LogViewer
=========================================================================
2025-09-17 16:25:42 Wed	START TASK.01	future_1d  future_daily
=========================================================================
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 143, in __init__
    self._dbapi_connection = engine.raw_connection()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 3301, in raw_connection
    return self.pool.connect()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 447, in connect
    return _ConnectionFairy._checkout(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 1264, in _checkout
    fairy = _ConnectionRecord.checkout(pool)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 711, in checkout
    rec = pool._do_get()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/impl.py", line 177, in _do_get
    with util.safe_reraise():
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
    raise exc_value.with_traceback(exc_tb)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/impl.py", line 175, in _do_get
    return self._create_connection()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 388, in _create_connection
    return _ConnectionRecord(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 673, in __init__
    self.__connect()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 899, in __connect
    with util.safe_reraise():
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
    raise exc_value.with_traceback(exc_tb)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 895, in __connect
    self.dbapi_connection = connection = pool._invoke_creator(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/create.py", line 661, in connect
    return dialect.connect(*cargs, **cparams)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 629, in connect
    return self.loaded_dbapi.connect(*cargs, **cparams)  # type: ignore[no-any-return]  # NOQA: E501
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 352, in __init__
    self.connect()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 636, in connect
    self._request_authentication()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 911, in _request_authentication
    auth_packet = self._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 709, in _read_packet
    raise err.InternalError(
pymysql.err.InternalError: Packet sequence number wrong - got 1 expected 2

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 8, in 
    client = Future1dClient()
  File "/root/project/future_1d/future1d_request.py", line 285, in __init__
    self.calendar_dict = self.get_calendar_dict()
  File "/root/project/future_1d/future1d_request.py", line 659, in get_calendar_dict
    with self.engine.connect() as conn:
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 3277, in connect
    return self._connection_cls(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 145, in __init__
    Connection._handle_dbapi_exception_noconnection(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2440, in _handle_dbapi_exception_noconnection
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 143, in __init__
    self._dbapi_connection = engine.raw_connection()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 3301, in raw_connection
    return self.pool.connect()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 447, in connect
    return _ConnectionFairy._checkout(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 1264, in _checkout
    fairy = _ConnectionRecord.checkout(pool)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 711, in checkout
    rec = pool._do_get()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/impl.py", line 177, in _do_get
    with util.safe_reraise():
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
    raise exc_value.with_traceback(exc_tb)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/impl.py", line 175, in _do_get
    return self._create_connection()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 388, in _create_connection
    return _ConnectionRecord(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 673, in __init__
    self.__connect()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 899, in __connect
    with util.safe_reraise():
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/util/langhelpers.py", line 224, in __exit__
    raise exc_value.with_traceback(exc_tb)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/pool/base.py", line 895, in __connect
    self.dbapi_connection = connection = pool._invoke_creator(self)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/create.py", line 661, in connect
    return dialect.connect(*cargs, **cparams)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 629, in connect
    return self.loaded_dbapi.connect(*cargs, **cparams)  # type: ignore[no-any-return]  # NOQA: E501
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 352, in __init__
    self.connect()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 636, in connect
    self._request_authentication()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 911, in _request_authentication
    auth_packet = self._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 709, in _read_packet
    raise err.InternalError(
sqlalchemy.exc.InternalError: (pymysql.err.InternalError) Packet sequence number wrong - got 1 expected 2
(Background on this error at: https://sqlalche.me/e/20/2j85)
=========================================================================
2025-09-17 16:27:34 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-17 16:27:56,619 - future_1d - INFO - future_daily check=True check_last=7 start...
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2        2      CU2511  20250909  ...   79670      79690      CU
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4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
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15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
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97      97      AD2512  20250909  ...   20335      20325      AD
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99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
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103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
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107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
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116    116      AG2511  20250909  ...    9877       9826      AG
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119    119      AG2602  20250909  ...    9908       9853      AG
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121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
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125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
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133    133      RB2604  20250909  ...    3164       3158      RB
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141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
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145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
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148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-17 16:28:04,851 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 16:28:04,928 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-17 16:28:05,205 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-17 16:28:05,806 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-17 16:28:06,771 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:28:07,120 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
2025-09-17 16:28:15,375 - future_1d - INFO - save future_daily 2025-09-09 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250910  ...   79730      79760      CU
1        1      CU2510  20250910  ...   79680      79710      CU
2        2      CU2511  20250910  ...   79670      79670      CU
3        3      CU2512  20250910  ...   79640      79640      CU
4        4      CU2601  20250910  ...   79610      79600      CU
5        5      CU2602  20250910  ...   79570      79620      CU
6        6      CU2603  20250910  ...   79590      79630      CU
7        7      CU2604  20250910  ...   79690      79700      CU
8        8      CU2605  20250910  ...   79660      79690      CU
9        9      CU2606  20250910  ...   79700      79690      CU
10      10      CU2607  20250910  ...   79790      79700      CU
11      11      CU2608  20250910  ...   79740      79740      CU
12      12      BC2509  20250910  ...   70500      70500      BC
13      13      BC2510  20250910  ...   70820      70810      BC
14      14      BC2511  20250910  ...   70800      70780      BC
15      15      BC2512  20250910  ...   70790      70790      BC
16      16      BC2601  20250910  ...   70880      70880      BC
17      17      BC2602  20250910  ...   70900      70900      BC
18      18      BC2603  20250910  ...   70050      70880      BC
19      19      BC2604  20250910  ...   71200      71200      BC
20      20      BC2605  20250910  ...   71170      71170      BC
21      21      BC2606  20250910  ...   70700      70700      BC
22      22      BC2607  20250910  ...   70900      70900      BC
23      23      BC2608  20250910  ...   70800      70800      BC
24      24      AL2509  20250910  ...   20765      20745      AL
25      25      AL2510  20250910  ...   20785      20750      AL
26      26      AL2511  20250910  ...   20770      20730      AL
27      27      AL2512  20250910  ...   20745      20715      AL
28      28      AL2601  20250910  ...   20730      20695      AL
29      29      AL2602  20250910  ...   20730      20695      AL
30      30      AL2603  20250910  ...   20755      20720      AL
31      31      AL2604  20250910  ...   20780      20740      AL
32      32      AL2605  20250910  ...   20805      20755      AL
33      33      AL2606  20250910  ...   20795      20765      AL
34      34      AL2607  20250910  ...   20800      20775      AL
35      35      AL2608  20250910  ...   20810      20775      AL
36      36      ZN2509  20250910  ...   22115      22155      ZN
37      37      ZN2510  20250910  ...   22170      22200      ZN
38      38      ZN2511  20250910  ...   22175      22205      ZN
39      39      ZN2512  20250910  ...   22185      22210      ZN
40      40      ZN2601  20250910  ...   22205      22215      ZN
41      41      ZN2602  20250910  ...   22200      22215      ZN
42      42      ZN2603  20250910  ...   22230      22230      ZN
43      43      ZN2604  20250910  ...   22245      22245      ZN
44      44      ZN2605  20250910  ...   22255      22270      ZN
45      45      ZN2606  20250910  ...   22285      22280      ZN
46      46      ZN2607  20250910  ...   22270      22250      ZN
47      47      ZN2608  20250910  ...   22280      22310      ZN
48      48      PB2509  20250910  ...   16805      16850      PB
49      49      PB2510  20250910  ...   16840      16915      PB
50      50      PB2511  20250910  ...   16850      16915      PB
51      51      PB2512  20250910  ...   16870      16920      PB
52      52      PB2601  20250910  ...   16880      16925      PB
53      53      PB2602  20250910  ...   16945      16945      PB
54      54      PB2603  20250910  ...   16910      16970      PB
55      55      PB2604  20250910  ...   16945      16990      PB
56      56      PB2605  20250910  ...   16945      17000      PB
57      57      PB2606  20250910  ...   17030      17030      PB
58      58      PB2607  20250910  ...   17020      17020      PB
59      59      PB2608  20250910  ...   17060      17060      PB
60      60      NI2509  20250910  ...  120110     120640      NI
61      61      NI2510  20250910  ...  120490     120940      NI
62      62      NI2511  20250910  ...  120660     121110      NI
63      63      NI2512  20250910  ...  120870     121320      NI
64      64      NI2601  20250910  ...  121080     121610      NI
65      65      NI2602  20250910  ...  121360     121760      NI
66      66      NI2603  20250910  ...  121570     122100      NI
67      67      NI2604  20250910  ...  121760     122290      NI
68      68      NI2605  20250910  ...  121960     122440      NI
69      69      NI2606  20250910  ...  122270     122750      NI
70      70      NI2607  20250910  ...  122470     122990      NI
71      71      NI2608  20250910  ...  122910     123060      NI
72      72      SN2509  20250910  ...  268520     269640      SN
73      73      SN2510  20250910  ...  269480     269790      SN
74      74      SN2511  20250910  ...  269720     270010      SN
75      75      SN2512  20250910  ...  269940     270020      SN
76      76      SN2601  20250910  ...  270340     269950      SN
77      77      SN2602  20250910  ...  270030     269870      SN
78      78      SN2603  20250910  ...  270300     270180      SN
79      79      SN2604  20250910  ...  270750     270260      SN
80      80      SN2605  20250910  ...  271250     270760      SN
81      81      SN2606  20250910  ...  269320     270710      SN
82      82      SN2607  20250910  ...  270950     270170      SN
83      83      SN2608  20250910  ...  271420     271420      SN
84      84      AO2509  20250910  ...    2869       2908      AO
85      85      AO2510  20250910  ...    2905       2919      AO
86      86      AO2511  20250910  ...    2909       2927      AO
87      87      AO2512  20250910  ...    2913       2935      AO
88      88      AO2601  20250910  ...    2922       2944      AO
89      89      AO2602  20250910  ...    2932       2948      AO
90      90      AO2603  20250910  ...    2995       3011      AO
91      91      AO2604  20250910  ...    3008       3021      AO
92      92      AO2605  20250910  ...    3010       3031      AO
93      93      AO2606  20250910  ...    3023       3037      AO
94      94      AO2607  20250910  ...    3033       3055      AO
95      95      AO2608  20250910  ...    3054       3070      AO
96      96      AD2511  20250910  ...   20350      20320      AD
97      97      AD2512  20250910  ...   20355      20335      AD
98      98      AD2601  20250910  ...   20355      20325      AD
99      99      AD2602  20250910  ...   20360      20280      AD
100    100      AD2603  20250910  ...   20360      20295      AD
101    101      AD2604  20250910  ...   20240      20240      AD
102    102      AD2605  20250910  ...   20265      20210      AD
103    103      AD2606  20250910  ...   20155      20155      AD
104    104      AD2607  20250910  ...   20150      20150      AD
105    105      AD2608  20250910  ...   20170      20170      AD
106    106      AU2509  20250910  ...  853.28     831.12      AU
107    107      AU2510  20250910  ...  833.38     831.68      AU
108    108      AU2511  20250910  ...  835.86     832.74      AU
109    109      AU2512  20250910  ...  835.82      834.4      AU
110    110      AU2602  20250910  ...  838.18     836.64      AU
111    111      AU2604  20250910  ...  840.72     838.66      AU
112    112      AU2606  20250910  ...  843.26     841.12      AU
113    113      AU2608  20250910  ...   845.5     842.94      AU
114    114      AG2509  20250910  ...    9779       9844      AG
115    115      AG2510  20250910  ...    9771       9867      AG
116    116      AG2511  20250910  ...    9788       9877      AG
117    117      AG2512  20250910  ...    9794       9889      AG
118    118      AG2601  20250910  ...    9804       9899      AG
119    119      AG2602  20250910  ...    9816       9908      AG
120    120      AG2603  20250910  ...    9830       9925      AG
121    121      AG2604  20250910  ...    9840       9934      AG
122    122      AG2605  20250910  ...    9857       9949      AG
123    123      AG2606  20250910  ...    9866       9962      AG
124    124      AG2607  20250910  ...    9914       9980      AG
125    125      AG2608  20250910  ...    9905       9993      AG
126    126      RB2509  20250910  ...    2950       2951      RB
127    127      RB2510  20250910  ...    3025       3043      RB
128    128      RB2511  20250910  ...    3045       3061      RB
129    129      RB2512  20250910  ...    3089       3107      RB
130    130      RB2601  20250910  ...    3108       3132      RB
131    131      RB2602  20250910  ...    3107       3125      RB
132    132      RB2603  20250910  ...    3116       3143      RB
133    133      RB2604  20250910  ...    3140       3164      RB
134    134      RB2605  20250910  ...    3154       3177      RB
135    135      RB2606  20250910  ...    3165       3190      RB
136    136      RB2607  20250910  ...    3183       3214      RB
137    137      RB2608  20250910  ...    3190       3218      RB
138    138      WR2509  20250910  ...    3342       3342      WR
139    139      WR2510  20250910  ...    3280       3287      WR
140    140      WR2511  20250910  ...    3302       3320      WR
141    141      WR2512  20250910  ...    3324       3349      WR
142    142      WR2601  20250910  ...    3390       3352      WR
143    143      WR2602  20250910  ...    3337       3337      WR
144    144      WR2603  20250910  ...    3338       3338      WR
145    145      WR2604  20250910  ...    3399       3400      WR
146    146      WR2605  20250910  ...    3414       3414      WR
147    147      WR2606  20250910  ...    3375       3375      WR
148    148      WR2607  20250910  ...    3390       3432      WR
149    149      WR2608  20250910  ...    3414       3414      WR
150    150      HC2509  20250910  ...    3396       3396      HC
151    151      HC2510  20250910  ...    3370       3384      HC
152    152      HC2511  20250910  ...    3357       3373      HC
153    153      HC2512  20250910  ...    3350       3366      HC
154    154      HC2601  20250910  ...    3335       3355      HC
155    155      HC2602  20250910  ...    3339       3353      HC
156    156      HC2603  20250910  ...    3342       3357      HC
157    157      HC2604  20250910  ...    3346       3359      HC
158    158      HC2605  20250910  ...    3346       3361      HC
159    159      HC2606  20250910  ...    3359       3366      HC
160    160      HC2607  20250910  ...    3340       3368      HC
161    161      HC2608  20250910  ...    3358       3371      HC
162    162      SS2509  20250910  ...   12800      12800      SS
163    163      SS2510  20250910  ...   12825      12850      SS
164    164      SS2511  20250910  ...   12915      12930      SS
165    165      SS2512  20250910  ...   12955      12975      SS
166    166      SS2601  20250910  ...   13005      13025      SS
167    167      SS2602  20250910  ...   13060      13065      SS
168    168      SS2603  20250910  ...   13120      13175      SS
169    169      SS2604  20250910  ...   13190      13190      SS
170    170      SS2605  20250910  ...   13265      13295      SS
171    171      SS2606  20250910  ...   13320      13330      SS
172    172      SS2607  20250910  ...   13370      13405      SS
173    173      SS2608  20250910  ...   13400      13445      SS
174    174      SC2510  20250910  ...   486.1      483.4      SC
175    175      SC2511  20250910  ...   485.7      481.3      SC
176    176      SC2512  20250910  ...   484.6      479.6      SC
177    177      SC2601  20250910  ...   484.5      477.3      SC
178    178      SC2602  20250910  ...   483.7        476      SC
179    179      SC2603  20250910  ...   482.6      474.9      SC
180    180      SC2604  20250910  ...   481.6      473.4      SC
181    181      SC2605  20250910  ...   481.5      472.7      SC
182    182      SC2606  20250910  ...   477.9      471.4      SC
183    183      SC2607  20250910  ...   480.9      467.9      SC
184    184      SC2608  20250910  ...   475.5      467.4      SC
185    185      SC2609  20250910  ...   474.4        466      SC
186    186      SC2612  20250910  ...   467.3      464.8      SC
187    187      SC2703  20250910  ...   462.1      462.1      SC
188    188      SC2706  20250910  ...   460.7      459.3      SC
189    189      SC2709  20250910  ...   461.3      460.6      SC
190    190      SC2712  20250910  ...     461      461.7      SC
191    191      SC2803  20250910  ...   459.5      460.8      SC
192    192      SC2806  20250910  ...   461.5      458.5      SC
193    193      SC2809  20250910  ...   458.1      458.1      SC
194    194      LU2510  20250910  ...    3368       3345      LU
195    195      LU2511  20250910  ...    3392       3367      LU
196    196      LU2512  20250910  ...    3382       3365      LU
197    197      LU2601  20250910  ...    3378       3358      LU
198    198      LU2602  20250910  ...    3358       3340      LU
199    199      LU2603  20250910  ...    3354       3336      LU
200    200      LU2604  20250910  ...    3349       3334      LU
201    201      LU2605  20250910  ...    3341       3325      LU
202    202      LU2606  20250910  ...    3339       3313      LU
203    203      LU2607  20250910  ...    3335       3320      LU
204    204      LU2608  20250910  ...    3324       3329      LU
205    205      LU2609  20250910  ...    3329       3316      LU
206    206      FU2510  20250910  ...    2828       2787      FU
207    207      FU2511  20250910  ...    2822       2787      FU
208    208      FU2512  20250910  ...    2802       2768      FU
209    209      FU2601  20250910  ...    2789       2756      FU
210    210      FU2602  20250910  ...    2771       2740      FU
211    211      FU2603  20250910  ...    2759       2727      FU
212    212      FU2604  20250910  ...    2757       2725      FU
213    213      FU2605  20250910  ...    2742       2716      FU
214    214      FU2606  20250910  ...    2735       2711      FU
215    215      FU2607  20250910  ...    2724       2700      FU
216    216      FU2608  20250910  ...    2717       2693      FU
217    217      FU2609  20250910  ...    2696       2674      FU
218    218      BU2509  20250910  ...    3404       3448      BU
219    219      BU2510  20250910  ...    3456       3444      BU
220    220      BU2511  20250910  ...    3437       3420      BU
221    221      BU2512  20250910  ...    3392       3374      BU
222    222      BU2601  20250910  ...    3365       3348      BU
223    223      BU2602  20250910  ...    3364       3348      BU
224    224      BU2603  20250910  ...    3369       3352      BU
225    225      BU2604  20250910  ...    3348       3348      BU
226    226      BU2605  20250910  ...    3357       3351      BU
227    227      BU2606  20250910  ...    3353       3344      BU
228    228      BU2607  20250910  ...    3358       3341      BU
229    229      BU2608  20250910  ...    3340       3340      BU
230    230      BU2609  20250910  ...    3346       3329      BU
231    231      BU2612  20250910  ...    3307       3293      BU
232    232      BU2703  20250910  ...    3293       3293      BU
233    233      BU2706  20250910  ...    3321       3302      BU
234    234      BR2509  20250910  ...   11850      11930      BR
235    235      BR2510  20250910  ...   11720      11820      BR
236    236      BR2511  20250910  ...   11705      11795      BR
237    237      BR2512  20250910  ...   11690      11785      BR
238    238      BR2601  20250910  ...   11700      11775      BR
239    239      BR2602  20250910  ...   11735      11895      BR
240    240      BR2603  20250910  ...   11705      11725      BR
241    241      BR2604  20250910  ...   11710      11670      BR
242    242      BR2605  20250910  ...   11745      11880      BR
243    243      BR2606  20250910  ...   11815      11815      BR
244    244      BR2607  20250910  ...   12000      12000      BR
245    245      BR2608  20250910  ...   11915      11915      BR
246    246      RU2509  20250910  ...   14975      15180      RU
247    247      RU2510  20250910  ...   15050      15170      RU
248    248      RU2511  20250910  ...   15005      15100      RU
249    249      RU2601  20250910  ...   15955      16090      RU
250    250      RU2603  20250910  ...   15970      16045      RU
251    251      RU2604  20250910  ...   15960      16065      RU
252    252      RU2605  20250910  ...   15995      16125      RU
253    253      RU2606  20250910  ...   16030      16115      RU
254    254      RU2607  20250910  ...   16045      16180      RU
255    255      RU2608  20250910  ...   16065      16205      RU
256    256      NR2509  20250910  ...   12645      12705      NR
257    257      NR2510  20250910  ...   12660      12800      NR
258    258      NR2511  20250910  ...   12715      12840      NR
259    259      NR2512  20250910  ...   12760      12870      NR
260    260      NR2601  20250910  ...   12800      12920      NR
261    261      NR2602  20250910  ...   12825      12905      NR
262    262      NR2603  20250910  ...   12795      12885      NR
263    263      NR2604  20250910  ...   12815      12895      NR
264    264      NR2605  20250910  ...   12840      12935      NR
265    265      NR2606  20250910  ...   13000      13000      NR
266    266      NR2607  20250910  ...   13045      13060      NR
267    267      NR2608  20250910  ...   12865      12865      NR
268    268      SP2509  20250910  ...    4872       4954      SP
269    269      SP2510  20250910  ...    4890       4960      SP
270    270      SP2511  20250910  ...    4928       4994      SP
271    271      SP2512  20250910  ...    4942       5008      SP
272    272      SP2601  20250910  ...    5226       5270      SP
273    273      SP2602  20250910  ...    5226       5254      SP
274    274      SP2603  20250910  ...    5214       5266      SP
275    275      SP2604  20250910  ...    5228       5284      SP
276    276      SP2605  20250910  ...    5234       5282      SP
277    277      SP2606  20250910  ...    5244       5290      SP
278    278      SP2607  20250910  ...    5254       5292      SP
279    279      SP2608  20250910  ...    5258       5296      SP
280    280      OP2601  20250910  ...    4238       4218      OP
281    281      OP2602  20250910  ...    4216       4218      OP
282    282      OP2603  20250910  ...    4196       4218      OP
283    283      OP2604  20250910  ...    4224       4218      OP
284    284      OP2605  20250910  ...    4236       4218      OP
285    285      OP2606  20250910  ...    4262       4218      OP
286    286      OP2607  20250910  ...    4246       4218      OP
287    287      OP2608  20250910  ...    4260       4218      OP
288    288      EC2510  20250910  ...  1270.9     1272.8      EC
289    289      EC2512  20250910  ...  1677.3     1674.4      EC
290    290      EC2602  20250910  ...  1525.2     1521.8      EC
291    291      EC2604  20250910  ...  1252.1     1249.5      EC
292    292      EC2606  20250910  ...  1438.6     1429.9      EC
293    293      EC2608  20250910  ...  1609.3     1606.3      EC
294    295  SC_TAS2510  20250910  ...                     SC_TAS
295    296  SC_TAS2511  20250910  ...                     SC_TAS
296    297  SC_TAS2512  20250910  ...                     SC_TAS
297    298  SC_TAS2601  20250910  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 16:28:20,421 - future_1d - INFO - ak.get_shfe_daily('2025-09-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250910     483   489.4  ...   5025181.2   486.1      483.4      SC
1       SC2511  20250910     482   489.6  ...  1613926.25   485.7      481.3      SC
2       SC2512  20250910   480.6   489.2  ...   538114.44   484.6      479.6      SC
3       SC2601  20250910   479.1   488.2  ...   153939.26   484.5      477.3      SC
4       SC2602  20250910   478.5   486.1  ...    70098.27   483.7        476      SC
5       SC2603  20250910     477   485.3  ...    44646.62   482.6      474.9      SC
6       SC2604  20250910   476.7   485.3  ...    56879.49   481.6      473.4      SC
7       SC2605  20250910   475.4   485.6  ...    16180.82   481.5      472.7      SC
8       SC2606  20250910   472.4   488.3  ...   146503.89   477.9      471.4      SC
9       SC2607  20250910   472.3   484.5  ...     2933.49   480.9      467.9      SC
10      SC2608  20250910   469.7   479.5  ...      142.65   475.5      467.4      SC
11      SC2609  20250910   474.5   474.5  ...      142.34   474.4        466      SC
12      SC2612  20250910   467.3   467.3  ...       46.73   467.3      464.8      SC
13      SC2703  20250910                  ...           0   462.1      462.1      SC
14      SC2706  20250910                  ...           0   460.7      459.3      SC
15      SC2709  20250910     462     462  ...       92.27   461.3      460.6      SC
16      SC2712  20250910   471.7   471.7  ...      368.84     461      461.7      SC
17      SC2803  20250910     459     462  ...       183.8   459.5      460.8      SC
18      SC2806  20250910   458.2   466.1  ...      830.81   461.5      458.5      SC
19      SC2809  20250910     457   461.5  ...       320.7   458.1      458.1      SC
21      LU2510  20250910    3379    3385  ...    7549.523    3368       3345      LU
22      LU2511  20250910    3384    3412  ...  352206.091    3392       3367      LU
23      LU2512  20250910    3376    3401  ...  150289.394    3382       3365      LU
24      LU2601  20250910    3378    3394  ...   29310.738    3378       3358      LU
25      LU2602  20250910    3354    3371  ...     1541.47    3358       3340      LU
26      LU2603  20250910    3357    3357  ...      16.774    3354       3336      LU
27      LU2604  20250910    3355    3355  ...      10.047    3349       3334      LU
28      LU2605  20250910    3340    3349  ...      20.049    3341       3325      LU
29      LU2606  20250910    3339    3339  ...       3.339    3339       3313      LU
30      LU2607  20250910    3344    3344  ...      10.007    3335       3320      LU
31      LU2608  20250910    3329    3330  ...      29.918    3324       3329      LU
32      LU2609  20250910    3334    3334  ...      23.309    3329       3316      LU
34      NR2509  20250910   12645   12645  ...      126.45   12645      12705      NR
35      NR2510  20250910   12715   12725  ...  182511.685   12660      12800      NR
36      NR2511  20250910   12755   12775  ...  934301.935   12715      12840      NR
37      NR2512  20250910   12805   12820  ...    65431.28   12760      12870      NR
38      NR2601  20250910   12825   12865  ...  114250.385   12800      12920      NR
39      NR2602  20250910   12800   12860  ...     6504.27   12825      12905      NR
40      NR2603  20250910   12795   12855  ...     1433.47   12795      12885      NR
41      NR2604  20250910   12840   12865  ...      589.58   12815      12895      NR
42      NR2605  20250910   12840   12840  ...       38.52   12840      12935      NR
43      NR2606  20250910                  ...           0   13000      13000      NR
44      NR2607  20250910                  ...           0   13045      13060      NR
45      NR2608  20250910   12865   12865  ...      12.865   12865      12865      NR
47      BC2509  20250910                  ...           0   70500      70500      BC
48      BC2510  20250910   70740   71040  ...  130990.865   70820      70810      BC
49      BC2511  20250910   70670   71010  ...     13453.4   70800      70780      BC
50      BC2512  20250910                  ...           0   70790      70790      BC
51      BC2601  20250910                  ...           0   70880      70880      BC
52      BC2602  20250910                  ...           0   70900      70900      BC
53      BC2603  20250910   70460   70460  ...     140.105   70050      70880      BC
54      BC2604  20250910                  ...           0   71200      71200      BC
55      BC2605  20250910                  ...           0   71170      71170      BC
56      BC2606  20250910                  ...           0   70700      70700      BC
57      BC2607  20250910                  ...           0   70900      70900      BC
58      BC2608  20250910                  ...           0   70800      70800      BC
60      EC2510  20250910    1270  1285.4  ...   96757.742  1270.9     1272.8      EC
61      EC2512  20250910  1664.9    1698  ...   68217.305  1677.3     1674.4      EC
62      EC2602  20250910  1526.7  1537.4  ...    6825.514  1525.2     1521.8      EC
63      EC2604  20250910    1249  1264.4  ...   2798.5375  1252.1     1249.5      EC
64      EC2606  20250910  1438.2  1446.1  ...    719.3225  1438.6     1429.9      EC
65      EC2608  20250910  1619.3  1620.4  ...     346.011  1609.3     1606.3      EC
68  SC_TAS2510  20250910                  ...                                 SC_TAS
69  SC_TAS2511  20250910                  ...                                 SC_TAS
70  SC_TAS2512  20250910                  ...                                 SC_TAS
71  SC_TAS2601  20250910                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-17 16:28:20,492 - future_1d - INFO - ak.get_ine_daily('2025-09-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250910  6883.800  ...  6887.800    6866.800       IC
1   IC2510  20250910  6812.400  ...  6825.800    6808.000       IC
2   IC2512  20250910  6690.000  ...  6710.000    6692.000       IC
3   IC2603  20250910  6546.000  ...  6556.600    6546.400       IC
4   IF2509  20250910  4430.800  ...  4444.600    4420.800       IF
5   IF2510  20250910  4430.000  ...  4437.200    4412.800       IF
6   IF2512  20250910  4399.800  ...  4415.200    4393.200       IF
7   IF2603  20250910  4380.400  ...  4394.000    4373.600       IF
8   IH2509  20250910  2928.000  ...  2944.200    2922.000       IH
9   IH2510  20250910  2928.000  ...  2943.400    2921.600       IH
10  IH2512  20250910  2928.400  ...  2943.200    2921.800       IH
11  IH2603  20250910  2927.800  ...  2945.800    2923.200       IH
12  IM2509  20250910  7176.800  ...  7176.600    7153.400       IM
13  IM2510  20250910  7100.800  ...  7112.400    7092.400       IM
14  IM2512  20250910  6956.600  ...  6965.000    6948.800       IM
15  IM2603  20250910  6778.200  ...  6777.400    6769.800       IM
16   T2509  20250910   107.970  ...   107.725     107.920        T
17   T2512  20250910   107.745  ...   107.505     107.785        T
18   T2603  20250910   107.480  ...   107.235     107.525        T
19  TF2509  20250910   105.645  ...   105.620     105.655       TF
20  TF2512  20250910   105.535  ...   105.445     105.580       TF
21  TF2603  20250910   105.475  ...   105.355     105.495       TF
22  TL2509  20250910   115.830  ...   115.240     116.310       TL
23  TL2512  20250910   115.520  ...   114.870     115.760       TL
24  TL2603  20250910   115.170  ...   114.530     115.390       TL
25  TS2509  20250910   102.346  ...   102.310     102.346       TS
26  TS2512  20250910   102.384  ...   102.348     102.390       TS
27  TS2603  20250910   102.308  ...   102.288     102.324       TS

[28 rows x 12 columns]
2025-09-17 16:28:20,758 - future_1d - INFO - ak.get_cffex_daily('2025-09-10') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250910   4040.00  ...   4040.00     4067.00        A
1     a2511  20250910   3968.00  ...   3935.00     3971.00        A
2     a2601  20250910   3971.00  ...   3936.00     3970.00        A
3     a2603  20250910   3970.00  ...   3938.00     3971.00        A
4     a2605  20250910   4012.00  ...   3983.00     4016.00        A
5     a2607  20250910   4017.00  ...   3985.00     4018.00        A
6     b2509  20250910      0.00  ...   3681.00     3681.00        B
7     b2510  20250910   3705.00  ...   3684.00     3720.00        B
8     b2511  20250910   3747.00  ...   3722.00     3755.00        B
9     b2512  20250910   3781.00  ...   3761.00     3786.00        B
10    b2601  20250910   3786.00  ...   3762.00     3785.00        B
11    b2602  20250910   3767.00  ...   3746.00     3766.00        B
12    b2603  20250910   3704.00  ...   3692.00     3712.00        B
13    b2604  20250910   3586.00  ...   3584.00     3597.00        B
14    b2605  20250910   3508.00  ...   3505.00     3521.00        B
15    b2606  20250910   3490.00  ...   3478.00     3497.00        B
16    b2607  20250910   3499.00  ...   3482.00     3499.00        B
17    b2608  20250910   3588.00  ...   3578.00     3597.00        B
18   bb2509  20250910      0.00  ...    136.00      136.00       BB
19   bb2511  20250910    142.05  ...    142.05      142.15       BB
20   bb2601  20250910    148.10  ...    147.60      146.90       BB
21   bb2603  20250910      0.00  ...    147.15      147.15       BB
22   bb2605  20250910      0.00  ...    142.10      141.45       BB
23   bb2607  20250910      0.00  ...    146.90      146.25       BB
24   bz2603  20250910   6009.00  ...   6012.00     5998.00       BZ
25   bz2604  20250910   5984.00  ...   5992.00     5979.00       BZ
26   bz2605  20250910   5990.00  ...   6011.00     6012.00       BZ
27   bz2606  20250910      0.00  ...   6002.00     6002.00       BZ
28   bz2607  20250910      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250910      0.00  ...   6005.00     6005.00       BZ
30    c2509  20250910      0.00  ...   2285.00     2285.00        C
31    c2511  20250910   2216.00  ...   2199.00     2215.00        C
32    c2601  20250910   2190.00  ...   2174.00     2191.00        C
33    c2603  20250910   2203.00  ...   2188.00     2204.00        C
34    c2605  20250910   2254.00  ...   2241.00     2258.00        C
35    c2607  20250910   2262.00  ...   2254.00     2266.00        C
36   cs2509  20250910      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250910   2510.00  ...   2491.00     2513.00       CS
38   cs2601  20250910   2527.00  ...   2504.00     2532.00       CS
39   cs2603  20250910   2534.00  ...   2510.00     2538.00       CS
40   cs2605  20250910   2608.00  ...   2589.00     2614.00       CS
41   cs2607  20250910   2596.00  ...   2589.00     2615.00       CS
42   eb2509  20250910      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250910   7063.00  ...   7059.00     7047.00       EB
44   eb2511  20250910   7064.00  ...   7070.00     7058.00       EB
45   eb2512  20250910   7059.00  ...   7079.00     7065.00       EB
46   eb2601  20250910   7100.00  ...   7101.00     7093.00       EB
47   eb2602  20250910   7127.00  ...   7129.00     7123.00       EB
48   eb2603  20250910   7174.00  ...   7157.00     7156.00       EB
49   eb2604  20250910   7198.00  ...   7189.00     7193.00       EB
50   eb2605  20250910   7186.00  ...   7200.00     7194.00       EB
51   eb2606  20250910      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250910      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250910      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250910   4334.00  ...   4343.00     4361.00       EG
55   eg2510  20250910   4353.00  ...   4347.00     4351.00       EG
56   eg2511  20250910   4346.00  ...   4332.00     4328.00       EG
57   eg2512  20250910   4332.00  ...   4322.00     4325.00       EG
58   eg2601  20250910   4321.00  ...   4320.00     4319.00       EG
59   eg2602  20250910   4321.00  ...   4323.00     4325.00       EG
60   eg2603  20250910      0.00  ...   4323.00     4323.00       EG
61   eg2604  20250910   4342.00  ...   4350.00     4348.00       EG
62   eg2605  20250910   4358.00  ...   4354.00     4348.00       EG
63   eg2606  20250910   4354.00  ...   4357.00     4355.00       EG
64   eg2607  20250910      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250910      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250910      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250910   1273.50  ...   1272.50     1273.00       FB
68   fb2511  20250910   1261.00  ...   1261.50     1258.00       FB
69   fb2512  20250910   1253.50  ...   1256.50     1254.50       FB
70   fb2601  20250910   1250.00  ...   1250.00     1245.00       FB
71   fb2602  20250910   1236.00  ...   1239.00     1238.00       FB
72   fb2603  20250910   1248.00  ...   1252.00     1246.00       FB
73   fb2604  20250910   1250.00  ...   1250.00     1255.00       FB
74   fb2605  20250910      0.00  ...   1318.50     1321.00       FB
75   fb2606  20250910      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250910      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250910      0.00  ...   1296.00     1296.00       FB
78    i2509  20250910      0.00  ...    847.50      847.50        I
79    i2510  20250910    829.00  ...    823.50      823.50        I
80    i2511  20250910    820.50  ...    816.50      818.00        I
81    i2512  20250910    814.00  ...    811.50      811.50        I
82    i2601  20250910    803.50  ...    802.00      803.00        I
83    i2602  20250910    796.00  ...    796.00      798.00        I
84    i2603  20250910    792.50  ...    790.50      791.00        I
85    i2604  20250910    784.50  ...    786.00      788.00        I
86    i2605  20250910    780.00  ...    777.50      779.00        I
87    i2606  20250910    772.00  ...    771.00      772.00        I
88    i2607  20250910    767.00  ...    767.50      767.50        I
89    i2608  20250910    762.00  ...    762.00      762.50        I
90    j2509  20250910      0.00  ...   1512.50     1512.50        J
91    j2510  20250910   1488.50  ...   1499.50     1514.00        J
92    j2511  20250910   1518.50  ...   1533.50     1546.50        J
93    j2512  20250910   1554.00  ...   1572.50     1584.50        J
94    j2601  20250910   1589.00  ...   1601.00     1615.50        J
95    j2602  20250910   1611.00  ...   1618.00     1645.50        J
96    j2603  20250910      0.00  ...   1660.00     1660.00        J
97    j2604  20250910      0.00  ...   1720.50     1720.50        J
98    j2605  20250910   1735.50  ...   1726.00     1744.00        J
99    j2606  20250910      0.00  ...   1761.00     1761.00        J
100   j2607  20250910   1727.00  ...   1727.00     1768.50        J
101   j2608  20250910   1748.00  ...   1763.00     1770.00        J
102  jd2509  20250910   3001.00  ...   3037.00     3050.00       JD
103  jd2510  20250910   3056.00  ...   3032.00     3032.00       JD
104  jd2511  20250910   3077.00  ...   3040.00     3066.00       JD
105  jd2512  20250910   3231.00  ...   3198.00     3223.00       JD
106  jd2601  20250910   3400.00  ...   3373.00     3406.00       JD
107  jd2602  20250910   3131.00  ...   3116.00     3138.00       JD
108  jd2603  20250910   3149.00  ...   3131.00     3150.00       JD
109  jd2604  20250910   3337.00  ...   3327.00     3343.00       JD
110  jd2605  20250910   3480.00  ...   3467.00     3480.00       JD
111  jd2606  20250910   3289.00  ...   3270.00     3287.00       JD
112  jd2607  20250910   3511.00  ...   3494.00     3510.00       JD
113  jd2608  20250910   3922.00  ...   3916.00     3918.00       JD
114  jm2509  20250910    950.00  ...    969.00      950.50       JM
115  jm2510  20250910    948.00  ...    952.50      963.00       JM
116  jm2511  20250910   1008.00  ...   1007.00     1022.00       JM
117  jm2512  20250910   1067.50  ...   1064.00     1082.50       JM
118  jm2601  20250910   1117.00  ...   1115.50     1139.00       JM
119  jm2602  20250910   1149.00  ...   1140.50     1165.00       JM
120  jm2603  20250910   1169.00  ...   1158.00     1188.50       JM
121  jm2604  20250910   1188.00  ...   1174.50     1209.50       JM
122  jm2605  20250910   1199.50  ...   1189.00     1226.00       JM
123  jm2606  20250910   1209.00  ...   1203.50     1241.00       JM
124  jm2607  20250910   1220.00  ...   1213.00     1251.50       JM
125  jm2608  20250910   1239.50  ...   1226.00     1259.50       JM
126   l2509  20250910   7150.00  ...   7165.00     7140.00        L
127   l2510  20250910   7199.00  ...   7205.00     7203.00        L
128   l2511  20250910   7212.00  ...   7219.00     7212.00        L
129   l2512  20250910   7225.00  ...   7230.00     7221.00        L
130   l2601  20250910   7234.00  ...   7233.00     7228.00        L
131   l2602  20250910   7219.00  ...   7227.00     7219.00        L
132   l2603  20250910   7228.00  ...   7227.00     7217.00        L
133   l2604  20250910   7259.00  ...   7259.00     7246.00        L
134   l2605  20250910   7247.00  ...   7243.00     7239.00        L
135   l2606  20250910      0.00  ...   7228.00     7228.00        L
136   l2607  20250910      0.00  ...   7251.00     7251.00        L
137   l2608  20250910      0.00  ...   7269.00     7269.00        L
138  lg2509  20250910    773.50  ...    773.00      776.50       LG
139  lg2511  20250910    803.00  ...    805.00      805.50       LG
140  lg2601  20250910    819.00  ...    819.50      819.50       LG
141  lg2603  20250910    825.50  ...    825.50      826.00       LG
142  lg2605  20250910    831.50  ...    830.00      830.50       LG
143  lg2607  20250910    833.00  ...    831.50      833.00       LG
144  lh2509  20250910  13200.00  ...  13190.00    13140.00       LH
145  lh2511  20250910  13215.00  ...  13315.00    13230.00       LH
146  lh2601  20250910  13635.00  ...  13730.00    13690.00       LH
147  lh2603  20250910  12920.00  ...  13010.00    12990.00       LH
148  lh2605  20250910  13400.00  ...  13520.00    13480.00       LH
149  lh2607  20250910  14155.00  ...  14240.00    14155.00       LH
150   m2509  20250910      0.00  ...   3031.00     3031.00        M
151   m2511  20250910   3041.00  ...   3031.00     3042.00        M
152   m2512  20250910   3090.00  ...   3080.00     3090.00        M
153   m2601  20250910   3079.00  ...   3064.00     3076.00        M
154   m2603  20250910   2998.00  ...   2991.00     2999.00        M
155   m2605  20250910   2800.00  ...   2799.00     2802.00        M
156   m2607  20250910   2781.00  ...   2778.00     2781.00        M
157   m2608  20250910   2907.00  ...   2907.00     2909.00        M
158   p2509  20250910   9446.00  ...   9446.00     9478.00        P
159   p2510  20250910   9420.00  ...   9320.00     9436.00        P
160   p2511  20250910   9420.00  ...   9314.00     9434.00        P
161   p2512  20250910   9446.00  ...   9326.00     9458.00        P
162   p2601  20250910   9470.00  ...   9340.00     9470.00        P
163   p2602  20250910   9386.00  ...   9284.00     9410.00        P
164   p2603  20250910   9394.00  ...   9290.00     9394.00        P
165   p2604  20250910   9280.00  ...   9200.00     9326.00        P
166   p2605  20250910   9256.00  ...   9126.00     9246.00        P
167   p2606  20250910   9100.00  ...   9030.00     9156.00        P
168   p2607  20250910   9006.00  ...   8942.00     9052.00        P
169   p2608  20250910   8922.00  ...   8910.00     8966.00        P
170  pg2509  20250910   3703.00  ...   3706.00     3706.00       PG
171  pg2510  20250910   4398.00  ...   4437.00     4413.00       PG
172  pg2511  20250910   4358.00  ...   4389.00     4356.00       PG
173  pg2512  20250910   4297.00  ...   4328.00     4294.00       PG
174  pg2601  20250910   4228.00  ...   4270.00     4235.00       PG
175  pg2602  20250910   4166.00  ...   4194.00     4166.00       PG
176  pg2603  20250910   4074.00  ...   4105.00     4079.00       PG
177  pg2604  20250910   4403.00  ...   4437.00     4409.00       PG
178  pg2605  20250910   4358.00  ...   4358.00     4323.00       PG
179  pg2606  20250910   4297.00  ...   4288.00     4261.00       PG
180  pg2607  20250910   4256.00  ...   4255.00     4207.00       PG
181  pg2608  20250910      0.00  ...   4163.00     4163.00       PG
182  pp2509  20250910   6818.00  ...   6832.00     6835.00       PP
183  pp2510  20250910   6857.00  ...   6867.00     6868.00       PP
184  pp2511  20250910   6883.00  ...   6898.00     6896.00       PP
185  pp2512  20250910   6919.00  ...   6930.00     6925.00       PP
186  pp2601  20250910   6943.00  ...   6951.00     6945.00       PP
187  pp2602  20250910   6918.00  ...   6933.00     6922.00       PP
188  pp2603  20250910   6923.00  ...   6920.00     6922.00       PP
189  pp2604  20250910   6964.00  ...   6963.00     6950.00       PP
190  pp2605  20250910   6960.00  ...   6973.00     6962.00       PP
191  pp2606  20250910   6944.00  ...   6946.00     6931.00       PP
192  pp2607  20250910   6898.00  ...   6915.00     6897.00       PP
193  pp2608  20250910   6914.00  ...   6922.00     6906.00       PP
194  rr2509  20250910      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250910   3608.00  ...   3605.00     3609.00       RR
196  rr2511  20250910   3615.00  ...   3611.00     3613.00       RR
197  rr2512  20250910   3611.00  ...   3608.00     3609.00       RR
198  rr2601  20250910   3619.00  ...   3617.00     3620.00       RR
199  rr2602  20250910      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250910      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250910      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250910      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250910      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250910      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250910      0.00  ...   3625.00     3625.00       RR
206   v2509  20250910   4691.00  ...   4696.00     4710.00        V
207   v2510  20250910   4733.00  ...   4743.00     4755.00        V
208   v2511  20250910   4770.00  ...   4776.00     4787.00        V
209   v2512  20250910   4810.00  ...   4815.00     4822.00        V
210   v2601  20250910   4850.00  ...   4849.00     4864.00        V
211   v2602  20250910   4882.00  ...   4885.00     4898.00        V
212   v2603  20250910   4906.00  ...   4916.00     4931.00        V
213   v2604  20250910   5120.00  ...   5119.00     5120.00        V
214   v2605  20250910   5150.00  ...   5149.00     5173.00        V
215   v2606  20250910   5167.00  ...   5169.00     5192.00        V
216   v2607  20250910   5220.00  ...   5208.00     5241.00        V
217   v2608  20250910   5240.00  ...   5247.00     5271.00        V
218   y2509  20250910   8650.00  ...   8414.00     8286.00        Y
219   y2511  20250910   8420.00  ...   8344.00     8448.00        Y
220   y2512  20250910   8442.00  ...   8374.00     8466.00        Y
221   y2601  20250910   8388.00  ...   8322.00     8418.00        Y
222   y2603  20250910   8324.00  ...   8236.00     8336.00        Y
223   y2605  20250910   8108.00  ...   8028.00     8122.00        Y
224   y2607  20250910   8052.00  ...   7982.00     8080.00        Y
225   y2608  20250910   8042.00  ...   7998.00     8086.00        Y

[226 rows x 12 columns]
2025-09-17 16:28:21,398 - future_1d - INFO - ak.get_dce_daily('2025-09-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250910  55500.0  ...  55575.0     55960.0       PS
1   PS2510  20250910  52750.0  ...  52840.0     55420.0       PS
2   PS2511  20250910  52400.0  ...  52690.0     55320.0       PS
3   PS2512  20250910  54610.0  ...  55180.0     57655.0       PS
4   PS2601  20250910  54480.0  ...  55040.0     57525.0       PS
5   PS2602  20250910  54955.0  ...  55095.0     57635.0       PS
6   PS2603  20250910  54900.0  ...  55055.0     58150.0       PS
7   PS2604  20250910  54940.0  ...  55130.0     58280.0       PS
8   PS2605  20250910  55500.0  ...  55245.0     57690.0       PS
9   PS2606  20250910  58200.0  ...  57570.0     59785.0       PS
10  PS2607  20250910  57570.0  ...  57500.0     59985.0       PS
11  PS2608  20250910  56300.0  ...  57455.0     59585.0       PS
13  SI2509  20250910   8400.0  ...   8470.0      8555.0       SI
14  SI2510  20250910   8300.0  ...   8520.0      8505.0       SI
15  SI2511  20250910   8300.0  ...   8530.0      8530.0       SI
16  SI2512  20250910   8690.0  ...   8885.0      8895.0       SI
17  SI2601  20250910   8670.0  ...   8875.0      8890.0       SI
18  SI2602  20250910   8700.0  ...   8935.0      8900.0       SI
19  SI2603  20250910   8670.0  ...   8920.0      8895.0       SI
20  SI2604  20250910   8680.0  ...   8950.0      8910.0       SI
21  SI2605  20250910   8755.0  ...   8915.0      8920.0       SI
22  SI2606  20250910   8695.0  ...   8940.0      8855.0       SI
23  SI2607  20250910   8735.0  ...   8940.0      8925.0       SI
24  SI2608  20250910   8725.0  ...   8905.0      8965.0       SI
27  LC2509  20250910  69000.0  ...  69760.0     74260.0       LC
28  LC2510  20250910  68540.0  ...  69720.0     74500.0       LC
29  LC2511  20250910  69040.0  ...  70120.0     74340.0       LC
30  LC2512  20250910  69000.0  ...  70200.0     74120.0       LC
31  LC2601  20250910  69000.0  ...  70240.0     74380.0       LC
32  LC2602  20250910  69920.0  ...  70240.0     74040.0       LC
33  LC2603  20250910  70600.0  ...  70220.0     74200.0       LC
34  LC2604  20250910  70840.0  ...  70660.0     74720.0       LC
35  LC2605  20250910  70400.0  ...  70700.0     74740.0       LC
36  LC2606  20250910  71280.0  ...  70460.0     74720.0       LC
37  LC2607  20250910  71220.0  ...  70500.0     74520.0       LC
38  LC2608  20250910  71000.0  ...  70700.0     74580.0       LC

[36 rows x 12 columns]
2025-09-17 16:28:21,613 - future_1d - INFO - ak.get_gfex_daily('2025-09-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250910   8045.0   8225.0  ...   154717.05   8163.0      8175.0       AP
1    AP511  20250910   7986.0   8066.0  ...     3743.15   8026.0      8049.0       AP
2    AP512  20250910   8021.0   8089.0  ...      394.46   8050.0      8080.0       AP
3    AP601  20250910   8045.0   8166.0  ...   627525.38   8122.0      8136.0       AP
4    AP603  20250910   8065.0   8068.0  ...       64.42   8053.0      8088.0       AP
5    AP604  20250910   8096.0   8096.0  ...       16.18   8090.0      8100.0       AP
6    AP605  20250910   8138.0   8183.0  ...     2806.33   8158.0      8177.0       AP
7    CF509  20250910  13360.0  13370.0  ...     6744.90  13345.0     13440.0       CF
8    CF511  20250910  13630.0  13700.0  ...   235096.37  13645.0     13675.0       CF
9    CF601  20250910  13835.0  13880.0  ...  1487221.55  13835.0     13880.0       CF
10   CF603  20250910  13810.0  13835.0  ...     1331.55  13800.0     13860.0       CF
11   CF605  20250910  13790.0  13840.0  ...   126412.84  13795.0     13835.0       CF
12   CF607  20250910  13820.0  13850.0  ...      642.42  13815.0     13860.0       CF
13   CJ509  20250910      0.0      0.0  ...        0.00   9945.0      9945.0       CJ
14   CJ512  20250910  10955.0  10990.0  ...     3196.60  10945.0     10985.0       CJ
15   CJ601  20250910  10975.0  11050.0  ...   382595.72  10990.0     11040.0       CJ
16   CJ603  20250910  11030.0  11090.0  ...     5296.20  11045.0     11080.0       CJ
17   CJ605  20250910  11130.0  11180.0  ...    55999.23  11125.0     11170.0       CJ
18   CJ607  20250910  11255.0  11320.0  ...     2292.93  11265.0     11315.0       CJ
19   CY509  20250910      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250910      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250910  19900.0  19935.0  ...    82984.93  19895.0     19920.0       CY
22   CY512  20250910      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250910  19890.0  19910.0  ...      884.50  19875.0     19895.0       CY
24   CY602  20250910      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250910      0.0      0.0  ...        0.00  20255.0     20260.0       CY
26   CY604  20250910      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250910      0.0      0.0  ...        0.00  20165.0     20165.0       CY
28   CY606  20250910      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250910      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250910      0.0      0.0  ...        0.00  20170.0     20220.0       CY
31   FG509  20250910   1000.0   1011.0  ...      380.32    985.0      1017.0       FG
32   FG510  20250910   1109.0   1110.0  ...    54219.70   1100.0      1118.0       FG
33   FG511  20250910   1095.0   1100.0  ...   155572.37   1089.0      1110.0       FG
34   FG512  20250910   1192.0   1200.0  ...    76529.22   1188.0      1206.0       FG
35   FG601  20250910   1186.0   1194.0  ...  5133427.02   1179.0      1199.0       FG
36   FG602  20250910   1237.0   1243.0  ...    28525.61   1232.0      1248.0       FG
37   FG603  20250910   1241.0   1245.0  ...     1165.88   1232.0      1252.0       FG
38   FG604  20250910   1286.0   1293.0  ...      910.56   1279.0      1311.0       FG
39   FG605  20250910   1286.0   1290.0  ...    92465.83   1278.0      1296.0       FG
40   FG606  20250910   1310.0   1319.0  ...     1694.19   1307.0      1324.0       FG
41   FG607  20250910   1304.0   1311.0  ...      945.18   1298.0      1317.0       FG
42   FG608  20250910   1329.0   1334.0  ...     2118.81   1319.0      1343.0       FG
43   JR509  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250910   2245.0   2265.0  ...     1873.49   2260.0      2242.0       MA
53   MA510  20250910   2302.0   2324.0  ...    20948.98   2308.0      2305.0       MA
54   MA511  20250910   2331.0   2354.0  ...   144629.53   2333.0      2331.0       MA
55   MA512  20250910   2372.0   2397.0  ...    85597.64   2375.0      2373.0       MA
56   MA601  20250910   2398.0   2422.0  ...  1298827.28   2403.0      2397.0       MA
57   MA602  20250910   2405.0   2432.0  ...    25004.62   2411.0      2410.0       MA
58   MA603  20250910   2406.0   2435.0  ...      241.68   2417.0      2410.0       MA
59   MA604  20250910   2401.0   2424.0  ...       19.23   2404.0      2407.0       MA
60   MA605  20250910   2394.0   2417.0  ...    98481.08   2398.0      2394.0       MA
61   MA606  20250910   2396.0   2420.0  ...       19.31   2413.0      2395.0       MA
62   MA607  20250910   2376.0   2398.0  ...       69.34   2391.0      2382.0       MA
63   MA608  20250910   2405.0   2410.0  ...       16.82   2403.0      2388.0       MA
64   OI509  20250910      0.0      0.0  ...        0.00   9937.0      9968.0       OI
65   OI511  20250910   9990.0  10041.0  ...   464250.87   9985.0      9999.0       OI
66   OI601  20250910   9843.0   9877.0  ...  2790624.64   9823.0      9845.0       OI
67   OI603  20250910   9670.0   9709.0  ...     3373.54   9666.0      9680.0       OI
68   OI605  20250910   9515.0   9573.0  ...   134315.56   9541.0      9530.0       OI
69   OI607  20250910   9494.0   9513.0  ...      284.38   9479.0      9480.0       OI
70   PF509  20250910      0.0      0.0  ...        0.00   6268.0      6268.0       PF
71   PF510  20250910   6370.0   6400.0  ...    32924.97   6378.0      6360.0       PF
72   PF511  20250910   6350.0   6388.0  ...   400639.59   6362.0      6340.0       PF
73   PF512  20250910   6326.0   6370.0  ...   136307.03   6344.0      6322.0       PF
74   PF601  20250910   6368.0   6408.0  ...    19811.27   6390.0      6368.0       PF
75   PF602  20250910   6382.0   6418.0  ...    42375.88   6400.0      6374.0       PF
76   PF603  20250910   6382.0   6416.0  ...      112.20   6412.0      6386.0       PF
77   PF604  20250910   6424.0   6454.0  ...       35.42   6440.0      6442.0       PF
78   PF605  20250910   6468.0   6468.0  ...        9.70   6468.0      6454.0       PF
79   PF606  20250910      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250910      0.0      0.0  ...        0.00   6498.0      6492.0       PF
81   PF608  20250910      0.0      0.0  ...        0.00   6510.0      6508.0       PF
82   PK510  20250910   7880.0   7898.0  ...    28229.56   7876.0      7926.0       PK
83   PK511  20250910   7782.0   7808.0  ...   214382.20   7792.0      7830.0       PK
84   PK512  20250910   7778.0   7828.0  ...    79885.94   7804.0      7844.0       PK
85   PK601  20250910   7826.0   7850.0  ...    29793.81   7832.0      7860.0       PK
86   PK603  20250910   7838.0   7856.0  ...       27.47   7850.0      7882.0       PK
87   PK604  20250910   7878.0   7878.0  ...       11.82   7878.0      7896.0       PK
88   PK605  20250910   7854.0   7880.0  ...     3234.27   7870.0      7884.0       PK
89   PL601  20250910   6405.0   6430.0  ...    35925.17   6413.0      6395.0       PL
90   PL602  20250910   6433.0   6457.0  ...      232.16   6449.0      6432.0       PL
91   PL603  20250910   6445.0   6445.0  ...       12.89   6445.0      6427.0       PL
92   PL604  20250910      0.0      0.0  ...        0.00   6465.0      6465.0       PL
93   PL605  20250910   6386.0   6386.0  ...       12.77   6386.0      6360.0       PL
94   PL606  20250910      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250910   6450.0   6450.0  ...       12.90   6450.0      6424.0       PL
96   PL608  20250910      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250910      0.0      0.0  ...        0.00   5788.0      5794.0       PR
104  PR510  20250910   5834.0   5864.0  ...     5671.22   5844.0      5836.0       PR
105  PR511  20250910   5834.0   5864.0  ...   281895.10   5842.0      5834.0       PR
106  PR512  20250910   5852.0   5874.0  ...   182273.87   5854.0      5842.0       PR
107  PR601  20250910   5862.0   5882.0  ...   185022.08   5860.0      5846.0       PR
108  PR602  20250910      0.0      0.0  ...        0.00   5898.0      5886.0       PR
109  PR603  20250910      0.0      0.0  ...        0.00   5898.0      5894.0       PR
110  PR604  20250910      0.0      0.0  ...        0.00   5902.0      5892.0       PR
111  PR605  20250910      0.0      0.0  ...        0.00   5916.0      5916.0       PR
112  PR606  20250910      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250910      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250910      0.0      0.0  ...        0.00   5962.0      5960.0       PR
115  PX509  20250910      0.0      0.0  ...        0.00   6768.0      6724.0       PX
116  PX510  20250910   6732.0   6812.0  ...     4612.28   6788.0      6708.0       PX
117  PX511  20250910   6718.0   6794.0  ...   520291.14   6752.0      6708.0       PX
118  PX512  20250910   6702.0   6760.0  ...   113379.51   6720.0      6690.0       PX
119  PX601  20250910   6692.0   6732.0  ...    93542.64   6702.0      6674.0       PX
120  PX602  20250910   6672.0   6716.0  ...    12859.72   6688.0      6660.0       PX
121  PX603  20250910   6662.0   6662.0  ...        3.33   6662.0      6646.0       PX
122  PX604  20250910      0.0      0.0  ...        0.00   6698.0      6696.0       PX
123  PX605  20250910   6670.0   6716.0  ...      354.68   6692.0      6676.0       PX
124  PX606  20250910      0.0      0.0  ...        0.00   6708.0      6682.0       PX
125  PX607  20250910      0.0      0.0  ...        0.00   6722.0      6674.0       PX
126  PX608  20250910      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250910      0.0      0.0  ...        0.00   2565.0      2573.0       RM
134  RM511  20250910   2556.0   2558.0  ...    11654.56   2541.0      2548.0       RM
135  RM601  20250910   2555.0   2560.0  ...   770353.73   2542.0      2539.0       RM
136  RM603  20250910   2442.0   2450.0  ...    14930.08   2432.0      2432.0       RM
137  RM605  20250910   2409.0   2431.0  ...   134388.72   2412.0      2399.0       RM
138  RM607  20250910   2390.0   2412.0  ...    16468.46   2394.0      2380.0       RM
139  RM608  20250910   2489.0   2504.0  ...      214.08   2489.0      2480.0       RM
140  RS509  20250910      0.0      0.0  ...        0.00   4852.0      4854.0       RS
141  RS511  20250910   5175.0   5177.0  ...       10.35   5176.0      5196.0       RS
142  RS607  20250910   5528.0   5588.0  ...      155.66   5559.0      5561.0       RS
143  RS608  20250910      0.0      0.0  ...        0.00   5615.0      5627.0       RS
144  SA509  20250910   1156.0   1168.0  ...     5804.57   1151.0      1167.0       SA
145  SA510  20250910   1199.0   1208.0  ...    58396.32   1199.0      1212.0       SA
146  SA511  20250910   1205.0   1218.0  ...   296847.16   1208.0      1219.0       SA
147  SA512  20250910   1265.0   1276.0  ...   153414.88   1264.0      1275.0       SA
148  SA601  20250910   1271.0   1285.0  ...  3397262.42   1271.0      1287.0       SA
149  SA602  20250910   1304.0   1315.0  ...    31964.00   1304.0      1316.0       SA
150  SA603  20250910   1309.0   1321.0  ...     4482.70   1308.0      1323.0       SA
151  SA604  20250910   1350.0   1357.0  ...     1467.59   1349.0      1360.0       SA
152  SA605  20250910   1349.0   1361.0  ...   119241.42   1351.0      1367.0       SA
153  SA606  20250910   1363.0   1370.0  ...     1032.58   1359.0      1378.0       SA
154  SA607  20250910   1363.0   1373.0  ...     1432.27   1361.0      1377.0       SA
155  SA608  20250910   1382.0   1391.0  ...      920.95   1383.0      1397.0       SA
156  SF509  20250910   5410.0   5494.0  ...      915.23   5464.0      5448.0       SF
157  SF510  20250910   5430.0   5522.0  ...    32525.43   5472.0      5468.0       SF
158  SF511  20250910   5586.0   5692.0  ...   442359.92   5636.0      5630.0       SF
159  SF512  20250910   5526.0   5642.0  ...    64985.40   5596.0      5584.0       SF
160  SF601  20250910   5530.0   5646.0  ...   135499.99   5594.0      5586.0       SF
161  SF602  20250910   5510.0   5600.0  ...    19166.00   5548.0      5548.0       SF
162  SF603  20250910   5716.0   5770.0  ...       25.87   5750.0      5744.0       SF
163  SF604  20250910   5706.0   5706.0  ...        2.85   5706.0      5722.0       SF
164  SF605  20250910   5660.0   5752.0  ...     1910.97   5704.0      5692.0       SF
165  SF606  20250910   5640.0   5708.0  ...       31.18   5670.0      5656.0       SF
166  SF607  20250910   5770.0   5860.0  ...       37.80   5816.0      5810.0       SF
167  SF608  20250910   5730.0   5738.0  ...        5.73   5734.0      5744.0       SF
168  SH509  20250910   2780.0   2842.0  ...       33.73   2811.0      2656.0       SH
169  SH510  20250910   2552.0   2572.0  ...    64097.40   2559.0      2567.0       SH
170  SH511  20250910   2558.0   2579.0  ...   551526.90   2562.0      2571.0       SH
171  SH512  20250910   2581.0   2600.0  ...   303131.55   2583.0      2590.0       SH
172  SH601  20250910   2560.0   2588.0  ...  1896006.35   2571.0      2578.0       SH
173  SH602  20250910   2584.0   2607.0  ...    17714.75   2591.0      2595.0       SH
174  SH603  20250910   2603.0   2625.0  ...      790.51   2609.0      2614.0       SH
175  SH604  20250910   2649.0   2666.0  ...      143.26   2653.0      2654.0       SH
176  SH605  20250910   2655.0   2677.0  ...    15127.81   2664.0      2667.0       SH
177  SH606  20250910   2660.0   2683.0  ...      136.33   2673.0      2671.0       SH
178  SH607  20250910   2655.0   2673.0  ...       71.99   2666.0      2669.0       SH
179  SH608  20250910   2679.0   2682.0  ...       40.17   2678.0      2683.0       SH
180  SM509  20250910   5714.0   5794.0  ...      970.59   5726.0      5742.0       SM
181  SM510  20250910   5710.0   5812.0  ...    31907.91   5772.0      5756.0       SM
182  SM511  20250910   5800.0   5888.0  ...   223159.52   5830.0      5826.0       SM
183  SM512  20250910   5796.0   5894.0  ...    49051.46   5852.0      5832.0       SM
184  SM601  20250910   5800.0   5900.0  ...   520854.01   5852.0      5838.0       SM
185  SM602  20250910   5814.0   5910.0  ...   132107.14   5840.0      5844.0       SM
186  SM603  20250910   5838.0   5912.0  ...       96.99   5878.0      5854.0       SM
187  SM604  20250910   5910.0   5910.0  ...        5.90   5898.0      5864.0       SM
188  SM605  20250910   5850.0   5934.0  ...     7137.44   5900.0      5880.0       SM
189  SM606  20250910   5870.0   5904.0  ...        5.89   5888.0      5880.0       SM
190  SM607  20250910   5876.0   5888.0  ...       14.70   5882.0      5894.0       SM
191  SM608  20250910   5888.0   5912.0  ...        8.85   5898.0      5886.0       SM
192  SR509  20250910   5535.0   5535.0  ...     1154.17   5522.0      5534.0       SR
193  SR511  20250910   5533.0   5561.0  ...   147405.35   5539.0      5525.0       SR
194  SR601  20250910   5520.0   5548.0  ...  1086155.49   5534.0      5521.0       SR
195  SR603  20250910   5508.0   5530.0  ...     3566.10   5520.0      5512.0       SR
196  SR605  20250910   5501.0   5517.0  ...    43872.78   5508.0      5503.0       SR
197  SR607  20250910   5490.0   5513.0  ...     2542.39   5503.0      5500.0       SR
198  TA509  20250910   4586.0   4628.0  ...     5013.80   4598.0      4580.0       TA
199  TA510  20250910   4640.0   4680.0  ...    53245.06   4662.0      4640.0       TA
200  TA511  20250910   4654.0   4690.0  ...   288156.54   4670.0      4648.0       TA
201  TA512  20250910   4664.0   4698.0  ...   167477.92   4678.0      4660.0       TA
202  TA601  20250910   4670.0   4704.0  ...  1341265.83   4686.0      4670.0       TA
203  TA602  20250910   4678.0   4710.0  ...    18831.64   4694.0      4676.0       TA
204  TA603  20250910   4704.0   4720.0  ...       73.03   4712.0      4690.0       TA
205  TA604  20250910   4722.0   4722.0  ...        2.36   4722.0      4692.0       TA
206  TA605  20250910   4702.0   4732.0  ...    26461.23   4716.0      4702.0       TA
207  TA606  20250910      0.0      0.0  ...        0.00   4734.0      4710.0       TA
208  TA607  20250910      0.0      0.0  ...        0.00   4744.0      4720.0       TA
209  TA608  20250910   4740.0   4746.0  ...        7.12   4744.0      4730.0       TA
210  UR509  20250910   1621.0   1630.0  ...      287.62   1616.0      1625.0       UR
211  UR510  20250910   1644.0   1653.0  ...     7783.83   1639.0      1650.0       UR
212  UR511  20250910   1671.0   1684.0  ...    48792.94   1671.0      1681.0       UR
213  UR512  20250910   1678.0   1688.0  ...    16449.09   1675.0      1684.0       UR
214  UR601  20250910   1681.0   1692.0  ...   565969.77   1679.0      1686.0       UR
215  UR602  20250910   1683.0   1691.0  ...      463.48   1679.0      1687.0       UR
216  UR603  20250910   1731.0   1734.0  ...      203.95   1728.0      1731.0       UR
217  UR604  20250910   1730.0   1734.0  ...       51.84   1728.0      1732.0       UR
218  UR605  20250910   1737.0   1739.0  ...    25068.39   1729.0      1734.0       UR
219  UR606  20250910   1727.0   1735.0  ...      137.87   1723.0      1730.0       UR
220  UR607  20250910   1763.0   1763.0  ...       35.11   1755.0      1760.0       UR
221  UR608  20250910   1755.0   1755.0  ...       59.35   1746.0      1753.0       UR
222  WH509  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:28:21,909 - future_1d - INFO - ak.get_czce_daily('2025-09-10') done
2025-09-17 16:28:34,867 - future_1d - INFO - save future_daily 2025-09-10 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250911  ...   80090      79730      CU
1        1      CU2510  20250911  ...   80080      79680      CU
2        2      CU2511  20250911  ...   80080      79670      CU
3        3      CU2512  20250911  ...   80050      79640      CU
4        4      CU2601  20250911  ...   80040      79610      CU
5        5      CU2602  20250911  ...   80040      79570      CU
6        6      CU2603  20250911  ...   80060      79590      CU
7        7      CU2604  20250911  ...   80150      79690      CU
8        8      CU2605  20250911  ...   80130      79660      CU
9        9      CU2606  20250911  ...   80150      79700      CU
10      10      CU2607  20250911  ...   80150      79790      CU
11      11      CU2608  20250911  ...   80140      79740      CU
12      12      BC2509  20250911  ...   70500      70500      BC
13      13      BC2510  20250911  ...   71180      70820      BC
14      14      BC2511  20250911  ...   71150      70800      BC
15      15      BC2512  20250911  ...   70790      70790      BC
16      16      BC2601  20250911  ...   71300      70880      BC
17      17      BC2602  20250911  ...   70900      70900      BC
18      18      BC2603  20250911  ...   71560      70050      BC
19      19      BC2604  20250911  ...   71200      71200      BC
20      20      BC2605  20250911  ...   71170      71170      BC
21      21      BC2606  20250911  ...   70710      70700      BC
22      22      BC2607  20250911  ...   70900      70900      BC
23      23      BC2608  20250911  ...   70800      70800      BC
24      24      AL2509  20250911  ...   20845      20765      AL
25      25      AL2510  20250911  ...   20850      20785      AL
26      26      AL2511  20250911  ...   20840      20770      AL
27      27      AL2512  20250911  ...   20815      20745      AL
28      28      AL2601  20250911  ...   20800      20730      AL
29      29      AL2602  20250911  ...   20795      20730      AL
30      30      AL2603  20250911  ...   20820      20755      AL
31      31      AL2604  20250911  ...   20855      20780      AL
32      32      AL2605  20250911  ...   20865      20805      AL
33      33      AL2606  20250911  ...   20865      20795      AL
34      34      AL2607  20250911  ...   20875      20800      AL
35      35      AL2608  20250911  ...   20870      20810      AL
36      36      ZN2509  20250911  ...   22190      22115      ZN
37      37      ZN2510  20250911  ...   22225      22170      ZN
38      38      ZN2511  20250911  ...   22235      22175      ZN
39      39      ZN2512  20250911  ...   22250      22185      ZN
40      40      ZN2601  20250911  ...   22255      22205      ZN
41      41      ZN2602  20250911  ...   22265      22200      ZN
42      42      ZN2603  20250911  ...   22265      22230      ZN
43      43      ZN2604  20250911  ...   22310      22245      ZN
44      44      ZN2605  20250911  ...   22305      22255      ZN
45      45      ZN2606  20250911  ...   22305      22285      ZN
46      46      ZN2607  20250911  ...   22335      22270      ZN
47      47      ZN2608  20250911  ...   22350      22280      ZN
48      48      PB2509  20250911  ...   16795      16805      PB
49      49      PB2510  20250911  ...   16860      16840      PB
50      50      PB2511  20250911  ...   16865      16850      PB
51      51      PB2512  20250911  ...   16885      16870      PB
52      52      PB2601  20250911  ...   16910      16880      PB
53      53      PB2602  20250911  ...   16895      16945      PB
54      54      PB2603  20250911  ...   16910      16910      PB
55      55      PB2604  20250911  ...   16910      16945      PB
56      56      PB2605  20250911  ...   16925      16945      PB
57      57      PB2606  20250911  ...   16935      17030      PB
58      58      PB2607  20250911  ...   16945      17020      PB
59      59      PB2608  20250911  ...   16965      17060      PB
60      60      NI2509  20250911  ...  120260     120110      NI
61      61      NI2510  20250911  ...  120450     120490      NI
62      62      NI2511  20250911  ...  120600     120660      NI
63      63      NI2512  20250911  ...  120780     120870      NI
64      64      NI2601  20250911  ...  121000     121080      NI
65      65      NI2602  20250911  ...  121260     121360      NI
66      66      NI2603  20250911  ...  121390     121570      NI
67      67      NI2604  20250911  ...  121710     121760      NI
68      68      NI2605  20250911  ...  121760     121960      NI
69      69      NI2606  20250911  ...  122050     122270      NI
70      70      NI2607  20250911  ...  122410     122470      NI
71      71      NI2608  20250911  ...  122670     122910      NI
72      72      SN2509  20250911  ...  270340     268520      SN
73      73      SN2510  20250911  ...  271410     269480      SN
74      74      SN2511  20250911  ...  271610     269720      SN
75      75      SN2512  20250911  ...  271690     269940      SN
76      76      SN2601  20250911  ...  271500     270340      SN
77      77      SN2602  20250911  ...  271650     270030      SN
78      78      SN2603  20250911  ...  271120     270300      SN
79      79      SN2604  20250911  ...  272180     270750      SN
80      80      SN2605  20250911  ...  272460     271250      SN
81      81      SN2606  20250911  ...  271900     269320      SN
82      82      SN2607  20250911  ...  273090     270950      SN
83      83      SN2608  20250911  ...  272370     271420      SN
84      84      AO2509  20250911  ...    2904       2869      AO
85      85      AO2510  20250911  ...    2918       2905      AO
86      86      AO2511  20250911  ...    2920       2909      AO
87      87      AO2512  20250911  ...    2931       2913      AO
88      88      AO2601  20250911  ...    2940       2922      AO
89      89      AO2602  20250911  ...    2947       2932      AO
90      90      AO2603  20250911  ...    3008       2995      AO
91      91      AO2604  20250911  ...    3015       3008      AO
92      92      AO2605  20250911  ...    3025       3010      AO
93      93      AO2606  20250911  ...    3034       3023      AO
94      94      AO2607  20250911  ...    3048       3033      AO
95      95      AO2608  20250911  ...    3063       3054      AO
96      96      AD2511  20250911  ...   20410      20350      AD
97      97      AD2512  20250911  ...   20430      20355      AD
98      98      AD2601  20250911  ...   20410      20355      AD
99      99      AD2602  20250911  ...   20395      20360      AD
100    100      AD2603  20250911  ...   20405      20360      AD
101    101      AD2604  20250911  ...   20240      20240      AD
102    102      AD2605  20250911  ...   20325      20265      AD
103    103      AD2606  20250911  ...   20155      20155      AD
104    104      AD2607  20250911  ...   20150      20150      AD
105    105      AD2608  20250911  ...   20170      20170      AD
106    106      AU2509  20250911  ...   832.5     853.28      AU
107    107      AU2510  20250911  ...  833.38     833.38      AU
108    108      AU2511  20250911  ...  834.64     835.86      AU
109    109      AU2512  20250911  ...  835.48     835.82      AU
110    110      AU2602  20250911  ...  838.02     838.18      AU
111    111      AU2604  20250911  ...   839.8     840.72      AU
112    112      AU2606  20250911  ...  842.34     843.26      AU
113    113      AU2608  20250911  ...  844.48      845.5      AU
114    114      AG2509  20250911  ...    9785       9779      AG
115    115      AG2510  20250911  ...    9804       9771      AG
116    116      AG2511  20250911  ...    9815       9788      AG
117    117      AG2512  20250911  ...    9824       9794      AG
118    118      AG2601  20250911  ...    9837       9804      AG
119    119      AG2602  20250911  ...    9848       9816      AG
120    120      AG2603  20250911  ...    9860       9830      AG
121    121      AG2604  20250911  ...    9875       9840      AG
122    122      AG2605  20250911  ...    9893       9857      AG
123    123      AG2606  20250911  ...    9906       9866      AG
124    124      AG2607  20250911  ...    9922       9914      AG
125    125      AG2608  20250911  ...    9938       9905      AG
126    126      RB2509  20250911  ...    2941       2950      RB
127    127      RB2510  20250911  ...    3013       3025      RB
128    128      RB2511  20250911  ...    3034       3045      RB
129    129      RB2512  20250911  ...    3081       3089      RB
130    130      RB2601  20250911  ...    3101       3108      RB
131    131      RB2602  20250911  ...    3098       3107      RB
132    132      RB2603  20250911  ...    3112       3116      RB
133    133      RB2604  20250911  ...    3136       3140      RB
134    134      RB2605  20250911  ...    3150       3154      RB
135    135      RB2606  20250911  ...    3166       3165      RB
136    136      RB2607  20250911  ...    3179       3183      RB
137    137      RB2608  20250911  ...    3192       3190      RB
138    138      WR2509  20250911  ...    3342       3342      WR
139    139      WR2510  20250911  ...    3282       3280      WR
140    140      WR2511  20250911  ...    3302       3302      WR
141    141      WR2512  20250911  ...    3324       3324      WR
142    142      WR2601  20250911  ...    3377       3390      WR
143    143      WR2602  20250911  ...    3358       3337      WR
144    144      WR2603  20250911  ...    3338       3338      WR
145    145      WR2604  20250911  ...    3389       3399      WR
146    146      WR2605  20250911  ...    3414       3414      WR
147    147      WR2606  20250911  ...    3372       3375      WR
148    148      WR2607  20250911  ...    3390       3390      WR
149    149      WR2608  20250911  ...    3410       3414      WR
150    150      HC2509  20250911  ...    3396       3396      HC
151    151      HC2510  20250911  ...    3379       3370      HC
152    152      HC2511  20250911  ...    3365       3357      HC
153    153      HC2512  20250911  ...    3354       3350      HC
154    154      HC2601  20250911  ...    3342       3335      HC
155    155      HC2602  20250911  ...    3339       3339      HC
156    156      HC2603  20250911  ...    3344       3342      HC
157    157      HC2604  20250911  ...    3346       3346      HC
158    158      HC2605  20250911  ...    3347       3346      HC
159    159      HC2606  20250911  ...    3354       3359      HC
160    160      HC2607  20250911  ...    3357       3340      HC
161    161      HC2608  20250911  ...    3358       3358      HC
162    162      SS2509  20250911  ...   12800      12800      SS
163    163      SS2510  20250911  ...   12810      12825      SS
164    164      SS2511  20250911  ...   12895      12915      SS
165    165      SS2512  20250911  ...   12930      12955      SS
166    166      SS2601  20250911  ...   12990      13005      SS
167    167      SS2602  20250911  ...   13030      13060      SS
168    168      SS2603  20250911  ...   13110      13120      SS
169    169      SS2604  20250911  ...   13175      13190      SS
170    170      SS2605  20250911  ...   13245      13265      SS
171    171      SS2606  20250911  ...   13305      13320      SS
172    172      SS2607  20250911  ...   13370      13370      SS
173    173      SS2608  20250911  ...   13400      13400      SS
174    174      SC2510  20250911  ...   488.7      486.1      SC
175    175      SC2511  20250911  ...   489.4      485.7      SC
176    176      SC2512  20250911  ...   488.1      484.6      SC
177    177      SC2601  20250911  ...   487.1      484.5      SC
178    178      SC2602  20250911  ...     486      483.7      SC
179    179      SC2603  20250911  ...   484.7      482.6      SC
180    180      SC2604  20250911  ...   484.5      481.6      SC
181    181      SC2605  20250911  ...   483.3      481.5      SC
182    182      SC2606  20250911  ...   484.5      477.9      SC
183    183      SC2607  20250911  ...   483.7      480.9      SC
184    184      SC2608  20250911  ...     482      475.5      SC
185    185      SC2609  20250911  ...   480.8      474.4      SC
186    186      SC2612  20250911  ...   477.9      467.3      SC
187    187      SC2703  20250911  ...   472.1      462.1      SC
188    188      SC2706  20250911  ...   471.5      460.7      SC
189    189      SC2709  20250911  ...   471.3      461.3      SC
190    190      SC2712  20250911  ...     469        461      SC
191    191      SC2803  20250911  ...   468.2      459.5      SC
192    192      SC2806  20250911  ...   466.7      461.5      SC
193    193      SC2809  20250911  ...     462      458.1      SC
194    194      LU2510  20250911  ...    3343       3368      LU
195    195      LU2511  20250911  ...    3370       3392      LU
196    196      LU2512  20250911  ...    3362       3382      LU
197    197      LU2601  20250911  ...    3358       3378      LU
198    198      LU2602  20250911  ...    3338       3358      LU
199    199      LU2603  20250911  ...    3334       3354      LU
200    200      LU2604  20250911  ...    3339       3349      LU
201    201      LU2605  20250911  ...    3323       3341      LU
202    202      LU2606  20250911  ...    3316       3339      LU
203    203      LU2607  20250911  ...    3321       3335      LU
204    204      LU2608  20250911  ...    3316       3324      LU
205    205      LU2609  20250911  ...    3314       3329      LU
206    206      FU2510  20250911  ...    2833       2828      FU
207    207      FU2511  20250911  ...    2824       2822      FU
208    208      FU2512  20250911  ...    2803       2802      FU
209    209      FU2601  20250911  ...    2793       2789      FU
210    210      FU2602  20250911  ...    2777       2771      FU
211    211      FU2603  20250911  ...    2766       2759      FU
212    212      FU2604  20250911  ...    2759       2757      FU
213    213      FU2605  20250911  ...    2749       2742      FU
214    214      FU2606  20250911  ...    2741       2735      FU
215    215      FU2607  20250911  ...    2727       2724      FU
216    216      FU2608  20250911  ...    2722       2717      FU
217    217      FU2609  20250911  ...    2700       2696      FU
218    218      BU2509  20250911  ...    3423       3404      BU
219    219      BU2510  20250911  ...    3470       3456      BU
220    220      BU2511  20250911  ...    3459       3437      BU
221    221      BU2512  20250911  ...    3411       3392      BU
222    222      BU2601  20250911  ...    3385       3365      BU
223    223      BU2602  20250911  ...    3382       3364      BU
224    224      BU2603  20250911  ...    3388       3369      BU
225    225      BU2604  20250911  ...    3382       3348      BU
226    226      BU2605  20250911  ...    3388       3357      BU
227    227      BU2606  20250911  ...    3379       3353      BU
228    228      BU2607  20250911  ...    3381       3358      BU
229    229      BU2608  20250911  ...    3359       3340      BU
230    230      BU2609  20250911  ...    3372       3346      BU
231    231      BU2612  20250911  ...    3325       3307      BU
232    232      BU2703  20250911  ...    3327       3293      BU
233    233      BU2706  20250911  ...    3331       3321      BU
234    234      BR2509  20250911  ...   11850      11850      BR
235    235      BR2510  20250911  ...   11665      11720      BR
236    236      BR2511  20250911  ...   11630      11705      BR
237    237      BR2512  20250911  ...   11615      11690      BR
238    238      BR2601  20250911  ...   11630      11700      BR
239    239      BR2602  20250911  ...   11735      11735      BR
240    240      BR2603  20250911  ...   11665      11705      BR
241    241      BR2604  20250911  ...   11680      11710      BR
242    242      BR2605  20250911  ...   11700      11745      BR
243    243      BR2606  20250911  ...   11715      11815      BR
244    244      BR2607  20250911  ...   11780      12000      BR
245    245      BR2608  20250911  ...   11915      11915      BR
246    246      RU2509  20250911  ...   14825      14975      RU
247    247      RU2510  20250911  ...   14955      15050      RU
248    248      RU2511  20250911  ...   14940      15005      RU
249    249      RU2601  20250911  ...   15880      15955      RU
250    250      RU2603  20250911  ...   15880      15970      RU
251    251      RU2604  20250911  ...   15895      15960      RU
252    252      RU2605  20250911  ...   15910      15995      RU
253    253      RU2606  20250911  ...   15925      16030      RU
254    254      RU2607  20250911  ...   15980      16045      RU
255    255      RU2608  20250911  ...   15970      16065      RU
256    256      NR2509  20250911  ...   12645      12645      NR
257    257      NR2510  20250911  ...   12550      12660      NR
258    258      NR2511  20250911  ...   12600      12715      NR
259    259      NR2512  20250911  ...   12640      12760      NR
260    260      NR2601  20250911  ...   12685      12800      NR
261    261      NR2602  20250911  ...   12685      12825      NR
262    262      NR2603  20250911  ...   12685      12795      NR
263    263      NR2604  20250911  ...   12730      12815      NR
264    264      NR2605  20250911  ...   12745      12840      NR
265    265      NR2606  20250911  ...   12700      13000      NR
266    266      NR2607  20250911  ...   12715      13045      NR
267    267      NR2608  20250911  ...   12760      12865      NR
268    268      SP2509  20250911  ...    4948       4872      SP
269    269      SP2510  20250911  ...    4974       4890      SP
270    270      SP2511  20250911  ...    4994       4928      SP
271    271      SP2512  20250911  ...    5014       4942      SP
272    272      SP2601  20250911  ...    5280       5226      SP
273    273      SP2602  20250911  ...    5276       5226      SP
274    274      SP2603  20250911  ...    5280       5214      SP
275    275      SP2604  20250911  ...    5278       5228      SP
276    276      SP2605  20250911  ...    5294       5234      SP
277    277      SP2606  20250911  ...    5290       5244      SP
278    278      SP2607  20250911  ...    5286       5254      SP
279    279      SP2608  20250911  ...    5292       5258      SP
280    280      OP2601  20250911  ...    4254       4238      OP
281    281      OP2602  20250911  ...    4246       4216      OP
282    282      OP2603  20250911  ...    4274       4196      OP
283    283      OP2604  20250911  ...    4282       4224      OP
284    284      OP2605  20250911  ...    4278       4236      OP
285    285      OP2606  20250911  ...    4250       4262      OP
286    286      OP2607  20250911  ...    4270       4246      OP
287    287      OP2608  20250911  ...    4278       4260      OP
288    288      EC2510  20250911  ...    1222     1270.9      EC
289    289      EC2512  20250911  ...  1633.3     1677.3      EC
290    290      EC2602  20250911  ...  1509.2     1525.2      EC
291    291      EC2604  20250911  ...  1245.9     1252.1      EC
292    292      EC2606  20250911  ...  1429.4     1438.6      EC
293    293      EC2608  20250911  ...  1605.4     1609.3      EC
294    294  SC_TAS2510  20250911  ...                     SC_TAS
295    295  SC_TAS2511  20250911  ...                     SC_TAS
296    296  SC_TAS2512  20250911  ...                     SC_TAS
297    297  SC_TAS2601  20250911  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 16:28:40,461 - future_1d - INFO - ak.get_shfe_daily('2025-09-11') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250911   485.1   492.8  ...  4305277.99   488.7      486.1      SC
1       SC2511  20250911     488   492.5  ...  1431053.05   489.4      485.7      SC
2       SC2512  20250911   489.2   490.7  ...   346750.96   488.1      484.6      SC
3       SC2601  20250911   486.5   489.5  ...   110577.75   487.1      484.5      SC
4       SC2602  20250911   484.9   488.7  ...    60993.45     486      483.7      SC
5       SC2603  20250911     484   488.5  ...    64903.23   484.7      482.6      SC
6       SC2604  20250911   483.7   487.7  ...   100249.02   484.5      481.6      SC
7       SC2605  20250911   482.6   486.5  ...    21027.84   483.3      481.5      SC
8       SC2606  20250911   482.4   486.9  ...   148356.36   484.5      477.9      SC
9       SC2607  20250911   483.5   484.8  ...     2564.05   483.7      480.9      SC
10      SC2608  20250911     482     484  ...      915.83     482      475.5      SC
11      SC2609  20250911   481.5   481.5  ...      240.43   480.8      474.4      SC
12      SC2612  20250911   477.6   481.6  ...       573.5   477.9      467.3      SC
13      SC2703  20250911                  ...           0   472.1      462.1      SC
14      SC2706  20250911                  ...           0   471.5      460.7      SC
15      SC2709  20250911                  ...           0   471.3      461.3      SC
16      SC2712  20250911     467     471  ...      281.43     469        461      SC
17      SC2803  20250911                  ...           0   468.2      459.5      SC
18      SC2806  20250911   464.5   475.7  ...      373.39   466.7      461.5      SC
19      SC2809  20250911                  ...           0     462      458.1      SC
21      LU2510  20250911    3356    3364  ...     2186.96    3343       3368      LU
22      LU2511  20250911    3379    3390  ...   278388.67    3370       3392      LU
23      LU2512  20250911    3367    3380  ...  149916.502    3362       3382      LU
24      LU2601  20250911    3361    3376  ...    31253.26    3358       3378      LU
25      LU2602  20250911    3344    3354  ...    2307.209    3338       3358      LU
26      LU2603  20250911    3333    3346  ...      26.673    3334       3354      LU
27      LU2604  20250911    3339    3339  ...       6.678    3339       3349      LU
28      LU2605  20250911    3326    3334  ...      56.491    3323       3341      LU
29      LU2606  20250911    3319    3330  ...      26.532    3316       3339      LU
30      LU2607  20250911    3317    3330  ...      13.287    3321       3335      LU
31      LU2608  20250911    3312    3331  ...      29.844    3316       3324      LU
32      LU2609  20250911    3321    3321  ...      23.198    3314       3329      LU
34      NR2509  20250911                  ...           0   12645      12645      NR
35      NR2510  20250911   12695   12710  ...   205487.68   12550      12660      NR
36      NR2511  20250911   12770   12770  ...  1145171.83   12600      12715      NR
37      NR2512  20250911   12785   12800  ...   91302.955   12640      12760      NR
38      NR2601  20250911   12820   12845  ...  168980.725   12685      12800      NR
39      NR2602  20250911   12825   12840  ...     1408.43   12685      12825      NR
40      NR2603  20250911   12820   12820  ...     469.415   12685      12795      NR
41      NR2604  20250911   12800   12800  ...      89.135   12730      12815      NR
42      NR2605  20250911   12830   12830  ...      229.49   12745      12840      NR
43      NR2606  20250911   12720   12720  ...       38.11   12700      13000      NR
44      NR2607  20250911   12735   12735  ...      89.035   12715      13045      NR
45      NR2608  20250911   12770   12770  ...       63.81   12760      12865      NR
47      BC2509  20250911   70500   70500  ...     3348.75   70500      70500      BC
48      BC2510  20250911   70980   71360  ...  126352.395   71180      70820      BC
49      BC2511  20250911   71030   71320  ...    18463.84   71150      70800      BC
50      BC2512  20250911                  ...           0   70790      70790      BC
51      BC2601  20250911                  ...           0   71300      70880      BC
52      BC2602  20250911                  ...           0   70900      70900      BC
53      BC2603  20250911   71560   71560  ...       35.78   71560      70050      BC
54      BC2604  20250911                  ...           0   71200      71200      BC
55      BC2605  20250911                  ...           0   71170      71170      BC
56      BC2606  20250911                  ...           0   70710      70700      BC
57      BC2607  20250911                  ...           0   70900      70900      BC
58      BC2608  20250911                  ...           0   70800      70800      BC
60      EC2510  20250911    1250    1255  ...  200216.301    1222     1270.9      EC
61      EC2512  20250911    1654  1664.9  ...  82035.3755  1633.3     1677.3      EC
62      EC2602  20250911  1524.9  1524.9  ...   9568.4285  1509.2     1525.2      EC
63      EC2604  20250911  1245.2  1254.4  ...    5724.952  1245.9     1252.1      EC
64      EC2606  20250911  1420.4  1438.2  ...    478.8535  1429.4     1438.6      EC
65      EC2608  20250911  1593.1  1626.6  ...     337.147  1605.4     1609.3      EC
68  SC_TAS2510  20250911                  ...                                 SC_TAS
69  SC_TAS2511  20250911                  ...                                 SC_TAS
70  SC_TAS2512  20250911                  ...                                 SC_TAS
71  SC_TAS2601  20250911                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-17 16:28:42,217 - future_1d - INFO - ak.get_ine_daily('2025-09-11') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250911  6863.000  ...  7097.800    6887.800       IC
1   IC2510  20250911  6799.000  ...  7044.000    6825.800       IC
2   IC2512  20250911  6680.000  ...  6934.800    6710.000       IC
3   IC2603  20250911  6517.400  ...  6789.600    6556.600       IC
4   IF2509  20250911  4424.000  ...  4542.800    4444.600       IF
5   IF2510  20250911  4415.800  ...  4534.400    4437.200       IF
6   IF2512  20250911  4396.000  ...  4511.800    4415.200       IF
7   IF2603  20250911  4367.000  ...  4491.200    4394.000       IF
8   IH2509  20250911  2927.000  ...  2981.400    2944.200       IH
9   IH2510  20250911  2926.400  ...  2979.800    2943.400       IH
10  IH2512  20250911  2927.000  ...  2980.000    2943.200       IH
11  IH2603  20250911  2928.800  ...  2982.400    2945.800       IH
12  IM2509  20250911  7144.000  ...  7365.600    7176.600       IM
13  IM2510  20250911  7086.400  ...  7297.800    7112.400       IM
14  IM2512  20250911  6940.000  ...  7153.600    6965.000       IM
15  IM2603  20250911  6740.000  ...  6965.600    6777.400       IM
16   T2509  20250911   107.750  ...   107.835     107.725        T
17   T2512  20250911   107.555  ...   107.645     107.505        T
18   T2603  20250911   107.205  ...   107.335     107.235        T
19  TF2509  20250911   105.630  ...   105.660     105.620       TF
20  TF2512  20250911   105.450  ...   105.590     105.445       TF
21  TF2603  20250911   105.380  ...   105.485     105.355       TF
22  TL2509  20250911   115.020  ...   115.180     115.240       TL
23  TL2512  20250911   114.850  ...   114.830     114.870       TL
24  TL2603  20250911   114.570  ...   114.500     114.530       TL
25  TS2509  20250911   102.330  ...   102.352     102.310       TS
26  TS2512  20250911   102.354  ...   102.406     102.348       TS
27  TS2603  20250911   102.296  ...   102.330     102.288       TS

