5524.0      5534.0       PR
107  PR602  20251021   5540.0   5600.0  ...    52031.64   5568.0      5568.0       PR
108  PR603  20251021   5538.0   5594.0  ...      301.24   5580.0      5560.0       PR
109  PR604  20251021   5618.0   5618.0  ...      109.29   5606.0      5582.0       PR
110  PR605  20251021   5568.0   5632.0  ...      168.22   5608.0      5612.0       PR
111  PR606  20251021      0.0      0.0  ...        0.00   5644.0      5644.0       PR
112  PR607  20251021      0.0      0.0  ...        0.00   5670.0      5670.0       PR
113  PR608  20251021      0.0      0.0  ...        0.00   5682.0      5672.0       PR
114  PR609  20251021   5636.0   5676.0  ...       33.93   5656.0      5662.0       PR
115  PX510  20251021      0.0      0.0  ...        0.00   6302.0      6304.0       PX
116  PX511  20251021   6270.0   6368.0  ...    18101.46   6324.0      6306.0       PX
117  PX512  20251021   6286.0   6370.0  ...   127710.48   6328.0      6314.0       PX
118  PX601  20251021   6268.0   6372.0  ...   513890.59   6322.0      6324.0       PX
119  PX602  20251021   6282.0   6380.0  ...   194736.07   6342.0      6324.0       PX
120  PX603  20251021   6284.0   6378.0  ...    93529.30   6344.0      6316.0       PX
121  PX604  20251021   6312.0   6360.0  ...        6.34   6336.0      6340.0       PX
122  PX605  20251021   6316.0   6400.0  ...     3298.23   6368.0      6378.0       PX
123  PX606  20251021      0.0      0.0  ...        0.00   6378.0      6398.0       PX
124  PX607  20251021      0.0      0.0  ...        0.00   6374.0      6340.0       PX
125  PX608  20251021      0.0      0.0  ...        0.00   6384.0      6382.0       PX
126  PX609  20251021   6398.0   6414.0  ...        9.61   6408.0      6408.0       PX
127  RI511  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251021      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251021   2408.0   2419.0  ...     1943.84   2412.0      2405.0       RM
134  RM601  20251021   2353.0   2363.0  ...   445175.72   2340.0      2347.0       RM
135  RM603  20251021   2307.0   2309.0  ...     6957.07   2304.0      2298.0       RM
136  RM605  20251021   2306.0   2316.0  ...   107527.55   2306.0      2300.0       RM
137  RM607  20251021   2299.0   2309.0  ...     9313.89   2299.0      2293.0       RM
138  RM608  20251021   2400.0   2410.0  ...      228.19   2402.0      2398.0       RM
139  RM609  20251021   2395.0   2405.0  ...     1987.14   2397.0      2392.0       RM
140  RS511  20251021   5203.0   5404.0  ...       68.88   5299.0      5280.0       RS
141  RS607  20251021   5455.0   5556.0  ...       11.01   5506.0      5597.0       RS
142  RS608  20251021      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251021      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251021   1138.0   1138.0  ...     3622.29   1129.0      1142.0       SA
145  SA511  20251021   1147.0   1147.0  ...    11828.48   1137.0      1157.0       SA
146  SA512  20251021   1205.0   1208.0  ...    91830.04   1198.0      1217.0       SA
147  SA601  20251021   1217.0   1220.0  ...  2395212.26   1207.0      1228.0       SA
148  SA602  20251021   1256.0   1259.0  ...   119637.50   1249.0      1267.0       SA
149  SA603  20251021   1264.0   1267.0  ...   230994.00   1256.0      1274.0       SA
150  SA604  20251021   1289.0   1302.0  ...     2038.78   1289.0      1310.0       SA
151  SA605  20251021   1306.0   1307.0  ...   107598.71   1295.0      1313.0       SA
152  SA606  20251021   1317.0   1324.0  ...      537.25   1310.0      1330.0       SA
153  SA607  20251021   1329.0   1329.0  ...     1015.35   1319.0      1330.0       SA
154  SA608  20251021   1360.0   1363.0  ...      533.01   1353.0      1367.0       SA
155  SA609  20251021   1356.0   1369.0  ...     5882.47   1358.0      1371.0       SA
156  SF510  20251021      0.0      0.0  ...        0.00   5298.0      5276.0       SF
157  SF511  20251021   5460.0   5542.0  ...    43846.03   5488.0      5464.0       SF
158  SF512  20251021   5438.0   5544.0  ...    54521.00   5482.0      5448.0       SF
159  SF601  20251021   5432.0   5542.0  ...   490154.72   5480.0      5444.0       SF
160  SF602  20251021   5368.0   5468.0  ...    61108.33   5412.0      5388.0       SF
161  SF603  20251021   5524.0   5598.0  ...    85542.81   5536.0      5532.0       SF
162  SF604  20251021   5488.0   5580.0  ...       11.07   5536.0      5506.0       SF
163  SF605  20251021   5492.0   5568.0  ...     7555.46   5504.0      5512.0       SF
164  SF606  20251021   5458.0   5530.0  ...      351.94   5500.0      5472.0       SF
165  SF607  20251021   5622.0   5688.0  ...       50.72   5636.0      5646.0       SF
166  SF608  20251021      0.0      0.0  ...        0.00   5618.0      5618.0       SF
167  SF609  20251021   5608.0   5652.0  ...      272.14   5612.0      5608.0       SF
168  SH510  20251021      0.0      0.0  ...        0.00   2348.0      2340.0       SH
169  SH511  20251021   2387.0   2432.0  ...    34576.17   2411.0      2365.0       SH
170  SH512  20251021   2390.0   2409.0  ...    79998.25   2395.0      2383.0       SH
171  SH601  20251021   2384.0   2394.0  ...  1597576.39   2381.0      2373.0       SH
172  SH602  20251021   2407.0   2415.0  ...   160397.49   2403.0      2401.0       SH
173  SH603  20251021   2425.0   2425.0  ...   101313.53   2410.0      2408.0       SH
174  SH604  20251021   2468.0   2476.0  ...      185.23   2470.0      2459.0       SH
175  SH605  20251021   2484.0   2490.0  ...    15094.42   2480.0      2476.0       SH
176  SH606  20251021   2520.0   2520.0  ...       45.29   2516.0      2509.0       SH
177  SH607  20251021   2528.0   2533.0  ...       60.69   2529.0      2521.0       SH
178  SH608  20251021   2565.0   2565.0  ...       15.38   2563.0      2553.0       SH
179  SH609  20251021   2568.0   2571.0  ...       53.87   2565.0      2563.0       SH
180  SM510  20251021      0.0      0.0  ...        0.00   5612.0      5612.0       SM
181  SM511  20251021   5722.0   5764.0  ...     4204.49   5740.0      5746.0       SM
182  SM512  20251021   5728.0   5780.0  ...    83252.90   5744.0      5742.0       SM
183  SM601  20251021   5730.0   5792.0  ...   461343.36   5754.0      5756.0       SM
184  SM602  20251021   5734.0   5794.0  ...    62536.81   5758.0      5752.0       SM
185  SM603  20251021   5740.0   5800.0  ...   148433.82   5762.0      5766.0       SM
186  SM604  20251021      0.0      0.0  ...        0.00   5766.0      5760.0       SM
187  SM605  20251021   5768.0   5824.0  ...    23814.78   5792.0      5794.0       SM
188  SM606  20251021   5776.0   5776.0  ...        2.89   5776.0      5790.0       SM
189  SM607  20251021   5768.0   5776.0  ...      219.19   5768.0      5768.0       SM
190  SM608  20251021      0.0      0.0  ...        0.00   5798.0      5796.0       SM
191  SM609  20251021   5818.0   5852.0  ...     1875.49   5824.0      5832.0       SM
192  SR511  20251021   5414.0   5414.0  ...     2462.19   5388.0      5396.0       SR
193  SR601  20251021   5439.0   5445.0  ...   693118.22   5436.0      5435.0       SR
194  SR603  20251021   5421.0   5430.0  ...   162225.22   5418.0      5419.0       SR
195  SR605  20251021   5403.0   5403.0  ...    57225.19   5396.0      5396.0       SR
196  SR607  20251021   5404.0   5406.0  ...     1512.15   5401.0      5401.0       SR
197  SR609  20251021   5411.0   5415.0  ...     2947.41   5408.0      5410.0       SR
198  TA510  20251021   4332.0   4382.0  ...      446.91   4360.0      4350.0       TA
199  TA511  20251021   4342.0   4398.0  ...    12307.64   4372.0      4374.0       TA
200  TA512  20251021   4360.0   4420.0  ...   343551.99   4384.0      4394.0       TA
201  TA601  20251021   4386.0   4442.0  ...  1158587.06   4410.0      4414.0       TA
202  TA602  20251021   4400.0   4458.0  ...   363998.15   4422.0      4432.0       TA
203  TA603  20251021   4420.0   4474.0  ...    74722.03   4450.0      4450.0       TA
204  TA604  20251021      0.0      0.0  ...        0.00   4462.0      4446.0       TA
205  TA605  20251021   4448.0   4508.0  ...    55694.99   4480.0      4478.0       TA
206  TA606  20251021      0.0      0.0  ...        0.00   4488.0      4464.0       TA
207  TA607  20251021      0.0      0.0  ...        0.00   4498.0      4482.0       TA
208  TA608  20251021   4510.0   4510.0  ...        2.26   4510.0      4500.0       TA
209  TA609  20251021   4502.0   4540.0  ...     1053.64   4512.0      4514.0       TA
210  UR510  20251021   1496.0   1496.0  ...      798.41   1495.0      1496.0       UR
211  UR511  20251021   1570.0   1593.0  ...     6525.90   1582.0      1581.0       UR
212  UR512  20251021   1584.0   1607.0  ...    23425.25   1599.0      1592.0       UR
213  UR601  20251021   1597.0   1622.0  ...   512122.19   1611.0      1607.0       UR
214  UR602  20251021   1607.0   1628.0  ...    16092.12   1619.0      1611.0       UR
215  UR603  20251021   1668.0   1683.0  ...      191.08   1676.0      1668.0       UR
216  UR604  20251021   1672.0   1685.0  ...       47.04   1680.0      1674.0       UR
217  UR605  20251021   1673.0   1691.0  ...    32416.92   1684.0      1679.0       UR
218  UR606  20251021   1686.0   1694.0  ...      236.56   1690.0      1684.0       UR
219  UR607  20251021   1722.0   1723.0  ...       48.20   1722.0      1715.0       UR
220  UR608  20251021   1720.0   1720.0  ...       17.18   1718.0      1716.0       UR
221  UR609  20251021   1712.0   1721.0  ...      278.16   1717.0      1712.0       UR
222  WH511  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251021      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251021      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:26:12,969 - future_1d - INFO - ak.get_czce_daily('2025-10-21') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251021  7005.200  ...  7122.800    6970.400       IC
1   IC2512  20251021  6948.000  ...  7067.800    6908.800       IC
2   IC2603  20251021  6785.400  ...  6904.200    6745.800       IC
3   IC2606  20251021  6594.000  ...  6722.200    6564.400       IC
4   IF2511  20251021  4537.000  ...  4594.800    4517.600       IF
5   IF2512  20251021  4528.200  ...  4584.600    4504.200       IF
6   IF2603  20251021  4499.000  ...  4557.200    4479.000       IF
7   IF2606  20251021  4468.600  ...  4520.600    4444.000       IF
8   IH2511  20251021  2986.000  ...  3007.400    2971.200       IH
9   IH2512  20251021  2979.800  ...  3007.400    2969.600       IH
10  IH2603  20251021  2980.000  ...  3008.000    2970.400       IH
11  IH2606  20251021  2980.000  ...  3006.200    2968.800       IH
12  IM2511  20251021  7152.000  ...  7273.000    7134.600       IM
13  IM2512  20251021  7099.000  ...  7199.400    7053.400       IM
14  IM2603  20251021  6861.000  ...  6982.600    6836.600       IM
15  IM2606  20251021  6662.000  ...  6770.600    6627.200       IM
16   T2512  20251021   108.070  ...   108.120     108.090        T
17   T2603  20251021   107.810  ...   107.810     107.800        T
18   T2606  20251021   107.760  ...   107.720     107.730        T
19  TF2512  20251021   105.635  ...   105.695     105.660       TF
20  TF2603  20251021   105.575  ...   105.610     105.580       TF
21  TF2606  20251021   105.600  ...   105.605     105.605       TF
22  TL2512  20251021   115.240  ...   115.490     115.410       TL
23  TL2603  20251021   114.950  ...   115.190     115.130       TL
24  TL2606  20251021   114.810  ...   115.110     115.030       TL
25  TS2512  20251021   102.334  ...   102.362     102.336       TS
26  TS2603  20251021   102.266  ...   102.280     102.256       TS
27  TS2606  20251021   102.280  ...   102.300     102.288       TS

[28 rows x 12 columns]
2025-10-22 18:26:13,157 - future_1d - INFO - ak.get_cffex_daily('2025-10-21') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251021     433  ...     433      436.3      SC
1       SC2512  20251021     435  ...   436.2      439.1      SC
2       SC2601  20251021     437  ...   437.9      439.9      SC
3       SC2602  20251021   438.5  ...   439.8      441.3      SC
4       SC2603  20251021   440.1  ...   441.4      442.4      SC
5       SC2604  20251021   441.6  ...   443.9      443.9      SC
6       SC2605  20251021   441.2  ...   445.5      444.6      SC
7       SC2606  20251021     443  ...   446.4      445.5      SC
8       SC2607  20251021   445.6  ...   447.4      447.3      SC
9       SC2608  20251021     446  ...   446.3      448.1      SC
10      SC2609  20251021   447.6  ...   448.9      447.8      SC
