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2025-10-10 16:25:43 Fri	START TASK.01	future_1d  future_daily
=========================================================================
2025-10-10 16:25:45,553 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-10-10 16:25:46,081 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 16:25:46,179 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 16:25:46,290 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-10-10 16:25:47,014 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-10-10 16:25:47,192 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:25:47,486 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
2025-10-10 16:25:49,271 - future_1d - INFO - save future_daily 2025-09-24 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250925  7263.000  ...  7311.000    7260.400       IC
1   IC2511  20250925  7209.800  ...  7240.200    7190.400       IC
2   IC2512  20250925  7139.000  ...  7185.400    7135.800       IC
3   IC2603  20250925  6976.000  ...  7007.000    6960.000       IC
4   IF2510  20250925  4548.000  ...  4596.600    4547.200       IF
5   IF2511  20250925  4533.200  ...  4581.600    4528.800       IF
6   IF2512  20250925  4523.400  ...  4572.400    4522.600       IF
7   IF2603  20250925  4493.000  ...  4539.600    4493.600       IF
8   IH2510  20250925  2941.000  ...  2958.000    2939.200       IH
9   IH2511  20250925  2942.000  ...  2956.400    2936.600       IH
10  IH2512  20250925  2941.000  ...  2958.400    2938.200       IH
11  IH2603  20250925  2944.800  ...  2955.800    2939.000       IH
12  IM2510  20250925  7460.600  ...  7456.400    7454.800       IM
13  IM2511  20250925  7383.600  ...  7369.200    7370.800       IM
14  IM2512  20250925  7290.000  ...  7290.800    7288.400       IM
15  IM2603  20250925  7080.000  ...  7076.400    7074.000       IM
16   T2512  20250925   107.600  ...   107.540     107.620        T
17   T2603  20250925   107.235  ...   107.175     107.275        T
18   T2606  20250925   107.205  ...   107.115     107.195        T
19  TF2512  20250925   105.510  ...   105.475     105.540       TF
20  TF2603  20250925   105.380  ...   105.335     105.415       TF
21  TF2606  20250925   105.345  ...   105.335     105.360       TF
22  TL2512  20250925   113.840  ...   113.960     113.990       TL
23  TL2603  20250925   113.490  ...   113.620     113.630       TL
24  TL2606  20250925   113.400  ...   113.540     113.620       TL
25  TS2512  20250925   102.306  ...   102.300     102.324       TS
26  TS2603  20250925   102.226  ...   102.220     102.248       TS
27  TS2606  20250925   102.250  ...   102.226     102.262       TS

[28 rows x 12 columns]
2025-10-10 16:25:57,645 - future_1d - INFO - ak.get_cffex_daily('2025-09-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250925   486.8  ...   489.3      479.3      SC
1       SC2511  20250925   486.3  ...   488.9      482.3      SC
2       SC2512  20250925   486.8  ...   489.8      482.8      SC
3       SC2601  20250925   486.5  ...   489.8      482.7      SC
4       SC2602  20250925   487.6  ...   488.9      482.1      SC
5       SC2603  20250925   481.3  ...   488.3      481.8      SC
6       SC2604  20250925   485.8  ...     488      482.5      SC
7       SC2605  20250925     485  ...   486.8      480.8      SC
8       SC2606  20250925   483.7  ...   486.3        480      SC
9       SC2607  20250925   487.4  ...   487.3        480      SC
10      SC2608  20250925   486.1  ...   485.8      478.1      SC
11      SC2609  20250925   482.5  ...   482.7      477.8      SC
12      SC2612  20250925          ...   473.5        472      SC
13      SC2703  20250925          ...   478.3      473.1      SC
14      SC2706  20250925          ...     476      469.2      SC
15      SC2709  20250925     477  ...     477        470      SC
16      SC2712  20250925   477.8  ...   477.8      469.1      SC
17      SC2803  20250925     476  ...     476        468      SC
18      SC2806  20250925   473.5  ...   473.2      465.8      SC
19      SC2809  20250925   472.9  ...   472.1      464.2      SC
21      LU2510  20250925          ...    3366       3366      LU
22      LU2511  20250925    3411  ...    3435       3397      LU
23      LU2512  20250925    3409  ...    3430       3385      LU
24      LU2601  20250925    3393  ...    3418       3377      LU
25      LU2602  20250925    3375  ...    3400       3362      LU
26      LU2603  20250925    3380  ...    3398       3358      LU
27      LU2604  20250925    3394  ...    3395       3356      LU
28      LU2605  20250925    3389  ...    3390       3356      LU
29      LU2606  20250925    3386  ...    3393       3347      LU