[28 rows x 12 columns]
2025-09-17 16:28:42,533 - future_1d - INFO - ak.get_cffex_daily('2025-09-11') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250911      0.00  ...   4040.00     4040.00        A
1     a2511  20250911   3905.00  ...   3926.00     3935.00        A
2     a2601  20250911   3919.00  ...   3930.00     3936.00        A
3     a2603  20250911   3922.00  ...   3934.00     3938.00        A
4     a2605  20250911   3964.00  ...   3977.00     3983.00        A
5     a2607  20250911   3967.00  ...   3981.00     3985.00        A
6     b2509  20250911      0.00  ...   3681.00     3681.00        B
7     b2510  20250911   3670.00  ...   3702.00     3684.00        B
8     b2511  20250911   3700.00  ...   3726.00     3722.00        B
9     b2512  20250911   3746.00  ...   3761.00     3761.00        B
10    b2601  20250911   3746.00  ...   3761.00     3762.00        B
11    b2602  20250911   3731.00  ...   3744.00     3746.00        B
12    b2603  20250911   3684.00  ...   3705.00     3692.00        B
13    b2604  20250911   3570.00  ...   3584.00     3584.00        B
14    b2605  20250911   3500.00  ...   3500.00     3505.00        B
15    b2606  20250911   3467.00  ...   3467.00     3478.00        B
16    b2607  20250911   3471.00  ...   3467.00     3482.00        B
17    b2608  20250911   3568.00  ...   3566.00     3578.00        B
18   bb2509  20250911    144.15  ...    144.15      136.00       BB
19   bb2511  20250911    141.50  ...    142.05      142.05       BB
20   bb2601  20250911    147.05  ...    146.80      147.60       BB
21   bb2603  20250911    146.85  ...    146.90      147.15       BB
22   bb2605  20250911      0.00  ...    141.90      142.10       BB
23   bb2607  20250911      0.00  ...    146.70      146.90       BB
24   bz2603  20250911   6028.00  ...   6034.00     6012.00       BZ
25   bz2604  20250911   6013.00  ...   6011.00     5992.00       BZ
26   bz2605  20250911      0.00  ...   6011.00     6011.00       BZ
27   bz2606  20250911   6005.00  ...   6005.00     6002.00       BZ
28   bz2607  20250911      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250911   5969.00  ...   5969.00     6005.00       BZ
30    c2509  20250911   2345.00  ...   2345.00     2285.00        C
31    c2511  20250911   2199.00  ...   2199.00     2199.00        C
32    c2601  20250911   2170.00  ...   2169.00     2174.00        C
33    c2603  20250911   2186.00  ...   2183.00     2188.00        C
34    c2605  20250911   2240.00  ...   2237.00     2241.00        C
35    c2607  20250911   2255.00  ...   2252.00     2254.00        C
36   cs2509  20250911      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250911   2489.00  ...   2481.00     2491.00       CS
38   cs2601  20250911   2502.00  ...   2498.00     2504.00       CS
39   cs2603  20250911   2507.00  ...   2505.00     2510.00       CS
40   cs2605  20250911   2583.00  ...   2583.00     2589.00       CS
41   cs2607  20250911   2587.00  ...   2588.00     2589.00       CS
42   eb2509  20250911      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250911   7070.00  ...   7083.00     7059.00       EB
44   eb2511  20250911   7088.00  ...   7093.00     7070.00       EB
45   eb2512  20250911   7085.00  ...   7098.00     7079.00       EB
46   eb2601  20250911   7101.00  ...   7119.00     7101.00       EB
47   eb2602  20250911   7130.00  ...   7138.00     7129.00       EB
48   eb2603  20250911   7170.00  ...   7172.00     7157.00       EB
49   eb2604  20250911   7205.00  ...   7195.00     7189.00       EB
50   eb2605  20250911   7215.00  ...   7211.00     7200.00       EB
51   eb2606  20250911   7214.00  ...   7214.00     7204.00       EB
52   eb2607  20250911      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250911      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250911   4408.00  ...   4408.00     4343.00       EG
55   eg2510  20250911   4350.00  ...   4326.00     4347.00       EG
56   eg2511  20250911   4329.00  ...   4301.00     4332.00       EG
57   eg2512  20250911   4316.00  ...   4306.00     4322.00       EG
58   eg2601  20250911   4320.00  ...   4306.00     4320.00       EG
59   eg2602  20250911   4314.00  ...   4308.00     4323.00       EG
60   eg2603  20250911   4316.00  ...   4311.00     4323.00       EG
61   eg2604  20250911   4341.00  ...   4337.00     4350.00       EG
62   eg2605  20250911   4356.00  ...   4348.00     4354.00       EG
63   eg2606  20250911      0.00  ...   4357.00     4357.00       EG
64   eg2607  20250911      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250911      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250911      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250911   1271.50  ...   1272.50     1272.50       FB
68   fb2511  20250911   1270.00  ...   1263.00     1261.50       FB
69   fb2512  20250911   1260.00  ...   1259.00     1256.50       FB
70   fb2601  20250911   1245.00  ...   1250.50     1250.00       FB
71   fb2602  20250911   1237.00  ...   1243.00     1239.00       FB
72   fb2603  20250911   1250.50  ...   1246.50     1252.00       FB
73   fb2604  20250911      0.00  ...   1250.00     1250.00       FB
74   fb2605  20250911      0.00  ...   1318.50     1318.50       FB
75   fb2606  20250911      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250911      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250911      0.00  ...   1296.00     1296.00       FB
78    i2509  20250911    858.00  ...    845.50      847.50        I
79    i2510  20250911    823.50  ...    819.50      823.50        I
80    i2511  20250911    821.00  ...    814.00      816.50        I
81    i2512  20250911    814.50  ...    809.50      811.50        I
82    i2601  20250911    804.50  ...    800.00      802.00        I
83    i2602  20250911    801.00  ...    794.00      796.00        I
84    i2603  20250911    795.50  ...    789.00      790.50        I
85    i2604  20250911    791.00  ...    784.00      786.00        I
86    i2605  20250911    780.00  ...    777.00      777.50        I
87    i2606  20250911    777.50  ...    771.50      771.00        I
88    i2607  20250911    772.50  ...    766.50      767.50        I
89    i2608  20250911    768.00  ...    762.50      762.00        I
90    j2509  20250911      0.00  ...   1512.50     1512.50        J
91    j2510  20250911   1507.00  ...   1514.50     1499.50        J
92    j2511  20250911   1539.00  ...   1550.50     1533.50        J
93    j2512  20250911   1583.00  ...   1582.00     1572.50        J
94    j2601  20250911   1605.00  ...   1618.50     1601.00        J
95    j2602  20250911   1632.50  ...   1638.50     1618.00        J
96    j2603  20250911   1651.50  ...   1658.00     1660.00        J
97    j2604  20250911   1729.00  ...   1728.00     1720.50        J
98    j2605  20250911   1724.00  ...   1748.50     1726.00        J
99    j2606  20250911   1750.50  ...   1750.50     1761.00        J
100   j2607  20250911   1754.50  ...   1763.50     1727.00        J
101   j2608  20250911      0.00  ...   1763.00     1763.00        J
102  jd2509  20250911   3000.00  ...   3083.00     3037.00       JD
103  jd2510  20250911   3029.00  ...   3036.00     3032.00       JD
104  jd2511  20250911   3021.00  ...   3039.00     3040.00       JD
105  jd2512  20250911   3177.00  ...   3170.00     3198.00       JD
106  jd2601  20250911   3352.00  ...   3350.00     3373.00       JD
107  jd2602  20250911   3107.00  ...   3110.00     3116.00       JD
108  jd2603  20250911   3131.00  ...   3124.00     3131.00       JD
109  jd2604  20250911   3315.00  ...   3318.00     3327.00       JD
110  jd2605  20250911   3458.00  ...   3460.00     3467.00       JD
111  jd2606  20250911   3269.00  ...   3269.00     3270.00       JD
112  jd2607  20250911   3495.00  ...   3491.00     3494.00       JD
113  jd2608  20250911   3917.00  ...   3913.00     3916.00       JD
114  jm2509  20250911    953.50  ...    977.50      969.00       JM
115  jm2510  20250911    958.00  ...    966.00      952.50       JM
116  jm2511  20250911   1009.00  ...   1022.50     1007.00       JM
117  jm2512  20250911   1065.00  ...   1080.50     1064.00       JM
118  jm2601  20250911   1117.50  ...   1134.50     1115.50       JM
119  jm2602  20250911   1142.00  ...   1161.00     1140.50       JM
120  jm2603  20250911   1162.00  ...   1181.00     1158.00       JM
121  jm2604  20250911   1181.00  ...   1202.50     1174.50       JM
122  jm2605  20250911   1195.00  ...   1220.50     1189.00       JM
123  jm2606  20250911   1213.50  ...   1238.00     1203.50       JM
124  jm2607  20250911   1224.00  ...   1249.50     1213.00       JM
125  jm2608  20250911   1245.00  ...   1260.00     1226.00       JM
126   l2509  20250911   7142.00  ...   7135.00     7165.00        L
127   l2510  20250911   7191.00  ...   7194.00     7205.00        L
128   l2511  20250911   7208.00  ...   7206.00     7219.00        L
129   l2512  20250911   7218.00  ...   7213.00     7230.00        L
130   l2601  20250911   7222.00  ...   7216.00     7233.00        L
131   l2602  20250911   7215.00  ...   7210.00     7227.00        L
132   l2603  20250911      0.00  ...   7227.00     7227.00        L
133   l2604  20250911   7260.00  ...   7237.00     7259.00        L
134   l2605  20250911   7235.00  ...   7225.00     7243.00        L
135   l2606  20250911      0.00  ...   7228.00     7228.00        L
136   l2607  20250911   7236.00  ...   7236.00     7251.00        L
137   l2608  20250911   7248.00  ...   7254.00     7269.00        L
138  lg2509  20250911    773.00  ...    770.00      773.00       LG
139  lg2511  20250911    807.00  ...    804.50      805.00       LG
140  lg2601  20250911    820.00  ...    818.50      819.50       LG
141  lg2603  20250911    823.50  ...    824.50      825.50       LG
142  lg2605  20250911    830.50  ...    829.50      830.00       LG
143  lg2607  20250911    832.00  ...    832.50      831.50       LG
144  lh2509  20250911  13030.00  ...  13090.00    13190.00       LH
145  lh2511  20250911  13350.00  ...  13315.00    13315.00       LH
146  lh2601  20250911  13785.00  ...  13735.00    13730.00       LH
147  lh2603  20250911  13045.00  ...  13010.00    13010.00       LH
148  lh2605  20250911  13550.00  ...  13520.00    13520.00       LH
149  lh2607  20250911  14300.00  ...  14310.00    14240.00       LH
150   m2509  20250911      0.00  ...   3031.00     3031.00        M
151   m2511  20250911   3025.00  ...   3040.00     3031.00        M
152   m2512  20250911   3080.00  ...   3090.00     3080.00        M
153   m2601  20250911   3067.00  ...   3075.00     3064.00        M
154   m2603  20250911   2996.00  ...   2997.00     2991.00        M
155   m2605  20250911   2801.00  ...   2802.00     2799.00        M
156   m2607  20250911   2780.00  ...   2783.00     2778.00        M
157   m2608  20250911   2906.00  ...   2908.00     2907.00        M
158   p2509  20250911      0.00  ...   9446.00     9446.00        P
159   p2510  20250911   9262.00  ...   9222.00     9320.00        P
160   p2511  20250911   9236.00  ...   9236.00     9314.00        P
161   p2512  20250911   9262.00  ...   9264.00     9326.00        P
162   p2601  20250911   9280.00  ...   9274.00     9340.00        P
163   p2602  20250911   9246.00  ...   9222.00     9284.00        P
164   p2603  20250911   9220.00  ...   9212.00     9290.00        P
165   p2604  20250911   9164.00  ...   9156.00     9200.00        P
166   p2605  20250911   9064.00  ...   9062.00     9126.00        P
167   p2606  20250911   8970.00  ...   8968.00     9030.00        P
168   p2607  20250911   8900.00  ...   8868.00     8942.00        P
169   p2608  20250911   8812.00  ...   8800.00     8910.00        P
170  pg2509  20250911   3780.00  ...   3780.00     3706.00       PG
171  pg2510  20250911   4462.00  ...   4453.00     4437.00       PG
172  pg2511  20250911   4406.00  ...   4410.00     4389.00       PG
173  pg2512  20250911   4356.00  ...   4352.00     4328.00       PG
174  pg2601  20250911   4284.00  ...   4289.00     4270.00       PG
175  pg2602  20250911   4207.00  ...   4219.00     4194.00       PG
176  pg2603  20250911   4121.00  ...   4132.00     4105.00       PG
177  pg2604  20250911   4451.00  ...   4467.00     4437.00       PG
178  pg2605  20250911   4364.00  ...   4389.00     4358.00       PG
179  pg2606  20250911   4305.00  ...   4305.00     4288.00       PG
180  pg2607  20250911   4246.00  ...   4251.00     4255.00       PG
181  pg2608  20250911   4185.00  ...   4187.00     4163.00       PG
182  pp2509  20250911   6773.00  ...   6828.00     6832.00       PP
183  pp2510  20250911   6864.00  ...   6852.00     6867.00       PP
184  pp2511  20250911   6880.00  ...   6886.00     6898.00       PP
185  pp2512  20250911   6929.00  ...   6919.00     6930.00       PP
186  pp2601  20250911   6952.00  ...   6943.00     6951.00       PP
187  pp2602  20250911   6931.00  ...   6926.00     6933.00       PP
188  pp2603  20250911   6920.00  ...   6912.00     6920.00       PP
189  pp2604  20250911   6948.00  ...   6937.00     6963.00       PP
190  pp2605  20250911   6977.00  ...   6966.00     6973.00       PP
191  pp2606  20250911   6949.00  ...   6943.00     6946.00       PP
192  pp2607  20250911   6916.00  ...   6915.00     6915.00       PP
193  pp2608  20250911   6917.00  ...   6917.00     6922.00       PP
194  rr2509  20250911      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250911   3602.00  ...   3596.00     3605.00       RR
196  rr2511  20250911   3608.00  ...   3603.00     3611.00       RR
197  rr2512  20250911   3606.00  ...   3605.00     3608.00       RR
198  rr2601  20250911   3617.00  ...   3615.00     3617.00       RR
199  rr2602  20250911   3605.00  ...   3605.00     3604.00       RR
200  rr2603  20250911   3607.00  ...   3607.00     3612.00       RR
201  rr2604  20250911      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250911      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250911      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250911      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250911      0.00  ...   3614.00     3625.00       RR
206   v2509  20250911   4696.00  ...   4708.00     4696.00        V
207   v2510  20250911   4738.00  ...   4757.00     4743.00        V
208   v2511  20250911   4780.00  ...   4788.00     4776.00        V
209   v2512  20250911   4810.00  ...   4830.00     4815.00        V
210   v2601  20250911   4852.00  ...   4864.00     4849.00        V
211   v2602  20250911   4888.00  ...   4904.00     4885.00        V
212   v2603  20250911   4920.00  ...   4930.00     4916.00        V
213   v2604  20250911   5120.00  ...   5126.00     5119.00        V
214   v2605  20250911   5162.00  ...   5166.00     5149.00        V
215   v2606  20250911   5191.00  ...   5197.00     5169.00        V
216   v2607  20250911   5211.00  ...   5222.00     5208.00        V
217   v2608  20250911   5249.00  ...   5266.00     5247.00        V
218   y2509  20250911   8268.00  ...   8268.00     8414.00        Y
219   y2511  20250911   8300.00  ...   8326.00     8344.00        Y
220   y2512  20250911   8322.00  ...   8338.00     8374.00        Y
221   y2601  20250911   8272.00  ...   8292.00     8322.00        Y
222   y2603  20250911   8184.00  ...   8214.00     8236.00        Y
223   y2605  20250911   7990.00  ...   7986.00     8028.00        Y
224   y2607  20250911   7936.00  ...   7948.00     7982.00        Y
225   y2608  20250911   7936.00  ...   7948.00     7998.00        Y

[226 rows x 12 columns]
2025-09-17 16:28:43,032 - future_1d - INFO - ak.get_dce_daily('2025-09-11') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250911  55575.0  ...  55575.0     55575.0       PS
1   PS2510  20250911  53495.0  ...  53135.0     52840.0       PS
2   PS2511  20250911  53200.0  ...  53035.0     52690.0       PS
3   PS2512  20250911  55920.0  ...  55530.0     55180.0       PS
4   PS2601  20250911  55500.0  ...  55465.0     55040.0       PS
5   PS2602  20250911  55690.0  ...  55735.0     55095.0       PS
6   PS2603  20250911  55880.0  ...  55715.0     55055.0       PS
7   PS2604  20250911  56005.0  ...  55800.0     55130.0       PS
8   PS2605  20250911  55650.0  ...  55650.0     55245.0       PS
9   PS2606  20250911  57800.0  ...  57725.0     57570.0       PS
10  PS2607  20250911  58050.0  ...  57855.0     57500.0       PS
11  PS2608  20250911  58000.0  ...  57850.0     57455.0       PS
13  SI2509  20250911      0.0  ...   8685.0      8470.0       SI
14  SI2510  20250911   8675.0  ...   8685.0      8520.0       SI
15  SI2511  20250911   8715.0  ...   8690.0      8530.0       SI
16  SI2512  20250911   9045.0  ...   9040.0      8885.0       SI
17  SI2601  20250911   9050.0  ...   9035.0      8875.0       SI
18  SI2602  20250911   9020.0  ...   9030.0      8935.0       SI
19  SI2603  20250911   9070.0  ...   9065.0      8920.0       SI
20  SI2604  20250911   9025.0  ...   9030.0      8950.0       SI
21  SI2605  20250911   9075.0  ...   9055.0      8915.0       SI
22  SI2606  20250911   9080.0  ...   9070.0      8940.0       SI
23  SI2607  20250911   9000.0  ...   9070.0      8940.0       SI
24  SI2608  20250911   9060.0  ...   9085.0      8905.0       SI
27  LC2509  20250911  70940.0  ...  70800.0     69760.0       LC
28  LC2510  20250911  71360.0  ...  70580.0     69720.0       LC
29  LC2511  20250911  70960.0  ...  70660.0     70120.0       LC
30  LC2512  20250911  71100.0  ...  70960.0     70200.0       LC
31  LC2601  20250911  71300.0  ...  70920.0     70240.0       LC
32  LC2602  20250911  71120.0  ...  70860.0     70240.0       LC
33  LC2603  20250911  70960.0  ...  70780.0     70220.0       LC
34  LC2604  20250911  72100.0  ...  71740.0     70660.0       LC
35  LC2605  20250911  71620.0  ...  71380.0     70700.0       LC
36  LC2606  20250911  71540.0  ...  71240.0     70460.0       LC
37  LC2607  20250911  71300.0  ...  71100.0     70500.0       LC
38  LC2608  20250911  71220.0  ...  71040.0     70700.0       LC

[36 rows x 12 columns]
2025-09-17 16:28:43,246 - future_1d - INFO - ak.get_gfex_daily('2025-09-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250911   8218.0   8351.0  ...   130736.90   8293.0      8163.0       AP
1    AP511  20250911   8070.0   8168.0  ...     6792.71   8116.0      8026.0       AP
2    AP512  20250911   8068.0   8188.0  ...     2732.08   8131.0      8050.0       AP
3    AP601  20250911   8159.0   8271.0  ...   676253.31   8214.0      8122.0       AP
4    AP603  20250911   8068.0   8162.0  ...      154.36   8124.0      8053.0       AP
5    AP604  20250911   8125.0   8171.0  ...       73.28   8142.0      8090.0       AP
6    AP605  20250911   8187.0   8255.0  ...     4121.90   8227.0      8158.0       AP
7    CF509  20250911  13360.0  13400.0  ...     3216.36  13345.0     13345.0       CF
8    CF511  20250911  13670.0  13735.0  ...   172899.42  13665.0     13645.0       CF
9    CF601  20250911  13865.0  13890.0  ...  1114391.69  13830.0     13835.0       CF
10   CF603  20250911  13810.0  13845.0  ...     1579.90  13800.0     13800.0       CF
11   CF605  20250911  13850.0  13850.0  ...   148047.50  13795.0     13795.0       CF
12   CF607  20250911  13850.0  13855.0  ...      815.05  13815.0     13815.0       CF
13   CJ509  20250911      0.0      0.0  ...        0.00   9965.0      9945.0       CJ
14   CJ512  20250911  10955.0  11225.0  ...     5656.23  11100.0     10945.0       CJ
15   CJ601  20250911  11045.0  11285.0  ...   923262.81  11185.0     10990.0       CJ
16   CJ603  20250911  11085.0  11325.0  ...    12116.31  11240.0     11045.0       CJ
17   CJ605  20250911  11150.0  11420.0  ...   149786.33  11315.0     11125.0       CJ
18   CJ607  20250911  11320.0  11540.0  ...     3393.31  11425.0     11265.0       CJ
19   CY509  20250911      0.0      0.0  ...        0.00  20180.0     20200.0       CY
20   CY510  20250911      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250911  19875.0  19960.0  ...    97202.48  19875.0     19895.0       CY
22   CY512  20250911      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250911  19960.0  19960.0  ...     1183.36  19890.0     19875.0       CY
24   CY602  20250911      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250911      0.0      0.0  ...        0.00  20240.0     20255.0       CY
26   CY604  20250911      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250911  20080.0  20080.0  ...       20.08  20080.0     20165.0       CY
28   CY606  20250911      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250911      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250911      0.0      0.0  ...        0.00  20160.0     20170.0       CY
31   FG509  20250911    991.0    991.0  ...      310.87    990.0       985.0       FG
32   FG510  20250911   1102.0   1120.0  ...   194308.98   1107.0      1100.0       FG
33   FG511  20250911   1086.0   1108.0  ...   167149.89   1095.0      1089.0       FG
34   FG512  20250911   1194.0   1208.0  ...    83621.38   1192.0      1188.0       FG
35   FG601  20250911   1182.0   1202.0  ...  3942012.78   1186.0      1179.0       FG
36   FG602  20250911   1235.0   1251.0  ...    28597.32   1235.0      1232.0       FG
37   FG603  20250911   1235.0   1252.0  ...     1254.01   1239.0      1232.0       FG
38   FG604  20250911   1285.0   1300.0  ...      501.76   1287.0      1279.0       FG
39   FG605  20250911   1277.0   1295.0  ...    69083.82   1281.0      1278.0       FG
40   FG606  20250911   1312.0   1328.0  ...     2284.84   1315.0      1307.0       FG
41   FG607  20250911   1301.0   1317.0  ...     1806.57   1305.0      1298.0       FG
42   FG608  20250911   1325.0   1343.0  ...     1266.66   1333.0      1319.0       FG
43   JR509  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250911   2242.0   2242.0  ...      247.09   2226.0      2260.0       MA
53   MA510  20250911   2306.0   2309.0  ...    90947.84   2299.0      2308.0       MA
54   MA511  20250911   2336.0   2340.0  ...   113094.85   2329.0      2333.0       MA
55   MA512  20250911   2383.0   2384.0  ...    69622.56   2372.0      2375.0       MA
56   MA601  20250911   2404.0   2409.0  ...  1180908.94   2395.0      2403.0       MA
57   MA602  20250911   2416.0   2423.0  ...    26148.38   2412.0      2411.0       MA
58   MA603  20250911   2424.0   2428.0  ...      290.00   2417.0      2417.0       MA
59   MA604  20250911   2413.0   2415.0  ...       16.86   2408.0      2404.0       MA
60   MA605  20250911   2407.0   2409.0  ...    71458.38   2396.0      2398.0       MA
61   MA606  20250911   2405.0   2406.0  ...       19.20   2400.0      2413.0       MA
62   MA607  20250911   2386.0   2386.0  ...       57.18   2383.0      2391.0       MA
63   MA608  20250911   2384.0   2384.0  ...        7.15   2384.0      2403.0       MA
64   OI509  20250911      0.0      0.0  ...        0.00  10023.0      9937.0       OI
65   OI511  20250911   9940.0  10090.0  ...   516403.28  10015.0      9985.0       OI
66   OI601  20250911   9782.0   9897.0  ...  2960863.58   9839.0      9823.0       OI
67   OI603  20250911   9643.0   9720.0  ...     1615.05   9671.0      9666.0       OI
68   OI605  20250911   9490.0   9554.0  ...   131834.25   9510.0      9541.0       OI
69   OI607  20250911   9458.0   9488.0  ...      387.68   9456.0      9479.0       OI
70   PF509  20250911      0.0      0.0  ...        0.00   6272.0      6268.0       PF
71   PF510  20250911   6382.0   6398.0  ...    51713.83   6374.0      6378.0       PF
72   PF511  20250911   6370.0   6390.0  ...   362115.37   6366.0      6362.0       PF
73   PF512  20250911   6366.0   6376.0  ...   165237.69   6350.0      6344.0       PF
74   PF601  20250911   6388.0   6410.0  ...    19883.95   6388.0      6390.0       PF
75   PF602  20250911   6404.0   6418.0  ...    42679.04   6396.0      6400.0       PF
76   PF603  20250911   6414.0   6420.0  ...       32.00   6400.0      6412.0       PF
77   PF604  20250911   6442.0   6442.0  ...       22.52   6436.0      6440.0       PF
78   PF605  20250911   6470.0   6470.0  ...       29.06   6460.0      6468.0       PF
79   PF606  20250911   6474.0   6474.0  ...        3.24   6474.0      6470.0       PF
80   PF607  20250911      0.0      0.0  ...        0.00   6502.0      6498.0       PF
81   PF608  20250911      0.0      0.0  ...        0.00   6516.0      6510.0       PF
82   PK510  20250911   7876.0   7894.0  ...   126503.71   7876.0      7876.0       PK
83   PK511  20250911   7794.0   7798.0  ...   362088.71   7776.0      7792.0       PK
84   PK512  20250911   7810.0   7822.0  ...   159865.14   7800.0      7804.0       PK
85   PK601  20250911   7842.0   7842.0  ...    24736.08   7826.0      7832.0       PK
86   PK603  20250911   7844.0   7850.0  ...       39.24   7848.0      7850.0       PK
87   PK604  20250911   7848.0   7868.0  ...       70.69   7856.0      7878.0       PK
88   PK605  20250911   7870.0   7870.0  ...     5782.58   7852.0      7870.0       PK
89   PL601  20250911   6400.0   6422.0  ...    41574.86   6406.0      6413.0       PL
90   PL602  20250911   6445.0   6451.0  ...      682.73   6441.0      6449.0       PL
91   PL603  20250911   6440.0   6440.0  ...       12.88   6440.0      6445.0       PL
92   PL604  20250911      0.0      0.0  ...        0.00   6455.0      6465.0       PL
93   PL605  20250911   6363.0   6384.0  ...       25.49   6374.0      6386.0       PL
94   PL606  20250911      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250911      0.0      0.0  ...        0.00   6450.0      6450.0       PL
96   PL608  20250911      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250911   5700.0   5700.0  ...       85.50   5700.0      5788.0       PR
104  PR510  20250911   5838.0   5862.0  ...    20785.20   5834.0      5844.0       PR
105  PR511  20250911   5840.0   5872.0  ...   299990.48   5838.0      5842.0       PR
106  PR512  20250911   5850.0   5882.0  ...   215435.62   5848.0      5854.0       PR
107  PR601  20250911   5866.0   5890.0  ...   133220.25   5856.0      5860.0       PR
108  PR602  20250911   5892.0   5892.0  ...    10366.06   5872.0      5898.0       PR
109  PR603  20250911   5894.0   5894.0  ...       26.51   5892.0      5898.0       PR
110  PR604  20250911   5912.0   5912.0  ...        8.87   5912.0      5902.0       PR
111  PR605  20250911   5920.0   5920.0  ...        8.88   5920.0      5916.0       PR
112  PR606  20250911      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250911      0.0      0.0  ...        0.00   5968.0      5970.0       PR
114  PR608  20250911      0.0      0.0  ...        0.00   5962.0      5962.0       PR
115  PX509  20250911      0.0      0.0  ...        0.00   6782.0      6768.0       PX
116  PX510  20250911   6778.0   6826.0  ...     5503.37   6786.0      6788.0       PX
117  PX511  20250911   6760.0   6808.0  ...   402333.89   6766.0      6752.0       PX
118  PX512  20250911   6738.0   6774.0  ...   105456.67   6732.0      6720.0       PX
119  PX601  20250911   6706.0   6750.0  ...    84796.19   6708.0      6702.0       PX
120  PX602  20250911   6698.0   6732.0  ...     9388.87   6698.0      6688.0       PX
121  PX603  20250911      0.0      0.0  ...        0.00   6690.0      6662.0       PX
122  PX604  20250911      0.0      0.0  ...        0.00   6700.0      6698.0       PX
123  PX605  20250911   6696.0   6716.0  ...      194.07   6692.0      6692.0       PX
124  PX606  20250911      0.0      0.0  ...        0.00   6708.0      6708.0       PX
125  PX607  20250911      0.0      0.0  ...        0.00   6722.0      6722.0       PX
126  PX608  20250911      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250911   2540.0   2550.0  ...       94.13   2544.0      2565.0       RM
134  RM511  20250911   2539.0   2559.0  ...    18579.51   2544.0      2541.0       RM
135  RM601  20250911   2538.0   2568.0  ...   871292.35   2554.0      2542.0       RM
136  RM603  20250911   2430.0   2450.0  ...    11757.57   2440.0      2432.0       RM
137  RM605  20250911   2410.0   2421.0  ...   126860.70   2411.0      2412.0       RM
138  RM607  20250911   2390.0   2403.0  ...    17730.90   2393.0      2394.0       RM
139  RM608  20250911   2487.0   2500.0  ...      239.09   2491.0      2489.0       RM
140  RS509  20250911      0.0      0.0  ...        0.00   4846.0      4852.0       RS
141  RS511  20250911   5160.0   5160.0  ...       66.66   5128.0      5176.0       RS
142  RS607  20250911   5577.0   5645.0  ...      210.97   5552.0      5559.0       RS
143  RS608  20250911      0.0      0.0  ...        0.00   5615.0      5615.0       RS
144  SA509  20250911   1153.0   1175.0  ...     2227.23   1159.0      1151.0       SA
145  SA510  20250911   1200.0   1218.0  ...   238449.29   1207.0      1199.0       SA
146  SA511  20250911   1216.0   1227.0  ...   263493.45   1217.0      1208.0       SA
147  SA512  20250911   1267.0   1286.0  ...   157105.50   1276.0      1264.0       SA
148  SA601  20250911   1281.0   1297.0  ...  2835127.00   1286.0      1271.0       SA
149  SA602  20250911   1310.0   1326.0  ...    23077.95   1312.0      1304.0       SA
150  SA603  20250911   1314.0   1331.0  ...     5226.39   1315.0      1308.0       SA
151  SA604  20250911   1352.0   1365.0  ...     3066.32   1348.0      1349.0       SA
152  SA605  20250911   1351.0   1370.0  ...   115852.04   1355.0      1351.0       SA
153  SA606  20250911   1364.0   1380.0  ...     1124.78   1365.0      1359.0       SA
154  SA607  20250911   1369.0   1380.0  ...      843.15   1369.0      1361.0       SA
155  SA608  20250911   1388.0   1399.0  ...      658.23   1389.0      1383.0       SA
156  SF509  20250911   5470.0   5470.0  ...      431.63   5464.0      5464.0       SF
157  SF510  20250911   5468.0   5506.0  ...    68550.10   5472.0      5472.0       SF
158  SF511  20250911   5640.0   5674.0  ...   354891.96   5640.0      5636.0       SF
159  SF512  20250911   5600.0   5624.0  ...    62789.08   5596.0      5596.0       SF
160  SF601  20250911   5610.0   5630.0  ...    97817.07   5600.0      5594.0       SF
161  SF602  20250911   5584.0   5600.0  ...    21233.35   5552.0      5548.0       SF
162  SF603  20250911   5736.0   5746.0  ...     1550.04   5720.0      5750.0       SF
163  SF604  20250911   5726.0   5734.0  ...       14.29   5718.0      5706.0       SF
164  SF605  20250911   5700.0   5746.0  ...     4279.46   5702.0      5704.0       SF
165  SF606  20250911   5690.0   5690.0  ...       19.85   5672.0      5670.0       SF
166  SF607  20250911   5836.0   5836.0  ...        5.83   5828.0      5816.0       SF
167  SF608  20250911   5758.0   5758.0  ...        8.63   5752.0      5734.0       SF
168  SH509  20250911      0.0      0.0  ...        0.00   2828.0      2811.0       SH
169  SH510  20250911   2565.0   2588.0  ...   212640.48   2565.0      2559.0       SH
170  SH511  20250911   2566.0   2601.0  ...   644483.99   2576.0      2562.0       SH
171  SH512  20250911   2587.0   2619.0  ...   305183.74   2597.0      2583.0       SH
172  SH601  20250911   2578.0   2605.0  ...  2327161.35   2587.0      2571.0       SH
173  SH602  20250911   2600.0   2623.0  ...    42346.45   2604.0      2591.0       SH
174  SH603  20250911   2620.0   2637.0  ...     3140.93   2624.0      2609.0       SH
175  SH604  20250911   2656.0   2677.0  ...      415.93   2666.0      2653.0       SH
176  SH605  20250911   2671.0   2687.0  ...    17480.75   2675.0      2664.0       SH
177  SH606  20250911   2690.0   2695.0  ...      258.12   2689.0      2673.0       SH
178  SH607  20250911   2683.0   2683.0  ...       64.20   2675.0      2666.0       SH
179  SH608  20250911   2692.0   2694.0  ...       72.56   2687.0      2678.0       SH
180  SM509  20250911   5770.0   5788.0  ...     1560.75   5770.0      5726.0       SM
181  SM510  20250911   5782.0   5808.0  ...   126885.05   5774.0      5772.0       SM
182  SM511  20250911   5832.0   5876.0  ...   162072.81   5848.0      5830.0       SM
183  SM512  20250911   5880.0   5882.0  ...    71142.16   5854.0      5852.0       SM
184  SM601  20250911   5862.0   5890.0  ...   435829.94   5860.0      5852.0       SM
185  SM602  20250911   5874.0   5892.0  ...    59756.59   5864.0      5840.0       SM
186  SM603  20250911   5898.0   5898.0  ...       91.12   5880.0      5878.0       SM
187  SM604  20250911   5890.0   5890.0  ...       11.77   5884.0      5898.0       SM
188  SM605  20250911   5910.0   5922.0  ...     3697.01   5896.0      5900.0       SM
189  SM606  20250911   5902.0   5908.0  ...        8.85   5900.0      5888.0       SM
190  SM607  20250911   5888.0   5916.0  ...       17.72   5906.0      5882.0       SM
191  SM608  20250911   5950.0   5950.0  ...        8.90   5930.0      5898.0       SM
192  SR509  20250911   5530.0   5530.0  ...      602.29   5526.0      5522.0       SR
193  SR511  20250911   5551.0   5573.0  ...   145543.24   5554.0      5539.0       SR
194  SR601  20250911   5545.0   5558.0  ...   861291.03   5542.0      5534.0       SR
195  SR603  20250911   5521.0   5541.0  ...     2222.32   5528.0      5520.0       SR
196  SR605  20250911   5520.0   5528.0  ...    30964.28   5516.0      5508.0       SR
197  SR607  20250911   5498.0   5524.0  ...     1482.67   5512.0      5503.0       SR
198  TA509  20250911   4598.0   4622.0  ...     2342.24   4602.0      4598.0       TA
199  TA510  20250911   4670.0   4682.0  ...   136416.66   4660.0      4662.0       TA
200  TA511  20250911   4666.0   4696.0  ...   191884.64   4672.0      4670.0       TA
201  TA512  20250911   4690.0   4706.0  ...    83468.17   4682.0      4678.0       TA
202  TA601  20250911   4690.0   4712.0  ...  1036039.18   4688.0      4686.0       TA
203  TA602  20250911   4698.0   4714.0  ...    15776.34   4694.0      4694.0       TA
204  TA603  20250911   4708.0   4708.0  ...       23.53   4708.0      4712.0       TA
205  TA604  20250911      0.0      0.0  ...        0.00   4722.0      4722.0       TA
206  TA605  20250911   4728.0   4742.0  ...    17213.69   4720.0      4716.0       TA
207  TA606  20250911      0.0      0.0  ...        0.00   4734.0      4734.0       TA
208  TA607  20250911      0.0      0.0  ...        0.00   4744.0      4744.0       TA
209  TA608  20250911   4768.0   4768.0  ...        2.38   4768.0      4744.0       TA
210  UR509  20250911   1601.0   1605.0  ...      833.35   1603.0      1616.0       UR
211  UR510  20250911   1635.0   1638.0  ...    53972.22   1620.0      1639.0       UR
212  UR511  20250911   1659.0   1665.0  ...    51115.35   1659.0      1671.0       UR
213  UR512  20250911   1664.0   1671.0  ...    16972.26   1666.0      1675.0       UR
214  UR601  20250911   1669.0   1676.0  ...   419032.87   1672.0      1679.0       UR
215  UR602  20250911   1673.0   1677.0  ...      308.00   1674.0      1679.0       UR
216  UR603  20250911   1720.0   1724.0  ...       34.41   1720.0      1728.0       UR
217  UR604  20250911   1721.0   1722.0  ...       13.77   1721.0      1728.0       UR
218  UR605  20250911   1721.0   1725.0  ...    13509.66   1721.0      1729.0       UR
219  UR606  20250911   1718.0   1721.0  ...      109.98   1718.0      1723.0       UR
220  UR607  20250911   1749.0   1750.0  ...       76.87   1747.0      1755.0       UR
221  UR608  20250911   1745.0   1745.0  ...       20.90   1742.0      1746.0       UR
222  WH509  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:28:43,544 - future_1d - INFO - ak.get_czce_daily('2025-09-11') done
2025-09-17 16:28:58,884 - future_1d - INFO - save future_daily 2025-09-11 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 16:29:02,651 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 16:29:03,555 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-17 16:29:04,849 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-17 16:29:05,485 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-17 16:29:05,895 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:29:06,214 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
2025-09-17 16:29:21,606 - future_1d - INFO - save future_daily 2025-09-12 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250915  ...   80870      80710      CU
1        1      CU2510  20250915  ...   80830      80660      CU
2        2      CU2511  20250915  ...   80830      80650      CU
3        3      CU2512  20250915  ...   80810      80640      CU
4        4      CU2601  20250915  ...   80800      80610      CU
5        5      CU2602  20250915  ...   80770      80580      CU
6        6      CU2603  20250915  ...   80760      80660      CU
7        7      CU2604  20250915  ...   80810      80600      CU
8        8      CU2605  20250915  ...   80830      80640      CU
9        9      CU2606  20250915  ...   80810      80740      CU
10      10      CU2607  20250915  ...   80760      80620      CU
11      11      CU2608  20250915  ...   80850      80650      CU
12      12      BC2509  20250915  ...   70500      70500      BC
13      13      BC2510  20250915  ...   71780      71640      BC
14      14      BC2511  20250915  ...   71830      71660      BC
15      15      BC2512  20250915  ...   71910      71670      BC
16      16      BC2601  20250915  ...   72000      72000      BC
17      17      BC2602  20250915  ...   71650      71650      BC
18      18      BC2603  20250915  ...   72000      72000      BC
19      19      BC2604  20250915  ...   71550      71500      BC
20      20      BC2605  20250915  ...   71550      71350      BC
21      21      BC2606  20250915  ...   71500      71450      BC
22      22      BC2607  20250915  ...   71560      71560      BC
23      23      BC2608  20250915  ...   71550      71550      BC
24      24      AL2509  20250915  ...   21000      21040      AL
25      25      AL2510  20250915  ...   21045      21030      AL
26      26      AL2511  20250915  ...   21045      21020      AL
27      27      AL2512  20250915  ...   21015      20975      AL
28      28      AL2601  20250915  ...   20985      20935      AL
29      29      AL2602  20250915  ...   20970      20925      AL
30      30      AL2603  20250915  ...   20980      20925      AL
31      31      AL2604  20250915  ...   21000      20940      AL
32      32      AL2605  20250915  ...   21005      20980      AL
33      33      AL2606  20250915  ...   21015      20975      AL
34      34      AL2607  20250915  ...   20990      20970      AL
35      35      AL2608  20250915  ...   20985      20965      AL
36      36      ZN2509  20250915  ...   22240      22240      ZN
37      37      ZN2510  20250915  ...   22305      22280      ZN
38      38      ZN2511  20250915  ...   22320      22295      ZN
39      39      ZN2512  20250915  ...   22335      22310      ZN
40      40      ZN2601  20250915  ...   22345      22335      ZN
41      41      ZN2602  20250915  ...   22360      22340      ZN
42      42      ZN2603  20250915  ...   22375      22345      ZN
43      43      ZN2604  20250915  ...   22400      22375      ZN
44      44      ZN2605  20250915  ...   22405      22400      ZN
45      45      ZN2606  20250915  ...   22420      22410      ZN
46      46      ZN2607  20250915  ...   22420      22370      ZN
47      47      ZN2608  20250915  ...   22440      22390      ZN
48      48      PB2509  20250915  ...   17170      16860      PB
49      49      PB2510  20250915  ...   17120      16965      PB
50      50      PB2511  20250915  ...   17140      16985      PB
51      51      PB2512  20250915  ...   17155      16975      PB
52      52      PB2601  20250915  ...   17155      16965      PB
53      53      PB2602  20250915  ...   17180      17045      PB
54      54      PB2603  20250915  ...   17190      16945      PB
55      55      PB2604  20250915  ...   17205      17065      PB
56      56      PB2605  20250915  ...   17175      17175      PB
57      57      PB2606  20250915  ...   17105      16935      PB
58      58      PB2607  20250915  ...   17155      17005      PB
59      59      PB2608  20250915  ...   17210      17135      PB
60      60      NI2509  20250915  ...  123340     121270      NI
61      61      NI2510  20250915  ...  122170     121190      NI
62      62      NI2511  20250915  ...  122380     121470      NI
63      63      NI2512  20250915  ...  122580     121560      NI
64      64      NI2601  20250915  ...  122810     121840      NI
65      65      NI2602  20250915  ...  122970     122140      NI
66      66      NI2603  20250915  ...  123430     122210      NI
67      67      NI2604  20250915  ...  123800     122290      NI
68      68      NI2605  20250915  ...  123750     122460      NI
69      69      NI2606  20250915  ...  123960     122790      NI
70      70      NI2607  20250915  ...  124160     122790      NI
71      71      NI2608  20250915  ...  124390     123400      NI
72      72      SN2509  20250915  ...  273540     273970      SN
73      73      SN2510  20250915  ...  273890     272850      SN
74      74      SN2511  20250915  ...  273950     273260      SN
75      75      SN2512  20250915  ...  273810     273380      SN
76      76      SN2601  20250915  ...  274030     273380      SN
77      77      SN2602  20250915  ...  273700     273590      SN
78      78      SN2603  20250915  ...  274260     273110      SN
79      79      SN2604  20250915  ...  274510     273390      SN
80      80      SN2605  20250915  ...  274580     273940      SN
81      81      SN2606  20250915  ...  274940     274310      SN
82      82      SN2607  20250915  ...  275260     273480      SN
83      83      SN2608  20250915  ...  275630     274950      SN
84      84      AO2509  20250915  ...    2875       2875      AO
85      85      AO2510  20250915  ...    2907       2904      AO
86      86      AO2511  20250915  ...    2910       2908      AO
87      87      AO2512  20250915  ...    2918       2917      AO
88      88      AO2601  20250915  ...    2926       2922      AO
89      89      AO2602  20250915  ...    2935       2928      AO
90      90      AO2603  20250915  ...    3002       2995      AO
91      91      AO2604  20250915  ...    3009       3004      AO
92      92      AO2605  20250915  ...    3015       3010      AO
93      93      AO2606  20250915  ...    3021       3019      AO
94      94      AO2607  20250915  ...    3031       3035      AO
95      95      AO2608  20250915  ...    3035       3040      AO
96      96      AD2511  20250915  ...   20580      20570      AD
97      97      AD2512  20250915  ...   20600      20580      AD
98      98      AD2601  20250915  ...   20630      20570      AD
99      99      AD2602  20250915  ...   20620      20545      AD
100    100      AD2603  20250915  ...   20475      20475      AD
101    101      AD2604  20250915  ...   20485      20490      AD
102    102      AD2605  20250915  ...   20520      20455      AD
103    103      AD2606  20250915  ...   20455      20155      AD
104    104      AD2607  20250915  ...   20445      20425      AD
105    105      AD2608  20250915  ...   20515      20515      AD
106    106      AU2509  20250915  ...  820.82      832.5      AU
107    107      AU2510  20250915  ...  832.56     830.74      AU
108    108      AU2511  20250915  ...  833.64     832.94      AU
109    109      AU2512  20250915  ...   834.9     833.42      AU
110    110      AU2602  20250915  ...  837.12      835.4      AU
111    111      AU2604  20250915  ...  839.42     837.78      AU
112    112      AU2606  20250915  ...  841.46     840.26      AU
113    113      AU2608  20250915  ...  844.46      842.2      AU
114    114      AG2509  20250915  ...    9956       9865      AG
115    115      AG2510  20250915  ...   10028       9930      AG
116    116      AG2511  20250915  ...   10038       9944      AG
117    117      AG2512  20250915  ...   10052       9963      AG
118    118      AG2601  20250915  ...   10064       9965      AG
119    119      AG2602  20250915  ...   10075       9975      AG
120    120      AG2603  20250915  ...   10083      10002      AG
121    121      AG2604  20250915  ...   10097      10007      AG
122    122      AG2605  20250915  ...   10115      10035      AG
123    123      AG2606  20250915  ...   10126      10038      AG
124    124      AG2607  20250915  ...   10144      10051      AG
125    125      AG2608  20250915  ...   10159      10068      AG
126    126      RB2509  20250915  ...    2941       2941      RB
127    127      RB2510  20250915  ...    3037       3017      RB
128    128      RB2511  20250915  ...    3055       3035      RB
129    129      RB2512  20250915  ...    3102       3089      RB
130    130      RB2601  20250915  ...    3127       3107      RB
131    131      RB2602  20250915  ...    3135       3112      RB
132    132      RB2603  20250915  ...    3157       3122      RB
133    133      RB2604  20250915  ...    3171       3148      RB
134    134      RB2605  20250915  ...    3192       3163      RB
135    135      RB2606  20250915  ...    3207       3180      RB
136    136      RB2607  20250915  ...    3227       3200      RB
137    137      RB2608  20250915  ...    3235       3207      RB
138    138      WR2509  20250915  ...    3342       3342      WR
139    139      WR2510  20250915  ...    3289       3276      WR
140    140      WR2511  20250915  ...    3302       3302      WR
141    141      WR2512  20250915  ...    3324       3324      WR
142    142      WR2601  20250915  ...    3350       3366      WR
143    143      WR2602  20250915  ...    3358       3358      WR
144    144      WR2603  20250915  ...    3338       3338      WR
145    145      WR2604  20250915  ...    3389       3389      WR
146    146      WR2605  20250915  ...    3414       3414      WR
147    147      WR2606  20250915  ...    3372       3372      WR
148    148      WR2607  20250915  ...    3390       3390      WR
149    149      WR2608  20250915  ...    3399       3399      WR
150    150      HC2509  20250915  ...    3396       3396      HC
151    151      HC2510  20250915  ...    3393       3374      HC
152    152      HC2511  20250915  ...    3379       3361      HC
153    153      HC2512  20250915  ...    3372       3360      HC
154    154      HC2601  20250915  ...    3360       3341      HC
155    155      HC2602  20250915  ...    3362       3338      HC
156    156      HC2603  20250915  ...    3363       3343      HC
157    157      HC2604  20250915  ...    3365       3346      HC
158    158      HC2605  20250915  ...    3364       3345      HC
159    159      HC2606  20250915  ...    3369       3341      HC
160    160      HC2607  20250915  ...    3371       3356      HC
161    161      HC2608  20250915  ...    3377       3351      HC
162    162      SS2509  20250915  ...   12800      12800      SS
163    163      SS2510  20250915  ...   12915      12830      SS
164    164      SS2511  20250915  ...   13005      12915      SS
165    165      SS2512  20250915  ...   13045      12955      SS
166    166      SS2601  20250915  ...   13115      13010      SS
167    167      SS2602  20250915  ...   13130      13015      SS
168    168      SS2603  20250915  ...   13205      13130      SS
169    169      SS2604  20250915  ...   13235      13140      SS
170    170      SS2605  20250915  ...   13365      13290      SS
171    171      SS2606  20250915  ...   13425      13305      SS
172    172      SS2607  20250915  ...   13505      13370      SS
173    173      SS2608  20250915  ...   13515      13430      SS
174    174      SC2510  20250915  ...     488      479.2      SC
175    175      SC2511  20250915  ...   488.5      480.5      SC
176    176      SC2512  20250915  ...   487.6      479.5      SC
177    177      SC2601  20250915  ...   487.5        479      SC
178    178      SC2602  20250915  ...     487      478.4      SC
179    179      SC2603  20250915  ...   486.6      477.8      SC
180    180      SC2604  20250915  ...   485.9      477.4      SC
181    181      SC2605  20250915  ...   485.9      477.3      SC
182    182      SC2606  20250915  ...   485.8      476.6      SC
183    183      SC2607  20250915  ...   486.1      475.9      SC
184    184      SC2608  20250915  ...   482.4      474.7      SC
185    185      SC2609  20250915  ...   481.8        473      SC
186    186      SC2612  20250915  ...   475.4      472.6      SC
187    187      SC2703  20250915  ...   474.6      469.2      SC
188    188      SC2706  20250915  ...   474.7        470      SC
189    189      SC2709  20250915  ...   473.2        470      SC
190    190      SC2712  20250915  ...   472.1      466.6      SC
191    191      SC2803  20250915  ...   471.1      468.2      SC
192    192      SC2806  20250915  ...   466.7      462.8      SC
193    193      SC2809  20250915  ...     469        462      SC
194    194      LU2510  20250915  ...    3332       3261      LU
195    195      LU2511  20250915  ...    3353       3288      LU
196    196      LU2512  20250915  ...    3346       3276      LU
197    197      LU2601  20250915  ...    3343       3285      LU
198    198      LU2602  20250915  ...    3333       3283      LU
199    199      LU2603  20250915  ...    3328       3276      LU
200    200      LU2604  20250915  ...    3323       3257      LU
201    201      LU2605  20250915  ...    3318       3274      LU
202    202      LU2606  20250915  ...    3317       3271      LU
203    203      LU2607  20250915  ...    3312       3265      LU
204    204      LU2608  20250915  ...    3320       3261      LU
205    205      LU2609  20250915  ...    3308       3260      LU
206    206      FU2510  20250915  ...    2820       2776      FU
207    207      FU2511  20250915  ...    2818       2768      FU
208    208      FU2512  20250915  ...    2801       2745      FU
209    209      FU2601  20250915  ...    2787       2733      FU
210    210      FU2602  20250915  ...    2777       2718      FU
211    211      FU2603  20250915  ...    2764       2714      FU
212    212      FU2604  20250915  ...    2755       2712      FU
213    213      FU2605  20250915  ...    2744       2698      FU
214    214      FU2606  20250915  ...    2736       2694      FU
215    215      FU2607  20250915  ...    2722       2687      FU
216    216      FU2608  20250915  ...    2717       2681      FU
217    217      FU2609  20250915  ...    2695       2664      FU
218    218      BU2509  20250915  ...    3306       3423      BU
219    219      BU2510  20250915  ...    3416       3421      BU
220    220      BU2511  20250915  ...    3398       3403      BU
221    221      BU2512  20250915  ...    3363       3359      BU
222    222      BU2601  20250915  ...    3344       3338      BU
223    223      BU2602  20250915  ...    3343       3336      BU
224    224      BU2603  20250915  ...    3347       3340      BU
225    225      BU2604  20250915  ...    3338       3308      BU
226    226      BU2605  20250915  ...    3344       3334      BU
227    227      BU2606  20250915  ...    3344       3329      BU
228    228      BU2607  20250915  ...    3339       3339      BU
229    229      BU2608  20250915  ...    3321       3320      BU
230    230      BU2609  20250915  ...    3331       3322      BU
231    231      BU2612  20250915  ...    3296       3281      BU
232    232      BU2703  20250915  ...    3307       3289      BU
233    233      BU2706  20250915  ...    3308       3292      BU
234    234      BR2509  20250915  ...   11675      11675      BR
235    235      BR2510  20250915  ...   11630      11575      BR
236    236      BR2511  20250915  ...   11590      11545      BR
237    237      BR2512  20250915  ...   11595      11525      BR
238    238      BR2601  20250915  ...   11600      11540      BR
239    239      BR2602  20250915  ...   11570      11685      BR
240    240      BR2603  20250915  ...   11585      11570      BR
241    241      BR2604  20250915  ...   11690      11615      BR
242    242      BR2605  20250915  ...   11675      11640      BR
243    243      BR2606  20250915  ...   11725      11715      BR
244    244      BR2607  20250915  ...   11845      11715      BR
245    245      BR2608  20250915  ...   11770      11705      BR
246    246      RU2509  20250915  ...   14940      14835      RU
247    247      RU2510  20250915  ...   14980      14910      RU
248    248      RU2511  20250915  ...   14935      14880      RU
249    249      RU2601  20250915  ...   15870      15810      RU
250    250      RU2603  20250915  ...   15905      15790      RU
251    251      RU2604  20250915  ...   15840      15770      RU
252    252      RU2605  20250915  ...   15845      15835      RU
253    253      RU2606  20250915  ...   15865      15925      RU
254    254      RU2607  20250915  ...   15870      15865      RU
255    255      RU2608  20250915  ...   16065      15970      RU
256    256      NR2509  20250915  ...   12645      12645      NR
257    257      NR2510  20250915  ...   12555      12495      NR
258    258      NR2511  20250915  ...   12595      12545      NR
259    259      NR2512  20250915  ...   12645      12590      NR
260    260      NR2601  20250915  ...   12665      12615      NR
261    261      NR2602  20250915  ...   12700      12645      NR
262    262      NR2603  20250915  ...   12690      12630      NR
263    263      NR2604  20250915  ...   12710      12675      NR
264    264      NR2605  20250915  ...   12740      12695      NR
265    265      NR2606  20250915  ...   12635      12580      NR
266    266      NR2607  20250915  ...   12650      12640      NR
267    267      NR2608  20250915  ...   12685      12685      NR
268    268      SP2509  20250915  ...    4952       4926      SP
269    269      SP2510  20250915  ...    4992       4964      SP
270    270      SP2511  20250915  ...    5024       4988      SP
271    271      SP2512  20250915  ...    5042       5004      SP
272    272      SP2601  20250915  ...    5308       5276      SP
273    273      SP2602  20250915  ...    5286       5262      SP
274    274      SP2603  20250915  ...    5300       5272      SP
275    275      SP2604  20250915  ...    5316       5278      SP
276    276      SP2605  20250915  ...    5314       5290      SP
277    277      SP2606  20250915  ...    5322       5290      SP
278    278      SP2607  20250915  ...    5332       5294      SP
279    279      SP2608  20250915  ...    5330       5296      SP
280    280      OP2601  20250915  ...    4214       4220      OP
281    281      OP2602  20250915  ...    4214       4202      OP
282    282      OP2603  20250915  ...    4226       4228      OP
283    283      OP2604  20250915  ...    4250       4250      OP
284    284      OP2605  20250915  ...    4222       4248      OP
285    285      OP2606  20250915  ...    4216       4222      OP
286    286      OP2607  20250915  ...    4240       4256      OP
287    287      OP2608  20250915  ...    4256       4250      OP
288    288      EC2510  20250915  ...  1170.9     1181.6      EC
289    289      EC2512  20250915  ...  1640.3     1594.5      EC
290    290      EC2602  20250915  ...    1521     1490.3      EC
291    291      EC2604  20250915  ...  1250.1     1235.6      EC
292    292      EC2606  20250915  ...  1425.3     1412.9      EC
293    293      EC2608  20250915  ...  1596.5     1580.3      EC
294    294  SC_TAS2510  20250915  ...                     SC_TAS
295    295  SC_TAS2511  20250915  ...                     SC_TAS
296    296  SC_TAS2512  20250915  ...                     SC_TAS
297    297  SC_TAS2601  20250915  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 16:29:29,679 - future_1d - INFO - ak.get_shfe_daily('2025-09-15') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250915   486.6  ...     488      479.2      SC
1       SC2511  20250915   488.5  ...   488.5      480.5      SC
2       SC2512  20250915     488  ...   487.6      479.5      SC
3       SC2601  20250915   487.3  ...   487.5        479      SC
4       SC2602  20250915   486.6  ...     487      478.4      SC
5       SC2603  20250915   486.4  ...   486.6      477.8      SC
6       SC2604  20250915   486.1  ...   485.9      477.4      SC
7       SC2605  20250915   485.1  ...   485.9      477.3      SC
8       SC2606  20250915   485.8  ...   485.8      476.6      SC
9       SC2607  20250915     485  ...   486.1      475.9      SC
10      SC2608  20250915   483.3  ...   482.4      474.7      SC
11      SC2609  20250915   483.6  ...   481.8        473      SC
12      SC2612  20250915          ...   475.4      472.6      SC
13      SC2703  20250915          ...   474.6      469.2      SC
14      SC2706  20250915          ...   474.7        470      SC
15      SC2709  20250915          ...   473.2        470      SC
16      SC2712  20250915          ...   472.1      466.6      SC
17      SC2803  20250915   471.1  ...   471.1      468.2      SC
18      SC2806  20250915   466.7  ...   466.7      462.8      SC
19      SC2809  20250915     469  ...     469        462      SC
21      LU2510  20250915    3305  ...    3332       3261      LU
22      LU2511  20250915    3365  ...    3353       3288      LU
23      LU2512  20250915    3350  ...    3346       3276      LU
24      LU2601  20250915    3311  ...    3343       3285      LU
25      LU2602  20250915    3299  ...    3333       3283      LU
26      LU2603  20250915    3324  ...    3328       3276      LU
27      LU2604  20250915    3320  ...    3323       3257      LU
28      LU2605  20250915    3317  ...    3318       3274      LU
29      LU2606  20250915    3313  ...    3317       3271      LU
30      LU2607  20250915    3281  ...    3312       3265      LU
31      LU2608  20250915    3320  ...    3320       3261      LU
32      LU2609  20250915    3265  ...    3308       3260      LU
34      NR2509  20250915          ...   12645      12645      NR
35      NR2510  20250915   12540  ...   12555      12495      NR
36      NR2511  20250915   12600  ...   12595      12545      NR
37      NR2512  20250915   12650  ...   12645      12590      NR
38      NR2601  20250915   12665  ...   12665      12615      NR
39      NR2602  20250915   12690  ...   12700      12645      NR
40      NR2603  20250915   12700  ...   12690      12630      NR
41      NR2604  20250915   12690  ...   12710      12675      NR
42      NR2605  20250915   12615  ...   12740      12695      NR
43      NR2606  20250915          ...   12635      12580      NR
44      NR2607  20250915          ...   12650      12640      NR
45      NR2608  20250915          ...   12685      12685      NR
47      BC2509  20250915          ...   70500      70500      BC
48      BC2510  20250915   71750  ...   71780      71640      BC
49      BC2511  20250915   71920  ...   71830      71660      BC
50      BC2512  20250915   71680  ...   71910      71670      BC
51      BC2601  20250915          ...   72000      72000      BC
52      BC2602  20250915          ...   71650      71650      BC
53      BC2603  20250915          ...   72000      72000      BC
54      BC2604  20250915          ...   71550      71500      BC
55      BC2605  20250915          ...   71550      71350      BC
56      BC2606  20250915          ...   71500      71450      BC
57      BC2607  20250915          ...   71560      71560      BC
58      BC2608  20250915          ...   71550      71550      BC
60      EC2510  20250915    1150  ...  1170.9     1181.6      EC
61      EC2512  20250915    1605  ...  1640.3     1594.5      EC
62      EC2602  20250915  1496.9  ...    1521     1490.3      EC
63      EC2604  20250915  1240.3  ...  1250.1     1235.6      EC
64      EC2606  20250915  1403.6  ...  1425.3     1412.9      EC
65      EC2608  20250915  1583.2  ...  1596.5     1580.3      EC
68  SC_TAS2510  20250915          ...                     SC_TAS
69  SC_TAS2511  20250915          ...                     SC_TAS
70  SC_TAS2512  20250915          ...                     SC_TAS
71  SC_TAS2601  20250915          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 16:29:29,770 - future_1d - INFO - ak.get_ine_daily('2025-09-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250915  7158.200  ...  7125.800    7152.400       IC
1   IC2510  20250915  7111.000  ...  7062.800    7100.000       IC
2   IC2512  20250915  7030.200  ...  6951.400    7000.400       IC
3   IC2603  20250915  6873.000  ...  6791.200    6849.400       IC
4   IF2509  20250915  4533.000  ...  4528.000    4525.800       IF
5   IF2510  20250915  4529.800  ...  4518.800    4517.600       IF
6   IF2512  20250915  4506.800  ...  4496.400    4499.200       IF
7   IF2603  20250915  4489.400  ...  4470.800    4478.800       IF
8   IH2509  20250915  2972.000  ...  2961.200    2969.800       IH
9   IH2510  20250915  2974.000  ...  2960.800    2969.800       IH
10  IH2512  20250915  2978.000  ...  2962.400    2971.200       IH
11  IH2603  20250915  2978.400  ...  2964.200    2974.000       IH
12  IM2509  20250915  7420.000  ...  7386.400    7400.800       IM
13  IM2510  20250915  7366.600  ...  7317.000    7333.600       IM
14  IM2512  20250915  7184.600  ...  7161.400    7186.400       IM
15  IM2603  20250915  6995.000  ...  6951.200    6985.200       IM
16   T2512  20250915   107.690  ...   107.840     107.680        T
17   T2603  20250915   107.410  ...   107.525     107.385        T
18   T2606  20250915   107.210  ...   107.345     107.385        T
19  TF2512  20250915   105.580  ...   105.660     105.580       TF
20  TF2603  20250915   105.505  ...   105.540     105.470       TF
21  TF2606  20250915   105.465  ...   105.435     105.470       TF
22  TL2512  20250915   115.260  ...   115.480     115.160       TL
23  TL2603  20250915   114.960  ...   115.180     114.850       TL
24  TL2606  20250915   114.910  ...   115.100     114.850       TL
25  TS2512  20250915   102.366  ...   102.368     102.364       TS
26  TS2603  20250915   102.304  ...   102.312     102.294       TS
27  TS2606  20250915   102.260  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-09-17 16:29:30,059 - future_1d - INFO - ak.get_cffex_daily('2025-09-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250915   3958.00  ...   3942.00     3956.00        A
1     a2601  20250915   3956.00  ...   3941.00     3956.00        A
2     a2603  20250915   3965.00  ...   3943.00     3963.00        A
3     a2605  20250915   3998.00  ...   3993.00     4002.00        A
4     a2607  20250915   4008.00  ...   3992.00     4006.00        A
5     a2609  20250915   4102.00  ...   4017.00     4006.00        A
6     b2510  20250915   3743.00  ...   3700.00     3726.00        B
7     b2511  20250915   3761.00  ...   3737.00     3760.00        B
8     b2512  20250915   3788.00  ...   3769.00     3787.00        B
9     b2601  20250915   3781.00  ...   3758.00     3785.00        B
10    b2602  20250915   3765.00  ...   3737.00     3765.00        B
11    b2603  20250915   3713.00  ...   3696.00     3713.00        B
12    b2604  20250915   3598.00  ...   3581.00     3598.00        B
13    b2605  20250915   3523.00  ...   3514.00     3518.00        B
14    b2606  20250915   3489.00  ...   3482.00     3487.00        B
15    b2607  20250915   3491.00  ...   3482.00     3487.00        B
16    b2608  20250915   3592.00  ...   3581.00     3588.00        B
17    b2609  20250915   3633.00  ...   3610.00     3588.00        B
18   bb2511  20250915    141.85  ...    142.05      141.95       BB
19   bb2601  20250915    146.50  ...    146.60      146.80       BB
20   bb2603  20250915    147.00  ...    146.80      146.90       BB
21   bb2605  20250915      0.00  ...    141.85      141.90       BB
22   bb2607  20250915      0.00  ...    146.65      146.70       BB
23   bb2609  20250915      0.00  ...    146.65      146.70       BB
24   bz2603  20250915   6015.00  ...   6021.00     5989.00       BZ
25   bz2604  20250915   5983.00  ...   6007.00     5953.00       BZ
26   bz2605  20250915   6028.00  ...   6039.00     6011.00       BZ
27   bz2606  20250915   6008.00  ...   6008.00     5953.00       BZ
28   bz2607  20250915      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250915      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250915   2199.00  ...   2178.00     2199.00        C
31    c2601  20250915   2170.00  ...   2159.00     2169.00        C
32    c2603  20250915   2184.00  ...   2176.00     2185.00        C
33    c2605  20250915   2239.00  ...   2232.00     2238.00        C
34    c2607  20250915   2253.00  ...   2247.00     2255.00        C
35    c2609  20250915   2260.00  ...   2258.00     2255.00        C
36   cs2511  20250915   2478.00  ...   2457.00     2476.00       CS
37   cs2601  20250915   2488.00  ...   2481.00     2493.00       CS
38   cs2603  20250915   2497.00  ...   2490.00     2502.00       CS
39   cs2605  20250915   2582.00  ...   2574.00     2584.00       CS
40   cs2607  20250915   2581.00  ...   2581.00     2588.00       CS
41   cs2609  20250915      0.00  ...   2588.00     2588.00       CS
42   eb2509  20250915   6589.00  ...   6789.00     6962.00       EB
43   eb2510  20250915   7073.00  ...   7072.00     7027.00       EB
44   eb2511  20250915   7082.00  ...   7083.00     7040.00       EB
45   eb2512  20250915   7091.00  ...   7093.00     7045.00       EB
46   eb2601  20250915   7111.00  ...   7116.00     7069.00       EB
47   eb2602  20250915   7134.00  ...   7142.00     7093.00       EB
48   eb2603  20250915   7166.00  ...   7183.00     7127.00       EB
49   eb2604  20250915   7216.00  ...   7214.00     7158.00       EB
50   eb2605  20250915   7208.00  ...   7226.00     7177.00       EB
51   eb2606  20250915      0.00  ...   7169.00     7169.00       EB
52   eb2607  20250915      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250915      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250915   4374.00  ...   4338.00     4408.00       EG
55   eg2510  20250915   4322.00  ...   4308.00     4308.00       EG
56   eg2511  20250915   4298.00  ...   4274.00     4270.00       EG
57   eg2512  20250915   4278.00  ...   4268.00     4269.00       EG
58   eg2601  20250915   4285.00  ...   4277.00     4279.00       EG
59   eg2602  20250915   4267.00  ...   4269.00     4286.00       EG
60   eg2603  20250915   4281.00  ...   4278.00     4288.00       EG
61   eg2604  20250915   4312.00  ...   4317.00     4313.00       EG
62   eg2605  20250915   4335.00  ...   4327.00     4326.00       EG
63   eg2606  20250915   4322.00  ...   4332.00     4333.00       EG
64   eg2607  20250915      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250915      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250915   1266.50  ...   1266.50     1268.50       FB
67   fb2511  20250915   1260.50  ...   1257.50     1261.50       FB
68   fb2512  20250915   1261.00  ...   1263.00     1258.50       FB
69   fb2601  20250915   1253.00  ...   1255.00     1253.50       FB
70   fb2602  20250915   1254.00  ...   1249.00     1247.00       FB
71   fb2603  20250915   1254.50  ...   1249.00     1249.00       FB
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-17 16:29:30,754 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250915  54125.0  ...  53505.0     53935.0       PS
1   PS2511  20250915  53630.0  ...  53400.0     53730.0       PS
2   PS2512  20250915  56720.0  ...  55890.0     56225.0       PS
3   PS2601  20250915  56450.0  ...  55780.0     56110.0       PS
4   PS2602  20250915  56085.0  ...  55835.0     56305.0       PS
5   PS2603  20250915  56075.0  ...  55620.0     56265.0       PS
6   PS2604  20250915  56575.0  ...  55840.0     56410.0       PS
7   PS2605  20250915  56545.0  ...  55975.0     56225.0       PS
8   PS2606  20250915  58880.0  ...  58160.0     58330.0       PS
9   PS2607  20250915  58500.0  ...  58285.0     58370.0       PS
10  PS2608  20250915  58750.0  ...  58340.0     58405.0       PS
11  PS2609  20250915  56790.0  ...  57875.0     58405.0       PS
13  SI2510  20250915   8785.0  ...   8755.0      8705.0       SI
14  SI2511  20250915   8725.0  ...   8840.0      8725.0       SI
15  SI2512  20250915   9165.0  ...   9215.0      9090.0       SI
16  SI2601  20250915   9145.0  ...   9205.0      9080.0       SI
17  SI2602  20250915   9090.0  ...   9175.0      9080.0       SI
18  SI2603  20250915   9080.0  ...   9215.0      9100.0       SI
19  SI2604  20250915   9050.0  ...   9215.0      9095.0       SI
20  SI2605  20250915   9115.0  ...   9220.0      9105.0       SI
21  SI2606  20250915   9070.0  ...   9220.0      9105.0       SI
22  SI2607  20250915   9080.0  ...   9260.0      9110.0       SI
23  SI2608  20250915   9075.0  ...   9290.0      9115.0       SI
24  SI2609  20250915   9080.0  ...   9245.0      9115.0       SI
27  LC2510  20250915  71400.0  ...  72160.0     70900.0       LC
28  LC2511  20250915  71260.0  ...  72240.0     71040.0       LC
29  LC2512  20250915  71400.0  ...  72420.0     71240.0       LC
30  LC2601  20250915  71480.0  ...  72420.0     71200.0       LC
31  LC2602  20250915  71520.0  ...  72480.0     71240.0       LC
32  LC2603  20250915  71500.0  ...  72340.0     71120.0       LC
33  LC2604  20250915  71920.0  ...  72720.0     71680.0       LC
34  LC2605  20250915  72000.0  ...  72780.0     71620.0       LC
35  LC2606  20250915  71800.0  ...  72540.0     71520.0       LC
36  LC2607  20250915  71600.0  ...  72520.0     71420.0       LC
37  LC2608  20250915  71740.0  ...  72540.0     71380.0       LC
38  LC2609  20250915  71520.0  ...  72440.0     71380.0       LC