11      SC2610  20251021          ...   447.3      447.3      SC
12      SC2612  20251021     448  ...   448.6      450.4      SC
13      SC2703  20251021          ...   448.1      448.1      SC
14      SC2706  20251021   447.1  ...   447.1      451.7      SC
15      SC2709  20251021          ...   450.2      450.2      SC
16      SC2712  20251021          ...   451.8      451.8      SC
17      SC2803  20251021          ...   449.6      448.9      SC
18      SC2806  20251021     457  ...     457      454.8      SC
19      SC2809  20251021   455.7  ...   455.8      456.3      SC
21      LU2511  20251021    3047  ...    3036       3054      LU
22      LU2512  20251021    3072  ...    3064       3085      LU
23      LU2601  20251021    3076  ...    3068       3090      LU
24      LU2602  20251021    3087  ...    3076       3098      LU
25      LU2603  20251021    3091  ...    3083       3099      LU
26      LU2604  20251021          ...    3112       3112      LU
27      LU2605  20251021    3081  ...    3088       3115      LU
28      LU2606  20251021    3090  ...    3100       3124      LU
29      LU2607  20251021    3097  ...    3103       3128      LU
30      LU2608  20251021          ...    3130       3130      LU
31      LU2609  20251021    3096  ...    3114       3137      LU
32      LU2610  20251021    3115  ...    3121       3137      LU
34      NR2511  20251021   12280  ...   12295      12275      NR
35      NR2512  20251021   12195  ...   12285      12240      NR
36      NR2601  20251021   12150  ...   12275      12185      NR
37      NR2602  20251021   12080  ...   12245      12115      NR
38      NR2603  20251021   11985  ...   12280      12095      NR
39      NR2604  20251021   12060  ...   12230      12090      NR
40      NR2605  20251021   12060  ...   12250      12130      NR
41      NR2606  20251021   12210  ...   12275      12150      NR
42      NR2607  20251021          ...   12180      12150      NR
43      NR2608  20251021   12090  ...   12195      12135      NR
44      NR2609  20251021   12310  ...   12305      12215      NR
45      NR2610  20251021   12280  ...   12275      12225      NR
47      BC2511  20251021   75720  ...   76030      75720      BC
48      BC2512  20251021   75850  ...   76090      75960      BC
49      BC2601  20251021          ...   75860      75860      BC
50      BC2602  20251021          ...   75800      75800      BC
51      BC2603  20251021   76730  ...   76430      75870      BC
52      BC2604  20251021          ...   76440      76440      BC
53      BC2605  20251021          ...   75900      75900      BC
54      BC2606  20251021          ...   75880      75880      BC
55      BC2607  20251021          ...   76570      76570      BC
56      BC2608  20251021          ...   75800      75800      BC
57      BC2609  20251021          ...   76130      76130      BC
58      BC2610  20251021          ...   76130      76130      BC
60      EC2510  20251021    1129  ...  1133.9     1102.6      EC
61      EC2512  20251021    1700  ...  1748.9     1683.4      EC
62      EC2602  20251021    1518  ...  1554.6     1524.2      EC
63      EC2604  20251021  1160.1  ...    1166     1152.4      EC
64      EC2606  20251021  1308.1  ...  1350.7     1328.9      EC
65      EC2608  20251021  1458.5  ...  1472.3     1445.3      EC
68  SC_TAS2511  20251021          ...                     SC_TAS
69  SC_TAS2512  20251021          ...                     SC_TAS
70  SC_TAS2601  20251021          ...                     SC_TAS
71  SC_TAS2602  20251021          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-22 18:26:13,222 - future_1d - INFO - ak.get_ine_daily('2025-10-21') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251021  ...    85520      85300      CU
1        1      CU2512  20251021  ...    85530      85260      CU
2        2      CU2601  20251021  ...    85500      85230      CU
3        3      CU2602  20251021  ...    85490      85160      CU
4        4      CU2603  20251021  ...    85420      85120      CU
5        5      CU2604  20251021  ...    85320      85040      CU
6        6      CU2605  20251021  ...    85300      84970      CU
7        7      CU2606  20251021  ...    85210      84990      CU
8        8      CU2607  20251021  ...    85140      84890      CU
9        9      CU2608  20251021  ...    85060      84710      CU
10      10      CU2609  20251021  ...    84960      84510      CU
11      11      CU2610  20251021  ...    84880      84660      CU
12      12      BC2511  20251021  ...    76030      75720      BC
13      13      BC2512  20251021  ...    76090      75960      BC
14      14      BC2601  20251021  ...    75860      75860      BC
15      15      BC2602  20251021  ...    75800      75800      BC
16      16      BC2603  20251021  ...    76430      75870      BC
17      17      BC2604  20251021  ...    76440      76440      BC
18      18      BC2605  20251021  ...    75900      75900      BC
19      19      BC2606  20251021  ...    75880      75880      BC
20      20      BC2607  20251021  ...    76570      76570      BC
21      21      BC2608  20251021  ...    75800      75800      BC
22      22      BC2609  20251021  ...    76130      76130      BC
23      23      BC2610  20251021  ...    76130      76130      BC
24      24      AL2511  20251021  ...    20910      20900      AL
25      25      AL2512  20251021  ...    20930      20930      AL
26      26      AL2601  20251021  ...    20940      20930      AL
27      27      AL2602  20251021  ...    20955      20940      AL
28      28      AL2603  20251021  ...    20965      20955      AL
29      29      AL2604  20251021  ...    20980      20970      AL
30      30      AL2605  20251021  ...    20985      20985      AL
31      31      AL2606  20251021  ...    20985      20985      AL
32      32      AL2607  20251021  ...    20995      20995      AL
33      33      AL2608  20251021  ...    21020      21000      AL
34      34      AL2609  20251021  ...    21000      20995      AL
35      35      AL2610  20251021  ...    21015      20980      AL
36      36      ZN2511  20251021  ...    21955      21880      ZN
37      37      ZN2512  20251021  ...    21960      21885      ZN
38      38      ZN2601  20251021  ...    21995      21915      ZN
39      39      ZN2602  20251021  ...    22015      21945      ZN
40      40      ZN2603  20251021  ...    22075      21980      ZN
41      41      ZN2604  20251021  ...    22090      22010      ZN
42      42      ZN2605  20251021  ...    22125      22025      ZN
43      43      ZN2606  20251021  ...    22165      22080      ZN
44      44      ZN2607  20251021  ...    22160      22080      ZN
45      45      ZN2608  20251021  ...    22210      22105      ZN
46      46      ZN2609  20251021  ...    22205      22150      ZN
47      47      ZN2610  20251021  ...    22175      22210      ZN
48      48      PB2511  20251021  ...    17165      17100      PB
49      49      PB2512  20251021  ...    17170      17120      PB
50      50      PB2601  20251021  ...    17175      17110      PB
51      51      PB2602  20251021  ...    17180      17140      PB
52      52      PB2603  20251021  ...    17200      17155      PB
53      53      PB2604  20251021  ...    17220      17165      PB
54      54      PB2605  20251021  ...    17245      17175      PB
55      55      PB2606  20251021  ...    17200      17200      PB
56      56      PB2607  20251021  ...    17255      17210      PB
57      57      PB2608  20251021  ...    17285      17240      PB
58      58      PB2609  20251021  ...    17285      17270      PB
59      59      PB2610  20251021  ...    17235      17195      PB
60      60      NI2511  20251021  ...   121320     120750      NI
61      61      NI2512  20251021  ...   121510     120920      NI
62      62      NI2601  20251021  ...   121680     121140      NI
63      63      NI2602  20251021  ...   121830     121320      NI
64      64      NI2603  20251021  ...   122150     121540      NI
65      65      NI2604  20251021  ...   122400     121810      NI
66      66      NI2605  20251021  ...   122670     122070      NI
67      67      NI2606  20251021  ...   122820     122230      NI
68      68      NI2607  20251021  ...   122990     122530      NI
69      69      NI2608  20251021  ...   123260     122820      NI
70      70      NI2609  20251021  ...   123430     123150      NI
71      71      NI2610  20251021  ...   123670     123160      NI
72      72      SN2511  20251021  ...   280630     278950      SN
73      73      SN2512  20251021  ...   281110     279380      SN
74      74      SN2601  20251021  ...   281190     279520      SN
75      75      SN2602  20251021  ...   281230     279580      SN
76      76      SN2603  20251021  ...   281090     279470      SN
77      77      SN2604  20251021  ...   281150     279690      SN
78      78      SN2605  20251021  ...   281350     279650      SN
79      79      SN2606  20251021  ...   281260     279860      SN
80      80      SN2607  20251021  ...   282010     280420      SN
81      81      SN2608  20251021  ...   282490     280550      SN
82      82      SN2609  20251021  ...   282560     280620      SN
83      83      SN2610  20251021  ...   282220     281950      SN
84      84      AO2511  20251021  ...     2766       2788      AO
85      85      AO2512  20251021  ...     2780       2806      AO
86      86      AO2601  20251021  ...     2795       2816      AO
87      87      AO2602  20251021  ...     2818       2837      AO
88      88      AO2603  20251021  ...     2886       2903      AO
89      89      AO2604  20251021  ...     2888       2914      AO
90      90      AO2605  20251021  ...     2909       2927      AO
91      91      AO2606  20251021  ...     2917       2933      AO
92      92      AO2607  20251021  ...     2929       2942      AO
93      93      AO2608  20251021  ...     2941       2960      AO
94      94      AO2609  20251021  ...     2956       2975      AO
95      95      AO2610  20251021  ...     2968       2990      AO
96      96      AD2511  20251021  ...    20330      20330      AD
97      97      AD2512  20251021  ...    20400      20400      AD
98      98      AD2601  20251021  ...    20440      20440      AD
99      99      AD2602  20251021  ...    20445      20435      AD
100    100      AD2603  20251021  ...    20495      20350      AD
101    101      AD2604  20251021  ...    20450      20420      AD
102    102      AD2605  20251021  ...    20355      20360      AD
103    103      AD2606  20251021  ...    20335      20335      AD
104    104      AD2607  20251021  ...    20270      20270      AD
105    105      AD2608  20251021  ...    20390      20390      AD
106    106      AD2609  20251021  ...    20640      20640      AD
107    107      AD2610  20251021  ...    20495      20495      AD
108    108      AU2511  20251021  ...   990.32     973.38      AU
109    109      AU2512  20251021  ...   991.44      974.4      AU
110    110      AU2601  20251021  ...   992.86     977.04      AU
111    111      AU2602  20251021  ...    994.4     976.78      AU
112    112      AU2604  20251021  ...    996.3     979.42      AU
113    113      AU2606  20251021  ...   998.12     982.34      AU
114    114      AU2608  20251021  ...   999.56     984.54      AU
115    115      AU2610  20251021  ...  1002.78     986.66      AU
116    116      AG2511  20251021  ...    11849      11784      AG
117    117      AG2512  20251021  ...    11862      11782      AG
118    118      AG2601  20251021  ...    11874      11802      AG
119    119      AG2602  20251021  ...    11877      11809      AG
120    120      AG2603  20251021  ...    11893      11833      AG
121    121      AG2604  20251021  ...    11895      11834      AG
122    122      AG2605  20251021  ...    11900      11850      AG
123    123      AG2606  20251021  ...    11909      11857      AG
124    124      AG2607  20251021  ...    11927      11865      AG
125    125      AG2608  20251021  ...    11928      11872      AG
126    126      AG2609  20251021  ...    11947      11885      AG
127    127      AG2610  20251021  ...    11955      11910      AG
128    128      RB2511  20251021  ...     2990       2997      RB
129    129      RB2512  20251021  ...     3036       3041      RB
130    130      RB2601  20251021  ...     3050       3058      RB
131    131      RB2602  20251021  ...     3055       3063      RB
132    132      RB2603  20251021  ...     3078       3087      RB