30      LU2607  20250925    3376  ...    3377       3344      LU
31      LU2608  20250925    3367  ...    3366       3334      LU
32      LU2609  20250925    3331  ...    3346       3320      LU
34      NR2510  20250925   12425  ...   12440      12415      NR
35      NR2511  20250925   12470  ...   12485      12455      NR
36      NR2512  20250925   12520  ...   12500      12465      NR
37      NR2601  20250925   12490  ...   12525      12490      NR
38      NR2602  20250925   12505  ...   12520      12490      NR
39      NR2603  20250925   12500  ...   12530      12510      NR
40      NR2604  20250925   12560  ...   12565      12530      NR
41      NR2605  20250925   12565  ...   12575      12600      NR
42      NR2606  20250925   12600  ...   12600      12495      NR
43      NR2607  20250925          ...   12650      12650      NR
44      NR2608  20250925          ...   12685      12685      NR
45      NR2609  20250925          ...   12510      12510      NR
47      BC2510  20250925   71790  ...   72920      70910      BC
48      BC2511  20250925   72000  ...   73030      71060      BC
49      BC2512  20250925   72500  ...   73180      71110      BC
50      BC2601  20250925   73350  ...   73160      71300      BC
51      BC2602  20250925          ...   73100      71100      BC
52      BC2603  20250925          ...   73000      71210      BC
53      BC2604  20250925          ...   73000      71300      BC
54      BC2605  20250925          ...   72900      71300      BC
55      BC2606  20250925          ...   72900      71400      BC
56      BC2607  20250925          ...   72800      71400      BC
57      BC2608  20250925          ...   73000      71400      BC
58      BC2609  20250925          ...   73000      71550      BC
60      EC2510  20250925    1161  ...  1160.6       1128      EC
61      EC2512  20250925  1740.1  ...  1746.6     1678.9      EC
62      EC2602  20250925    1620  ...  1647.8     1572.8      EC
63      EC2604  20250925  1282.6  ...  1276.4     1257.3      EC
64      EC2606  20250925    1466  ...  1467.5     1436.5      EC
65      EC2608  20250925    1626  ...  1619.8     1591.5      EC
68  SC_TAS2511  20250925          ...                     SC_TAS
69  SC_TAS2512  20250925          ...                     SC_TAS
70  SC_TAS2601  20250925          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 16:25:57,747 - future_1d - INFO - ak.get_ine_daily('2025-09-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250925  ...   82080      79990      CU
1        1      CU2511  20250925  ...   82160      79990      CU
2        2      CU2512  20250925  ...   82110      79980      CU
3        3      CU2601  20250925  ...   82090      79970      CU
4        4      CU2602  20250925  ...   81970      79960      CU
5        5      CU2603  20250925  ...   82050      79950      CU
6        6      CU2604  20250925  ...   81900      79970      CU
7        7      CU2605  20250925  ...   82230      79910      CU
8        8      CU2606  20250925  ...   81760      79860      CU
9        9      CU2607  20250925  ...   81710      79840      CU
10      10      CU2608  20250925  ...   81680      79880      CU
11      11      CU2609  20250925  ...   81920      79890      CU
12      12      BC2510  20250925  ...   72920      70910      BC
13      13      BC2511  20250925  ...   73030      71060      BC
14      14      BC2512  20250925  ...   73180      71110      BC
15      15      BC2601  20250925  ...   73160      71300      BC
16      16      BC2602  20250925  ...   73100      71100      BC
17      17      BC2603  20250925  ...   73000      71210      BC
18      18      BC2604  20250925  ...   73000      71300      BC
19      19      BC2605  20250925  ...   72900      71300      BC
20      20      BC2606  20250925  ...   72900      71400      BC
21      21      BC2607  20250925  ...   72800      71400      BC
22      22      BC2608  20250925  ...   73000      71400      BC
23      23      BC2609  20250925  ...   73000      71550      BC
24      24      AL2510  20250925  ...   20765      20680      AL
25      25      AL2511  20250925  ...   20780      20685      AL
26      26      AL2512  20250925  ...   20780      20690      AL
27      27      AL2601  20250925  ...   20780      20695      AL
28      28      AL2602  20250925  ...   20785      20695      AL
29      29      AL2603  20250925  ...   20815      20725      AL
30      30      AL2604  20250925  ...   20830      20750      AL
31      31      AL2605  20250925  ...   20845      20755      AL
32      32      AL2606  20250925  ...   20850      20785      AL
33      33      AL2607  20250925  ...   20850      20780      AL