[36 rows x 12 columns]
2025-09-17 16:29:30,882 - future_1d - INFO - ak.get_gfex_daily('2025-09-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250915   8395.0   8456.0  ...   101669.16   8404.0      8382.0       AP
1    AP511  20250915   8233.0   8263.0  ...     5346.45   8213.0      8199.0       AP
2    AP512  20250915   8273.0   8285.0  ...      806.68   8231.0      8218.0       AP
3    AP601  20250915   8325.0   8363.0  ...   594291.79   8310.0      8287.0       AP
4    AP603  20250915   8231.0   8238.0  ...      345.22   8220.0      8186.0       AP
5    AP604  20250915   8233.0   8243.0  ...      369.68   8215.0      8206.0       AP
6    AP605  20250915   8288.0   8310.0  ...     5216.00   8266.0      8269.0       AP
7    CF511  20250915  13725.0  13790.0  ...   254178.51  13740.0     13675.0       CF
8    CF601  20250915  13865.0  13930.0  ...  1542409.58  13885.0     13830.0       CF
9    CF603  20250915  13825.0  13895.0  ...     2035.05  13845.0     13795.0       CF
10   CF605  20250915  13830.0  13895.0  ...   134633.97  13850.0     13795.0       CF
11   CF607  20250915  13860.0  13900.0  ...     1899.77  13865.0     13825.0       CF
12   CF609  20250915  13995.0  13995.0  ...       90.85  13975.0     13825.0       CF
13   CJ512  20250915  11045.0  11065.0  ...     6958.04  10865.0     11125.0       CJ
14   CJ601  20250915  11130.0  11130.0  ...  1072454.11  10905.0     11190.0       CJ
15   CJ603  20250915  11170.0  11170.0  ...    17649.24  10960.0     11230.0       CJ
16   CJ605  20250915  11280.0  11280.0  ...   173292.86  11040.0     11320.0       CJ
17   CJ607  20250915  11375.0  11385.0  ...     3275.31  11180.0     11450.0       CJ
18   CJ609  20250915  11545.0  11545.0  ...      358.57  11385.0     11450.0       CJ
19   CY510  20250915      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250915  19855.0  19940.0  ...   114884.12  19890.0     19855.0       CY
21   CY512  20250915      0.0      0.0  ...        0.00  19635.0     19635.0       CY
22   CY601  20250915  19955.0  19955.0  ...     1423.50  19910.0     19860.0       CY
23   CY602  20250915  20090.0  20090.0  ...       10.05  20090.0     19995.0       CY
24   CY603  20250915      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250915      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250915      0.0      0.0  ...        0.00  20065.0     20055.0       CY
27   CY606  20250915      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250915      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250915      0.0      0.0  ...        0.00  20100.0     20160.0       CY
30   CY609  20250915      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG510  20250915   1069.0   1098.0  ...    37229.74   1084.0      1080.0       FG
32   FG511  20250915   1081.0   1108.0  ...   198245.21   1092.0      1080.0       FG
33   FG512  20250915   1186.0   1216.0  ...    99759.94   1197.0      1181.0       FG
34   FG601  20250915   1178.0   1214.0  ...  4939549.26   1193.0      1175.0       FG
35   FG602  20250915   1231.0   1264.0  ...    41236.83   1239.0      1226.0       FG
36   FG603  20250915   1236.0   1267.0  ...     2050.87   1247.0      1228.0       FG
37   FG604  20250915   1287.0   1317.0  ...      538.30   1300.0      1279.0       FG
38   FG605  20250915   1280.0   1317.0  ...   130486.35   1296.0      1275.0       FG
39   FG606  20250915   1309.0   1345.0  ...     1286.24   1329.0      1309.0       FG
40   FG607  20250915   1308.0   1338.0  ...     1710.36   1324.0      1299.0       FG
41   FG608  20250915   1343.0   1363.0  ...     1389.69   1349.0      1329.0       FG
42   FG609  20250915   1309.0   1358.0  ...     2113.57   1341.0      1329.0       FG
43   JR511  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250915   2289.0   2305.0  ...    13355.35   2290.0      2281.0       MA
52   MA511  20250915   2323.0   2338.0  ...    98265.26   2318.0      2313.0       MA
53   MA512  20250915   2364.0   2380.0  ...    71639.91   2357.0      2354.0       MA
54   MA601  20250915   2385.0   2405.0  ...  1188647.22   2386.0      2378.0       MA
55   MA602  20250915   2405.0   2416.0  ...    54150.44   2394.0      2394.0       MA
56   MA603  20250915   2407.0   2423.0  ...      320.68   2411.0      2402.0       MA
57   MA604  20250915   2401.0   2401.0  ...        4.80   2401.0      2403.0       MA
58   MA605  20250915   2390.0   2410.0  ...    89005.19   2394.0      2386.0       MA
59   MA606  20250915   2417.0   2417.0  ...        2.42   2417.0      2394.0       MA
60   MA607  20250915   2393.0   2400.0  ...       88.28   2386.0      2376.0       MA
61   MA608  20250915   2386.0   2387.0  ...       28.58   2381.0      2380.0       MA
62   MA609  20250915   2376.0   2382.0  ...      289.26   2371.0      2380.0       MA
63   OI511  20250915  10063.0  10091.0  ...   396029.62  10049.0     10090.0       OI
64   OI601  20250915   9883.0   9914.0  ...  2218323.28   9877.0      9904.0       OI
65   OI603  20250915   9698.0   9723.0  ...     2608.61   9697.0      9700.0       OI
66   OI605  20250915   9512.0   9555.0  ...    75130.21   9517.0      9523.0       OI
67   OI607  20250915   9469.0   9504.0  ...      398.06   9478.0      9481.0       OI
68   OI609  20250915   9483.0   9485.0  ...      255.31   9456.0      9481.0       OI
69   PF510  20250915   6354.0   6402.0  ...    20160.15   6366.0      6330.0       PF
70   PF511  20250915   6358.0   6398.0  ...   702762.08   6362.0      6324.0       PF
71   PF512  20250915   6348.0   6376.0  ...   450357.59   6340.0      6308.0       PF
72   PF601  20250915   6378.0   6410.0  ...    28751.09   6382.0      6350.0       PF
73   PF602  20250915   6392.0   6418.0  ...    73675.53   6390.0      6364.0       PF
74   PF603  20250915   6416.0   6416.0  ...       79.93   6394.0      6364.0       PF
75   PF604  20250915   6458.0   6460.0  ...       54.76   6444.0      6410.0       PF
76   PF605  20250915   6466.0   6466.0  ...       51.67   6460.0      6428.0       PF
77   PF606  20250915   6490.0   6490.0  ...        9.72   6480.0      6456.0       PF
78   PF607  20250915   6514.0   6514.0  ...        9.75   6502.0      6470.0       PF
79   PF608  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
81   PK510  20250915   7806.0   7818.0  ...    26131.80   7808.0      7822.0       PK
82   PK511  20250915   7764.0   7770.0  ...   482878.23   7752.0      7766.0       PK
83   PK512  20250915   7762.0   7780.0  ...   282723.80   7770.0      7772.0       PK
84   PK601  20250915   7794.0   7810.0  ...    38406.58   7798.0      7812.0       PK
85   PK603  20250915   7818.0   7846.0  ...      180.16   7834.0      7834.0       PK
86   PK604  20250915   7856.0   7858.0  ...       98.06   7846.0      7850.0       PK
87   PK605  20250915   7850.0   7858.0  ...     2163.00   7852.0      7854.0       PK
88   PL601  20250915   6428.0   6556.0  ...    50850.82   6434.0      6382.0       PL
89   PL602  20250915   6454.0   6479.0  ...      206.62   6457.0      6416.0       PL
90   PL603  20250915   6498.0   6498.0  ...       13.00   6498.0      6433.0       PL
91   PL604  20250915   6477.0   6477.0  ...       12.95   6477.0      6455.0       PL
92   PL605  20250915   6397.0   6397.0  ...       12.79   6397.0      6352.0       PL
93   PL606  20250915      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250915      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250915   5844.0   5872.0  ...     3575.66   5844.0      5804.0       PR
104  PR511  20250915   5830.0   5866.0  ...   328694.04   5838.0      5798.0       PR
105  PR512  20250915   5838.0   5874.0  ...   261110.92   5846.0      5806.0       PR
106  PR601  20250915   5822.0   5866.0  ...    96781.06   5844.0      5808.0       PR
107  PR602  20250915   5882.0   5890.0  ...      255.77   5880.0      5836.0       PR
108  PR603  20250915   5876.0   5888.0  ...      211.43   5874.0      5854.0       PR
109  PR604  20250915   5924.0   5924.0  ...       44.17   5890.0      5858.0       PR
110  PR605  20250915   5936.0   5936.0  ...       44.27   5904.0      5870.0       PR
111  PR606  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
112  PR607  20250915   5936.0   5936.0  ...        8.90   5936.0      5922.0       PR
113  PR608  20250915      0.0      0.0  ...        0.00   5934.0      5920.0       PR
114  PR609  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
115  PX510  20250915   6786.0   6838.0  ...     2199.23   6788.0      6708.0       PX
116  PX511  20250915   6748.0   6806.0  ...   533174.78   6762.0      6700.0       PX
117  PX512  20250915   6726.0   6766.0  ...   161716.09   6732.0      6672.0       PX
118  PX601  20250915   6698.0   6738.0  ...   113859.39   6712.0      6656.0       PX
119  PX602  20250915   6692.0   6728.0  ...    10348.24   6700.0      6644.0       PX
120  PX603  20250915      0.0      0.0  ...        0.00   6690.0      6640.0       PX
121  PX604  20250915   6714.0   6714.0  ...       10.07   6714.0      6668.0       PX
122  PX605  20250915   6688.0   6728.0  ...      629.53   6698.0      6650.0       PX
123  PX606  20250915      0.0      0.0  ...        0.00   6684.0      6668.0       PX
124  PX607  20250915   6736.0   6736.0  ...        3.37   6736.0      6660.0       PX
125  PX608  20250915   6748.0   6748.0  ...        3.37   6748.0      6646.0       PX
126  PX609  20250915   6744.0   6750.0  ...       13.49   6744.0      6646.0       PX
127  RI511  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250915   2532.0   2538.0  ...    20447.80   2516.0      2545.0       RM
134  RM601  20250915   2533.0   2534.0  ...  1009536.44   2509.0      2555.0       RM
135  RM603  20250915   2427.0   2432.0  ...    17391.21   2417.0      2441.0       RM
136  RM605  20250915   2408.0   2411.0  ...   161566.09   2399.0      2416.0       RM
137  RM607  20250915   2390.0   2395.0  ...    14537.16   2384.0      2398.0       RM
138  RM608  20250915   2493.0   2494.0  ...     1271.74   2484.0      2498.0       RM
139  RM609  20250915   2498.0   2498.0  ...     2390.04   2472.0      2498.0       RM
140  RS511  20250915   5230.0   5345.0  ...       73.54   5253.0      5152.0       RS
141  RS607  20250915   5519.0   5561.0  ...      116.46   5546.0      5543.0       RS
142  RS608  20250915   5599.0   5599.0  ...      178.03   5563.0      5555.0       RS
143  RS609  20250915      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250915   1201.0   1223.0  ...    34915.56   1209.0      1200.0       SA
145  SA511  20250915   1218.0   1238.0  ...   283060.12   1224.0      1214.0       SA
146  SA512  20250915   1279.0   1302.0  ...   154423.99   1287.0      1274.0       SA
147  SA601  20250915   1294.0   1314.0  ...  3679034.38   1298.0      1286.0       SA
148  SA602  20250915   1319.0   1342.0  ...    40580.10   1327.0      1315.0       SA
149  SA603  20250915   1328.0   1348.0  ...     3224.07   1332.0      1318.0       SA
150  SA604  20250915   1358.0   1384.0  ...     1130.23   1372.0      1358.0       SA
151  SA605  20250915   1370.0   1390.0  ...   117957.36   1375.0      1361.0       SA
152  SA606  20250915   1384.0   1399.0  ...     1488.77   1389.0      1369.0       SA
153  SA607  20250915   1387.0   1400.0  ...     3203.64   1392.0      1372.0       SA
154  SA608  20250915   1400.0   1414.0  ...     3761.14   1408.0      1389.0       SA
155  SA609  20250915   1405.0   1418.0  ...     7168.67   1411.0      1389.0       SA
156  SF510  20250915   5432.0   5524.0  ...    17459.90   5488.0      5446.0       SF
157  SF511  20250915   5606.0   5708.0  ...   566446.62   5660.0      5620.0       SF
158  SF512  20250915   5580.0   5670.0  ...   168663.47   5622.0      5576.0       SF
159  SF601  20250915   5574.0   5668.0  ...   174261.32   5628.0      5584.0       SF
160  SF602  20250915   5540.0   5628.0  ...    23965.68   5586.0      5542.0       SF
161  SF603  20250915   5736.0   5794.0  ...       89.26   5760.0      5698.0       SF
162  SF604  20250915   5726.0   5726.0  ...        2.86   5726.0      5732.0       SF
163  SF605  20250915   5682.0   5770.0  ...     2942.51   5730.0      5692.0       SF
164  SF606  20250915   5652.0   5732.0  ...       68.34   5696.0      5654.0       SF
165  SF607  20250915   5828.0   5878.0  ...       20.49   5856.0      5826.0       SF
166  SF608  20250915   5772.0   5804.0  ...       23.16   5790.0      5738.0       SF
167  SF609  20250915   5780.0   5804.0  ...       14.47   5788.0      5738.0       SF
168  SH510  20250915   2509.0   2528.0  ...    34125.08   2511.0      2533.0       SH
169  SH511  20250915   2535.0   2547.0  ...   683354.31   2528.0      2548.0       SH
170  SH512  20250915   2565.0   2576.0  ...   317701.37   2561.0      2573.0       SH
171  SH601  20250915   2559.0   2582.0  ...  2152792.74   2566.0      2567.0       SH
172  SH602  20250915   2581.0   2599.0  ...    18572.06   2584.0      2585.0       SH
173  SH603  20250915   2598.0   2616.0  ...     2311.28   2603.0      2600.0       SH
174  SH604  20250915   2645.0   2657.0  ...      151.00   2649.0      2644.0       SH
175  SH605  20250915   2648.0   2667.0  ...    12122.62   2653.0      2652.0       SH
176  SH606  20250915   2659.0   2676.0  ...       95.78   2661.0      2659.0       SH
177  SH607  20250915   2656.0   2672.0  ...       24.00   2666.0      2654.0       SH
178  SH608  20250915   2665.0   2681.0  ...       72.14   2672.0      2673.0       SH
179  SH609  20250915   2650.0   2683.0  ...       95.98   2666.0      2673.0       SH
180  SM510  20250915   5728.0   5820.0  ...    23472.81   5792.0      5746.0       SM
181  SM511  20250915   5866.0   5906.0  ...   295803.60   5864.0      5820.0       SM
182  SM512  20250915   5840.0   5914.0  ...   100712.45   5880.0      5828.0       SM
183  SM601  20250915   5830.0   5922.0  ...   541456.24   5884.0      5836.0       SM
184  SM602  20250915   5838.0   5920.0  ...   141499.19   5876.0      5830.0       SM
185  SM603  20250915   5844.0   5932.0  ...       47.20   5900.0      5858.0       SM
186  SM604  20250915      0.0      0.0  ...        0.00   5926.0      5878.0       SM
187  SM605  20250915   5880.0   5958.0  ...     6166.83   5918.0      5866.0       SM
188  SM606  20250915   5928.0   5932.0  ...        5.93   5930.0      5878.0       SM
189  SM607  20250915   5908.0   5950.0  ...       14.83   5934.0      5886.0       SM
190  SM608  20250915   5958.0   5980.0  ...       32.76   5956.0      5886.0       SM
191  SM609  20250915   5978.0   5980.0  ...       11.96   5980.0      5886.0       SM
192  SR511  20250915   5530.0   5570.0  ...    95695.22   5546.0      5550.0       SR
193  SR601  20250915   5535.0   5564.0  ...   827128.27   5545.0      5544.0       SR
194  SR603  20250915   5527.0   5548.0  ...     2334.32   5532.0      5529.0       SR
195  SR605  20250915   5519.0   5538.0  ...    38362.97   5521.0      5519.0       SR
196  SR607  20250915   5509.0   5534.0  ...     2257.04   5518.0      5515.0       SR
197  SR609  20250915   5551.0   5551.0  ...     1941.01   5530.0      5515.0       SR
198  TA510  20250915   4648.0   4674.0  ...    31704.41   4652.0      4616.0       TA
199  TA511  20250915   4654.0   4690.0  ...   374953.31   4664.0      4628.0       TA
200  TA512  20250915   4664.0   4700.0  ...   206066.17   4676.0      4638.0       TA
201  TA601  20250915   4678.0   4704.0  ...  1315250.22   4684.0      4648.0       TA
202  TA602  20250915   4680.0   4714.0  ...    18388.51   4694.0      4658.0       TA
203  TA603  20250915   4706.0   4716.0  ...      181.26   4708.0      4668.0       TA
204  TA604  20250915   4722.0   4722.0  ...       37.69   4712.0      4672.0       TA
205  TA605  20250915   4704.0   4736.0  ...    31497.76   4718.0      4686.0       TA
206  TA606  20250915   4722.0   4722.0  ...        4.72   4722.0      4692.0       TA
207  TA607  20250915      0.0      0.0  ...        0.00   4732.0      4710.0       TA
208  TA608  20250915   4766.0   4766.0  ...        2.38   4766.0      4718.0       TA
209  TA609  20250915   4764.0   4764.0  ...       56.78   4732.0      4718.0       TA
210  UR510  20250915   1586.0   1605.0  ...     8284.00   1596.0      1595.0       UR
211  UR511  20250915   1650.0   1671.0  ...    52655.07   1664.0      1650.0       UR
212  UR512  20250915   1656.0   1682.0  ...    14534.18   1675.0      1662.0       UR
213  UR601  20250915   1666.0   1688.0  ...   558323.98   1679.0      1667.0       UR
214  UR602  20250915   1674.0   1690.0  ...      572.46   1684.0      1669.0       UR
215  UR603  20250915   1723.0   1732.0  ...      127.85   1728.0      1715.0       UR
216  UR604  20250915   1724.0   1728.0  ...       20.71   1726.0      1718.0       UR
217  UR605  20250915   1716.0   1736.0  ...    17773.51   1729.0      1718.0       UR
218  UR606  20250915   1722.0   1735.0  ...      238.54   1729.0      1717.0       UR
219  UR607  20250915   1757.0   1765.0  ...       42.29   1762.0      1745.0       UR
220  UR608  20250915   1750.0   1761.0  ...      140.62   1758.0      1738.0       UR
221  UR609  20250915   1757.0   1757.0  ...      252.10   1751.0      1738.0       UR
222  WH511  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:29:31,215 - future_1d - INFO - ak.get_czce_daily('2025-09-15') done
2025-09-17 16:29:35,575 - future_1d - INFO - save future_daily 2025-09-15 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250916  ...   81090      80830      CU
1        1      CU2511  20250916  ...   81090      80830      CU
2        2      CU2512  20250916  ...   81090      80810      CU
3        3      CU2601  20250916  ...   81150      80800      CU
4        4      CU2602  20250916  ...   81190      80770      CU
5        5      CU2603  20250916  ...   81130      80760      CU
6        6      CU2604  20250916  ...   81120      80810      CU
7        7      CU2605  20250916  ...   80980      80830      CU
8        8      CU2606  20250916  ...   81080      80810      CU
9        9      CU2607  20250916  ...   81060      80760      CU
10      10      CU2608  20250916  ...   81100      80850      CU
11      11      CU2609  20250916  ...   81100      80850      CU
12      12      BC2510  20250916  ...   72020      71780      BC
13      13      BC2511  20250916  ...   72070      71830      BC
14      14      BC2512  20250916  ...   72120      71910      BC
15      15      BC2601  20250916  ...   72000      72000      BC
16      16      BC2602  20250916  ...   71650      71650      BC
17      17      BC2603  20250916  ...   71950      72000      BC
18      18      BC2604  20250916  ...   71550      71550      BC
19      19      BC2605  20250916  ...   71550      71550      BC
20      20      BC2606  20250916  ...   71500      71500      BC
21      21      BC2607  20250916  ...   71560      71560      BC
22      22      BC2608  20250916  ...   71550      71550      BC
23      23      BC2609  20250916  ...   71550      71550      BC
24      24      AL2510  20250916  ...   20990      21045      AL
25      25      AL2511  20250916  ...   21010      21045      AL
26      26      AL2512  20250916  ...   20985      21015      AL
27      27      AL2601  20250916  ...   20960      20985      AL
28      28      AL2602  20250916  ...   20965      20970      AL
29      29      AL2603  20250916  ...   20990      20980      AL
30      30      AL2604  20250916  ...   21015      21000      AL
31      31      AL2605  20250916  ...   21040      21005      AL
32      32      AL2606  20250916  ...   21005      21015      AL
33      33      AL2607  20250916  ...   21035      20990      AL
34      34      AL2608  20250916  ...   20965      20985      AL
35      35      AL2609  20250916  ...   20985      20985      AL
36      36      ZN2510  20250916  ...   22300      22305      ZN
37      37      ZN2511  20250916  ...   22315      22320      ZN
38      38      ZN2512  20250916  ...   22330      22335      ZN
39      39      ZN2601  20250916  ...   22360      22345      ZN
40      40      ZN2602  20250916  ...   22370      22360      ZN
41      41      ZN2603  20250916  ...   22370      22375      ZN
42      42      ZN2604  20250916  ...   22420      22400      ZN
43      43      ZN2605  20250916  ...   22430      22405      ZN
44      44      ZN2606  20250916  ...   22490      22420      ZN
45      45      ZN2607  20250916  ...   22460      22420      ZN
46      46      ZN2608  20250916  ...   22480      22440      ZN
47      47      ZN2609  20250916  ...   22450      22440      ZN
48      48      PB2510  20250916  ...   17080      17120      PB
49      49      PB2511  20250916  ...   17100      17140      PB
50      50      PB2512  20250916  ...   17105      17155      PB
51      51      PB2601  20250916  ...   17115      17155      PB
52      52      PB2602  20250916  ...   17120      17180      PB
53      53      PB2603  20250916  ...   17130      17190      PB
54      54      PB2604  20250916  ...   17205      17205      PB
55      55      PB2605  20250916  ...   17170      17175      PB
56      56      PB2606  20250916  ...   17105      17105      PB
57      57      PB2607  20250916  ...   17155      17155      PB
58      58      PB2608  20250916  ...   17165      17210      PB
59      59      PB2609  20250916  ...   17165      17210      PB
60      60      NI2510  20250916  ...  122790     122170      NI
61      61      NI2511  20250916  ...  122930     122380      NI
62      62      NI2512  20250916  ...  123120     122580      NI
63      63      NI2601  20250916  ...  123300     122810      NI
64      64      NI2602  20250916  ...  123650     122970      NI
65      65      NI2603  20250916  ...  123590     123430      NI
66      66      NI2604  20250916  ...  123800     123800      NI
67      67      NI2605  20250916  ...  124130     123750      NI
68      68      NI2606  20250916  ...  124360     123960      NI
69      69      NI2607  20250916  ...  124590     124160      NI
70      70      NI2608  20250916  ...  125030     124390      NI
71      71      NI2609  20250916  ...  124490     124390      NI
72      72      SN2510  20250916  ...  272740     273890      SN
73      73      SN2511  20250916  ...  273020     273950      SN
74      74      SN2512  20250916  ...  273040     273810      SN
75      75      SN2601  20250916  ...  273310     274030      SN
76      76      SN2602  20250916  ...  273130     273700      SN
77      77      SN2603  20250916  ...  273430     274260      SN
78      78      SN2604  20250916  ...  273380     274510      SN
79      79      SN2605  20250916  ...  273620     274580      SN
80      80      SN2606  20250916  ...  274060     274940      SN
81      81      SN2607  20250916  ...  275180     275260      SN
82      82      SN2608  20250916  ...  275620     275630      SN
83      83      SN2609  20250916  ...  275630     275630      SN
84      84      AO2510  20250916  ...    2957       2907      AO
85      85      AO2511  20250916  ...    2964       2910      AO
86      86      AO2512  20250916  ...    2979       2918      AO
87      87      AO2601  20250916  ...    2989       2926      AO
88      88      AO2602  20250916  ...    2996       2935      AO
89      89      AO2603  20250916  ...    3052       3002      AO
90      90      AO2604  20250916  ...    3063       3009      AO
91      91      AO2605  20250916  ...    3066       3015      AO
92      92      AO2606  20250916  ...    3077       3021      AO
93      93      AO2607  20250916  ...    3084       3031      AO
94      94      AO2608  20250916  ...    3091       3035      AO
95      95      AO2609  20250916  ...    3107       3035      AO
96      96      AD2511  20250916  ...   20505      20580      AD
97      97      AD2512  20250916  ...   20525      20600      AD
98      98      AD2601  20250916  ...   20550      20630      AD
99      99      AD2602  20250916  ...   20540      20620      AD
100    100      AD2603  20250916  ...   20500      20475      AD
101    101      AD2604  20250916  ...   20485      20485      AD
102    102      AD2605  20250916  ...   20520      20520      AD
103    103      AD2606  20250916  ...   20455      20455      AD
104    104      AD2607  20250916  ...   20510      20445      AD
105    105      AD2608  20250916  ...   20515      20515      AD
106    106      AD2609  20250916  ...   20515      20515      AD
107    107      AU2510  20250916  ...  838.12     832.56      AU
108    108      AU2511  20250916  ...   839.4     833.64      AU
109    109      AU2512  20250916  ...  840.76      834.9      AU
110    110      AU2602  20250916  ...   843.2     837.12      AU
111    111      AU2604  20250916  ...  845.18     839.42      AU
112    112      AU2606  20250916  ...  847.54     841.46      AU
113    113      AU2608  20250916  ...  850.08     844.46      AU
114    114      AU2610  20250916  ...  852.26     844.46      AU
115    115      AG2510  20250916  ...   10084      10028      AG
116    116      AG2511  20250916  ...   10095      10038      AG
117    117      AG2512  20250916  ...   10111      10052      AG
118    118      AG2601  20250916  ...   10121      10064      AG
119    119      AG2602  20250916  ...   10131      10075      AG
120    120      AG2603  20250916  ...   10146      10083      AG
121    121      AG2604  20250916  ...   10143      10097      AG
122    122      AG2605  20250916  ...   10175      10115      AG
123    123      AG2606  20250916  ...   10188      10126      AG
124    124      AG2607  20250916  ...   10204      10144      AG
125    125      AG2608  20250916  ...   10214      10159      AG
126    126      AG2609  20250916  ...   10233      10159      AG
127    127      RB2510  20250916  ...    3070       3037      RB
128    128      RB2511  20250916  ...    3089       3055      RB
129    129      RB2512  20250916  ...    3134       3102      RB
130    130      RB2601  20250916  ...    3166       3127      RB
131    131      RB2602  20250916  ...    3176       3135      RB
132    132      RB2603  20250916  ...    3193       3157      RB
133    133      RB2604  20250916  ...    3221       3171      RB
134    134      RB2605  20250916  ...    3234       3192      RB
135    135      RB2606  20250916  ...    3248       3207      RB
136    136      RB2607  20250916  ...    3263       3227      RB
137    137      RB2608  20250916  ...    3269       3235      RB
138    138      RB2609  20250916  ...    3277       3235      RB
139    139      WR2510  20250916  ...    3306       3289      WR
140    140      WR2511  20250916  ...    3302       3302      WR
141    141      WR2512  20250916  ...    3324       3324      WR
142    142      WR2601  20250916  ...    3357       3350      WR
143    143      WR2602  20250916  ...    3358       3358      WR
144    144      WR2603  20250916  ...    3395       3338      WR
145    145      WR2604  20250916  ...    3389       3389      WR
146    146      WR2605  20250916  ...    3414       3414      WR
147    147      WR2606  20250916  ...    3372       3372      WR
148    148      WR2607  20250916  ...    3390       3390      WR
149    149      WR2608  20250916  ...    3399       3399      WR
150    150      WR2609  20250916  ...    3581       3399      WR
151    151      HC2510  20250916  ...    3431       3393      HC
152    152      HC2511  20250916  ...    3420       3379      HC
153    153      HC2512  20250916  ...    3409       3372      HC
154    154      HC2601  20250916  ...    3403       3360      HC
155    155      HC2602  20250916  ...    3407       3362      HC
156    156      HC2603  20250916  ...    3405       3363      HC
157    157      HC2604  20250916  ...    3407       3365      HC
158    158      HC2605  20250916  ...    3410       3364      HC
159    159      HC2606  20250916  ...    3414       3369      HC
160    160      HC2607  20250916  ...    3420       3371      HC
161    161      HC2608  20250916  ...    3423       3377      HC
162    162      HC2609  20250916  ...    3419       3377      HC
163    163      SS2510  20250916  ...   12955      12915      SS
164    164      SS2511  20250916  ...   13055      13005      SS
165    165      SS2512  20250916  ...   13090      13045      SS
166    166      SS2601  20250916  ...   13155      13115      SS
167    167      SS2602  20250916  ...   13220      13130      SS
168    168      SS2603  20250916  ...   13250      13205      SS
169    169      SS2604  20250916  ...   13325      13235      SS
170    170      SS2605  20250916  ...   13410      13365      SS
171    171      SS2606  20250916  ...   13435      13425      SS
172    172      SS2607  20250916  ...   13450      13505      SS
173    173      SS2608  20250916  ...   13575      13515      SS
174    174      SS2609  20250916  ...   13605      13515      SS
175    175      SC2510  20250916  ...   492.1        488      SC
176    176      SC2511  20250916  ...   493.5      488.5      SC
177    177      SC2512  20250916  ...   491.1      487.6      SC
178    178      SC2601  20250916  ...   490.1      487.5      SC
179    179      SC2602  20250916  ...     488        487      SC
180    180      SC2603  20250916  ...   487.7      486.6      SC
181    181      SC2604  20250916  ...   486.4      485.9      SC
182    182      SC2605  20250916  ...   486.3      485.9      SC
183    183      SC2606  20250916  ...   485.6      485.8      SC
184    184      SC2607  20250916  ...   485.7      486.1      SC
185    185      SC2608  20250916  ...   484.2      482.4      SC
186    186      SC2609  20250916  ...   481.9      481.8      SC
187    187      SC2612  20250916  ...   479.8      475.4      SC
188    188      SC2703  20250916  ...   474.6      474.6      SC
189    189      SC2706  20250916  ...   474.7      474.7      SC
190    190      SC2709  20250916  ...   473.2      473.2      SC
191    191      SC2712  20250916  ...   472.1      472.1      SC
192    192      SC2803  20250916  ...   473.6      471.1      SC
193    193      SC2806  20250916  ...   471.1      466.7      SC
194    194      SC2809  20250916  ...     469        469      SC
195    195      LU2510  20250916  ...    3370       3332      LU
196    196      LU2511  20250916  ...    3396       3353      LU
197    197      LU2512  20250916  ...    3377       3346      LU
198    198      LU2601  20250916  ...    3369       3343      LU
199    199      LU2602  20250916  ...    3354       3333      LU
200    200      LU2603  20250916  ...    3350       3328      LU
201    201      LU2604  20250916  ...    3349       3323      LU
202    202      LU2605  20250916  ...    3341       3318      LU
203    203      LU2606  20250916  ...    3348       3317      LU
204    204      LU2607  20250916  ...    3342       3312      LU
205    205      LU2608  20250916  ...    3343       3320      LU
206    206      LU2609  20250916  ...    3336       3308      LU
207    207      FU2510  20250916  ...    2829       2820      FU
208    208      FU2511  20250916  ...    2830       2818      FU
209    209      FU2512  20250916  ...    2815       2801      FU
210    210      FU2601  20250916  ...    2799       2787      FU
211    211      FU2602  20250916  ...    2781       2777      FU
212    212      FU2603  20250916  ...    2771       2764      FU
213    213      FU2604  20250916  ...    2767       2755      FU
214    214      FU2605  20250916  ...    2751       2744      FU
215    215      FU2606  20250916  ...    2744       2736      FU
216    216      FU2607  20250916  ...    2730       2722      FU
217    217      FU2608  20250916  ...    2723       2717      FU
218    218      FU2609  20250916  ...    2703       2695      FU
219    219      BU2510  20250916  ...    3437       3416      BU
220    220      BU2511  20250916  ...    3425       3398      BU
221    221      BU2512  20250916  ...    3384       3363      BU
222    222      BU2601  20250916  ...    3367       3344      BU
223    223      BU2602  20250916  ...    3366       3343      BU
224    224      BU2603  20250916  ...    3355       3347      BU
225    225      BU2604  20250916  ...    3340       3338      BU
226    226      BU2605  20250916  ...    3359       3344      BU
227    227      BU2606  20250916  ...    3358       3344      BU
228    228      BU2607  20250916  ...    3353       3339      BU
229    229      BU2608  20250916  ...    3350       3321      BU
230    230      BU2609  20250916  ...    3345       3331      BU
231    231      BU2612  20250916  ...    3308       3296      BU
232    232      BU2703  20250916  ...    3311       3307      BU
233    233      BU2706  20250916  ...    3319       3308      BU
234    234      BU2709  20250916  ...    3308       3308      BU
235    235      BR2510  20250916  ...   11710      11630      BR
236    236      BR2511  20250916  ...   11670      11590      BR
237    237      BR2512  20250916  ...   11660      11595      BR
238    238      BR2601  20250916  ...   11670      11600      BR
239    239      BR2602  20250916  ...   11635      11570      BR
240    240      BR2603  20250916  ...   11680      11585      BR
241    241      BR2604  20250916  ...   11690      11690      BR
242    242      BR2605  20250916  ...   11735      11675      BR
243    243      BR2606  20250916  ...   11775      11725      BR
244    244      BR2607  20250916  ...   11885      11845      BR
245    245      BR2608  20250916  ...   11900      11770      BR
246    246      BR2609  20250916  ...   11770      11770      BR
247    247      RU2510  20250916  ...   15105      14980      RU
248    248      RU2511  20250916  ...   15050      14935      RU
249    249      RU2601  20250916  ...   16000      15870      RU
250    250      RU2603  20250916  ...   15990      15905      RU
251    251      RU2604  20250916  ...   15990      15840      RU
252    252      RU2605  20250916  ...   15985      15845      RU
253    253      RU2606  20250916  ...   16005      15865      RU
254    254      RU2607  20250916  ...   15915      15870      RU
255    255      RU2608  20250916  ...   16055      16065      RU
256    256      RU2609  20250916  ...   16070      16065      RU
257    257      NR2510  20250916  ...   12640      12555      NR
258    258      NR2511  20250916  ...   12690      12595      NR
259    259      NR2512  20250916  ...   12725      12645      NR
260    260      NR2601  20250916  ...   12755      12665      NR
261    261      NR2602  20250916  ...   12785      12700      NR
262    262      NR2603  20250916  ...   12780      12690      NR
263    263      NR2604  20250916  ...   12795      12710      NR
264    264      NR2605  20250916  ...   12825      12740      NR
265    265      NR2606  20250916  ...   12635      12635      NR
266    266      NR2607  20250916  ...   12655      12650      NR
267    267      NR2608  20250916  ...   12685      12685      NR
268    268      NR2609  20250916  ...   12685      12685      NR
269    269      SP2510  20250916  ...    5048       4992      SP
270    270      SP2511  20250916  ...    5074       5024      SP
271    271      SP2512  20250916  ...    5088       5042      SP
272    272      SP2601  20250916  ...    5348       5308      SP
273    273      SP2602  20250916  ...    5334       5286      SP
274    274      SP2603  20250916  ...    5340       5300      SP
275    275      SP2604  20250916  ...    5344       5316      SP
276    276      SP2605  20250916  ...    5354       5314      SP
277    277      SP2606  20250916  ...    5360       5322      SP
278    278      SP2607  20250916  ...    5358       5332      SP
279    279      SP2608  20250916  ...    5358       5330      SP
280    280      SP2609  20250916  ...    5370       5330      SP
281    281      OP2601  20250916  ...    4258       4214      OP
282    282      OP2602  20250916  ...    4256       4214      OP
283    283      OP2603  20250916  ...    4284       4226      OP
284    284      OP2604  20250916  ...    4272       4250      OP
285    285      OP2605  20250916  ...    4286       4222      OP
286    286      OP2606  20250916  ...    4268       4216      OP
287    287      OP2607  20250916  ...    4276       4240      OP
288    288      OP2608  20250916  ...    4292       4256      OP
289    289      OP2609  20250916  ...    4256       4256      OP
290    290      EC2510  20250916  ...  1189.6     1170.9      EC
291    291      EC2512  20250916  ...  1710.7     1640.3      EC
292    292      EC2602  20250916  ...  1583.1       1521      EC
293    293      EC2604  20250916  ...  1283.3     1250.1      EC
294    294      EC2606  20250916  ...    1459     1425.3      EC
295    295      EC2608  20250916  ...    1622     1596.5      EC
296    297  SC_TAS2510  20250916  ...                     SC_TAS
297    298  SC_TAS2511  20250916  ...                     SC_TAS
298    299  SC_TAS2512  20250916  ...                     SC_TAS
299    300  SC_TAS2601  20250916  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 16:29:39,701 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250916   488.3  ...   492.1        488      SC
1       SC2511  20250916   489.1  ...   493.5      488.5      SC
2       SC2512  20250916   487.1  ...   491.1      487.6      SC
3       SC2601  20250916   487.1  ...   490.1      487.5      SC
4       SC2602  20250916   485.8  ...     488        487      SC
5       SC2603  20250916   485.2  ...   487.7      486.6      SC
6       SC2604  20250916   485.3  ...   486.4      485.9      SC
7       SC2605  20250916   486.9  ...   486.3      485.9      SC
8       SC2606  20250916   484.3  ...   485.6      485.8      SC
9       SC2607  20250916   484.9  ...   485.7      486.1      SC
10      SC2608  20250916   484.5  ...   484.2      482.4      SC
11      SC2609  20250916   482.5  ...   481.9      481.8      SC
12      SC2612  20250916   478.9  ...   479.8      475.4      SC
13      SC2703  20250916          ...   474.6      474.6      SC
14      SC2706  20250916          ...   474.7      474.7      SC
15      SC2709  20250916          ...   473.2      473.2      SC
16      SC2712  20250916          ...   472.1      472.1      SC
17      SC2803  20250916   473.6  ...   473.6      471.1      SC
18      SC2806  20250916   470.5  ...   471.1      466.7      SC
19      SC2809  20250916          ...     469        469      SC
21      LU2510  20250916    3350  ...    3370       3332      LU
22      LU2511  20250916    3378  ...    3396       3353      LU
23      LU2512  20250916    3356  ...    3377       3346      LU
24      LU2601  20250916    3352  ...    3369       3343      LU
25      LU2602  20250916    3349  ...    3354       3333      LU
26      LU2603  20250916    3346  ...    3350       3328      LU
27      LU2604  20250916    3350  ...    3349       3323      LU
28      LU2605  20250916    3341  ...    3341       3318      LU
29      LU2606  20250916    3343  ...    3348       3317      LU
30      LU2607  20250916    3346  ...    3342       3312      LU
31      LU2608  20250916    3335  ...    3343       3320      LU
32      LU2609  20250916    3323  ...    3336       3308      LU
34      NR2510  20250916   12675  ...   12640      12555      NR
35      NR2511  20250916   12705  ...   12690      12595      NR
36      NR2512  20250916   12745  ...   12725      12645      NR
37      NR2601  20250916   12765  ...   12755      12665      NR
38      NR2602  20250916   12775  ...   12785      12700      NR
39      NR2603  20250916   12770  ...   12780      12690      NR
40      NR2604  20250916   12795  ...   12795      12710      NR
41      NR2605  20250916          ...   12825      12740      NR
42      NR2606  20250916          ...   12635      12635      NR
43      NR2607  20250916          ...   12655      12650      NR
44      NR2608  20250916          ...   12685      12685      NR
45      NR2609  20250916          ...   12685      12685      NR
47      BC2510  20250916   71730  ...   72020      71780      BC
48      BC2511  20250916   71930  ...   72070      71830      BC
49      BC2512  20250916   72320  ...   72120      71910      BC
50      BC2601  20250916          ...   72000      72000      BC
51      BC2602  20250916          ...   71650      71650      BC
52      BC2603  20250916   71570  ...   71950      72000      BC
53      BC2604  20250916          ...   71550      71550      BC
54      BC2605  20250916          ...   71550      71550      BC
55      BC2606  20250916          ...   71500      71500      BC
56      BC2607  20250916          ...   71560      71560      BC
57      BC2608  20250916          ...   71550      71550      BC
58      BC2609  20250916          ...   71550      71550      BC
60      EC2510  20250916    1178  ...  1189.6     1170.9      EC
61      EC2512  20250916  1675.1  ...  1710.7     1640.3      EC
62      EC2602  20250916  1538.7  ...  1583.1       1521      EC
63      EC2604  20250916    1261  ...  1283.3     1250.1      EC
64      EC2606  20250916  1445.3  ...    1459     1425.3      EC
65      EC2608  20250916    1624  ...    1622     1596.5      EC
68  SC_TAS2510  20250916          ...                     SC_TAS
69  SC_TAS2511  20250916          ...                     SC_TAS
70  SC_TAS2512  20250916          ...                     SC_TAS
71  SC_TAS2601  20250916          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 16:29:39,775 - future_1d - INFO - ak.get_ine_daily('2025-09-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250916  7140.000  ...  7162.000    7125.800       IC
1   IC2510  20250916  7072.000  ...  7103.600    7062.800       IC
2   IC2512  20250916  6971.000  ...  6994.200    6951.400       IC
3   IC2603  20250916  6817.800  ...  6836.200    6791.200       IC
4   IF2509  20250916  4542.000  ...  4517.000    4528.000       IF
5   IF2510  20250916  4531.600  ...  4507.000    4518.800       IF
6   IF2512  20250916  4510.000  ...  4486.600    4496.400       IF
7   IF2603  20250916  4481.800  ...  4462.600    4470.800       IF
8   IH2509  20250916  2968.200  ...  2950.400    2961.200       IH
9   IH2510  20250916  2970.000  ...  2949.400    2960.800       IH
10  IH2512  20250916  2969.000  ...  2950.800    2962.400       IH
11  IH2603  20250916  2971.000  ...  2954.600    2964.200       IH
12  IM2509  20250916  7391.000  ...  7454.000    7386.400       IM
13  IM2510  20250916  7311.400  ...  7384.200    7317.000       IM
14  IM2512  20250916  7172.200  ...  7232.200    7161.400       IM
15  IM2603  20250916  6960.000  ...  7026.800    6951.200       IM
16   T2512  20250916   107.680  ...   108.010     107.840        T
17   T2603  20250916   107.385  ...   107.685     107.525        T
18   T2606  20250916   107.215  ...   107.515     107.345        T
19  TF2512  20250916   105.600  ...   105.780     105.660       TF
20  TF2603  20250916   105.465  ...   105.650     105.540       TF
21  TF2606  20250916   105.360  ...   105.535     105.435       TF
22  TL2512  20250916   114.870  ...   115.520     115.480       TL
23  TL2603  20250916   114.640  ...   115.180     115.180       TL
24  TL2606  20250916   114.500  ...   115.120     115.100       TL
25  TS2512  20250916   102.360  ...   102.410     102.368       TS
26  TS2603  20250916   102.310  ...   102.346     102.312       TS
27  TS2606  20250916   102.270  ...   102.302     102.280       TS

[28 rows x 12 columns]
2025-09-17 16:29:40,061 - future_1d - INFO - ak.get_cffex_daily('2025-09-16') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250916   3935.0  ...   3934.00     3942.00        A
1     a2601  20250916   3938.0  ...   3937.00     3941.00        A
2     a2603  20250916   3943.0  ...   3943.00     3943.00        A
3     a2605  20250916   3996.0  ...   3984.00     3993.00        A
4     a2607  20250916   3988.0  ...   3990.00     3992.00        A
5     a2609  20250916   4004.0  ...   3998.00     4017.00        A
6     b2510  20250916   3695.0  ...   3704.00     3700.00        B
7     b2511  20250916   3731.0  ...   3745.00     3737.00        B
8     b2512  20250916   3766.0  ...   3778.00     3769.00        B
9     b2601  20250916   3756.0  ...   3765.00     3758.00        B
10    b2602  20250916   3742.0  ...   3748.00     3737.00        B
11    b2603  20250916   3695.0  ...   3701.00     3696.00        B
12    b2604  20250916   3591.0  ...   3589.00     3581.00        B
13    b2605  20250916   3515.0  ...   3519.00     3514.00        B
14    b2606  20250916   3492.0  ...   3489.00     3482.00        B
15    b2607  20250916   3486.0  ...   3488.00     3482.00        B
16    b2608  20250916   3583.0  ...   3586.00     3581.00        B
17    b2609  20250916   3610.0  ...   3607.00     3610.00        B
18   bb2511  20250916    142.0  ...    142.25      142.05       BB
19   bb2601  20250916    147.3  ...    147.30      146.60       BB
20   bb2603  20250916    147.0  ...    146.90      146.80       BB
21   bb2605  20250916      0.0  ...    141.90      141.85       BB
22   bb2607  20250916      0.0  ...    146.70      146.65       BB
23   bb2609  20250916      0.0  ...    146.70      146.65       BB
24   bz2603  20250916   6025.0  ...   6078.00     6021.00       BZ
25   bz2604  20250916   6048.0  ...   6069.00     6007.00       BZ
26   bz2605  20250916   6072.0  ...   6072.00     6039.00       BZ
27   bz2606  20250916      0.0  ...   6008.00     6008.00       BZ
28   bz2607  20250916      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250916      0.0  ...   5955.00     5955.00       BZ
30    c2511  20250916   2167.0  ...   2169.00     2178.00        C
31    c2601  20250916   2156.0  ...   2158.00     2159.00        C
32    c2603  20250916   2172.0  ...   2173.00     2176.00        C
33    c2605  20250916   2227.0  ...   2231.00     2232.00        C
34    c2607  20250916   2242.0  ...   2246.00     2247.00        C
35    c2609  20250916   2257.0  ...   2262.00     2258.00        C
36   cs2511  20250916   2444.0  ...   2445.00     2457.00       CS
37   cs2601  20250916   2471.0  ...   2475.00     2481.00       CS
38   cs2603  20250916   2488.0  ...   2485.00     2490.00       CS
39   cs2605  20250916   2570.0  ...   2568.00     2574.00       CS
40   cs2607  20250916   2580.0  ...   2575.00     2581.00       CS
41   cs2609  20250916   2592.0  ...   2592.00     2588.00       CS
42   eb2509  20250916      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250916   7108.0  ...   7158.00     7072.00       EB
44   eb2511  20250916   7104.0  ...   7170.00     7083.00       EB
45   eb2512  20250916   7112.0  ...   7175.00     7093.00       EB
46   eb2601  20250916   7135.0  ...   7195.00     7116.00       EB
47   eb2602  20250916   7167.0  ...   7216.00     7142.00       EB
48   eb2603  20250916   7212.0  ...   7237.00     7183.00       EB
49   eb2604  20250916   7272.0  ...   7272.00     7214.00       EB
50   eb2605  20250916   7264.0  ...   7288.00     7226.00       EB
51   eb2606  20250916   7297.0  ...   7297.00     7169.00       EB
52   eb2607  20250916   7297.0  ...   7314.00     7185.00       EB
53   eb2608  20250916      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250916      0.0  ...   4338.00     4338.00       EG
55   eg2510  20250916   4310.0  ...   4314.00     4308.00       EG
56   eg2511  20250916   4274.0  ...   4291.00     4274.00       EG
57   eg2512  20250916   4314.0  ...   4306.00     4268.00       EG
58   eg2601  20250916   4292.0  ...   4298.00     4277.00       EG
59   eg2602  20250916   4296.0  ...   4308.00     4269.00       EG
60   eg2603  20250916   4315.0  ...   4302.00     4278.00       EG
61   eg2604  20250916   4345.0  ...   4340.00     4317.00       EG
62   eg2605  20250916   4325.0  ...   4349.00     4327.00       EG
63   eg2606  20250916      0.0  ...   4332.00     4332.00       EG
64   eg2607  20250916      0.0  ...   4343.00     4358.00       EG
65   eg2608  20250916      0.0  ...   4402.00     4402.00       EG
66   fb2510  20250916   1275.0  ...   1269.00     1266.50       FB
67   fb2511  20250916   1262.0  ...   1257.00     1257.50       FB
68   fb2512  20250916   1272.0  ...   1263.50     1263.00       FB
69   fb2601  20250916   1260.0  ...   1255.50     1255.00       FB
70   fb2602  20250916   1249.5  ...   1249.50     1249.00       FB
71   fb2603  20250916   1249.0  ...   1250.50     1249.00       FB
72   fb2604  20250916   1252.0  ...   1252.00     1254.50       FB
73   fb2605  20250916      0.0  ...   1301.50     1301.50       FB
74   fb2606  20250916      0.0  ...   1330.00     1330.00       FB
75   fb2607  20250916      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250916      0.0  ...   1285.00     1285.00       FB
77   fb2609  20250916      0.0  ...   1296.00     1296.00       FB
78    i2510  20250916    817.5  ...    824.50      818.50        I
79    i2511  20250916    812.5  ...    819.00      810.50        I
80    i2512  20250916    806.5  ...    814.00      805.00        I
81    i2601  20250916    800.0  ...    805.50      797.00        I
82    i2602  20250916    793.0  ...    800.50      791.50        I
83    i2603  20250916    787.5  ...    795.00      786.00        I
84    i2604  20250916    783.0  ...    791.00      782.00        I
85    i2605  20250916    778.5  ...    783.50      775.00        I
86    i2606  20250916    771.5  ...    777.50      769.50        I
87    i2607  20250916    767.0  ...    773.50      765.50        I
88    i2608  20250916    762.5  ...    768.50      761.50        I
89    i2609  20250916    753.5  ...    764.00      757.50        I
90    j2510  20250916   1600.0  ...   1628.50     1564.50        J
91    j2511  20250916   1631.0  ...   1662.00     1600.00        J
92    j2512  20250916   1676.0  ...   1690.00     1629.50        J
93    j2601  20250916   1689.0  ...   1726.50     1664.50        J
94    j2602  20250916   1754.0  ...   1755.00     1684.00        J
95    j2603  20250916      0.0  ...   1721.50     1689.50        J
96    j2604  20250916      0.0  ...   1814.00     1758.00        J
97    j2605  20250916   1819.5  ...   1868.50     1809.00        J
98    j2606  20250916   1879.0  ...   1887.00     1806.00        J
99    j2607  20250916   1900.5  ...   1900.50     1810.00        J
100   j2608  20250916   1906.0  ...   1906.00     1817.50        J
101   j2609  20250916   1908.5  ...   1911.50     1845.00        J
102  jd2509  20250916   3201.0  ...   3265.00     3230.00       JD
103  jd2510  20250916   3141.0  ...   3116.00     3121.00       JD
104  jd2511  20250916   3150.0  ...   3132.00     3140.00       JD
105  jd2512  20250916   3240.0  ...   3232.00     3241.00       JD
106  jd2601  20250916   3370.0  ...   3382.00     3377.00       JD
107  jd2602  20250916   3123.0  ...   3121.00     3117.00       JD
108  jd2603  20250916   3133.0  ...   3133.00     3127.00       JD
109  jd2604  20250916   3304.0  ...   3308.00     3294.00       JD
110  jd2605  20250916   3402.0  ...   3422.00     3389.00       JD
111  jd2606  20250916   3205.0  ...   3228.00     3206.00       JD
112  jd2607  20250916   3460.0  ...   3476.00     3452.00       JD
113  jd2608  20250916   3898.0  ...   3905.00     3903.00       JD
114  jm2510  20250916   1005.0  ...   1037.00      993.50       JM
115  jm2511  20250916   1070.5  ...   1102.50     1054.00       JM
116  jm2512  20250916   1143.5  ...   1170.50     1115.50       JM
117  jm2601  20250916   1200.0  ...   1228.50     1172.00       JM
118  jm2602  20250916   1213.5  ...   1258.50     1200.00       JM
119  jm2603  20250916   1242.0  ...   1280.50     1222.50       JM
120  jm2604  20250916   1264.5  ...   1304.50     1240.00       JM
121  jm2605  20250916   1296.0  ...   1324.00     1264.50       JM
122  jm2606  20250916   1313.5  ...   1339.00     1274.50       JM
123  jm2607  20250916   1330.0  ...   1349.50     1279.00       JM
124  jm2608  20250916   1330.0  ...   1358.50     1290.00       JM
125  jm2609  20250916   1344.0  ...   1371.50     1292.00       JM
126   l2510  20250916   7138.0  ...   7177.00     7134.00        L
127   l2511  20250916   7184.0  ...   7209.00     7170.00        L
128   l2512  20250916   7222.0  ...   7239.00     7198.00        L
129   l2601  20250916   7232.0  ...   7260.00     7202.00        L
130   l2602  20250916   7226.0  ...   7246.00     7197.00        L
131   l2603  20250916   7255.0  ...   7262.00     7201.00        L
132   l2604  20250916   7268.0  ...   7284.00     7239.00        L
133   l2605  20250916   7244.0  ...   7284.00     7212.00        L
134   l2606  20250916   7270.0  ...   7283.00     7256.00        L
135   l2607  20250916   7280.0  ...   7296.00     7244.00        L
136   l2608  20250916   7288.0  ...   7306.00     7235.00        L
137   l2609  20250916   7256.0  ...   7299.00     7259.00        L
138  lg2509  20250916    762.5  ...    768.00      761.00       LG
139  lg2511  20250916    806.0  ...    806.50      799.50       LG
140  lg2601  20250916    824.0  ...    820.50      817.50       LG
141  lg2603  20250916    831.0  ...    826.50      824.00       LG
142  lg2605  20250916    838.0  ...    832.50      829.50       LG
143  lg2607  20250916    837.0  ...    833.00      834.00       LG
144  lh2509  20250916  13110.0  ...  13100.00    13100.00       LH
145  lh2511  20250916  13325.0  ...  13210.00    13200.00       LH
146  lh2601  20250916  13850.0  ...  13725.00    13660.00       LH
147  lh2603  20250916  13080.0  ...  13025.00    13005.00       LH
148  lh2605  20250916  13625.0  ...  13555.00    13510.00       LH
149  lh2607  20250916  14295.0  ...  14240.00    14220.00       LH
150   m2511  20250916   3013.0  ...   3015.00     3022.00        M
151   m2512  20250916   3062.0  ...   3064.00     3072.00        M
152   m2601  20250916   3046.0  ...   3046.00     3051.00        M
153   m2603  20250916   2991.0  ...   2986.00     2992.00        M
154   m2605  20250916   2806.0  ...   2807.00     2810.00        M
155   m2607  20250916   2784.0  ...   2786.00     2788.00        M
156   m2608  20250916   2912.0  ...   2912.00     2915.00        M
157   m2609  20250916   2921.0  ...   2918.00     2922.00        M
158   p2510  20250916   9352.0  ...   9406.00     9310.00        P
159   p2511  20250916   9392.0  ...   9432.00     9332.00        P
160   p2512  20250916   9428.0  ...   9462.00     9348.00        P
161   p2601  20250916   9442.0  ...   9484.00     9370.00        P
162   p2602  20250916   9400.0  ...   9434.00     9298.00        P
163   p2603  20250916   9342.0  ...   9404.00     9280.00        P
164   p2604  20250916   9344.0  ...   9326.00     9218.00        P
165   p2605  20250916   9190.0  ...   9242.00     9132.00        P
166   p2606  20250916   9106.0  ...   9126.00     9042.00        P
167   p2607  20250916   9036.0  ...   9020.00     8958.00        P
168   p2608  20250916   8946.0  ...   8954.00     8884.00        P
169   p2609  20250916   8856.0  ...   8882.00     8862.00        P
170  pg2509  20250916      0.0  ...   3750.00     3779.00       PG
171  pg2510  20250916   4514.0  ...   4494.00     4513.00       PG
172  pg2511  20250916   4459.0  ...   4440.00     4455.00       PG
173  pg2512  20250916   4393.0  ...   4377.00     4387.00       PG
174  pg2601  20250916   4323.0  ...   4313.00     4320.00       PG
175  pg2602  20250916   4259.0  ...   4242.00     4249.00       PG
176  pg2603  20250916   4175.0  ...   4151.00     4160.00       PG
177  pg2604  20250916   4490.0  ...   4476.00     4499.00       PG
178  pg2605  20250916   4402.0  ...   4385.00     4411.00       PG
179  pg2606  20250916   4339.0  ...   4323.00     4345.00       PG
180  pg2607  20250916   4276.0  ...   4270.00     4285.00       PG
181  pg2608  20250916   4214.0  ...   4204.00     4225.00       PG
182  pp2510  20250916   6876.0  ...   6887.00     6848.00       PP
183  pp2511  20250916   6899.0  ...   6922.00     6882.00       PP
184  pp2512  20250916   6935.0  ...   6959.00     6918.00       PP
185  pp2601  20250916   6970.0  ...   6992.00     6946.00       PP
186  pp2602  20250916   6951.0  ...   6966.00     6928.00       PP
187  pp2603  20250916   6962.0  ...   6958.00     6933.00       PP
188  pp2604  20250916   6968.0  ...   6979.00     6949.00       PP
189  pp2605  20250916   6980.0  ...   7010.00     6969.00       PP
190  pp2606  20250916   6956.0  ...   6966.00     6940.00       PP
191  pp2607  20250916   6939.0  ...   6945.00     6925.00       PP
192  pp2608  20250916   6929.0  ...   6944.00     6894.00       PP
193  pp2609  20250916   6968.0  ...   6976.00     6958.00       PP
194  rr2510  20250916   3592.0  ...   3594.00     3593.00       RR
195  rr2511  20250916   3600.0  ...   3602.00     3600.00       RR
196  rr2512  20250916   3601.0  ...   3598.00     3601.00       RR
197  rr2601  20250916   3616.0  ...   3617.00     3622.00       RR
198  rr2602  20250916   3601.0  ...   3597.00     3606.00       RR
199  rr2603  20250916      0.0  ...   3610.00     3613.00       RR
200  rr2604  20250916   3606.0  ...   3607.00     3617.00       RR
201  rr2605  20250916      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250916      0.0  ...   3597.00     3597.00       RR
203  rr2607  20250916      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250916      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250916      0.0  ...   3614.00     3614.00       RR
206   v2510  20250916   4810.0  ...   4849.00     4791.00        V
207   v2511  20250916   4848.0  ...   4882.00     4824.00        V
208   v2512  20250916   4892.0  ...   4921.00     4870.00        V
209   v2601  20250916   4934.0  ...   4964.00     4898.00        V
210   v2602  20250916   4968.0  ...   4998.00     4940.00        V
211   v2603  20250916   5004.0  ...   5028.00     4965.00        V
212   v2604  20250916   5220.0  ...   5233.00     5178.00        V
213   v2605  20250916   5231.0  ...   5270.00     5196.00        V
214   v2606  20250916   5278.0  ...   5302.00     5228.00        V
215   v2607  20250916   5294.0  ...   5327.00     5261.00        V
216   v2608  20250916   5322.0  ...   5368.00     5291.00        V
217   v2609  20250916   5349.0  ...   5384.00     5312.00        V
218   y2511  20250916   8414.0  ...   8446.00     8384.00        Y
219   y2512  20250916   8436.0  ...   8462.00     8404.00        Y
220   y2601  20250916   8398.0  ...   8418.00     8356.00        Y
221   y2603  20250916   8328.0  ...   8336.00     8274.00        Y
222   y2605  20250916   8090.0  ...   8122.00     8056.00        Y
223   y2607  20250916   8058.0  ...   8076.00     8010.00        Y
224   y2608  20250916   8120.0  ...   8078.00     8016.00        Y
225   y2609  20250916   8128.0  ...   8086.00     7998.00        Y