133    133      RB2604  20251021  ...     3093       3105      RB
134    134      RB2605  20251021  ...     3106       3114      RB
135    135      RB2606  20251021  ...     3119       3129      RB
136    136      RB2607  20251021  ...     3133       3137      RB
137    137      RB2608  20251021  ...     3137       3145      RB
138    138      RB2609  20251021  ...     3139       3152      RB
139    139      RB2610  20251021  ...     3147       3151      RB
140    140      WR2511  20251021  ...     3310       3310      WR
141    141      WR2512  20251021  ...     3262       3262      WR
142    142      WR2601  20251021  ...     3339       3362      WR
143    143      WR2602  20251021  ...     3373       3403      WR
144    144      WR2603  20251021  ...     3361       3361      WR
145    145      WR2604  20251021  ...     3369       3369      WR
146    146      WR2605  20251021  ...     3365       3365      WR
147    147      WR2606  20251021  ...     3363       3363      WR
148    148      WR2607  20251021  ...     3400       3430      WR
149    149      WR2608  20251021  ...     3412       3461      WR
150    150      WR2609  20251021  ...     3430       3430      WR
151    151      WR2610  20251021  ...     3430       3430      WR
152    152      HC2511  20251021  ...     3281       3275      HC
153    153      HC2512  20251021  ...     3249       3261      HC
154    154      HC2601  20251021  ...     3221       3229      HC
155    155      HC2602  20251021  ...     3221       3231      HC
156    156      HC2603  20251021  ...     3227       3235      HC
157    157      HC2604  20251021  ...     3224       3240      HC
158    158      HC2605  20251021  ...     3239       3245      HC
159    159      HC2606  20251021  ...     3249       3247      HC
160    160      HC2607  20251021  ...     3249       3256      HC
161    161      HC2608  20251021  ...     3256       3262      HC
162    162      HC2609  20251021  ...     3252       3267      HC
163    163      HC2610  20251021  ...     3261       3267      HC
164    164      SS2511  20251021  ...    12640      12590      SS
165    165      SS2512  20251021  ...    12665      12610      SS
166    166      SS2601  20251021  ...    12745      12700      SS
167    167      SS2602  20251021  ...    12800      12755      SS
168    168      SS2603  20251021  ...    12885      12845      SS
169    169      SS2604  20251021  ...    12945      12925      SS
170    170      SS2605  20251021  ...    12995      12950      SS
171    171      SS2606  20251021  ...    13055      13025      SS
172    172      SS2607  20251021  ...    13080      13070      SS
173    173      SS2608  20251021  ...    13130      13135      SS
174    174      SS2609  20251021  ...    13220      13180      SS
175    175      SS2610  20251021  ...    13250      13230      SS
176    176      SC2511  20251021  ...      433      436.3      SC
177    177      SC2512  20251021  ...    436.2      439.1      SC
178    178      SC2601  20251021  ...    437.9      439.9      SC
179    179      SC2602  20251021  ...    439.8      441.3      SC
180    180      SC2603  20251021  ...    441.4      442.4      SC
181    181      SC2604  20251021  ...    443.9      443.9      SC
182    182      SC2605  20251021  ...    445.5      444.6      SC
183    183      SC2606  20251021  ...    446.4      445.5      SC
184    184      SC2607  20251021  ...    447.4      447.3      SC
185    185      SC2608  20251021  ...    446.3      448.1      SC
186    186      SC2609  20251021  ...    448.9      447.8      SC
187    187      SC2610  20251021  ...    447.3      447.3      SC
188    188      SC2612  20251021  ...    448.6      450.4      SC
189    189      SC2703  20251021  ...    448.1      448.1      SC
190    190      SC2706  20251021  ...    447.1      451.7      SC
191    191      SC2709  20251021  ...    450.2      450.2      SC
192    192      SC2712  20251021  ...    451.8      451.8      SC
193    193      SC2803  20251021  ...    449.6      448.9      SC
194    194      SC2806  20251021  ...      457      454.8      SC
195    195      SC2809  20251021  ...    455.8      456.3      SC
196    196      LU2511  20251021  ...     3036       3054      LU
197    197      LU2512  20251021  ...     3064       3085      LU
198    198      LU2601  20251021  ...     3068       3090      LU
199    199      LU2602  20251021  ...     3076       3098      LU
200    200      LU2603  20251021  ...     3083       3099      LU
201    201      LU2604  20251021  ...     3112       3112      LU
202    202      LU2605  20251021  ...     3088       3115      LU
203    203      LU2606  20251021  ...     3100       3124      LU
204    204      LU2607  20251021  ...     3103       3128      LU
205    205      LU2608  20251021  ...     3130       3130      LU
206    206      LU2609  20251021  ...     3114       3137      LU
207    207      LU2610  20251021  ...     3121       3137      LU
208    208      FU2511  20251021  ...     2750       2772      FU
209    209      FU2512  20251021  ...     2665       2684      FU
210    210      FU2601  20251021  ...     2635       2650      FU
211    211      FU2602  20251021  ...     2619       2633      FU
212    212      FU2603  20251021  ...     2613       2626      FU
213    213      FU2604  20251021  ...     2613       2625      FU
214    214      FU2605  20251021  ...     2605       2619      FU
215    215      FU2606  20251021  ...     2597       2611      FU
216    216      FU2607  20251021  ...     2589       2606      FU
217    217      FU2608  20251021  ...     2569       2581      FU
218    218      FU2609  20251021  ...     2560       2575      FU
219    219      FU2610  20251021  ...     2555       2567      FU
220    220      BU2511  20251021  ...     3263       3245      BU
221    221      BU2512  20251021  ...     3188       3172      BU
222    222      BU2601  20251021  ...     3156       3144      BU
223    223      BU2602  20251021  ...     3166       3153      BU
224    224      BU2603  20251021  ...     3187       3171      BU
225    225      BU2604  20251021  ...     3192       3180      BU
226    226      BU2605  20251021  ...     3200       3185      BU
227    227      BU2606  20251021  ...     3209       3193      BU
228    228      BU2607  20251021  ...     3198       3198      BU
229    229      BU2608  20251021  ...     3210       3190      BU
230    230      BU2609  20251021  ...     3211       3195      BU
231    231      BU2610  20251021  ...     3174       3168      BU
232    232      BU2612  20251021  ...     3153       3140      BU
233    233      BU2703  20251021  ...     3150       3150      BU
234    234      BU2706  20251021  ...     3173       3166      BU
235    235      BU2709  20251021  ...     3184       3166      BU
236    236      BR2511  20251021  ...    11040      10985      BR
237    237      BR2512  20251021  ...    10955      10880      BR
238    238      BR2601  20251021  ...    10940      10855      BR
239    239      BR2602  20251021  ...    10965      10850      BR
240    240      BR2603  20251021  ...    10945      10840      BR
241    241      BR2604  20251021  ...    11000      10890      BR
242    242      BR2605  20251021  ...    11020      10890      BR
243    243      BR2606  20251021  ...    11065      10910      BR
244    244      BR2607  20251021  ...    11285      11120      BR
245    245      BR2608  20251021  ...    11225      11185      BR
246    246      BR2609  20251021  ...    11215      11140      BR
247    247      BR2610  20251021  ...    11305      11210      BR
248    248      RU2511  20251021  ...    14260      14105      RU
249    249      RU2601  20251021  ...    15000      14865      RU
250    250      RU2603  20251021  ...    15010      14865      RU
251    251      RU2604  20251021  ...    15035      14880      RU
252    252      RU2605  20251021  ...    14995      14845      RU
253    253      RU2606  20251021  ...    15055      14855      RU
254    254      RU2607  20251021  ...    15155      14905      RU
255    255      RU2608  20251021  ...    14850      14915      RU
256    256      RU2609  20251021  ...    15140      14890      RU
257    257      RU2610  20251021  ...    15170      14890      RU
258    258      NR2511  20251021  ...    12295      12275      NR
259    259      NR2512  20251021  ...    12285      12240      NR
260    260      NR2601  20251021  ...    12275      12185      NR
261    261      NR2602  20251021  ...    12245      12115      NR
262    262      NR2603  20251021  ...    12280      12095      NR
263    263      NR2604  20251021  ...    12230      12090      NR
264    264      NR2605  20251021  ...    12250      12130      NR
265    265      NR2606  20251021  ...    12275      12150      NR
266    266      NR2607  20251021  ...    12180      12150      NR
267    267      NR2608  20251021  ...    12195      12135      NR
268    268      NR2609  20251021  ...    12305      12215      NR
269    269      NR2610  20251021  ...    12275      12225      NR
270    270      SP2511  20251021  ...     4846       4858      SP
271    271      SP2512  20251021  ...     4874       4884      SP
272    272      SP2601  20251021  ...     5154       5158      SP
273    273      SP2602  20251021  ...     5174       5166      SP
274    274      SP2603  20251021  ...     5180       5186      SP
275    275      SP2604  20251021  ...     5210       5202      SP
276    276      SP2605  20251021  ...     5208       5214      SP
277    277      SP2606  20251021  ...     5212       5212      SP
278    278      SP2607  20251021  ...     5220       5212      SP
279    279      SP2608  20251021  ...     5226       5214      SP
280    280      SP2609  20251021  ...     5212       5212      SP
281    281      SP2610  20251021  ...     5236       5212      SP
282    282      OP2601  20251021  ...     4166       4174      OP
283    283      OP2602  20251021  ...     4168       4166      OP
284    284      OP2603  20251021  ...     4176       4172      OP
285    285      OP2604  20251021  ...     4202       4208      OP
286    286      OP2605  20251021  ...     4200       4204      OP
287    287      OP2606  20251021  ...     4176       4176      OP
288    288      OP2607  20251021  ...     4190       4210      OP
289    289      OP2608  20251021  ...     4214       4212      OP
290    290      OP2609  20251021  ...     4198       4198      OP
291    291      OP2610  20251021  ...     4202       4202      OP
292    292      EC2510  20251021  ...   1133.9     1102.6      EC
293    293      EC2512  20251021  ...   1748.9     1683.4      EC
294    294      EC2602  20251021  ...   1554.6     1524.2      EC
295    295      EC2604  20251021  ...     1166     1152.4      EC
296    296      EC2606  20251021  ...   1350.7     1328.9      EC
297    297      EC2608  20251021  ...   1472.3     1445.3      EC
298    298  SC_TAS2511  20251021  ...                      SC_TAS
299    299  SC_TAS2512  20251021  ...                      SC_TAS
300    300  SC_TAS2601  20251021  ...                      SC_TAS
301    301  SC_TAS2602  20251021  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-22 18:26:13,327 - future_1d - INFO - ak.get_shfe_daily('2025-10-21') done
2025-10-22 18:26:15,097 - future_1d - INFO - save future_daily 2025-10-21 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251022      0.0  ...  50860.0     51935.0       PS
1   PS2511  20251022  50700.0  ...  50235.0     50590.0       PS
2   PS2512  20251022  53005.0  ...  52600.0     52985.0       PS
3   PS2601  20251022  53000.0  ...  52520.0     52915.0       PS
4   PS2602  20251022  52885.0  ...  52145.0     52715.0       PS
5   PS2603  20251022  52655.0  ...  52140.0     52665.0       PS
6   PS2604  20251022  52600.0  ...  51850.0     52390.0       PS
7   PS2605  20251022  52620.0  ...  51920.0     52340.0       PS
8   PS2606  20251022  54380.0  ...  53590.0     54080.0       PS
9   PS2607  20251022  54010.0  ...  53360.0     53780.0       PS
10  PS2608  20251022  54015.0  ...  53135.0     53470.0       PS
11  PS2609  20251022  53360.0  ...  53110.0     53500.0       PS
13  SI2510  20251022      0.0  ...   8615.0      8460.0       SI
14  SI2511  20251022   8515.0  ...   8500.0      8480.0       SI
15  SI2512  20251022   8935.0  ...   8870.0      8865.0       SI
16  SI2601  20251022   8855.0  ...   8820.0      8820.0       SI
17  SI2602  20251022   8830.0  ...   8825.0      8835.0       SI