34      34      AL2608  20250925  ...   20860      20775      AL
35      35      AL2609  20250925  ...   20860      20775      AL
36      36      ZN2510  20250925  ...   21960      21905      ZN
37      37      ZN2511  20250925  ...   21965      21915      ZN
38      38      ZN2512  20250925  ...   21980      21915      ZN
39      39      ZN2601  20250925  ...   21995      21930      ZN
40      40      ZN2602  20250925  ...   22030      21955      ZN
41      41      ZN2603  20250925  ...   22040      21970      ZN
42      42      ZN2604  20250925  ...   22090      22010      ZN
43      43      ZN2605  20250925  ...   22160      22045      ZN
44      44      ZN2606  20250925  ...   22185      22080      ZN
45      45      ZN2607  20250925  ...   22095      22095      ZN
46      46      ZN2608  20250925  ...   22185      22115      ZN
47      47      ZN2609  20250925  ...   22195      22145      ZN
48      48      PB2510  20250925  ...   17070      17035      PB
49      49      PB2511  20250925  ...   17110      17075      PB
50      50      PB2512  20250925  ...   17125      17090      PB
51      51      PB2601  20250925  ...   17135      17085      PB
52      52      PB2602  20250925  ...   17090      17090      PB
53      53      PB2603  20250925  ...   17175      17125      PB
54      54      PB2604  20250925  ...   17215      17215      PB
55      55      PB2605  20250925  ...   17170      17140      PB
56      56      PB2606  20250925  ...   17190      17160      PB
57      57      PB2607  20250925  ...   17175      17175      PB
58      58      PB2608  20250925  ...   17210      17140      PB
59      59      PB2609  20250925  ...   17230      17185      PB
60      60      NI2510  20250925  ...  122390     121450      NI
61      61      NI2511  20250925  ...  122730     121680      NI
62      62      NI2512  20250925  ...  122960     121810      NI
63      63      NI2601  20250925  ...  123080     122020      NI
64      64      NI2602  20250925  ...  123580     122250      NI
65      65      NI2603  20250925  ...  123430     122510      NI
66      66      NI2604  20250925  ...  123660     122640      NI
67      67      NI2605  20250925  ...  123980     122920      NI
68      68      NI2606  20250925  ...  123830     123050      NI
69      69      NI2607  20250925  ...  124190     123340      NI
70      70      NI2608  20250925  ...  125100     123750      NI
71      71      NI2609  20250925  ...  125630     124090      NI
72      72      SN2510  20250925  ...  273150     271570      SN
73      73      SN2511  20250925  ...  273490     271840      SN
74      74      SN2512  20250925  ...  273700     272030      SN
75      75      SN2601  20250925  ...  273840     272140      SN
76      76      SN2602  20250925  ...  273860     272100      SN
77      77      SN2603  20250925  ...  274180     272640      SN
78      78      SN2604  20250925  ...  274410     272870      SN
79      79      SN2605  20250925  ...  274840     273140      SN
80      80      SN2606  20250925  ...  274920     273310      SN
81      81      SN2607  20250925  ...  274910     273200      SN
82      82      SN2608  20250925  ...  275220     273380      SN
83      83      SN2609  20250925  ...  276240     273670      SN
84      84      AO2510  20250925  ...    2875       2858      AO
85      85      AO2511  20250925  ...    2897       2871      AO
86      86      AO2512  20250925  ...    2912       2882      AO
87      87      AO2601  20250925  ...    2927       2894      AO
88      88      AO2602  20250925  ...    2936       2906      AO
89      89      AO2603  20250925  ...    3003       2975      AO
90      90      AO2604  20250925  ...    3007       2980      AO
91      91      AO2605  20250925  ...    3016       2986      AO
92      92      AO2606  20250925  ...    3023       2993      AO
93      93      AO2607  20250925  ...    3032       2996      AO
94      94      AO2608  20250925  ...    3036       3007      AO
95      95      AO2609  20250925  ...    3045       3020      AO
96      96      AD2511  20250925  ...   20360      20320      AD
97      97      AD2512  20250925  ...   20405      20315      AD
98      98      AD2601  20250925  ...   20410      20320      AD
99      99      AD2602  20250925  ...   20440      20320      AD
100    100      AD2603  20250925  ...   20300      20300      AD
101    101      AD2604  20250925  ...   20320      20320      AD
102    102      AD2605  20250925  ...   20320      20320      AD
103    103      AD2606  20250925  ...   20385      20305      AD
104    104      AD2607  20250925  ...   20510      20510      AD
105    105      AD2608  20250925  ...   20515      20515      AD