[226 rows x 12 columns]
2025-09-17 16:29:40,580 - future_1d - INFO - ak.get_dce_daily('2025-09-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250916  54525.0  ...  54925.0     53505.0       PS
1   PS2511  20250916  55600.0  ...  54630.0     53400.0       PS
2   PS2512  20250916  57990.0  ...  57220.0     55890.0       PS
3   PS2601  20250916  57100.0  ...  57135.0     55780.0       PS
4   PS2602  20250916  57880.0  ...  57140.0     55835.0       PS
5   PS2603  20250916  57885.0  ...  57205.0     55620.0       PS
6   PS2604  20250916  57915.0  ...  57330.0     55840.0       PS
7   PS2605  20250916  57085.0  ...  57310.0     55975.0       PS
8   PS2606  20250916  59000.0  ...  59625.0     58160.0       PS
9   PS2607  20250916  59810.0  ...  59850.0     58285.0       PS
10  PS2608  20250916  59100.0  ...  59695.0     58340.0       PS
11  PS2609  20250916  60425.0  ...  59740.0     57875.0       PS
13  SI2510  20250916   8905.0  ...   8950.0      8755.0       SI
14  SI2511  20250916   9000.0  ...   8970.0      8840.0       SI
15  SI2512  20250916   9500.0  ...   9360.0      9215.0       SI
16  SI2601  20250916   9350.0  ...   9350.0      9205.0       SI
17  SI2602  20250916   9285.0  ...   9385.0      9175.0       SI
18  SI2603  20250916   9340.0  ...   9355.0      9215.0       SI
19  SI2604  20250916   9360.0  ...   9360.0      9215.0       SI
20  SI2605  20250916   9365.0  ...   9370.0      9220.0       SI
21  SI2606  20250916   9385.0  ...   9350.0      9220.0       SI
22  SI2607  20250916   9390.0  ...   9355.0      9260.0       SI
23  SI2608  20250916   9520.0  ...   9380.0      9290.0       SI
24  SI2609  20250916   9440.0  ...   9345.0      9245.0       SI
27  LC2510  20250916  74000.0  ...  73500.0     72160.0       LC
28  LC2511  20250916  73900.0  ...  73620.0     72240.0       LC
29  LC2512  20250916  74440.0  ...  73920.0     72420.0       LC
30  LC2601  20250916  74500.0  ...  73800.0     72420.0       LC
31  LC2602  20250916  74580.0  ...  73720.0     72480.0       LC
32  LC2603  20250916  74500.0  ...  73660.0     72340.0       LC
33  LC2604  20250916  74560.0  ...  74280.0     72720.0       LC
34  LC2605  20250916  74100.0  ...  74240.0     72780.0       LC
35  LC2606  20250916  74860.0  ...  74280.0     72540.0       LC
36  LC2607  20250916  74000.0  ...  73980.0     72520.0       LC
37  LC2608  20250916  74060.0  ...  73740.0     72540.0       LC
38  LC2609  20250916  73920.0  ...  73900.0     72440.0       LC

[36 rows x 12 columns]
2025-09-17 16:29:40,778 - future_1d - INFO - ak.get_gfex_daily('2025-09-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250916   8431.0   8450.0  ...    47638.33   8421.0      8404.0       AP
1    AP511  20250916   8252.0   8252.0  ...     4879.68   8201.0      8213.0       AP
2    AP512  20250916   8223.0   8228.0  ...     1025.60   8205.0      8231.0       AP
3    AP601  20250916   8336.0   8336.0  ...   426432.76   8271.0      8310.0       AP
4    AP603  20250916   8176.0   8195.0  ...      416.21   8161.0      8220.0       AP
5    AP604  20250916   8165.0   8175.0  ...       73.50   8167.0      8215.0       AP
6    AP605  20250916   8261.0   8267.0  ...     2327.63   8225.0      8266.0       AP
7    CF511  20250916  13735.0  13805.0  ...   237565.10  13755.0     13740.0       CF
8    CF601  20250916  13875.0  13950.0  ...  1422412.34  13900.0     13885.0       CF
9    CF603  20250916  13835.0  13915.0  ...     1664.41  13870.0     13845.0       CF
10   CF605  20250916  13845.0  13910.0  ...   111549.27  13860.0     13850.0       CF
11   CF607  20250916  13845.0  13915.0  ...     1431.06  13895.0     13865.0       CF
12   CF609  20250916  13975.0  14060.0  ...      175.44  14035.0     13975.0       CF
13   CJ512  20250916  10855.0  10920.0  ...     3226.79  10790.0     10865.0       CJ
14   CJ601  20250916  10900.0  10950.0  ...   675279.37  10830.0     10905.0       CJ
15   CJ603  20250916  10935.0  10985.0  ...    10832.01  10860.0     10960.0       CJ
16   CJ605  20250916  11030.0  11080.0  ...   123247.95  10960.0     11040.0       CJ
17   CJ607  20250916  11180.0  11210.0  ...     1926.72  11105.0     11180.0       CJ
18   CJ609  20250916  11355.0  11400.0  ...      495.11  11250.0     11385.0       CJ
19   CY510  20250916      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250916  19855.0  20070.0  ...   120659.98  19965.0     19890.0       CY
21   CY512  20250916  19405.0  19405.0  ...        9.70  19405.0     19635.0       CY
22   CY601  20250916  19930.0  20020.0  ...     3157.64  19985.0     19910.0       CY
23   CY602  20250916      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250916      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250916      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250916  20195.0  20195.0  ...       20.17  20170.0     20065.0       CY
27   CY606  20250916      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250916      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250916      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250916  20940.0  20940.0  ...       30.81  20540.0     20160.0       CY
31   FG510  20250916   1100.0   1120.0  ...    28626.35   1109.0      1084.0       FG
32   FG511  20250916   1108.0   1127.0  ...   232450.33   1117.0      1092.0       FG
33   FG512  20250916   1220.0   1245.0  ...   116419.79   1234.0      1197.0       FG
34   FG601  20250916   1222.0   1249.0  ...  6281365.12   1236.0      1193.0       FG
35   FG602  20250916   1268.0   1296.0  ...    52701.41   1285.0      1239.0       FG
36   FG603  20250916   1270.0   1299.0  ...     2992.31   1290.0      1247.0       FG
37   FG604  20250916   1318.0   1347.0  ...      818.41   1337.0      1300.0       FG
38   FG605  20250916   1318.0   1347.0  ...   137737.04   1336.0      1296.0       FG
39   FG606  20250916   1348.0   1376.0  ...     1109.80   1367.0      1329.0       FG
40   FG607  20250916   1345.0   1370.0  ...     2596.69   1361.0      1324.0       FG
41   FG608  20250916   1359.0   1394.0  ...     2231.84   1385.0      1349.0       FG
42   FG609  20250916   1351.0   1393.0  ...     4226.76   1382.0      1341.0       FG
43   JR511  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250916   2297.0   2313.0  ...    13087.24   2298.0      2290.0       MA
52   MA511  20250916   2329.0   2342.0  ...   156365.92   2331.0      2318.0       MA
53   MA512  20250916   2372.0   2384.0  ...    96924.29   2376.0      2357.0       MA
54   MA601  20250916   2398.0   2408.0  ...  1248841.43   2394.0      2386.0       MA
55   MA602  20250916   2408.0   2423.0  ...    31872.10   2414.0      2394.0       MA
56   MA603  20250916   2425.0   2437.0  ...      315.69   2428.0      2411.0       MA
57   MA604  20250916   2428.0   2437.0  ...       58.39   2433.0      2401.0       MA
58   MA605  20250916   2407.0   2424.0  ...    82466.24   2412.0      2394.0       MA
59   MA606  20250916   2422.0   2423.0  ...       12.11   2422.0      2417.0       MA
60   MA607  20250916   2401.0   2409.0  ...      100.76   2399.0      2386.0       MA
61   MA608  20250916   2397.0   2402.0  ...       11.97   2394.0      2381.0       MA
62   MA609  20250916   2371.0   2396.0  ...     1193.43   2382.0      2371.0       MA
63   OI511  20250916  10096.0  10230.0  ...   559308.68  10154.0     10049.0       OI
64   OI601  20250916   9918.0  10063.0  ...  3499778.27   9981.0      9877.0       OI
65   OI603  20250916   9707.0   9828.0  ...     6705.93   9733.0      9697.0       OI
66   OI605  20250916   9517.0   9604.0  ...   224491.13   9516.0      9517.0       OI
67   OI607  20250916   9467.0   9559.0  ...     5254.93   9468.0      9478.0       OI
68   OI609  20250916   9438.0   9532.0  ...     3192.58   9446.0      9456.0       OI
69   PF510  20250916   6344.0   6408.0  ...    14417.59   6378.0      6366.0       PF
70   PF511  20250916   6340.0   6406.0  ...   643537.61   6380.0      6362.0       PF
71   PF512  20250916   6322.0   6384.0  ...   388107.66   6364.0      6340.0       PF
72   PF601  20250916   6374.0   6424.0  ...    28244.74   6400.0      6382.0       PF
73   PF602  20250916   6378.0   6430.0  ...    60187.29   6406.0      6390.0       PF
74   PF603  20250916   6392.0   6434.0  ...       51.36   6420.0      6394.0       PF
75   PF604  20250916   6428.0   6476.0  ...       25.81   6454.0      6444.0       PF
76   PF605  20250916   6474.0   6474.0  ...        9.69   6458.0      6460.0       PF
77   PF606  20250916      0.0      0.0  ...        0.00   6480.0      6480.0       PF
78   PF607  20250916      0.0      0.0  ...        0.00   6502.0      6502.0       PF
79   PF608  20250916      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250916   6580.0   6580.0  ...        6.58   6580.0      6504.0       PF
81   PK510  20250916   7808.0   7826.0  ...    20245.18   7800.0      7808.0       PK
82   PK511  20250916   7720.0   7812.0  ...   572845.33   7766.0      7752.0       PK
83   PK512  20250916   7762.0   7838.0  ...   190587.58   7798.0      7770.0       PK
84   PK601  20250916   7790.0   7840.0  ...    74875.55   7820.0      7798.0       PK
85   PK603  20250916   7828.0   7864.0  ...      188.23   7844.0      7834.0       PK
86   PK604  20250916   7856.0   7870.0  ...       35.38   7862.0      7846.0       PK
87   PK605  20250916   7854.0   7882.0  ...     5056.75   7864.0      7852.0       PK
88   PL601  20250916   6441.0   6483.0  ...    36887.25   6458.0      6434.0       PL
89   PL602  20250916   6498.0   6510.0  ...      181.48   6482.0      6457.0       PL
90   PL603  20250916      0.0      0.0  ...        0.00   6498.0      6498.0       PL
91   PL604  20250916      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250916   6419.0   6435.0  ...       38.57   6428.0      6397.0       PL
93   PL606  20250916      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250916      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250916   5844.0   5890.0  ...     2507.76   5866.0      5844.0       PR
104  PR511  20250916   5824.0   5888.0  ...   300113.97   5860.0      5838.0       PR
105  PR512  20250916   5840.0   5892.0  ...   196645.47   5866.0      5846.0       PR
106  PR601  20250916   5836.0   5888.0  ...    85588.42   5860.0      5844.0       PR
107  PR602  20250916   5880.0   5914.0  ...      159.20   5896.0      5880.0       PR
108  PR603  20250916   5890.0   5924.0  ...      115.18   5908.0      5874.0       PR
109  PR604  20250916      0.0      0.0  ...        0.00   5896.0      5890.0       PR
110  PR605  20250916      0.0      0.0  ...        0.00   5904.0      5904.0       PR
111  PR606  20250916      0.0      0.0  ...        0.00   5936.0      5920.0       PR
112  PR607  20250916      0.0      0.0  ...        0.00   5944.0      5936.0       PR
113  PR608  20250916      0.0      0.0  ...        0.00   5946.0      5934.0       PR
114  PR609  20250916      0.0      0.0  ...        0.00   5924.0      5920.0       PR
115  PX510  20250916   6802.0   6830.0  ...     9955.59   6804.0      6788.0       PX
116  PX511  20250916   6758.0   6832.0  ...   588431.51   6788.0      6762.0       PX
117  PX512  20250916   6732.0   6802.0  ...   184748.39   6758.0      6732.0       PX
118  PX601  20250916   6708.0   6770.0  ...   160816.95   6734.0      6712.0       PX
119  PX602  20250916   6702.0   6764.0  ...    33250.17   6728.0      6700.0       PX
120  PX603  20250916   6742.0   6742.0  ...        3.37   6742.0      6690.0       PX
121  PX604  20250916   6760.0   6760.0  ...        3.38   6760.0      6714.0       PX
122  PX605  20250916   6698.0   6750.0  ...      177.90   6714.0      6698.0       PX
123  PX606  20250916      0.0      0.0  ...        0.00   6698.0      6684.0       PX
124  PX607  20250916   6736.0   6736.0  ...       84.20   6736.0      6736.0       PX
125  PX608  20250916      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250916   6722.0   6722.0  ...        3.36   6722.0      6744.0       PX
127  RI511  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250916   2512.0   2545.0  ...    17263.52   2531.0      2516.0       RM
134  RM601  20250916   2504.0   2533.0  ...   714729.48   2517.0      2509.0       RM
135  RM603  20250916   2415.0   2433.0  ...     6123.34   2423.0      2417.0       RM
136  RM605  20250916   2394.0   2408.0  ...    95398.24   2400.0      2399.0       RM
137  RM607  20250916   2380.0   2393.0  ...     9153.32   2385.0      2384.0       RM
138  RM608  20250916   2478.0   2490.0  ...      484.36   2484.0      2484.0       RM
139  RM609  20250916   2468.0   2476.0  ...      575.67   2471.0      2472.0       RM
140  RS511  20250916   5303.0   5330.0  ...       47.75   5306.0      5253.0       RS
141  RS607  20250916   5581.0   5640.0  ...      111.09   5555.0      5546.0       RS
142  RS608  20250916   5586.0   5586.0  ...      133.35   5556.0      5563.0       RS
143  RS609  20250916      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250916   1226.0   1257.0  ...    28596.58   1244.0      1209.0       SA
145  SA511  20250916   1238.0   1270.0  ...   498157.01   1258.0      1224.0       SA
146  SA512  20250916   1305.0   1338.0  ...   318681.85   1324.0      1287.0       SA
147  SA601  20250916   1320.0   1352.0  ...  5275792.91   1337.0      1298.0       SA
148  SA602  20250916   1340.0   1379.0  ...   115822.53   1366.0      1327.0       SA
149  SA603  20250916   1345.0   1384.0  ...     5821.64   1369.0      1332.0       SA
150  SA604  20250916   1382.0   1422.0  ...     2327.09   1409.0      1372.0       SA
151  SA605  20250916   1385.0   1427.0  ...   215884.11   1415.0      1375.0       SA
152  SA606  20250916   1405.0   1433.0  ...     1656.73   1418.0      1389.0       SA
153  SA607  20250916   1397.0   1435.0  ...     3919.79   1420.0      1392.0       SA
154  SA608  20250916   1410.0   1450.0  ...     4517.40   1426.0      1408.0       SA
155  SA609  20250916   1416.0   1458.0  ...    11335.41   1443.0      1411.0       SA
156  SF510  20250916   5572.0   5604.0  ...    13665.49   5572.0      5488.0       SF
157  SF511  20250916   5764.0   5794.0  ...   606574.67   5752.0      5660.0       SF
158  SF512  20250916   5722.0   5754.0  ...   135265.68   5724.0      5622.0       SF
159  SF601  20250916   5722.0   5750.0  ...   229624.81   5716.0      5628.0       SF
160  SF602  20250916   5672.0   5706.0  ...    35318.60   5670.0      5586.0       SF
161  SF603  20250916   5864.0   5874.0  ...       38.06   5856.0      5760.0       SF
162  SF604  20250916   5854.0   5862.0  ...       32.17   5850.0      5726.0       SF
163  SF605  20250916   5820.0   5858.0  ...     3726.56   5824.0      5730.0       SF
164  SF606  20250916   5762.0   5820.0  ...       72.29   5784.0      5696.0       SF
165  SF607  20250916   5900.0   5952.0  ...      100.96   5940.0      5856.0       SF
166  SF608  20250916   5878.0   5908.0  ...       41.25   5894.0      5790.0       SF
167  SF609  20250916   5884.0   5910.0  ...       35.37   5896.0      5788.0       SF
168  SH510  20250916   2492.0   2529.0  ...    35619.56   2506.0      2511.0       SH
169  SH511  20250916   2523.0   2557.0  ...   607466.03   2535.0      2528.0       SH
170  SH512  20250916   2571.0   2602.0  ...   252676.23   2584.0      2561.0       SH
171  SH601  20250916   2576.0   2612.0  ...  2665136.55   2592.0      2566.0       SH
172  SH602  20250916   2599.0   2633.0  ...   125925.89   2614.0      2584.0       SH
173  SH603  20250916   2616.0   2651.0  ...     4414.34   2637.0      2603.0       SH
174  SH604  20250916   2663.0   2696.0  ...      337.72   2680.0      2649.0       SH
175  SH605  20250916   2656.0   2707.0  ...    24698.88   2689.0      2653.0       SH
176  SH606  20250916   2700.0   2715.0  ...      113.69   2707.0      2661.0       SH
177  SH607  20250916   2701.0   2705.0  ...       89.08   2699.0      2666.0       SH
178  SH608  20250916   2710.0   2710.0  ...       24.32   2702.0      2672.0       SH
179  SH609  20250916   2686.0   2716.0  ...      348.43   2701.0      2666.0       SH
180  SM510  20250916   5840.0   5884.0  ...    23489.15   5850.0      5792.0       SM
181  SM511  20250916   5934.0   5974.0  ...   506627.48   5940.0      5864.0       SM
182  SM512  20250916   5932.0   5982.0  ...   101306.79   5948.0      5880.0       SM
183  SM601  20250916   5950.0   5996.0  ...   656513.97   5962.0      5884.0       SM
184  SM602  20250916   5966.0   5994.0  ...   364998.35   5960.0      5876.0       SM
185  SM603  20250916   5970.0   6006.0  ...      337.32   5970.0      5900.0       SM
186  SM604  20250916   5984.0   5992.0  ...        8.98   5990.0      5926.0       SM
187  SM605  20250916   5990.0   6026.0  ...    14076.30   6000.0      5918.0       SM
188  SM606  20250916   6004.0   6018.0  ...       62.84   5986.0      5930.0       SM
189  SM607  20250916   5990.0   6032.0  ...      132.25   6012.0      5934.0       SM
190  SM608  20250916   6010.0   6042.0  ...       63.31   6030.0      5956.0       SM
191  SM609  20250916   6054.0   6062.0  ...      255.39   6010.0      5980.0       SM
192  SR511  20250916   5553.0   5572.0  ...   124230.82   5549.0      5546.0       SR
193  SR601  20250916   5557.0   5572.0  ...  1012615.35   5555.0      5545.0       SR
194  SR603  20250916   5537.0   5559.0  ...     2405.65   5543.0      5532.0       SR
195  SR605  20250916   5530.0   5548.0  ...    53655.44   5532.0      5521.0       SR
196  SR607  20250916   5530.0   5542.0  ...     2538.15   5530.0      5518.0       SR
197  SR609  20250916   5538.0   5555.0  ...     2782.47   5543.0      5530.0       SR
198  TA510  20250916   4646.0   4684.0  ...    33683.31   4662.0      4652.0       TA
199  TA511  20250916   4654.0   4700.0  ...   367365.00   4676.0      4664.0       TA
200  TA512  20250916   4668.0   4712.0  ...   190297.82   4692.0      4676.0       TA
201  TA601  20250916   4674.0   4716.0  ...  1501777.37   4692.0      4684.0       TA
202  TA602  20250916   4690.0   4726.0  ...    18753.38   4704.0      4694.0       TA
203  TA603  20250916   4726.0   4738.0  ...       40.07   4714.0      4708.0       TA
204  TA604  20250916   4736.0   4736.0  ...       51.90   4718.0      4712.0       TA
205  TA605  20250916   4716.0   4756.0  ...    49832.20   4732.0      4718.0       TA
206  TA606  20250916   4750.0   4750.0  ...        2.38   4750.0      4722.0       TA
207  TA607  20250916   4756.0   4770.0  ...       14.28   4760.0      4732.0       TA
208  TA608  20250916   4756.0   4778.0  ...       11.92   4770.0      4766.0       TA
209  TA609  20250916   4770.0   4792.0  ...       54.94   4778.0      4732.0       TA
210  UR510  20250916   1608.0   1608.0  ...     3982.44   1597.0      1596.0       UR
211  UR511  20250916   1683.0   1688.0  ...    52944.57   1672.0      1664.0       UR
212  UR512  20250916   1689.0   1696.0  ...    13165.23   1683.0      1675.0       UR
213  UR601  20250916   1700.0   1704.0  ...   437831.60   1691.0      1679.0       UR
214  UR602  20250916   1693.0   1706.0  ...      369.61   1695.0      1684.0       UR
215  UR603  20250916   1744.0   1744.0  ...       76.45   1737.0      1728.0       UR
216  UR604  20250916   1738.0   1738.0  ...       24.31   1736.0      1726.0       UR
217  UR605  20250916   1746.0   1750.0  ...    14370.06   1740.0      1729.0       UR
218  UR606  20250916   1745.0   1745.0  ...      166.89   1738.0      1729.0       UR
219  UR607  20250916   1770.0   1775.0  ...      183.87   1768.0      1762.0       UR
220  UR608  20250916   1766.0   1768.0  ...       45.86   1764.0      1758.0       UR
221  UR609  20250916   1769.0   1770.0  ...      228.61   1759.0      1751.0       UR
222  WH511  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:29:41,120 - future_1d - INFO - ak.get_czce_daily('2025-09-16') done
2025-09-17 16:29:47,688 - future_1d - INFO - save future_daily 2025-09-16 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250917  ...   80720      81090      CU
1        1      CU2511  20250917  ...   80750      81090      CU
2        2      CU2512  20250917  ...   80730      81090      CU
3        3      CU2601  20250917  ...   80730      81150      CU
4        4      CU2602  20250917  ...   80720      81190      CU
5        5      CU2603  20250917  ...   80730      81130      CU
6        6      CU2604  20250917  ...   80700      81120      CU
7        7      CU2605  20250917  ...   80830      80980      CU
8        8      CU2606  20250917  ...   80700      81080      CU
9        9      CU2607  20250917  ...   80680      81060      CU
10      10      CU2608  20250917  ...   80600      81100      CU
11      11      CU2609  20250917  ...   80650      81100      CU
12      12      BC2510  20250917  ...   71650      72020      BC
13      13      BC2511  20250917  ...   71640      72070      BC
14      14      BC2512  20250917  ...   71670      72120      BC
15      15      BC2601  20250917  ...   72000      72000      BC
16      16      BC2602  20250917  ...   71650      71650      BC
17      17      BC2603  20250917  ...   71950      71950      BC
18      18      BC2604  20250917  ...   71550      71550      BC
19      19      BC2605  20250917  ...   71550      71550      BC
20      20      BC2606  20250917  ...   71500      71500      BC
21      21      BC2607  20250917  ...   71560      71560      BC
22      22      BC2608  20250917  ...   71550      71550      BC
23      23      BC2609  20250917  ...   71550      71550      BC
24      24      AL2510  20250917  ...   20965      20990      AL
25      25      AL2511  20250917  ...   20980      21010      AL
26      26      AL2512  20250917  ...   20965      20985      AL
27      27      AL2601  20250917  ...   20940      20960      AL
28      28      AL2602  20250917  ...   20930      20965      AL
29      29      AL2603  20250917  ...   20935      20990      AL
30      30      AL2604  20250917  ...   20955      21015      AL
31      31      AL2605  20250917  ...   20965      21040      AL
32      32      AL2606  20250917  ...   20960      21005      AL
33      33      AL2607  20250917  ...   20950      21035      AL
34      34      AL2608  20250917  ...   20960      20965      AL
35      35      AL2609  20250917  ...   21010      20985      AL
36      36      ZN2510  20250917  ...   22280      22300      ZN
37      37      ZN2511  20250917  ...   22285      22315      ZN
38      38      ZN2512  20250917  ...   22300      22330      ZN
39      39      ZN2601  20250917  ...   22330      22360      ZN
40      40      ZN2602  20250917  ...   22370      22370      ZN
41      41      ZN2603  20250917  ...   22360      22370      ZN
42      42      ZN2604  20250917  ...   22410      22420      ZN
43      43      ZN2605  20250917  ...   22410      22430      ZN
44      44      ZN2606  20250917  ...   22445      22490      ZN
45      45      ZN2607  20250917  ...   22465      22460      ZN
46      46      ZN2608  20250917  ...   22460      22480      ZN
47      47      ZN2609  20250917  ...   22475      22450      ZN
48      48      PB2510  20250917  ...   17080      17080      PB
49      49      PB2511  20250917  ...   17095      17100      PB
50      50      PB2512  20250917  ...   17105      17105      PB
51      51      PB2601  20250917  ...   17115      17115      PB
52      52      PB2602  20250917  ...   17125      17120      PB
53      53      PB2603  20250917  ...   17190      17130      PB
54      54      PB2604  20250917  ...   17195      17205      PB
55      55      PB2605  20250917  ...   17170      17170      PB
56      56      PB2606  20250917  ...   17145      17105      PB
57      57      PB2607  20250917  ...   17150      17155      PB
58      58      PB2608  20250917  ...   17220      17165      PB
59      59      PB2609  20250917  ...   17220      17165      PB
60      60      NI2510  20250917  ...  122030     122790      NI
61      61      NI2511  20250917  ...  122160     122930      NI
62      62      NI2512  20250917  ...  122290     123120      NI
63      63      NI2601  20250917  ...  122520     123300      NI
64      64      NI2602  20250917  ...  122720     123650      NI
65      65      NI2603  20250917  ...  122830     123590      NI
66      66      NI2604  20250917  ...  122970     123800      NI
67      67      NI2605  20250917  ...  123320     124130      NI
68      68      NI2606  20250917  ...  123320     124360      NI
69      69      NI2607  20250917  ...  123610     124590      NI
70      70      NI2608  20250917  ...  124070     125030      NI
71      71      NI2609  20250917  ...  124300     124490      NI
72      72      SN2510  20250917  ...  273090     272740      SN
73      73      SN2511  20250917  ...  273310     273020      SN
74      74      SN2512  20250917  ...  273260     273040      SN
75      75      SN2601  20250917  ...  272970     273310      SN
76      76      SN2602  20250917  ...  273360     273130      SN
77      77      SN2603  20250917  ...  272790     273430      SN
78      78      SN2604  20250917  ...  274190     273380      SN
79      79      SN2605  20250917  ...  273160     273620      SN
80      80      SN2606  20250917  ...  272960     274060      SN
81      81      SN2607  20250917  ...  273500     275180      SN
82      82      SN2608  20250917  ...  273820     275620      SN
83      83      SN2609  20250917  ...  274140     275630      SN
84      84      AO2510  20250917  ...    2917       2957      AO
85      85      AO2511  20250917  ...    2920       2964      AO
86      86      AO2512  20250917  ...    2934       2979      AO
87      87      AO2601  20250917  ...    2941       2989      AO
88      88      AO2602  20250917  ...    2947       2996      AO
89      89      AO2603  20250917  ...    3018       3052      AO
90      90      AO2604  20250917  ...    3022       3063      AO
91      91      AO2605  20250917  ...    3027       3066      AO
92      92      AO2606  20250917  ...    3035       3077      AO
93      93      AO2607  20250917  ...    3050       3084      AO
94      94      AO2608  20250917  ...    3051       3091      AO
95      95      AO2609  20250917  ...    3069       3107      AO
96      96      AD2511  20250917  ...   20480      20505      AD
97      97      AD2512  20250917  ...   20515      20525      AD
98      98      AD2601  20250917  ...   20540      20550      AD
99      99      AD2602  20250917  ...   20540      20540      AD
100    100      AD2603  20250917  ...   20500      20500      AD
101    101      AD2604  20250917  ...   20485      20485      AD
102    102      AD2605  20250917  ...   20520      20520      AD
103    103      AD2606  20250917  ...   20455      20455      AD
104    104      AD2607  20250917  ...   20510      20510      AD
105    105      AD2608  20250917  ...   20515      20515      AD
106    106      AD2609  20250917  ...   20515      20515      AD
107    107      AU2510  20250917  ...     839     838.12      AU
108    108      AU2511  20250917  ...   839.9      839.4      AU
109    109      AU2512  20250917  ...   841.3     840.76      AU
110    110      AU2602  20250917  ...   843.8      843.2      AU
111    111      AU2604  20250917  ...  846.48     845.18      AU
112    112      AU2606  20250917  ...  848.26     847.54      AU
113    113      AU2608  20250917  ...  850.82     850.08      AU
114    114      AU2610  20250917  ...  853.12     852.26      AU
115    115      AG2510  20250917  ...   10014      10084      AG
116    116      AG2511  20250917  ...   10025      10095      AG
117    117      AG2512  20250917  ...   10030      10111      AG
118    118      AG2601  20250917  ...   10048      10121      AG
119    119      AG2602  20250917  ...   10059      10131      AG
120    120      AG2603  20250917  ...   10069      10146      AG
121    121      AG2604  20250917  ...   10087      10143      AG
122    122      AG2605  20250917  ...   10088      10175      AG
123    123      AG2606  20250917  ...   10098      10188      AG
124    124      AG2607  20250917  ...   10116      10204      AG
125    125      AG2608  20250917  ...   10136      10214      AG
126    126      AG2609  20250917  ...   10132      10233      AG
127    127      RB2510  20250917  ...    3061       3070      RB
128    128      RB2511  20250917  ...    3080       3089      RB
129    129      RB2512  20250917  ...    3133       3134      RB
130    130      RB2601  20250917  ...    3155       3166      RB
131    131      RB2602  20250917  ...    3157       3176      RB
132    132      RB2603  20250917  ...    3180       3193      RB
133    133      RB2604  20250917  ...    3206       3221      RB
134    134      RB2605  20250917  ...    3226       3234      RB
135    135      RB2606  20250917  ...    3241       3248      RB
136    136      RB2607  20250917  ...    3258       3263      RB
137    137      RB2608  20250917  ...    3258       3269      RB
138    138      RB2609  20250917  ...    3270       3277      RB
139    139      WR2510  20250917  ...    3288       3306      WR
140    140      WR2511  20250917  ...    3302       3302      WR
141    141      WR2512  20250917  ...    3324       3324      WR
142    142      WR2601  20250917  ...    3349       3357      WR
143    143      WR2602  20250917  ...    3358       3358      WR
144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 16:29:51,405 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250917   498.6  ...   498.4      492.1      SC
1       SC2511  20250917   499.5  ...   499.8      493.5      SC
2       SC2512  20250917     496  ...   496.8      491.1      SC
3       SC2601  20250917   495.5  ...   494.7      490.1      SC
4       SC2602  20250917   492.5  ...   492.1        488      SC
5       SC2603  20250917   491.5  ...   491.8      487.7      SC
6       SC2604  20250917   490.2  ...   490.3      486.4      SC
7       SC2605  20250917   489.8  ...   490.5      486.3      SC
8       SC2606  20250917     487  ...   489.4      485.6      SC
9       SC2607  20250917     488  ...   488.3      485.7      SC
10      SC2608  20250917   487.5  ...   487.5      484.2      SC
11      SC2609  20250917     484  ...     484      481.9      SC
12      SC2612  20250917   481.4  ...     481      479.8      SC
13      SC2703  20250917          ...   475.1      474.6      SC
14      SC2706  20250917          ...   476.8      474.7      SC
15      SC2709  20250917          ...   473.2      473.2      SC
16      SC2712  20250917   473.7  ...   473.7      472.1      SC
17      SC2803  20250917          ...   473.6      473.6      SC
18      SC2806  20250917   474.8  ...     473      471.1      SC
19      SC2809  20250917          ...     469        469      SC
21      LU2510  20250917    3387  ...    3422       3370      LU
22      LU2511  20250917    3425  ...    3447       3396      LU
23      LU2512  20250917    3418  ...    3429       3377      LU
24      LU2601  20250917    3391  ...    3421       3369      LU
25      LU2602  20250917    3384  ...    3410       3354      LU
26      LU2603  20250917    3375  ...    3387       3350      LU
27      LU2604  20250917    3374  ...    3389       3349      LU
28      LU2605  20250917    3378  ...    3388       3341      LU
29      LU2606  20250917    3390  ...    3399       3348      LU
30      LU2607  20250917    3369  ...    3379       3342      LU
31      LU2608  20250917    3370  ...    3378       3343      LU
32      LU2609  20250917    3361  ...    3360       3336      LU
34      NR2510  20250917   12675  ...   12570      12640      NR
35      NR2511  20250917   12715  ...   12595      12690      NR
36      NR2512  20250917   12750  ...   12630      12725      NR
37      NR2601  20250917   12740  ...   12660      12755      NR
38      NR2602  20250917   12770  ...   12650      12785      NR
39      NR2603  20250917   12755  ...   12635      12780      NR
40      NR2604  20250917   12765  ...   12665      12795      NR
41      NR2605  20250917   12735  ...   12670      12825      NR
42      NR2606  20250917          ...   12635      12635      NR
43      NR2607  20250917          ...   12655      12655      NR
44      NR2608  20250917          ...   12685      12685      NR
45      NR2609  20250917          ...   12685      12685      NR
47      BC2510  20250917   71940  ...   71650      72020      BC
48      BC2511  20250917   72050  ...   71640      72070      BC
49      BC2512  20250917   71670  ...   71670      72120      BC
50      BC2601  20250917          ...   72000      72000      BC
51      BC2602  20250917          ...   71650      71650      BC
52      BC2603  20250917          ...   71950      71950      BC
53      BC2604  20250917          ...   71550      71550      BC
54      BC2605  20250917          ...   71550      71550      BC
55      BC2606  20250917          ...   71500      71500      BC
56      BC2607  20250917          ...   71560      71560      BC
57      BC2608  20250917          ...   71550      71550      BC
58      BC2609  20250917          ...   71550      71550      BC
60      EC2510  20250917    1150  ...  1129.4     1189.6      EC
61      EC2512  20250917    1664  ...  1665.3     1710.7      EC
62      EC2602  20250917    1588  ...  1572.8     1583.1      EC
63      EC2604  20250917  1283.7  ...  1278.3     1283.3      EC
64      EC2606  20250917    1460  ...  1460.7       1459      EC
65      EC2608  20250917    1620  ...  1618.6       1622      EC
68  SC_TAS2510  20250917          ...                     SC_TAS
69  SC_TAS2511  20250917          ...                     SC_TAS
70  SC_TAS2512  20250917          ...                     SC_TAS
71  SC_TAS2601  20250917          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 16:29:51,471 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250917  7151.000  ...  7244.200    7162.000       IC
1   IC2510  20250917  7120.000  ...  7186.400    7103.600       IC
2   IC2512  20250917  6990.000  ...  7068.600    6994.200       IC
3   IC2603  20250917  6835.200  ...  6904.600    6836.200       IC
4   IF2509  20250917  4518.000  ...  4548.400    4517.000       IF
5   IF2510  20250917  4505.000  ...  4538.200    4507.000       IF
6   IF2512  20250917  4493.800  ...  4514.600    4486.600       IF
7   IF2603  20250917  4466.600  ...  4488.200    4462.600       IF
8   IH2509  20250917  2951.200  ...  2953.600    2950.400       IH
9   IH2510  20250917  2952.800  ...  2952.000    2949.400       IH
10  IH2512  20250917  2953.200  ...  2952.800    2950.800       IH
11  IH2603  20250917  2955.000  ...  2956.200    2954.600       IH
12  IM2509  20250917  7453.000  ...  7544.200    7454.000       IM
13  IM2510  20250917  7395.000  ...  7477.800    7384.200       IM
14  IM2512  20250917  7248.000  ...  7324.000    7232.200       IM
15  IM2603  20250917  7039.000  ...  7119.600    7026.800       IM
16   T2512  20250917   107.985  ...   108.135     108.010        T
17   T2603  20250917   107.660  ...   107.845     107.685        T
18   T2606  20250917   107.475  ...   107.670     107.515        T
19  TF2512  20250917   105.760  ...   105.870     105.780       TF
20  TF2603  20250917   105.645  ...   105.730     105.650       TF
21  TF2606  20250917   105.560  ...   105.645     105.535       TF
22  TL2512  20250917   115.440  ...   115.820     115.520       TL
23  TL2603  20250917   115.180  ...   115.490     115.180       TL
24  TL2606  20250917   115.020  ...   115.420     115.120       TL
25  TS2512  20250917   102.406  ...   102.450     102.410       TS
26  TS2603  20250917   102.334  ...   102.366     102.346       TS
27  TS2606  20250917   102.296  ...   102.324     102.302       TS

[28 rows x 12 columns]
2025-09-17 16:29:51,723 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250917   3924.00  ...   3914.00     3934.00        A
1     a2601  20250917   3933.00  ...   3919.00     3937.00        A
2     a2603  20250917   3938.00  ...   3924.00     3943.00        A
3     a2605  20250917   3981.00  ...   3964.00     3984.00        A
4     a2607  20250917   3984.00  ...   3970.00     3990.00        A
5     a2609  20250917   3993.00  ...   3976.00     3998.00        A
6     b2510  20250917   3705.00  ...   3689.00     3704.00        B
7     b2511  20250917   3734.00  ...   3705.00     3745.00        B
8     b2512  20250917   3774.00  ...   3748.00     3778.00        B
9     b2601  20250917   3772.00  ...   3741.00     3765.00        B
10    b2602  20250917   3750.00  ...   3725.00     3748.00        B
11    b2603  20250917   3699.00  ...   3682.00     3701.00        B
12    b2604  20250917   3590.00  ...   3577.00     3589.00        B
13    b2605  20250917   3520.00  ...   3508.00     3519.00        B
14    b2606  20250917   3489.00  ...   3482.00     3489.00        B
15    b2607  20250917   3488.00  ...   3484.00     3488.00        B
16    b2608  20250917   3588.00  ...   3582.00     3586.00        B
17    b2609  20250917   3613.00  ...   3591.00     3607.00        B
18   bb2511  20250917    142.35  ...    142.30      142.25       BB
19   bb2601  20250917    146.95  ...    146.95      147.30       BB
20   bb2603  20250917      0.00  ...    146.90      146.90       BB
21   bb2605  20250917      0.00  ...    141.60      141.90       BB
22   bb2607  20250917      0.00  ...    146.40      146.70       BB
23   bb2609  20250917      0.00  ...    146.40      146.70       BB
24   bz2603  20250917   6090.00  ...   6069.00     6078.00       BZ
25   bz2604  20250917   6069.00  ...   6046.00     6069.00       BZ
26   bz2605  20250917      0.00  ...   6072.00     6072.00       BZ
27   bz2606  20250917      0.00  ...   6008.00     6008.00       BZ
28   bz2607  20250917      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250917      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250917   2166.00  ...   2163.00     2169.00        C
31    c2601  20250917   2153.00  ...   2155.00     2158.00        C
32    c2603  20250917   2166.00  ...   2166.00     2173.00        C
33    c2605  20250917   2226.00  ...   2226.00     2231.00        C
34    c2607  20250917   2243.00  ...   2240.00     2246.00        C
35    c2609  20250917   2256.00  ...   2254.00     2262.00        C
36   cs2511  20250917   2442.00  ...   2448.00     2445.00       CS
37   cs2601  20250917   2467.00  ...   2471.00     2475.00       CS
38   cs2603  20250917   2477.00  ...   2479.00     2485.00       CS
39   cs2605  20250917   2564.00  ...   2562.00     2568.00       CS
40   cs2607  20250917   2568.00  ...   2567.00     2575.00       CS
41   cs2609  20250917   2585.00  ...   2585.00     2592.00       CS
42   eb2509  20250917      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250917   7175.00  ...   7159.00     7158.00       EB
44   eb2511  20250917   7197.00  ...   7176.00     7170.00       EB
45   eb2512  20250917   7195.00  ...   7182.00     7175.00       EB
46   eb2601  20250917   7195.00  ...   7200.00     7195.00       EB
47   eb2602  20250917   7219.00  ...   7220.00     7216.00       EB
48   eb2603  20250917   7254.00  ...   7240.00     7237.00       EB
49   eb2604  20250917   7276.00  ...   7273.00     7272.00       EB
50   eb2605  20250917   7295.00  ...   7288.00     7288.00       EB
51   eb2606  20250917      0.00  ...   7297.00     7297.00       EB
52   eb2607  20250917      0.00  ...   7314.00     7314.00       EB
53   eb2608  20250917      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250917      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250917   4309.00  ...   4312.00     4314.00       EG
56   eg2511  20250917   4287.00  ...   4280.00     4291.00       EG
57   eg2512  20250917   4287.00  ...   4273.00     4306.00       EG
58   eg2601  20250917   4283.00  ...   4289.00     4298.00       EG
59   eg2602  20250917   4293.00  ...   4295.00     4308.00       EG
60   eg2603  20250917   4294.00  ...   4298.00     4302.00       EG
61   eg2604  20250917   4343.00  ...   4340.00     4340.00       EG
62   eg2605  20250917   4341.00  ...   4340.00     4349.00       EG
63   eg2606  20250917   4354.00  ...   4348.00     4332.00       EG
64   eg2607  20250917      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250917      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250917   1269.50  ...   1268.50     1269.00       FB
67   fb2511  20250917   1251.50  ...   1251.00     1257.00       FB
68   fb2512  20250917   1262.50  ...   1259.50     1263.50       FB
69   fb2601  20250917   1253.00  ...   1253.50     1255.50       FB
70   fb2602  20250917   1249.50  ...   1248.50     1249.50       FB
71   fb2603  20250917   1249.00  ...   1249.00     1250.50       FB
72   fb2604  20250917      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250917      0.00  ...   1301.50     1301.50       FB
74   fb2606  20250917      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250917      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250917      0.00  ...   1285.00     1285.00       FB
77   fb2609  20250917      0.00  ...   1296.00     1296.00       FB
78    i2510  20250917    821.00  ...    820.00      824.50        I
79    i2511  20250917    818.00  ...    815.50      819.00        I
80    i2512  20250917    812.50  ...    809.50      814.00        I
81    i2601  20250917    804.00  ...    801.00      805.50        I
82    i2602  20250917    800.00  ...    795.50      800.50        I
83    i2603  20250917    794.00  ...    790.00      795.00        I
84    i2604  20250917    790.00  ...    786.50      791.00        I
85    i2605  20250917    783.00  ...    780.00      783.50        I
86    i2606  20250917    777.50  ...    775.00      777.50        I
87    i2607  20250917    773.50  ...    770.50      773.50        I
88    i2608  20250917    769.00  ...    766.00      768.50        I
89    i2609  20250917    763.00  ...    760.50      764.00        I
90    j2510  20250917   1636.50  ...   1628.50     1628.50        J
91    j2511  20250917   1670.00  ...   1655.50     1662.00        J
92    j2512  20250917   1688.00  ...   1691.00     1690.00        J
93    j2601  20250917   1740.00  ...   1728.00     1726.50        J
94    j2602  20250917   1754.00  ...   1754.00     1755.00        J
95    j2603  20250917      0.00  ...   1763.50     1721.50        J
96    j2604  20250917      0.00  ...   1814.00     1814.00        J
97    j2605  20250917   1873.00  ...   1857.00     1868.50        J
98    j2606  20250917      0.00  ...   1887.00     1887.00        J
99    j2607  20250917   1885.00  ...   1885.00     1900.50        J
100   j2608  20250917      0.00  ...   1906.00     1906.00        J
101   j2609  20250917   1898.00  ...   1895.00     1911.50        J
102  jd2509  20250917   3235.00  ...   3226.00     3265.00       JD
103  jd2510  20250917   3080.00  ...   3063.00     3116.00       JD
104  jd2511  20250917   3098.00  ...   3110.00     3132.00       JD
105  jd2512  20250917   3200.00  ...   3208.00     3232.00       JD
106  jd2601  20250917   3370.00  ...   3375.00     3382.00       JD
107  jd2602  20250917   3125.00  ...   3117.00     3121.00       JD
108  jd2603  20250917   3141.00  ...   3130.00     3133.00       JD
109  jd2604  20250917   3330.00  ...   3318.00     3308.00       JD
110  jd2605  20250917   3435.00  ...   3436.00     3422.00       JD
111  jd2606  20250917   3247.00  ...   3245.00     3228.00       JD
112  jd2607  20250917   3490.00  ...   3487.00     3476.00       JD
113  jd2608  20250917   3915.00  ...   3916.00     3905.00       JD
114  jm2510  20250917   1047.00  ...   1043.00     1037.00       JM
115  jm2511  20250917   1108.00  ...   1094.50     1102.50       JM
116  jm2512  20250917   1180.00  ...   1163.50     1170.50       JM
117  jm2601  20250917   1255.00  ...   1229.50     1228.50       JM
118  jm2602  20250917   1270.50  ...   1252.50     1258.50       JM
119  jm2603  20250917   1298.00  ...   1269.50     1280.50       JM
120  jm2604  20250917   1324.00  ...   1288.50     1304.50       JM
121  jm2605  20250917   1340.00  ...   1309.00     1324.00       JM
122  jm2606  20250917   1350.50  ...   1326.00     1339.00       JM
123  jm2607  20250917   1364.50  ...   1331.50     1349.50       JM
124  jm2608  20250917   1377.50  ...   1342.50     1358.50       JM
125  jm2609  20250917   1395.00  ...   1363.50     1371.50       JM
126   l2510  20250917   7176.00  ...   7165.00     7177.00        L
127   l2511  20250917   7209.00  ...   7195.00     7209.00        L
128   l2512  20250917   7239.00  ...   7225.00     7239.00        L
129   l2601  20250917   7252.00  ...   7249.00     7260.00        L
130   l2602  20250917   7244.00  ...   7241.00     7246.00        L
131   l2603  20250917   7259.00  ...   7257.00     7262.00        L
132   l2604  20250917   7294.00  ...   7290.00     7284.00        L
133   l2605  20250917   7285.00  ...   7290.00     7284.00        L
134   l2606  20250917   7282.00  ...   7280.00     7283.00        L
135   l2607  20250917   7301.00  ...   7302.00     7296.00        L
136   l2608  20250917   7309.00  ...   7310.00     7306.00        L
137   l2609  20250917   7315.00  ...   7311.00     7299.00        L
138  lg2509  20250917    770.00  ...    770.00      768.00       LG
139  lg2511  20250917    806.50  ...    808.50      806.50       LG
140  lg2601  20250917    820.50  ...    822.50      820.50       LG
141  lg2603  20250917    826.00  ...    827.00      826.50       LG
142  lg2605  20250917    832.50  ...    831.50      832.50       LG
143  lg2607  20250917    832.00  ...    832.50      833.00       LG
144  lh2509  20250917  12985.00  ...  12985.00    13100.00       LH
145  lh2511  20250917  13110.00  ...  13055.00    13210.00       LH
146  lh2601  20250917  13690.00  ...  13575.00    13725.00       LH
147  lh2603  20250917  13025.00  ...  13005.00    13025.00       LH
148  lh2605  20250917  13600.00  ...  13540.00    13555.00       LH
149  lh2607  20250917  14400.00  ...  14315.00    14240.00       LH
150   m2511  20250917   3009.00  ...   2980.00     3015.00        M
151   m2512  20250917   3058.00  ...   3031.00     3064.00        M
152   m2601  20250917   3042.00  ...   3019.00     3046.00        M
153   m2603  20250917   2980.00  ...   2960.00     2986.00        M
154   m2605  20250917   2804.00  ...   2790.00     2807.00        M
155   m2607  20250917   2783.00  ...   2774.00     2786.00        M
156   m2608  20250917   2911.00  ...   2901.00     2912.00        M
157   m2609  20250917   2915.00  ...   2904.00     2918.00        M
158   p2510  20250917   9402.00  ...   9408.00     9406.00        P
159   p2511  20250917   9466.00  ...   9416.00     9432.00        P
160   p2512  20250917   9506.00  ...   9464.00     9462.00        P
161   p2601  20250917   9534.00  ...   9494.00     9484.00        P
162   p2602  20250917   9498.00  ...   9464.00     9434.00        P
163   p2603  20250917   9466.00  ...   9416.00     9404.00        P
164   p2604  20250917   9400.00  ...   9340.00     9326.00        P
165   p2605  20250917   9290.00  ...   9258.00     9242.00        P
166   p2606  20250917   9198.00  ...   9140.00     9126.00        P
167   p2607  20250917   9090.00  ...   9060.00     9020.00        P
168   p2608  20250917   9028.00  ...   8988.00     8954.00        P
169   p2609  20250917   8930.00  ...   8922.00     8882.00        P
170  pg2509  20250917   3798.00  ...   3752.00     3750.00       PG
171  pg2510  20250917   4477.00  ...   4485.00     4494.00       PG
172  pg2511  20250917   4428.00  ...   4431.00     4440.00       PG
173  pg2512  20250917   4370.00  ...   4372.00     4377.00       PG
174  pg2601  20250917   4303.00  ...   4305.00     4313.00       PG
175  pg2602  20250917   4235.00  ...   4240.00     4242.00       PG
176  pg2603  20250917   4146.00  ...   4148.00     4151.00       PG
177  pg2604  20250917   4449.00  ...   4476.00     4476.00       PG
178  pg2605  20250917   4375.00  ...   4383.00     4385.00       PG
179  pg2606  20250917   4327.00  ...   4327.00     4323.00       PG
180  pg2607  20250917      0.00  ...   4270.00     4270.00       PG
181  pg2608  20250917      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250917   6898.00  ...   6878.00     6887.00       PP
183  pp2511  20250917   6906.00  ...   6916.00     6922.00       PP
184  pp2512  20250917   6952.00  ...   6951.00     6959.00       PP
185  pp2601  20250917   6977.00  ...   6982.00     6992.00       PP
186  pp2602  20250917   6961.00  ...   6958.00     6966.00       PP
187  pp2603  20250917   6969.00  ...   6969.00     6958.00       PP
188  pp2604  20250917   6992.00  ...   6996.00     6979.00       PP
189  pp2605  20250917   7005.00  ...   7013.00     7010.00       PP
190  pp2606  20250917   6983.00  ...   6982.00     6966.00       PP
191  pp2607  20250917   6952.00  ...   6950.00     6945.00       PP
192  pp2608  20250917   6958.00  ...   6958.00     6944.00       PP
193  pp2609  20250917   6977.00  ...   6983.00     6976.00       PP
194  rr2510  20250917   3604.00  ...   3604.00     3594.00       RR
195  rr2511  20250917   3604.00  ...   3605.00     3602.00       RR
196  rr2512  20250917   3601.00  ...   3599.00     3598.00       RR
197  rr2601  20250917   3621.00  ...   3621.00     3617.00       RR
198  rr2602  20250917   3599.00  ...   3599.00     3597.00       RR
199  rr2603  20250917   3608.00  ...   3608.00     3610.00       RR
200  rr2604  20250917   3611.00  ...   3611.00     3607.00       RR
201  rr2605  20250917      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250917      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250917      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250917      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250917      0.00  ...   3614.00     3614.00       RR
206   v2510  20250917   4853.00  ...   4852.00     4849.00        V
207   v2511  20250917   4881.00  ...   4883.00     4882.00        V
208   v2512  20250917   4929.00  ...   4924.00     4921.00        V
209   v2601  20250917   4966.00  ...   4967.00     4964.00        V
210   v2602  20250917   5003.00  ...   5005.00     4998.00        V
211   v2603  20250917   5038.00  ...   5035.00     5028.00        V
212   v2604  20250917   5234.00  ...   5228.00     5233.00        V
213   v2605  20250917   5266.00  ...   5268.00     5270.00        V
214   v2606  20250917   5301.00  ...   5299.00     5302.00        V
215   v2607  20250917   5321.00  ...   5329.00     5327.00        V
216   v2608  20250917   5371.00  ...   5366.00     5368.00        V
217   v2609  20250917   5373.00  ...   5382.00     5384.00        V
218   y2511  20250917   8458.00  ...   8440.00     8446.00        Y
219   y2512  20250917   8478.00  ...   8476.00     8462.00        Y
220   y2601  20250917   8448.00  ...   8422.00     8418.00        Y
221   y2603  20250917   8356.00  ...   8350.00     8336.00        Y
222   y2605  20250917   8150.00  ...   8132.00     8122.00        Y
223   y2607  20250917   8094.00  ...   8088.00     8076.00        Y
224   y2608  20250917   8114.00  ...   8104.00     8078.00        Y
225   y2609  20250917   8100.00  ...   8080.00     8086.00        Y

[226 rows x 12 columns]
2025-09-17 16:29:52,340 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250917  53500.0  ...  53465.0     54925.0       PS
1   PS2511  20250917  53665.0  ...  53465.0     54630.0       PS
2   PS2512  20250917  56005.0  ...  56115.0     57220.0       PS
3   PS2601  20250917  56175.0  ...  56020.0     57135.0       PS
4   PS2602  20250917  56165.0  ...  56125.0     57140.0       PS
5   PS2603  20250917  56375.0  ...  56150.0     57205.0       PS
6   PS2604  20250917  56480.0  ...  56195.0     57330.0       PS
7   PS2605  20250917  56580.0  ...  56225.0     57310.0       PS
8   PS2606  20250917  58370.0  ...  58570.0     59625.0       PS
9   PS2607  20250917  58765.0  ...  58665.0     59850.0       PS
10  PS2608  20250917  58890.0  ...  58725.0     59695.0       PS
11  PS2609  20250917  58875.0  ...  58695.0     59740.0       PS
13  SI2510  20250917   8870.0  ...   8910.0      8950.0       SI
14  SI2511  20250917   8895.0  ...   8925.0      8970.0       SI
15  SI2512  20250917   9240.0  ...   9305.0      9360.0       SI
16  SI2601  20250917   9250.0  ...   9305.0      9350.0       SI
17  SI2602  20250917   9265.0  ...   9320.0      9385.0       SI
18  SI2603  20250917   9320.0  ...   9340.0      9355.0       SI
19  SI2604  20250917   9310.0  ...   9325.0      9360.0       SI
20  SI2605  20250917   9305.0  ...   9350.0      9370.0       SI
21  SI2606  20250917   9320.0  ...   9335.0      9350.0       SI
22  SI2607  20250917   9345.0  ...   9355.0      9355.0       SI
23  SI2608  20250917   9355.0  ...   9360.0      9380.0       SI
24  SI2609  20250917   9305.0  ...   9370.0      9345.0       SI
27  LC2510  20250917  73360.0  ...  73280.0     73500.0       LC
28  LC2511  20250917  73160.0  ...  73420.0     73620.0       LC
29  LC2512  20250917  73260.0  ...  73560.0     73920.0       LC
30  LC2601  20250917  73200.0  ...  73560.0     73800.0       LC
31  LC2602  20250917  72920.0  ...  73440.0     73720.0       LC
32  LC2603  20250917  73200.0  ...  73480.0     73660.0       LC
33  LC2604  20250917  73680.0  ...  74080.0     74280.0       LC
34  LC2605  20250917  73820.0  ...  74120.0     74240.0       LC
35  LC2606  20250917  73500.0  ...  73860.0     74280.0       LC
36  LC2607  20250917  73580.0  ...  73760.0     73980.0       LC
37  LC2608  20250917  73520.0  ...  73620.0     73740.0       LC
38  LC2609  20250917  73560.0  ...  73780.0     73900.0       LC

[36 rows x 12 columns]
2025-09-17 16:29:52,879 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250917   8432.0   8438.0  ...    34748.31   8408.0      8421.0       AP
1    AP511  20250917   8221.0   8248.0  ...     4909.52   8196.0      8201.0       AP
2    AP512  20250917   8174.0   8238.0  ...      850.24   8175.0      8205.0       AP
3    AP601  20250917   8277.0   8308.0  ...   390355.14   8252.0      8271.0       AP
4    AP603  20250917   8107.0   8174.0  ...      497.22   8151.0      8161.0       AP
5    AP604  20250917   8137.0   8175.0  ...       73.29   8144.0      8167.0       AP
6    AP605  20250917   8269.0   8269.0  ...     2642.45   8206.0      8225.0       AP
7    CF511  20250917  13775.0  13835.0  ...   287116.09  13780.0     13755.0       CF
8    CF601  20250917  13925.0  13970.0  ...  1475769.50  13915.0     13900.0       CF
9    CF603  20250917  13880.0  13925.0  ...     1852.98  13880.0     13870.0       CF
10   CF605  20250917  13880.0  13925.0  ...   109540.96  13875.0     13860.0       CF
11   CF607  20250917  13905.0  13945.0  ...      820.13  13900.0     13895.0       CF
12   CF609  20250917  14015.0  14045.0  ...       56.08  14020.0     14035.0       CF
13   CJ512  20250917  10820.0  10825.0  ...     1439.07  10780.0     10790.0       CJ
14   CJ601  20250917  10830.0  10865.0  ...   429300.62  10800.0     10830.0       CJ
15   CJ603  20250917  10860.0  10885.0  ...     6084.97  10820.0     10860.0       CJ
16   CJ605  20250917  10950.0  10980.0  ...    86868.32  10915.0     10960.0       CJ
17   CJ607  20250917  11090.0  11110.0  ...     1976.22  11040.0     11105.0       CJ
18   CJ609  20250917  11185.0  11230.0  ...      173.56  11195.0     11250.0       CJ
19   CY510  20250917      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250917  19975.0  20090.0  ...   124022.70  19975.0     19965.0       CY
21   CY512  20250917  19870.0  19870.0  ...       29.58  19720.0     19405.0       CY
22   CY601  20250917  19970.0  20070.0  ...     3125.50  19970.0     19985.0       CY
23   CY602  20250917      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250917      0.0      0.0  ...        0.00  20170.0     20145.0       CY
25   CY604  20250917      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250917      0.0      0.0  ...        0.00  20135.0     20170.0       CY
27   CY606  20250917      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250917      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250917      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250917      0.0      0.0  ...        0.00  20365.0     20540.0       CY
31   FG510  20250917   1122.0   1122.0  ...    18051.74   1109.0      1109.0       FG
32   FG511  20250917   1129.0   1129.0  ...   166395.32   1112.0      1117.0       FG
33   FG512  20250917   1238.0   1243.0  ...    85782.82   1233.0      1234.0       FG
34   FG601  20250917   1240.0   1247.0  ...  4079998.75   1235.0      1236.0       FG
35   FG602  20250917   1289.0   1296.0  ...    32841.02   1283.0      1285.0       FG
36   FG603  20250917   1291.0   1299.0  ...     1998.09   1287.0      1290.0       FG
37   FG604  20250917   1340.0   1349.0  ...      487.80   1340.0      1337.0       FG
38   FG605  20250917   1341.0   1350.0  ...    98671.67   1339.0      1336.0       FG
39   FG606  20250917   1369.0   1377.0  ...      866.46   1367.0      1367.0       FG
40   FG607  20250917   1349.0   1370.0  ...     1044.87   1361.0      1361.0       FG
41   FG608  20250917   1378.0   1398.0  ...      901.70   1387.0      1385.0       FG
42   FG609  20250917   1383.0   1400.0  ...     3513.61   1391.0      1382.0       FG
43   JR511  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250917   2291.0   2296.0  ...     6128.50   2290.0      2298.0       MA
52   MA511  20250917   2316.0   2323.0  ...   104198.39   2315.0      2331.0       MA
53   MA512  20250917   2360.0   2364.0  ...    60887.65   2356.0      2376.0       MA
54   MA601  20250917   2380.0   2388.0  ...   921989.45   2380.0      2394.0       MA
55   MA602  20250917   2404.0   2409.0  ...    28280.29   2401.0      2414.0       MA
56   MA603  20250917   2416.0   2422.0  ...      398.59   2416.0      2428.0       MA
57   MA604  20250917   2421.0   2421.0  ...       24.16   2416.0      2433.0       MA
58   MA605  20250917   2402.0   2408.0  ...    58891.91   2401.0      2412.0       MA
59   MA606  20250917   2414.0   2414.0  ...        9.63   2407.0      2422.0       MA
60   MA607  20250917   2394.0   2394.0  ...       40.62   2389.0      2399.0       MA
61   MA608  20250917   2382.0   2383.0  ...       14.30   2383.0      2394.0       MA
62   MA609  20250917   2375.0   2379.0  ...     1409.08   2372.0      2382.0       MA
63   OI511  20250917  10239.0  10288.0  ...   552062.28  10217.0     10154.0       OI
64   OI601  20250917  10065.0  10116.0  ...  3364787.16  10055.0      9981.0       OI
65   OI603  20250917   9833.0   9867.0  ...     5390.68   9801.0      9733.0       OI
66   OI605  20250917   9600.0   9640.0  ...   233253.68   9572.0      9516.0       OI
67   OI607  20250917   9587.0   9587.0  ...      866.09   9517.0      9468.0       OI
68   OI609  20250917   9558.0   9558.0  ...      910.18   9481.0      9446.0       OI
69   PF510  20250917   6372.0   6414.0  ...    11027.64   6392.0      6378.0       PF
70   PF511  20250917   6376.0   6408.0  ...   524899.72   6382.0      6380.0       PF
71   PF512  20250917   6358.0   6386.0  ...   265943.18   6362.0      6364.0       PF
72   PF601  20250917   6408.0   6424.0  ...    22281.42   6408.0      6400.0       PF
73   PF602  20250917   6404.0   6432.0  ...    57719.21   6410.0      6406.0       PF
74   PF603  20250917   6402.0   6420.0  ...        6.41   6412.0      6420.0       PF
75   PF604  20250917   6438.0   6438.0  ...        3.22   6438.0      6454.0       PF
76   PF605  20250917   6474.0   6474.0  ...        6.47   6470.0      6458.0       PF
77   PF606  20250917   6480.0   6480.0  ...        3.24   6480.0      6480.0       PF
78   PF607  20250917      0.0      0.0  ...        0.00   6504.0      6502.0       PF
79   PF608  20250917      0.0      0.0  ...        0.00   6524.0      6504.0       PF
80   PF609  20250917      0.0      0.0  ...        0.00   6580.0      6580.0       PF
81   PK510  20250917   7808.0   7846.0  ...     8829.25   7818.0      7800.0       PK
82   PK511  20250917   7788.0   7850.0  ...   392386.77   7810.0      7766.0       PK
83   PK512  20250917   7810.0   7858.0  ...   132621.55   7824.0      7798.0       PK
84   PK601  20250917   7820.0   7850.0  ...    33933.10   7830.0      7820.0       PK
85   PK603  20250917   7846.0   7868.0  ...       94.19   7850.0      7844.0       PK
86   PK604  20250917   7864.0   7868.0  ...       47.17   7862.0      7862.0       PK
87   PK605  20250917   7870.0   7880.0  ...     3525.34   7870.0      7864.0       PK
88   PL601  20250917   6453.0   6464.0  ...    57202.98   6449.0      6458.0       PL
89   PL602  20250917   6485.0   6490.0  ...     2228.13   6477.0      6482.0       PL
90   PL603  20250917      0.0      0.0  ...        0.00   6499.0      6498.0       PL
91   PL604  20250917      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250917      0.0      0.0  ...        0.00   6428.0      6428.0       PL
93   PL606  20250917      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250917   6439.0   6439.0  ...       12.88   6439.0      6419.0       PL
95   PL608  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250917   5868.0   5880.0  ...     2077.49   5870.0      5866.0       PR
104  PR511  20250917   5854.0   5870.0  ...   321619.98   5856.0      5860.0       PR
105  PR512  20250917   5852.0   5874.0  ...   314268.80   5858.0      5866.0       PR
106  PR601  20250917   5870.0   5872.0  ...   152845.03   5856.0      5860.0       PR
107  PR602  20250917   5884.0   5900.0  ...      211.91   5886.0      5896.0       PR
108  PR603  20250917   5896.0   5928.0  ...       79.73   5906.0      5908.0       PR
109  PR604  20250917   5920.0   5940.0  ...       17.79   5930.0      5896.0       PR
110  PR605  20250917   5912.0   5930.0  ...       26.66   5924.0      5904.0       PR
111  PR606  20250917      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250917      0.0      0.0  ...        0.00   5962.0      5944.0       PR
113  PR608  20250917      0.0      0.0  ...        0.00   5966.0      5946.0       PR
114  PR609  20250917      0.0      0.0  ...        0.00   5932.0      5924.0       PR
115  PX510  20250917   6828.0   6828.0  ...     3758.07   6796.0      6804.0       PX
116  PX511  20250917   6790.0   6810.0  ...   533359.78   6782.0      6788.0       PX
117  PX512  20250917   6762.0   6784.0  ...   221700.49   6760.0      6758.0       PX
118  PX601  20250917   6740.0   6758.0  ...   213288.97   6732.0      6734.0       PX
119  PX602  20250917   6744.0   6752.0  ...   121861.52   6722.0      6728.0       PX
120  PX603  20250917      0.0      0.0  ...        0.00   6742.0      6742.0       PX
121  PX604  20250917      0.0      0.0  ...        0.00   6742.0      6760.0       PX
122  PX605  20250917   6732.0   6738.0  ...      252.30   6728.0      6714.0       PX
123  PX606  20250917      0.0      0.0  ...        0.00   6718.0      6698.0       PX
124  PX607  20250917   6736.0   6736.0  ...      134.72   6736.0      6736.0       PX
125  PX608  20250917      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250917   6750.0   6750.0  ...        3.38   6750.0      6722.0       PX
127  RI511  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250917   2535.0   2540.0  ...    38101.89   2499.0      2531.0       RM
134  RM601  20250917   2523.0   2528.0  ...   980972.69   2485.0      2517.0       RM
135  RM603  20250917   2422.0   2427.0  ...    14028.55   2392.0      2423.0       RM
136  RM605  20250917   2401.0   2404.0  ...   178362.44   2377.0      2400.0       RM
137  RM607  20250917   2385.0   2402.0  ...    22318.75   2375.0      2385.0       RM
138  RM608  20250917   2484.0   2490.0  ...     2810.84   2472.0      2484.0       RM
139  RM609  20250917   2473.0   2490.0  ...     7954.28   2466.0      2471.0       RM
140  RS511  20250917   5348.0   5348.0  ...       42.36   5295.0      5306.0       RS
141  RS607  20250917   5540.0   5556.0  ...       33.29   5548.0      5555.0       RS
142  RS608  20250917   5589.0   5620.0  ...      116.76   5560.0      5556.0       RS
143  RS609  20250917      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250917   1250.0   1255.0  ...    11411.73   1246.0      1244.0       SA
145  SA511  20250917   1264.0   1267.0  ...   387360.97   1258.0      1258.0       SA
146  SA512  20250917   1331.0   1332.0  ...   204076.82   1321.0      1324.0       SA
147  SA601  20250917   1344.0   1346.0  ...  2897113.14   1333.0      1337.0       SA
148  SA602  20250917   1375.0   1375.0  ...   135893.89   1362.0      1366.0       SA
149  SA603  20250917   1374.0   1376.0  ...     2380.34   1370.0      1369.0       SA
150  SA604  20250917   1417.0   1417.0  ...      902.89   1411.0      1409.0       SA
151  SA605  20250917   1423.0   1425.0  ...    79356.52   1415.0      1415.0       SA
152  SA606  20250917   1431.0   1431.0  ...      863.82   1425.0      1418.0       SA
153  SA607  20250917   1433.0   1433.0  ...     2876.19   1424.0      1420.0       SA
154  SA608  20250917   1448.0   1450.0  ...     2051.39   1443.0      1426.0       SA
155  SA609  20250917   1452.0   1456.0  ...     4124.44   1448.0      1443.0       SA
156  SF510  20250917   5516.0   5588.0  ...     8613.21   5544.0      5572.0       SF
157  SF511  20250917   5696.0   5776.0  ...   474200.97   5726.0      5752.0       SF
158  SF512  20250917   5664.0   5748.0  ...   115486.14   5700.0      5724.0       SF
159  SF601  20250917   5664.0   5746.0  ...   168921.50   5704.0      5716.0       SF
160  SF602  20250917   5634.0   5706.0  ...    34455.30   5666.0      5670.0       SF
161  SF603  20250917   5798.0   5862.0  ...        8.76   5842.0      5856.0       SF
162  SF604  20250917   5854.0   5860.0  ...        8.78   5856.0      5850.0       SF
163  SF605  20250917   5790.0   5854.0  ...     1690.67   5810.0      5824.0       SF
164  SF606  20250917   5750.0   5804.0  ...       48.93   5758.0      5784.0       SF
165  SF607  20250917   5912.0   5966.0  ...       68.40   5948.0      5940.0       SF
166  SF608  20250917   5900.0   5938.0  ...       20.66   5902.0      5894.0       SF
167  SF609  20250917   5878.0   5920.0  ...       26.48   5884.0      5896.0       SF
168  SH510  20250917   2496.0   2530.0  ...    27952.07   2511.0      2506.0       SH
169  SH511  20250917   2524.0   2559.0  ...   551909.54   2538.0      2535.0       SH
170  SH512  20250917   2579.0   2607.0  ...   227232.51   2589.0      2584.0       SH
171  SH601  20250917   2578.0   2610.0  ...  2403637.91   2593.0      2592.0       SH
172  SH602  20250917   2606.0   2629.0  ...    46403.92   2612.0      2614.0       SH
173  SH603  20250917   2625.0   2646.0  ...     3236.56   2631.0      2637.0       SH
174  SH604  20250917   2667.0   2689.0  ...      320.57   2671.0      2680.0       SH
175  SH605  20250917   2670.0   2696.0  ...    11285.68   2683.0      2689.0       SH
176  SH606  20250917   2692.0   2703.0  ...       16.19   2698.0      2707.0       SH
177  SH607  20250917   2681.0   2697.0  ...       72.62   2690.0      2699.0       SH
178  SH608  20250917   2690.0   2694.0  ...       56.48   2689.0      2702.0       SH
179  SH609  20250917   2692.0   2714.0  ...      275.69   2703.0      2701.0       SH
180  SM510  20250917   5822.0   5884.0  ...     6218.22   5848.0      5850.0       SM
181  SM511  20250917   5924.0   5968.0  ...   316808.80   5936.0      5940.0       SM
182  SM512  20250917   5926.0   5976.0  ...    80580.76   5940.0      5948.0       SM
183  SM601  20250917   5942.0   5992.0  ...   504040.77   5956.0      5962.0       SM
184  SM602  20250917   5948.0   5996.0  ...   211007.94   5964.0      5960.0       SM
185  SM603  20250917   5958.0   6004.0  ...       35.87   5978.0      5970.0       SM
186  SM604  20250917   5986.0   5986.0  ...        5.99   5986.0      5990.0       SM
187  SM605  20250917   5980.0   6028.0  ...     7442.32   5984.0      6000.0       SM
188  SM606  20250917   6006.0   6006.0  ...        3.00   6006.0      5986.0       SM
189  SM607  20250917   5972.0   6038.0  ...        6.01   6006.0      6012.0       SM
190  SM608  20250917      0.0      0.0  ...        0.00   6040.0      6030.0       SM
191  SM609  20250917   5986.0   6058.0  ...      307.48   6030.0      6010.0       SM
192  SR511  20250917   5551.0   5551.0  ...   107951.54   5537.0      5549.0       SR
193  SR601  20250917   5546.0   5552.0  ...   883331.28   5538.0      5555.0       SR
194  SR603  20250917   5535.0   5538.0  ...     1855.88   5523.0      5543.0       SR
195  SR605  20250917   5525.0   5526.0  ...    64482.27   5514.0      5532.0       SR
196  SR607  20250917   5521.0   5525.0  ...     2244.01   5514.0      5530.0       SR
197  SR609  20250917   5530.0   5535.0  ...     1242.98   5524.0      5543.0       SR
198  TA510  20250917   4676.0   4686.0  ...    28187.67   4670.0      4662.0       TA
199  TA511  20250917   4680.0   4700.0  ...   266796.06   4682.0      4676.0       TA
200  TA512  20250917   4694.0   4710.0  ...   120458.33   4694.0      4692.0       TA
201  TA601  20250917   4704.0   4716.0  ...  1425656.89   4698.0      4692.0       TA
202  TA602  20250917   4708.0   4726.0  ...    19345.21   4710.0      4704.0       TA
203  TA603  20250917   4718.0   4724.0  ...      176.78   4714.0      4714.0       TA
204  TA604  20250917   4718.0   4732.0  ...        9.44   4720.0      4718.0       TA
205  TA605  20250917   4748.0   4752.0  ...    40164.93   4740.0      4732.0       TA
206  TA606  20250917      0.0      0.0  ...        0.00   4752.0      4750.0       TA
207  TA607  20250917      0.0      0.0  ...        0.00   4762.0      4760.0       TA
208  TA608  20250917      0.0      0.0  ...        0.00   4770.0      4770.0       TA
209  TA609  20250917   4772.0   4786.0  ...       26.26   4776.0      4778.0       TA
210  UR510  20250917   1597.0   1599.0  ...     2590.23   1593.0      1597.0       UR
211  UR511  20250917   1662.0   1671.0  ...    32532.03   1665.0      1672.0       UR
212  UR512  20250917   1677.0   1681.0  ...     7973.81   1675.0      1683.0       UR
213  UR601  20250917   1685.0   1687.0  ...   311810.74   1681.0      1691.0       UR
214  UR602  20250917   1681.0   1691.0  ...      586.28   1685.0      1695.0       UR
215  UR603  20250917   1729.0   1737.0  ...      121.25   1732.0      1737.0       UR
216  UR604  20250917   1738.0   1738.0  ...        6.95   1738.0      1736.0       UR
217  UR605  20250917   1740.0   1740.0  ...    12279.83   1734.0      1740.0       UR
218  UR606  20250917   1729.0   1737.0  ...       48.54   1734.0      1738.0       UR
219  UR607  20250917   1757.0   1766.0  ...       66.92   1761.0      1768.0       UR
220  UR608  20250917   1754.0   1761.0  ...       10.55   1758.0      1764.0       UR
221  UR609  20250917   1753.0   1758.0  ...       84.24   1755.0      1759.0       UR
222  WH511  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 16:29:53,182 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
2025-09-17 16:30:05,777 - future_1d - INFO - save future_daily 2025-09-17 add
2025-09-17 16:30:05,784 - future_1d - INFO -                           0           1           2           3           4
symbol               CU2510      CU2511      CU2512      CU2601      CU2602
date             2025-09-17  2025-09-17  2025-09-17  2025-09-17  2025-09-17
opencol             81010.0     81060.0     81050.0     80960.0     80990.0
high                81200.0     81230.0     81220.0     81220.0     81200.0
low                 80380.0     80350.0     80340.0     80350.0     80360.0
close               80560.0     80560.0     80550.0     80550.0     80570.0
volume              70112.0     61934.0     21661.0      7087.0      1774.0
open_interest      147464.0    179082.0     88868.0     36489.0     23515.0
turnover        2829923.845  2500687.58   874406.68   286090.97    71605.23
settle              80720.0     80750.0     80730.0     80730.0     80720.0
pre_settle          81090.0     81090.0     81090.0     81150.0     81190.0
variety                  CU          CU          CU          CU          CU
exchange               SHFE        SHFE        SHFE        SHFE        SHFE
comd                     cu          cu          cu          cu          cu
contract             cu2510      cu2511      cu2512      cu2601      cu2602
contract_yymm          2510        2511        2512        2601        2602
maturity_month            1           2           3           4           5
maturity_day             14          45          75         106         137
=========================================================================
2025-09-17 18:25:49 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-17 18:25:52,555 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-17 18:25:52,916 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:25:52,995 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-17 18:25:53,315 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:25:53,652 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250909  ...   79760      79710      CU
1        1      CU2510  20250909  ...   79710      79730      CU
2        2      CU2511  20250909  ...   79670      79690      CU
3        3      CU2512  20250909  ...   79640      79660      CU
4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
13      13      BC2510  20250909  ...   70810      70780      BC
14      14      BC2511  20250909  ...   70780      70810      BC
15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
96      96      AD2511  20250909  ...   20320      20305      AD
97      97      AD2512  20250909  ...   20335      20325      AD
98      98      AD2601  20250909  ...   20325      20285      AD
99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
102    102      AD2605  20250909  ...   20210      20210      AD
103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
106    106      AU2509  20250909  ...  831.12     819.72      AU
107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
115    115      AG2510  20250909  ...    9867       9809      AG
116    116      AG2511  20250909  ...    9877       9826      AG
117    117      AG2512  20250909  ...    9889       9831      AG
118    118      AG2601  20250909  ...    9899       9845      AG
119    119      AG2602  20250909  ...    9908       9853      AG
120    120      AG2603  20250909  ...    9925       9874      AG
121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
123    123      AG2606  20250909  ...    9962       9916      AG
124    124      AG2607  20250909  ...    9980       9932      AG
125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
131    131      RB2602  20250909  ...    3125       3126      RB
132    132      RB2603  20250909  ...    3143       3140      RB
133    133      RB2604  20250909  ...    3164       3158      RB
134    134      RB2605  20250909  ...    3177       3170      RB
135    135      RB2606  20250909  ...    3190       3188      RB
136    136      RB2607  20250909  ...    3214       3203      RB
137    137      RB2608  20250909  ...    3218       3219      RB
138    138      WR2509  20250909  ...    3342       3342      WR
139    139      WR2510  20250909  ...    3287       3283      WR
140    140      WR2511  20250909  ...    3320       3365      WR
141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
144    144      WR2603  20250909  ...    3338       3435      WR
145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
147    147      WR2606  20250909  ...    3375       3375      WR
148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-17 18:25:53,766 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-17 18:25:54,397 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
2025-09-17 18:25:56,159 - future_1d - INFO - save future_daily 2025-09-09 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250910  6883.800  ...  6887.800    6866.800       IC
1   IC2510  20250910  6812.400  ...  6825.800    6808.000       IC
2   IC2512  20250910  6690.000  ...  6710.000    6692.000       IC
3   IC2603  20250910  6546.000  ...  6556.600    6546.400       IC
4   IF2509  20250910  4430.800  ...  4444.600    4420.800       IF
5   IF2510  20250910  4430.000  ...  4437.200    4412.800       IF
6   IF2512  20250910  4399.800  ...  4415.200    4393.200       IF
7   IF2603  20250910  4380.400  ...  4394.000    4373.600       IF
8   IH2509  20250910  2928.000  ...  2944.200    2922.000       IH
9   IH2510  20250910  2928.000  ...  2943.400    2921.600       IH
10  IH2512  20250910  2928.400  ...  2943.200    2921.800       IH
11  IH2603  20250910  2927.800  ...  2945.800    2923.200       IH
12  IM2509  20250910  7176.800  ...  7176.600    7153.400       IM
13  IM2510  20250910  7100.800  ...  7112.400    7092.400       IM
14  IM2512  20250910  6956.600  ...  6965.000    6948.800       IM
15  IM2603  20250910  6778.200  ...  6777.400    6769.800       IM
16   T2509  20250910   107.970  ...   107.725     107.920        T
17   T2512  20250910   107.745  ...   107.505     107.785        T
18   T2603  20250910   107.480  ...   107.235     107.525        T
19  TF2509  20250910   105.645  ...   105.620     105.655       TF
20  TF2512  20250910   105.535  ...   105.445     105.580       TF
21  TF2603  20250910   105.475  ...   105.355     105.495       TF
22  TL2509  20250910   115.830  ...   115.240     116.310       TL
23  TL2512  20250910   115.520  ...   114.870     115.760       TL
24  TL2603  20250910   115.170  ...   114.530     115.390       TL
25  TS2509  20250910   102.346  ...   102.310     102.346       TS
26  TS2512  20250910   102.384  ...   102.348     102.390       TS
27  TS2603  20250910   102.308  ...   102.288     102.324       TS