18  SI2603  20251022   8840.0  ...   8835.0      8840.0       SI
19  SI2604  20251022   8830.0  ...   8835.0      8855.0       SI
20  SI2605  20251022   8860.0  ...   8855.0      8850.0       SI
21  SI2606  20251022   8860.0  ...   8855.0      8865.0       SI
22  SI2607  20251022   8865.0  ...   8870.0      8855.0       SI
23  SI2608  20251022   8890.0  ...   8890.0      8890.0       SI
24  SI2609  20251022   8890.0  ...   8900.0      8900.0       SI
27  LC2510  20251022  76160.0  ...  73480.0     75780.0       LC
28  LC2511  20251022  75380.0  ...  76320.0     75440.0       LC
29  LC2512  20251022  76620.0  ...  76700.0     75800.0       LC
30  LC2601  20251022  76000.0  ...  76740.0     75880.0       LC
31  LC2602  20251022  75800.0  ...  76620.0     75680.0       LC
32  LC2603  20251022  75860.0  ...  76460.0     75580.0       LC
33  LC2604  20251022  76220.0  ...  76720.0     75840.0       LC
34  LC2605  20251022  76180.0  ...  76880.0     75920.0       LC
35  LC2606  20251022  75820.0  ...  76640.0     75720.0       LC
36  LC2607  20251022  76100.0  ...  76560.0     75700.0       LC
37  LC2608  20251022  76240.0  ...  76740.0     75940.0       LC
38  LC2609  20251022  76080.0  ...  76820.0     76060.0       LC

[36 rows x 12 columns]
2025-10-22 18:26:19,761 - future_1d - INFO - ak.get_gfex_daily('2025-10-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251022   4030.00  ...   4027.00     4049.00        A
1     a2601  20251022   4060.00  ...   4050.00     4073.00        A
2     a2603  20251022   4068.00  ...   4052.00     4071.00        A
3     a2605  20251022   4098.00  ...   4092.00     4104.00        A
4     a2607  20251022   4098.00  ...   4088.00     4101.00        A
5     a2609  20251022   4098.00  ...   4091.00     4106.00        A
6     b2510  20251022      0.00  ...   3629.00     3600.00        B
7     b2511  20251022   3586.00  ...   3572.00     3611.00        B
8     b2512  20251022   3601.00  ...   3583.00     3620.00        B
9     b2601  20251022   3621.00  ...   3595.00     3629.00        B
10    b2602  20251022   3630.00  ...   3616.00     3643.00        B
11    b2603  20251022   3602.00  ...   3589.00     3609.00        B
12    b2604  20251022   3501.00  ...   3496.00     3512.00        B
13    b2605  20251022   3461.00  ...   3452.00     3467.00        B
14    b2606  20251022   3431.00  ...   3427.00     3438.00        B
15    b2607  20251022   3427.00  ...   3430.00     3438.00        B
16    b2608  20251022   3527.00  ...   3524.00     3533.00        B
17    b2609  20251022   3564.00  ...   3552.00     3564.00        B
18   bb2511  20251022      0.00  ...    144.50      144.50       BB
19   bb2601  20251022    146.70  ...    146.90      147.00       BB
20   bb2603  20251022    146.85  ...    146.90      147.10       BB
21   bb2605  20251022    146.90  ...    146.90      147.10       BB
22   bb2607  20251022      0.00  ...    151.85      152.05       BB
23   bb2609  20251022      0.00  ...    151.85      152.05       BB
24   bz2603  20251022   5476.00  ...   5521.00     5482.00       BZ
25   bz2604  20251022   5480.00  ...   5522.00     5480.00       BZ
26   bz2605  20251022   5505.00  ...   5516.00     5482.00       BZ
27   bz2606  20251022   5483.00  ...   5492.00     5480.00       BZ
28   bz2607  20251022      0.00  ...   5519.00     5468.00       BZ
29   bz2608  20251022   5535.00  ...   5535.00     5480.00       BZ
30   bz2609  20251022      0.00  ...   5536.00     5456.00       BZ
31    c2511  20251022   2120.00  ...   2114.00     2119.00        C
32    c2601  20251022   2141.00  ...   2131.00     2141.00        C
33    c2603  20251022   2169.00  ...   2159.00     2170.00        C
34    c2605  20251022   2249.00  ...   2238.00     2249.00        C
35    c2607  20251022   2274.00  ...   2261.00     2273.00        C
36    c2609  20251022   2287.00  ...   2274.00     2289.00        C
37   cs2511  20251022   2390.00  ...   2398.00     2389.00       CS
38   cs2601  20251022   2430.00  ...   2424.00     2422.00       CS
39   cs2603  20251022   2447.00  ...   2441.00     2442.00       CS
40   cs2605  20251022   2551.00  ...   2545.00     2548.00       CS
41   cs2607  20251022   2566.00  ...   2563.00     2565.00       CS
42   cs2609  20251022   2616.00  ...   2606.00     2608.00       CS
43   eb2510  20251022      0.00  ...   6217.00     6217.00       EB
44   eb2511  20251022   6480.00  ...   6484.00     6441.00       EB
45   eb2512  20251022   6502.00  ...   6511.00     6470.00       EB
46   eb2601  20251022   6535.00  ...   6561.00     6519.00       EB
47   eb2602  20251022   6585.00  ...   6616.00     6585.00       EB
48   eb2603  20251022   6669.00  ...   6684.00     6650.00       EB
49   eb2604  20251022   6730.00  ...   6765.00     6718.00       EB
50   eb2605  20251022   6784.00  ...   6826.00     6782.00       EB
51   eb2606  20251022   6823.00  ...   6820.00     6817.00       EB
52   eb2607  20251022   6909.00  ...   6920.00     6817.00       EB
53   eb2608  20251022   6925.00  ...   6938.00     6822.00       EB
54   eb2609  20251022   6919.00  ...   6914.00     6868.00       EB
55   eg2510  20251022      0.00  ...   4057.00     4057.00       EG
56   eg2511  20251022   4006.00  ...   4019.00     4001.00       EG
57   eg2512  20251022   3988.00  ...   4023.00     4000.00       EG
58   eg2601  20251022   4015.00  ...   4033.00     4003.00       EG
59   eg2602  20251022   4025.00  ...   4041.00     4015.00       EG
60   eg2603  20251022   4033.00  ...   4059.00     4028.00       EG
61   eg2604  20251022   4076.00  ...   4093.00     4093.00       EG
62   eg2605  20251022   4107.00  ...   4111.00     4085.00       EG
63   eg2606  20251022   4099.00  ...   4131.00     4103.00       EG
64   eg2607  20251022   4133.00  ...   4143.00     4114.00       EG
65   eg2608  20251022   4164.00  ...   4164.00     4119.00       EG
66   eg2609  20251022   4171.00  ...   4178.00     4140.00       EG
67   fb2510  20251022      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251022   1228.50  ...   1230.50     1236.50       FB
69   fb2512  20251022   1258.50  ...   1257.50     1259.00       FB
70   fb2601  20251022   1273.00  ...   1269.00     1267.50       FB
71   fb2602  20251022   1267.00  ...   1268.50     1266.50       FB
72   fb2603  20251022   1260.00  ...   1261.00     1261.00       FB
73   fb2604  20251022      0.00  ...   1260.50     1260.50       FB
74   fb2605  20251022   1268.50  ...   1268.50     1285.50       FB
75   fb2606  20251022      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251022      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251022      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251022      0.00  ...   1296.00     1296.00       FB
79    i2510  20251022      0.00  ...    809.00      806.00        I
80    i2511  20251022    792.00  ...    797.00      791.50        I
81    i2512  20251022    785.00  ...    787.00      782.00        I
82    i2601  20251022    772.50  ...    774.00      769.00        I
83    i2602  20251022    770.50  ...    772.00      767.50        I
84    i2603  20251022    767.00  ...    768.50      763.50        I
85    i2604  20251022    764.00  ...    763.50      758.50        I
86    i2605  20251022    752.00  ...    753.50      749.50        I
87    i2606  20251022    748.00  ...    748.50      745.50        I
88    i2607  20251022    743.00  ...    744.00      739.50        I
89    i2608  20251022    739.00  ...    739.50      735.50        I
90    i2609  20251022    730.50  ...    732.50      729.00        I
91    j2510  20251022      0.00  ...   1600.50     1600.00        J
92    j2511  20251022   1627.50  ...   1634.00     1626.00        J
93    j2512  20251022   1661.00  ...   1671.50     1662.50        J
94    j2601  20251022   1672.00  ...   1696.50     1691.50        J
95    j2602  20251022   1717.50  ...   1717.50     1732.50        J
96    j2603  20251022   1738.50  ...   1738.50     1738.50        J
97    j2604  20251022   1805.00  ...   1805.00     1816.50        J
98    j2605  20251022   1810.00  ...   1840.50     1837.50        J
99    j2606  20251022   1847.50  ...   1858.50     1881.50        J
100   j2607  20251022      0.00  ...   1881.00     1881.00        J
101   j2608  20251022      0.00  ...   1865.00     1865.00        J
102   j2609  20251022   1917.50  ...   1921.00     1917.50        J
103  jd2510  20251022   2780.00  ...   2780.00     2790.00       JD
104  jd2511  20251022   2820.00  ...   2806.00     2794.00       JD
105  jd2512  20251022   2962.00  ...   2932.00     2931.00       JD
106  jd2601  20251022   3169.00  ...   3157.00     3155.00       JD
107  jd2602  20251022   2950.00  ...   2940.00     2946.00       JD
108  jd2603  20251022   2955.00  ...   2947.00     2956.00       JD
109  jd2604  20251022   3142.00  ...   3138.00     3138.00       JD
110  jd2605  20251022   3349.00  ...   3336.00     3342.00       JD
111  jd2606  20251022   3241.00  ...   3222.00     3240.00       JD
112  jd2607  20251022   3487.00  ...   3460.00     3480.00       JD
113  jd2608  20251022   3956.00  ...   3931.00     3958.00       JD
114  jd2609  20251022   3828.00  ...   3796.00     3838.00       JD
115  jm2510  20251022   1065.50  ...    953.00     1055.50       JM
116  jm2511  20251022   1068.50  ...   1077.00     1071.50       JM
117  jm2512  20251022   1118.00  ...   1131.00     1125.50       JM
118  jm2601  20251022   1180.00  ...   1197.00     1192.50       JM
119  jm2602  20251022   1202.00  ...   1219.50     1214.50       JM
120  jm2603  20251022   1219.50  ...   1238.50     1231.00       JM
121  jm2604  20251022   1232.50  ...   1256.00     1248.50       JM
122  jm2605  20251022   1251.00  ...   1272.00     1265.00       JM
123  jm2606  20251022   1277.50  ...   1296.00     1282.00       JM
124  jm2607  20251022   1292.00  ...   1306.50     1298.50       JM
125  jm2608  20251022   1314.00  ...   1332.00     1322.50       JM
126  jm2609  20251022   1335.00  ...   1351.00     1338.00       JM
127   l2510  20251022      0.00  ...   6922.00     6848.00        L
128   l2511  20251022   6862.00  ...   6887.00     6851.00        L
129   l2512  20251022   6883.00  ...   6908.00     6865.00        L
130   l2601  20251022   6889.00  ...   6914.00     6869.00        L
131   l2602  20251022   6892.00  ...   6906.00     6867.00        L
132   l2603  20251022   6900.00  ...   6923.00     6874.00        L
133   l2604  20251022   6991.00  ...   6985.00     6902.00        L
134   l2605  20251022   6917.00  ...   6953.00     6911.00        L
135   l2606  20251022   6940.00  ...   6944.00     6904.00        L
136   l2607  20251022   6952.00  ...   6956.00     6932.00        L
137   l2608  20251022   6949.00  ...   6950.00     6947.00        L
138   l2609  20251022   6959.00  ...   6993.00     6946.00        L
139  lg2511  20251022    802.00  ...    792.50      803.00       LG
140  lg2601  20251022    839.50  ...    832.00      837.00       LG
141  lg2603  20251022    836.00  ...    834.50      834.00       LG
142  lg2605  20251022    836.00  ...    835.50      836.50       LG
143  lg2607  20251022    838.00  ...    837.00      837.50       LG
144  lg2609  20251022    837.00  ...    836.00      838.00       LG
145  lh2511  20251022  11575.00  ...  11440.00    11430.00       LH
146  lh2601  20251022  12230.00  ...  12205.00    12120.00       LH
147  lh2603  20251022  11650.00  ...  11580.00    11520.00       LH
148  lh2605  20251022  12090.00  ...  12100.00    12055.00       LH
149  lh2607  20251022  12800.00  ...  12835.00    12830.00       LH
150  lh2609  20251022  13675.00  ...  13650.00    13635.00       LH
151   m2511  20251022   2862.00  ...   2852.00     2878.00        M
152   m2512  20251022   2897.00  ...   2878.00     2905.00        M
153   m2601  20251022   2886.00  ...   2872.00     2897.00        M
154   m2603  20251022   2874.00  ...   2867.00     2885.00        M
155   m2605  20251022   2740.00  ...   2737.00     2744.00        M
156   m2607  20251022   2727.00  ...   2723.00     2728.00        M
157   m2608  20251022   2851.00  ...   2847.00     2853.00        M
158   m2609  20251022   2860.00  ...   2853.00     2860.00        M
159   p2510  20251022      0.00  ...   9402.00     9120.00        P
160   p2511  20251022   9190.00  ...   9138.00     9226.00        P
161   p2512  20251022   9220.00  ...   9166.00     9272.00        P
162   p2601  20251022   9286.00  ...   9224.00     9322.00        P