106    106      AD2609  20250925  ...   20335      20335      AD
107    107      AU2510  20250925  ...  853.14     854.98      AU
108    108      AU2511  20250925  ...  854.06     856.34      AU
109    109      AU2512  20250925  ...  855.96      858.6      AU
110    110      AU2602  20250925  ...   858.8     860.92      AU
111    111      AU2604  20250925  ...  860.04     863.22      AU
112    112      AU2606  20250925  ...  863.34     865.94      AU
113    113      AU2608  20250925  ...  865.28     869.22      AU
114    114      AU2610  20250925  ...  869.38     872.52      AU
115    115      AG2510  20250925  ...   10358      10356      AG
116    116      AG2511  20250925  ...   10374      10388      AG
117    117      AG2512  20250925  ...   10396      10403      AG
118    118      AG2601  20250925  ...   10407      10415      AG
119    119      AG2602  20250925  ...   10420      10423      AG
120    120      AG2603  20250925  ...   10441      10438      AG
121    121      AG2604  20250925  ...   10454      10454      AG
122    122      AG2605  20250925  ...   10463      10468      AG
123    123      AG2606  20250925  ...   10478      10479      AG
124    124      AG2607  20250925  ...   10491      10496      AG
125    125      AG2608  20250925  ...   10504      10509      AG
126    126      AG2609  20250925  ...   10512      10514      AG
127    127      RB2510  20250925  ...    3072       3066      RB
128    128      RB2511  20250925  ...    3087       3082      RB
129    129      RB2512  20250925  ...    3144       3136      RB
130    130      RB2601  20250925  ...    3164       3157      RB
131    131      RB2602  20250925  ...    3165       3159      RB
132    132      RB2603  20250925  ...    3183       3175      RB
133    133      RB2604  20250925  ...    3204       3193      RB
134    134      RB2605  20250925  ...    3223       3217      RB
135    135      RB2606  20250925  ...    3238       3235      RB
136    136      RB2607  20250925  ...    3247       3246      RB
137    137      RB2608  20250925  ...    3248       3241      RB
138    138      RB2609  20250925  ...    3255       3244      RB
139    139      WR2510  20250925  ...    3233       3233      WR
140    140      WR2511  20250925  ...    3330       3343      WR
141    141      WR2512  20250925  ...    3324       3324      WR
142    142      WR2601  20250925  ...    3339       3349      WR
143    143      WR2602  20250925  ...    3353       3339      WR
144    144      WR2603  20250925  ...    3399       3399      WR
145    145      WR2604  20250925  ...    3389       3389      WR
146    146      WR2605  20250925  ...    3413       3414      WR
147    147      WR2606  20250925  ...    3372       3372      WR
148    148      WR2607  20250925  ...    3390       3390      WR
149    149      WR2608  20250925  ...    3371       3371      WR
150    150      WR2609  20250925  ...    3418       3418      WR
151    151      HC2510  20250925  ...    3415       3401      HC
152    152      HC2511  20250925  ...    3391       3380      HC
153    153      HC2512  20250925  ...    3378       3368      HC
154    154      HC2601  20250925  ...    3354       3350      HC
155    155      HC2602  20250925  ...    3353       3346      HC
156    156      HC2603  20250925  ...    3357       3351      HC
157    157      HC2604  20250925  ...    3358       3349      HC
158    158      HC2605  20250925  ...    3364       3358      HC
159    159      HC2606  20250925  ...    3360       3362      HC
160    160      HC2607  20250925  ...    3376       3369      HC
161    161      HC2608  20250925  ...    3371       3371      HC
162    162      HC2609  20250925  ...    3383       3383      HC
163    163      SS2510  20250925  ...   12800      12790      SS
164    164      SS2511  20250925  ...   12915      12905      SS
165    165      SS2512  20250925  ...   12960      12945      SS
166    166      SS2601  20250925  ...   13020      13005      SS
167    167      SS2602  20250925  ...   13070      13040      SS
168    168      SS2603  20250925  ...   13175      13125      SS
169    169      SS2604  20250925  ...   13215      13180      SS
170    170      SS2605  20250925  ...   13295      13260      SS
171    171      SS2606  20250925  ...   13340      13305      SS
172    172      SS2607  20250925  ...   13410      13395      SS
173    173      SS2608  20250925  ...   13465      13420      SS
174    174      SS2609  20250925  ...   13535      13485      SS
175    175      SC2510  20250925  ...   489.3      479.3      SC
176    176      SC2511  20250925  ...   488.9      482.3      SC
177    177      SC2512  20250925  ...   489.8      482.8      SC