[28 rows x 12 columns]
2025-09-17 18:26:02,541 - future_1d - INFO - ak.get_cffex_daily('2025-09-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250910     483   489.4  ...   5025181.2   486.1      483.4      SC
1       SC2511  20250910     482   489.6  ...  1613926.25   485.7      481.3      SC
2       SC2512  20250910   480.6   489.2  ...   538114.44   484.6      479.6      SC
3       SC2601  20250910   479.1   488.2  ...   153939.26   484.5      477.3      SC
4       SC2602  20250910   478.5   486.1  ...    70098.27   483.7        476      SC
5       SC2603  20250910     477   485.3  ...    44646.62   482.6      474.9      SC
6       SC2604  20250910   476.7   485.3  ...    56879.49   481.6      473.4      SC
7       SC2605  20250910   475.4   485.6  ...    16180.82   481.5      472.7      SC
8       SC2606  20250910   472.4   488.3  ...   146503.89   477.9      471.4      SC
9       SC2607  20250910   472.3   484.5  ...     2933.49   480.9      467.9      SC
10      SC2608  20250910   469.7   479.5  ...      142.65   475.5      467.4      SC
11      SC2609  20250910   474.5   474.5  ...      142.34   474.4        466      SC
12      SC2612  20250910   467.3   467.3  ...       46.73   467.3      464.8      SC
13      SC2703  20250910                  ...           0   462.1      462.1      SC
14      SC2706  20250910                  ...           0   460.7      459.3      SC
15      SC2709  20250910     462     462  ...       92.27   461.3      460.6      SC
16      SC2712  20250910   471.7   471.7  ...      368.84     461      461.7      SC
17      SC2803  20250910     459     462  ...       183.8   459.5      460.8      SC
18      SC2806  20250910   458.2   466.1  ...      830.81   461.5      458.5      SC
19      SC2809  20250910     457   461.5  ...       320.7   458.1      458.1      SC
21      LU2510  20250910    3379    3385  ...    7549.523    3368       3345      LU
22      LU2511  20250910    3384    3412  ...  352206.091    3392       3367      LU
23      LU2512  20250910    3376    3401  ...  150289.394    3382       3365      LU
24      LU2601  20250910    3378    3394  ...   29310.738    3378       3358      LU
25      LU2602  20250910    3354    3371  ...     1541.47    3358       3340      LU
26      LU2603  20250910    3357    3357  ...      16.774    3354       3336      LU
27      LU2604  20250910    3355    3355  ...      10.047    3349       3334      LU
28      LU2605  20250910    3340    3349  ...      20.049    3341       3325      LU
29      LU2606  20250910    3339    3339  ...       3.339    3339       3313      LU
30      LU2607  20250910    3344    3344  ...      10.007    3335       3320      LU
31      LU2608  20250910    3329    3330  ...      29.918    3324       3329      LU
32      LU2609  20250910    3334    3334  ...      23.309    3329       3316      LU
34      NR2509  20250910   12645   12645  ...      126.45   12645      12705      NR
35      NR2510  20250910   12715   12725  ...  182511.685   12660      12800      NR
36      NR2511  20250910   12755   12775  ...  934301.935   12715      12840      NR
37      NR2512  20250910   12805   12820  ...    65431.28   12760      12870      NR
38      NR2601  20250910   12825   12865  ...  114250.385   12800      12920      NR
39      NR2602  20250910   12800   12860  ...     6504.27   12825      12905      NR
40      NR2603  20250910   12795   12855  ...     1433.47   12795      12885      NR
41      NR2604  20250910   12840   12865  ...      589.58   12815      12895      NR
42      NR2605  20250910   12840   12840  ...       38.52   12840      12935      NR
43      NR2606  20250910                  ...           0   13000      13000      NR
44      NR2607  20250910                  ...           0   13045      13060      NR
45      NR2608  20250910   12865   12865  ...      12.865   12865      12865      NR
47      BC2509  20250910                  ...           0   70500      70500      BC
48      BC2510  20250910   70740   71040  ...  130990.865   70820      70810      BC
49      BC2511  20250910   70670   71010  ...     13453.4   70800      70780      BC
50      BC2512  20250910                  ...           0   70790      70790      BC
51      BC2601  20250910                  ...           0   70880      70880      BC
52      BC2602  20250910                  ...           0   70900      70900      BC
53      BC2603  20250910   70460   70460  ...     140.105   70050      70880      BC
54      BC2604  20250910                  ...           0   71200      71200      BC
55      BC2605  20250910                  ...           0   71170      71170      BC
56      BC2606  20250910                  ...           0   70700      70700      BC
57      BC2607  20250910                  ...           0   70900      70900      BC
58      BC2608  20250910                  ...           0   70800      70800      BC
60      EC2510  20250910    1270  1285.4  ...   96757.742  1270.9     1272.8      EC
61      EC2512  20250910  1664.9    1698  ...   68217.305  1677.3     1674.4      EC
62      EC2602  20250910  1526.7  1537.4  ...    6825.514  1525.2     1521.8      EC
63      EC2604  20250910    1249  1264.4  ...   2798.5375  1252.1     1249.5      EC
64      EC2606  20250910  1438.2  1446.1  ...    719.3225  1438.6     1429.9      EC
65      EC2608  20250910  1619.3  1620.4  ...     346.011  1609.3     1606.3      EC
68  SC_TAS2510  20250910                  ...                                 SC_TAS
69  SC_TAS2511  20250910                  ...                                 SC_TAS
70  SC_TAS2512  20250910                  ...                                 SC_TAS
71  SC_TAS2601  20250910                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:02,680 - future_1d - INFO - ak.get_ine_daily('2025-09-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250910  55500.0  ...  55575.0     55960.0       PS
1   PS2510  20250910  52750.0  ...  52840.0     55420.0       PS
2   PS2511  20250910  52400.0  ...  52690.0     55320.0       PS
3   PS2512  20250910  54610.0  ...  55180.0     57655.0       PS
4   PS2601  20250910  54480.0  ...  55040.0     57525.0       PS
5   PS2602  20250910  54955.0  ...  55095.0     57635.0       PS
6   PS2603  20250910  54900.0  ...  55055.0     58150.0       PS
7   PS2604  20250910  54940.0  ...  55130.0     58280.0       PS
8   PS2605  20250910  55500.0  ...  55245.0     57690.0       PS
9   PS2606  20250910  58200.0  ...  57570.0     59785.0       PS
10  PS2607  20250910  57570.0  ...  57500.0     59985.0       PS
11  PS2608  20250910  56300.0  ...  57455.0     59585.0       PS
13  SI2509  20250910   8400.0  ...   8470.0      8555.0       SI
14  SI2510  20250910   8300.0  ...   8520.0      8505.0       SI
15  SI2511  20250910   8300.0  ...   8530.0      8530.0       SI
16  SI2512  20250910   8690.0  ...   8885.0      8895.0       SI
17  SI2601  20250910   8670.0  ...   8875.0      8890.0       SI
18  SI2602  20250910   8700.0  ...   8935.0      8900.0       SI
19  SI2603  20250910   8670.0  ...   8920.0      8895.0       SI
20  SI2604  20250910   8680.0  ...   8950.0      8910.0       SI
21  SI2605  20250910   8755.0  ...   8915.0      8920.0       SI
22  SI2606  20250910   8695.0  ...   8940.0      8855.0       SI
23  SI2607  20250910   8735.0  ...   8940.0      8925.0       SI
24  SI2608  20250910   8725.0  ...   8905.0      8965.0       SI
27  LC2509  20250910  69000.0  ...  69760.0     74260.0       LC
28  LC2510  20250910  68540.0  ...  69720.0     74500.0       LC
29  LC2511  20250910  69040.0  ...  70120.0     74340.0       LC
30  LC2512  20250910  69000.0  ...  70200.0     74120.0       LC
31  LC2601  20250910  69000.0  ...  70240.0     74380.0       LC
32  LC2602  20250910  69920.0  ...  70240.0     74040.0       LC
33  LC2603  20250910  70600.0  ...  70220.0     74200.0       LC
34  LC2604  20250910  70840.0  ...  70660.0     74720.0       LC
35  LC2605  20250910  70400.0  ...  70700.0     74740.0       LC
36  LC2606  20250910  71280.0  ...  70460.0     74720.0       LC
37  LC2607  20250910  71220.0  ...  70500.0     74520.0       LC
38  LC2608  20250910  71000.0  ...  70700.0     74580.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:02,905 - future_1d - INFO - ak.get_gfex_daily('2025-09-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250910   8045.0   8225.0  ...   154717.05   8163.0      8175.0       AP
1    AP511  20250910   7986.0   8066.0  ...     3743.15   8026.0      8049.0       AP
2    AP512  20250910   8021.0   8089.0  ...      394.46   8050.0      8080.0       AP
3    AP601  20250910   8045.0   8166.0  ...   627525.38   8122.0      8136.0       AP
4    AP603  20250910   8065.0   8068.0  ...       64.42   8053.0      8088.0       AP
5    AP604  20250910   8096.0   8096.0  ...       16.18   8090.0      8100.0       AP
6    AP605  20250910   8138.0   8183.0  ...     2806.33   8158.0      8177.0       AP
7    CF509  20250910  13360.0  13370.0  ...     6744.90  13345.0     13440.0       CF
8    CF511  20250910  13630.0  13700.0  ...   235096.37  13645.0     13675.0       CF
9    CF601  20250910  13835.0  13880.0  ...  1487221.55  13835.0     13880.0       CF
10   CF603  20250910  13810.0  13835.0  ...     1331.55  13800.0     13860.0       CF
11   CF605  20250910  13790.0  13840.0  ...   126412.84  13795.0     13835.0       CF
12   CF607  20250910  13820.0  13850.0  ...      642.42  13815.0     13860.0       CF
13   CJ509  20250910      0.0      0.0  ...        0.00   9945.0      9945.0       CJ
14   CJ512  20250910  10955.0  10990.0  ...     3196.60  10945.0     10985.0       CJ
15   CJ601  20250910  10975.0  11050.0  ...   382595.72  10990.0     11040.0       CJ
16   CJ603  20250910  11030.0  11090.0  ...     5296.20  11045.0     11080.0       CJ
17   CJ605  20250910  11130.0  11180.0  ...    55999.23  11125.0     11170.0       CJ
18   CJ607  20250910  11255.0  11320.0  ...     2292.93  11265.0     11315.0       CJ
19   CY509  20250910      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250910      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250910  19900.0  19935.0  ...    82984.93  19895.0     19920.0       CY
22   CY512  20250910      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250910  19890.0  19910.0  ...      884.50  19875.0     19895.0       CY
24   CY602  20250910      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250910      0.0      0.0  ...        0.00  20255.0     20260.0       CY
26   CY604  20250910      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250910      0.0      0.0  ...        0.00  20165.0     20165.0       CY
28   CY606  20250910      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250910      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250910      0.0      0.0  ...        0.00  20170.0     20220.0       CY
31   FG509  20250910   1000.0   1011.0  ...      380.32    985.0      1017.0       FG
32   FG510  20250910   1109.0   1110.0  ...    54219.70   1100.0      1118.0       FG
33   FG511  20250910   1095.0   1100.0  ...   155572.37   1089.0      1110.0       FG
34   FG512  20250910   1192.0   1200.0  ...    76529.22   1188.0      1206.0       FG
35   FG601  20250910   1186.0   1194.0  ...  5133427.02   1179.0      1199.0       FG
36   FG602  20250910   1237.0   1243.0  ...    28525.61   1232.0      1248.0       FG
37   FG603  20250910   1241.0   1245.0  ...     1165.88   1232.0      1252.0       FG
38   FG604  20250910   1286.0   1293.0  ...      910.56   1279.0      1311.0       FG
39   FG605  20250910   1286.0   1290.0  ...    92465.83   1278.0      1296.0       FG
40   FG606  20250910   1310.0   1319.0  ...     1694.19   1307.0      1324.0       FG
41   FG607  20250910   1304.0   1311.0  ...      945.18   1298.0      1317.0       FG
42   FG608  20250910   1329.0   1334.0  ...     2118.81   1319.0      1343.0       FG
43   JR509  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250910   2245.0   2265.0  ...     1873.49   2260.0      2242.0       MA
53   MA510  20250910   2302.0   2324.0  ...    20948.98   2308.0      2305.0       MA
54   MA511  20250910   2331.0   2354.0  ...   144629.53   2333.0      2331.0       MA
55   MA512  20250910   2372.0   2397.0  ...    85597.64   2375.0      2373.0       MA
56   MA601  20250910   2398.0   2422.0  ...  1298827.28   2403.0      2397.0       MA
57   MA602  20250910   2405.0   2432.0  ...    25004.62   2411.0      2410.0       MA
58   MA603  20250910   2406.0   2435.0  ...      241.68   2417.0      2410.0       MA
59   MA604  20250910   2401.0   2424.0  ...       19.23   2404.0      2407.0       MA
60   MA605  20250910   2394.0   2417.0  ...    98481.08   2398.0      2394.0       MA
61   MA606  20250910   2396.0   2420.0  ...       19.31   2413.0      2395.0       MA
62   MA607  20250910   2376.0   2398.0  ...       69.34   2391.0      2382.0       MA
63   MA608  20250910   2405.0   2410.0  ...       16.82   2403.0      2388.0       MA
64   OI509  20250910      0.0      0.0  ...        0.00   9937.0      9968.0       OI
65   OI511  20250910   9990.0  10041.0  ...   464250.87   9985.0      9999.0       OI
66   OI601  20250910   9843.0   9877.0  ...  2790624.64   9823.0      9845.0       OI
67   OI603  20250910   9670.0   9709.0  ...     3373.54   9666.0      9680.0       OI
68   OI605  20250910   9515.0   9573.0  ...   134315.56   9541.0      9530.0       OI
69   OI607  20250910   9494.0   9513.0  ...      284.38   9479.0      9480.0       OI
70   PF509  20250910      0.0      0.0  ...        0.00   6268.0      6268.0       PF
71   PF510  20250910   6370.0   6400.0  ...    32924.97   6378.0      6360.0       PF
72   PF511  20250910   6350.0   6388.0  ...   400639.59   6362.0      6340.0       PF
73   PF512  20250910   6326.0   6370.0  ...   136307.03   6344.0      6322.0       PF
74   PF601  20250910   6368.0   6408.0  ...    19811.27   6390.0      6368.0       PF
75   PF602  20250910   6382.0   6418.0  ...    42375.88   6400.0      6374.0       PF
76   PF603  20250910   6382.0   6416.0  ...      112.20   6412.0      6386.0       PF
77   PF604  20250910   6424.0   6454.0  ...       35.42   6440.0      6442.0       PF
78   PF605  20250910   6468.0   6468.0  ...        9.70   6468.0      6454.0       PF
79   PF606  20250910      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250910      0.0      0.0  ...        0.00   6498.0      6492.0       PF
81   PF608  20250910      0.0      0.0  ...        0.00   6510.0      6508.0       PF
82   PK510  20250910   7880.0   7898.0  ...    28229.56   7876.0      7926.0       PK
83   PK511  20250910   7782.0   7808.0  ...   214382.20   7792.0      7830.0       PK
84   PK512  20250910   7778.0   7828.0  ...    79885.94   7804.0      7844.0       PK
85   PK601  20250910   7826.0   7850.0  ...    29793.81   7832.0      7860.0       PK
86   PK603  20250910   7838.0   7856.0  ...       27.47   7850.0      7882.0       PK
87   PK604  20250910   7878.0   7878.0  ...       11.82   7878.0      7896.0       PK
88   PK605  20250910   7854.0   7880.0  ...     3234.27   7870.0      7884.0       PK
89   PL601  20250910   6405.0   6430.0  ...    35925.17   6413.0      6395.0       PL
90   PL602  20250910   6433.0   6457.0  ...      232.16   6449.0      6432.0       PL
91   PL603  20250910   6445.0   6445.0  ...       12.89   6445.0      6427.0       PL
92   PL604  20250910      0.0      0.0  ...        0.00   6465.0      6465.0       PL
93   PL605  20250910   6386.0   6386.0  ...       12.77   6386.0      6360.0       PL
94   PL606  20250910      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250910   6450.0   6450.0  ...       12.90   6450.0      6424.0       PL
96   PL608  20250910      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250910      0.0      0.0  ...        0.00   5788.0      5794.0       PR
104  PR510  20250910   5834.0   5864.0  ...     5671.22   5844.0      5836.0       PR
105  PR511  20250910   5834.0   5864.0  ...   281895.10   5842.0      5834.0       PR
106  PR512  20250910   5852.0   5874.0  ...   182273.87   5854.0      5842.0       PR
107  PR601  20250910   5862.0   5882.0  ...   185022.08   5860.0      5846.0       PR
108  PR602  20250910      0.0      0.0  ...        0.00   5898.0      5886.0       PR
109  PR603  20250910      0.0      0.0  ...        0.00   5898.0      5894.0       PR
110  PR604  20250910      0.0      0.0  ...        0.00   5902.0      5892.0       PR
111  PR605  20250910      0.0      0.0  ...        0.00   5916.0      5916.0       PR
112  PR606  20250910      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250910      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250910      0.0      0.0  ...        0.00   5962.0      5960.0       PR
115  PX509  20250910      0.0      0.0  ...        0.00   6768.0      6724.0       PX
116  PX510  20250910   6732.0   6812.0  ...     4612.28   6788.0      6708.0       PX
117  PX511  20250910   6718.0   6794.0  ...   520291.14   6752.0      6708.0       PX
118  PX512  20250910   6702.0   6760.0  ...   113379.51   6720.0      6690.0       PX
119  PX601  20250910   6692.0   6732.0  ...    93542.64   6702.0      6674.0       PX
120  PX602  20250910   6672.0   6716.0  ...    12859.72   6688.0      6660.0       PX
121  PX603  20250910   6662.0   6662.0  ...        3.33   6662.0      6646.0       PX
122  PX604  20250910      0.0      0.0  ...        0.00   6698.0      6696.0       PX
123  PX605  20250910   6670.0   6716.0  ...      354.68   6692.0      6676.0       PX
124  PX606  20250910      0.0      0.0  ...        0.00   6708.0      6682.0       PX
125  PX607  20250910      0.0      0.0  ...        0.00   6722.0      6674.0       PX
126  PX608  20250910      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250910      0.0      0.0  ...        0.00   2565.0      2573.0       RM
134  RM511  20250910   2556.0   2558.0  ...    11654.56   2541.0      2548.0       RM
135  RM601  20250910   2555.0   2560.0  ...   770353.73   2542.0      2539.0       RM
136  RM603  20250910   2442.0   2450.0  ...    14930.08   2432.0      2432.0       RM
137  RM605  20250910   2409.0   2431.0  ...   134388.72   2412.0      2399.0       RM
138  RM607  20250910   2390.0   2412.0  ...    16468.46   2394.0      2380.0       RM
139  RM608  20250910   2489.0   2504.0  ...      214.08   2489.0      2480.0       RM
140  RS509  20250910      0.0      0.0  ...        0.00   4852.0      4854.0       RS
141  RS511  20250910   5175.0   5177.0  ...       10.35   5176.0      5196.0       RS
142  RS607  20250910   5528.0   5588.0  ...      155.66   5559.0      5561.0       RS
143  RS608  20250910      0.0      0.0  ...        0.00   5615.0      5627.0       RS
144  SA509  20250910   1156.0   1168.0  ...     5804.57   1151.0      1167.0       SA
145  SA510  20250910   1199.0   1208.0  ...    58396.32   1199.0      1212.0       SA
146  SA511  20250910   1205.0   1218.0  ...   296847.16   1208.0      1219.0       SA
147  SA512  20250910   1265.0   1276.0  ...   153414.88   1264.0      1275.0       SA
148  SA601  20250910   1271.0   1285.0  ...  3397262.42   1271.0      1287.0       SA
149  SA602  20250910   1304.0   1315.0  ...    31964.00   1304.0      1316.0       SA
150  SA603  20250910   1309.0   1321.0  ...     4482.70   1308.0      1323.0       SA
151  SA604  20250910   1350.0   1357.0  ...     1467.59   1349.0      1360.0       SA
152  SA605  20250910   1349.0   1361.0  ...   119241.42   1351.0      1367.0       SA
153  SA606  20250910   1363.0   1370.0  ...     1032.58   1359.0      1378.0       SA
154  SA607  20250910   1363.0   1373.0  ...     1432.27   1361.0      1377.0       SA
155  SA608  20250910   1382.0   1391.0  ...      920.95   1383.0      1397.0       SA
156  SF509  20250910   5410.0   5494.0  ...      915.23   5464.0      5448.0       SF
157  SF510  20250910   5430.0   5522.0  ...    32525.43   5472.0      5468.0       SF
158  SF511  20250910   5586.0   5692.0  ...   442359.92   5636.0      5630.0       SF
159  SF512  20250910   5526.0   5642.0  ...    64985.40   5596.0      5584.0       SF
160  SF601  20250910   5530.0   5646.0  ...   135499.99   5594.0      5586.0       SF
161  SF602  20250910   5510.0   5600.0  ...    19166.00   5548.0      5548.0       SF
162  SF603  20250910   5716.0   5770.0  ...       25.87   5750.0      5744.0       SF
163  SF604  20250910   5706.0   5706.0  ...        2.85   5706.0      5722.0       SF
164  SF605  20250910   5660.0   5752.0  ...     1910.97   5704.0      5692.0       SF
165  SF606  20250910   5640.0   5708.0  ...       31.18   5670.0      5656.0       SF
166  SF607  20250910   5770.0   5860.0  ...       37.80   5816.0      5810.0       SF
167  SF608  20250910   5730.0   5738.0  ...        5.73   5734.0      5744.0       SF
168  SH509  20250910   2780.0   2842.0  ...       33.73   2811.0      2656.0       SH
169  SH510  20250910   2552.0   2572.0  ...    64097.40   2559.0      2567.0       SH
170  SH511  20250910   2558.0   2579.0  ...   551526.90   2562.0      2571.0       SH
171  SH512  20250910   2581.0   2600.0  ...   303131.55   2583.0      2590.0       SH
172  SH601  20250910   2560.0   2588.0  ...  1896006.35   2571.0      2578.0       SH
173  SH602  20250910   2584.0   2607.0  ...    17714.75   2591.0      2595.0       SH
174  SH603  20250910   2603.0   2625.0  ...      790.51   2609.0      2614.0       SH
175  SH604  20250910   2649.0   2666.0  ...      143.26   2653.0      2654.0       SH
176  SH605  20250910   2655.0   2677.0  ...    15127.81   2664.0      2667.0       SH
177  SH606  20250910   2660.0   2683.0  ...      136.33   2673.0      2671.0       SH
178  SH607  20250910   2655.0   2673.0  ...       71.99   2666.0      2669.0       SH
179  SH608  20250910   2679.0   2682.0  ...       40.17   2678.0      2683.0       SH
180  SM509  20250910   5714.0   5794.0  ...      970.59   5726.0      5742.0       SM
181  SM510  20250910   5710.0   5812.0  ...    31907.91   5772.0      5756.0       SM
182  SM511  20250910   5800.0   5888.0  ...   223159.52   5830.0      5826.0       SM
183  SM512  20250910   5796.0   5894.0  ...    49051.46   5852.0      5832.0       SM
184  SM601  20250910   5800.0   5900.0  ...   520854.01   5852.0      5838.0       SM
185  SM602  20250910   5814.0   5910.0  ...   132107.14   5840.0      5844.0       SM
186  SM603  20250910   5838.0   5912.0  ...       96.99   5878.0      5854.0       SM
187  SM604  20250910   5910.0   5910.0  ...        5.90   5898.0      5864.0       SM
188  SM605  20250910   5850.0   5934.0  ...     7137.44   5900.0      5880.0       SM
189  SM606  20250910   5870.0   5904.0  ...        5.89   5888.0      5880.0       SM
190  SM607  20250910   5876.0   5888.0  ...       14.70   5882.0      5894.0       SM
191  SM608  20250910   5888.0   5912.0  ...        8.85   5898.0      5886.0       SM
192  SR509  20250910   5535.0   5535.0  ...     1154.17   5522.0      5534.0       SR
193  SR511  20250910   5533.0   5561.0  ...   147405.35   5539.0      5525.0       SR
194  SR601  20250910   5520.0   5548.0  ...  1086155.49   5534.0      5521.0       SR
195  SR603  20250910   5508.0   5530.0  ...     3566.10   5520.0      5512.0       SR
196  SR605  20250910   5501.0   5517.0  ...    43872.78   5508.0      5503.0       SR
197  SR607  20250910   5490.0   5513.0  ...     2542.39   5503.0      5500.0       SR
198  TA509  20250910   4586.0   4628.0  ...     5013.80   4598.0      4580.0       TA
199  TA510  20250910   4640.0   4680.0  ...    53245.06   4662.0      4640.0       TA
200  TA511  20250910   4654.0   4690.0  ...   288156.54   4670.0      4648.0       TA
201  TA512  20250910   4664.0   4698.0  ...   167477.92   4678.0      4660.0       TA
202  TA601  20250910   4670.0   4704.0  ...  1341265.83   4686.0      4670.0       TA
203  TA602  20250910   4678.0   4710.0  ...    18831.64   4694.0      4676.0       TA
204  TA603  20250910   4704.0   4720.0  ...       73.03   4712.0      4690.0       TA
205  TA604  20250910   4722.0   4722.0  ...        2.36   4722.0      4692.0       TA
206  TA605  20250910   4702.0   4732.0  ...    26461.23   4716.0      4702.0       TA
207  TA606  20250910      0.0      0.0  ...        0.00   4734.0      4710.0       TA
208  TA607  20250910      0.0      0.0  ...        0.00   4744.0      4720.0       TA
209  TA608  20250910   4740.0   4746.0  ...        7.12   4744.0      4730.0       TA
210  UR509  20250910   1621.0   1630.0  ...      287.62   1616.0      1625.0       UR
211  UR510  20250910   1644.0   1653.0  ...     7783.83   1639.0      1650.0       UR
212  UR511  20250910   1671.0   1684.0  ...    48792.94   1671.0      1681.0       UR
213  UR512  20250910   1678.0   1688.0  ...    16449.09   1675.0      1684.0       UR
214  UR601  20250910   1681.0   1692.0  ...   565969.77   1679.0      1686.0       UR
215  UR602  20250910   1683.0   1691.0  ...      463.48   1679.0      1687.0       UR
216  UR603  20250910   1731.0   1734.0  ...      203.95   1728.0      1731.0       UR
217  UR604  20250910   1730.0   1734.0  ...       51.84   1728.0      1732.0       UR
218  UR605  20250910   1737.0   1739.0  ...    25068.39   1729.0      1734.0       UR
219  UR606  20250910   1727.0   1735.0  ...      137.87   1723.0      1730.0       UR
220  UR607  20250910   1763.0   1763.0  ...       35.11   1755.0      1760.0       UR
221  UR608  20250910   1755.0   1755.0  ...       59.35   1746.0      1753.0       UR
222  WH509  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:03,230 - future_1d - INFO - ak.get_czce_daily('2025-09-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250910  ...   79730      79760      CU
1        1      CU2510  20250910  ...   79680      79710      CU
2        2      CU2511  20250910  ...   79670      79670      CU
3        3      CU2512  20250910  ...   79640      79640      CU
4        4      CU2601  20250910  ...   79610      79600      CU
5        5      CU2602  20250910  ...   79570      79620      CU
6        6      CU2603  20250910  ...   79590      79630      CU
7        7      CU2604  20250910  ...   79690      79700      CU
8        8      CU2605  20250910  ...   79660      79690      CU
9        9      CU2606  20250910  ...   79700      79690      CU
10      10      CU2607  20250910  ...   79790      79700      CU
11      11      CU2608  20250910  ...   79740      79740      CU
12      12      BC2509  20250910  ...   70500      70500      BC
13      13      BC2510  20250910  ...   70820      70810      BC
14      14      BC2511  20250910  ...   70800      70780      BC
15      15      BC2512  20250910  ...   70790      70790      BC
16      16      BC2601  20250910  ...   70880      70880      BC
17      17      BC2602  20250910  ...   70900      70900      BC
18      18      BC2603  20250910  ...   70050      70880      BC
19      19      BC2604  20250910  ...   71200      71200      BC
20      20      BC2605  20250910  ...   71170      71170      BC
21      21      BC2606  20250910  ...   70700      70700      BC
22      22      BC2607  20250910  ...   70900      70900      BC
23      23      BC2608  20250910  ...   70800      70800      BC
24      24      AL2509  20250910  ...   20765      20745      AL
25      25      AL2510  20250910  ...   20785      20750      AL
26      26      AL2511  20250910  ...   20770      20730      AL
27      27      AL2512  20250910  ...   20745      20715      AL
28      28      AL2601  20250910  ...   20730      20695      AL
29      29      AL2602  20250910  ...   20730      20695      AL
30      30      AL2603  20250910  ...   20755      20720      AL
31      31      AL2604  20250910  ...   20780      20740      AL
32      32      AL2605  20250910  ...   20805      20755      AL
33      33      AL2606  20250910  ...   20795      20765      AL
34      34      AL2607  20250910  ...   20800      20775      AL
35      35      AL2608  20250910  ...   20810      20775      AL
36      36      ZN2509  20250910  ...   22115      22155      ZN
37      37      ZN2510  20250910  ...   22170      22200      ZN
38      38      ZN2511  20250910  ...   22175      22205      ZN
39      39      ZN2512  20250910  ...   22185      22210      ZN
40      40      ZN2601  20250910  ...   22205      22215      ZN
41      41      ZN2602  20250910  ...   22200      22215      ZN
42      42      ZN2603  20250910  ...   22230      22230      ZN
43      43      ZN2604  20250910  ...   22245      22245      ZN
44      44      ZN2605  20250910  ...   22255      22270      ZN
45      45      ZN2606  20250910  ...   22285      22280      ZN
46      46      ZN2607  20250910  ...   22270      22250      ZN
47      47      ZN2608  20250910  ...   22280      22310      ZN
48      48      PB2509  20250910  ...   16805      16850      PB
49      49      PB2510  20250910  ...   16840      16915      PB
50      50      PB2511  20250910  ...   16850      16915      PB
51      51      PB2512  20250910  ...   16870      16920      PB
52      52      PB2601  20250910  ...   16880      16925      PB
53      53      PB2602  20250910  ...   16945      16945      PB
54      54      PB2603  20250910  ...   16910      16970      PB
55      55      PB2604  20250910  ...   16945      16990      PB
56      56      PB2605  20250910  ...   16945      17000      PB
57      57      PB2606  20250910  ...   17030      17030      PB
58      58      PB2607  20250910  ...   17020      17020      PB
59      59      PB2608  20250910  ...   17060      17060      PB
60      60      NI2509  20250910  ...  120110     120640      NI
61      61      NI2510  20250910  ...  120490     120940      NI
62      62      NI2511  20250910  ...  120660     121110      NI
63      63      NI2512  20250910  ...  120870     121320      NI
64      64      NI2601  20250910  ...  121080     121610      NI
65      65      NI2602  20250910  ...  121360     121760      NI
66      66      NI2603  20250910  ...  121570     122100      NI
67      67      NI2604  20250910  ...  121760     122290      NI
68      68      NI2605  20250910  ...  121960     122440      NI
69      69      NI2606  20250910  ...  122270     122750      NI
70      70      NI2607  20250910  ...  122470     122990      NI
71      71      NI2608  20250910  ...  122910     123060      NI
72      72      SN2509  20250910  ...  268520     269640      SN
73      73      SN2510  20250910  ...  269480     269790      SN
74      74      SN2511  20250910  ...  269720     270010      SN
75      75      SN2512  20250910  ...  269940     270020      SN
76      76      SN2601  20250910  ...  270340     269950      SN
77      77      SN2602  20250910  ...  270030     269870      SN
78      78      SN2603  20250910  ...  270300     270180      SN
79      79      SN2604  20250910  ...  270750     270260      SN
80      80      SN2605  20250910  ...  271250     270760      SN
81      81      SN2606  20250910  ...  269320     270710      SN
82      82      SN2607  20250910  ...  270950     270170      SN
83      83      SN2608  20250910  ...  271420     271420      SN
84      84      AO2509  20250910  ...    2869       2908      AO
85      85      AO2510  20250910  ...    2905       2919      AO
86      86      AO2511  20250910  ...    2909       2927      AO
87      87      AO2512  20250910  ...    2913       2935      AO
88      88      AO2601  20250910  ...    2922       2944      AO
89      89      AO2602  20250910  ...    2932       2948      AO
90      90      AO2603  20250910  ...    2995       3011      AO
91      91      AO2604  20250910  ...    3008       3021      AO
92      92      AO2605  20250910  ...    3010       3031      AO
93      93      AO2606  20250910  ...    3023       3037      AO
94      94      AO2607  20250910  ...    3033       3055      AO
95      95      AO2608  20250910  ...    3054       3070      AO
96      96      AD2511  20250910  ...   20350      20320      AD
97      97      AD2512  20250910  ...   20355      20335      AD
98      98      AD2601  20250910  ...   20355      20325      AD
99      99      AD2602  20250910  ...   20360      20280      AD
100    100      AD2603  20250910  ...   20360      20295      AD
101    101      AD2604  20250910  ...   20240      20240      AD
102    102      AD2605  20250910  ...   20265      20210      AD
103    103      AD2606  20250910  ...   20155      20155      AD
104    104      AD2607  20250910  ...   20150      20150      AD
105    105      AD2608  20250910  ...   20170      20170      AD
106    106      AU2509  20250910  ...  853.28     831.12      AU
107    107      AU2510  20250910  ...  833.38     831.68      AU
108    108      AU2511  20250910  ...  835.86     832.74      AU
109    109      AU2512  20250910  ...  835.82      834.4      AU
110    110      AU2602  20250910  ...  838.18     836.64      AU
111    111      AU2604  20250910  ...  840.72     838.66      AU
112    112      AU2606  20250910  ...  843.26     841.12      AU
113    113      AU2608  20250910  ...   845.5     842.94      AU
114    114      AG2509  20250910  ...    9779       9844      AG
115    115      AG2510  20250910  ...    9771       9867      AG
116    116      AG2511  20250910  ...    9788       9877      AG
117    117      AG2512  20250910  ...    9794       9889      AG
118    118      AG2601  20250910  ...    9804       9899      AG
119    119      AG2602  20250910  ...    9816       9908      AG
120    120      AG2603  20250910  ...    9830       9925      AG
121    121      AG2604  20250910  ...    9840       9934      AG
122    122      AG2605  20250910  ...    9857       9949      AG
123    123      AG2606  20250910  ...    9866       9962      AG
124    124      AG2607  20250910  ...    9914       9980      AG
125    125      AG2608  20250910  ...    9905       9993      AG
126    126      RB2509  20250910  ...    2950       2951      RB
127    127      RB2510  20250910  ...    3025       3043      RB
128    128      RB2511  20250910  ...    3045       3061      RB
129    129      RB2512  20250910  ...    3089       3107      RB
130    130      RB2601  20250910  ...    3108       3132      RB
131    131      RB2602  20250910  ...    3107       3125      RB
132    132      RB2603  20250910  ...    3116       3143      RB
133    133      RB2604  20250910  ...    3140       3164      RB
134    134      RB2605  20250910  ...    3154       3177      RB
135    135      RB2606  20250910  ...    3165       3190      RB
136    136      RB2607  20250910  ...    3183       3214      RB
137    137      RB2608  20250910  ...    3190       3218      RB
138    138      WR2509  20250910  ...    3342       3342      WR
139    139      WR2510  20250910  ...    3280       3287      WR
140    140      WR2511  20250910  ...    3302       3320      WR
141    141      WR2512  20250910  ...    3324       3349      WR
142    142      WR2601  20250910  ...    3390       3352      WR
143    143      WR2602  20250910  ...    3337       3337      WR
144    144      WR2603  20250910  ...    3338       3338      WR
145    145      WR2604  20250910  ...    3399       3400      WR
146    146      WR2605  20250910  ...    3414       3414      WR
147    147      WR2606  20250910  ...    3375       3375      WR
148    148      WR2607  20250910  ...    3390       3432      WR
149    149      WR2608  20250910  ...    3414       3414      WR
150    150      HC2509  20250910  ...    3396       3396      HC
151    151      HC2510  20250910  ...    3370       3384      HC
152    152      HC2511  20250910  ...    3357       3373      HC
153    153      HC2512  20250910  ...    3350       3366      HC
154    154      HC2601  20250910  ...    3335       3355      HC
155    155      HC2602  20250910  ...    3339       3353      HC
156    156      HC2603  20250910  ...    3342       3357      HC
157    157      HC2604  20250910  ...    3346       3359      HC
158    158      HC2605  20250910  ...    3346       3361      HC
159    159      HC2606  20250910  ...    3359       3366      HC
160    160      HC2607  20250910  ...    3340       3368      HC
161    161      HC2608  20250910  ...    3358       3371      HC
162    162      SS2509  20250910  ...   12800      12800      SS
163    163      SS2510  20250910  ...   12825      12850      SS
164    164      SS2511  20250910  ...   12915      12930      SS
165    165      SS2512  20250910  ...   12955      12975      SS
166    166      SS2601  20250910  ...   13005      13025      SS
167    167      SS2602  20250910  ...   13060      13065      SS
168    168      SS2603  20250910  ...   13120      13175      SS
169    169      SS2604  20250910  ...   13190      13190      SS
170    170      SS2605  20250910  ...   13265      13295      SS
171    171      SS2606  20250910  ...   13320      13330      SS
172    172      SS2607  20250910  ...   13370      13405      SS
173    173      SS2608  20250910  ...   13400      13445      SS
174    174      SC2510  20250910  ...   486.1      483.4      SC
175    175      SC2511  20250910  ...   485.7      481.3      SC
176    176      SC2512  20250910  ...   484.6      479.6      SC
177    177      SC2601  20250910  ...   484.5      477.3      SC
178    178      SC2602  20250910  ...   483.7        476      SC
179    179      SC2603  20250910  ...   482.6      474.9      SC
180    180      SC2604  20250910  ...   481.6      473.4      SC
181    181      SC2605  20250910  ...   481.5      472.7      SC
182    182      SC2606  20250910  ...   477.9      471.4      SC
183    183      SC2607  20250910  ...   480.9      467.9      SC
184    184      SC2608  20250910  ...   475.5      467.4      SC
185    185      SC2609  20250910  ...   474.4        466      SC
186    186      SC2612  20250910  ...   467.3      464.8      SC
187    187      SC2703  20250910  ...   462.1      462.1      SC
188    188      SC2706  20250910  ...   460.7      459.3      SC
189    189      SC2709  20250910  ...   461.3      460.6      SC
190    190      SC2712  20250910  ...     461      461.7      SC
191    191      SC2803  20250910  ...   459.5      460.8      SC
192    192      SC2806  20250910  ...   461.5      458.5      SC
193    193      SC2809  20250910  ...   458.1      458.1      SC
194    194      LU2510  20250910  ...    3368       3345      LU
195    195      LU2511  20250910  ...    3392       3367      LU
196    196      LU2512  20250910  ...    3382       3365      LU
197    197      LU2601  20250910  ...    3378       3358      LU
198    198      LU2602  20250910  ...    3358       3340      LU
199    199      LU2603  20250910  ...    3354       3336      LU
200    200      LU2604  20250910  ...    3349       3334      LU
201    201      LU2605  20250910  ...    3341       3325      LU
202    202      LU2606  20250910  ...    3339       3313      LU
203    203      LU2607  20250910  ...    3335       3320      LU
204    204      LU2608  20250910  ...    3324       3329      LU
205    205      LU2609  20250910  ...    3329       3316      LU
206    206      FU2510  20250910  ...    2828       2787      FU
207    207      FU2511  20250910  ...    2822       2787      FU
208    208      FU2512  20250910  ...    2802       2768      FU
209    209      FU2601  20250910  ...    2789       2756      FU
210    210      FU2602  20250910  ...    2771       2740      FU
211    211      FU2603  20250910  ...    2759       2727      FU
212    212      FU2604  20250910  ...    2757       2725      FU
213    213      FU2605  20250910  ...    2742       2716      FU
214    214      FU2606  20250910  ...    2735       2711      FU
215    215      FU2607  20250910  ...    2724       2700      FU
216    216      FU2608  20250910  ...    2717       2693      FU
217    217      FU2609  20250910  ...    2696       2674      FU
218    218      BU2509  20250910  ...    3404       3448      BU
219    219      BU2510  20250910  ...    3456       3444      BU
220    220      BU2511  20250910  ...    3437       3420      BU
221    221      BU2512  20250910  ...    3392       3374      BU
222    222      BU2601  20250910  ...    3365       3348      BU
223    223      BU2602  20250910  ...    3364       3348      BU
224    224      BU2603  20250910  ...    3369       3352      BU
225    225      BU2604  20250910  ...    3348       3348      BU
226    226      BU2605  20250910  ...    3357       3351      BU
227    227      BU2606  20250910  ...    3353       3344      BU
228    228      BU2607  20250910  ...    3358       3341      BU
229    229      BU2608  20250910  ...    3340       3340      BU
230    230      BU2609  20250910  ...    3346       3329      BU
231    231      BU2612  20250910  ...    3307       3293      BU
232    232      BU2703  20250910  ...    3293       3293      BU
233    233      BU2706  20250910  ...    3321       3302      BU
234    234      BR2509  20250910  ...   11850      11930      BR
235    235      BR2510  20250910  ...   11720      11820      BR
236    236      BR2511  20250910  ...   11705      11795      BR
237    237      BR2512  20250910  ...   11690      11785      BR
238    238      BR2601  20250910  ...   11700      11775      BR
239    239      BR2602  20250910  ...   11735      11895      BR
240    240      BR2603  20250910  ...   11705      11725      BR
241    241      BR2604  20250910  ...   11710      11670      BR
242    242      BR2605  20250910  ...   11745      11880      BR
243    243      BR2606  20250910  ...   11815      11815      BR
244    244      BR2607  20250910  ...   12000      12000      BR
245    245      BR2608  20250910  ...   11915      11915      BR
246    246      RU2509  20250910  ...   14975      15180      RU
247    247      RU2510  20250910  ...   15050      15170      RU
248    248      RU2511  20250910  ...   15005      15100      RU
249    249      RU2601  20250910  ...   15955      16090      RU
250    250      RU2603  20250910  ...   15970      16045      RU
251    251      RU2604  20250910  ...   15960      16065      RU
252    252      RU2605  20250910  ...   15995      16125      RU
253    253      RU2606  20250910  ...   16030      16115      RU
254    254      RU2607  20250910  ...   16045      16180      RU
255    255      RU2608  20250910  ...   16065      16205      RU
256    256      NR2509  20250910  ...   12645      12705      NR
257    257      NR2510  20250910  ...   12660      12800      NR
258    258      NR2511  20250910  ...   12715      12840      NR
259    259      NR2512  20250910  ...   12760      12870      NR
260    260      NR2601  20250910  ...   12800      12920      NR
261    261      NR2602  20250910  ...   12825      12905      NR
262    262      NR2603  20250910  ...   12795      12885      NR
263    263      NR2604  20250910  ...   12815      12895      NR
264    264      NR2605  20250910  ...   12840      12935      NR
265    265      NR2606  20250910  ...   13000      13000      NR
266    266      NR2607  20250910  ...   13045      13060      NR
267    267      NR2608  20250910  ...   12865      12865      NR
268    268      SP2509  20250910  ...    4872       4954      SP
269    269      SP2510  20250910  ...    4890       4960      SP
270    270      SP2511  20250910  ...    4928       4994      SP
271    271      SP2512  20250910  ...    4942       5008      SP
272    272      SP2601  20250910  ...    5226       5270      SP
273    273      SP2602  20250910  ...    5226       5254      SP
274    274      SP2603  20250910  ...    5214       5266      SP
275    275      SP2604  20250910  ...    5228       5284      SP
276    276      SP2605  20250910  ...    5234       5282      SP
277    277      SP2606  20250910  ...    5244       5290      SP
278    278      SP2607  20250910  ...    5254       5292      SP
279    279      SP2608  20250910  ...    5258       5296      SP
280    280      OP2601  20250910  ...    4238       4218      OP
281    281      OP2602  20250910  ...    4216       4218      OP
282    282      OP2603  20250910  ...    4196       4218      OP
283    283      OP2604  20250910  ...    4224       4218      OP
284    284      OP2605  20250910  ...    4236       4218      OP
285    285      OP2606  20250910  ...    4262       4218      OP
286    286      OP2607  20250910  ...    4246       4218      OP
287    287      OP2608  20250910  ...    4260       4218      OP
288    288      EC2510  20250910  ...  1270.9     1272.8      EC
289    289      EC2512  20250910  ...  1677.3     1674.4      EC
290    290      EC2602  20250910  ...  1525.2     1521.8      EC
291    291      EC2604  20250910  ...  1252.1     1249.5      EC
292    292      EC2606  20250910  ...  1438.6     1429.9      EC
293    293      EC2608  20250910  ...  1609.3     1606.3      EC
294    295  SC_TAS2510  20250910  ...                     SC_TAS
295    296  SC_TAS2511  20250910  ...                     SC_TAS
296    297  SC_TAS2512  20250910  ...                     SC_TAS
297    298  SC_TAS2601  20250910  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 18:26:03,331 - future_1d - INFO - ak.get_shfe_daily('2025-09-10') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250910   4040.00  ...   4040.00     4067.00        A
1     a2511  20250910   3968.00  ...   3935.00     3971.00        A
2     a2601  20250910   3971.00  ...   3936.00     3970.00        A
3     a2603  20250910   3970.00  ...   3938.00     3971.00        A
4     a2605  20250910   4012.00  ...   3983.00     4016.00        A
5     a2607  20250910   4017.00  ...   3985.00     4018.00        A
6     b2509  20250910      0.00  ...   3681.00     3681.00        B
7     b2510  20250910   3705.00  ...   3684.00     3720.00        B
8     b2511  20250910   3747.00  ...   3722.00     3755.00        B
9     b2512  20250910   3781.00  ...   3761.00     3786.00        B
10    b2601  20250910   3786.00  ...   3762.00     3785.00        B
11    b2602  20250910   3767.00  ...   3746.00     3766.00        B
12    b2603  20250910   3704.00  ...   3692.00     3712.00        B
13    b2604  20250910   3586.00  ...   3584.00     3597.00        B
14    b2605  20250910   3508.00  ...   3505.00     3521.00        B
15    b2606  20250910   3490.00  ...   3478.00     3497.00        B
16    b2607  20250910   3499.00  ...   3482.00     3499.00        B
17    b2608  20250910   3588.00  ...   3578.00     3597.00        B
18   bb2509  20250910      0.00  ...    136.00      136.00       BB
19   bb2511  20250910    142.05  ...    142.05      142.15       BB
20   bb2601  20250910    148.10  ...    147.60      146.90       BB
21   bb2603  20250910      0.00  ...    147.15      147.15       BB
22   bb2605  20250910      0.00  ...    142.10      141.45       BB
23   bb2607  20250910      0.00  ...    146.90      146.25       BB
24   bz2603  20250910   6009.00  ...   6012.00     5998.00       BZ
25   bz2604  20250910   5984.00  ...   5992.00     5979.00       BZ
26   bz2605  20250910   5990.00  ...   6011.00     6012.00       BZ
27   bz2606  20250910      0.00  ...   6002.00     6002.00       BZ
28   bz2607  20250910      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250910      0.00  ...   6005.00     6005.00       BZ
30    c2509  20250910      0.00  ...   2285.00     2285.00        C
31    c2511  20250910   2216.00  ...   2199.00     2215.00        C
32    c2601  20250910   2190.00  ...   2174.00     2191.00        C
33    c2603  20250910   2203.00  ...   2188.00     2204.00        C
34    c2605  20250910   2254.00  ...   2241.00     2258.00        C
35    c2607  20250910   2262.00  ...   2254.00     2266.00        C
36   cs2509  20250910      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250910   2510.00  ...   2491.00     2513.00       CS
38   cs2601  20250910   2527.00  ...   2504.00     2532.00       CS
39   cs2603  20250910   2534.00  ...   2510.00     2538.00       CS
40   cs2605  20250910   2608.00  ...   2589.00     2614.00       CS
41   cs2607  20250910   2596.00  ...   2589.00     2615.00       CS
42   eb2509  20250910      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250910   7063.00  ...   7059.00     7047.00       EB
44   eb2511  20250910   7064.00  ...   7070.00     7058.00       EB
45   eb2512  20250910   7059.00  ...   7079.00     7065.00       EB
46   eb2601  20250910   7100.00  ...   7101.00     7093.00       EB
47   eb2602  20250910   7127.00  ...   7129.00     7123.00       EB
48   eb2603  20250910   7174.00  ...   7157.00     7156.00       EB
49   eb2604  20250910   7198.00  ...   7189.00     7193.00       EB
50   eb2605  20250910   7186.00  ...   7200.00     7194.00       EB
51   eb2606  20250910      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250910      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250910      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250910   4334.00  ...   4343.00     4361.00       EG
55   eg2510  20250910   4353.00  ...   4347.00     4351.00       EG
56   eg2511  20250910   4346.00  ...   4332.00     4328.00       EG
57   eg2512  20250910   4332.00  ...   4322.00     4325.00       EG
58   eg2601  20250910   4321.00  ...   4320.00     4319.00       EG
59   eg2602  20250910   4321.00  ...   4323.00     4325.00       EG
60   eg2603  20250910      0.00  ...   4323.00     4323.00       EG
61   eg2604  20250910   4342.00  ...   4350.00     4348.00       EG
62   eg2605  20250910   4358.00  ...   4354.00     4348.00       EG
63   eg2606  20250910   4354.00  ...   4357.00     4355.00       EG
64   eg2607  20250910      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250910      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250910      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250910   1273.50  ...   1272.50     1273.00       FB
68   fb2511  20250910   1261.00  ...   1261.50     1258.00       FB
69   fb2512  20250910   1253.50  ...   1256.50     1254.50       FB
70   fb2601  20250910   1250.00  ...   1250.00     1245.00       FB
71   fb2602  20250910   1236.00  ...   1239.00     1238.00       FB
72   fb2603  20250910   1248.00  ...   1252.00     1246.00       FB
73   fb2604  20250910   1250.00  ...   1250.00     1255.00       FB
74   fb2605  20250910      0.00  ...   1318.50     1321.00       FB
75   fb2606  20250910      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250910      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250910      0.00  ...   1296.00     1296.00       FB
78    i2509  20250910      0.00  ...    847.50      847.50        I
79    i2510  20250910    829.00  ...    823.50      823.50        I
80    i2511  20250910    820.50  ...    816.50      818.00        I
81    i2512  20250910    814.00  ...    811.50      811.50        I
82    i2601  20250910    803.50  ...    802.00      803.00        I
83    i2602  20250910    796.00  ...    796.00      798.00        I
84    i2603  20250910    792.50  ...    790.50      791.00        I
85    i2604  20250910    784.50  ...    786.00      788.00        I
86    i2605  20250910    780.00  ...    777.50      779.00        I
87    i2606  20250910    772.00  ...    771.00      772.00        I
88    i2607  20250910    767.00  ...    767.50      767.50        I
89    i2608  20250910    762.00  ...    762.00      762.50        I
90    j2509  20250910      0.00  ...   1512.50     1512.50        J
91    j2510  20250910   1488.50  ...   1499.50     1514.00        J
92    j2511  20250910   1518.50  ...   1533.50     1546.50        J
93    j2512  20250910   1554.00  ...   1572.50     1584.50        J
94    j2601  20250910   1589.00  ...   1601.00     1615.50        J
95    j2602  20250910   1611.00  ...   1618.00     1645.50        J
96    j2603  20250910      0.00  ...   1660.00     1660.00        J
97    j2604  20250910      0.00  ...   1720.50     1720.50        J
98    j2605  20250910   1735.50  ...   1726.00     1744.00        J
99    j2606  20250910      0.00  ...   1761.00     1761.00        J
100   j2607  20250910   1727.00  ...   1727.00     1768.50        J
101   j2608  20250910   1748.00  ...   1763.00     1770.00        J
102  jd2509  20250910   3001.00  ...   3037.00     3050.00       JD
103  jd2510  20250910   3056.00  ...   3032.00     3032.00       JD
104  jd2511  20250910   3077.00  ...   3040.00     3066.00       JD
105  jd2512  20250910   3231.00  ...   3198.00     3223.00       JD
106  jd2601  20250910   3400.00  ...   3373.00     3406.00       JD
107  jd2602  20250910   3131.00  ...   3116.00     3138.00       JD
108  jd2603  20250910   3149.00  ...   3131.00     3150.00       JD
109  jd2604  20250910   3337.00  ...   3327.00     3343.00       JD
110  jd2605  20250910   3480.00  ...   3467.00     3480.00       JD
111  jd2606  20250910   3289.00  ...   3270.00     3287.00       JD
112  jd2607  20250910   3511.00  ...   3494.00     3510.00       JD
113  jd2608  20250910   3922.00  ...   3916.00     3918.00       JD
114  jm2509  20250910    950.00  ...    969.00      950.50       JM
115  jm2510  20250910    948.00  ...    952.50      963.00       JM
116  jm2511  20250910   1008.00  ...   1007.00     1022.00       JM
117  jm2512  20250910   1067.50  ...   1064.00     1082.50       JM
118  jm2601  20250910   1117.00  ...   1115.50     1139.00       JM
119  jm2602  20250910   1149.00  ...   1140.50     1165.00       JM
120  jm2603  20250910   1169.00  ...   1158.00     1188.50       JM
121  jm2604  20250910   1188.00  ...   1174.50     1209.50       JM
122  jm2605  20250910   1199.50  ...   1189.00     1226.00       JM
123  jm2606  20250910   1209.00  ...   1203.50     1241.00       JM
124  jm2607  20250910   1220.00  ...   1213.00     1251.50       JM
125  jm2608  20250910   1239.50  ...   1226.00     1259.50       JM
126   l2509  20250910   7150.00  ...   7165.00     7140.00        L
127   l2510  20250910   7199.00  ...   7205.00     7203.00        L
128   l2511  20250910   7212.00  ...   7219.00     7212.00        L
129   l2512  20250910   7225.00  ...   7230.00     7221.00        L
130   l2601  20250910   7234.00  ...   7233.00     7228.00        L
131   l2602  20250910   7219.00  ...   7227.00     7219.00        L
132   l2603  20250910   7228.00  ...   7227.00     7217.00        L
133   l2604  20250910   7259.00  ...   7259.00     7246.00        L
134   l2605  20250910   7247.00  ...   7243.00     7239.00        L
135   l2606  20250910      0.00  ...   7228.00     7228.00        L
136   l2607  20250910      0.00  ...   7251.00     7251.00        L
137   l2608  20250910      0.00  ...   7269.00     7269.00        L
138  lg2509  20250910    773.50  ...    773.00      776.50       LG
139  lg2511  20250910    803.00  ...    805.00      805.50       LG
140  lg2601  20250910    819.00  ...    819.50      819.50       LG
141  lg2603  20250910    825.50  ...    825.50      826.00       LG
142  lg2605  20250910    831.50  ...    830.00      830.50       LG
143  lg2607  20250910    833.00  ...    831.50      833.00       LG
144  lh2509  20250910  13200.00  ...  13190.00    13140.00       LH
145  lh2511  20250910  13215.00  ...  13315.00    13230.00       LH
146  lh2601  20250910  13635.00  ...  13730.00    13690.00       LH
147  lh2603  20250910  12920.00  ...  13010.00    12990.00       LH
148  lh2605  20250910  13400.00  ...  13520.00    13480.00       LH
149  lh2607  20250910  14155.00  ...  14240.00    14155.00       LH
150   m2509  20250910      0.00  ...   3031.00     3031.00        M
151   m2511  20250910   3041.00  ...   3031.00     3042.00        M
152   m2512  20250910   3090.00  ...   3080.00     3090.00        M
153   m2601  20250910   3079.00  ...   3064.00     3076.00        M
154   m2603  20250910   2998.00  ...   2991.00     2999.00        M
155   m2605  20250910   2800.00  ...   2799.00     2802.00        M
156   m2607  20250910   2781.00  ...   2778.00     2781.00        M
157   m2608  20250910   2907.00  ...   2907.00     2909.00        M
158   p2509  20250910   9446.00  ...   9446.00     9478.00        P
159   p2510  20250910   9420.00  ...   9320.00     9436.00        P
160   p2511  20250910   9420.00  ...   9314.00     9434.00        P
161   p2512  20250910   9446.00  ...   9326.00     9458.00        P
162   p2601  20250910   9470.00  ...   9340.00     9470.00        P
163   p2602  20250910   9386.00  ...   9284.00     9410.00        P
164   p2603  20250910   9394.00  ...   9290.00     9394.00        P
165   p2604  20250910   9280.00  ...   9200.00     9326.00        P
166   p2605  20250910   9256.00  ...   9126.00     9246.00        P
167   p2606  20250910   9100.00  ...   9030.00     9156.00        P
168   p2607  20250910   9006.00  ...   8942.00     9052.00        P
169   p2608  20250910   8922.00  ...   8910.00     8966.00        P
170  pg2509  20250910   3703.00  ...   3706.00     3706.00       PG
171  pg2510  20250910   4398.00  ...   4437.00     4413.00       PG
172  pg2511  20250910   4358.00  ...   4389.00     4356.00       PG
173  pg2512  20250910   4297.00  ...   4328.00     4294.00       PG
174  pg2601  20250910   4228.00  ...   4270.00     4235.00       PG
175  pg2602  20250910   4166.00  ...   4194.00     4166.00       PG
176  pg2603  20250910   4074.00  ...   4105.00     4079.00       PG
177  pg2604  20250910   4403.00  ...   4437.00     4409.00       PG
178  pg2605  20250910   4358.00  ...   4358.00     4323.00       PG
179  pg2606  20250910   4297.00  ...   4288.00     4261.00       PG
180  pg2607  20250910   4256.00  ...   4255.00     4207.00       PG
181  pg2608  20250910      0.00  ...   4163.00     4163.00       PG
182  pp2509  20250910   6818.00  ...   6832.00     6835.00       PP
183  pp2510  20250910   6857.00  ...   6867.00     6868.00       PP
184  pp2511  20250910   6883.00  ...   6898.00     6896.00       PP
185  pp2512  20250910   6919.00  ...   6930.00     6925.00       PP
186  pp2601  20250910   6943.00  ...   6951.00     6945.00       PP
187  pp2602  20250910   6918.00  ...   6933.00     6922.00       PP
188  pp2603  20250910   6923.00  ...   6920.00     6922.00       PP
189  pp2604  20250910   6964.00  ...   6963.00     6950.00       PP
190  pp2605  20250910   6960.00  ...   6973.00     6962.00       PP
191  pp2606  20250910   6944.00  ...   6946.00     6931.00       PP
192  pp2607  20250910   6898.00  ...   6915.00     6897.00       PP
193  pp2608  20250910   6914.00  ...   6922.00     6906.00       PP
194  rr2509  20250910      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250910   3608.00  ...   3605.00     3609.00       RR
196  rr2511  20250910   3615.00  ...   3611.00     3613.00       RR
197  rr2512  20250910   3611.00  ...   3608.00     3609.00       RR
198  rr2601  20250910   3619.00  ...   3617.00     3620.00       RR
199  rr2602  20250910      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250910      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250910      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250910      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250910      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250910      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250910      0.00  ...   3625.00     3625.00       RR
206   v2509  20250910   4691.00  ...   4696.00     4710.00        V
207   v2510  20250910   4733.00  ...   4743.00     4755.00        V
208   v2511  20250910   4770.00  ...   4776.00     4787.00        V
209   v2512  20250910   4810.00  ...   4815.00     4822.00        V
210   v2601  20250910   4850.00  ...   4849.00     4864.00        V
211   v2602  20250910   4882.00  ...   4885.00     4898.00        V
212   v2603  20250910   4906.00  ...   4916.00     4931.00        V
213   v2604  20250910   5120.00  ...   5119.00     5120.00        V
214   v2605  20250910   5150.00  ...   5149.00     5173.00        V
215   v2606  20250910   5167.00  ...   5169.00     5192.00        V
216   v2607  20250910   5220.00  ...   5208.00     5241.00        V
217   v2608  20250910   5240.00  ...   5247.00     5271.00        V
218   y2509  20250910   8650.00  ...   8414.00     8286.00        Y
219   y2511  20250910   8420.00  ...   8344.00     8448.00        Y
220   y2512  20250910   8442.00  ...   8374.00     8466.00        Y
221   y2601  20250910   8388.00  ...   8322.00     8418.00        Y
222   y2603  20250910   8324.00  ...   8236.00     8336.00        Y
223   y2605  20250910   8108.00  ...   8028.00     8122.00        Y
224   y2607  20250910   8052.00  ...   7982.00     8080.00        Y
225   y2608  20250910   8042.00  ...   7998.00     8086.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:03,992 - future_1d - INFO - ak.get_dce_daily('2025-09-10') done
2025-09-17 18:26:05,744 - future_1d - INFO - save future_daily 2025-09-10 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250911  6863.000  ...  7097.800    6887.800       IC
1   IC2510  20250911  6799.000  ...  7044.000    6825.800       IC
2   IC2512  20250911  6680.000  ...  6934.800    6710.000       IC
3   IC2603  20250911  6517.400  ...  6789.600    6556.600       IC
4   IF2509  20250911  4424.000  ...  4542.800    4444.600       IF
5   IF2510  20250911  4415.800  ...  4534.400    4437.200       IF
6   IF2512  20250911  4396.000  ...  4511.800    4415.200       IF
7   IF2603  20250911  4367.000  ...  4491.200    4394.000       IF
8   IH2509  20250911  2927.000  ...  2981.400    2944.200       IH
9   IH2510  20250911  2926.400  ...  2979.800    2943.400       IH
10  IH2512  20250911  2927.000  ...  2980.000    2943.200       IH
11  IH2603  20250911  2928.800  ...  2982.400    2945.800       IH
12  IM2509  20250911  7144.000  ...  7365.600    7176.600       IM
13  IM2510  20250911  7086.400  ...  7297.800    7112.400       IM
14  IM2512  20250911  6940.000  ...  7153.600    6965.000       IM
15  IM2603  20250911  6740.000  ...  6965.600    6777.400       IM
16   T2509  20250911   107.750  ...   107.835     107.725        T
17   T2512  20250911   107.555  ...   107.645     107.505        T
18   T2603  20250911   107.205  ...   107.335     107.235        T
19  TF2509  20250911   105.630  ...   105.660     105.620       TF
20  TF2512  20250911   105.450  ...   105.590     105.445       TF
21  TF2603  20250911   105.380  ...   105.485     105.355       TF
22  TL2509  20250911   115.020  ...   115.180     115.240       TL
23  TL2512  20250911   114.850  ...   114.830     114.870       TL
24  TL2603  20250911   114.570  ...   114.500     114.530       TL
25  TS2509  20250911   102.330  ...   102.352     102.310       TS
26  TS2512  20250911   102.354  ...   102.406     102.348       TS
27  TS2603  20250911   102.296  ...   102.330     102.288       TS