163   p2602  20251022   9270.00  ...   9236.00     9314.00        P
164   p2603  20251022   9286.00  ...   9254.00     9330.00        P
165   p2604  20251022   9278.00  ...   9246.00     9348.00        P
166   p2605  20251022   9254.00  ...   9196.00     9306.00        P
167   p2606  20251022   9176.00  ...   9136.00     9232.00        P
168   p2607  20251022   9084.00  ...   9050.00     9146.00        P
169   p2608  20251022   9008.00  ...   8998.00     9050.00        P
170   p2609  20251022   8988.00  ...   8958.00     9012.00        P
171  pg2510  20251022      0.00  ...   4339.00     4339.00       PG
172  pg2511  20251022   4251.00  ...   4281.00     4246.00       PG
173  pg2512  20251022   4108.00  ...   4130.00     4106.00       PG
174  pg2601  20251022   4006.00  ...   4011.00     3997.00       PG
175  pg2602  20251022   3917.00  ...   3913.00     3904.00       PG
176  pg2603  20251022   3808.00  ...   3800.00     3796.00       PG
177  pg2604  20251022   4137.00  ...   4128.00     4124.00       PG
178  pg2605  20251022   4058.00  ...   4054.00     4048.00       PG
179  pg2606  20251022   3980.00  ...   3987.00     3986.00       PG
180  pg2607  20251022   3931.00  ...   3927.00     3923.00       PG
181  pg2608  20251022   3869.00  ...   3867.00     3866.00       PG
182  pg2609  20251022   3801.00  ...   3806.00     3802.00       PG
183  pp2510  20251022      0.00  ...   6571.00     6455.00       PP
184  pp2511  20251022   6530.00  ...   6542.00     6507.00       PP
185  pp2512  20251022   6566.00  ...   6591.00     6553.00       PP
186  pp2601  20251022   6610.00  ...   6607.00     6572.00       PP
187  pp2602  20251022   6589.00  ...   6599.00     6570.00       PP
188  pp2603  20251022   6591.00  ...   6606.00     6572.00       PP
189  pp2604  20251022   6621.00  ...   6644.00     6600.00       PP
190  pp2605  20251022   6635.00  ...   6652.00     6619.00       PP
191  pp2606  20251022   6589.00  ...   6627.00     6599.00       PP
192  pp2607  20251022   6597.00  ...   6614.00     6597.00       PP
193  pp2608  20251022   6629.00  ...   6646.00     6625.00       PP
194  pp2609  20251022   6667.00  ...   6673.00     6647.00       PP
195  rr2510  20251022      0.00  ...   3617.00     3635.00       RR
196  rr2511  20251022   3618.00  ...   3616.00     3618.00       RR
197  rr2512  20251022   3605.00  ...   3591.00     3599.00       RR
198  rr2601  20251022   3626.00  ...   3619.00     3627.00       RR
199  rr2602  20251022   3611.00  ...   3601.00     3613.00       RR
200  rr2603  20251022   3609.00  ...   3607.00     3615.00       RR
201  rr2604  20251022   3623.00  ...   3615.00     3621.00       RR
202  rr2605  20251022   3611.00  ...   3610.00     3616.00       RR
203  rr2606  20251022   3605.00  ...   3602.00     3610.00       RR
204  rr2607  20251022   3603.00  ...   3602.00     3616.00       RR
205  rr2608  20251022   3589.00  ...   3598.00     3604.00       RR
206  rr2609  20251022      0.00  ...   3616.00     3616.00       RR
207   v2510  20251022   4590.00  ...   4588.00     4590.00        V
208   v2511  20251022   4630.00  ...   4621.00     4613.00        V
209   v2512  20251022   4668.00  ...   4664.00     4655.00        V
210   v2601  20251022   4695.00  ...   4706.00     4699.00        V
211   v2602  20251022   4743.00  ...   4755.00     4742.00        V
212   v2603  20251022   4762.00  ...   4784.00     4773.00        V
213   v2604  20251022   4954.00  ...   4977.00     4974.00        V
214   v2605  20251022   4990.00  ...   5011.00     5002.00        V
215   v2606  20251022   5032.00  ...   5043.00     5051.00        V
216   v2607  20251022   5068.00  ...   5086.00     5088.00        V
217   v2608  20251022   5098.00  ...   5120.00     5120.00        V
218   v2609  20251022   5122.00  ...   5147.00     5126.00        V
219   y2511  20251022   8252.00  ...   8214.00     8294.00        Y
220   y2512  20251022   8314.00  ...   8278.00     8348.00        Y
221   y2601  20251022   8294.00  ...   8246.00     8320.00        Y
222   y2603  20251022   8226.00  ...   8200.00     8276.00        Y
223   y2605  20251022   8126.00  ...   8076.00     8134.00        Y
224   y2607  20251022   8050.00  ...   8004.00     8076.00        Y
225   y2608  20251022   8026.00  ...   8008.00     8070.00        Y
226   y2609  20251022   8028.00  ...   7982.00     8028.00        Y

[227 rows x 12 columns]
2025-10-22 18:26:20,511 - future_1d - INFO - ak.get_dce_daily('2025-10-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251022   9380.0   9499.0  ...       37.76   9440.0      9440.0       AP
1    AP511  20251022   8832.0   8867.0  ...     1852.90   8823.0      8879.0       AP
2    AP512  20251022   8737.0   8784.0  ...     2816.59   8747.0      8774.0       AP
3    AP601  20251022   8815.0   8846.0  ...   744830.10   8790.0      8819.0       AP
4    AP603  20251022   8875.0   8917.0  ...     2043.17   8883.0      8898.0       AP
5    AP604  20251022   9092.0   9127.0  ...     1519.42   9098.0      9108.0       AP
6    AP605  20251022   9200.0   9349.0  ...   222362.68   9297.0      9282.0       AP
7    CF511  20251022  13730.0  13760.0  ...    44711.53  13705.0     13645.0       CF
8    CF601  20251022  13525.0  13570.0  ...  1301742.96  13540.0     13495.0       CF
9    CF603  20251022  13570.0  13600.0  ...   127018.78  13570.0     13535.0       CF
10   CF605  20251022  13610.0  13620.0  ...   338149.73  13590.0     13560.0       CF
11   CF607  20251022  13615.0  13635.0  ...      951.87  13600.0     13560.0       CF
12   CF609  20251022  13770.0  13790.0  ...     4376.01  13760.0     13720.0       CF
13   CJ512  20251022  11235.0  11260.0  ...     9322.85  11045.0     11275.0       CJ
14   CJ601  20251022  11350.0  11375.0  ...  1757891.84  11160.0     11400.0       CJ
15   CJ603  20251022  11250.0  11275.0  ...    28359.64  11005.0     11295.0       CJ
16   CJ605  20251022  11315.0  11355.0  ...   403634.53  11105.0     11370.0       CJ
17   CJ607  20251022  11380.0  11430.0  ...    10026.58  11155.0     11445.0       CJ
18   CJ609  20251022  11505.0  11555.0  ...     4178.92  11325.0     11580.0       CJ
19   CY510  20251022      0.0      0.0  ...        0.00  19840.0     19765.0       CY
20   CY511  20251022  19985.0  20035.0  ...      169.67  19960.0     20000.0       CY
21   CY512  20251022      0.0      0.0  ...        0.00  19515.0     19505.0       CY
22   CY601  20251022  19760.0  19775.0  ...   108225.18  19740.0     19665.0       CY
23   CY602  20251022      0.0      0.0  ...        0.00  19570.0     19475.0       CY
24   CY603  20251022  19720.0  19730.0  ...       49.31  19725.0     19755.0       CY
25   CY604  20251022  19555.0  19555.0  ...        9.78  19555.0     19400.0       CY
26   CY605  20251022  19730.0  19745.0  ...       19.74  19740.0     19790.0       CY
27   CY606  20251022      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251022      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251022      0.0      0.0  ...        0.00  19770.0     19770.0       CY
30   CY609  20251022  20085.0  20085.0  ...       10.04  20085.0     19955.0       CY
31   FG510  20251022    980.0    980.0  ...       41.16    980.0       980.0       FG
32   FG511  20251022    991.0    996.0  ...    15167.23    992.0       992.0       FG
33   FG512  20251022   1095.0   1107.0  ...    95811.15   1096.0      1094.0       FG
34   FG601  20251022   1088.0   1100.0  ...  3017766.48   1090.0      1089.0       FG
35   FG602  20251022   1160.0   1169.0  ...    48663.58   1163.0      1158.0       FG
36   FG603  20251022   1164.0   1173.0  ...   132019.86   1165.0      1161.0       FG
37   FG604  20251022   1236.0   1248.0  ...      488.83   1241.0      1235.0       FG
38   FG605  20251022   1238.0   1248.0  ...   132742.96   1240.0      1235.0       FG
39   FG606  20251022   1277.0   1292.0  ...      791.97   1286.0      1277.0       FG
40   FG607  20251022   1263.0   1282.0  ...     1016.74   1274.0      1263.0       FG
41   FG608  20251022   1317.0   1337.0  ...      985.78   1329.0      1317.0       FG
42   FG609  20251022   1320.0   1337.0  ...     6186.81   1329.0      1317.0       FG
43   JR511  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251022      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251022      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251022      0.0      0.0  ...      511.43   2253.0      2245.0       MA
52   MA511  20251022   2250.0   2250.0  ...     4995.64   2235.0      2238.0       MA
53   MA512  20251022   2268.0   2268.0  ...    49724.53   2253.0      2248.0       MA
54   MA601  20251022   2276.0   2276.0  ...  1312118.92   2265.0      2257.0       MA
55   MA602  20251022   2300.0   2305.0  ...    44831.28   2294.0      2281.0       MA
56   MA603  20251022   2316.0   2325.0  ...    68162.53   2314.0      2301.0       MA
57   MA604  20251022   2308.0   2326.0  ...      104.20   2316.0      2300.0       MA
58   MA605  20251022   2294.0   2311.0  ...   148175.06   2296.0      2281.0       MA
59   MA606  20251022   2290.0   2304.0  ...       22.92   2292.0      2286.0       MA
60   MA607  20251022   2278.0   2290.0  ...       29.66   2282.0      2273.0       MA
61   MA608  20251022   2270.0   2288.0  ...        4.56   2279.0      2269.0       MA
62   MA609  20251022   2257.0   2270.0  ...     3196.81   2258.0      2245.0       MA
63   OI511  20251022  10016.0  10025.0  ...    19996.11   9993.0     10037.0       OI
64   OI601  20251022   9845.0   9870.0  ...  1813809.79   9839.0      9882.0       OI
65   OI603  20251022   9696.0   9702.0  ...   335964.13   9671.0      9722.0       OI
66   OI605  20251022   9494.0   9507.0  ...   123541.80   9469.0      9507.0       OI
67   OI607  20251022   9435.0   9444.0  ...     1187.76   9427.0      9454.0       OI
68   OI609  20251022   9403.0   9409.0  ...     1417.70   9389.0      9433.0       OI
69   PF510  20251022   6100.0   6100.0  ...      496.95   6098.0      6090.0       PF
70   PF511  20251022   6088.0   6182.0  ...    24680.48   6136.0      6072.0       PF
71   PF512  20251022   6086.0   6180.0  ...   662015.08   6130.0      6058.0       PF
72   PF601  20251022   6096.0   6182.0  ...   168352.15   6150.0      6064.0       PF
73   PF602  20251022   6074.0   6172.0  ...   222624.49   6132.0      6060.0       PF
74   PF603  20251022   6074.0   6162.0  ...    90012.05   6126.0      6042.0       PF
75   PF604  20251022   6136.0   6202.0  ...      107.96   6170.0      6098.0       PF
76   PF605  20251022   6122.0   6198.0  ...      197.36   6168.0      6112.0       PF
77   PF606  20251022   6170.0   6170.0  ...       12.33   6166.0      6110.0       PF
78   PF607  20251022   6144.0   6250.0  ...       24.77   6192.0      6144.0       PF
79   PF608  20251022   6264.0   6264.0  ...        6.25   6250.0      6152.0       PF
80   PF609  20251022   6220.0   6244.0  ...       15.57   6228.0      6148.0       PF
81   PK510  20251022      0.0      0.0  ...        0.00   7804.0      7804.0       PK
82   PK511  20251022   7640.0   7702.0  ...    12160.04   7654.0      7674.0       PK
83   PK512  20251022   7764.0   7780.0  ...   102108.57   7736.0      7790.0       PK
84   PK601  20251022   7856.0   7858.0  ...   486157.45   7830.0      7900.0       PK
85   PK603  20251022   7970.0   7970.0  ...   105098.24   7928.0      7988.0       PK
86   PK604  20251022   7944.0   7960.0  ...     2124.29   7942.0      7990.0       PK
87   PK605  20251022   7990.0   8014.0  ...    24019.91   7978.0      8020.0       PK
88   PL601  20251022   6039.0   6112.0  ...    68261.91   6069.0      6031.0       PL
89   PL602  20251022   6097.0   6157.0  ...    32106.22   6115.0      6078.0       PL
90   PL603  20251022   6098.0   6155.0  ...    22374.16   6117.0      6075.0       PL
91   PL604  20251022      0.0      0.0  ...        0.00   6082.0      6082.0       PL
92   PL605  20251022   6060.0   6118.0  ...       85.24   6089.0      6075.0       PL
93   PL606  20251022      0.0      0.0  ...        0.00   6065.0      6002.0       PL
94   PL607  20251022   6179.0   6179.0  ...       24.72   6179.0      6037.0       PL
95   PL608  20251022      0.0      0.0  ...        0.00   6164.0      6164.0       PL
96   PL609  20251022      0.0      0.0  ...        0.00   6166.0      6166.0       PL
97   PM511  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251022      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251022      0.0      0.0  ...      128.39   5706.0      5660.0       PR