178    178      SC2601  20250925  ...   489.8      482.7      SC
179    179      SC2602  20250925  ...   488.9      482.1      SC
180    180      SC2603  20250925  ...   488.3      481.8      SC
181    181      SC2604  20250925  ...     488      482.5      SC
182    182      SC2605  20250925  ...   486.8      480.8      SC
183    183      SC2606  20250925  ...   486.3        480      SC
184    184      SC2607  20250925  ...   487.3        480      SC
185    185      SC2608  20250925  ...   485.8      478.1      SC
186    186      SC2609  20250925  ...   482.7      477.8      SC
187    187      SC2612  20250925  ...   473.5        472      SC
188    188      SC2703  20250925  ...   478.3      473.1      SC
189    189      SC2706  20250925  ...     476      469.2      SC
190    190      SC2709  20250925  ...     477        470      SC
191    191      SC2712  20250925  ...   477.8      469.1      SC
192    192      SC2803  20250925  ...     476        468      SC
193    193      SC2806  20250925  ...   473.2      465.8      SC
194    194      SC2809  20250925  ...   472.1      464.2      SC
195    195      LU2510  20250925  ...    3366       3366      LU
196    196      LU2511  20250925  ...    3435       3397      LU
197    197      LU2512  20250925  ...    3430       3385      LU
198    198      LU2601  20250925  ...    3418       3377      LU
199    199      LU2602  20250925  ...    3400       3362      LU
200    200      LU2603  20250925  ...    3398       3358      LU
201    201      LU2604  20250925  ...    3395       3356      LU
202    202      LU2605  20250925  ...    3390       3356      LU
203    203      LU2606  20250925  ...    3393       3347      LU
204    204      LU2607  20250925  ...    3377       3344      LU
205    205      LU2608  20250925  ...    3366       3334      LU
206    206      LU2609  20250925  ...    3346       3320      LU
207    207      FU2510  20250925  ...    2933       2879      FU
208    208      FU2511  20250925  ...    2948       2888      FU
209    209      FU2512  20250925  ...    2905       2867      FU
210    210      FU2601  20250925  ...    2883       2850      FU
211    211      FU2602  20250925  ...    2865       2837      FU
212    212      FU2603  20250925  ...    2853       2822      FU
213    213      FU2604  20250925  ...    2840       2808      FU
214    214      FU2605  20250925  ...    2827       2800      FU
215    215      FU2606  20250925  ...    2811       2782      FU
216    216      FU2607  20250925  ...    2784       2753      FU
217    217      FU2608  20250925  ...    2758       2728      FU
218    218      FU2609  20250925  ...    2737       2719      FU
219    219      BU2510  20250925  ...    3444       3413      BU
220    220      BU2511  20250925  ...    3426       3396      BU
221    221      BU2512  20250925  ...    3373       3346      BU
222    222      BU2601  20250925  ...    3341       3314      BU
223    223      BU2602  20250925  ...    3348       3318      BU
224    224      BU2603  20250925  ...    3361       3335      BU
225    225      BU2604  20250925  ...    3337       3312      BU
226    226      BU2605  20250925  ...    3365       3332      BU
227    227      BU2606  20250925  ...    3362       3333      BU
228    228      BU2607  20250925  ...    3365       3327      BU
229    229      BU2608  20250925  ...    3344       3323      BU
230    230      BU2609  20250925  ...    3352       3333      BU
231    231      BU2612  20250925  ...    3319       3300      BU
232    232      BU2703  20250925  ...    3329       3281      BU
233    233      BU2706  20250925  ...    3327       3312      BU
234    234      BU2709  20250925  ...    3333       3320      BU
235    235      BR2510  20250925  ...   11560      11595      BR
236    236      BR2511  20250925  ...   11555      11545      BR
237    237      BR2512  20250925  ...   11555      11535      BR
238    238      BR2601  20250925  ...   11545      11525      BR
239    239      BR2602  20250925  ...   11555      11545      BR
240    240      BR2603  20250925  ...   11595      11605      BR
241    241      BR2604  20250925  ...   11640      11640      BR
242    242      BR2605  20250925  ...   11615      11580      BR
243    243      BR2606  20250925  ...   11620      11620      BR
244    244      BR2607  20250925  ...   11745      11680      BR
245    245      BR2608  20250925  ...   11745      11745      BR
246    246      BR2609  20250925  ...   11750      11750      BR
247    247      RU2510  20250925  ...   14680      14740      RU
248    248      RU2511  20250925  ...   14705      14715      RU
249    249      RU2601  20250925  ...   15630      15605      RU