[28 rows x 12 columns]
2025-09-17 18:26:11,791 - future_1d - INFO - ak.get_cffex_daily('2025-09-11') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250911   485.1   492.8  ...  4305277.99   488.7      486.1      SC
1       SC2511  20250911     488   492.5  ...  1431053.05   489.4      485.7      SC
2       SC2512  20250911   489.2   490.7  ...   346750.96   488.1      484.6      SC
3       SC2601  20250911   486.5   489.5  ...   110577.75   487.1      484.5      SC
4       SC2602  20250911   484.9   488.7  ...    60993.45     486      483.7      SC
5       SC2603  20250911     484   488.5  ...    64903.23   484.7      482.6      SC
6       SC2604  20250911   483.7   487.7  ...   100249.02   484.5      481.6      SC
7       SC2605  20250911   482.6   486.5  ...    21027.84   483.3      481.5      SC
8       SC2606  20250911   482.4   486.9  ...   148356.36   484.5      477.9      SC
9       SC2607  20250911   483.5   484.8  ...     2564.05   483.7      480.9      SC
10      SC2608  20250911     482     484  ...      915.83     482      475.5      SC
11      SC2609  20250911   481.5   481.5  ...      240.43   480.8      474.4      SC
12      SC2612  20250911   477.6   481.6  ...       573.5   477.9      467.3      SC
13      SC2703  20250911                  ...           0   472.1      462.1      SC
14      SC2706  20250911                  ...           0   471.5      460.7      SC
15      SC2709  20250911                  ...           0   471.3      461.3      SC
16      SC2712  20250911     467     471  ...      281.43     469        461      SC
17      SC2803  20250911                  ...           0   468.2      459.5      SC
18      SC2806  20250911   464.5   475.7  ...      373.39   466.7      461.5      SC
19      SC2809  20250911                  ...           0     462      458.1      SC
21      LU2510  20250911    3356    3364  ...     2186.96    3343       3368      LU
22      LU2511  20250911    3379    3390  ...   278388.67    3370       3392      LU
23      LU2512  20250911    3367    3380  ...  149916.502    3362       3382      LU
24      LU2601  20250911    3361    3376  ...    31253.26    3358       3378      LU
25      LU2602  20250911    3344    3354  ...    2307.209    3338       3358      LU
26      LU2603  20250911    3333    3346  ...      26.673    3334       3354      LU
27      LU2604  20250911    3339    3339  ...       6.678    3339       3349      LU
28      LU2605  20250911    3326    3334  ...      56.491    3323       3341      LU
29      LU2606  20250911    3319    3330  ...      26.532    3316       3339      LU
30      LU2607  20250911    3317    3330  ...      13.287    3321       3335      LU
31      LU2608  20250911    3312    3331  ...      29.844    3316       3324      LU
32      LU2609  20250911    3321    3321  ...      23.198    3314       3329      LU
34      NR2509  20250911                  ...           0   12645      12645      NR
35      NR2510  20250911   12695   12710  ...   205487.68   12550      12660      NR
36      NR2511  20250911   12770   12770  ...  1145171.83   12600      12715      NR
37      NR2512  20250911   12785   12800  ...   91302.955   12640      12760      NR
38      NR2601  20250911   12820   12845  ...  168980.725   12685      12800      NR
39      NR2602  20250911   12825   12840  ...     1408.43   12685      12825      NR
40      NR2603  20250911   12820   12820  ...     469.415   12685      12795      NR
41      NR2604  20250911   12800   12800  ...      89.135   12730      12815      NR
42      NR2605  20250911   12830   12830  ...      229.49   12745      12840      NR
43      NR2606  20250911   12720   12720  ...       38.11   12700      13000      NR
44      NR2607  20250911   12735   12735  ...      89.035   12715      13045      NR
45      NR2608  20250911   12770   12770  ...       63.81   12760      12865      NR
47      BC2509  20250911   70500   70500  ...     3348.75   70500      70500      BC
48      BC2510  20250911   70980   71360  ...  126352.395   71180      70820      BC
49      BC2511  20250911   71030   71320  ...    18463.84   71150      70800      BC
50      BC2512  20250911                  ...           0   70790      70790      BC
51      BC2601  20250911                  ...           0   71300      70880      BC
52      BC2602  20250911                  ...           0   70900      70900      BC
53      BC2603  20250911   71560   71560  ...       35.78   71560      70050      BC
54      BC2604  20250911                  ...           0   71200      71200      BC
55      BC2605  20250911                  ...           0   71170      71170      BC
56      BC2606  20250911                  ...           0   70710      70700      BC
57      BC2607  20250911                  ...           0   70900      70900      BC
58      BC2608  20250911                  ...           0   70800      70800      BC
60      EC2510  20250911    1250    1255  ...  200216.301    1222     1270.9      EC
61      EC2512  20250911    1654  1664.9  ...  82035.3755  1633.3     1677.3      EC
62      EC2602  20250911  1524.9  1524.9  ...   9568.4285  1509.2     1525.2      EC
63      EC2604  20250911  1245.2  1254.4  ...    5724.952  1245.9     1252.1      EC
64      EC2606  20250911  1420.4  1438.2  ...    478.8535  1429.4     1438.6      EC
65      EC2608  20250911  1593.1  1626.6  ...     337.147  1605.4     1609.3      EC
68  SC_TAS2510  20250911                  ...                                 SC_TAS
69  SC_TAS2511  20250911                  ...                                 SC_TAS
70  SC_TAS2512  20250911                  ...                                 SC_TAS
71  SC_TAS2601  20250911                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:11,977 - future_1d - INFO - ak.get_ine_daily('2025-09-11') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250911  55575.0  ...  55575.0     55575.0       PS
1   PS2510  20250911  53495.0  ...  53135.0     52840.0       PS
2   PS2511  20250911  53200.0  ...  53035.0     52690.0       PS
3   PS2512  20250911  55920.0  ...  55530.0     55180.0       PS
4   PS2601  20250911  55500.0  ...  55465.0     55040.0       PS
5   PS2602  20250911  55690.0  ...  55735.0     55095.0       PS
6   PS2603  20250911  55880.0  ...  55715.0     55055.0       PS
7   PS2604  20250911  56005.0  ...  55800.0     55130.0       PS
8   PS2605  20250911  55650.0  ...  55650.0     55245.0       PS
9   PS2606  20250911  57800.0  ...  57725.0     57570.0       PS
10  PS2607  20250911  58050.0  ...  57855.0     57500.0       PS
11  PS2608  20250911  58000.0  ...  57850.0     57455.0       PS
13  SI2509  20250911      0.0  ...   8685.0      8470.0       SI
14  SI2510  20250911   8675.0  ...   8685.0      8520.0       SI
15  SI2511  20250911   8715.0  ...   8690.0      8530.0       SI
16  SI2512  20250911   9045.0  ...   9040.0      8885.0       SI
17  SI2601  20250911   9050.0  ...   9035.0      8875.0       SI
18  SI2602  20250911   9020.0  ...   9030.0      8935.0       SI
19  SI2603  20250911   9070.0  ...   9065.0      8920.0       SI
20  SI2604  20250911   9025.0  ...   9030.0      8950.0       SI
21  SI2605  20250911   9075.0  ...   9055.0      8915.0       SI
22  SI2606  20250911   9080.0  ...   9070.0      8940.0       SI
23  SI2607  20250911   9000.0  ...   9070.0      8940.0       SI
24  SI2608  20250911   9060.0  ...   9085.0      8905.0       SI
27  LC2509  20250911  70940.0  ...  70800.0     69760.0       LC
28  LC2510  20250911  71360.0  ...  70580.0     69720.0       LC
29  LC2511  20250911  70960.0  ...  70660.0     70120.0       LC
30  LC2512  20250911  71100.0  ...  70960.0     70200.0       LC
31  LC2601  20250911  71300.0  ...  70920.0     70240.0       LC
32  LC2602  20250911  71120.0  ...  70860.0     70240.0       LC
33  LC2603  20250911  70960.0  ...  70780.0     70220.0       LC
34  LC2604  20250911  72100.0  ...  71740.0     70660.0       LC
35  LC2605  20250911  71620.0  ...  71380.0     70700.0       LC
36  LC2606  20250911  71540.0  ...  71240.0     70460.0       LC
37  LC2607  20250911  71300.0  ...  71100.0     70500.0       LC
38  LC2608  20250911  71220.0  ...  71040.0     70700.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:12,277 - future_1d - INFO - ak.get_gfex_daily('2025-09-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250911   8218.0   8351.0  ...   130736.90   8293.0      8163.0       AP
1    AP511  20250911   8070.0   8168.0  ...     6792.71   8116.0      8026.0       AP
2    AP512  20250911   8068.0   8188.0  ...     2732.08   8131.0      8050.0       AP
3    AP601  20250911   8159.0   8271.0  ...   676253.31   8214.0      8122.0       AP
4    AP603  20250911   8068.0   8162.0  ...      154.36   8124.0      8053.0       AP
5    AP604  20250911   8125.0   8171.0  ...       73.28   8142.0      8090.0       AP
6    AP605  20250911   8187.0   8255.0  ...     4121.90   8227.0      8158.0       AP
7    CF509  20250911  13360.0  13400.0  ...     3216.36  13345.0     13345.0       CF
8    CF511  20250911  13670.0  13735.0  ...   172899.42  13665.0     13645.0       CF
9    CF601  20250911  13865.0  13890.0  ...  1114391.69  13830.0     13835.0       CF
10   CF603  20250911  13810.0  13845.0  ...     1579.90  13800.0     13800.0       CF
11   CF605  20250911  13850.0  13850.0  ...   148047.50  13795.0     13795.0       CF
12   CF607  20250911  13850.0  13855.0  ...      815.05  13815.0     13815.0       CF
13   CJ509  20250911      0.0      0.0  ...        0.00   9965.0      9945.0       CJ
14   CJ512  20250911  10955.0  11225.0  ...     5656.23  11100.0     10945.0       CJ
15   CJ601  20250911  11045.0  11285.0  ...   923262.81  11185.0     10990.0       CJ
16   CJ603  20250911  11085.0  11325.0  ...    12116.31  11240.0     11045.0       CJ
17   CJ605  20250911  11150.0  11420.0  ...   149786.33  11315.0     11125.0       CJ
18   CJ607  20250911  11320.0  11540.0  ...     3393.31  11425.0     11265.0       CJ
19   CY509  20250911      0.0      0.0  ...        0.00  20180.0     20200.0       CY
20   CY510  20250911      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250911  19875.0  19960.0  ...    97202.48  19875.0     19895.0       CY
22   CY512  20250911      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250911  19960.0  19960.0  ...     1183.36  19890.0     19875.0       CY
24   CY602  20250911      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250911      0.0      0.0  ...        0.00  20240.0     20255.0       CY
26   CY604  20250911      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250911  20080.0  20080.0  ...       20.08  20080.0     20165.0       CY
28   CY606  20250911      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250911      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250911      0.0      0.0  ...        0.00  20160.0     20170.0       CY
31   FG509  20250911    991.0    991.0  ...      310.87    990.0       985.0       FG
32   FG510  20250911   1102.0   1120.0  ...   194308.98   1107.0      1100.0       FG
33   FG511  20250911   1086.0   1108.0  ...   167149.89   1095.0      1089.0       FG
34   FG512  20250911   1194.0   1208.0  ...    83621.38   1192.0      1188.0       FG
35   FG601  20250911   1182.0   1202.0  ...  3942012.78   1186.0      1179.0       FG
36   FG602  20250911   1235.0   1251.0  ...    28597.32   1235.0      1232.0       FG
37   FG603  20250911   1235.0   1252.0  ...     1254.01   1239.0      1232.0       FG
38   FG604  20250911   1285.0   1300.0  ...      501.76   1287.0      1279.0       FG
39   FG605  20250911   1277.0   1295.0  ...    69083.82   1281.0      1278.0       FG
40   FG606  20250911   1312.0   1328.0  ...     2284.84   1315.0      1307.0       FG
41   FG607  20250911   1301.0   1317.0  ...     1806.57   1305.0      1298.0       FG
42   FG608  20250911   1325.0   1343.0  ...     1266.66   1333.0      1319.0       FG
43   JR509  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250911   2242.0   2242.0  ...      247.09   2226.0      2260.0       MA
53   MA510  20250911   2306.0   2309.0  ...    90947.84   2299.0      2308.0       MA
54   MA511  20250911   2336.0   2340.0  ...   113094.85   2329.0      2333.0       MA
55   MA512  20250911   2383.0   2384.0  ...    69622.56   2372.0      2375.0       MA
56   MA601  20250911   2404.0   2409.0  ...  1180908.94   2395.0      2403.0       MA
57   MA602  20250911   2416.0   2423.0  ...    26148.38   2412.0      2411.0       MA
58   MA603  20250911   2424.0   2428.0  ...      290.00   2417.0      2417.0       MA
59   MA604  20250911   2413.0   2415.0  ...       16.86   2408.0      2404.0       MA
60   MA605  20250911   2407.0   2409.0  ...    71458.38   2396.0      2398.0       MA
61   MA606  20250911   2405.0   2406.0  ...       19.20   2400.0      2413.0       MA
62   MA607  20250911   2386.0   2386.0  ...       57.18   2383.0      2391.0       MA
63   MA608  20250911   2384.0   2384.0  ...        7.15   2384.0      2403.0       MA
64   OI509  20250911      0.0      0.0  ...        0.00  10023.0      9937.0       OI
65   OI511  20250911   9940.0  10090.0  ...   516403.28  10015.0      9985.0       OI
66   OI601  20250911   9782.0   9897.0  ...  2960863.58   9839.0      9823.0       OI
67   OI603  20250911   9643.0   9720.0  ...     1615.05   9671.0      9666.0       OI
68   OI605  20250911   9490.0   9554.0  ...   131834.25   9510.0      9541.0       OI
69   OI607  20250911   9458.0   9488.0  ...      387.68   9456.0      9479.0       OI
70   PF509  20250911      0.0      0.0  ...        0.00   6272.0      6268.0       PF
71   PF510  20250911   6382.0   6398.0  ...    51713.83   6374.0      6378.0       PF
72   PF511  20250911   6370.0   6390.0  ...   362115.37   6366.0      6362.0       PF
73   PF512  20250911   6366.0   6376.0  ...   165237.69   6350.0      6344.0       PF
74   PF601  20250911   6388.0   6410.0  ...    19883.95   6388.0      6390.0       PF
75   PF602  20250911   6404.0   6418.0  ...    42679.04   6396.0      6400.0       PF
76   PF603  20250911   6414.0   6420.0  ...       32.00   6400.0      6412.0       PF
77   PF604  20250911   6442.0   6442.0  ...       22.52   6436.0      6440.0       PF
78   PF605  20250911   6470.0   6470.0  ...       29.06   6460.0      6468.0       PF
79   PF606  20250911   6474.0   6474.0  ...        3.24   6474.0      6470.0       PF
80   PF607  20250911      0.0      0.0  ...        0.00   6502.0      6498.0       PF
81   PF608  20250911      0.0      0.0  ...        0.00   6516.0      6510.0       PF
82   PK510  20250911   7876.0   7894.0  ...   126503.71   7876.0      7876.0       PK
83   PK511  20250911   7794.0   7798.0  ...   362088.71   7776.0      7792.0       PK
84   PK512  20250911   7810.0   7822.0  ...   159865.14   7800.0      7804.0       PK
85   PK601  20250911   7842.0   7842.0  ...    24736.08   7826.0      7832.0       PK
86   PK603  20250911   7844.0   7850.0  ...       39.24   7848.0      7850.0       PK
87   PK604  20250911   7848.0   7868.0  ...       70.69   7856.0      7878.0       PK
88   PK605  20250911   7870.0   7870.0  ...     5782.58   7852.0      7870.0       PK
89   PL601  20250911   6400.0   6422.0  ...    41574.86   6406.0      6413.0       PL
90   PL602  20250911   6445.0   6451.0  ...      682.73   6441.0      6449.0       PL
91   PL603  20250911   6440.0   6440.0  ...       12.88   6440.0      6445.0       PL
92   PL604  20250911      0.0      0.0  ...        0.00   6455.0      6465.0       PL
93   PL605  20250911   6363.0   6384.0  ...       25.49   6374.0      6386.0       PL
94   PL606  20250911      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250911      0.0      0.0  ...        0.00   6450.0      6450.0       PL
96   PL608  20250911      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250911   5700.0   5700.0  ...       85.50   5700.0      5788.0       PR
104  PR510  20250911   5838.0   5862.0  ...    20785.20   5834.0      5844.0       PR
105  PR511  20250911   5840.0   5872.0  ...   299990.48   5838.0      5842.0       PR
106  PR512  20250911   5850.0   5882.0  ...   215435.62   5848.0      5854.0       PR
107  PR601  20250911   5866.0   5890.0  ...   133220.25   5856.0      5860.0       PR
108  PR602  20250911   5892.0   5892.0  ...    10366.06   5872.0      5898.0       PR
109  PR603  20250911   5894.0   5894.0  ...       26.51   5892.0      5898.0       PR
110  PR604  20250911   5912.0   5912.0  ...        8.87   5912.0      5902.0       PR
111  PR605  20250911   5920.0   5920.0  ...        8.88   5920.0      5916.0       PR
112  PR606  20250911      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250911      0.0      0.0  ...        0.00   5968.0      5970.0       PR
114  PR608  20250911      0.0      0.0  ...        0.00   5962.0      5962.0       PR
115  PX509  20250911      0.0      0.0  ...        0.00   6782.0      6768.0       PX
116  PX510  20250911   6778.0   6826.0  ...     5503.37   6786.0      6788.0       PX
117  PX511  20250911   6760.0   6808.0  ...   402333.89   6766.0      6752.0       PX
118  PX512  20250911   6738.0   6774.0  ...   105456.67   6732.0      6720.0       PX
119  PX601  20250911   6706.0   6750.0  ...    84796.19   6708.0      6702.0       PX
120  PX602  20250911   6698.0   6732.0  ...     9388.87   6698.0      6688.0       PX
121  PX603  20250911      0.0      0.0  ...        0.00   6690.0      6662.0       PX
122  PX604  20250911      0.0      0.0  ...        0.00   6700.0      6698.0       PX
123  PX605  20250911   6696.0   6716.0  ...      194.07   6692.0      6692.0       PX
124  PX606  20250911      0.0      0.0  ...        0.00   6708.0      6708.0       PX
125  PX607  20250911      0.0      0.0  ...        0.00   6722.0      6722.0       PX
126  PX608  20250911      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250911   2540.0   2550.0  ...       94.13   2544.0      2565.0       RM
134  RM511  20250911   2539.0   2559.0  ...    18579.51   2544.0      2541.0       RM
135  RM601  20250911   2538.0   2568.0  ...   871292.35   2554.0      2542.0       RM
136  RM603  20250911   2430.0   2450.0  ...    11757.57   2440.0      2432.0       RM
137  RM605  20250911   2410.0   2421.0  ...   126860.70   2411.0      2412.0       RM
138  RM607  20250911   2390.0   2403.0  ...    17730.90   2393.0      2394.0       RM
139  RM608  20250911   2487.0   2500.0  ...      239.09   2491.0      2489.0       RM
140  RS509  20250911      0.0      0.0  ...        0.00   4846.0      4852.0       RS
141  RS511  20250911   5160.0   5160.0  ...       66.66   5128.0      5176.0       RS
142  RS607  20250911   5577.0   5645.0  ...      210.97   5552.0      5559.0       RS
143  RS608  20250911      0.0      0.0  ...        0.00   5615.0      5615.0       RS
144  SA509  20250911   1153.0   1175.0  ...     2227.23   1159.0      1151.0       SA
145  SA510  20250911   1200.0   1218.0  ...   238449.29   1207.0      1199.0       SA
146  SA511  20250911   1216.0   1227.0  ...   263493.45   1217.0      1208.0       SA
147  SA512  20250911   1267.0   1286.0  ...   157105.50   1276.0      1264.0       SA
148  SA601  20250911   1281.0   1297.0  ...  2835127.00   1286.0      1271.0       SA
149  SA602  20250911   1310.0   1326.0  ...    23077.95   1312.0      1304.0       SA
150  SA603  20250911   1314.0   1331.0  ...     5226.39   1315.0      1308.0       SA
151  SA604  20250911   1352.0   1365.0  ...     3066.32   1348.0      1349.0       SA
152  SA605  20250911   1351.0   1370.0  ...   115852.04   1355.0      1351.0       SA
153  SA606  20250911   1364.0   1380.0  ...     1124.78   1365.0      1359.0       SA
154  SA607  20250911   1369.0   1380.0  ...      843.15   1369.0      1361.0       SA
155  SA608  20250911   1388.0   1399.0  ...      658.23   1389.0      1383.0       SA
156  SF509  20250911   5470.0   5470.0  ...      431.63   5464.0      5464.0       SF
157  SF510  20250911   5468.0   5506.0  ...    68550.10   5472.0      5472.0       SF
158  SF511  20250911   5640.0   5674.0  ...   354891.96   5640.0      5636.0       SF
159  SF512  20250911   5600.0   5624.0  ...    62789.08   5596.0      5596.0       SF
160  SF601  20250911   5610.0   5630.0  ...    97817.07   5600.0      5594.0       SF
161  SF602  20250911   5584.0   5600.0  ...    21233.35   5552.0      5548.0       SF
162  SF603  20250911   5736.0   5746.0  ...     1550.04   5720.0      5750.0       SF
163  SF604  20250911   5726.0   5734.0  ...       14.29   5718.0      5706.0       SF
164  SF605  20250911   5700.0   5746.0  ...     4279.46   5702.0      5704.0       SF
165  SF606  20250911   5690.0   5690.0  ...       19.85   5672.0      5670.0       SF
166  SF607  20250911   5836.0   5836.0  ...        5.83   5828.0      5816.0       SF
167  SF608  20250911   5758.0   5758.0  ...        8.63   5752.0      5734.0       SF
168  SH509  20250911      0.0      0.0  ...        0.00   2828.0      2811.0       SH
169  SH510  20250911   2565.0   2588.0  ...   212640.48   2565.0      2559.0       SH
170  SH511  20250911   2566.0   2601.0  ...   644483.99   2576.0      2562.0       SH
171  SH512  20250911   2587.0   2619.0  ...   305183.74   2597.0      2583.0       SH
172  SH601  20250911   2578.0   2605.0  ...  2327161.35   2587.0      2571.0       SH
173  SH602  20250911   2600.0   2623.0  ...    42346.45   2604.0      2591.0       SH
174  SH603  20250911   2620.0   2637.0  ...     3140.93   2624.0      2609.0       SH
175  SH604  20250911   2656.0   2677.0  ...      415.93   2666.0      2653.0       SH
176  SH605  20250911   2671.0   2687.0  ...    17480.75   2675.0      2664.0       SH
177  SH606  20250911   2690.0   2695.0  ...      258.12   2689.0      2673.0       SH
178  SH607  20250911   2683.0   2683.0  ...       64.20   2675.0      2666.0       SH
179  SH608  20250911   2692.0   2694.0  ...       72.56   2687.0      2678.0       SH
180  SM509  20250911   5770.0   5788.0  ...     1560.75   5770.0      5726.0       SM
181  SM510  20250911   5782.0   5808.0  ...   126885.05   5774.0      5772.0       SM
182  SM511  20250911   5832.0   5876.0  ...   162072.81   5848.0      5830.0       SM
183  SM512  20250911   5880.0   5882.0  ...    71142.16   5854.0      5852.0       SM
184  SM601  20250911   5862.0   5890.0  ...   435829.94   5860.0      5852.0       SM
185  SM602  20250911   5874.0   5892.0  ...    59756.59   5864.0      5840.0       SM
186  SM603  20250911   5898.0   5898.0  ...       91.12   5880.0      5878.0       SM
187  SM604  20250911   5890.0   5890.0  ...       11.77   5884.0      5898.0       SM
188  SM605  20250911   5910.0   5922.0  ...     3697.01   5896.0      5900.0       SM
189  SM606  20250911   5902.0   5908.0  ...        8.85   5900.0      5888.0       SM
190  SM607  20250911   5888.0   5916.0  ...       17.72   5906.0      5882.0       SM
191  SM608  20250911   5950.0   5950.0  ...        8.90   5930.0      5898.0       SM
192  SR509  20250911   5530.0   5530.0  ...      602.29   5526.0      5522.0       SR
193  SR511  20250911   5551.0   5573.0  ...   145543.24   5554.0      5539.0       SR
194  SR601  20250911   5545.0   5558.0  ...   861291.03   5542.0      5534.0       SR
195  SR603  20250911   5521.0   5541.0  ...     2222.32   5528.0      5520.0       SR
196  SR605  20250911   5520.0   5528.0  ...    30964.28   5516.0      5508.0       SR
197  SR607  20250911   5498.0   5524.0  ...     1482.67   5512.0      5503.0       SR
198  TA509  20250911   4598.0   4622.0  ...     2342.24   4602.0      4598.0       TA
199  TA510  20250911   4670.0   4682.0  ...   136416.66   4660.0      4662.0       TA
200  TA511  20250911   4666.0   4696.0  ...   191884.64   4672.0      4670.0       TA
201  TA512  20250911   4690.0   4706.0  ...    83468.17   4682.0      4678.0       TA
202  TA601  20250911   4690.0   4712.0  ...  1036039.18   4688.0      4686.0       TA
203  TA602  20250911   4698.0   4714.0  ...    15776.34   4694.0      4694.0       TA
204  TA603  20250911   4708.0   4708.0  ...       23.53   4708.0      4712.0       TA
205  TA604  20250911      0.0      0.0  ...        0.00   4722.0      4722.0       TA
206  TA605  20250911   4728.0   4742.0  ...    17213.69   4720.0      4716.0       TA
207  TA606  20250911      0.0      0.0  ...        0.00   4734.0      4734.0       TA
208  TA607  20250911      0.0      0.0  ...        0.00   4744.0      4744.0       TA
209  TA608  20250911   4768.0   4768.0  ...        2.38   4768.0      4744.0       TA
210  UR509  20250911   1601.0   1605.0  ...      833.35   1603.0      1616.0       UR
211  UR510  20250911   1635.0   1638.0  ...    53972.22   1620.0      1639.0       UR
212  UR511  20250911   1659.0   1665.0  ...    51115.35   1659.0      1671.0       UR
213  UR512  20250911   1664.0   1671.0  ...    16972.26   1666.0      1675.0       UR
214  UR601  20250911   1669.0   1676.0  ...   419032.87   1672.0      1679.0       UR
215  UR602  20250911   1673.0   1677.0  ...      308.00   1674.0      1679.0       UR
216  UR603  20250911   1720.0   1724.0  ...       34.41   1720.0      1728.0       UR
217  UR604  20250911   1721.0   1722.0  ...       13.77   1721.0      1728.0       UR
218  UR605  20250911   1721.0   1725.0  ...    13509.66   1721.0      1729.0       UR
219  UR606  20250911   1718.0   1721.0  ...      109.98   1718.0      1723.0       UR
220  UR607  20250911   1749.0   1750.0  ...       76.87   1747.0      1755.0       UR
221  UR608  20250911   1745.0   1745.0  ...       20.90   1742.0      1746.0       UR
222  WH509  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:12,549 - future_1d - INFO - ak.get_czce_daily('2025-09-11') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250911  ...   80090      79730      CU
1        1      CU2510  20250911  ...   80080      79680      CU
2        2      CU2511  20250911  ...   80080      79670      CU
3        3      CU2512  20250911  ...   80050      79640      CU
4        4      CU2601  20250911  ...   80040      79610      CU
5        5      CU2602  20250911  ...   80040      79570      CU
6        6      CU2603  20250911  ...   80060      79590      CU
7        7      CU2604  20250911  ...   80150      79690      CU
8        8      CU2605  20250911  ...   80130      79660      CU
9        9      CU2606  20250911  ...   80150      79700      CU
10      10      CU2607  20250911  ...   80150      79790      CU
11      11      CU2608  20250911  ...   80140      79740      CU
12      12      BC2509  20250911  ...   70500      70500      BC
13      13      BC2510  20250911  ...   71180      70820      BC
14      14      BC2511  20250911  ...   71150      70800      BC
15      15      BC2512  20250911  ...   70790      70790      BC
16      16      BC2601  20250911  ...   71300      70880      BC
17      17      BC2602  20250911  ...   70900      70900      BC
18      18      BC2603  20250911  ...   71560      70050      BC
19      19      BC2604  20250911  ...   71200      71200      BC
20      20      BC2605  20250911  ...   71170      71170      BC
21      21      BC2606  20250911  ...   70710      70700      BC
22      22      BC2607  20250911  ...   70900      70900      BC
23      23      BC2608  20250911  ...   70800      70800      BC
24      24      AL2509  20250911  ...   20845      20765      AL
25      25      AL2510  20250911  ...   20850      20785      AL
26      26      AL2511  20250911  ...   20840      20770      AL
27      27      AL2512  20250911  ...   20815      20745      AL
28      28      AL2601  20250911  ...   20800      20730      AL
29      29      AL2602  20250911  ...   20795      20730      AL
30      30      AL2603  20250911  ...   20820      20755      AL
31      31      AL2604  20250911  ...   20855      20780      AL
32      32      AL2605  20250911  ...   20865      20805      AL
33      33      AL2606  20250911  ...   20865      20795      AL
34      34      AL2607  20250911  ...   20875      20800      AL
35      35      AL2608  20250911  ...   20870      20810      AL
36      36      ZN2509  20250911  ...   22190      22115      ZN
37      37      ZN2510  20250911  ...   22225      22170      ZN
38      38      ZN2511  20250911  ...   22235      22175      ZN
39      39      ZN2512  20250911  ...   22250      22185      ZN
40      40      ZN2601  20250911  ...   22255      22205      ZN
41      41      ZN2602  20250911  ...   22265      22200      ZN
42      42      ZN2603  20250911  ...   22265      22230      ZN
43      43      ZN2604  20250911  ...   22310      22245      ZN
44      44      ZN2605  20250911  ...   22305      22255      ZN
45      45      ZN2606  20250911  ...   22305      22285      ZN
46      46      ZN2607  20250911  ...   22335      22270      ZN
47      47      ZN2608  20250911  ...   22350      22280      ZN
48      48      PB2509  20250911  ...   16795      16805      PB
49      49      PB2510  20250911  ...   16860      16840      PB
50      50      PB2511  20250911  ...   16865      16850      PB
51      51      PB2512  20250911  ...   16885      16870      PB
52      52      PB2601  20250911  ...   16910      16880      PB
53      53      PB2602  20250911  ...   16895      16945      PB
54      54      PB2603  20250911  ...   16910      16910      PB
55      55      PB2604  20250911  ...   16910      16945      PB
56      56      PB2605  20250911  ...   16925      16945      PB
57      57      PB2606  20250911  ...   16935      17030      PB
58      58      PB2607  20250911  ...   16945      17020      PB
59      59      PB2608  20250911  ...   16965      17060      PB
60      60      NI2509  20250911  ...  120260     120110      NI
61      61      NI2510  20250911  ...  120450     120490      NI
62      62      NI2511  20250911  ...  120600     120660      NI
63      63      NI2512  20250911  ...  120780     120870      NI
64      64      NI2601  20250911  ...  121000     121080      NI
65      65      NI2602  20250911  ...  121260     121360      NI
66      66      NI2603  20250911  ...  121390     121570      NI
67      67      NI2604  20250911  ...  121710     121760      NI
68      68      NI2605  20250911  ...  121760     121960      NI
69      69      NI2606  20250911  ...  122050     122270      NI
70      70      NI2607  20250911  ...  122410     122470      NI
71      71      NI2608  20250911  ...  122670     122910      NI
72      72      SN2509  20250911  ...  270340     268520      SN
73      73      SN2510  20250911  ...  271410     269480      SN
74      74      SN2511  20250911  ...  271610     269720      SN
75      75      SN2512  20250911  ...  271690     269940      SN
76      76      SN2601  20250911  ...  271500     270340      SN
77      77      SN2602  20250911  ...  271650     270030      SN
78      78      SN2603  20250911  ...  271120     270300      SN
79      79      SN2604  20250911  ...  272180     270750      SN
80      80      SN2605  20250911  ...  272460     271250      SN
81      81      SN2606  20250911  ...  271900     269320      SN
82      82      SN2607  20250911  ...  273090     270950      SN
83      83      SN2608  20250911  ...  272370     271420      SN
84      84      AO2509  20250911  ...    2904       2869      AO
85      85      AO2510  20250911  ...    2918       2905      AO
86      86      AO2511  20250911  ...    2920       2909      AO
87      87      AO2512  20250911  ...    2931       2913      AO
88      88      AO2601  20250911  ...    2940       2922      AO
89      89      AO2602  20250911  ...    2947       2932      AO
90      90      AO2603  20250911  ...    3008       2995      AO
91      91      AO2604  20250911  ...    3015       3008      AO
92      92      AO2605  20250911  ...    3025       3010      AO
93      93      AO2606  20250911  ...    3034       3023      AO
94      94      AO2607  20250911  ...    3048       3033      AO
95      95      AO2608  20250911  ...    3063       3054      AO
96      96      AD2511  20250911  ...   20410      20350      AD
97      97      AD2512  20250911  ...   20430      20355      AD
98      98      AD2601  20250911  ...   20410      20355      AD
99      99      AD2602  20250911  ...   20395      20360      AD
100    100      AD2603  20250911  ...   20405      20360      AD
101    101      AD2604  20250911  ...   20240      20240      AD
102    102      AD2605  20250911  ...   20325      20265      AD
103    103      AD2606  20250911  ...   20155      20155      AD
104    104      AD2607  20250911  ...   20150      20150      AD
105    105      AD2608  20250911  ...   20170      20170      AD
106    106      AU2509  20250911  ...   832.5     853.28      AU
107    107      AU2510  20250911  ...  833.38     833.38      AU
108    108      AU2511  20250911  ...  834.64     835.86      AU
109    109      AU2512  20250911  ...  835.48     835.82      AU
110    110      AU2602  20250911  ...  838.02     838.18      AU
111    111      AU2604  20250911  ...   839.8     840.72      AU
112    112      AU2606  20250911  ...  842.34     843.26      AU
113    113      AU2608  20250911  ...  844.48      845.5      AU
114    114      AG2509  20250911  ...    9785       9779      AG
115    115      AG2510  20250911  ...    9804       9771      AG
116    116      AG2511  20250911  ...    9815       9788      AG
117    117      AG2512  20250911  ...    9824       9794      AG
118    118      AG2601  20250911  ...    9837       9804      AG
119    119      AG2602  20250911  ...    9848       9816      AG
120    120      AG2603  20250911  ...    9860       9830      AG
121    121      AG2604  20250911  ...    9875       9840      AG
122    122      AG2605  20250911  ...    9893       9857      AG
123    123      AG2606  20250911  ...    9906       9866      AG
124    124      AG2607  20250911  ...    9922       9914      AG
125    125      AG2608  20250911  ...    9938       9905      AG
126    126      RB2509  20250911  ...    2941       2950      RB
127    127      RB2510  20250911  ...    3013       3025      RB
128    128      RB2511  20250911  ...    3034       3045      RB
129    129      RB2512  20250911  ...    3081       3089      RB
130    130      RB2601  20250911  ...    3101       3108      RB
131    131      RB2602  20250911  ...    3098       3107      RB
132    132      RB2603  20250911  ...    3112       3116      RB
133    133      RB2604  20250911  ...    3136       3140      RB
134    134      RB2605  20250911  ...    3150       3154      RB
135    135      RB2606  20250911  ...    3166       3165      RB
136    136      RB2607  20250911  ...    3179       3183      RB
137    137      RB2608  20250911  ...    3192       3190      RB
138    138      WR2509  20250911  ...    3342       3342      WR
139    139      WR2510  20250911  ...    3282       3280      WR
140    140      WR2511  20250911  ...    3302       3302      WR
141    141      WR2512  20250911  ...    3324       3324      WR
142    142      WR2601  20250911  ...    3377       3390      WR
143    143      WR2602  20250911  ...    3358       3337      WR
144    144      WR2603  20250911  ...    3338       3338      WR
145    145      WR2604  20250911  ...    3389       3399      WR
146    146      WR2605  20250911  ...    3414       3414      WR
147    147      WR2606  20250911  ...    3372       3375      WR
148    148      WR2607  20250911  ...    3390       3390      WR
149    149      WR2608  20250911  ...    3410       3414      WR
150    150      HC2509  20250911  ...    3396       3396      HC
151    151      HC2510  20250911  ...    3379       3370      HC
152    152      HC2511  20250911  ...    3365       3357      HC
153    153      HC2512  20250911  ...    3354       3350      HC
154    154      HC2601  20250911  ...    3342       3335      HC
155    155      HC2602  20250911  ...    3339       3339      HC
156    156      HC2603  20250911  ...    3344       3342      HC
157    157      HC2604  20250911  ...    3346       3346      HC
158    158      HC2605  20250911  ...    3347       3346      HC
159    159      HC2606  20250911  ...    3354       3359      HC
160    160      HC2607  20250911  ...    3357       3340      HC
161    161      HC2608  20250911  ...    3358       3358      HC
162    162      SS2509  20250911  ...   12800      12800      SS
163    163      SS2510  20250911  ...   12810      12825      SS
164    164      SS2511  20250911  ...   12895      12915      SS
165    165      SS2512  20250911  ...   12930      12955      SS
166    166      SS2601  20250911  ...   12990      13005      SS
167    167      SS2602  20250911  ...   13030      13060      SS
168    168      SS2603  20250911  ...   13110      13120      SS
169    169      SS2604  20250911  ...   13175      13190      SS
170    170      SS2605  20250911  ...   13245      13265      SS
171    171      SS2606  20250911  ...   13305      13320      SS
172    172      SS2607  20250911  ...   13370      13370      SS
173    173      SS2608  20250911  ...   13400      13400      SS
174    174      SC2510  20250911  ...   488.7      486.1      SC
175    175      SC2511  20250911  ...   489.4      485.7      SC
176    176      SC2512  20250911  ...   488.1      484.6      SC
177    177      SC2601  20250911  ...   487.1      484.5      SC
178    178      SC2602  20250911  ...     486      483.7      SC
179    179      SC2603  20250911  ...   484.7      482.6      SC
180    180      SC2604  20250911  ...   484.5      481.6      SC
181    181      SC2605  20250911  ...   483.3      481.5      SC
182    182      SC2606  20250911  ...   484.5      477.9      SC
183    183      SC2607  20250911  ...   483.7      480.9      SC
184    184      SC2608  20250911  ...     482      475.5      SC
185    185      SC2609  20250911  ...   480.8      474.4      SC
186    186      SC2612  20250911  ...   477.9      467.3      SC
187    187      SC2703  20250911  ...   472.1      462.1      SC
188    188      SC2706  20250911  ...   471.5      460.7      SC
189    189      SC2709  20250911  ...   471.3      461.3      SC
190    190      SC2712  20250911  ...     469        461      SC
191    191      SC2803  20250911  ...   468.2      459.5      SC
192    192      SC2806  20250911  ...   466.7      461.5      SC
193    193      SC2809  20250911  ...     462      458.1      SC
194    194      LU2510  20250911  ...    3343       3368      LU
195    195      LU2511  20250911  ...    3370       3392      LU
196    196      LU2512  20250911  ...    3362       3382      LU
197    197      LU2601  20250911  ...    3358       3378      LU
198    198      LU2602  20250911  ...    3338       3358      LU
199    199      LU2603  20250911  ...    3334       3354      LU
200    200      LU2604  20250911  ...    3339       3349      LU
201    201      LU2605  20250911  ...    3323       3341      LU
202    202      LU2606  20250911  ...    3316       3339      LU
203    203      LU2607  20250911  ...    3321       3335      LU
204    204      LU2608  20250911  ...    3316       3324      LU
205    205      LU2609  20250911  ...    3314       3329      LU
206    206      FU2510  20250911  ...    2833       2828      FU
207    207      FU2511  20250911  ...    2824       2822      FU
208    208      FU2512  20250911  ...    2803       2802      FU
209    209      FU2601  20250911  ...    2793       2789      FU
210    210      FU2602  20250911  ...    2777       2771      FU
211    211      FU2603  20250911  ...    2766       2759      FU
212    212      FU2604  20250911  ...    2759       2757      FU
213    213      FU2605  20250911  ...    2749       2742      FU
214    214      FU2606  20250911  ...    2741       2735      FU
215    215      FU2607  20250911  ...    2727       2724      FU
216    216      FU2608  20250911  ...    2722       2717      FU
217    217      FU2609  20250911  ...    2700       2696      FU
218    218      BU2509  20250911  ...    3423       3404      BU
219    219      BU2510  20250911  ...    3470       3456      BU
220    220      BU2511  20250911  ...    3459       3437      BU
221    221      BU2512  20250911  ...    3411       3392      BU
222    222      BU2601  20250911  ...    3385       3365      BU
223    223      BU2602  20250911  ...    3382       3364      BU
224    224      BU2603  20250911  ...    3388       3369      BU
225    225      BU2604  20250911  ...    3382       3348      BU
226    226      BU2605  20250911  ...    3388       3357      BU
227    227      BU2606  20250911  ...    3379       3353      BU
228    228      BU2607  20250911  ...    3381       3358      BU
229    229      BU2608  20250911  ...    3359       3340      BU
230    230      BU2609  20250911  ...    3372       3346      BU
231    231      BU2612  20250911  ...    3325       3307      BU
232    232      BU2703  20250911  ...    3327       3293      BU
233    233      BU2706  20250911  ...    3331       3321      BU
234    234      BR2509  20250911  ...   11850      11850      BR
235    235      BR2510  20250911  ...   11665      11720      BR
236    236      BR2511  20250911  ...   11630      11705      BR
237    237      BR2512  20250911  ...   11615      11690      BR
238    238      BR2601  20250911  ...   11630      11700      BR
239    239      BR2602  20250911  ...   11735      11735      BR
240    240      BR2603  20250911  ...   11665      11705      BR
241    241      BR2604  20250911  ...   11680      11710      BR
242    242      BR2605  20250911  ...   11700      11745      BR
243    243      BR2606  20250911  ...   11715      11815      BR
244    244      BR2607  20250911  ...   11780      12000      BR
245    245      BR2608  20250911  ...   11915      11915      BR
246    246      RU2509  20250911  ...   14825      14975      RU
247    247      RU2510  20250911  ...   14955      15050      RU
248    248      RU2511  20250911  ...   14940      15005      RU
249    249      RU2601  20250911  ...   15880      15955      RU
250    250      RU2603  20250911  ...   15880      15970      RU
251    251      RU2604  20250911  ...   15895      15960      RU
252    252      RU2605  20250911  ...   15910      15995      RU
253    253      RU2606  20250911  ...   15925      16030      RU
254    254      RU2607  20250911  ...   15980      16045      RU
255    255      RU2608  20250911  ...   15970      16065      RU
256    256      NR2509  20250911  ...   12645      12645      NR
257    257      NR2510  20250911  ...   12550      12660      NR
258    258      NR2511  20250911  ...   12600      12715      NR
259    259      NR2512  20250911  ...   12640      12760      NR
260    260      NR2601  20250911  ...   12685      12800      NR
261    261      NR2602  20250911  ...   12685      12825      NR
262    262      NR2603  20250911  ...   12685      12795      NR
263    263      NR2604  20250911  ...   12730      12815      NR
264    264      NR2605  20250911  ...   12745      12840      NR
265    265      NR2606  20250911  ...   12700      13000      NR
266    266      NR2607  20250911  ...   12715      13045      NR
267    267      NR2608  20250911  ...   12760      12865      NR
268    268      SP2509  20250911  ...    4948       4872      SP
269    269      SP2510  20250911  ...    4974       4890      SP
270    270      SP2511  20250911  ...    4994       4928      SP
271    271      SP2512  20250911  ...    5014       4942      SP
272    272      SP2601  20250911  ...    5280       5226      SP
273    273      SP2602  20250911  ...    5276       5226      SP
274    274      SP2603  20250911  ...    5280       5214      SP
275    275      SP2604  20250911  ...    5278       5228      SP
276    276      SP2605  20250911  ...    5294       5234      SP
277    277      SP2606  20250911  ...    5290       5244      SP
278    278      SP2607  20250911  ...    5286       5254      SP
279    279      SP2608  20250911  ...    5292       5258      SP
280    280      OP2601  20250911  ...    4254       4238      OP
281    281      OP2602  20250911  ...    4246       4216      OP
282    282      OP2603  20250911  ...    4274       4196      OP
283    283      OP2604  20250911  ...    4282       4224      OP
284    284      OP2605  20250911  ...    4278       4236      OP
285    285      OP2606  20250911  ...    4250       4262      OP
286    286      OP2607  20250911  ...    4270       4246      OP
287    287      OP2608  20250911  ...    4278       4260      OP
288    288      EC2510  20250911  ...    1222     1270.9      EC
289    289      EC2512  20250911  ...  1633.3     1677.3      EC
290    290      EC2602  20250911  ...  1509.2     1525.2      EC
291    291      EC2604  20250911  ...  1245.9     1252.1      EC
292    292      EC2606  20250911  ...  1429.4     1438.6      EC
293    293      EC2608  20250911  ...  1605.4     1609.3      EC
294    294  SC_TAS2510  20250911  ...                     SC_TAS
295    295  SC_TAS2511  20250911  ...                     SC_TAS
296    296  SC_TAS2512  20250911  ...                     SC_TAS
297    297  SC_TAS2601  20250911  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 18:26:12,661 - future_1d - INFO - ak.get_shfe_daily('2025-09-11') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250911      0.00  ...   4040.00     4040.00        A
1     a2511  20250911   3905.00  ...   3926.00     3935.00        A
2     a2601  20250911   3919.00  ...   3930.00     3936.00        A
3     a2603  20250911   3922.00  ...   3934.00     3938.00        A
4     a2605  20250911   3964.00  ...   3977.00     3983.00        A
5     a2607  20250911   3967.00  ...   3981.00     3985.00        A
6     b2509  20250911      0.00  ...   3681.00     3681.00        B
7     b2510  20250911   3670.00  ...   3702.00     3684.00        B
8     b2511  20250911   3700.00  ...   3726.00     3722.00        B
9     b2512  20250911   3746.00  ...   3761.00     3761.00        B
10    b2601  20250911   3746.00  ...   3761.00     3762.00        B
11    b2602  20250911   3731.00  ...   3744.00     3746.00        B
12    b2603  20250911   3684.00  ...   3705.00     3692.00        B
13    b2604  20250911   3570.00  ...   3584.00     3584.00        B
14    b2605  20250911   3500.00  ...   3500.00     3505.00        B
15    b2606  20250911   3467.00  ...   3467.00     3478.00        B
16    b2607  20250911   3471.00  ...   3467.00     3482.00        B
17    b2608  20250911   3568.00  ...   3566.00     3578.00        B
18   bb2509  20250911    144.15  ...    144.15      136.00       BB
19   bb2511  20250911    141.50  ...    142.05      142.05       BB
20   bb2601  20250911    147.05  ...    146.80      147.60       BB
21   bb2603  20250911    146.85  ...    146.90      147.15       BB
22   bb2605  20250911      0.00  ...    141.90      142.10       BB
23   bb2607  20250911      0.00  ...    146.70      146.90       BB
24   bz2603  20250911   6028.00  ...   6034.00     6012.00       BZ
25   bz2604  20250911   6013.00  ...   6011.00     5992.00       BZ
26   bz2605  20250911      0.00  ...   6011.00     6011.00       BZ
27   bz2606  20250911   6005.00  ...   6005.00     6002.00       BZ
28   bz2607  20250911      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250911   5969.00  ...   5969.00     6005.00       BZ
30    c2509  20250911   2345.00  ...   2345.00     2285.00        C
31    c2511  20250911   2199.00  ...   2199.00     2199.00        C
32    c2601  20250911   2170.00  ...   2169.00     2174.00        C
33    c2603  20250911   2186.00  ...   2183.00     2188.00        C
34    c2605  20250911   2240.00  ...   2237.00     2241.00        C
35    c2607  20250911   2255.00  ...   2252.00     2254.00        C
36   cs2509  20250911      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250911   2489.00  ...   2481.00     2491.00       CS
38   cs2601  20250911   2502.00  ...   2498.00     2504.00       CS
39   cs2603  20250911   2507.00  ...   2505.00     2510.00       CS
40   cs2605  20250911   2583.00  ...   2583.00     2589.00       CS
41   cs2607  20250911   2587.00  ...   2588.00     2589.00       CS
42   eb2509  20250911      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250911   7070.00  ...   7083.00     7059.00       EB
44   eb2511  20250911   7088.00  ...   7093.00     7070.00       EB
45   eb2512  20250911   7085.00  ...   7098.00     7079.00       EB
46   eb2601  20250911   7101.00  ...   7119.00     7101.00       EB
47   eb2602  20250911   7130.00  ...   7138.00     7129.00       EB
48   eb2603  20250911   7170.00  ...   7172.00     7157.00       EB
49   eb2604  20250911   7205.00  ...   7195.00     7189.00       EB
50   eb2605  20250911   7215.00  ...   7211.00     7200.00       EB
51   eb2606  20250911   7214.00  ...   7214.00     7204.00       EB
52   eb2607  20250911      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250911      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250911   4408.00  ...   4408.00     4343.00       EG
55   eg2510  20250911   4350.00  ...   4326.00     4347.00       EG
56   eg2511  20250911   4329.00  ...   4301.00     4332.00       EG
57   eg2512  20250911   4316.00  ...   4306.00     4322.00       EG
58   eg2601  20250911   4320.00  ...   4306.00     4320.00       EG
59   eg2602  20250911   4314.00  ...   4308.00     4323.00       EG
60   eg2603  20250911   4316.00  ...   4311.00     4323.00       EG
61   eg2604  20250911   4341.00  ...   4337.00     4350.00       EG
62   eg2605  20250911   4356.00  ...   4348.00     4354.00       EG
63   eg2606  20250911      0.00  ...   4357.00     4357.00       EG
64   eg2607  20250911      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250911      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250911      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250911   1271.50  ...   1272.50     1272.50       FB
68   fb2511  20250911   1270.00  ...   1263.00     1261.50       FB
69   fb2512  20250911   1260.00  ...   1259.00     1256.50       FB
70   fb2601  20250911   1245.00  ...   1250.50     1250.00       FB
71   fb2602  20250911   1237.00  ...   1243.00     1239.00       FB
72   fb2603  20250911   1250.50  ...   1246.50     1252.00       FB
73   fb2604  20250911      0.00  ...   1250.00     1250.00       FB
74   fb2605  20250911      0.00  ...   1318.50     1318.50       FB
75   fb2606  20250911      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250911      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250911      0.00  ...   1296.00     1296.00       FB
78    i2509  20250911    858.00  ...    845.50      847.50        I
79    i2510  20250911    823.50  ...    819.50      823.50        I
80    i2511  20250911    821.00  ...    814.00      816.50        I
81    i2512  20250911    814.50  ...    809.50      811.50        I
82    i2601  20250911    804.50  ...    800.00      802.00        I
83    i2602  20250911    801.00  ...    794.00      796.00        I
84    i2603  20250911    795.50  ...    789.00      790.50        I
85    i2604  20250911    791.00  ...    784.00      786.00        I
86    i2605  20250911    780.00  ...    777.00      777.50        I
87    i2606  20250911    777.50  ...    771.50      771.00        I
88    i2607  20250911    772.50  ...    766.50      767.50        I
89    i2608  20250911    768.00  ...    762.50      762.00        I
90    j2509  20250911      0.00  ...   1512.50     1512.50        J
91    j2510  20250911   1507.00  ...   1514.50     1499.50        J
92    j2511  20250911   1539.00  ...   1550.50     1533.50        J
93    j2512  20250911   1583.00  ...   1582.00     1572.50        J
94    j2601  20250911   1605.00  ...   1618.50     1601.00        J
95    j2602  20250911   1632.50  ...   1638.50     1618.00        J
96    j2603  20250911   1651.50  ...   1658.00     1660.00        J
97    j2604  20250911   1729.00  ...   1728.00     1720.50        J
98    j2605  20250911   1724.00  ...   1748.50     1726.00        J
99    j2606  20250911   1750.50  ...   1750.50     1761.00        J
100   j2607  20250911   1754.50  ...   1763.50     1727.00        J
101   j2608  20250911      0.00  ...   1763.00     1763.00        J
102  jd2509  20250911   3000.00  ...   3083.00     3037.00       JD
103  jd2510  20250911   3029.00  ...   3036.00     3032.00       JD
104  jd2511  20250911   3021.00  ...   3039.00     3040.00       JD
105  jd2512  20250911   3177.00  ...   3170.00     3198.00       JD
106  jd2601  20250911   3352.00  ...   3350.00     3373.00       JD
107  jd2602  20250911   3107.00  ...   3110.00     3116.00       JD
108  jd2603  20250911   3131.00  ...   3124.00     3131.00       JD
109  jd2604  20250911   3315.00  ...   3318.00     3327.00       JD
110  jd2605  20250911   3458.00  ...   3460.00     3467.00       JD
111  jd2606  20250911   3269.00  ...   3269.00     3270.00       JD
112  jd2607  20250911   3495.00  ...   3491.00     3494.00       JD
113  jd2608  20250911   3917.00  ...   3913.00     3916.00       JD
114  jm2509  20250911    953.50  ...    977.50      969.00       JM
115  jm2510  20250911    958.00  ...    966.00      952.50       JM
116  jm2511  20250911   1009.00  ...   1022.50     1007.00       JM
117  jm2512  20250911   1065.00  ...   1080.50     1064.00       JM
118  jm2601  20250911   1117.50  ...   1134.50     1115.50       JM
119  jm2602  20250911   1142.00  ...   1161.00     1140.50       JM
120  jm2603  20250911   1162.00  ...   1181.00     1158.00       JM
121  jm2604  20250911   1181.00  ...   1202.50     1174.50       JM
122  jm2605  20250911   1195.00  ...   1220.50     1189.00       JM
123  jm2606  20250911   1213.50  ...   1238.00     1203.50       JM
124  jm2607  20250911   1224.00  ...   1249.50     1213.00       JM
125  jm2608  20250911   1245.00  ...   1260.00     1226.00       JM
126   l2509  20250911   7142.00  ...   7135.00     7165.00        L
127   l2510  20250911   7191.00  ...   7194.00     7205.00        L
128   l2511  20250911   7208.00  ...   7206.00     7219.00        L
129   l2512  20250911   7218.00  ...   7213.00     7230.00        L
130   l2601  20250911   7222.00  ...   7216.00     7233.00        L
131   l2602  20250911   7215.00  ...   7210.00     7227.00        L
132   l2603  20250911      0.00  ...   7227.00     7227.00        L
133   l2604  20250911   7260.00  ...   7237.00     7259.00        L
134   l2605  20250911   7235.00  ...   7225.00     7243.00        L
135   l2606  20250911      0.00  ...   7228.00     7228.00        L
136   l2607  20250911   7236.00  ...   7236.00     7251.00        L
137   l2608  20250911   7248.00  ...   7254.00     7269.00        L
138  lg2509  20250911    773.00  ...    770.00      773.00       LG
139  lg2511  20250911    807.00  ...    804.50      805.00       LG
140  lg2601  20250911    820.00  ...    818.50      819.50       LG
141  lg2603  20250911    823.50  ...    824.50      825.50       LG
142  lg2605  20250911    830.50  ...    829.50      830.00       LG
143  lg2607  20250911    832.00  ...    832.50      831.50       LG
144  lh2509  20250911  13030.00  ...  13090.00    13190.00       LH
145  lh2511  20250911  13350.00  ...  13315.00    13315.00       LH
146  lh2601  20250911  13785.00  ...  13735.00    13730.00       LH
147  lh2603  20250911  13045.00  ...  13010.00    13010.00       LH
148  lh2605  20250911  13550.00  ...  13520.00    13520.00       LH
149  lh2607  20250911  14300.00  ...  14310.00    14240.00       LH
150   m2509  20250911      0.00  ...   3031.00     3031.00        M
151   m2511  20250911   3025.00  ...   3040.00     3031.00        M
152   m2512  20250911   3080.00  ...   3090.00     3080.00        M
153   m2601  20250911   3067.00  ...   3075.00     3064.00        M
154   m2603  20250911   2996.00  ...   2997.00     2991.00        M
155   m2605  20250911   2801.00  ...   2802.00     2799.00        M
156   m2607  20250911   2780.00  ...   2783.00     2778.00        M
157   m2608  20250911   2906.00  ...   2908.00     2907.00        M
158   p2509  20250911      0.00  ...   9446.00     9446.00        P
159   p2510  20250911   9262.00  ...   9222.00     9320.00        P
160   p2511  20250911   9236.00  ...   9236.00     9314.00        P
161   p2512  20250911   9262.00  ...   9264.00     9326.00        P
162   p2601  20250911   9280.00  ...   9274.00     9340.00        P
163   p2602  20250911   9246.00  ...   9222.00     9284.00        P
164   p2603  20250911   9220.00  ...   9212.00     9290.00        P
165   p2604  20250911   9164.00  ...   9156.00     9200.00        P
166   p2605  20250911   9064.00  ...   9062.00     9126.00        P
167   p2606  20250911   8970.00  ...   8968.00     9030.00        P
168   p2607  20250911   8900.00  ...   8868.00     8942.00        P
169   p2608  20250911   8812.00  ...   8800.00     8910.00        P
170  pg2509  20250911   3780.00  ...   3780.00     3706.00       PG
171  pg2510  20250911   4462.00  ...   4453.00     4437.00       PG
172  pg2511  20250911   4406.00  ...   4410.00     4389.00       PG
173  pg2512  20250911   4356.00  ...   4352.00     4328.00       PG
174  pg2601  20250911   4284.00  ...   4289.00     4270.00       PG
175  pg2602  20250911   4207.00  ...   4219.00     4194.00       PG
176  pg2603  20250911   4121.00  ...   4132.00     4105.00       PG
177  pg2604  20250911   4451.00  ...   4467.00     4437.00       PG
178  pg2605  20250911   4364.00  ...   4389.00     4358.00       PG
179  pg2606  20250911   4305.00  ...   4305.00     4288.00       PG
180  pg2607  20250911   4246.00  ...   4251.00     4255.00       PG
181  pg2608  20250911   4185.00  ...   4187.00     4163.00       PG
182  pp2509  20250911   6773.00  ...   6828.00     6832.00       PP
183  pp2510  20250911   6864.00  ...   6852.00     6867.00       PP
184  pp2511  20250911   6880.00  ...   6886.00     6898.00       PP
185  pp2512  20250911   6929.00  ...   6919.00     6930.00       PP
186  pp2601  20250911   6952.00  ...   6943.00     6951.00       PP
187  pp2602  20250911   6931.00  ...   6926.00     6933.00       PP
188  pp2603  20250911   6920.00  ...   6912.00     6920.00       PP
189  pp2604  20250911   6948.00  ...   6937.00     6963.00       PP
190  pp2605  20250911   6977.00  ...   6966.00     6973.00       PP
191  pp2606  20250911   6949.00  ...   6943.00     6946.00       PP
192  pp2607  20250911   6916.00  ...   6915.00     6915.00       PP
193  pp2608  20250911   6917.00  ...   6917.00     6922.00       PP
194  rr2509  20250911      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250911   3602.00  ...   3596.00     3605.00       RR
196  rr2511  20250911   3608.00  ...   3603.00     3611.00       RR
197  rr2512  20250911   3606.00  ...   3605.00     3608.00       RR
198  rr2601  20250911   3617.00  ...   3615.00     3617.00       RR
199  rr2602  20250911   3605.00  ...   3605.00     3604.00       RR
200  rr2603  20250911   3607.00  ...   3607.00     3612.00       RR
201  rr2604  20250911      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250911      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250911      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250911      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250911      0.00  ...   3614.00     3625.00       RR
206   v2509  20250911   4696.00  ...   4708.00     4696.00        V
207   v2510  20250911   4738.00  ...   4757.00     4743.00        V
208   v2511  20250911   4780.00  ...   4788.00     4776.00        V
209   v2512  20250911   4810.00  ...   4830.00     4815.00        V
210   v2601  20250911   4852.00  ...   4864.00     4849.00        V
211   v2602  20250911   4888.00  ...   4904.00     4885.00        V
212   v2603  20250911   4920.00  ...   4930.00     4916.00        V
213   v2604  20250911   5120.00  ...   5126.00     5119.00        V
214   v2605  20250911   5162.00  ...   5166.00     5149.00        V
215   v2606  20250911   5191.00  ...   5197.00     5169.00        V
216   v2607  20250911   5211.00  ...   5222.00     5208.00        V
217   v2608  20250911   5249.00  ...   5266.00     5247.00        V
218   y2509  20250911   8268.00  ...   8268.00     8414.00        Y
219   y2511  20250911   8300.00  ...   8326.00     8344.00        Y
220   y2512  20250911   8322.00  ...   8338.00     8374.00        Y
221   y2601  20250911   8272.00  ...   8292.00     8322.00        Y
222   y2603  20250911   8184.00  ...   8214.00     8236.00        Y
223   y2605  20250911   7990.00  ...   7986.00     8028.00        Y
224   y2607  20250911   7936.00  ...   7948.00     7982.00        Y
225   y2608  20250911   7936.00  ...   7948.00     7998.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:13,178 - future_1d - INFO - ak.get_dce_daily('2025-09-11') done
2025-09-17 18:26:14,929 - future_1d - INFO - save future_daily 2025-09-11 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-17 18:26:22,556 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:22,622 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:22,851 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:23,142 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 18:26:23,253 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:23,710 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
2025-09-17 18:26:25,472 - future_1d - INFO - save future_daily 2025-09-12 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250915  7158.200  ...  7125.800    7152.400       IC
1   IC2510  20250915  7111.000  ...  7062.800    7100.000       IC
2   IC2512  20250915  7030.200  ...  6951.400    7000.400       IC
3   IC2603  20250915  6873.000  ...  6791.200    6849.400       IC
4   IF2509  20250915  4533.000  ...  4528.000    4525.800       IF
5   IF2510  20250915  4529.800  ...  4518.800    4517.600       IF
6   IF2512  20250915  4506.800  ...  4496.400    4499.200       IF
7   IF2603  20250915  4489.400  ...  4470.800    4478.800       IF
8   IH2509  20250915  2972.000  ...  2961.200    2969.800       IH
9   IH2510  20250915  2974.000  ...  2960.800    2969.800       IH
10  IH2512  20250915  2978.000  ...  2962.400    2971.200       IH
11  IH2603  20250915  2978.400  ...  2964.200    2974.000       IH
12  IM2509  20250915  7420.000  ...  7386.400    7400.800       IM
13  IM2510  20250915  7366.600  ...  7317.000    7333.600       IM
14  IM2512  20250915  7184.600  ...  7161.400    7186.400       IM
15  IM2603  20250915  6995.000  ...  6951.200    6985.200       IM
16   T2512  20250915   107.690  ...   107.840     107.680        T
17   T2603  20250915   107.410  ...   107.525     107.385        T
18   T2606  20250915   107.210  ...   107.345     107.385        T
19  TF2512  20250915   105.580  ...   105.660     105.580       TF
20  TF2603  20250915   105.505  ...   105.540     105.470       TF
21  TF2606  20250915   105.465  ...   105.435     105.470       TF
22  TL2512  20250915   115.260  ...   115.480     115.160       TL
23  TL2603  20250915   114.960  ...   115.180     114.850       TL
24  TL2606  20250915   114.910  ...   115.100     114.850       TL
25  TS2512  20250915   102.366  ...   102.368     102.364       TS
26  TS2603  20250915   102.304  ...   102.312     102.294       TS
27  TS2606  20250915   102.260  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-09-17 18:26:29,417 - future_1d - INFO - ak.get_cffex_daily('2025-09-15') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250915   486.6  ...     488      479.2      SC
1       SC2511  20250915   488.5  ...   488.5      480.5      SC
2       SC2512  20250915     488  ...   487.6      479.5      SC
3       SC2601  20250915   487.3  ...   487.5        479      SC
4       SC2602  20250915   486.6  ...     487      478.4      SC
5       SC2603  20250915   486.4  ...   486.6      477.8      SC
6       SC2604  20250915   486.1  ...   485.9      477.4      SC
7       SC2605  20250915   485.1  ...   485.9      477.3      SC
8       SC2606  20250915   485.8  ...   485.8      476.6      SC
9       SC2607  20250915     485  ...   486.1      475.9      SC
10      SC2608  20250915   483.3  ...   482.4      474.7      SC
11      SC2609  20250915   483.6  ...   481.8        473      SC
12      SC2612  20250915          ...   475.4      472.6      SC
13      SC2703  20250915          ...   474.6      469.2      SC
14      SC2706  20250915          ...   474.7        470      SC
15      SC2709  20250915          ...   473.2        470      SC
16      SC2712  20250915          ...   472.1      466.6      SC
17      SC2803  20250915   471.1  ...   471.1      468.2      SC
18      SC2806  20250915   466.7  ...   466.7      462.8      SC
19      SC2809  20250915     469  ...     469        462      SC
21      LU2510  20250915    3305  ...    3332       3261      LU
22      LU2511  20250915    3365  ...    3353       3288      LU
23      LU2512  20250915    3350  ...    3346       3276      LU
24      LU2601  20250915    3311  ...    3343       3285      LU
25      LU2602  20250915    3299  ...    3333       3283      LU
26      LU2603  20250915    3324  ...    3328       3276      LU
27      LU2604  20250915    3320  ...    3323       3257      LU
28      LU2605  20250915    3317  ...    3318       3274      LU
29      LU2606  20250915    3313  ...    3317       3271      LU
30      LU2607  20250915    3281  ...    3312       3265      LU
31      LU2608  20250915    3320  ...    3320       3261      LU
32      LU2609  20250915    3265  ...    3308       3260      LU
34      NR2509  20250915          ...   12645      12645      NR
35      NR2510  20250915   12540  ...   12555      12495      NR
36      NR2511  20250915   12600  ...   12595      12545      NR
37      NR2512  20250915   12650  ...   12645      12590      NR
38      NR2601  20250915   12665  ...   12665      12615      NR
39      NR2602  20250915   12690  ...   12700      12645      NR
40      NR2603  20250915   12700  ...   12690      12630      NR
41      NR2604  20250915   12690  ...   12710      12675      NR
42      NR2605  20250915   12615  ...   12740      12695      NR
43      NR2606  20250915          ...   12635      12580      NR
44      NR2607  20250915          ...   12650      12640      NR
45      NR2608  20250915          ...   12685      12685      NR
47      BC2509  20250915          ...   70500      70500      BC
48      BC2510  20250915   71750  ...   71780      71640      BC
49      BC2511  20250915   71920  ...   71830      71660      BC
50      BC2512  20250915   71680  ...   71910      71670      BC
51      BC2601  20250915          ...   72000      72000      BC
52      BC2602  20250915          ...   71650      71650      BC
53      BC2603  20250915          ...   72000      72000      BC
54      BC2604  20250915          ...   71550      71500      BC
55      BC2605  20250915          ...   71550      71350      BC
56      BC2606  20250915          ...   71500      71450      BC
57      BC2607  20250915          ...   71560      71560      BC
58      BC2608  20250915          ...   71550      71550      BC
60      EC2510  20250915    1150  ...  1170.9     1181.6      EC
61      EC2512  20250915    1605  ...  1640.3     1594.5      EC
62      EC2602  20250915  1496.9  ...    1521     1490.3      EC
63      EC2604  20250915  1240.3  ...  1250.1     1235.6      EC
64      EC2606  20250915  1403.6  ...  1425.3     1412.9      EC
65      EC2608  20250915  1583.2  ...  1596.5     1580.3      EC
68  SC_TAS2510  20250915          ...                     SC_TAS
69  SC_TAS2511  20250915          ...                     SC_TAS
70  SC_TAS2512  20250915          ...                     SC_TAS
71  SC_TAS2601  20250915          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:29,487 - future_1d - INFO - ak.get_ine_daily('2025-09-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250915  54125.0  ...  53505.0     53935.0       PS
1   PS2511  20250915  53630.0  ...  53400.0     53730.0       PS
2   PS2512  20250915  56720.0  ...  55890.0     56225.0       PS
3   PS2601  20250915  56450.0  ...  55780.0     56110.0       PS
4   PS2602  20250915  56085.0  ...  55835.0     56305.0       PS
5   PS2603  20250915  56075.0  ...  55620.0     56265.0       PS
6   PS2604  20250915  56575.0  ...  55840.0     56410.0       PS
7   PS2605  20250915  56545.0  ...  55975.0     56225.0       PS
8   PS2606  20250915  58880.0  ...  58160.0     58330.0       PS
9   PS2607  20250915  58500.0  ...  58285.0     58370.0       PS
10  PS2608  20250915  58750.0  ...  58340.0     58405.0       PS
11  PS2609  20250915  56790.0  ...  57875.0     58405.0       PS
13  SI2510  20250915   8785.0  ...   8755.0      8705.0       SI
14  SI2511  20250915   8725.0  ...   8840.0      8725.0       SI
15  SI2512  20250915   9165.0  ...   9215.0      9090.0       SI
16  SI2601  20250915   9145.0  ...   9205.0      9080.0       SI
17  SI2602  20250915   9090.0  ...   9175.0      9080.0       SI
18  SI2603  20250915   9080.0  ...   9215.0      9100.0       SI
19  SI2604  20250915   9050.0  ...   9215.0      9095.0       SI
20  SI2605  20250915   9115.0  ...   9220.0      9105.0       SI
21  SI2606  20250915   9070.0  ...   9220.0      9105.0       SI
22  SI2607  20250915   9080.0  ...   9260.0      9110.0       SI
23  SI2608  20250915   9075.0  ...   9290.0      9115.0       SI
24  SI2609  20250915   9080.0  ...   9245.0      9115.0       SI
27  LC2510  20250915  71400.0  ...  72160.0     70900.0       LC
28  LC2511  20250915  71260.0  ...  72240.0     71040.0       LC
29  LC2512  20250915  71400.0  ...  72420.0     71240.0       LC
30  LC2601  20250915  71480.0  ...  72420.0     71200.0       LC
31  LC2602  20250915  71520.0  ...  72480.0     71240.0       LC
32  LC2603  20250915  71500.0  ...  72340.0     71120.0       LC
33  LC2604  20250915  71920.0  ...  72720.0     71680.0       LC
34  LC2605  20250915  72000.0  ...  72780.0     71620.0       LC
35  LC2606  20250915  71800.0  ...  72540.0     71520.0       LC
36  LC2607  20250915  71600.0  ...  72520.0     71420.0       LC
37  LC2608  20250915  71740.0  ...  72540.0     71380.0       LC
38  LC2609  20250915  71520.0  ...  72440.0     71380.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:29,715 - future_1d - INFO - ak.get_gfex_daily('2025-09-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250915   8395.0   8456.0  ...   101669.16   8404.0      8382.0       AP
1    AP511  20250915   8233.0   8263.0  ...     5346.45   8213.0      8199.0       AP
2    AP512  20250915   8273.0   8285.0  ...      806.68   8231.0      8218.0       AP
3    AP601  20250915   8325.0   8363.0  ...   594291.79   8310.0      8287.0       AP
4    AP603  20250915   8231.0   8238.0  ...      345.22   8220.0      8186.0       AP
5    AP604  20250915   8233.0   8243.0  ...      369.68   8215.0      8206.0       AP
6    AP605  20250915   8288.0   8310.0  ...     5216.00   8266.0      8269.0       AP
7    CF511  20250915  13725.0  13790.0  ...   254178.51  13740.0     13675.0       CF
8    CF601  20250915  13865.0  13930.0  ...  1542409.58  13885.0     13830.0       CF
9    CF603  20250915  13825.0  13895.0  ...     2035.05  13845.0     13795.0       CF
10   CF605  20250915  13830.0  13895.0  ...   134633.97  13850.0     13795.0       CF
11   CF607  20250915  13860.0  13900.0  ...     1899.77  13865.0     13825.0       CF
12   CF609  20250915  13995.0  13995.0  ...       90.85  13975.0     13825.0       CF
13   CJ512  20250915  11045.0  11065.0  ...     6958.04  10865.0     11125.0       CJ
14   CJ601  20250915  11130.0  11130.0  ...  1072454.11  10905.0     11190.0       CJ
15   CJ603  20250915  11170.0  11170.0  ...    17649.24  10960.0     11230.0       CJ
16   CJ605  20250915  11280.0  11280.0  ...   173292.86  11040.0     11320.0       CJ
17   CJ607  20250915  11375.0  11385.0  ...     3275.31  11180.0     11450.0       CJ
18   CJ609  20250915  11545.0  11545.0  ...      358.57  11385.0     11450.0       CJ
19   CY510  20250915      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250915  19855.0  19940.0  ...   114884.12  19890.0     19855.0       CY
21   CY512  20250915      0.0      0.0  ...        0.00  19635.0     19635.0       CY
22   CY601  20250915  19955.0  19955.0  ...     1423.50  19910.0     19860.0       CY
23   CY602  20250915  20090.0  20090.0  ...       10.05  20090.0     19995.0       CY
24   CY603  20250915      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250915      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250915      0.0      0.0  ...        0.00  20065.0     20055.0       CY
27   CY606  20250915      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250915      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250915      0.0      0.0  ...        0.00  20100.0     20160.0       CY
30   CY609  20250915      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG510  20250915   1069.0   1098.0  ...    37229.74   1084.0      1080.0       FG
32   FG511  20250915   1081.0   1108.0  ...   198245.21   1092.0      1080.0       FG
33   FG512  20250915   1186.0   1216.0  ...    99759.94   1197.0      1181.0       FG
34   FG601  20250915   1178.0   1214.0  ...  4939549.26   1193.0      1175.0       FG
35   FG602  20250915   1231.0   1264.0  ...    41236.83   1239.0      1226.0       FG
36   FG603  20250915   1236.0   1267.0  ...     2050.87   1247.0      1228.0       FG
37   FG604  20250915   1287.0   1317.0  ...      538.30   1300.0      1279.0       FG
38   FG605  20250915   1280.0   1317.0  ...   130486.35   1296.0      1275.0       FG
39   FG606  20250915   1309.0   1345.0  ...     1286.24   1329.0      1309.0       FG
40   FG607  20250915   1308.0   1338.0  ...     1710.36   1324.0      1299.0       FG
41   FG608  20250915   1343.0   1363.0  ...     1389.69   1349.0      1329.0       FG
42   FG609  20250915   1309.0   1358.0  ...     2113.57   1341.0      1329.0       FG
43   JR511  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250915   2289.0   2305.0  ...    13355.35   2290.0      2281.0       MA
52   MA511  20250915   2323.0   2338.0  ...    98265.26   2318.0      2313.0       MA
53   MA512  20250915   2364.0   2380.0  ...    71639.91   2357.0      2354.0       MA
54   MA601  20250915   2385.0   2405.0  ...  1188647.22   2386.0      2378.0       MA
55   MA602  20250915   2405.0   2416.0  ...    54150.44   2394.0      2394.0       MA
56   MA603  20250915   2407.0   2423.0  ...      320.68   2411.0      2402.0       MA
57   MA604  20250915   2401.0   2401.0  ...        4.80   2401.0      2403.0       MA
58   MA605  20250915   2390.0   2410.0  ...    89005.19   2394.0      2386.0       MA
59   MA606  20250915   2417.0   2417.0  ...        2.42   2417.0      2394.0       MA
60   MA607  20250915   2393.0   2400.0  ...       88.28   2386.0      2376.0       MA
61   MA608  20250915   2386.0   2387.0  ...       28.58   2381.0      2380.0       MA
62   MA609  20250915   2376.0   2382.0  ...      289.26   2371.0      2380.0       MA
63   OI511  20250915  10063.0  10091.0  ...   396029.62  10049.0     10090.0       OI
64   OI601  20250915   9883.0   9914.0  ...  2218323.28   9877.0      9904.0       OI
65   OI603  20250915   9698.0   9723.0  ...     2608.61   9697.0      9700.0       OI
66   OI605  20250915   9512.0   9555.0  ...    75130.21   9517.0      9523.0       OI
67   OI607  20250915   9469.0   9504.0  ...      398.06   9478.0      9481.0       OI
68   OI609  20250915   9483.0   9485.0  ...      255.31   9456.0      9481.0       OI
69   PF510  20250915   6354.0   6402.0  ...    20160.15   6366.0      6330.0       PF
70   PF511  20250915   6358.0   6398.0  ...   702762.08   6362.0      6324.0       PF
71   PF512  20250915   6348.0   6376.0  ...   450357.59   6340.0      6308.0       PF
72   PF601  20250915   6378.0   6410.0  ...    28751.09   6382.0      6350.0       PF
73   PF602  20250915   6392.0   6418.0  ...    73675.53   6390.0      6364.0       PF
74   PF603  20250915   6416.0   6416.0  ...       79.93   6394.0      6364.0       PF
75   PF604  20250915   6458.0   6460.0  ...       54.76   6444.0      6410.0       PF
76   PF605  20250915   6466.0   6466.0  ...       51.67   6460.0      6428.0       PF
77   PF606  20250915   6490.0   6490.0  ...        9.72   6480.0      6456.0       PF
78   PF607  20250915   6514.0   6514.0  ...        9.75   6502.0      6470.0       PF
79   PF608  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
81   PK510  20250915   7806.0   7818.0  ...    26131.80   7808.0      7822.0       PK
82   PK511  20250915   7764.0   7770.0  ...   482878.23   7752.0      7766.0       PK
83   PK512  20250915   7762.0   7780.0  ...   282723.80   7770.0      7772.0       PK
84   PK601  20250915   7794.0   7810.0  ...    38406.58   7798.0      7812.0       PK
85   PK603  20250915   7818.0   7846.0  ...      180.16   7834.0      7834.0       PK
86   PK604  20250915   7856.0   7858.0  ...       98.06   7846.0      7850.0       PK
87   PK605  20250915   7850.0   7858.0  ...     2163.00   7852.0      7854.0       PK
88   PL601  20250915   6428.0   6556.0  ...    50850.82   6434.0      6382.0       PL
89   PL602  20250915   6454.0   6479.0  ...      206.62   6457.0      6416.0       PL
90   PL603  20250915   6498.0   6498.0  ...       13.00   6498.0      6433.0       PL
91   PL604  20250915   6477.0   6477.0  ...       12.95   6477.0      6455.0       PL
92   PL605  20250915   6397.0   6397.0  ...       12.79   6397.0      6352.0       PL
93   PL606  20250915      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250915      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250915   5844.0   5872.0  ...     3575.66   5844.0      5804.0       PR
104  PR511  20250915   5830.0   5866.0  ...   328694.04   5838.0      5798.0       PR
105  PR512  20250915   5838.0   5874.0  ...   261110.92   5846.0      5806.0       PR
106  PR601  20250915   5822.0   5866.0  ...    96781.06   5844.0      5808.0       PR
107  PR602  20250915   5882.0   5890.0  ...      255.77   5880.0      5836.0       PR
108  PR603  20250915   5876.0   5888.0  ...      211.43   5874.0      5854.0       PR
109  PR604  20250915   5924.0   5924.0  ...       44.17   5890.0      5858.0       PR
110  PR605  20250915   5936.0   5936.0  ...       44.27   5904.0      5870.0       PR
111  PR606  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
112  PR607  20250915   5936.0   5936.0  ...        8.90   5936.0      5922.0       PR
113  PR608  20250915      0.0      0.0  ...        0.00   5934.0      5920.0       PR
114  PR609  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
115  PX510  20250915   6786.0   6838.0  ...     2199.23   6788.0      6708.0       PX
116  PX511  20250915   6748.0   6806.0  ...   533174.78   6762.0      6700.0       PX
117  PX512  20250915   6726.0   6766.0  ...   161716.09   6732.0      6672.0       PX
118  PX601  20250915   6698.0   6738.0  ...   113859.39   6712.0      6656.0       PX
119  PX602  20250915   6692.0   6728.0  ...    10348.24   6700.0      6644.0       PX
120  PX603  20250915      0.0      0.0  ...        0.00   6690.0      6640.0       PX
121  PX604  20250915   6714.0   6714.0  ...       10.07   6714.0      6668.0       PX
122  PX605  20250915   6688.0   6728.0  ...      629.53   6698.0      6650.0       PX
123  PX606  20250915      0.0      0.0  ...        0.00   6684.0      6668.0       PX
124  PX607  20250915   6736.0   6736.0  ...        3.37   6736.0      6660.0       PX
125  PX608  20250915   6748.0   6748.0  ...        3.37   6748.0      6646.0       PX
126  PX609  20250915   6744.0   6750.0  ...       13.49   6744.0      6646.0       PX
127  RI511  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250915   2532.0   2538.0  ...    20447.80   2516.0      2545.0       RM
134  RM601  20250915   2533.0   2534.0  ...  1009536.44   2509.0      2555.0       RM
135  RM603  20250915   2427.0   2432.0  ...    17391.21   2417.0      2441.0       RM
136  RM605  20250915   2408.0   2411.0  ...   161566.09   2399.0      2416.0       RM
137  RM607  20250915   2390.0   2395.0  ...    14537.16   2384.0      2398.0       RM
138  RM608  20250915   2493.0   2494.0  ...     1271.74   2484.0      2498.0       RM
139  RM609  20250915   2498.0   2498.0  ...     2390.04   2472.0      2498.0       RM
140  RS511  20250915   5230.0   5345.0  ...       73.54   5253.0      5152.0       RS
141  RS607  20250915   5519.0   5561.0  ...      116.46   5546.0      5543.0       RS
142  RS608  20250915   5599.0   5599.0  ...      178.03   5563.0      5555.0       RS
143  RS609  20250915      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250915   1201.0   1223.0  ...    34915.56   1209.0      1200.0       SA
145  SA511  20250915   1218.0   1238.0  ...   283060.12   1224.0      1214.0       SA
146  SA512  20250915   1279.0   1302.0  ...   154423.99   1287.0      1274.0       SA
147  SA601  20250915   1294.0   1314.0  ...  3679034.38   1298.0      1286.0       SA
148  SA602  20250915   1319.0   1342.0  ...    40580.10   1327.0      1315.0       SA
149  SA603  20250915   1328.0   1348.0  ...     3224.07   1332.0      1318.0       SA
150  SA604  20250915   1358.0   1384.0  ...     1130.23   1372.0      1358.0       SA
151  SA605  20250915   1370.0   1390.0  ...   117957.36   1375.0      1361.0       SA
152  SA606  20250915   1384.0   1399.0  ...     1488.77   1389.0      1369.0       SA
153  SA607  20250915   1387.0   1400.0  ...     3203.64   1392.0      1372.0       SA
154  SA608  20250915   1400.0   1414.0  ...     3761.14   1408.0      1389.0       SA
155  SA609  20250915   1405.0   1418.0  ...     7168.67   1411.0      1389.0       SA
156  SF510  20250915   5432.0   5524.0  ...    17459.90   5488.0      5446.0       SF
157  SF511  20250915   5606.0   5708.0  ...   566446.62   5660.0      5620.0       SF
158  SF512  20250915   5580.0   5670.0  ...   168663.47   5622.0      5576.0       SF
159  SF601  20250915   5574.0   5668.0  ...   174261.32   5628.0      5584.0       SF
160  SF602  20250915   5540.0   5628.0  ...    23965.68   5586.0      5542.0       SF
161  SF603  20250915   5736.0   5794.0  ...       89.26   5760.0      5698.0       SF
162  SF604  20250915   5726.0   5726.0  ...        2.86   5726.0      5732.0       SF
163  SF605  20250915   5682.0   5770.0  ...     2942.51   5730.0      5692.0       SF
164  SF606  20250915   5652.0   5732.0  ...       68.34   5696.0      5654.0       SF
165  SF607  20250915   5828.0   5878.0  ...       20.49   5856.0      5826.0       SF
166  SF608  20250915   5772.0   5804.0  ...       23.16   5790.0      5738.0       SF
167  SF609  20250915   5780.0   5804.0  ...       14.47   5788.0      5738.0       SF
168  SH510  20250915   2509.0   2528.0  ...    34125.08   2511.0      2533.0       SH
169  SH511  20250915   2535.0   2547.0  ...   683354.31   2528.0      2548.0       SH
170  SH512  20250915   2565.0   2576.0  ...   317701.37   2561.0      2573.0       SH
171  SH601  20250915   2559.0   2582.0  ...  2152792.74   2566.0      2567.0       SH
172  SH602  20250915   2581.0   2599.0  ...    18572.06   2584.0      2585.0       SH
173  SH603  20250915   2598.0   2616.0  ...     2311.28   2603.0      2600.0       SH
174  SH604  20250915   2645.0   2657.0  ...      151.00   2649.0      2644.0       SH
175  SH605  20250915   2648.0   2667.0  ...    12122.62   2653.0      2652.0       SH
176  SH606  20250915   2659.0   2676.0  ...       95.78   2661.0      2659.0       SH
177  SH607  20250915   2656.0   2672.0  ...       24.00   2666.0      2654.0       SH
178  SH608  20250915   2665.0   2681.0  ...       72.14   2672.0      2673.0       SH
179  SH609  20250915   2650.0   2683.0  ...       95.98   2666.0      2673.0       SH
180  SM510  20250915   5728.0   5820.0  ...    23472.81   5792.0      5746.0       SM
181  SM511  20250915   5866.0   5906.0  ...   295803.60   5864.0      5820.0       SM
182  SM512  20250915   5840.0   5914.0  ...   100712.45   5880.0      5828.0       SM
183  SM601  20250915   5830.0   5922.0  ...   541456.24   5884.0      5836.0       SM
184  SM602  20250915   5838.0   5920.0  ...   141499.19   5876.0      5830.0       SM
185  SM603  20250915   5844.0   5932.0  ...       47.20   5900.0      5858.0       SM
186  SM604  20250915      0.0      0.0  ...        0.00   5926.0      5878.0       SM
187  SM605  20250915   5880.0   5958.0  ...     6166.83   5918.0      5866.0       SM
188  SM606  20250915   5928.0   5932.0  ...        5.93   5930.0      5878.0       SM
189  SM607  20250915   5908.0   5950.0  ...       14.83   5934.0      5886.0       SM
190  SM608  20250915   5958.0   5980.0  ...       32.76   5956.0      5886.0       SM
191  SM609  20250915   5978.0   5980.0  ...       11.96   5980.0      5886.0       SM
192  SR511  20250915   5530.0   5570.0  ...    95695.22   5546.0      5550.0       SR
193  SR601  20250915   5535.0   5564.0  ...   827128.27   5545.0      5544.0       SR
194  SR603  20250915   5527.0   5548.0  ...     2334.32   5532.0      5529.0       SR
195  SR605  20250915   5519.0   5538.0  ...    38362.97   5521.0      5519.0       SR
196  SR607  20250915   5509.0   5534.0  ...     2257.04   5518.0      5515.0       SR
197  SR609  20250915   5551.0   5551.0  ...     1941.01   5530.0      5515.0       SR
198  TA510  20250915   4648.0   4674.0  ...    31704.41   4652.0      4616.0       TA
199  TA511  20250915   4654.0   4690.0  ...   374953.31   4664.0      4628.0       TA
200  TA512  20250915   4664.0   4700.0  ...   206066.17   4676.0      4638.0       TA
201  TA601  20250915   4678.0   4704.0  ...  1315250.22   4684.0      4648.0       TA
202  TA602  20250915   4680.0   4714.0  ...    18388.51   4694.0      4658.0       TA
203  TA603  20250915   4706.0   4716.0  ...      181.26   4708.0      4668.0       TA
204  TA604  20250915   4722.0   4722.0  ...       37.69   4712.0      4672.0       TA
205  TA605  20250915   4704.0   4736.0  ...    31497.76   4718.0      4686.0       TA
206  TA606  20250915   4722.0   4722.0  ...        4.72   4722.0      4692.0       TA
207  TA607  20250915      0.0      0.0  ...        0.00   4732.0      4710.0       TA
208  TA608  20250915   4766.0   4766.0  ...        2.38   4766.0      4718.0       TA
209  TA609  20250915   4764.0   4764.0  ...       56.78   4732.0      4718.0       TA
210  UR510  20250915   1586.0   1605.0  ...     8284.00   1596.0      1595.0       UR
211  UR511  20250915   1650.0   1671.0  ...    52655.07   1664.0      1650.0       UR
212  UR512  20250915   1656.0   1682.0  ...    14534.18   1675.0      1662.0       UR
213  UR601  20250915   1666.0   1688.0  ...   558323.98   1679.0      1667.0       UR
214  UR602  20250915   1674.0   1690.0  ...      572.46   1684.0      1669.0       UR
215  UR603  20250915   1723.0   1732.0  ...      127.85   1728.0      1715.0       UR
216  UR604  20250915   1724.0   1728.0  ...       20.71   1726.0      1718.0       UR
217  UR605  20250915   1716.0   1736.0  ...    17773.51   1729.0      1718.0       UR
218  UR606  20250915   1722.0   1735.0  ...      238.54   1729.0      1717.0       UR
219  UR607  20250915   1757.0   1765.0  ...       42.29   1762.0      1745.0       UR
220  UR608  20250915   1750.0   1761.0  ...      140.62   1758.0      1738.0       UR
221  UR609  20250915   1757.0   1757.0  ...      252.10   1751.0      1738.0       UR
222  WH511  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:30,001 - future_1d - INFO - ak.get_czce_daily('2025-09-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250915  ...   80870      80710      CU
1        1      CU2510  20250915  ...   80830      80660      CU
2        2      CU2511  20250915  ...   80830      80650      CU
3        3      CU2512  20250915  ...   80810      80640      CU
4        4      CU2601  20250915  ...   80800      80610      CU
5        5      CU2602  20250915  ...   80770      80580      CU
6        6      CU2603  20250915  ...   80760      80660      CU
7        7      CU2604  20250915  ...   80810      80600      CU
8        8      CU2605  20250915  ...   80830      80640      CU
9        9      CU2606  20250915  ...   80810      80740      CU
10      10      CU2607  20250915  ...   80760      80620      CU
11      11      CU2608  20250915  ...   80850      80650      CU
12      12      BC2509  20250915  ...   70500      70500      BC
13      13      BC2510  20250915  ...   71780      71640      BC
14      14      BC2511  20250915  ...   71830      71660      BC
15      15      BC2512  20250915  ...   71910      71670      BC
16      16      BC2601  20250915  ...   72000      72000      BC
17      17      BC2602  20250915  ...   71650      71650      BC
18      18      BC2603  20250915  ...   72000      72000      BC
19      19      BC2604  20250915  ...   71550      71500      BC
20      20      BC2605  20250915  ...   71550      71350      BC
21      21      BC2606  20250915  ...   71500      71450      BC
22      22      BC2607  20250915  ...   71560      71560      BC
23      23      BC2608  20250915  ...   71550      71550      BC
24      24      AL2509  20250915  ...   21000      21040      AL
25      25      AL2510  20250915  ...   21045      21030      AL
26      26      AL2511  20250915  ...   21045      21020      AL
27      27      AL2512  20250915  ...   21015      20975      AL
28      28      AL2601  20250915  ...   20985      20935      AL
29      29      AL2602  20250915  ...   20970      20925      AL
30      30      AL2603  20250915  ...   20980      20925      AL
31      31      AL2604  20250915  ...   21000      20940      AL
32      32      AL2605  20250915  ...   21005      20980      AL
33      33      AL2606  20250915  ...   21015      20975      AL
34      34      AL2607  20250915  ...   20990      20970      AL
35      35      AL2608  20250915  ...   20985      20965      AL
36      36      ZN2509  20250915  ...   22240      22240      ZN
37      37      ZN2510  20250915  ...   22305      22280      ZN
38      38      ZN2511  20250915  ...   22320      22295      ZN
39      39      ZN2512  20250915  ...   22335      22310      ZN
40      40      ZN2601  20250915  ...   22345      22335      ZN
41      41      ZN2602  20250915  ...   22360      22340      ZN
42      42      ZN2603  20250915  ...   22375      22345      ZN
43      43      ZN2604  20250915  ...   22400      22375      ZN
44      44      ZN2605  20250915  ...   22405      22400      ZN
45      45      ZN2606  20250915  ...   22420      22410      ZN
46      46      ZN2607  20250915  ...   22420      22370      ZN
47      47      ZN2608  20250915  ...   22440      22390      ZN
48      48      PB2509  20250915  ...   17170      16860      PB
49      49      PB2510  20250915  ...   17120      16965      PB
50      50      PB2511  20250915  ...   17140      16985      PB
51      51      PB2512  20250915  ...   17155      16975      PB
52      52      PB2601  20250915  ...   17155      16965      PB
53      53      PB2602  20250915  ...   17180      17045      PB
54      54      PB2603  20250915  ...   17190      16945      PB
55      55      PB2604  20250915  ...   17205      17065      PB
56      56      PB2605  20250915  ...   17175      17175      PB
57      57      PB2606  20250915  ...   17105      16935      PB
58      58      PB2607  20250915  ...   17155      17005      PB
59      59      PB2608  20250915  ...   17210      17135      PB
60      60      NI2509  20250915  ...  123340     121270      NI
61      61      NI2510  20250915  ...  122170     121190      NI
62      62      NI2511  20250915  ...  122380     121470      NI
63      63      NI2512  20250915  ...  122580     121560      NI
64      64      NI2601  20250915  ...  122810     121840      NI
65      65      NI2602  20250915  ...  122970     122140      NI
66      66      NI2603  20250915  ...  123430     122210      NI
67      67      NI2604  20250915  ...  123800     122290      NI
68      68      NI2605  20250915  ...  123750     122460      NI
69      69      NI2606  20250915  ...  123960     122790      NI
70      70      NI2607  20250915  ...  124160     122790      NI
71      71      NI2608  20250915  ...  124390     123400      NI
72      72      SN2509  20250915  ...  273540     273970      SN
73      73      SN2510  20250915  ...  273890     272850      SN
74      74      SN2511  20250915  ...  273950     273260      SN
75      75      SN2512  20250915  ...  273810     273380      SN
76      76      SN2601  20250915  ...  274030     273380      SN
77      77      SN2602  20250915  ...  273700     273590      SN
78      78      SN2603  20250915  ...  274260     273110      SN
79      79      SN2604  20250915  ...  274510     273390      SN
80      80      SN2605  20250915  ...  274580     273940      SN
81      81      SN2606  20250915  ...  274940     274310      SN
82      82      SN2607  20250915  ...  275260     273480      SN
83      83      SN2608  20250915  ...  275630     274950      SN
84      84      AO2509  20250915  ...    2875       2875      AO
85      85      AO2510  20250915  ...    2907       2904      AO
86      86      AO2511  20250915  ...    2910       2908      AO
87      87      AO2512  20250915  ...    2918       2917      AO
88      88      AO2601  20250915  ...    2926       2922      AO
89      89      AO2602  20250915  ...    2935       2928      AO
90      90      AO2603  20250915  ...    3002       2995      AO
91      91      AO2604  20250915  ...    3009       3004      AO
92      92      AO2605  20250915  ...    3015       3010      AO
93      93      AO2606  20250915  ...    3021       3019      AO
94      94      AO2607  20250915  ...    3031       3035      AO
95      95      AO2608  20250915  ...    3035       3040      AO
96      96      AD2511  20250915  ...   20580      20570      AD
97      97      AD2512  20250915  ...   20600      20580      AD
98      98      AD2601  20250915  ...   20630      20570      AD
99      99      AD2602  20250915  ...   20620      20545      AD
100    100      AD2603  20250915  ...   20475      20475      AD
101    101      AD2604  20250915  ...   20485      20490      AD
102    102      AD2605  20250915  ...   20520      20455      AD
103    103      AD2606  20250915  ...   20455      20155      AD
104    104      AD2607  20250915  ...   20445      20425      AD
105    105      AD2608  20250915  ...   20515      20515      AD
106    106      AU2509  20250915  ...  820.82      832.5      AU
107    107      AU2510  20250915  ...  832.56     830.74      AU
108    108      AU2511  20250915  ...  833.64     832.94      AU
109    109      AU2512  20250915  ...   834.9     833.42      AU
110    110      AU2602  20250915  ...  837.12      835.4      AU
111    111      AU2604  20250915  ...  839.42     837.78      AU
112    112      AU2606  20250915  ...  841.46     840.26      AU
113    113      AU2608  20250915  ...  844.46      842.2      AU
114    114      AG2509  20250915  ...    9956       9865      AG
115    115      AG2510  20250915  ...   10028       9930      AG
116    116      AG2511  20250915  ...   10038       9944      AG
117    117      AG2512  20250915  ...   10052       9963      AG
118    118      AG2601  20250915  ...   10064       9965      AG
119    119      AG2602  20250915  ...   10075       9975      AG
120    120      AG2603  20250915  ...   10083      10002      AG
121    121      AG2604  20250915  ...   10097      10007      AG
122    122      AG2605  20250915  ...   10115      10035      AG
123    123      AG2606  20250915  ...   10126      10038      AG
124    124      AG2607  20250915  ...   10144      10051      AG
125    125      AG2608  20250915  ...   10159      10068      AG
126    126      RB2509  20250915  ...    2941       2941      RB
127    127      RB2510  20250915  ...    3037       3017      RB
128    128      RB2511  20250915  ...    3055       3035      RB
129    129      RB2512  20250915  ...    3102       3089      RB
130    130      RB2601  20250915  ...    3127       3107      RB
131    131      RB2602  20250915  ...    3135       3112      RB
132    132      RB2603  20250915  ...    3157       3122      RB
133    133      RB2604  20250915  ...    3171       3148      RB
134    134      RB2605  20250915  ...    3192       3163      RB
135    135      RB2606  20250915  ...    3207       3180      RB
136    136      RB2607  20250915  ...    3227       3200      RB
137    137      RB2608  20250915  ...    3235       3207      RB
138    138      WR2509  20250915  ...    3342       3342      WR
139    139      WR2510  20250915  ...    3289       3276      WR
140    140      WR2511  20250915  ...    3302       3302      WR
141    141      WR2512  20250915  ...    3324       3324      WR
142    142      WR2601  20250915  ...    3350       3366      WR
143    143      WR2602  20250915  ...    3358       3358      WR
144    144      WR2603  20250915  ...    3338       3338      WR
145    145      WR2604  20250915  ...    3389       3389      WR
146    146      WR2605  20250915  ...    3414       3414      WR
147    147      WR2606  20250915  ...    3372       3372      WR
148    148      WR2607  20250915  ...    3390       3390      WR
149    149      WR2608  20250915  ...    3399       3399      WR
150    150      HC2509  20250915  ...    3396       3396      HC
151    151      HC2510  20250915  ...    3393       3374      HC
152    152      HC2511  20250915  ...    3379       3361      HC
153    153      HC2512  20250915  ...    3372       3360      HC
154    154      HC2601  20250915  ...    3360       3341      HC
155    155      HC2602  20250915  ...    3362       3338      HC
156    156      HC2603  20250915  ...    3363       3343      HC
157    157      HC2604  20250915  ...    3365       3346      HC
158    158      HC2605  20250915  ...    3364       3345      HC
159    159      HC2606  20250915  ...    3369       3341      HC
160    160      HC2607  20250915  ...    3371       3356      HC
161    161      HC2608  20250915  ...    3377       3351      HC
162    162      SS2509  20250915  ...   12800      12800      SS
163    163      SS2510  20250915  ...   12915      12830      SS
164    164      SS2511  20250915  ...   13005      12915      SS
165    165      SS2512  20250915  ...   13045      12955      SS
166    166      SS2601  20250915  ...   13115      13010      SS
167    167      SS2602  20250915  ...   13130      13015      SS
168    168      SS2603  20250915  ...   13205      13130      SS
169    169      SS2604  20250915  ...   13235      13140      SS
170    170      SS2605  20250915  ...   13365      13290      SS
171    171      SS2606  20250915  ...   13425      13305      SS
172    172      SS2607  20250915  ...   13505      13370      SS
173    173      SS2608  20250915  ...   13515      13430      SS
174    174      SC2510  20250915  ...     488      479.2      SC
175    175      SC2511  20250915  ...   488.5      480.5      SC
176    176      SC2512  20250915  ...   487.6      479.5      SC
177    177      SC2601  20250915  ...   487.5        479      SC
178    178      SC2602  20250915  ...     487      478.4      SC
179    179      SC2603  20250915  ...   486.6      477.8      SC
180    180      SC2604  20250915  ...   485.9      477.4      SC
181    181      SC2605  20250915  ...   485.9      477.3      SC
182    182      SC2606  20250915  ...   485.8      476.6      SC
183    183      SC2607  20250915  ...   486.1      475.9      SC
184    184      SC2608  20250915  ...   482.4      474.7      SC
185    185      SC2609  20250915  ...   481.8        473      SC
186    186      SC2612  20250915  ...   475.4      472.6      SC
187    187      SC2703  20250915  ...   474.6      469.2      SC
188    188      SC2706  20250915  ...   474.7        470      SC
189    189      SC2709  20250915  ...   473.2        470      SC
190    190      SC2712  20250915  ...   472.1      466.6      SC
191    191      SC2803  20250915  ...   471.1      468.2      SC
192    192      SC2806  20250915  ...   466.7      462.8      SC
193    193      SC2809  20250915  ...     469        462      SC
194    194      LU2510  20250915  ...    3332       3261      LU
195    195      LU2511  20250915  ...    3353       3288      LU
196    196      LU2512  20250915  ...    3346       3276      LU
197    197      LU2601  20250915  ...    3343       3285      LU
198    198      LU2602  20250915  ...    3333       3283      LU
199    199      LU2603  20250915  ...    3328       3276      LU
200    200      LU2604  20250915  ...    3323       3257      LU
201    201      LU2605  20250915  ...    3318       3274      LU
202    202      LU2606  20250915  ...    3317       3271      LU
203    203      LU2607  20250915  ...    3312       3265      LU
204    204      LU2608  20250915  ...    3320       3261      LU
205    205      LU2609  20250915  ...    3308       3260      LU
206    206      FU2510  20250915  ...    2820       2776      FU
207    207      FU2511  20250915  ...    2818       2768      FU
208    208      FU2512  20250915  ...    2801       2745      FU
209    209      FU2601  20250915  ...    2787       2733      FU
210    210      FU2602  20250915  ...    2777       2718      FU
211    211      FU2603  20250915  ...    2764       2714      FU
212    212      FU2604  20250915  ...    2755       2712      FU
213    213      FU2605  20250915  ...    2744       2698      FU
214    214      FU2606  20250915  ...    2736       2694      FU
215    215      FU2607  20250915  ...    2722       2687      FU
216    216      FU2608  20250915  ...    2717       2681      FU
217    217      FU2609  20250915  ...    2695       2664      FU
218    218      BU2509  20250915  ...    3306       3423      BU
219    219      BU2510  20250915  ...    3416       3421      BU
220    220      BU2511  20250915  ...    3398       3403      BU
221    221      BU2512  20250915  ...    3363       3359      BU
222    222      BU2601  20250915  ...    3344       3338      BU
223    223      BU2602  20250915  ...    3343       3336      BU
224    224      BU2603  20250915  ...    3347       3340      BU
225    225      BU2604  20250915  ...    3338       3308      BU
226    226      BU2605  20250915  ...    3344       3334      BU
227    227      BU2606  20250915  ...    3344       3329      BU
228    228      BU2607  20250915  ...    3339       3339      BU
229    229      BU2608  20250915  ...    3321       3320      BU
230    230      BU2609  20250915  ...    3331       3322      BU
231    231      BU2612  20250915  ...    3296       3281      BU
232    232      BU2703  20250915  ...    3307       3289      BU
233    233      BU2706  20250915  ...    3308       3292      BU
234    234      BR2509  20250915  ...   11675      11675      BR
235    235      BR2510  20250915  ...   11630      11575      BR
236    236      BR2511  20250915  ...   11590      11545      BR
237    237      BR2512  20250915  ...   11595      11525      BR
238    238      BR2601  20250915  ...   11600      11540      BR
239    239      BR2602  20250915  ...   11570      11685      BR
240    240      BR2603  20250915  ...   11585      11570      BR
241    241      BR2604  20250915  ...   11690      11615      BR
242    242      BR2605  20250915  ...   11675      11640      BR
243    243      BR2606  20250915  ...   11725      11715      BR
244    244      BR2607  20250915  ...   11845      11715      BR
245    245      BR2608  20250915  ...   11770      11705      BR
246    246      RU2509  20250915  ...   14940      14835      RU
247    247      RU2510  20250915  ...   14980      14910      RU
248    248      RU2511  20250915  ...   14935      14880      RU
249    249      RU2601  20250915  ...   15870      15810      RU
250    250      RU2603  20250915  ...   15905      15790      RU
251    251      RU2604  20250915  ...   15840      15770      RU
252    252      RU2605  20250915  ...   15845      15835      RU
253    253      RU2606  20250915  ...   15865      15925      RU
254    254      RU2607  20250915  ...   15870      15865      RU
255    255      RU2608  20250915  ...   16065      15970      RU
256    256      NR2509  20250915  ...   12645      12645      NR
257    257      NR2510  20250915  ...   12555      12495      NR
258    258      NR2511  20250915  ...   12595      12545      NR
259    259      NR2512  20250915  ...   12645      12590      NR
260    260      NR2601  20250915  ...   12665      12615      NR
261    261      NR2602  20250915  ...   12700      12645      NR
262    262      NR2603  20250915  ...   12690      12630      NR
263    263      NR2604  20250915  ...   12710      12675      NR
264    264      NR2605  20250915  ...   12740      12695      NR
265    265      NR2606  20250915  ...   12635      12580      NR
266    266      NR2607  20250915  ...   12650      12640      NR
267    267      NR2608  20250915  ...   12685      12685      NR
268    268      SP2509  20250915  ...    4952       4926      SP
269    269      SP2510  20250915  ...    4992       4964      SP
270    270      SP2511  20250915  ...    5024       4988      SP
271    271      SP2512  20250915  ...    5042       5004      SP
272    272      SP2601  20250915  ...    5308       5276      SP
273    273      SP2602  20250915  ...    5286       5262      SP
274    274      SP2603  20250915  ...    5300       5272      SP
275    275      SP2604  20250915  ...    5316       5278      SP
276    276      SP2605  20250915  ...    5314       5290      SP
277    277      SP2606  20250915  ...    5322       5290      SP
278    278      SP2607  20250915  ...    5332       5294      SP
279    279      SP2608  20250915  ...    5330       5296      SP
280    280      OP2601  20250915  ...    4214       4220      OP
281    281      OP2602  20250915  ...    4214       4202      OP
282    282      OP2603  20250915  ...    4226       4228      OP
283    283      OP2604  20250915  ...    4250       4250      OP
284    284      OP2605  20250915  ...    4222       4248      OP
285    285      OP2606  20250915  ...    4216       4222      OP
286    286      OP2607  20250915  ...    4240       4256      OP
287    287      OP2608  20250915  ...    4256       4250      OP
288    288      EC2510  20250915  ...  1170.9     1181.6      EC
289    289      EC2512  20250915  ...  1640.3     1594.5      EC
290    290      EC2602  20250915  ...    1521     1490.3      EC
291    291      EC2604  20250915  ...  1250.1     1235.6      EC
292    292      EC2606  20250915  ...  1425.3     1412.9      EC
293    293      EC2608  20250915  ...  1596.5     1580.3      EC
294    294  SC_TAS2510  20250915  ...                     SC_TAS
295    295  SC_TAS2511  20250915  ...                     SC_TAS
296    296  SC_TAS2512  20250915  ...                     SC_TAS
297    297  SC_TAS2601  20250915  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-17 18:26:30,273 - future_1d - INFO - ak.get_shfe_daily('2025-09-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250915   3958.00  ...   3942.00     3956.00        A
1     a2601  20250915   3956.00  ...   3941.00     3956.00        A
2     a2603  20250915   3965.00  ...   3943.00     3963.00        A
3     a2605  20250915   3998.00  ...   3993.00     4002.00        A
4     a2607  20250915   4008.00  ...   3992.00     4006.00        A
5     a2609  20250915   4102.00  ...   4017.00     4006.00        A
6     b2510  20250915   3743.00  ...   3700.00     3726.00        B
7     b2511  20250915   3761.00  ...   3737.00     3760.00        B
8     b2512  20250915   3788.00  ...   3769.00     3787.00        B
9     b2601  20250915   3781.00  ...   3758.00     3785.00        B
10    b2602  20250915   3765.00  ...   3737.00     3765.00        B
11    b2603  20250915   3713.00  ...   3696.00     3713.00        B
12    b2604  20250915   3598.00  ...   3581.00     3598.00        B
13    b2605  20250915   3523.00  ...   3514.00     3518.00        B
14    b2606  20250915   3489.00  ...   3482.00     3487.00        B
15    b2607  20250915   3491.00  ...   3482.00     3487.00        B
16    b2608  20250915   3592.00  ...   3581.00     3588.00        B
17    b2609  20250915   3633.00  ...   3610.00     3588.00        B
18   bb2511  20250915    141.85  ...    142.05      141.95       BB
19   bb2601  20250915    146.50  ...    146.60      146.80       BB
20   bb2603  20250915    147.00  ...    146.80      146.90       BB
21   bb2605  20250915      0.00  ...    141.85      141.90       BB
22   bb2607  20250915      0.00  ...    146.65      146.70       BB
23   bb2609  20250915      0.00  ...    146.65      146.70       BB
24   bz2603  20250915   6015.00  ...   6021.00     5989.00       BZ
25   bz2604  20250915   5983.00  ...   6007.00     5953.00       BZ
26   bz2605  20250915   6028.00  ...   6039.00     6011.00       BZ
27   bz2606  20250915   6008.00  ...   6008.00     5953.00       BZ
28   bz2607  20250915      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250915      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250915   2199.00  ...   2178.00     2199.00        C
31    c2601  20250915   2170.00  ...   2159.00     2169.00        C
32    c2603  20250915   2184.00  ...   2176.00     2185.00        C
33    c2605  20250915   2239.00  ...   2232.00     2238.00        C
34    c2607  20250915   2253.00  ...   2247.00     2255.00        C
35    c2609  20250915   2260.00  ...   2258.00     2255.00        C
36   cs2511  20250915   2478.00  ...   2457.00     2476.00       CS
37   cs2601  20250915   2488.00  ...   2481.00     2493.00       CS
38   cs2603  20250915   2497.00  ...   2490.00     2502.00       CS
39   cs2605  20250915   2582.00  ...   2574.00     2584.00       CS
40   cs2607  20250915   2581.00  ...   2581.00     2588.00       CS
41   cs2609  20250915      0.00  ...   2588.00     2588.00       CS
42   eb2509  20250915   6589.00  ...   6789.00     6962.00       EB
43   eb2510  20250915   7073.00  ...   7072.00     7027.00       EB
44   eb2511  20250915   7082.00  ...   7083.00     7040.00       EB
45   eb2512  20250915   7091.00  ...   7093.00     7045.00       EB
46   eb2601  20250915   7111.00  ...   7116.00     7069.00       EB
47   eb2602  20250915   7134.00  ...   7142.00     7093.00       EB
48   eb2603  20250915   7166.00  ...   7183.00     7127.00       EB
49   eb2604  20250915   7216.00  ...   7214.00     7158.00       EB
50   eb2605  20250915   7208.00  ...   7226.00     7177.00       EB
51   eb2606  20250915      0.00  ...   7169.00     7169.00       EB
52   eb2607  20250915      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250915      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250915   4374.00  ...   4338.00     4408.00       EG
55   eg2510  20250915   4322.00  ...   4308.00     4308.00       EG
56   eg2511  20250915   4298.00  ...   4274.00     4270.00       EG
57   eg2512  20250915   4278.00  ...   4268.00     4269.00       EG
58   eg2601  20250915   4285.00  ...   4277.00     4279.00       EG
59   eg2602  20250915   4267.00  ...   4269.00     4286.00       EG
60   eg2603  20250915   4281.00  ...   4278.00     4288.00       EG
61   eg2604  20250915   4312.00  ...   4317.00     4313.00       EG
62   eg2605  20250915   4335.00  ...   4327.00     4326.00       EG
63   eg2606  20250915   4322.00  ...   4332.00     4333.00       EG
64   eg2607  20250915      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250915      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250915   1266.50  ...   1266.50     1268.50       FB
67   fb2511  20250915   1260.50  ...   1257.50     1261.50       FB
68   fb2512  20250915   1261.00  ...   1263.00     1258.50       FB
69   fb2601  20250915   1253.00  ...   1255.00     1253.50       FB
70   fb2602  20250915   1254.00  ...   1249.00     1247.00       FB
71   fb2603  20250915   1254.50  ...   1249.00     1249.00       FB
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:30,934 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
2025-09-17 18:26:32,683 - future_1d - INFO - save future_daily 2025-09-15 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250916  7140.000  ...  7162.000    7125.800       IC
1   IC2510  20250916  7072.000  ...  7103.600    7062.800       IC
2   IC2512  20250916  6971.000  ...  6994.200    6951.400       IC
3   IC2603  20250916  6817.800  ...  6836.200    6791.200       IC
4   IF2509  20250916  4542.000  ...  4517.000    4528.000       IF
5   IF2510  20250916  4531.600  ...  4507.000    4518.800       IF
6   IF2512  20250916  4510.000  ...  4486.600    4496.400       IF
7   IF2603  20250916  4481.800  ...  4462.600    4470.800       IF
8   IH2509  20250916  2968.200  ...  2950.400    2961.200       IH
9   IH2510  20250916  2970.000  ...  2949.400    2960.800       IH
10  IH2512  20250916  2969.000  ...  2950.800    2962.400       IH
11  IH2603  20250916  2971.000  ...  2954.600    2964.200       IH
12  IM2509  20250916  7391.000  ...  7454.000    7386.400       IM
13  IM2510  20250916  7311.400  ...  7384.200    7317.000       IM
14  IM2512  20250916  7172.200  ...  7232.200    7161.400       IM
15  IM2603  20250916  6960.000  ...  7026.800    6951.200       IM
16   T2512  20250916   107.680  ...   108.010     107.840        T
17   T2603  20250916   107.385  ...   107.685     107.525        T
18   T2606  20250916   107.215  ...   107.515     107.345        T
19  TF2512  20250916   105.600  ...   105.780     105.660       TF
20  TF2603  20250916   105.465  ...   105.650     105.540       TF
21  TF2606  20250916   105.360  ...   105.535     105.435       TF
22  TL2512  20250916   114.870  ...   115.520     115.480       TL
23  TL2603  20250916   114.640  ...   115.180     115.180       TL
24  TL2606  20250916   114.500  ...   115.120     115.100       TL
25  TS2512  20250916   102.360  ...   102.410     102.368       TS
26  TS2603  20250916   102.310  ...   102.346     102.312       TS
27  TS2606  20250916   102.270  ...   102.302     102.280       TS