104  PR511  20251022   5594.0   5658.0  ...    11342.78   5626.0      5574.0       PR
105  PR512  20251022   5588.0   5648.0  ...   298331.69   5618.0      5556.0       PR
106  PR601  20251022   5550.0   5614.0  ...   477431.27   5574.0      5524.0       PR
107  PR602  20251022   5598.0   5656.0  ...   112066.77   5610.0      5568.0       PR
108  PR603  20251022   5600.0   5642.0  ...      176.96   5618.0      5580.0       PR
109  PR604  20251022   5596.0   5664.0  ...      169.16   5640.0      5606.0       PR
110  PR605  20251022   5624.0   5674.0  ...      228.78   5650.0      5608.0       PR
111  PR606  20251022   5706.0   5716.0  ...       17.13   5712.0      5644.0       PR
112  PR607  20251022      0.0      0.0  ...        0.00   5706.0      5670.0       PR
113  PR608  20251022      0.0      0.0  ...        0.00   5724.0      5682.0       PR
114  PR609  20251022      0.0      0.0  ...        0.00   5714.0      5656.0       PR
115  PX510  20251022   6410.0   6410.0  ...      573.70   6410.0      6302.0       PX
116  PX511  20251022   6334.0   6468.0  ...    14672.75   6406.0      6324.0       PX
117  PX512  20251022   6352.0   6468.0  ...   204140.38   6396.0      6328.0       PX
118  PX601  20251022   6356.0   6460.0  ...   654412.66   6402.0      6322.0       PX
119  PX602  20251022   6372.0   6474.0  ...   209706.39   6418.0      6342.0       PX
120  PX603  20251022   6368.0   6472.0  ...   177235.20   6396.0      6344.0       PX
121  PX604  20251022   6436.0   6438.0  ...        6.44   6438.0      6336.0       PX
122  PX605  20251022   6388.0   6474.0  ...     5264.81   6448.0      6368.0       PX
123  PX606  20251022   6452.0   6452.0  ...        3.23   6452.0      6378.0       PX
124  PX607  20251022      0.0      0.0  ...        0.00   6474.0      6374.0       PX
125  PX608  20251022   6472.0   6472.0  ...        6.47   6466.0      6384.0       PX
126  PX609  20251022   6440.0   6446.0  ...       12.89   6444.0      6408.0       PX
127  RI511  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251022      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251022   2401.0   2412.0  ...     2133.68   2406.0      2412.0       RM
134  RM601  20251022   2320.0   2327.0  ...   661496.36   2311.0      2340.0       RM
135  RM603  20251022   2295.0   2295.0  ...     7367.40   2287.0      2304.0       RM
136  RM605  20251022   2301.0   2304.0  ...   162595.28   2295.0      2306.0       RM
137  RM607  20251022   2294.0   2301.0  ...    11735.84   2291.0      2299.0       RM
138  RM608  20251022   2395.0   2401.0  ...     1208.65   2393.0      2402.0       RM
139  RM609  20251022   2392.0   2394.0  ...     5045.91   2387.0      2397.0       RM
140  RS511  20251022   5359.0   5434.0  ...       59.48   5407.0      5299.0       RS
141  RS607  20251022      0.0      0.0  ...        0.00   5506.0      5506.0       RS
142  RS608  20251022      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251022      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251022   1138.0   1139.0  ...      290.57   1135.0      1129.0       SA
145  SA511  20251022   1143.0   1158.0  ...     9484.78   1149.0      1137.0       SA
146  SA512  20251022   1200.0   1220.0  ...   140481.21   1210.0      1198.0       SA
147  SA601  20251022   1211.0   1230.0  ...  1886521.25   1220.0      1207.0       SA
148  SA602  20251022   1249.0   1267.0  ...   145213.50   1259.0      1249.0       SA
149  SA603  20251022   1255.0   1277.0  ...   268212.79   1267.0      1256.0       SA
150  SA604  20251022   1289.0   1309.0  ...      927.18   1302.0      1289.0       SA
151  SA605  20251022   1295.0   1313.0  ...    83819.59   1304.0      1295.0       SA
152  SA606  20251022   1314.0   1330.0  ...      431.47   1324.0      1310.0       SA
153  SA607  20251022   1317.0   1334.0  ...      728.21   1329.0      1319.0       SA
154  SA608  20251022   1353.0   1367.0  ...      253.36   1362.0      1353.0       SA
155  SA609  20251022   1358.0   1375.0  ...     3470.02   1367.0      1358.0       SA
156  SF510  20251022      0.0      0.0  ...      744.93   5340.0      5298.0       SF
157  SF511  20251022   5480.0   5554.0  ...    21070.98   5526.0      5488.0       SF
158  SF512  20251022   5486.0   5562.0  ...    37741.49   5526.0      5482.0       SF
159  SF601  20251022   5474.0   5558.0  ...   370098.22   5522.0      5480.0       SF
160  SF602  20251022   5400.0   5488.0  ...    39115.26   5452.0      5412.0       SF
161  SF603  20251022   5528.0   5634.0  ...    68752.17   5588.0      5536.0       SF
162  SF604  20251022   5588.0   5588.0  ...        2.79   5588.0      5536.0       SF
163  SF605  20251022   5520.0   5606.0  ...     2820.81   5576.0      5504.0       SF
164  SF606  20251022   5508.0   5568.0  ...      121.87   5540.0      5500.0       SF
165  SF607  20251022   5660.0   5710.0  ...       93.77   5684.0      5636.0       SF
166  SF608  20251022   5694.0   5694.0  ...        5.69   5694.0      5618.0       SF
167  SF609  20251022   5620.0   5676.0  ...      211.82   5648.0      5612.0       SF
168  SH510  20251022      0.0      0.0  ...        0.00   2350.0      2348.0       SH
169  SH511  20251022   2415.0   2428.0  ...     9711.69   2419.0      2411.0       SH
170  SH512  20251022   2389.0   2413.0  ...   126519.62   2400.0      2395.0       SH
171  SH601  20251022   2380.0   2399.0  ...  1805307.19   2383.0      2381.0       SH
172  SH602  20251022   2400.0   2413.0  ...   280782.36   2402.0      2403.0       SH
173  SH603  20251022   2406.0   2424.0  ...   273728.02   2412.0      2410.0       SH
174  SH604  20251022   2461.0   2476.0  ...      562.09   2465.0      2470.0       SH
175  SH605  20251022   2475.0   2493.0  ...    15761.80   2478.0      2480.0       SH
176  SH606  20251022   2509.0   2527.0  ...      135.99   2518.0      2516.0       SH
177  SH607  20251022   2525.0   2539.0  ...       60.71   2530.0      2529.0       SH
178  SH608  20251022   2561.0   2571.0  ...       46.15   2564.0      2563.0       SH
179  SH609  20251022   2568.0   2573.0  ...      138.58   2566.0      2565.0       SH
180  SM510  20251022      0.0      0.0  ...     1963.96   5668.0      5612.0       SM
181  SM511  20251022   5726.0   5802.0  ...     2447.18   5778.0      5740.0       SM
182  SM512  20251022   5738.0   5816.0  ...   170772.16   5776.0      5744.0       SM
183  SM601  20251022   5752.0   5828.0  ...   505804.77   5794.0      5754.0       SM
184  SM602  20251022   5756.0   5832.0  ...   162457.74   5794.0      5758.0       SM
185  SM603  20251022   5756.0   5844.0  ...   148618.82   5804.0      5762.0       SM
186  SM604  20251022   5824.0   5824.0  ...        2.91   5824.0      5766.0       SM
187  SM605  20251022   5782.0   5862.0  ...    21273.25   5832.0      5792.0       SM
188  SM606  20251022   5812.0   5866.0  ...        5.84   5840.0      5776.0       SM
189  SM607  20251022   5880.0   5880.0  ...        2.94   5880.0      5768.0       SM
190  SM608  20251022      0.0      0.0  ...        0.00   5868.0      5798.0       SM
191  SM609  20251022   5814.0   5886.0  ...     1621.45   5844.0      5824.0       SM
192  SR511  20251022   5387.0   5397.0  ...     4359.64   5389.0      5388.0       SR
193  SR601  20251022   5425.0   5434.0  ...  1145988.28   5416.0      5436.0       SR
194  SR603  20251022   5407.0   5414.0  ...   231841.23   5398.0      5418.0       SR
195  SR605  20251022   5379.0   5390.0  ...   139063.88   5370.0      5396.0       SR
196  SR607  20251022   5386.0   5396.0  ...     6646.87   5378.0      5401.0       SR
197  SR609  20251022   5398.0   5404.0  ...     8159.74   5390.0      5408.0       SR
198  TA510  20251022   4372.0   4386.0  ...     1299.74   4376.0      4360.0       TA
199  TA511  20251022   4386.0   4444.0  ...    23961.37   4416.0      4372.0       TA
200  TA512  20251022   4410.0   4468.0  ...   352251.14   4432.0      4384.0       TA
201  TA601  20251022   4434.0   4488.0  ...  1656309.06   4458.0      4410.0       TA
202  TA602  20251022   4452.0   4508.0  ...   359440.09   4470.0      4422.0       TA
203  TA603  20251022   4460.0   4522.0  ...   102380.75   4494.0      4450.0       TA
204  TA604  20251022   4494.0   4536.0  ...       33.88   4518.0      4462.0       TA
205  TA605  20251022   4494.0   4554.0  ...    79979.47   4520.0      4480.0       TA
206  TA606  20251022   4560.0   4560.0  ...        2.28   4560.0      4488.0       TA
207  TA607  20251022      0.0      0.0  ...        0.00   4562.0      4498.0       TA
208  TA608  20251022   4544.0   4558.0  ...        4.55   4552.0      4510.0       TA
209  TA609  20251022   4532.0   4586.0  ...     1231.66   4562.0      4512.0       TA
210  UR510  20251022   1494.0   1494.0  ...      845.14   1493.0      1495.0       UR
211  UR511  20251022   1583.0   1598.0  ...     2693.85   1592.0      1582.0       UR
212  UR512  20251022   1599.0   1612.0  ...    17885.66   1605.0      1599.0       UR
213  UR601  20251022   1611.0   1625.0  ...   394583.60   1617.0      1611.0       UR
214  UR602  20251022   1619.0   1629.0  ...    12267.85   1622.0      1619.0       UR
215  UR603  20251022   1676.0   1683.0  ...      147.89   1681.0      1676.0       UR
216  UR604  20251022   1682.0   1687.0  ...       26.97   1685.0      1680.0       UR
217  UR605  20251022   1682.0   1695.0  ...    22417.63   1689.0      1684.0       UR
218  UR606  20251022   1694.0   1698.0  ...      196.49   1694.0      1690.0       UR
219  UR607  20251022   1724.0   1730.0  ...      100.09   1726.0      1722.0       UR
220  UR608  20251022   1720.0   1724.0  ...       20.66   1722.0      1718.0       UR
221  UR609  20251022   1719.0   1725.0  ...      230.83   1723.0      1717.0       UR
222  WH511  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251022      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251022      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-22 18:26:20,800 - future_1d - INFO - ak.get_czce_daily('2025-10-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2511  20251022  7059.800  ...  7070.400    7122.800       IC
1   IC2512  20251022  7021.800  ...  7016.400    7067.800       IC
2   IC2603  20251022  6850.000  ...  6852.000    6904.200       IC
3   IC2606  20251022  6671.800  ...  6674.200    6722.200       IC
4   IF2511  20251022  4565.600  ...  4578.000    4594.800       IF
5   IF2512  20251022  4559.000  ...  4566.200    4584.600       IF
6   IF2603  20251022  4532.200  ...  4539.600    4557.200       IF
7   IF2606  20251022  4488.200  ...  4501.800    4520.600       IF
8   IH2511  20251022  2989.800  ...  3006.400    3007.400       IH
9   IH2512  20251022  2989.000  ...  3006.400    3007.400       IH
10  IH2603  20251022  2990.000  ...  3006.400    3008.000       IH
11  IH2606  20251022  2985.600  ...  3005.200    3006.200       IH
12  IM2511  20251022  7232.600  ...  7239.000    7273.000       IM
13  IM2512  20251022  7165.200  ...  7165.200    7199.400       IM
14  IM2603  20251022  6938.600  ...  6948.800    6982.600       IM
15  IM2606  20251022  6738.600  ...  6735.600    6770.600       IM
16   T2512  20251022   108.175  ...   108.160     108.120        T
17   T2603  20251022   107.875  ...   107.835     107.810        T
18   T2606  20251022   107.755  ...   107.755     107.720        T
19  TF2512  20251022   105.720  ...   105.715     105.695       TF
20  TF2603  20251022   105.620  ...   105.615     105.610       TF
21  TF2606  20251022   105.650  ...   105.635     105.605       TF
22  TL2512  20251022   115.710  ...   115.600     115.490       TL
23  TL2603  20251022   115.520  ...   115.310     115.190       TL
24  TL2606  20251022   115.160  ...   115.240     115.110       TL
25  TS2512  20251022   102.372  ...   102.352     102.362       TS
26  TS2603  20251022   102.288  ...   102.276     102.280       TS
27  TS2606  20251022   102.302  ...   102.294     102.300       TS

[28 rows x 12 columns]
2025-10-22 18:26:20,990 - future_1d - INFO - ak.get_cffex_daily('2025-10-22') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251022     441     447  ...     71831.5   436.6        433      SC
1       SC2512  20251022   441.4     452  ...  7785129.63   441.8      436.2      SC
2       SC2601  20251022   443.5   455.3  ...  1448467.05   445.5      437.9      SC
3       SC2602  20251022   444.4   456.4  ...   235078.46   447.5      439.8      SC
4       SC2603  20251022   445.2     457  ...    37164.76   450.4      441.4      SC