250    250      RU2603  20250925  ...   15625      15590      RU
251    251      RU2604  20250925  ...   15625      15570      RU
252    252      RU2605  20250925  ...   15575      15545      RU
253    253      RU2606  20250925  ...   15635      15585      RU
254    254      RU2607  20250925  ...   15580      15600      RU
255    255      RU2608  20250925  ...   15625      15685      RU
256    256      RU2609  20250925  ...   15550      15600      RU
257    257      NR2510  20250925  ...   12440      12415      NR
258    258      NR2511  20250925  ...   12485      12455      NR
259    259      NR2512  20250925  ...   12500      12465      NR
260    260      NR2601  20250925  ...   12525      12490      NR
261    261      NR2602  20250925  ...   12520      12490      NR
262    262      NR2603  20250925  ...   12530      12510      NR
263    263      NR2604  20250925  ...   12565      12530      NR
264    264      NR2605  20250925  ...   12575      12600      NR
265    265      NR2606  20250925  ...   12600      12495      NR
266    266      NR2607  20250925  ...   12650      12650      NR
267    267      NR2608  20250925  ...   12685      12685      NR
268    268      NR2609  20250925  ...   12510      12510      NR
269    269      SP2510  20250925  ...    5018       4984      SP
270    270      SP2511  20250925  ...    5050       5010      SP
271    271      SP2512  20250925  ...    5068       5026      SP
272    272      SP2601  20250925  ...    5304       5268      SP
273    273      SP2602  20250925  ...    5292       5258      SP
274    274      SP2603  20250925  ...    5310       5272      SP
275    275      SP2604  20250925  ...    5318       5282      SP
276    276      SP2605  20250925  ...    5318       5286      SP
277    277      SP2606  20250925  ...    5324       5282      SP
278    278      SP2607  20250925  ...    5320       5268      SP
279    279      SP2608  20250925  ...    5326       5292      SP
280    280      SP2609  20250925  ...    5328       5280      SP
281    281      OP2601  20250925  ...    4238       4230      OP
282    282      OP2602  20250925  ...    4228       4228      OP
283    283      OP2603  20250925  ...    4266       4246      OP
284    284      OP2604  20250925  ...    4262       4262      OP
285    285      OP2605  20250925  ...    4266       4266      OP
286    286      OP2606  20250925  ...    4236       4242      OP
287    287      OP2607  20250925  ...    4238       4238      OP
288    288      OP2608  20250925  ...    4240       4238      OP
289    289      OP2609  20250925  ...    4336       4338      OP
290    290      EC2510  20250925  ...  1160.6       1128      EC
291    291      EC2512  20250925  ...  1746.6     1678.9      EC
292    292      EC2602  20250925  ...  1647.8     1572.8      EC
293    293      EC2604  20250925  ...  1276.4     1257.3      EC
294    294      EC2606  20250925  ...  1467.5     1436.5      EC
295    295      EC2608  20250925  ...  1619.8     1591.5      EC
296    298  SC_TAS2511  20250925  ...                     SC_TAS
297    299  SC_TAS2512  20250925  ...                     SC_TAS
298    300  SC_TAS2601  20250925  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 16:25:57,847 - future_1d - INFO - ak.get_shfe_daily('2025-09-25') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250925   3916.0  ...   3930.00     3890.00        A
1     a2601  20250925   3898.0  ...   3912.00     3879.00        A
2     a2603  20250925   3900.0  ...   3912.00     3886.00        A
3     a2605  20250925   3929.0  ...   3944.00     3929.00        A
4     a2607  20250925   3931.0  ...   3943.00     3931.00        A
5     a2609  20250925   3941.0  ...   3951.00     3942.00        A
6     b2510  20250925   3591.0  ...   3628.00     3575.00        B
7     b2511  20250925   3618.0  ...   3636.00     3582.00        B
8     b2512  20250925   3632.0  ...   3652.00     3611.00        B
9     b2601  20250925   3645.0  ...   3651.00     3605.00        B
10    b2602  20250925   3640.0  ...   3654.00     3608.00        B
11    b2603  20250925   3605.0  ...   3618.00     3580.00        B
12    b2604  20250925   3519.0  ...   3521.00     3495.00        B
13    b2605  20250925   3437.0  ...   3450.00     3425.00        B
14    b2606  20250925   3419.0  ...   3426.00     3405.00        B
15    b2607  20250925   3452.0  ...   3429.00     3413.00        B
16    b2608  20250925   3517.0  ...   3525.00     3508.00        B
17    b2609  20250925   3539.0  ...   3538.00     3516.00        B
18   bb2511  20250925    141.9  ...    142.00      142.00       BB
19   bb2601  20250925    147.0  ...    146.95      146.80       BB
20   bb2603  20250925      0.0  ...    147.00      147.00       BB