[28 rows x 12 columns]
2025-09-17 18:26:39,943 - future_1d - INFO - ak.get_cffex_daily('2025-09-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250916   488.3  ...   492.1        488      SC
1       SC2511  20250916   489.1  ...   493.5      488.5      SC
2       SC2512  20250916   487.1  ...   491.1      487.6      SC
3       SC2601  20250916   487.1  ...   490.1      487.5      SC
4       SC2602  20250916   485.8  ...     488        487      SC
5       SC2603  20250916   485.2  ...   487.7      486.6      SC
6       SC2604  20250916   485.3  ...   486.4      485.9      SC
7       SC2605  20250916   486.9  ...   486.3      485.9      SC
8       SC2606  20250916   484.3  ...   485.6      485.8      SC
9       SC2607  20250916   484.9  ...   485.7      486.1      SC
10      SC2608  20250916   484.5  ...   484.2      482.4      SC
11      SC2609  20250916   482.5  ...   481.9      481.8      SC
12      SC2612  20250916   478.9  ...   479.8      475.4      SC
13      SC2703  20250916          ...   474.6      474.6      SC
14      SC2706  20250916          ...   474.7      474.7      SC
15      SC2709  20250916          ...   473.2      473.2      SC
16      SC2712  20250916          ...   472.1      472.1      SC
17      SC2803  20250916   473.6  ...   473.6      471.1      SC
18      SC2806  20250916   470.5  ...   471.1      466.7      SC
19      SC2809  20250916          ...     469        469      SC
21      LU2510  20250916    3350  ...    3370       3332      LU
22      LU2511  20250916    3378  ...    3396       3353      LU
23      LU2512  20250916    3356  ...    3377       3346      LU
24      LU2601  20250916    3352  ...    3369       3343      LU
25      LU2602  20250916    3349  ...    3354       3333      LU
26      LU2603  20250916    3346  ...    3350       3328      LU
27      LU2604  20250916    3350  ...    3349       3323      LU
28      LU2605  20250916    3341  ...    3341       3318      LU
29      LU2606  20250916    3343  ...    3348       3317      LU
30      LU2607  20250916    3346  ...    3342       3312      LU
31      LU2608  20250916    3335  ...    3343       3320      LU
32      LU2609  20250916    3323  ...    3336       3308      LU
34      NR2510  20250916   12675  ...   12640      12555      NR
35      NR2511  20250916   12705  ...   12690      12595      NR
36      NR2512  20250916   12745  ...   12725      12645      NR
37      NR2601  20250916   12765  ...   12755      12665      NR
38      NR2602  20250916   12775  ...   12785      12700      NR
39      NR2603  20250916   12770  ...   12780      12690      NR
40      NR2604  20250916   12795  ...   12795      12710      NR
41      NR2605  20250916          ...   12825      12740      NR
42      NR2606  20250916          ...   12635      12635      NR
43      NR2607  20250916          ...   12655      12650      NR
44      NR2608  20250916          ...   12685      12685      NR
45      NR2609  20250916          ...   12685      12685      NR
47      BC2510  20250916   71730  ...   72020      71780      BC
48      BC2511  20250916   71930  ...   72070      71830      BC
49      BC2512  20250916   72320  ...   72120      71910      BC
50      BC2601  20250916          ...   72000      72000      BC
51      BC2602  20250916          ...   71650      71650      BC
52      BC2603  20250916   71570  ...   71950      72000      BC
53      BC2604  20250916          ...   71550      71550      BC
54      BC2605  20250916          ...   71550      71550      BC
55      BC2606  20250916          ...   71500      71500      BC
56      BC2607  20250916          ...   71560      71560      BC
57      BC2608  20250916          ...   71550      71550      BC
58      BC2609  20250916          ...   71550      71550      BC
60      EC2510  20250916    1178  ...  1189.6     1170.9      EC
61      EC2512  20250916  1675.1  ...  1710.7     1640.3      EC
62      EC2602  20250916  1538.7  ...  1583.1       1521      EC
63      EC2604  20250916    1261  ...  1283.3     1250.1      EC
64      EC2606  20250916  1445.3  ...    1459     1425.3      EC
65      EC2608  20250916    1624  ...    1622     1596.5      EC
68  SC_TAS2510  20250916          ...                     SC_TAS
69  SC_TAS2511  20250916          ...                     SC_TAS
70  SC_TAS2512  20250916          ...                     SC_TAS
71  SC_TAS2601  20250916          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:40,018 - future_1d - INFO - ak.get_ine_daily('2025-09-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250916  54525.0  ...  54925.0     53505.0       PS
1   PS2511  20250916  55600.0  ...  54630.0     53400.0       PS
2   PS2512  20250916  57990.0  ...  57220.0     55890.0       PS
3   PS2601  20250916  57100.0  ...  57135.0     55780.0       PS
4   PS2602  20250916  57880.0  ...  57140.0     55835.0       PS
5   PS2603  20250916  57885.0  ...  57205.0     55620.0       PS
6   PS2604  20250916  57915.0  ...  57330.0     55840.0       PS
7   PS2605  20250916  57085.0  ...  57310.0     55975.0       PS
8   PS2606  20250916  59000.0  ...  59625.0     58160.0       PS
9   PS2607  20250916  59810.0  ...  59850.0     58285.0       PS
10  PS2608  20250916  59100.0  ...  59695.0     58340.0       PS
11  PS2609  20250916  60425.0  ...  59740.0     57875.0       PS
13  SI2510  20250916   8905.0  ...   8950.0      8755.0       SI
14  SI2511  20250916   9000.0  ...   8970.0      8840.0       SI
15  SI2512  20250916   9500.0  ...   9360.0      9215.0       SI
16  SI2601  20250916   9350.0  ...   9350.0      9205.0       SI
17  SI2602  20250916   9285.0  ...   9385.0      9175.0       SI
18  SI2603  20250916   9340.0  ...   9355.0      9215.0       SI
19  SI2604  20250916   9360.0  ...   9360.0      9215.0       SI
20  SI2605  20250916   9365.0  ...   9370.0      9220.0       SI
21  SI2606  20250916   9385.0  ...   9350.0      9220.0       SI
22  SI2607  20250916   9390.0  ...   9355.0      9260.0       SI
23  SI2608  20250916   9520.0  ...   9380.0      9290.0       SI
24  SI2609  20250916   9440.0  ...   9345.0      9245.0       SI
27  LC2510  20250916  74000.0  ...  73500.0     72160.0       LC
28  LC2511  20250916  73900.0  ...  73620.0     72240.0       LC
29  LC2512  20250916  74440.0  ...  73920.0     72420.0       LC
30  LC2601  20250916  74500.0  ...  73800.0     72420.0       LC
31  LC2602  20250916  74580.0  ...  73720.0     72480.0       LC
32  LC2603  20250916  74500.0  ...  73660.0     72340.0       LC
33  LC2604  20250916  74560.0  ...  74280.0     72720.0       LC
34  LC2605  20250916  74100.0  ...  74240.0     72780.0       LC
35  LC2606  20250916  74860.0  ...  74280.0     72540.0       LC
36  LC2607  20250916  74000.0  ...  73980.0     72520.0       LC
37  LC2608  20250916  74060.0  ...  73740.0     72540.0       LC
38  LC2609  20250916  73920.0  ...  73900.0     72440.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:40,138 - future_1d - INFO - ak.get_gfex_daily('2025-09-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250916   8431.0   8450.0  ...    47638.33   8421.0      8404.0       AP
1    AP511  20250916   8252.0   8252.0  ...     4879.68   8201.0      8213.0       AP
2    AP512  20250916   8223.0   8228.0  ...     1025.60   8205.0      8231.0       AP
3    AP601  20250916   8336.0   8336.0  ...   426432.76   8271.0      8310.0       AP
4    AP603  20250916   8176.0   8195.0  ...      416.21   8161.0      8220.0       AP
5    AP604  20250916   8165.0   8175.0  ...       73.50   8167.0      8215.0       AP
6    AP605  20250916   8261.0   8267.0  ...     2327.63   8225.0      8266.0       AP
7    CF511  20250916  13735.0  13805.0  ...   237565.10  13755.0     13740.0       CF
8    CF601  20250916  13875.0  13950.0  ...  1422412.34  13900.0     13885.0       CF
9    CF603  20250916  13835.0  13915.0  ...     1664.41  13870.0     13845.0       CF
10   CF605  20250916  13845.0  13910.0  ...   111549.27  13860.0     13850.0       CF
11   CF607  20250916  13845.0  13915.0  ...     1431.06  13895.0     13865.0       CF
12   CF609  20250916  13975.0  14060.0  ...      175.44  14035.0     13975.0       CF
13   CJ512  20250916  10855.0  10920.0  ...     3226.79  10790.0     10865.0       CJ
14   CJ601  20250916  10900.0  10950.0  ...   675279.37  10830.0     10905.0       CJ
15   CJ603  20250916  10935.0  10985.0  ...    10832.01  10860.0     10960.0       CJ
16   CJ605  20250916  11030.0  11080.0  ...   123247.95  10960.0     11040.0       CJ
17   CJ607  20250916  11180.0  11210.0  ...     1926.72  11105.0     11180.0       CJ
18   CJ609  20250916  11355.0  11400.0  ...      495.11  11250.0     11385.0       CJ
19   CY510  20250916      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250916  19855.0  20070.0  ...   120659.98  19965.0     19890.0       CY
21   CY512  20250916  19405.0  19405.0  ...        9.70  19405.0     19635.0       CY
22   CY601  20250916  19930.0  20020.0  ...     3157.64  19985.0     19910.0       CY
23   CY602  20250916      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250916      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250916      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250916  20195.0  20195.0  ...       20.17  20170.0     20065.0       CY
27   CY606  20250916      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250916      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250916      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250916  20940.0  20940.0  ...       30.81  20540.0     20160.0       CY
31   FG510  20250916   1100.0   1120.0  ...    28626.35   1109.0      1084.0       FG
32   FG511  20250916   1108.0   1127.0  ...   232450.33   1117.0      1092.0       FG
33   FG512  20250916   1220.0   1245.0  ...   116419.79   1234.0      1197.0       FG
34   FG601  20250916   1222.0   1249.0  ...  6281365.12   1236.0      1193.0       FG
35   FG602  20250916   1268.0   1296.0  ...    52701.41   1285.0      1239.0       FG
36   FG603  20250916   1270.0   1299.0  ...     2992.31   1290.0      1247.0       FG
37   FG604  20250916   1318.0   1347.0  ...      818.41   1337.0      1300.0       FG
38   FG605  20250916   1318.0   1347.0  ...   137737.04   1336.0      1296.0       FG
39   FG606  20250916   1348.0   1376.0  ...     1109.80   1367.0      1329.0       FG
40   FG607  20250916   1345.0   1370.0  ...     2596.69   1361.0      1324.0       FG
41   FG608  20250916   1359.0   1394.0  ...     2231.84   1385.0      1349.0       FG
42   FG609  20250916   1351.0   1393.0  ...     4226.76   1382.0      1341.0       FG
43   JR511  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250916   2297.0   2313.0  ...    13087.24   2298.0      2290.0       MA
52   MA511  20250916   2329.0   2342.0  ...   156365.92   2331.0      2318.0       MA
53   MA512  20250916   2372.0   2384.0  ...    96924.29   2376.0      2357.0       MA
54   MA601  20250916   2398.0   2408.0  ...  1248841.43   2394.0      2386.0       MA
55   MA602  20250916   2408.0   2423.0  ...    31872.10   2414.0      2394.0       MA
56   MA603  20250916   2425.0   2437.0  ...      315.69   2428.0      2411.0       MA
57   MA604  20250916   2428.0   2437.0  ...       58.39   2433.0      2401.0       MA
58   MA605  20250916   2407.0   2424.0  ...    82466.24   2412.0      2394.0       MA
59   MA606  20250916   2422.0   2423.0  ...       12.11   2422.0      2417.0       MA
60   MA607  20250916   2401.0   2409.0  ...      100.76   2399.0      2386.0       MA
61   MA608  20250916   2397.0   2402.0  ...       11.97   2394.0      2381.0       MA
62   MA609  20250916   2371.0   2396.0  ...     1193.43   2382.0      2371.0       MA
63   OI511  20250916  10096.0  10230.0  ...   559308.68  10154.0     10049.0       OI
64   OI601  20250916   9918.0  10063.0  ...  3499778.27   9981.0      9877.0       OI
65   OI603  20250916   9707.0   9828.0  ...     6705.93   9733.0      9697.0       OI
66   OI605  20250916   9517.0   9604.0  ...   224491.13   9516.0      9517.0       OI
67   OI607  20250916   9467.0   9559.0  ...     5254.93   9468.0      9478.0       OI
68   OI609  20250916   9438.0   9532.0  ...     3192.58   9446.0      9456.0       OI
69   PF510  20250916   6344.0   6408.0  ...    14417.59   6378.0      6366.0       PF
70   PF511  20250916   6340.0   6406.0  ...   643537.61   6380.0      6362.0       PF
71   PF512  20250916   6322.0   6384.0  ...   388107.66   6364.0      6340.0       PF
72   PF601  20250916   6374.0   6424.0  ...    28244.74   6400.0      6382.0       PF
73   PF602  20250916   6378.0   6430.0  ...    60187.29   6406.0      6390.0       PF
74   PF603  20250916   6392.0   6434.0  ...       51.36   6420.0      6394.0       PF
75   PF604  20250916   6428.0   6476.0  ...       25.81   6454.0      6444.0       PF
76   PF605  20250916   6474.0   6474.0  ...        9.69   6458.0      6460.0       PF
77   PF606  20250916      0.0      0.0  ...        0.00   6480.0      6480.0       PF
78   PF607  20250916      0.0      0.0  ...        0.00   6502.0      6502.0       PF
79   PF608  20250916      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250916   6580.0   6580.0  ...        6.58   6580.0      6504.0       PF
81   PK510  20250916   7808.0   7826.0  ...    20245.18   7800.0      7808.0       PK
82   PK511  20250916   7720.0   7812.0  ...   572845.33   7766.0      7752.0       PK
83   PK512  20250916   7762.0   7838.0  ...   190587.58   7798.0      7770.0       PK
84   PK601  20250916   7790.0   7840.0  ...    74875.55   7820.0      7798.0       PK
85   PK603  20250916   7828.0   7864.0  ...      188.23   7844.0      7834.0       PK
86   PK604  20250916   7856.0   7870.0  ...       35.38   7862.0      7846.0       PK
87   PK605  20250916   7854.0   7882.0  ...     5056.75   7864.0      7852.0       PK
88   PL601  20250916   6441.0   6483.0  ...    36887.25   6458.0      6434.0       PL
89   PL602  20250916   6498.0   6510.0  ...      181.48   6482.0      6457.0       PL
90   PL603  20250916      0.0      0.0  ...        0.00   6498.0      6498.0       PL
91   PL604  20250916      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250916   6419.0   6435.0  ...       38.57   6428.0      6397.0       PL
93   PL606  20250916      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250916      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250916   5844.0   5890.0  ...     2507.76   5866.0      5844.0       PR
104  PR511  20250916   5824.0   5888.0  ...   300113.97   5860.0      5838.0       PR
105  PR512  20250916   5840.0   5892.0  ...   196645.47   5866.0      5846.0       PR
106  PR601  20250916   5836.0   5888.0  ...    85588.42   5860.0      5844.0       PR
107  PR602  20250916   5880.0   5914.0  ...      159.20   5896.0      5880.0       PR
108  PR603  20250916   5890.0   5924.0  ...      115.18   5908.0      5874.0       PR
109  PR604  20250916      0.0      0.0  ...        0.00   5896.0      5890.0       PR
110  PR605  20250916      0.0      0.0  ...        0.00   5904.0      5904.0       PR
111  PR606  20250916      0.0      0.0  ...        0.00   5936.0      5920.0       PR
112  PR607  20250916      0.0      0.0  ...        0.00   5944.0      5936.0       PR
113  PR608  20250916      0.0      0.0  ...        0.00   5946.0      5934.0       PR
114  PR609  20250916      0.0      0.0  ...        0.00   5924.0      5920.0       PR
115  PX510  20250916   6802.0   6830.0  ...     9955.59   6804.0      6788.0       PX
116  PX511  20250916   6758.0   6832.0  ...   588431.51   6788.0      6762.0       PX
117  PX512  20250916   6732.0   6802.0  ...   184748.39   6758.0      6732.0       PX
118  PX601  20250916   6708.0   6770.0  ...   160816.95   6734.0      6712.0       PX
119  PX602  20250916   6702.0   6764.0  ...    33250.17   6728.0      6700.0       PX
120  PX603  20250916   6742.0   6742.0  ...        3.37   6742.0      6690.0       PX
121  PX604  20250916   6760.0   6760.0  ...        3.38   6760.0      6714.0       PX
122  PX605  20250916   6698.0   6750.0  ...      177.90   6714.0      6698.0       PX
123  PX606  20250916      0.0      0.0  ...        0.00   6698.0      6684.0       PX
124  PX607  20250916   6736.0   6736.0  ...       84.20   6736.0      6736.0       PX
125  PX608  20250916      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250916   6722.0   6722.0  ...        3.36   6722.0      6744.0       PX
127  RI511  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250916   2512.0   2545.0  ...    17263.52   2531.0      2516.0       RM
134  RM601  20250916   2504.0   2533.0  ...   714729.48   2517.0      2509.0       RM
135  RM603  20250916   2415.0   2433.0  ...     6123.34   2423.0      2417.0       RM
136  RM605  20250916   2394.0   2408.0  ...    95398.24   2400.0      2399.0       RM
137  RM607  20250916   2380.0   2393.0  ...     9153.32   2385.0      2384.0       RM
138  RM608  20250916   2478.0   2490.0  ...      484.36   2484.0      2484.0       RM
139  RM609  20250916   2468.0   2476.0  ...      575.67   2471.0      2472.0       RM
140  RS511  20250916   5303.0   5330.0  ...       47.75   5306.0      5253.0       RS
141  RS607  20250916   5581.0   5640.0  ...      111.09   5555.0      5546.0       RS
142  RS608  20250916   5586.0   5586.0  ...      133.35   5556.0      5563.0       RS
143  RS609  20250916      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250916   1226.0   1257.0  ...    28596.58   1244.0      1209.0       SA
145  SA511  20250916   1238.0   1270.0  ...   498157.01   1258.0      1224.0       SA
146  SA512  20250916   1305.0   1338.0  ...   318681.85   1324.0      1287.0       SA
147  SA601  20250916   1320.0   1352.0  ...  5275792.91   1337.0      1298.0       SA
148  SA602  20250916   1340.0   1379.0  ...   115822.53   1366.0      1327.0       SA
149  SA603  20250916   1345.0   1384.0  ...     5821.64   1369.0      1332.0       SA
150  SA604  20250916   1382.0   1422.0  ...     2327.09   1409.0      1372.0       SA
151  SA605  20250916   1385.0   1427.0  ...   215884.11   1415.0      1375.0       SA
152  SA606  20250916   1405.0   1433.0  ...     1656.73   1418.0      1389.0       SA
153  SA607  20250916   1397.0   1435.0  ...     3919.79   1420.0      1392.0       SA
154  SA608  20250916   1410.0   1450.0  ...     4517.40   1426.0      1408.0       SA
155  SA609  20250916   1416.0   1458.0  ...    11335.41   1443.0      1411.0       SA
156  SF510  20250916   5572.0   5604.0  ...    13665.49   5572.0      5488.0       SF
157  SF511  20250916   5764.0   5794.0  ...   606574.67   5752.0      5660.0       SF
158  SF512  20250916   5722.0   5754.0  ...   135265.68   5724.0      5622.0       SF
159  SF601  20250916   5722.0   5750.0  ...   229624.81   5716.0      5628.0       SF
160  SF602  20250916   5672.0   5706.0  ...    35318.60   5670.0      5586.0       SF
161  SF603  20250916   5864.0   5874.0  ...       38.06   5856.0      5760.0       SF
162  SF604  20250916   5854.0   5862.0  ...       32.17   5850.0      5726.0       SF
163  SF605  20250916   5820.0   5858.0  ...     3726.56   5824.0      5730.0       SF
164  SF606  20250916   5762.0   5820.0  ...       72.29   5784.0      5696.0       SF
165  SF607  20250916   5900.0   5952.0  ...      100.96   5940.0      5856.0       SF
166  SF608  20250916   5878.0   5908.0  ...       41.25   5894.0      5790.0       SF
167  SF609  20250916   5884.0   5910.0  ...       35.37   5896.0      5788.0       SF
168  SH510  20250916   2492.0   2529.0  ...    35619.56   2506.0      2511.0       SH
169  SH511  20250916   2523.0   2557.0  ...   607466.03   2535.0      2528.0       SH
170  SH512  20250916   2571.0   2602.0  ...   252676.23   2584.0      2561.0       SH
171  SH601  20250916   2576.0   2612.0  ...  2665136.55   2592.0      2566.0       SH
172  SH602  20250916   2599.0   2633.0  ...   125925.89   2614.0      2584.0       SH
173  SH603  20250916   2616.0   2651.0  ...     4414.34   2637.0      2603.0       SH
174  SH604  20250916   2663.0   2696.0  ...      337.72   2680.0      2649.0       SH
175  SH605  20250916   2656.0   2707.0  ...    24698.88   2689.0      2653.0       SH
176  SH606  20250916   2700.0   2715.0  ...      113.69   2707.0      2661.0       SH
177  SH607  20250916   2701.0   2705.0  ...       89.08   2699.0      2666.0       SH
178  SH608  20250916   2710.0   2710.0  ...       24.32   2702.0      2672.0       SH
179  SH609  20250916   2686.0   2716.0  ...      348.43   2701.0      2666.0       SH
180  SM510  20250916   5840.0   5884.0  ...    23489.15   5850.0      5792.0       SM
181  SM511  20250916   5934.0   5974.0  ...   506627.48   5940.0      5864.0       SM
182  SM512  20250916   5932.0   5982.0  ...   101306.79   5948.0      5880.0       SM
183  SM601  20250916   5950.0   5996.0  ...   656513.97   5962.0      5884.0       SM
184  SM602  20250916   5966.0   5994.0  ...   364998.35   5960.0      5876.0       SM
185  SM603  20250916   5970.0   6006.0  ...      337.32   5970.0      5900.0       SM
186  SM604  20250916   5984.0   5992.0  ...        8.98   5990.0      5926.0       SM
187  SM605  20250916   5990.0   6026.0  ...    14076.30   6000.0      5918.0       SM
188  SM606  20250916   6004.0   6018.0  ...       62.84   5986.0      5930.0       SM
189  SM607  20250916   5990.0   6032.0  ...      132.25   6012.0      5934.0       SM
190  SM608  20250916   6010.0   6042.0  ...       63.31   6030.0      5956.0       SM
191  SM609  20250916   6054.0   6062.0  ...      255.39   6010.0      5980.0       SM
192  SR511  20250916   5553.0   5572.0  ...   124230.82   5549.0      5546.0       SR
193  SR601  20250916   5557.0   5572.0  ...  1012615.35   5555.0      5545.0       SR
194  SR603  20250916   5537.0   5559.0  ...     2405.65   5543.0      5532.0       SR
195  SR605  20250916   5530.0   5548.0  ...    53655.44   5532.0      5521.0       SR
196  SR607  20250916   5530.0   5542.0  ...     2538.15   5530.0      5518.0       SR
197  SR609  20250916   5538.0   5555.0  ...     2782.47   5543.0      5530.0       SR
198  TA510  20250916   4646.0   4684.0  ...    33683.31   4662.0      4652.0       TA
199  TA511  20250916   4654.0   4700.0  ...   367365.00   4676.0      4664.0       TA
200  TA512  20250916   4668.0   4712.0  ...   190297.82   4692.0      4676.0       TA
201  TA601  20250916   4674.0   4716.0  ...  1501777.37   4692.0      4684.0       TA
202  TA602  20250916   4690.0   4726.0  ...    18753.38   4704.0      4694.0       TA
203  TA603  20250916   4726.0   4738.0  ...       40.07   4714.0      4708.0       TA
204  TA604  20250916   4736.0   4736.0  ...       51.90   4718.0      4712.0       TA
205  TA605  20250916   4716.0   4756.0  ...    49832.20   4732.0      4718.0       TA
206  TA606  20250916   4750.0   4750.0  ...        2.38   4750.0      4722.0       TA
207  TA607  20250916   4756.0   4770.0  ...       14.28   4760.0      4732.0       TA
208  TA608  20250916   4756.0   4778.0  ...       11.92   4770.0      4766.0       TA
209  TA609  20250916   4770.0   4792.0  ...       54.94   4778.0      4732.0       TA
210  UR510  20250916   1608.0   1608.0  ...     3982.44   1597.0      1596.0       UR
211  UR511  20250916   1683.0   1688.0  ...    52944.57   1672.0      1664.0       UR
212  UR512  20250916   1689.0   1696.0  ...    13165.23   1683.0      1675.0       UR
213  UR601  20250916   1700.0   1704.0  ...   437831.60   1691.0      1679.0       UR
214  UR602  20250916   1693.0   1706.0  ...      369.61   1695.0      1684.0       UR
215  UR603  20250916   1744.0   1744.0  ...       76.45   1737.0      1728.0       UR
216  UR604  20250916   1738.0   1738.0  ...       24.31   1736.0      1726.0       UR
217  UR605  20250916   1746.0   1750.0  ...    14370.06   1740.0      1729.0       UR
218  UR606  20250916   1745.0   1745.0  ...      166.89   1738.0      1729.0       UR
219  UR607  20250916   1770.0   1775.0  ...      183.87   1768.0      1762.0       UR
220  UR608  20250916   1766.0   1768.0  ...       45.86   1764.0      1758.0       UR
221  UR609  20250916   1769.0   1770.0  ...      228.61   1759.0      1751.0       UR
222  WH511  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:40,495 - future_1d - INFO - ak.get_czce_daily('2025-09-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250916  ...   81090      80830      CU
1        1      CU2511  20250916  ...   81090      80830      CU
2        2      CU2512  20250916  ...   81090      80810      CU
3        3      CU2601  20250916  ...   81150      80800      CU
4        4      CU2602  20250916  ...   81190      80770      CU
5        5      CU2603  20250916  ...   81130      80760      CU
6        6      CU2604  20250916  ...   81120      80810      CU
7        7      CU2605  20250916  ...   80980      80830      CU
8        8      CU2606  20250916  ...   81080      80810      CU
9        9      CU2607  20250916  ...   81060      80760      CU
10      10      CU2608  20250916  ...   81100      80850      CU
11      11      CU2609  20250916  ...   81100      80850      CU
12      12      BC2510  20250916  ...   72020      71780      BC
13      13      BC2511  20250916  ...   72070      71830      BC
14      14      BC2512  20250916  ...   72120      71910      BC
15      15      BC2601  20250916  ...   72000      72000      BC
16      16      BC2602  20250916  ...   71650      71650      BC
17      17      BC2603  20250916  ...   71950      72000      BC
18      18      BC2604  20250916  ...   71550      71550      BC
19      19      BC2605  20250916  ...   71550      71550      BC
20      20      BC2606  20250916  ...   71500      71500      BC
21      21      BC2607  20250916  ...   71560      71560      BC
22      22      BC2608  20250916  ...   71550      71550      BC
23      23      BC2609  20250916  ...   71550      71550      BC
24      24      AL2510  20250916  ...   20990      21045      AL
25      25      AL2511  20250916  ...   21010      21045      AL
26      26      AL2512  20250916  ...   20985      21015      AL
27      27      AL2601  20250916  ...   20960      20985      AL
28      28      AL2602  20250916  ...   20965      20970      AL
29      29      AL2603  20250916  ...   20990      20980      AL
30      30      AL2604  20250916  ...   21015      21000      AL
31      31      AL2605  20250916  ...   21040      21005      AL
32      32      AL2606  20250916  ...   21005      21015      AL
33      33      AL2607  20250916  ...   21035      20990      AL
34      34      AL2608  20250916  ...   20965      20985      AL
35      35      AL2609  20250916  ...   20985      20985      AL
36      36      ZN2510  20250916  ...   22300      22305      ZN
37      37      ZN2511  20250916  ...   22315      22320      ZN
38      38      ZN2512  20250916  ...   22330      22335      ZN
39      39      ZN2601  20250916  ...   22360      22345      ZN
40      40      ZN2602  20250916  ...   22370      22360      ZN
41      41      ZN2603  20250916  ...   22370      22375      ZN
42      42      ZN2604  20250916  ...   22420      22400      ZN
43      43      ZN2605  20250916  ...   22430      22405      ZN
44      44      ZN2606  20250916  ...   22490      22420      ZN
45      45      ZN2607  20250916  ...   22460      22420      ZN
46      46      ZN2608  20250916  ...   22480      22440      ZN
47      47      ZN2609  20250916  ...   22450      22440      ZN
48      48      PB2510  20250916  ...   17080      17120      PB
49      49      PB2511  20250916  ...   17100      17140      PB
50      50      PB2512  20250916  ...   17105      17155      PB
51      51      PB2601  20250916  ...   17115      17155      PB
52      52      PB2602  20250916  ...   17120      17180      PB
53      53      PB2603  20250916  ...   17130      17190      PB
54      54      PB2604  20250916  ...   17205      17205      PB
55      55      PB2605  20250916  ...   17170      17175      PB
56      56      PB2606  20250916  ...   17105      17105      PB
57      57      PB2607  20250916  ...   17155      17155      PB
58      58      PB2608  20250916  ...   17165      17210      PB
59      59      PB2609  20250916  ...   17165      17210      PB
60      60      NI2510  20250916  ...  122790     122170      NI
61      61      NI2511  20250916  ...  122930     122380      NI
62      62      NI2512  20250916  ...  123120     122580      NI
63      63      NI2601  20250916  ...  123300     122810      NI
64      64      NI2602  20250916  ...  123650     122970      NI
65      65      NI2603  20250916  ...  123590     123430      NI
66      66      NI2604  20250916  ...  123800     123800      NI
67      67      NI2605  20250916  ...  124130     123750      NI
68      68      NI2606  20250916  ...  124360     123960      NI
69      69      NI2607  20250916  ...  124590     124160      NI
70      70      NI2608  20250916  ...  125030     124390      NI
71      71      NI2609  20250916  ...  124490     124390      NI
72      72      SN2510  20250916  ...  272740     273890      SN
73      73      SN2511  20250916  ...  273020     273950      SN
74      74      SN2512  20250916  ...  273040     273810      SN
75      75      SN2601  20250916  ...  273310     274030      SN
76      76      SN2602  20250916  ...  273130     273700      SN
77      77      SN2603  20250916  ...  273430     274260      SN
78      78      SN2604  20250916  ...  273380     274510      SN
79      79      SN2605  20250916  ...  273620     274580      SN
80      80      SN2606  20250916  ...  274060     274940      SN
81      81      SN2607  20250916  ...  275180     275260      SN
82      82      SN2608  20250916  ...  275620     275630      SN
83      83      SN2609  20250916  ...  275630     275630      SN
84      84      AO2510  20250916  ...    2957       2907      AO
85      85      AO2511  20250916  ...    2964       2910      AO
86      86      AO2512  20250916  ...    2979       2918      AO
87      87      AO2601  20250916  ...    2989       2926      AO
88      88      AO2602  20250916  ...    2996       2935      AO
89      89      AO2603  20250916  ...    3052       3002      AO
90      90      AO2604  20250916  ...    3063       3009      AO
91      91      AO2605  20250916  ...    3066       3015      AO
92      92      AO2606  20250916  ...    3077       3021      AO
93      93      AO2607  20250916  ...    3084       3031      AO
94      94      AO2608  20250916  ...    3091       3035      AO
95      95      AO2609  20250916  ...    3107       3035      AO
96      96      AD2511  20250916  ...   20505      20580      AD
97      97      AD2512  20250916  ...   20525      20600      AD
98      98      AD2601  20250916  ...   20550      20630      AD
99      99      AD2602  20250916  ...   20540      20620      AD
100    100      AD2603  20250916  ...   20500      20475      AD
101    101      AD2604  20250916  ...   20485      20485      AD
102    102      AD2605  20250916  ...   20520      20520      AD
103    103      AD2606  20250916  ...   20455      20455      AD
104    104      AD2607  20250916  ...   20510      20445      AD
105    105      AD2608  20250916  ...   20515      20515      AD
106    106      AD2609  20250916  ...   20515      20515      AD
107    107      AU2510  20250916  ...  838.12     832.56      AU
108    108      AU2511  20250916  ...   839.4     833.64      AU
109    109      AU2512  20250916  ...  840.76      834.9      AU
110    110      AU2602  20250916  ...   843.2     837.12      AU
111    111      AU2604  20250916  ...  845.18     839.42      AU
112    112      AU2606  20250916  ...  847.54     841.46      AU
113    113      AU2608  20250916  ...  850.08     844.46      AU
114    114      AU2610  20250916  ...  852.26     844.46      AU
115    115      AG2510  20250916  ...   10084      10028      AG
116    116      AG2511  20250916  ...   10095      10038      AG
117    117      AG2512  20250916  ...   10111      10052      AG
118    118      AG2601  20250916  ...   10121      10064      AG
119    119      AG2602  20250916  ...   10131      10075      AG
120    120      AG2603  20250916  ...   10146      10083      AG
121    121      AG2604  20250916  ...   10143      10097      AG
122    122      AG2605  20250916  ...   10175      10115      AG
123    123      AG2606  20250916  ...   10188      10126      AG
124    124      AG2607  20250916  ...   10204      10144      AG
125    125      AG2608  20250916  ...   10214      10159      AG
126    126      AG2609  20250916  ...   10233      10159      AG
127    127      RB2510  20250916  ...    3070       3037      RB
128    128      RB2511  20250916  ...    3089       3055      RB
129    129      RB2512  20250916  ...    3134       3102      RB
130    130      RB2601  20250916  ...    3166       3127      RB
131    131      RB2602  20250916  ...    3176       3135      RB
132    132      RB2603  20250916  ...    3193       3157      RB
133    133      RB2604  20250916  ...    3221       3171      RB
134    134      RB2605  20250916  ...    3234       3192      RB
135    135      RB2606  20250916  ...    3248       3207      RB
136    136      RB2607  20250916  ...    3263       3227      RB
137    137      RB2608  20250916  ...    3269       3235      RB
138    138      RB2609  20250916  ...    3277       3235      RB
139    139      WR2510  20250916  ...    3306       3289      WR
140    140      WR2511  20250916  ...    3302       3302      WR
141    141      WR2512  20250916  ...    3324       3324      WR
142    142      WR2601  20250916  ...    3357       3350      WR
143    143      WR2602  20250916  ...    3358       3358      WR
144    144      WR2603  20250916  ...    3395       3338      WR
145    145      WR2604  20250916  ...    3389       3389      WR
146    146      WR2605  20250916  ...    3414       3414      WR
147    147      WR2606  20250916  ...    3372       3372      WR
148    148      WR2607  20250916  ...    3390       3390      WR
149    149      WR2608  20250916  ...    3399       3399      WR
150    150      WR2609  20250916  ...    3581       3399      WR
151    151      HC2510  20250916  ...    3431       3393      HC
152    152      HC2511  20250916  ...    3420       3379      HC
153    153      HC2512  20250916  ...    3409       3372      HC
154    154      HC2601  20250916  ...    3403       3360      HC
155    155      HC2602  20250916  ...    3407       3362      HC
156    156      HC2603  20250916  ...    3405       3363      HC
157    157      HC2604  20250916  ...    3407       3365      HC
158    158      HC2605  20250916  ...    3410       3364      HC
159    159      HC2606  20250916  ...    3414       3369      HC
160    160      HC2607  20250916  ...    3420       3371      HC
161    161      HC2608  20250916  ...    3423       3377      HC
162    162      HC2609  20250916  ...    3419       3377      HC
163    163      SS2510  20250916  ...   12955      12915      SS
164    164      SS2511  20250916  ...   13055      13005      SS
165    165      SS2512  20250916  ...   13090      13045      SS
166    166      SS2601  20250916  ...   13155      13115      SS
167    167      SS2602  20250916  ...   13220      13130      SS
168    168      SS2603  20250916  ...   13250      13205      SS
169    169      SS2604  20250916  ...   13325      13235      SS
170    170      SS2605  20250916  ...   13410      13365      SS
171    171      SS2606  20250916  ...   13435      13425      SS
172    172      SS2607  20250916  ...   13450      13505      SS
173    173      SS2608  20250916  ...   13575      13515      SS
174    174      SS2609  20250916  ...   13605      13515      SS
175    175      SC2510  20250916  ...   492.1        488      SC
176    176      SC2511  20250916  ...   493.5      488.5      SC
177    177      SC2512  20250916  ...   491.1      487.6      SC
178    178      SC2601  20250916  ...   490.1      487.5      SC
179    179      SC2602  20250916  ...     488        487      SC
180    180      SC2603  20250916  ...   487.7      486.6      SC
181    181      SC2604  20250916  ...   486.4      485.9      SC
182    182      SC2605  20250916  ...   486.3      485.9      SC
183    183      SC2606  20250916  ...   485.6      485.8      SC
184    184      SC2607  20250916  ...   485.7      486.1      SC
185    185      SC2608  20250916  ...   484.2      482.4      SC
186    186      SC2609  20250916  ...   481.9      481.8      SC
187    187      SC2612  20250916  ...   479.8      475.4      SC
188    188      SC2703  20250916  ...   474.6      474.6      SC
189    189      SC2706  20250916  ...   474.7      474.7      SC
190    190      SC2709  20250916  ...   473.2      473.2      SC
191    191      SC2712  20250916  ...   472.1      472.1      SC
192    192      SC2803  20250916  ...   473.6      471.1      SC
193    193      SC2806  20250916  ...   471.1      466.7      SC
194    194      SC2809  20250916  ...     469        469      SC
195    195      LU2510  20250916  ...    3370       3332      LU
196    196      LU2511  20250916  ...    3396       3353      LU
197    197      LU2512  20250916  ...    3377       3346      LU
198    198      LU2601  20250916  ...    3369       3343      LU
199    199      LU2602  20250916  ...    3354       3333      LU
200    200      LU2603  20250916  ...    3350       3328      LU
201    201      LU2604  20250916  ...    3349       3323      LU
202    202      LU2605  20250916  ...    3341       3318      LU
203    203      LU2606  20250916  ...    3348       3317      LU
204    204      LU2607  20250916  ...    3342       3312      LU
205    205      LU2608  20250916  ...    3343       3320      LU
206    206      LU2609  20250916  ...    3336       3308      LU
207    207      FU2510  20250916  ...    2829       2820      FU
208    208      FU2511  20250916  ...    2830       2818      FU
209    209      FU2512  20250916  ...    2815       2801      FU
210    210      FU2601  20250916  ...    2799       2787      FU
211    211      FU2602  20250916  ...    2781       2777      FU
212    212      FU2603  20250916  ...    2771       2764      FU
213    213      FU2604  20250916  ...    2767       2755      FU
214    214      FU2605  20250916  ...    2751       2744      FU
215    215      FU2606  20250916  ...    2744       2736      FU
216    216      FU2607  20250916  ...    2730       2722      FU
217    217      FU2608  20250916  ...    2723       2717      FU
218    218      FU2609  20250916  ...    2703       2695      FU
219    219      BU2510  20250916  ...    3437       3416      BU
220    220      BU2511  20250916  ...    3425       3398      BU
221    221      BU2512  20250916  ...    3384       3363      BU
222    222      BU2601  20250916  ...    3367       3344      BU
223    223      BU2602  20250916  ...    3366       3343      BU
224    224      BU2603  20250916  ...    3355       3347      BU
225    225      BU2604  20250916  ...    3340       3338      BU
226    226      BU2605  20250916  ...    3359       3344      BU
227    227      BU2606  20250916  ...    3358       3344      BU
228    228      BU2607  20250916  ...    3353       3339      BU
229    229      BU2608  20250916  ...    3350       3321      BU
230    230      BU2609  20250916  ...    3345       3331      BU
231    231      BU2612  20250916  ...    3308       3296      BU
232    232      BU2703  20250916  ...    3311       3307      BU
233    233      BU2706  20250916  ...    3319       3308      BU
234    234      BU2709  20250916  ...    3308       3308      BU
235    235      BR2510  20250916  ...   11710      11630      BR
236    236      BR2511  20250916  ...   11670      11590      BR
237    237      BR2512  20250916  ...   11660      11595      BR
238    238      BR2601  20250916  ...   11670      11600      BR
239    239      BR2602  20250916  ...   11635      11570      BR
240    240      BR2603  20250916  ...   11680      11585      BR
241    241      BR2604  20250916  ...   11690      11690      BR
242    242      BR2605  20250916  ...   11735      11675      BR
243    243      BR2606  20250916  ...   11775      11725      BR
244    244      BR2607  20250916  ...   11885      11845      BR
245    245      BR2608  20250916  ...   11900      11770      BR
246    246      BR2609  20250916  ...   11770      11770      BR
247    247      RU2510  20250916  ...   15105      14980      RU
248    248      RU2511  20250916  ...   15050      14935      RU
249    249      RU2601  20250916  ...   16000      15870      RU
250    250      RU2603  20250916  ...   15990      15905      RU
251    251      RU2604  20250916  ...   15990      15840      RU
252    252      RU2605  20250916  ...   15985      15845      RU
253    253      RU2606  20250916  ...   16005      15865      RU
254    254      RU2607  20250916  ...   15915      15870      RU
255    255      RU2608  20250916  ...   16055      16065      RU
256    256      RU2609  20250916  ...   16070      16065      RU
257    257      NR2510  20250916  ...   12640      12555      NR
258    258      NR2511  20250916  ...   12690      12595      NR
259    259      NR2512  20250916  ...   12725      12645      NR
260    260      NR2601  20250916  ...   12755      12665      NR
261    261      NR2602  20250916  ...   12785      12700      NR
262    262      NR2603  20250916  ...   12780      12690      NR
263    263      NR2604  20250916  ...   12795      12710      NR
264    264      NR2605  20250916  ...   12825      12740      NR
265    265      NR2606  20250916  ...   12635      12635      NR
266    266      NR2607  20250916  ...   12655      12650      NR
267    267      NR2608  20250916  ...   12685      12685      NR
268    268      NR2609  20250916  ...   12685      12685      NR
269    269      SP2510  20250916  ...    5048       4992      SP
270    270      SP2511  20250916  ...    5074       5024      SP
271    271      SP2512  20250916  ...    5088       5042      SP
272    272      SP2601  20250916  ...    5348       5308      SP
273    273      SP2602  20250916  ...    5334       5286      SP
274    274      SP2603  20250916  ...    5340       5300      SP
275    275      SP2604  20250916  ...    5344       5316      SP
276    276      SP2605  20250916  ...    5354       5314      SP
277    277      SP2606  20250916  ...    5360       5322      SP
278    278      SP2607  20250916  ...    5358       5332      SP
279    279      SP2608  20250916  ...    5358       5330      SP
280    280      SP2609  20250916  ...    5370       5330      SP
281    281      OP2601  20250916  ...    4258       4214      OP
282    282      OP2602  20250916  ...    4256       4214      OP
283    283      OP2603  20250916  ...    4284       4226      OP
284    284      OP2604  20250916  ...    4272       4250      OP
285    285      OP2605  20250916  ...    4286       4222      OP
286    286      OP2606  20250916  ...    4268       4216      OP
287    287      OP2607  20250916  ...    4276       4240      OP
288    288      OP2608  20250916  ...    4292       4256      OP
289    289      OP2609  20250916  ...    4256       4256      OP
290    290      EC2510  20250916  ...  1189.6     1170.9      EC
291    291      EC2512  20250916  ...  1710.7     1640.3      EC
292    292      EC2602  20250916  ...  1583.1       1521      EC
293    293      EC2604  20250916  ...  1283.3     1250.1      EC
294    294      EC2606  20250916  ...    1459     1425.3      EC
295    295      EC2608  20250916  ...    1622     1596.5      EC
296    297  SC_TAS2510  20250916  ...                     SC_TAS
297    298  SC_TAS2511  20250916  ...                     SC_TAS
298    299  SC_TAS2512  20250916  ...                     SC_TAS
299    300  SC_TAS2601  20250916  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 18:26:40,585 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250916   3935.0  ...   3934.00     3942.00        A
1     a2601  20250916   3938.0  ...   3937.00     3941.00        A
2     a2603  20250916   3943.0  ...   3943.00     3943.00        A
3     a2605  20250916   3996.0  ...   3984.00     3993.00        A
4     a2607  20250916   3988.0  ...   3990.00     3992.00        A
5     a2609  20250916   4004.0  ...   3998.00     4017.00        A
6     b2510  20250916   3695.0  ...   3704.00     3700.00        B
7     b2511  20250916   3731.0  ...   3745.00     3737.00        B
8     b2512  20250916   3766.0  ...   3778.00     3769.00        B
9     b2601  20250916   3756.0  ...   3765.00     3758.00        B
10    b2602  20250916   3742.0  ...   3748.00     3737.00        B
11    b2603  20250916   3695.0  ...   3701.00     3696.00        B
12    b2604  20250916   3591.0  ...   3589.00     3581.00        B
13    b2605  20250916   3515.0  ...   3519.00     3514.00        B
14    b2606  20250916   3492.0  ...   3489.00     3482.00        B
15    b2607  20250916   3486.0  ...   3488.00     3482.00        B
16    b2608  20250916   3583.0  ...   3586.00     3581.00        B
17    b2609  20250916   3610.0  ...   3607.00     3610.00        B
18   bb2511  20250916    142.0  ...    142.25      142.05       BB
19   bb2601  20250916    147.3  ...    147.30      146.60       BB
20   bb2603  20250916    147.0  ...    146.90      146.80       BB
21   bb2605  20250916      0.0  ...    141.90      141.85       BB
22   bb2607  20250916      0.0  ...    146.70      146.65       BB
23   bb2609  20250916      0.0  ...    146.70      146.65       BB
24   bz2603  20250916   6025.0  ...   6078.00     6021.00       BZ
25   bz2604  20250916   6048.0  ...   6069.00     6007.00       BZ
26   bz2605  20250916   6072.0  ...   6072.00     6039.00       BZ
27   bz2606  20250916      0.0  ...   6008.00     6008.00       BZ
28   bz2607  20250916      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250916      0.0  ...   5955.00     5955.00       BZ
30    c2511  20250916   2167.0  ...   2169.00     2178.00        C
31    c2601  20250916   2156.0  ...   2158.00     2159.00        C
32    c2603  20250916   2172.0  ...   2173.00     2176.00        C
33    c2605  20250916   2227.0  ...   2231.00     2232.00        C
34    c2607  20250916   2242.0  ...   2246.00     2247.00        C
35    c2609  20250916   2257.0  ...   2262.00     2258.00        C
36   cs2511  20250916   2444.0  ...   2445.00     2457.00       CS
37   cs2601  20250916   2471.0  ...   2475.00     2481.00       CS
38   cs2603  20250916   2488.0  ...   2485.00     2490.00       CS
39   cs2605  20250916   2570.0  ...   2568.00     2574.00       CS
40   cs2607  20250916   2580.0  ...   2575.00     2581.00       CS
41   cs2609  20250916   2592.0  ...   2592.00     2588.00       CS
42   eb2509  20250916      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250916   7108.0  ...   7158.00     7072.00       EB
44   eb2511  20250916   7104.0  ...   7170.00     7083.00       EB
45   eb2512  20250916   7112.0  ...   7175.00     7093.00       EB
46   eb2601  20250916   7135.0  ...   7195.00     7116.00       EB
47   eb2602  20250916   7167.0  ...   7216.00     7142.00       EB
48   eb2603  20250916   7212.0  ...   7237.00     7183.00       EB
49   eb2604  20250916   7272.0  ...   7272.00     7214.00       EB
50   eb2605  20250916   7264.0  ...   7288.00     7226.00       EB
51   eb2606  20250916   7297.0  ...   7297.00     7169.00       EB
52   eb2607  20250916   7297.0  ...   7314.00     7185.00       EB
53   eb2608  20250916      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250916      0.0  ...   4338.00     4338.00       EG
55   eg2510  20250916   4310.0  ...   4314.00     4308.00       EG
56   eg2511  20250916   4274.0  ...   4291.00     4274.00       EG
57   eg2512  20250916   4314.0  ...   4306.00     4268.00       EG
58   eg2601  20250916   4292.0  ...   4298.00     4277.00       EG
59   eg2602  20250916   4296.0  ...   4308.00     4269.00       EG
60   eg2603  20250916   4315.0  ...   4302.00     4278.00       EG
61   eg2604  20250916   4345.0  ...   4340.00     4317.00       EG
62   eg2605  20250916   4325.0  ...   4349.00     4327.00       EG
63   eg2606  20250916      0.0  ...   4332.00     4332.00       EG
64   eg2607  20250916      0.0  ...   4343.00     4358.00       EG
65   eg2608  20250916      0.0  ...   4402.00     4402.00       EG
66   fb2510  20250916   1275.0  ...   1269.00     1266.50       FB
67   fb2511  20250916   1262.0  ...   1257.00     1257.50       FB
68   fb2512  20250916   1272.0  ...   1263.50     1263.00       FB
69   fb2601  20250916   1260.0  ...   1255.50     1255.00       FB
70   fb2602  20250916   1249.5  ...   1249.50     1249.00       FB
71   fb2603  20250916   1249.0  ...   1250.50     1249.00       FB
72   fb2604  20250916   1252.0  ...   1252.00     1254.50       FB
73   fb2605  20250916      0.0  ...   1301.50     1301.50       FB
74   fb2606  20250916      0.0  ...   1330.00     1330.00       FB
75   fb2607  20250916      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250916      0.0  ...   1285.00     1285.00       FB
77   fb2609  20250916      0.0  ...   1296.00     1296.00       FB
78    i2510  20250916    817.5  ...    824.50      818.50        I
79    i2511  20250916    812.5  ...    819.00      810.50        I
80    i2512  20250916    806.5  ...    814.00      805.00        I
81    i2601  20250916    800.0  ...    805.50      797.00        I
82    i2602  20250916    793.0  ...    800.50      791.50        I
83    i2603  20250916    787.5  ...    795.00      786.00        I
84    i2604  20250916    783.0  ...    791.00      782.00        I
85    i2605  20250916    778.5  ...    783.50      775.00        I
86    i2606  20250916    771.5  ...    777.50      769.50        I
87    i2607  20250916    767.0  ...    773.50      765.50        I
88    i2608  20250916    762.5  ...    768.50      761.50        I
89    i2609  20250916    753.5  ...    764.00      757.50        I
90    j2510  20250916   1600.0  ...   1628.50     1564.50        J
91    j2511  20250916   1631.0  ...   1662.00     1600.00        J
92    j2512  20250916   1676.0  ...   1690.00     1629.50        J
93    j2601  20250916   1689.0  ...   1726.50     1664.50        J
94    j2602  20250916   1754.0  ...   1755.00     1684.00        J
95    j2603  20250916      0.0  ...   1721.50     1689.50        J
96    j2604  20250916      0.0  ...   1814.00     1758.00        J
97    j2605  20250916   1819.5  ...   1868.50     1809.00        J
98    j2606  20250916   1879.0  ...   1887.00     1806.00        J
99    j2607  20250916   1900.5  ...   1900.50     1810.00        J
100   j2608  20250916   1906.0  ...   1906.00     1817.50        J
101   j2609  20250916   1908.5  ...   1911.50     1845.00        J
102  jd2509  20250916   3201.0  ...   3265.00     3230.00       JD
103  jd2510  20250916   3141.0  ...   3116.00     3121.00       JD
104  jd2511  20250916   3150.0  ...   3132.00     3140.00       JD
105  jd2512  20250916   3240.0  ...   3232.00     3241.00       JD
106  jd2601  20250916   3370.0  ...   3382.00     3377.00       JD
107  jd2602  20250916   3123.0  ...   3121.00     3117.00       JD
108  jd2603  20250916   3133.0  ...   3133.00     3127.00       JD
109  jd2604  20250916   3304.0  ...   3308.00     3294.00       JD
110  jd2605  20250916   3402.0  ...   3422.00     3389.00       JD
111  jd2606  20250916   3205.0  ...   3228.00     3206.00       JD
112  jd2607  20250916   3460.0  ...   3476.00     3452.00       JD
113  jd2608  20250916   3898.0  ...   3905.00     3903.00       JD
114  jm2510  20250916   1005.0  ...   1037.00      993.50       JM
115  jm2511  20250916   1070.5  ...   1102.50     1054.00       JM
116  jm2512  20250916   1143.5  ...   1170.50     1115.50       JM
117  jm2601  20250916   1200.0  ...   1228.50     1172.00       JM
118  jm2602  20250916   1213.5  ...   1258.50     1200.00       JM
119  jm2603  20250916   1242.0  ...   1280.50     1222.50       JM
120  jm2604  20250916   1264.5  ...   1304.50     1240.00       JM
121  jm2605  20250916   1296.0  ...   1324.00     1264.50       JM
122  jm2606  20250916   1313.5  ...   1339.00     1274.50       JM
123  jm2607  20250916   1330.0  ...   1349.50     1279.00       JM
124  jm2608  20250916   1330.0  ...   1358.50     1290.00       JM
125  jm2609  20250916   1344.0  ...   1371.50     1292.00       JM
126   l2510  20250916   7138.0  ...   7177.00     7134.00        L
127   l2511  20250916   7184.0  ...   7209.00     7170.00        L
128   l2512  20250916   7222.0  ...   7239.00     7198.00        L
129   l2601  20250916   7232.0  ...   7260.00     7202.00        L
130   l2602  20250916   7226.0  ...   7246.00     7197.00        L
131   l2603  20250916   7255.0  ...   7262.00     7201.00        L
132   l2604  20250916   7268.0  ...   7284.00     7239.00        L
133   l2605  20250916   7244.0  ...   7284.00     7212.00        L
134   l2606  20250916   7270.0  ...   7283.00     7256.00        L
135   l2607  20250916   7280.0  ...   7296.00     7244.00        L
136   l2608  20250916   7288.0  ...   7306.00     7235.00        L
137   l2609  20250916   7256.0  ...   7299.00     7259.00        L
138  lg2509  20250916    762.5  ...    768.00      761.00       LG
139  lg2511  20250916    806.0  ...    806.50      799.50       LG
140  lg2601  20250916    824.0  ...    820.50      817.50       LG
141  lg2603  20250916    831.0  ...    826.50      824.00       LG
142  lg2605  20250916    838.0  ...    832.50      829.50       LG
143  lg2607  20250916    837.0  ...    833.00      834.00       LG
144  lh2509  20250916  13110.0  ...  13100.00    13100.00       LH
145  lh2511  20250916  13325.0  ...  13210.00    13200.00       LH
146  lh2601  20250916  13850.0  ...  13725.00    13660.00       LH
147  lh2603  20250916  13080.0  ...  13025.00    13005.00       LH
148  lh2605  20250916  13625.0  ...  13555.00    13510.00       LH
149  lh2607  20250916  14295.0  ...  14240.00    14220.00       LH
150   m2511  20250916   3013.0  ...   3015.00     3022.00        M
151   m2512  20250916   3062.0  ...   3064.00     3072.00        M
152   m2601  20250916   3046.0  ...   3046.00     3051.00        M
153   m2603  20250916   2991.0  ...   2986.00     2992.00        M
154   m2605  20250916   2806.0  ...   2807.00     2810.00        M
155   m2607  20250916   2784.0  ...   2786.00     2788.00        M
156   m2608  20250916   2912.0  ...   2912.00     2915.00        M
157   m2609  20250916   2921.0  ...   2918.00     2922.00        M
158   p2510  20250916   9352.0  ...   9406.00     9310.00        P
159   p2511  20250916   9392.0  ...   9432.00     9332.00        P
160   p2512  20250916   9428.0  ...   9462.00     9348.00        P
161   p2601  20250916   9442.0  ...   9484.00     9370.00        P
162   p2602  20250916   9400.0  ...   9434.00     9298.00        P
163   p2603  20250916   9342.0  ...   9404.00     9280.00        P
164   p2604  20250916   9344.0  ...   9326.00     9218.00        P
165   p2605  20250916   9190.0  ...   9242.00     9132.00        P
166   p2606  20250916   9106.0  ...   9126.00     9042.00        P
167   p2607  20250916   9036.0  ...   9020.00     8958.00        P
168   p2608  20250916   8946.0  ...   8954.00     8884.00        P
169   p2609  20250916   8856.0  ...   8882.00     8862.00        P
170  pg2509  20250916      0.0  ...   3750.00     3779.00       PG
171  pg2510  20250916   4514.0  ...   4494.00     4513.00       PG
172  pg2511  20250916   4459.0  ...   4440.00     4455.00       PG
173  pg2512  20250916   4393.0  ...   4377.00     4387.00       PG
174  pg2601  20250916   4323.0  ...   4313.00     4320.00       PG
175  pg2602  20250916   4259.0  ...   4242.00     4249.00       PG
176  pg2603  20250916   4175.0  ...   4151.00     4160.00       PG
177  pg2604  20250916   4490.0  ...   4476.00     4499.00       PG
178  pg2605  20250916   4402.0  ...   4385.00     4411.00       PG
179  pg2606  20250916   4339.0  ...   4323.00     4345.00       PG
180  pg2607  20250916   4276.0  ...   4270.00     4285.00       PG
181  pg2608  20250916   4214.0  ...   4204.00     4225.00       PG
182  pp2510  20250916   6876.0  ...   6887.00     6848.00       PP
183  pp2511  20250916   6899.0  ...   6922.00     6882.00       PP
184  pp2512  20250916   6935.0  ...   6959.00     6918.00       PP
185  pp2601  20250916   6970.0  ...   6992.00     6946.00       PP
186  pp2602  20250916   6951.0  ...   6966.00     6928.00       PP
187  pp2603  20250916   6962.0  ...   6958.00     6933.00       PP
188  pp2604  20250916   6968.0  ...   6979.00     6949.00       PP
189  pp2605  20250916   6980.0  ...   7010.00     6969.00       PP
190  pp2606  20250916   6956.0  ...   6966.00     6940.00       PP
191  pp2607  20250916   6939.0  ...   6945.00     6925.00       PP
192  pp2608  20250916   6929.0  ...   6944.00     6894.00       PP
193  pp2609  20250916   6968.0  ...   6976.00     6958.00       PP
194  rr2510  20250916   3592.0  ...   3594.00     3593.00       RR
195  rr2511  20250916   3600.0  ...   3602.00     3600.00       RR
196  rr2512  20250916   3601.0  ...   3598.00     3601.00       RR
197  rr2601  20250916   3616.0  ...   3617.00     3622.00       RR
198  rr2602  20250916   3601.0  ...   3597.00     3606.00       RR
199  rr2603  20250916      0.0  ...   3610.00     3613.00       RR
200  rr2604  20250916   3606.0  ...   3607.00     3617.00       RR
201  rr2605  20250916      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250916      0.0  ...   3597.00     3597.00       RR
203  rr2607  20250916      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250916      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250916      0.0  ...   3614.00     3614.00       RR
206   v2510  20250916   4810.0  ...   4849.00     4791.00        V
207   v2511  20250916   4848.0  ...   4882.00     4824.00        V
208   v2512  20250916   4892.0  ...   4921.00     4870.00        V
209   v2601  20250916   4934.0  ...   4964.00     4898.00        V
210   v2602  20250916   4968.0  ...   4998.00     4940.00        V
211   v2603  20250916   5004.0  ...   5028.00     4965.00        V
212   v2604  20250916   5220.0  ...   5233.00     5178.00        V
213   v2605  20250916   5231.0  ...   5270.00     5196.00        V
214   v2606  20250916   5278.0  ...   5302.00     5228.00        V
215   v2607  20250916   5294.0  ...   5327.00     5261.00        V
216   v2608  20250916   5322.0  ...   5368.00     5291.00        V
217   v2609  20250916   5349.0  ...   5384.00     5312.00        V
218   y2511  20250916   8414.0  ...   8446.00     8384.00        Y
219   y2512  20250916   8436.0  ...   8462.00     8404.00        Y
220   y2601  20250916   8398.0  ...   8418.00     8356.00        Y
221   y2603  20250916   8328.0  ...   8336.00     8274.00        Y
222   y2605  20250916   8090.0  ...   8122.00     8056.00        Y
223   y2607  20250916   8058.0  ...   8076.00     8010.00        Y
224   y2608  20250916   8120.0  ...   8078.00     8016.00        Y
225   y2609  20250916   8128.0  ...   8086.00     7998.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:41,073 - future_1d - INFO - ak.get_dce_daily('2025-09-16') done
2025-09-17 18:26:42,835 - future_1d - INFO - save future_daily 2025-09-16 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250917  7151.000  ...  7244.200    7162.000       IC
1   IC2510  20250917  7120.000  ...  7186.400    7103.600       IC
2   IC2512  20250917  6990.000  ...  7068.600    6994.200       IC
3   IC2603  20250917  6835.200  ...  6904.600    6836.200       IC
4   IF2509  20250917  4518.000  ...  4548.400    4517.000       IF
5   IF2510  20250917  4505.000  ...  4538.200    4507.000       IF
6   IF2512  20250917  4493.800  ...  4514.600    4486.600       IF
7   IF2603  20250917  4466.600  ...  4488.200    4462.600       IF
8   IH2509  20250917  2951.200  ...  2953.600    2950.400       IH
9   IH2510  20250917  2952.800  ...  2952.000    2949.400       IH
10  IH2512  20250917  2953.200  ...  2952.800    2950.800       IH
11  IH2603  20250917  2955.000  ...  2956.200    2954.600       IH
12  IM2509  20250917  7453.000  ...  7544.200    7454.000       IM
13  IM2510  20250917  7395.000  ...  7477.800    7384.200       IM
14  IM2512  20250917  7248.000  ...  7324.000    7232.200       IM
15  IM2603  20250917  7039.000  ...  7119.600    7026.800       IM
16   T2512  20250917   107.985  ...   108.135     108.010        T
17   T2603  20250917   107.660  ...   107.845     107.685        T
18   T2606  20250917   107.475  ...   107.670     107.515        T
19  TF2512  20250917   105.760  ...   105.870     105.780       TF
20  TF2603  20250917   105.645  ...   105.730     105.650       TF
21  TF2606  20250917   105.560  ...   105.645     105.535       TF
22  TL2512  20250917   115.440  ...   115.820     115.520       TL
23  TL2603  20250917   115.180  ...   115.490     115.180       TL
24  TL2606  20250917   115.020  ...   115.420     115.120       TL
25  TS2512  20250917   102.406  ...   102.450     102.410       TS
26  TS2603  20250917   102.334  ...   102.366     102.346       TS
27  TS2606  20250917   102.296  ...   102.324     102.302       TS