5       SC2604  20251022     447   457.6  ...      7406.8   451.6      443.9      SC
6       SC2605  20251022   447.9     458  ...     4740.69   451.4      445.5      SC
7       SC2606  20251022     448   459.6  ...    20194.63   453.8      446.4      SC
8       SC2607  20251022   445.5   456.4  ...      404.99   449.9      447.4      SC
9       SC2608  20251022   446.2   456.5  ...      272.66   454.4      446.3      SC
10      SC2609  20251022   450.4   459.3  ...     3500.56   454.6      448.9      SC
11      SC2610  20251022                  ...           0   450.7      447.3      SC
12      SC2612  20251022   455.8   458.1  ...       955.4   454.9      448.6      SC
13      SC2703  20251022                  ...           0   451.8      448.1      SC
14      SC2706  20251022     452     460  ...        91.2     456      447.1      SC
15      SC2709  20251022                  ...           0   454.1      450.2      SC
16      SC2712  20251022                  ...           0   456.1      451.8      SC
17      SC2803  20251022                  ...           0   457.4      449.6      SC
18      SC2806  20251022   457.7   463.6  ...       460.1   460.1        457      SC
19      SC2809  20251022     456   465.8  ...      554.45     462      455.8      SC
21      LU2511  20251022    3054    3118  ...    8039.105    3063       3036      LU
22      LU2512  20251022    3101    3147  ...  259535.792    3100       3064      LU
23      LU2601  20251022    3100    3147  ...  275802.563    3102       3068      LU
24      LU2602  20251022    3100    3154  ...   39775.306    3109       3076      LU
25      LU2603  20251022    3096    3158  ...    1744.982    3116       3083      LU
26      LU2604  20251022    3149    3150  ...       6.299    3149       3112      LU
27      LU2605  20251022    3093    3161  ...      81.237    3124       3088      LU
28      LU2606  20251022    3099    3163  ...      18.775    3129       3100      LU
29      LU2607  20251022    3104    3175  ...      62.641    3132       3103      LU
30      LU2608  20251022    3107    3151  ...      28.122    3124       3130      LU
31      LU2609  20251022    3153    3188  ...      100.59    3143       3114      LU
32      LU2610  20251022    3128    3180  ...      15.787    3157       3121      LU
34      NR2511  20251022   12350   12380  ...     81871.8   12320      12295      NR
35      NR2512  20251022   12345   12385  ...    775165.8   12310      12285      NR
36      NR2601  20251022   12315   12355  ...   281278.09   12295      12275      NR
37      NR2602  20251022   12260   12325  ...    18864.41   12265      12245      NR
38      NR2603  20251022   12240   12290  ...    2620.625   12245      12280      NR
39      NR2604  20251022   12250   12305  ...    1149.885   12230      12230      NR
40      NR2605  20251022   12250   12285  ...     807.765   12235      12250      NR
41      NR2606  20251022   12260   12265  ...     464.995   12235      12275      NR
42      NR2607  20251022                  ...           0   12295      12180      NR
43      NR2608  20251022                  ...           0   12195      12195      NR
44      NR2609  20251022                  ...           0   12305      12305      NR
45      NR2610  20251022                  ...           0   12275      12275      NR
47      BC2511  20251022   75790   75970  ...   283619.36   75540      76030      BC
48      BC2512  20251022   75810   75940  ...    50516.16   75560      76090      BC
49      BC2601  20251022                  ...           0   75860      75860      BC
50      BC2602  20251022                  ...           0   75800      75800      BC
51      BC2603  20251022   75740   75740  ...       37.87   75740      76430      BC
52      BC2604  20251022                  ...           0   76440      76440      BC
53      BC2605  20251022                  ...           0   75900      75900      BC
54      BC2606  20251022                  ...           0   75880      75880      BC
55      BC2607  20251022                  ...           0   76570      76570      BC
56      BC2608  20251022                  ...           0   75800      75800      BC
57      BC2609  20251022                  ...           0   76130      76130      BC
58      BC2610  20251022                  ...           0   76130      76130      BC
60      EC2510  20251022  1133.4  1138.6  ...    6650.996  1136.9     1133.9      EC
61      EC2512  20251022  1765.9    1798  ...  253821.904  1774.2     1748.9      EC
62      EC2602  20251022    1563  1585.4  ...  37018.6405  1564.2     1554.6      EC
63      EC2604  20251022    1160  1178.5  ...   12231.218  1164.3       1166      EC
64      EC2606  20251022    1345  1358.2  ...     789.222    1349     1350.7      EC
65      EC2608  20251022    1461  1477.8  ...    798.1215  1464.4     1472.3      EC
68  SC_TAS2512  20251022                  ...                                 SC_TAS
69  SC_TAS2601  20251022                  ...                                 SC_TAS
70  SC_TAS2602  20251022                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-22 18:26:21,057 - future_1d - INFO - ak.get_ine_daily('2025-10-22') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251022  ...   84970      85520      CU
1        1      CU2512  20251022  ...   84990      85530      CU
2        2      CU2601  20251022  ...   84950      85500      CU
3        3      CU2602  20251022  ...   84890      85490      CU
4        4      CU2603  20251022  ...   84900      85420      CU
5        5      CU2604  20251022  ...   84850      85320      CU
6        6      CU2605  20251022  ...   84830      85300      CU
7        7      CU2606  20251022  ...   84770      85210      CU
8        8      CU2607  20251022  ...   84760      85140      CU
9        9      CU2608  20251022  ...   84430      85060      CU
10      10      CU2609  20251022  ...   84400      84960      CU
11      11      CU2610  20251022  ...   84370      84880      CU
12      12      BC2511  20251022  ...   75540      76030      BC
13      13      BC2512  20251022  ...   75560      76090      BC
14      14      BC2601  20251022  ...   75860      75860      BC
15      15      BC2602  20251022  ...   75800      75800      BC
16      16      BC2603  20251022  ...   75740      76430      BC
17      17      BC2604  20251022  ...   76440      76440      BC
18      18      BC2605  20251022  ...   75900      75900      BC
19      19      BC2606  20251022  ...   75880      75880      BC
20      20      BC2607  20251022  ...   76570      76570      BC
21      21      BC2608  20251022  ...   75800      75800      BC
22      22      BC2609  20251022  ...   76130      76130      BC
23      23      BC2610  20251022  ...   76130      76130      BC
24      24      AL2511  20251022  ...   20980      20910      AL
25      25      AL2512  20251022  ...   21010      20930      AL
26      26      AL2601  20251022  ...   21010      20940      AL
27      27      AL2602  20251022  ...   21020      20955      AL
28      28      AL2603  20251022  ...   21015      20965      AL
29      29      AL2604  20251022  ...   21025      20980      AL
30      30      AL2605  20251022  ...   21030      20985      AL
31      31      AL2606  20251022  ...   21025      20985      AL
32      32      AL2607  20251022  ...   21045      20995      AL
33      33      AL2608  20251022  ...   21055      21020      AL
34      34      AL2609  20251022  ...   21040      21000      AL
35      35      AL2610  20251022  ...   21035      21015      AL
36      36      ZN2511  20251022  ...   21975      21955      ZN
37      37      ZN2512  20251022  ...   21990      21960      ZN
38      38      ZN2601  20251022  ...   22025      21995      ZN
39      39      ZN2602  20251022  ...   22045      22015      ZN
40      40      ZN2603  20251022  ...   22080      22075      ZN
41      41      ZN2604  20251022  ...   22110      22090      ZN
42      42      ZN2605  20251022  ...   22145      22125      ZN
43      43      ZN2606  20251022  ...   22170      22165      ZN
44      44      ZN2607  20251022  ...   22165      22160      ZN
45      45      ZN2608  20251022  ...   22235      22210      ZN
46      46      ZN2609  20251022  ...   22260      22205      ZN
47      47      ZN2610  20251022  ...   22275      22175      ZN
48      48      PB2511  20251022  ...   17155      17165      PB
49      49      PB2512  20251022  ...   17170      17170      PB
50      50      PB2601  20251022  ...   17175      17175      PB
51      51      PB2602  20251022  ...   17195      17180      PB
52      52      PB2603  20251022  ...   17200      17200      PB
53      53      PB2604  20251022  ...   17215      17220      PB
54      54      PB2605  20251022  ...   17200      17245      PB
55      55      PB2606  20251022  ...   17215      17200      PB
56      56      PB2607  20251022  ...   17240      17255      PB
57      57      PB2608  20251022  ...   17285      17285      PB
58      58      PB2609  20251022  ...   17375      17285      PB
59      59      PB2610  20251022  ...   17255      17235      PB
60      60      NI2511  20251022  ...  120970     121320      NI
61      61      NI2512  20251022  ...  121150     121510      NI
62      62      NI2601  20251022  ...  121320     121680      NI
63      63      NI2602  20251022  ...  121500     121830      NI
64      64      NI2603  20251022  ...  121740     122150      NI
65      65      NI2604  20251022  ...  121940     122400      NI
66      66      NI2605  20251022  ...  122210     122670      NI
67      67      NI2606  20251022  ...  122390     122820      NI
68      68      NI2607  20251022  ...  122640     122990      NI
69      69      NI2608  20251022  ...  122790     123260      NI
70      70      NI2609  20251022  ...  123150     123430      NI
71      71      NI2610  20251022  ...  123590     123670      NI
72      72      SN2511  20251022  ...  280940     280630      SN
73      73      SN2512  20251022  ...  281350     281110      SN
74      74      SN2601  20251022  ...  281440     281190      SN
75      75      SN2602  20251022  ...  281460     281230      SN
76      76      SN2603  20251022  ...  281280     281090      SN
77      77      SN2604  20251022  ...  281520     281150      SN
78      78      SN2605  20251022  ...  281270     281350      SN
79      79      SN2606  20251022  ...  281400     281260      SN
80      80      SN2607  20251022  ...  281800     282010      SN
81      81      SN2608  20251022  ...  282100     282490      SN
82      82      SN2609  20251022  ...  282000     282560      SN
83      83      SN2610  20251022  ...  282590     282220      SN
84      84      AO2511  20251022  ...    2791       2766      AO
85      85      AO2512  20251022  ...    2806       2780      AO
86      86      AO2601  20251022  ...    2823       2795      AO
87      87      AO2602  20251022  ...    2845       2818      AO
88      88      AO2603  20251022  ...    2908       2886      AO
89      89      AO2604  20251022  ...    2921       2888      AO
90      90      AO2605  20251022  ...    2934       2909      AO
91      91      AO2606  20251022  ...    2942       2917      AO
92      92      AO2607  20251022  ...    2952       2929      AO
93      93      AO2608  20251022  ...    2966       2941      AO
94      94      AO2609  20251022  ...    2982       2956      AO
95      95      AO2610  20251022  ...    2991       2968      AO
96      96      AD2511  20251022  ...   20405      20330      AD
97      97      AD2512  20251022  ...   20475      20400      AD
98      98      AD2601  20251022  ...   20515      20440      AD
99      99      AD2602  20251022  ...   20515      20445      AD
100    100      AD2603  20251022  ...   20535      20495      AD
101    101      AD2604  20251022  ...   20450      20450      AD
102    102      AD2605  20251022  ...   20355      20355      AD
103    103      AD2606  20251022  ...   20440      20335      AD
104    104      AD2607  20251022  ...   20475      20270      AD
105    105      AD2608  20251022  ...   20390      20390      AD
106    106      AD2609  20251022  ...   20640      20640      AD
107    107      AD2610  20251022  ...   20495      20495      AD
108    108      AU2511  20251022  ...  948.46     990.32      AU
109    109      AU2512  20251022  ...  949.58     991.44      AU
110    110      AU2601  20251022  ...  952.04     992.86      AU
111    111      AU2602  20251022  ...  951.98      994.4      AU