21   bb2605  20250925      0.0  ...    141.70      141.60       BB
22   bb2607  20250925      0.0  ...    146.45      146.35       BB
23   bb2609  20250925      0.0  ...    146.45      146.35       BB
24   bz2603  20250925   5916.0  ...   5930.00     5910.00       BZ
25   bz2604  20250925   5908.0  ...   5914.00     5902.00       BZ
26   bz2605  20250925   5929.0  ...   5939.00     5916.00       BZ
27   bz2606  20250925      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250925      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250925      0.0  ...   5884.00     5884.00       BZ
30    c2511  20250925   2167.0  ...   2166.00     2158.00        C
31    c2601  20250925   2137.0  ...   2136.00     2134.00        C
32    c2603  20250925   2147.0  ...   2144.00     2146.00        C
33    c2605  20250925   2204.0  ...   2199.00     2201.00        C
34    c2607  20250925   2216.0  ...   2211.00     2214.00        C
35    c2609  20250925   2231.0  ...   2227.00     2231.00        C
36   cs2511  20250925   2474.0  ...   2476.00     2458.00       CS
37   cs2601  20250925   2469.0  ...   2466.00     2459.00       CS
38   cs2603  20250925   2465.0  ...   2466.00     2461.00       CS
39   cs2605  20250925   2545.0  ...   2546.00     2540.00       CS
40   cs2607  20250925   2558.0  ...   2551.00     2549.00       CS
41   cs2609  20250925   2593.0  ...   2590.00     2588.00       CS
42   eb2509  20250925      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250925   6915.0  ...   6919.00     6884.00       EB
44   eb2511  20250925   6938.0  ...   6958.00     6923.00       EB
45   eb2512  20250925   6970.0  ...   6974.00     6940.00       EB
46   eb2601  20250925   6994.0  ...   7000.00     6978.00       EB
47   eb2602  20250925   7028.0  ...   7030.00     7013.00       EB
48   eb2603  20250925   7064.0  ...   7069.00     7051.00       EB
49   eb2604  20250925   7090.0  ...   7098.00     7085.00       EB
50   eb2605  20250925   7118.0  ...   7111.00     7107.00       EB
51   eb2606  20250925      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250925   7134.0  ...   7134.00     7071.00       EB
53   eb2608  20250925      0.0  ...   7177.00     7178.00       EB
54   eg2509  20250925      0.0  ...   4175.00     4139.00       EG
55   eg2510  20250925   4293.0  ...   4300.00     4259.00       EG
56   eg2511  20250925   4112.0  ...   4230.00     4219.00       EG
57   eg2512  20250925   4231.0  ...   4236.00     4228.00       EG
58   eg2601  20250925   4255.0  ...   4249.00     4227.00       EG
59   eg2602  20250925   4258.0  ...   4260.00     4240.00       EG
60   eg2603  20250925   4269.0  ...   4270.00     4247.00       EG
61   eg2604  20250925      0.0  ...   4285.00     4279.00       EG
62   eg2605  20250925   4315.0  ...   4309.00     4286.00       EG
63   eg2606  20250925      0.0  ...   4300.00     4290.00       EG
64   eg2607  20250925      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250925      0.0  ...   4346.00     4346.00       EG
66   fb2510  20250925   1261.0  ...   1262.50     1259.50       FB
67   fb2511  20250925   1254.0  ...   1254.50     1254.50       FB
68   fb2512  20250925   1253.5  ...   1253.50     1254.00       FB
69   fb2601  20250925   1254.5  ...   1255.00     1254.50       FB
70   fb2602  20250925   1256.0  ...   1255.00     1255.50       FB
71   fb2603  20250925   1245.0  ...   1245.50     1246.00       FB
72   fb2604  20250925      0.0  ...   1252.00     1252.00       FB
73   fb2605  20250925      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250925      0.0  ...   1292.00     1292.00       FB
75   fb2607  20250925      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250925      0.0  ...   1308.00     1308.00       FB
77   fb2609  20250925      0.0  ...   1296.00     1296.00       FB
78    i2510  20250925    822.0  ...    821.00      820.00        I
79    i2511  20250925    816.0  ...    816.00      816.00        I
80    i2512  20250925    811.5  ...    811.00      811.00        I
81    i2601  20250925    805.5  ...    804.00      803.50        I
82    i2602  20250925    799.5  ...    799.50      799.00        I
83    i2603  20250925    795.0  ...    794.50      793.00        I
84    i2604  20250925    789.5  ...    791.00      789.50        I
85    i2605  20250925    784.0  ...    784.50      781.50        I
86    i2606  20250925    777.5  ...    779.50      777.00        I
87    i2607  20250925    772.5  ...    774.50      771.50        I
88    i2608  20250925    768.0  ...    769.50      767.00        I
89    i2609  20250925    762.0  ...    764.00      762.00        I
90    j2510  20250925   1630.0  ...   1645.00     1628.00        J