[28 rows x 12 columns]
2025-09-17 18:26:51,242 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250917   498.6  ...   498.4      492.1      SC
1       SC2511  20250917   499.5  ...   499.8      493.5      SC
2       SC2512  20250917     496  ...   496.8      491.1      SC
3       SC2601  20250917   495.5  ...   494.7      490.1      SC
4       SC2602  20250917   492.5  ...   492.1        488      SC
5       SC2603  20250917   491.5  ...   491.8      487.7      SC
6       SC2604  20250917   490.2  ...   490.3      486.4      SC
7       SC2605  20250917   489.8  ...   490.5      486.3      SC
8       SC2606  20250917     487  ...   489.4      485.6      SC
9       SC2607  20250917     488  ...   488.3      485.7      SC
10      SC2608  20250917   487.5  ...   487.5      484.2      SC
11      SC2609  20250917     484  ...     484      481.9      SC
12      SC2612  20250917   481.4  ...     481      479.8      SC
13      SC2703  20250917          ...   475.1      474.6      SC
14      SC2706  20250917          ...   476.8      474.7      SC
15      SC2709  20250917          ...   473.2      473.2      SC
16      SC2712  20250917   473.7  ...   473.7      472.1      SC
17      SC2803  20250917          ...   473.6      473.6      SC
18      SC2806  20250917   474.8  ...     473      471.1      SC
19      SC2809  20250917          ...     469        469      SC
21      LU2510  20250917    3387  ...    3422       3370      LU
22      LU2511  20250917    3425  ...    3447       3396      LU
23      LU2512  20250917    3418  ...    3429       3377      LU
24      LU2601  20250917    3391  ...    3421       3369      LU
25      LU2602  20250917    3384  ...    3410       3354      LU
26      LU2603  20250917    3375  ...    3387       3350      LU
27      LU2604  20250917    3374  ...    3389       3349      LU
28      LU2605  20250917    3378  ...    3388       3341      LU
29      LU2606  20250917    3390  ...    3399       3348      LU
30      LU2607  20250917    3369  ...    3379       3342      LU
31      LU2608  20250917    3370  ...    3378       3343      LU
32      LU2609  20250917    3361  ...    3360       3336      LU
34      NR2510  20250917   12675  ...   12570      12640      NR
35      NR2511  20250917   12715  ...   12595      12690      NR
36      NR2512  20250917   12750  ...   12630      12725      NR
37      NR2601  20250917   12740  ...   12660      12755      NR
38      NR2602  20250917   12770  ...   12650      12785      NR
39      NR2603  20250917   12755  ...   12635      12780      NR
40      NR2604  20250917   12765  ...   12665      12795      NR
41      NR2605  20250917   12735  ...   12670      12825      NR
42      NR2606  20250917          ...   12635      12635      NR
43      NR2607  20250917          ...   12655      12655      NR
44      NR2608  20250917          ...   12685      12685      NR
45      NR2609  20250917          ...   12685      12685      NR
47      BC2510  20250917   71940  ...   71650      72020      BC
48      BC2511  20250917   72050  ...   71640      72070      BC
49      BC2512  20250917   71670  ...   71670      72120      BC
50      BC2601  20250917          ...   72000      72000      BC
51      BC2602  20250917          ...   71650      71650      BC
52      BC2603  20250917          ...   71950      71950      BC
53      BC2604  20250917          ...   71550      71550      BC
54      BC2605  20250917          ...   71550      71550      BC
55      BC2606  20250917          ...   71500      71500      BC
56      BC2607  20250917          ...   71560      71560      BC
57      BC2608  20250917          ...   71550      71550      BC
58      BC2609  20250917          ...   71550      71550      BC
60      EC2510  20250917    1150  ...  1129.4     1189.6      EC
61      EC2512  20250917    1664  ...  1665.3     1710.7      EC
62      EC2602  20250917    1588  ...  1572.8     1583.1      EC
63      EC2604  20250917  1283.7  ...  1278.3     1283.3      EC
64      EC2606  20250917    1460  ...  1460.7       1459      EC
65      EC2608  20250917    1620  ...  1618.6       1622      EC
68  SC_TAS2510  20250917          ...                     SC_TAS
69  SC_TAS2511  20250917          ...                     SC_TAS
70  SC_TAS2512  20250917          ...                     SC_TAS
71  SC_TAS2601  20250917          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:51,310 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250917  53500.0  ...  53465.0     54925.0       PS
1   PS2511  20250917  53665.0  ...  53465.0     54630.0       PS
2   PS2512  20250917  56005.0  ...  56115.0     57220.0       PS
3   PS2601  20250917  56175.0  ...  56020.0     57135.0       PS
4   PS2602  20250917  56165.0  ...  56125.0     57140.0       PS
5   PS2603  20250917  56375.0  ...  56150.0     57205.0       PS
6   PS2604  20250917  56480.0  ...  56195.0     57330.0       PS
7   PS2605  20250917  56580.0  ...  56225.0     57310.0       PS
8   PS2606  20250917  58370.0  ...  58570.0     59625.0       PS
9   PS2607  20250917  58765.0  ...  58665.0     59850.0       PS
10  PS2608  20250917  58890.0  ...  58725.0     59695.0       PS
11  PS2609  20250917  58875.0  ...  58695.0     59740.0       PS
13  SI2510  20250917   8870.0  ...   8910.0      8950.0       SI
14  SI2511  20250917   8895.0  ...   8925.0      8970.0       SI
15  SI2512  20250917   9240.0  ...   9305.0      9360.0       SI
16  SI2601  20250917   9250.0  ...   9305.0      9350.0       SI
17  SI2602  20250917   9265.0  ...   9320.0      9385.0       SI
18  SI2603  20250917   9320.0  ...   9340.0      9355.0       SI
19  SI2604  20250917   9310.0  ...   9325.0      9360.0       SI
20  SI2605  20250917   9305.0  ...   9350.0      9370.0       SI
21  SI2606  20250917   9320.0  ...   9335.0      9350.0       SI
22  SI2607  20250917   9345.0  ...   9355.0      9355.0       SI
23  SI2608  20250917   9355.0  ...   9360.0      9380.0       SI
24  SI2609  20250917   9305.0  ...   9370.0      9345.0       SI
27  LC2510  20250917  73360.0  ...  73280.0     73500.0       LC
28  LC2511  20250917  73160.0  ...  73420.0     73620.0       LC
29  LC2512  20250917  73260.0  ...  73560.0     73920.0       LC
30  LC2601  20250917  73200.0  ...  73560.0     73800.0       LC
31  LC2602  20250917  72920.0  ...  73440.0     73720.0       LC
32  LC2603  20250917  73200.0  ...  73480.0     73660.0       LC
33  LC2604  20250917  73680.0  ...  74080.0     74280.0       LC
34  LC2605  20250917  73820.0  ...  74120.0     74240.0       LC
35  LC2606  20250917  73500.0  ...  73860.0     74280.0       LC
36  LC2607  20250917  73580.0  ...  73760.0     73980.0       LC
37  LC2608  20250917  73520.0  ...  73620.0     73740.0       LC
38  LC2609  20250917  73560.0  ...  73780.0     73900.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:51,448 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250917   8432.0   8438.0  ...    34748.31   8408.0      8421.0       AP
1    AP511  20250917   8221.0   8248.0  ...     4909.52   8196.0      8201.0       AP
2    AP512  20250917   8174.0   8238.0  ...      850.24   8175.0      8205.0       AP
3    AP601  20250917   8277.0   8308.0  ...   390355.14   8252.0      8271.0       AP
4    AP603  20250917   8107.0   8174.0  ...      497.22   8151.0      8161.0       AP
5    AP604  20250917   8137.0   8175.0  ...       73.29   8144.0      8167.0       AP
6    AP605  20250917   8269.0   8269.0  ...     2642.45   8206.0      8225.0       AP
7    CF511  20250917  13775.0  13835.0  ...   287116.09  13780.0     13755.0       CF
8    CF601  20250917  13925.0  13970.0  ...  1475769.50  13915.0     13900.0       CF
9    CF603  20250917  13880.0  13925.0  ...     1852.98  13880.0     13870.0       CF
10   CF605  20250917  13880.0  13925.0  ...   109540.96  13875.0     13860.0       CF
11   CF607  20250917  13905.0  13945.0  ...      820.13  13900.0     13895.0       CF
12   CF609  20250917  14015.0  14045.0  ...       56.08  14020.0     14035.0       CF
13   CJ512  20250917  10820.0  10825.0  ...     1439.07  10780.0     10790.0       CJ
14   CJ601  20250917  10830.0  10865.0  ...   429300.62  10800.0     10830.0       CJ
15   CJ603  20250917  10860.0  10885.0  ...     6084.97  10820.0     10860.0       CJ
16   CJ605  20250917  10950.0  10980.0  ...    86868.32  10915.0     10960.0       CJ
17   CJ607  20250917  11090.0  11110.0  ...     1976.22  11040.0     11105.0       CJ
18   CJ609  20250917  11185.0  11230.0  ...      173.56  11195.0     11250.0       CJ
19   CY510  20250917      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250917  19975.0  20090.0  ...   124022.70  19975.0     19965.0       CY
21   CY512  20250917  19870.0  19870.0  ...       29.58  19720.0     19405.0       CY
22   CY601  20250917  19970.0  20070.0  ...     3125.50  19970.0     19985.0       CY
23   CY602  20250917      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250917      0.0      0.0  ...        0.00  20170.0     20145.0       CY
25   CY604  20250917      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250917      0.0      0.0  ...        0.00  20135.0     20170.0       CY
27   CY606  20250917      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250917      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250917      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250917      0.0      0.0  ...        0.00  20365.0     20540.0       CY
31   FG510  20250917   1122.0   1122.0  ...    18051.74   1109.0      1109.0       FG
32   FG511  20250917   1129.0   1129.0  ...   166395.32   1112.0      1117.0       FG
33   FG512  20250917   1238.0   1243.0  ...    85782.82   1233.0      1234.0       FG
34   FG601  20250917   1240.0   1247.0  ...  4079998.75   1235.0      1236.0       FG
35   FG602  20250917   1289.0   1296.0  ...    32841.02   1283.0      1285.0       FG
36   FG603  20250917   1291.0   1299.0  ...     1998.09   1287.0      1290.0       FG
37   FG604  20250917   1340.0   1349.0  ...      487.80   1340.0      1337.0       FG
38   FG605  20250917   1341.0   1350.0  ...    98671.67   1339.0      1336.0       FG
39   FG606  20250917   1369.0   1377.0  ...      866.46   1367.0      1367.0       FG
40   FG607  20250917   1349.0   1370.0  ...     1044.87   1361.0      1361.0       FG
41   FG608  20250917   1378.0   1398.0  ...      901.70   1387.0      1385.0       FG
42   FG609  20250917   1383.0   1400.0  ...     3513.61   1391.0      1382.0       FG
43   JR511  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250917   2291.0   2296.0  ...     6128.50   2290.0      2298.0       MA
52   MA511  20250917   2316.0   2323.0  ...   104198.39   2315.0      2331.0       MA
53   MA512  20250917   2360.0   2364.0  ...    60887.65   2356.0      2376.0       MA
54   MA601  20250917   2380.0   2388.0  ...   921989.45   2380.0      2394.0       MA
55   MA602  20250917   2404.0   2409.0  ...    28280.29   2401.0      2414.0       MA
56   MA603  20250917   2416.0   2422.0  ...      398.59   2416.0      2428.0       MA
57   MA604  20250917   2421.0   2421.0  ...       24.16   2416.0      2433.0       MA
58   MA605  20250917   2402.0   2408.0  ...    58891.91   2401.0      2412.0       MA
59   MA606  20250917   2414.0   2414.0  ...        9.63   2407.0      2422.0       MA
60   MA607  20250917   2394.0   2394.0  ...       40.62   2389.0      2399.0       MA
61   MA608  20250917   2382.0   2383.0  ...       14.30   2383.0      2394.0       MA
62   MA609  20250917   2375.0   2379.0  ...     1409.08   2372.0      2382.0       MA
63   OI511  20250917  10239.0  10288.0  ...   552062.28  10217.0     10154.0       OI
64   OI601  20250917  10065.0  10116.0  ...  3364787.16  10055.0      9981.0       OI
65   OI603  20250917   9833.0   9867.0  ...     5390.68   9801.0      9733.0       OI
66   OI605  20250917   9600.0   9640.0  ...   233253.68   9572.0      9516.0       OI
67   OI607  20250917   9587.0   9587.0  ...      866.09   9517.0      9468.0       OI
68   OI609  20250917   9558.0   9558.0  ...      910.18   9481.0      9446.0       OI
69   PF510  20250917   6372.0   6414.0  ...    11027.64   6392.0      6378.0       PF
70   PF511  20250917   6376.0   6408.0  ...   524899.72   6382.0      6380.0       PF
71   PF512  20250917   6358.0   6386.0  ...   265943.18   6362.0      6364.0       PF
72   PF601  20250917   6408.0   6424.0  ...    22281.42   6408.0      6400.0       PF
73   PF602  20250917   6404.0   6432.0  ...    57719.21   6410.0      6406.0       PF
74   PF603  20250917   6402.0   6420.0  ...        6.41   6412.0      6420.0       PF
75   PF604  20250917   6438.0   6438.0  ...        3.22   6438.0      6454.0       PF
76   PF605  20250917   6474.0   6474.0  ...        6.47   6470.0      6458.0       PF
77   PF606  20250917   6480.0   6480.0  ...        3.24   6480.0      6480.0       PF
78   PF607  20250917      0.0      0.0  ...        0.00   6504.0      6502.0       PF
79   PF608  20250917      0.0      0.0  ...        0.00   6524.0      6504.0       PF
80   PF609  20250917      0.0      0.0  ...        0.00   6580.0      6580.0       PF
81   PK510  20250917   7808.0   7846.0  ...     8829.25   7818.0      7800.0       PK
82   PK511  20250917   7788.0   7850.0  ...   392386.77   7810.0      7766.0       PK
83   PK512  20250917   7810.0   7858.0  ...   132621.55   7824.0      7798.0       PK
84   PK601  20250917   7820.0   7850.0  ...    33933.10   7830.0      7820.0       PK
85   PK603  20250917   7846.0   7868.0  ...       94.19   7850.0      7844.0       PK
86   PK604  20250917   7864.0   7868.0  ...       47.17   7862.0      7862.0       PK
87   PK605  20250917   7870.0   7880.0  ...     3525.34   7870.0      7864.0       PK
88   PL601  20250917   6453.0   6464.0  ...    57202.98   6449.0      6458.0       PL
89   PL602  20250917   6485.0   6490.0  ...     2228.13   6477.0      6482.0       PL
90   PL603  20250917      0.0      0.0  ...        0.00   6499.0      6498.0       PL
91   PL604  20250917      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250917      0.0      0.0  ...        0.00   6428.0      6428.0       PL
93   PL606  20250917      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250917   6439.0   6439.0  ...       12.88   6439.0      6419.0       PL
95   PL608  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250917   5868.0   5880.0  ...     2077.49   5870.0      5866.0       PR
104  PR511  20250917   5854.0   5870.0  ...   321619.98   5856.0      5860.0       PR
105  PR512  20250917   5852.0   5874.0  ...   314268.80   5858.0      5866.0       PR
106  PR601  20250917   5870.0   5872.0  ...   152845.03   5856.0      5860.0       PR
107  PR602  20250917   5884.0   5900.0  ...      211.91   5886.0      5896.0       PR
108  PR603  20250917   5896.0   5928.0  ...       79.73   5906.0      5908.0       PR
109  PR604  20250917   5920.0   5940.0  ...       17.79   5930.0      5896.0       PR
110  PR605  20250917   5912.0   5930.0  ...       26.66   5924.0      5904.0       PR
111  PR606  20250917      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250917      0.0      0.0  ...        0.00   5962.0      5944.0       PR
113  PR608  20250917      0.0      0.0  ...        0.00   5966.0      5946.0       PR
114  PR609  20250917      0.0      0.0  ...        0.00   5932.0      5924.0       PR
115  PX510  20250917   6828.0   6828.0  ...     3758.07   6796.0      6804.0       PX
116  PX511  20250917   6790.0   6810.0  ...   533359.78   6782.0      6788.0       PX
117  PX512  20250917   6762.0   6784.0  ...   221700.49   6760.0      6758.0       PX
118  PX601  20250917   6740.0   6758.0  ...   213288.97   6732.0      6734.0       PX
119  PX602  20250917   6744.0   6752.0  ...   121861.52   6722.0      6728.0       PX
120  PX603  20250917      0.0      0.0  ...        0.00   6742.0      6742.0       PX
121  PX604  20250917      0.0      0.0  ...        0.00   6742.0      6760.0       PX
122  PX605  20250917   6732.0   6738.0  ...      252.30   6728.0      6714.0       PX
123  PX606  20250917      0.0      0.0  ...        0.00   6718.0      6698.0       PX
124  PX607  20250917   6736.0   6736.0  ...      134.72   6736.0      6736.0       PX
125  PX608  20250917      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250917   6750.0   6750.0  ...        3.38   6750.0      6722.0       PX
127  RI511  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250917   2535.0   2540.0  ...    38101.89   2499.0      2531.0       RM
134  RM601  20250917   2523.0   2528.0  ...   980972.69   2485.0      2517.0       RM
135  RM603  20250917   2422.0   2427.0  ...    14028.55   2392.0      2423.0       RM
136  RM605  20250917   2401.0   2404.0  ...   178362.44   2377.0      2400.0       RM
137  RM607  20250917   2385.0   2402.0  ...    22318.75   2375.0      2385.0       RM
138  RM608  20250917   2484.0   2490.0  ...     2810.84   2472.0      2484.0       RM
139  RM609  20250917   2473.0   2490.0  ...     7954.28   2466.0      2471.0       RM
140  RS511  20250917   5348.0   5348.0  ...       42.36   5295.0      5306.0       RS
141  RS607  20250917   5540.0   5556.0  ...       33.29   5548.0      5555.0       RS
142  RS608  20250917   5589.0   5620.0  ...      116.76   5560.0      5556.0       RS
143  RS609  20250917      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250917   1250.0   1255.0  ...    11411.73   1246.0      1244.0       SA
145  SA511  20250917   1264.0   1267.0  ...   387360.97   1258.0      1258.0       SA
146  SA512  20250917   1331.0   1332.0  ...   204076.82   1321.0      1324.0       SA
147  SA601  20250917   1344.0   1346.0  ...  2897113.14   1333.0      1337.0       SA
148  SA602  20250917   1375.0   1375.0  ...   135893.89   1362.0      1366.0       SA
149  SA603  20250917   1374.0   1376.0  ...     2380.34   1370.0      1369.0       SA
150  SA604  20250917   1417.0   1417.0  ...      902.89   1411.0      1409.0       SA
151  SA605  20250917   1423.0   1425.0  ...    79356.52   1415.0      1415.0       SA
152  SA606  20250917   1431.0   1431.0  ...      863.82   1425.0      1418.0       SA
153  SA607  20250917   1433.0   1433.0  ...     2876.19   1424.0      1420.0       SA
154  SA608  20250917   1448.0   1450.0  ...     2051.39   1443.0      1426.0       SA
155  SA609  20250917   1452.0   1456.0  ...     4124.44   1448.0      1443.0       SA
156  SF510  20250917   5516.0   5588.0  ...     8613.21   5544.0      5572.0       SF
157  SF511  20250917   5696.0   5776.0  ...   474200.97   5726.0      5752.0       SF
158  SF512  20250917   5664.0   5748.0  ...   115486.14   5700.0      5724.0       SF
159  SF601  20250917   5664.0   5746.0  ...   168921.50   5704.0      5716.0       SF
160  SF602  20250917   5634.0   5706.0  ...    34455.30   5666.0      5670.0       SF
161  SF603  20250917   5798.0   5862.0  ...        8.76   5842.0      5856.0       SF
162  SF604  20250917   5854.0   5860.0  ...        8.78   5856.0      5850.0       SF
163  SF605  20250917   5790.0   5854.0  ...     1690.67   5810.0      5824.0       SF
164  SF606  20250917   5750.0   5804.0  ...       48.93   5758.0      5784.0       SF
165  SF607  20250917   5912.0   5966.0  ...       68.40   5948.0      5940.0       SF
166  SF608  20250917   5900.0   5938.0  ...       20.66   5902.0      5894.0       SF
167  SF609  20250917   5878.0   5920.0  ...       26.48   5884.0      5896.0       SF
168  SH510  20250917   2496.0   2530.0  ...    27952.07   2511.0      2506.0       SH
169  SH511  20250917   2524.0   2559.0  ...   551909.54   2538.0      2535.0       SH
170  SH512  20250917   2579.0   2607.0  ...   227232.51   2589.0      2584.0       SH
171  SH601  20250917   2578.0   2610.0  ...  2403637.91   2593.0      2592.0       SH
172  SH602  20250917   2606.0   2629.0  ...    46403.92   2612.0      2614.0       SH
173  SH603  20250917   2625.0   2646.0  ...     3236.56   2631.0      2637.0       SH
174  SH604  20250917   2667.0   2689.0  ...      320.57   2671.0      2680.0       SH
175  SH605  20250917   2670.0   2696.0  ...    11285.68   2683.0      2689.0       SH
176  SH606  20250917   2692.0   2703.0  ...       16.19   2698.0      2707.0       SH
177  SH607  20250917   2681.0   2697.0  ...       72.62   2690.0      2699.0       SH
178  SH608  20250917   2690.0   2694.0  ...       56.48   2689.0      2702.0       SH
179  SH609  20250917   2692.0   2714.0  ...      275.69   2703.0      2701.0       SH
180  SM510  20250917   5822.0   5884.0  ...     6218.22   5848.0      5850.0       SM
181  SM511  20250917   5924.0   5968.0  ...   316808.80   5936.0      5940.0       SM
182  SM512  20250917   5926.0   5976.0  ...    80580.76   5940.0      5948.0       SM
183  SM601  20250917   5942.0   5992.0  ...   504040.77   5956.0      5962.0       SM
184  SM602  20250917   5948.0   5996.0  ...   211007.94   5964.0      5960.0       SM
185  SM603  20250917   5958.0   6004.0  ...       35.87   5978.0      5970.0       SM
186  SM604  20250917   5986.0   5986.0  ...        5.99   5986.0      5990.0       SM
187  SM605  20250917   5980.0   6028.0  ...     7442.32   5984.0      6000.0       SM
188  SM606  20250917   6006.0   6006.0  ...        3.00   6006.0      5986.0       SM
189  SM607  20250917   5972.0   6038.0  ...        6.01   6006.0      6012.0       SM
190  SM608  20250917      0.0      0.0  ...        0.00   6040.0      6030.0       SM
191  SM609  20250917   5986.0   6058.0  ...      307.48   6030.0      6010.0       SM
192  SR511  20250917   5551.0   5551.0  ...   107951.54   5537.0      5549.0       SR
193  SR601  20250917   5546.0   5552.0  ...   883331.28   5538.0      5555.0       SR
194  SR603  20250917   5535.0   5538.0  ...     1855.88   5523.0      5543.0       SR
195  SR605  20250917   5525.0   5526.0  ...    64482.27   5514.0      5532.0       SR
196  SR607  20250917   5521.0   5525.0  ...     2244.01   5514.0      5530.0       SR
197  SR609  20250917   5530.0   5535.0  ...     1242.98   5524.0      5543.0       SR
198  TA510  20250917   4676.0   4686.0  ...    28187.67   4670.0      4662.0       TA
199  TA511  20250917   4680.0   4700.0  ...   266796.06   4682.0      4676.0       TA
200  TA512  20250917   4694.0   4710.0  ...   120458.33   4694.0      4692.0       TA
201  TA601  20250917   4704.0   4716.0  ...  1425656.89   4698.0      4692.0       TA
202  TA602  20250917   4708.0   4726.0  ...    19345.21   4710.0      4704.0       TA
203  TA603  20250917   4718.0   4724.0  ...      176.78   4714.0      4714.0       TA
204  TA604  20250917   4718.0   4732.0  ...        9.44   4720.0      4718.0       TA
205  TA605  20250917   4748.0   4752.0  ...    40164.93   4740.0      4732.0       TA
206  TA606  20250917      0.0      0.0  ...        0.00   4752.0      4750.0       TA
207  TA607  20250917      0.0      0.0  ...        0.00   4762.0      4760.0       TA
208  TA608  20250917      0.0      0.0  ...        0.00   4770.0      4770.0       TA
209  TA609  20250917   4772.0   4786.0  ...       26.26   4776.0      4778.0       TA
210  UR510  20250917   1597.0   1599.0  ...     2590.23   1593.0      1597.0       UR
211  UR511  20250917   1662.0   1671.0  ...    32532.03   1665.0      1672.0       UR
212  UR512  20250917   1677.0   1681.0  ...     7973.81   1675.0      1683.0       UR
213  UR601  20250917   1685.0   1687.0  ...   311810.74   1681.0      1691.0       UR
214  UR602  20250917   1681.0   1691.0  ...      586.28   1685.0      1695.0       UR
215  UR603  20250917   1729.0   1737.0  ...      121.25   1732.0      1737.0       UR
216  UR604  20250917   1738.0   1738.0  ...        6.95   1738.0      1736.0       UR
217  UR605  20250917   1740.0   1740.0  ...    12279.83   1734.0      1740.0       UR
218  UR606  20250917   1729.0   1737.0  ...       48.54   1734.0      1738.0       UR
219  UR607  20250917   1757.0   1766.0  ...       66.92   1761.0      1768.0       UR
220  UR608  20250917   1754.0   1761.0  ...       10.55   1758.0      1764.0       UR
221  UR609  20250917   1753.0   1758.0  ...       84.24   1755.0      1759.0       UR
222  WH511  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:51,726 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250917  ...   80720      81090      CU
1        1      CU2511  20250917  ...   80750      81090      CU
2        2      CU2512  20250917  ...   80730      81090      CU
3        3      CU2601  20250917  ...   80730      81150      CU
4        4      CU2602  20250917  ...   80720      81190      CU
5        5      CU2603  20250917  ...   80730      81130      CU
6        6      CU2604  20250917  ...   80700      81120      CU
7        7      CU2605  20250917  ...   80830      80980      CU
8        8      CU2606  20250917  ...   80700      81080      CU
9        9      CU2607  20250917  ...   80680      81060      CU
10      10      CU2608  20250917  ...   80600      81100      CU
11      11      CU2609  20250917  ...   80650      81100      CU
12      12      BC2510  20250917  ...   71650      72020      BC
13      13      BC2511  20250917  ...   71640      72070      BC
14      14      BC2512  20250917  ...   71670      72120      BC
15      15      BC2601  20250917  ...   72000      72000      BC
16      16      BC2602  20250917  ...   71650      71650      BC
17      17      BC2603  20250917  ...   71950      71950      BC
18      18      BC2604  20250917  ...   71550      71550      BC
19      19      BC2605  20250917  ...   71550      71550      BC
20      20      BC2606  20250917  ...   71500      71500      BC
21      21      BC2607  20250917  ...   71560      71560      BC
22      22      BC2608  20250917  ...   71550      71550      BC
23      23      BC2609  20250917  ...   71550      71550      BC
24      24      AL2510  20250917  ...   20965      20990      AL
25      25      AL2511  20250917  ...   20980      21010      AL
26      26      AL2512  20250917  ...   20965      20985      AL
27      27      AL2601  20250917  ...   20940      20960      AL
28      28      AL2602  20250917  ...   20930      20965      AL
29      29      AL2603  20250917  ...   20935      20990      AL
30      30      AL2604  20250917  ...   20955      21015      AL
31      31      AL2605  20250917  ...   20965      21040      AL
32      32      AL2606  20250917  ...   20960      21005      AL
33      33      AL2607  20250917  ...   20950      21035      AL
34      34      AL2608  20250917  ...   20960      20965      AL
35      35      AL2609  20250917  ...   21010      20985      AL
36      36      ZN2510  20250917  ...   22280      22300      ZN
37      37      ZN2511  20250917  ...   22285      22315      ZN
38      38      ZN2512  20250917  ...   22300      22330      ZN
39      39      ZN2601  20250917  ...   22330      22360      ZN
40      40      ZN2602  20250917  ...   22370      22370      ZN
41      41      ZN2603  20250917  ...   22360      22370      ZN
42      42      ZN2604  20250917  ...   22410      22420      ZN
43      43      ZN2605  20250917  ...   22410      22430      ZN
44      44      ZN2606  20250917  ...   22445      22490      ZN
45      45      ZN2607  20250917  ...   22465      22460      ZN
46      46      ZN2608  20250917  ...   22460      22480      ZN
47      47      ZN2609  20250917  ...   22475      22450      ZN
48      48      PB2510  20250917  ...   17080      17080      PB
49      49      PB2511  20250917  ...   17095      17100      PB
50      50      PB2512  20250917  ...   17105      17105      PB
51      51      PB2601  20250917  ...   17115      17115      PB
52      52      PB2602  20250917  ...   17125      17120      PB
53      53      PB2603  20250917  ...   17190      17130      PB
54      54      PB2604  20250917  ...   17195      17205      PB
55      55      PB2605  20250917  ...   17170      17170      PB
56      56      PB2606  20250917  ...   17145      17105      PB
57      57      PB2607  20250917  ...   17150      17155      PB
58      58      PB2608  20250917  ...   17220      17165      PB
59      59      PB2609  20250917  ...   17220      17165      PB
60      60      NI2510  20250917  ...  122030     122790      NI
61      61      NI2511  20250917  ...  122160     122930      NI
62      62      NI2512  20250917  ...  122290     123120      NI
63      63      NI2601  20250917  ...  122520     123300      NI
64      64      NI2602  20250917  ...  122720     123650      NI
65      65      NI2603  20250917  ...  122830     123590      NI
66      66      NI2604  20250917  ...  122970     123800      NI
67      67      NI2605  20250917  ...  123320     124130      NI
68      68      NI2606  20250917  ...  123320     124360      NI
69      69      NI2607  20250917  ...  123610     124590      NI
70      70      NI2608  20250917  ...  124070     125030      NI
71      71      NI2609  20250917  ...  124300     124490      NI
72      72      SN2510  20250917  ...  273090     272740      SN
73      73      SN2511  20250917  ...  273310     273020      SN
74      74      SN2512  20250917  ...  273260     273040      SN
75      75      SN2601  20250917  ...  272970     273310      SN
76      76      SN2602  20250917  ...  273360     273130      SN
77      77      SN2603  20250917  ...  272790     273430      SN
78      78      SN2604  20250917  ...  274190     273380      SN
79      79      SN2605  20250917  ...  273160     273620      SN
80      80      SN2606  20250917  ...  272960     274060      SN
81      81      SN2607  20250917  ...  273500     275180      SN
82      82      SN2608  20250917  ...  273820     275620      SN
83      83      SN2609  20250917  ...  274140     275630      SN
84      84      AO2510  20250917  ...    2917       2957      AO
85      85      AO2511  20250917  ...    2920       2964      AO
86      86      AO2512  20250917  ...    2934       2979      AO
87      87      AO2601  20250917  ...    2941       2989      AO
88      88      AO2602  20250917  ...    2947       2996      AO
89      89      AO2603  20250917  ...    3018       3052      AO
90      90      AO2604  20250917  ...    3022       3063      AO
91      91      AO2605  20250917  ...    3027       3066      AO
92      92      AO2606  20250917  ...    3035       3077      AO
93      93      AO2607  20250917  ...    3050       3084      AO
94      94      AO2608  20250917  ...    3051       3091      AO
95      95      AO2609  20250917  ...    3069       3107      AO
96      96      AD2511  20250917  ...   20480      20505      AD
97      97      AD2512  20250917  ...   20515      20525      AD
98      98      AD2601  20250917  ...   20540      20550      AD
99      99      AD2602  20250917  ...   20540      20540      AD
100    100      AD2603  20250917  ...   20500      20500      AD
101    101      AD2604  20250917  ...   20485      20485      AD
102    102      AD2605  20250917  ...   20520      20520      AD
103    103      AD2606  20250917  ...   20455      20455      AD
104    104      AD2607  20250917  ...   20510      20510      AD
105    105      AD2608  20250917  ...   20515      20515      AD
106    106      AD2609  20250917  ...   20515      20515      AD
107    107      AU2510  20250917  ...     839     838.12      AU
108    108      AU2511  20250917  ...   839.9      839.4      AU
109    109      AU2512  20250917  ...   841.3     840.76      AU
110    110      AU2602  20250917  ...   843.8      843.2      AU
111    111      AU2604  20250917  ...  846.48     845.18      AU
112    112      AU2606  20250917  ...  848.26     847.54      AU
113    113      AU2608  20250917  ...  850.82     850.08      AU
114    114      AU2610  20250917  ...  853.12     852.26      AU
115    115      AG2510  20250917  ...   10014      10084      AG
116    116      AG2511  20250917  ...   10025      10095      AG
117    117      AG2512  20250917  ...   10030      10111      AG
118    118      AG2601  20250917  ...   10048      10121      AG
119    119      AG2602  20250917  ...   10059      10131      AG
120    120      AG2603  20250917  ...   10069      10146      AG
121    121      AG2604  20250917  ...   10087      10143      AG
122    122      AG2605  20250917  ...   10088      10175      AG
123    123      AG2606  20250917  ...   10098      10188      AG
124    124      AG2607  20250917  ...   10116      10204      AG
125    125      AG2608  20250917  ...   10136      10214      AG
126    126      AG2609  20250917  ...   10132      10233      AG
127    127      RB2510  20250917  ...    3061       3070      RB
128    128      RB2511  20250917  ...    3080       3089      RB
129    129      RB2512  20250917  ...    3133       3134      RB
130    130      RB2601  20250917  ...    3155       3166      RB
131    131      RB2602  20250917  ...    3157       3176      RB
132    132      RB2603  20250917  ...    3180       3193      RB
133    133      RB2604  20250917  ...    3206       3221      RB
134    134      RB2605  20250917  ...    3226       3234      RB
135    135      RB2606  20250917  ...    3241       3248      RB
136    136      RB2607  20250917  ...    3258       3263      RB
137    137      RB2608  20250917  ...    3258       3269      RB
138    138      RB2609  20250917  ...    3270       3277      RB
139    139      WR2510  20250917  ...    3288       3306      WR
140    140      WR2511  20250917  ...    3302       3302      WR
141    141      WR2512  20250917  ...    3324       3324      WR
142    142      WR2601  20250917  ...    3349       3357      WR
143    143      WR2602  20250917  ...    3358       3358      WR
144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 18:26:51,842 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250917   3924.00  ...   3914.00     3934.00        A
1     a2601  20250917   3933.00  ...   3919.00     3937.00        A
2     a2603  20250917   3938.00  ...   3924.00     3943.00        A
3     a2605  20250917   3981.00  ...   3964.00     3984.00        A
4     a2607  20250917   3984.00  ...   3970.00     3990.00        A
5     a2609  20250917   3993.00  ...   3976.00     3998.00        A
6     b2510  20250917   3705.00  ...   3689.00     3704.00        B
7     b2511  20250917   3734.00  ...   3705.00     3745.00        B
8     b2512  20250917   3774.00  ...   3748.00     3778.00        B
9     b2601  20250917   3772.00  ...   3741.00     3765.00        B
10    b2602  20250917   3750.00  ...   3725.00     3748.00        B
11    b2603  20250917   3699.00  ...   3682.00     3701.00        B
12    b2604  20250917   3590.00  ...   3577.00     3589.00        B
13    b2605  20250917   3520.00  ...   3508.00     3519.00        B
14    b2606  20250917   3489.00  ...   3482.00     3489.00        B
15    b2607  20250917   3488.00  ...   3484.00     3488.00        B
16    b2608  20250917   3588.00  ...   3582.00     3586.00        B
17    b2609  20250917   3613.00  ...   3591.00     3607.00        B
18   bb2511  20250917    142.35  ...    142.30      142.25       BB
19   bb2601  20250917    146.95  ...    146.95      147.30       BB
20   bb2603  20250917      0.00  ...    146.90      146.90       BB
21   bb2605  20250917      0.00  ...    141.60      141.90       BB
22   bb2607  20250917      0.00  ...    146.40      146.70       BB
23   bb2609  20250917      0.00  ...    146.40      146.70       BB
24   bz2603  20250917   6090.00  ...   6069.00     6078.00       BZ
25   bz2604  20250917   6069.00  ...   6046.00     6069.00       BZ
26   bz2605  20250917      0.00  ...   6072.00     6072.00       BZ
27   bz2606  20250917      0.00  ...   6008.00     6008.00       BZ
28   bz2607  20250917      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250917      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250917   2166.00  ...   2163.00     2169.00        C
31    c2601  20250917   2153.00  ...   2155.00     2158.00        C
32    c2603  20250917   2166.00  ...   2166.00     2173.00        C
33    c2605  20250917   2226.00  ...   2226.00     2231.00        C
34    c2607  20250917   2243.00  ...   2240.00     2246.00        C
35    c2609  20250917   2256.00  ...   2254.00     2262.00        C
36   cs2511  20250917   2442.00  ...   2448.00     2445.00       CS
37   cs2601  20250917   2467.00  ...   2471.00     2475.00       CS
38   cs2603  20250917   2477.00  ...   2479.00     2485.00       CS
39   cs2605  20250917   2564.00  ...   2562.00     2568.00       CS
40   cs2607  20250917   2568.00  ...   2567.00     2575.00       CS
41   cs2609  20250917   2585.00  ...   2585.00     2592.00       CS
42   eb2509  20250917      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250917   7175.00  ...   7159.00     7158.00       EB
44   eb2511  20250917   7197.00  ...   7176.00     7170.00       EB
45   eb2512  20250917   7195.00  ...   7182.00     7175.00       EB
46   eb2601  20250917   7195.00  ...   7200.00     7195.00       EB
47   eb2602  20250917   7219.00  ...   7220.00     7216.00       EB
48   eb2603  20250917   7254.00  ...   7240.00     7237.00       EB
49   eb2604  20250917   7276.00  ...   7273.00     7272.00       EB
50   eb2605  20250917   7295.00  ...   7288.00     7288.00       EB
51   eb2606  20250917      0.00  ...   7297.00     7297.00       EB
52   eb2607  20250917      0.00  ...   7314.00     7314.00       EB
53   eb2608  20250917      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250917      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250917   4309.00  ...   4312.00     4314.00       EG
56   eg2511  20250917   4287.00  ...   4280.00     4291.00       EG
57   eg2512  20250917   4287.00  ...   4273.00     4306.00       EG
58   eg2601  20250917   4283.00  ...   4289.00     4298.00       EG
59   eg2602  20250917   4293.00  ...   4295.00     4308.00       EG
60   eg2603  20250917   4294.00  ...   4298.00     4302.00       EG
61   eg2604  20250917   4343.00  ...   4340.00     4340.00       EG
62   eg2605  20250917   4341.00  ...   4340.00     4349.00       EG
63   eg2606  20250917   4354.00  ...   4348.00     4332.00       EG
64   eg2607  20250917      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250917      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250917   1269.50  ...   1268.50     1269.00       FB
67   fb2511  20250917   1251.50  ...   1251.00     1257.00       FB
68   fb2512  20250917   1262.50  ...   1259.50     1263.50       FB
69   fb2601  20250917   1253.00  ...   1253.50     1255.50       FB
70   fb2602  20250917   1249.50  ...   1248.50     1249.50       FB
71   fb2603  20250917   1249.00  ...   1249.00     1250.50       FB
72   fb2604  20250917      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250917      0.00  ...   1301.50     1301.50       FB
74   fb2606  20250917      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250917      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250917      0.00  ...   1285.00     1285.00       FB
77   fb2609  20250917      0.00  ...   1296.00     1296.00       FB
78    i2510  20250917    821.00  ...    820.00      824.50        I
79    i2511  20250917    818.00  ...    815.50      819.00        I
80    i2512  20250917    812.50  ...    809.50      814.00        I
81    i2601  20250917    804.00  ...    801.00      805.50        I
82    i2602  20250917    800.00  ...    795.50      800.50        I
83    i2603  20250917    794.00  ...    790.00      795.00        I
84    i2604  20250917    790.00  ...    786.50      791.00        I
85    i2605  20250917    783.00  ...    780.00      783.50        I
86    i2606  20250917    777.50  ...    775.00      777.50        I
87    i2607  20250917    773.50  ...    770.50      773.50        I
88    i2608  20250917    769.00  ...    766.00      768.50        I
89    i2609  20250917    763.00  ...    760.50      764.00        I
90    j2510  20250917   1636.50  ...   1628.50     1628.50        J
91    j2511  20250917   1670.00  ...   1655.50     1662.00        J
92    j2512  20250917   1688.00  ...   1691.00     1690.00        J
93    j2601  20250917   1740.00  ...   1728.00     1726.50        J
94    j2602  20250917   1754.00  ...   1754.00     1755.00        J
95    j2603  20250917      0.00  ...   1763.50     1721.50        J
96    j2604  20250917      0.00  ...   1814.00     1814.00        J
97    j2605  20250917   1873.00  ...   1857.00     1868.50        J
98    j2606  20250917      0.00  ...   1887.00     1887.00        J
99    j2607  20250917   1885.00  ...   1885.00     1900.50        J
100   j2608  20250917      0.00  ...   1906.00     1906.00        J
101   j2609  20250917   1898.00  ...   1895.00     1911.50        J
102  jd2509  20250917   3235.00  ...   3226.00     3265.00       JD
103  jd2510  20250917   3080.00  ...   3063.00     3116.00       JD
104  jd2511  20250917   3098.00  ...   3110.00     3132.00       JD
105  jd2512  20250917   3200.00  ...   3208.00     3232.00       JD
106  jd2601  20250917   3370.00  ...   3375.00     3382.00       JD
107  jd2602  20250917   3125.00  ...   3117.00     3121.00       JD
108  jd2603  20250917   3141.00  ...   3130.00     3133.00       JD
109  jd2604  20250917   3330.00  ...   3318.00     3308.00       JD
110  jd2605  20250917   3435.00  ...   3436.00     3422.00       JD
111  jd2606  20250917   3247.00  ...   3245.00     3228.00       JD
112  jd2607  20250917   3490.00  ...   3487.00     3476.00       JD
113  jd2608  20250917   3915.00  ...   3916.00     3905.00       JD
114  jm2510  20250917   1047.00  ...   1043.00     1037.00       JM
115  jm2511  20250917   1108.00  ...   1094.50     1102.50       JM
116  jm2512  20250917   1180.00  ...   1163.50     1170.50       JM
117  jm2601  20250917   1255.00  ...   1229.50     1228.50       JM
118  jm2602  20250917   1270.50  ...   1252.50     1258.50       JM
119  jm2603  20250917   1298.00  ...   1269.50     1280.50       JM
120  jm2604  20250917   1324.00  ...   1288.50     1304.50       JM
121  jm2605  20250917   1340.00  ...   1309.00     1324.00       JM
122  jm2606  20250917   1350.50  ...   1326.00     1339.00       JM
123  jm2607  20250917   1364.50  ...   1331.50     1349.50       JM
124  jm2608  20250917   1377.50  ...   1342.50     1358.50       JM
125  jm2609  20250917   1395.00  ...   1363.50     1371.50       JM
126   l2510  20250917   7176.00  ...   7165.00     7177.00        L
127   l2511  20250917   7209.00  ...   7195.00     7209.00        L
128   l2512  20250917   7239.00  ...   7225.00     7239.00        L
129   l2601  20250917   7252.00  ...   7249.00     7260.00        L
130   l2602  20250917   7244.00  ...   7241.00     7246.00        L
131   l2603  20250917   7259.00  ...   7257.00     7262.00        L
132   l2604  20250917   7294.00  ...   7290.00     7284.00        L
133   l2605  20250917   7285.00  ...   7290.00     7284.00        L
134   l2606  20250917   7282.00  ...   7280.00     7283.00        L
135   l2607  20250917   7301.00  ...   7302.00     7296.00        L
136   l2608  20250917   7309.00  ...   7310.00     7306.00        L
137   l2609  20250917   7315.00  ...   7311.00     7299.00        L
138  lg2509  20250917    770.00  ...    770.00      768.00       LG
139  lg2511  20250917    806.50  ...    808.50      806.50       LG
140  lg2601  20250917    820.50  ...    822.50      820.50       LG
141  lg2603  20250917    826.00  ...    827.00      826.50       LG
142  lg2605  20250917    832.50  ...    831.50      832.50       LG
143  lg2607  20250917    832.00  ...    832.50      833.00       LG
144  lh2509  20250917  12985.00  ...  12985.00    13100.00       LH
145  lh2511  20250917  13110.00  ...  13055.00    13210.00       LH
146  lh2601  20250917  13690.00  ...  13575.00    13725.00       LH
147  lh2603  20250917  13025.00  ...  13005.00    13025.00       LH
148  lh2605  20250917  13600.00  ...  13540.00    13555.00       LH
149  lh2607  20250917  14400.00  ...  14315.00    14240.00       LH
150   m2511  20250917   3009.00  ...   2980.00     3015.00        M
151   m2512  20250917   3058.00  ...   3031.00     3064.00        M
152   m2601  20250917   3042.00  ...   3019.00     3046.00        M
153   m2603  20250917   2980.00  ...   2960.00     2986.00        M
154   m2605  20250917   2804.00  ...   2790.00     2807.00        M
155   m2607  20250917   2783.00  ...   2774.00     2786.00        M
156   m2608  20250917   2911.00  ...   2901.00     2912.00        M
157   m2609  20250917   2915.00  ...   2904.00     2918.00        M
158   p2510  20250917   9402.00  ...   9408.00     9406.00        P
159   p2511  20250917   9466.00  ...   9416.00     9432.00        P
160   p2512  20250917   9506.00  ...   9464.00     9462.00        P
161   p2601  20250917   9534.00  ...   9494.00     9484.00        P
162   p2602  20250917   9498.00  ...   9464.00     9434.00        P
163   p2603  20250917   9466.00  ...   9416.00     9404.00        P
164   p2604  20250917   9400.00  ...   9340.00     9326.00        P
165   p2605  20250917   9290.00  ...   9258.00     9242.00        P
166   p2606  20250917   9198.00  ...   9140.00     9126.00        P
167   p2607  20250917   9090.00  ...   9060.00     9020.00        P
168   p2608  20250917   9028.00  ...   8988.00     8954.00        P
169   p2609  20250917   8930.00  ...   8922.00     8882.00        P
170  pg2509  20250917   3798.00  ...   3752.00     3750.00       PG
171  pg2510  20250917   4477.00  ...   4485.00     4494.00       PG
172  pg2511  20250917   4428.00  ...   4431.00     4440.00       PG
173  pg2512  20250917   4370.00  ...   4372.00     4377.00       PG
174  pg2601  20250917   4303.00  ...   4305.00     4313.00       PG
175  pg2602  20250917   4235.00  ...   4240.00     4242.00       PG
176  pg2603  20250917   4146.00  ...   4148.00     4151.00       PG
177  pg2604  20250917   4449.00  ...   4476.00     4476.00       PG
178  pg2605  20250917   4375.00  ...   4383.00     4385.00       PG
179  pg2606  20250917   4327.00  ...   4327.00     4323.00       PG
180  pg2607  20250917      0.00  ...   4270.00     4270.00       PG
181  pg2608  20250917      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250917   6898.00  ...   6878.00     6887.00       PP
183  pp2511  20250917   6906.00  ...   6916.00     6922.00       PP
184  pp2512  20250917   6952.00  ...   6951.00     6959.00       PP
185  pp2601  20250917   6977.00  ...   6982.00     6992.00       PP
186  pp2602  20250917   6961.00  ...   6958.00     6966.00       PP
187  pp2603  20250917   6969.00  ...   6969.00     6958.00       PP
188  pp2604  20250917   6992.00  ...   6996.00     6979.00       PP
189  pp2605  20250917   7005.00  ...   7013.00     7010.00       PP
190  pp2606  20250917   6983.00  ...   6982.00     6966.00       PP
191  pp2607  20250917   6952.00  ...   6950.00     6945.00       PP
192  pp2608  20250917   6958.00  ...   6958.00     6944.00       PP
193  pp2609  20250917   6977.00  ...   6983.00     6976.00       PP
194  rr2510  20250917   3604.00  ...   3604.00     3594.00       RR
195  rr2511  20250917   3604.00  ...   3605.00     3602.00       RR
196  rr2512  20250917   3601.00  ...   3599.00     3598.00       RR
197  rr2601  20250917   3621.00  ...   3621.00     3617.00       RR
198  rr2602  20250917   3599.00  ...   3599.00     3597.00       RR
199  rr2603  20250917   3608.00  ...   3608.00     3610.00       RR
200  rr2604  20250917   3611.00  ...   3611.00     3607.00       RR
201  rr2605  20250917      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250917      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250917      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250917      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250917      0.00  ...   3614.00     3614.00       RR
206   v2510  20250917   4853.00  ...   4852.00     4849.00        V
207   v2511  20250917   4881.00  ...   4883.00     4882.00        V
208   v2512  20250917   4929.00  ...   4924.00     4921.00        V
209   v2601  20250917   4966.00  ...   4967.00     4964.00        V
210   v2602  20250917   5003.00  ...   5005.00     4998.00        V
211   v2603  20250917   5038.00  ...   5035.00     5028.00        V
212   v2604  20250917   5234.00  ...   5228.00     5233.00        V
213   v2605  20250917   5266.00  ...   5268.00     5270.00        V
214   v2606  20250917   5301.00  ...   5299.00     5302.00        V
215   v2607  20250917   5321.00  ...   5329.00     5327.00        V
216   v2608  20250917   5371.00  ...   5366.00     5368.00        V
217   v2609  20250917   5373.00  ...   5382.00     5384.00        V
218   y2511  20250917   8458.00  ...   8440.00     8446.00        Y
219   y2512  20250917   8478.00  ...   8476.00     8462.00        Y
220   y2601  20250917   8448.00  ...   8422.00     8418.00        Y
221   y2603  20250917   8356.00  ...   8350.00     8336.00        Y
222   y2605  20250917   8150.00  ...   8132.00     8122.00        Y
223   y2607  20250917   8094.00  ...   8088.00     8076.00        Y
224   y2608  20250917   8114.00  ...   8104.00     8078.00        Y
225   y2609  20250917   8100.00  ...   8080.00     8086.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:52,409 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
2025-09-17 18:26:54,162 - future_1d - INFO - save future_daily 2025-09-17 completed