112    112      AU2604  20251022  ...  953.36      996.3      AU
113    113      AU2606  20251022  ...  956.86     998.12      AU
114    114      AU2608  20251022  ...  961.68     999.56      AU
115    115      AU2610  20251022  ...  961.84    1002.78      AU
116    116      AG2511  20251022  ...   11333      11849      AG
117    117      AG2512  20251022  ...   11327      11862      AG
118    118      AG2601  20251022  ...   11339      11874      AG
119    119      AG2602  20251022  ...   11343      11877      AG
120    120      AG2603  20251022  ...   11352      11893      AG
121    121      AG2604  20251022  ...   11359      11895      AG
122    122      AG2605  20251022  ...   11373      11900      AG
123    123      AG2606  20251022  ...   11370      11909      AG
124    124      AG2607  20251022  ...   11389      11927      AG
125    125      AG2608  20251022  ...   11397      11928      AG
126    126      AG2609  20251022  ...   11411      11947      AG
127    127      AG2610  20251022  ...   11422      11955      AG
128    128      RB2511  20251022  ...    2997       2990      RB
129    129      RB2512  20251022  ...    3041       3036      RB
130    130      RB2601  20251022  ...    3058       3050      RB
131    131      RB2602  20251022  ...    3062       3055      RB
132    132      RB2603  20251022  ...    3088       3078      RB
133    133      RB2604  20251022  ...    3104       3093      RB
134    134      RB2605  20251022  ...    3111       3106      RB
135    135      RB2606  20251022  ...    3130       3119      RB
136    136      RB2607  20251022  ...    3132       3133      RB
137    137      RB2608  20251022  ...    3143       3137      RB
138    138      RB2609  20251022  ...    3148       3139      RB
139    139      RB2610  20251022  ...    3151       3147      RB
140    140      WR2511  20251022  ...    3310       3310      WR
141    141      WR2512  20251022  ...    3262       3262      WR
142    142      WR2601  20251022  ...    3348       3339      WR
143    143      WR2602  20251022  ...    3368       3373      WR
144    144      WR2603  20251022  ...    3356       3361      WR
145    145      WR2604  20251022  ...    3364       3369      WR
146    146      WR2605  20251022  ...    3365       3365      WR
147    147      WR2606  20251022  ...    3363       3363      WR
148    148      WR2607  20251022  ...    3400       3400      WR
149    149      WR2608  20251022  ...    3412       3412      WR
150    150      WR2609  20251022  ...    3430       3430      WR
151    151      WR2610  20251022  ...    3430       3430      WR
152    152      HC2511  20251022  ...    3315       3281      HC
153    153      HC2512  20251022  ...    3263       3249      HC
154    154      HC2601  20251022  ...    3235       3221      HC
155    155      HC2602  20251022  ...    3232       3221      HC
156    156      HC2603  20251022  ...    3241       3227      HC
157    157      HC2604  20251022  ...    3241       3224      HC
158    158      HC2605  20251022  ...    3251       3239      HC
159    159      HC2606  20251022  ...    3251       3249      HC
160    160      HC2607  20251022  ...    3260       3249      HC
161    161      HC2608  20251022  ...    3262       3256      HC
162    162      HC2609  20251022  ...    3272       3252      HC
163    163      HC2610  20251022  ...    3274       3261      HC
164    164      SS2511  20251022  ...   12670      12640      SS
165    165      SS2512  20251022  ...   12695      12665      SS
166    166      SS2601  20251022  ...   12745      12745      SS
167    167      SS2602  20251022  ...   12770      12800      SS
168    168      SS2603  20251022  ...   12845      12885      SS
169    169      SS2604  20251022  ...   12905      12945      SS
170    170      SS2605  20251022  ...   12945      12995      SS
171    171      SS2606  20251022  ...   12990      13055      SS
172    172      SS2607  20251022  ...   13040      13080      SS
173    173      SS2608  20251022  ...   13110      13130      SS
174    174      SS2609  20251022  ...   13160      13220      SS
175    175      SS2610  20251022  ...   13195      13250      SS
176    176      SC2511  20251022  ...   436.6        433      SC
177    177      SC2512  20251022  ...   441.8      436.2      SC
178    178      SC2601  20251022  ...   445.5      437.9      SC
179    179      SC2602  20251022  ...   447.5      439.8      SC
180    180      SC2603  20251022  ...   450.4      441.4      SC
181    181      SC2604  20251022  ...   451.6      443.9      SC
182    182      SC2605  20251022  ...   451.4      445.5      SC
183    183      SC2606  20251022  ...   453.8      446.4      SC
184    184      SC2607  20251022  ...   449.9      447.4      SC
185    185      SC2608  20251022  ...   454.4      446.3      SC
186    186      SC2609  20251022  ...   454.6      448.9      SC
187    187      SC2610  20251022  ...   450.7      447.3      SC
188    188      SC2612  20251022  ...   454.9      448.6      SC
189    189      SC2703  20251022  ...   451.8      448.1      SC
190    190      SC2706  20251022  ...     456      447.1      SC
191    191      SC2709  20251022  ...   454.1      450.2      SC
192    192      SC2712  20251022  ...   456.1      451.8      SC
193    193      SC2803  20251022  ...   457.4      449.6      SC
194    194      SC2806  20251022  ...   460.1        457      SC
195    195      SC2809  20251022  ...     462      455.8      SC
196    196      LU2511  20251022  ...    3063       3036      LU
197    197      LU2512  20251022  ...    3100       3064      LU
198    198      LU2601  20251022  ...    3102       3068      LU
199    199      LU2602  20251022  ...    3109       3076      LU
200    200      LU2603  20251022  ...    3116       3083      LU
201    201      LU2604  20251022  ...    3149       3112      LU
202    202      LU2605  20251022  ...    3124       3088      LU
203    203      LU2606  20251022  ...    3129       3100      LU
204    204      LU2607  20251022  ...    3132       3103      LU
205    205      LU2608  20251022  ...    3124       3130      LU
206    206      LU2609  20251022  ...    3143       3114      LU
207    207      LU2610  20251022  ...    3157       3121      LU
208    208      FU2511  20251022  ...    2792       2750      FU
209    209      FU2512  20251022  ...    2695       2665      FU
210    210      FU2601  20251022  ...    2661       2635      FU
211    211      FU2602  20251022  ...    2642       2619      FU
212    212      FU2603  20251022  ...    2633       2613      FU
213    213      FU2604  20251022  ...    2628       2613      FU
214    214      FU2605  20251022  ...    2628       2605      FU
215    215      FU2606  20251022  ...    2617       2597      FU
216    216      FU2607  20251022  ...    2610       2589      FU
217    217      FU2608  20251022  ...    2584       2569      FU
218    218      FU2609  20251022  ...    2578       2560      FU
219    219      FU2610  20251022  ...    2574       2555      FU
220    220      BU2511  20251022  ...    3292       3263      BU
221    221      BU2512  20251022  ...    3229       3188      BU
222    222      BU2601  20251022  ...    3203       3156      BU
223    223      BU2602  20251022  ...    3199       3166      BU
224    224      BU2603  20251022  ...    3234       3187      BU
225    225      BU2604  20251022  ...    3222       3192      BU
226    226      BU2605  20251022  ...    3213       3200      BU
227    227      BU2606  20251022  ...    3239       3209      BU
228    228      BU2607  20251022  ...    3257       3198      BU
229    229      BU2608  20251022  ...    3253       3210      BU
230    230      BU2609  20251022  ...    3238       3211      BU
231    231      BU2610  20251022  ...    3252       3174      BU
232    232      BU2612  20251022  ...    3162       3153      BU
233    233      BU2703  20251022  ...    3172       3150      BU
234    234      BU2706  20251022  ...    3193       3173      BU
235    235      BU2709  20251022  ...    3223       3184      BU
236    236      BR2511  20251022  ...   11100      11040      BR
237    237      BR2512  20251022  ...   11015      10955      BR
238    238      BR2601  20251022  ...   10995      10940      BR
239    239      BR2602  20251022  ...   10985      10965      BR
240    240      BR2603  20251022  ...   10995      10945      BR
241    241      BR2604  20251022  ...   11010      11000      BR
242    242      BR2605  20251022  ...   11035      11020      BR
243    243      BR2606  20251022  ...   11040      11065      BR
244    244      BR2607  20251022  ...   11305      11285      BR
245    245      BR2608  20251022  ...   11305      11225      BR
246    246      BR2609  20251022  ...   11290      11215      BR
247    247      BR2610  20251022  ...   11305      11305      BR
248    248      RU2511  20251022  ...   14385      14260      RU
249    249      RU2601  20251022  ...   15115      15000      RU
250    250      RU2603  20251022  ...   15125      15010      RU
251    251      RU2604  20251022  ...   15130      15035      RU
252    252      RU2605  20251022  ...   15105      14995      RU
253    253      RU2606  20251022  ...   15085      15055      RU
254    254      RU2607  20251022  ...   15105      15155      RU
255    255      RU2608  20251022  ...   15185      14850      RU
256    256      RU2609  20251022  ...   15150      15140      RU
257    257      RU2610  20251022  ...   15175      15170      RU
258    258      NR2511  20251022  ...   12320      12295      NR
259    259      NR2512  20251022  ...   12310      12285      NR
260    260      NR2601  20251022  ...   12295      12275      NR
261    261      NR2602  20251022  ...   12265      12245      NR
262    262      NR2603  20251022  ...   12245      12280      NR
263    263      NR2604  20251022  ...   12230      12230      NR
264    264      NR2605  20251022  ...   12235      12250      NR
265    265      NR2606  20251022  ...   12235      12275      NR
266    266      NR2607  20251022  ...   12295      12180      NR
267    267      NR2608  20251022  ...   12195      12195      NR
268    268      NR2609  20251022  ...   12305      12305      NR
269    269      NR2610  20251022  ...   12275      12275      NR
270    270      SP2511  20251022  ...    4856       4846      SP
271    271      SP2512  20251022  ...    4892       4874      SP
272    272      SP2601  20251022  ...    5210       5154      SP
273    273      SP2602  20251022  ...    5220       5174      SP
274    274      SP2603  20251022  ...    5232       5180      SP
275    275      SP2604  20251022  ...    5238       5210      SP
276    276      SP2605  20251022  ...    5262       5208      SP
277    277      SP2606  20251022  ...    5260       5212      SP
278    278      SP2607  20251022  ...    5280       5220      SP
279    279      SP2608  20251022  ...    5292       5226      SP
280    280      SP2609  20251022  ...    5274       5212      SP
281    281      SP2610  20251022  ...    5260       5236      SP
282    282      OP2601  20251022  ...    4184       4166      OP
283    283      OP2602  20251022  ...    4178       4168      OP
284    284      OP2603  20251022  ...    4194       4176      OP
285    285      OP2604  20251022  ...    4208       4202      OP
286    286      OP2605  20251022  ...    4200       4200      OP
287    287      OP2606  20251022  ...    4162       4176      OP
288    288      OP2607  20251022  ...    4196       4190      OP
289    289      OP2608  20251022  ...    4214       4214      OP
290    290      OP2609  20251022  ...    4208       4198      OP
291    291      OP2610  20251022  ...    4202       4202      OP
292    292      EC2510  20251022  ...  1136.9     1133.9      EC
293    293      EC2512  20251022  ...  1774.2     1748.9      EC
294    294      EC2602  20251022  ...  1564.2     1554.6      EC
295    295      EC2604  20251022  ...  1164.3       1166      EC
296    296      EC2606  20251022  ...    1349     1350.7      EC
297    297      EC2608  20251022  ...  1464.4     1472.3      EC
298    298  SC_TAS2512  20251022  ...                     SC_TAS
299    299  SC_TAS2601  20251022  ...                     SC_TAS
300    300  SC_TAS2602  20251022  ...                     SC_TAS

[301 rows x 13 columns]
2025-10-22 18:26:21,166 - future_1d - INFO - ak.get_shfe_daily('2025-10-22') done
2025-10-22 18:26:22,955 - future_1d - INFO - save future_daily 2025-10-22 completed