91    j2511  20250925   1657.5  ...   1667.00     1655.00        J
92    j2512  20250925   1705.0  ...   1715.50     1690.50        J
93    j2601  20250925   1730.0  ...   1741.00     1725.50        J
94    j2602  20250925      0.0  ...   1757.50     1747.50        J
95    j2603  20250925      0.0  ...   1783.00     1783.00        J
96    j2604  20250925      0.0  ...   1841.50     1841.50        J
97    j2605  20250925   1863.0  ...   1885.50     1869.50        J
98    j2606  20250925   1888.5  ...   1901.00     1869.50        J
99    j2607  20250925   1900.0  ...   1910.50     1898.50        J
100   j2608  20250925      0.0  ...   1919.50     1919.50        J
101   j2609  20250925   1938.0  ...   1956.50     1943.00        J
102  jd2509  20250925      0.0  ...   3220.00     3250.00       JD
103  jd2510  20250925   2936.0  ...   2977.00     2958.00       JD
104  jd2511  20250925   3055.0  ...   3073.00     3057.00       JD
105  jd2512  20250925   3182.0  ...   3203.00     3182.00       JD
106  jd2601  20250925   3355.0  ...   3365.00     3354.00       JD
107  jd2602  20250925   3122.0  ...   3117.00     3122.00       JD
108  jd2603  20250925   3150.0  ...   3145.00     3144.00       JD
109  jd2604  20250925   3274.0  ...   3265.00     3268.00       JD
110  jd2605  20250925   3394.0  ...   3392.00     3391.00       JD
111  jd2606  20250925   3234.0  ...   3234.00     3228.00       JD
112  jd2607  20250925   3474.0  ...   3478.00     3472.00       JD
113  jd2608  20250925   3921.0  ...   3920.00     3918.00       JD
114  jm2510  20250925   1032.5  ...   1026.00     1025.50       JM
115  jm2511  20250925   1075.0  ...   1080.50     1078.50       JM
116  jm2512  20250925   1155.0  ...   1152.50     1149.50       JM
117  jm2601  20250925   1229.5  ...   1229.00     1222.50       JM
118  jm2602  20250925   1247.5  ...   1250.50     1247.50       JM
119  jm2603  20250925   1269.0  ...   1272.00     1268.00       JM
120  jm2604  20250925   1287.0  ...   1294.50     1289.00       JM
121  jm2605  20250925   1312.0  ...   1318.00     1316.00       JM
122  jm2606  20250925   1331.0  ...   1334.00     1332.00       JM
123  jm2607  20250925   1344.0  ...   1346.50     1346.00       JM
124  jm2608  20250925   1365.5  ...   1362.00     1364.50       JM
125  jm2609  20250925   1382.0  ...   1389.00     1386.00       JM
126   l2510  20250925   7113.0  ...   7096.00     7075.00        L
127   l2511  20250925   7146.0  ...   7123.00     7109.00        L
128   l2512  20250925   7155.0  ...   7151.00     7131.00        L
129   l2601  20250925   7169.0  ...   7168.00     7138.00        L
130   l2602  20250925   7156.0  ...   7163.00     7144.00        L
131   l2603  20250925   7172.0  ...   7176.00     7146.00        L
132   l2604  20250925   7209.0  ...   7212.00     7193.00        L
133   l2605  20250925   7185.0  ...   7203.00     7179.00        L
134   l2606  20250925   7201.0  ...   7201.00     7187.00        L
135   l2607  20250925   7220.0  ...   7220.00     7208.00        L
136   l2608  20250925      0.0  ...   7230.00     7230.00        L
137   l2609  20250925   7218.0  ...   7230.00     7228.00        L
138  lg2509  20250925      0.0  ...    772.00      766.00       LG
139  lg2511  20250925    804.0  ...    804.50      804.50       LG
140  lg2601  20250925    819.0  ...    819.50      820.00       LG
141  lg2603  20250925    824.5  ...    825.00      826.00       LG
142  lg2605  20250925    825.0  ...    827.50      827.50       LG
143  lg2607  20250925    827.0  ...    827.50      828.00       LG
144  lh2509  20250925      0.0  ...  13065.00    12600.00       LH
145  lh2511  20250925  12730.0  ...  12700.00    12700.00       LH
146  lh2601  20250925  13360.0  ...  13325.00    13295.00       LH
147  lh2603  20250925  12750.0  ...  12745.00    12700.00       LH
148  lh2605  20250925  13160.0  ...  13145.00    13140.00       LH
149  lh2607  20250925  13870.0  ...  13805.00    13810.00       LH
150   m2511  20250925   2929.0  ...   2934.00     2895.00        M
151   m2512  20250925   2970.0  ...   2973.00     2937.00        M
152   m2601  20250925   2958.0  ...   2961.00     2922.00        M
153   m2603  20250925   2923.0  ...   2929.00     2897.00        M
154   m2605  20250925   2760.0  ...   2759.00     2743.00        M
155   m2607  20250925   2757.0  ...   2749.00     2737.00        M
156   m2608  20250925   2853.0  ...   2864.00     2848.00        M
157   m2609  20250925   2858.0  ...   2870.00     2851.00        M
158   p2510  20250925   8994.0  ...   9072.00     8904.00        P
159   p2511  20250925   9134.0  ...   9162.00     9044.00        P
160   p2512  20250925   9108.0  ...   9186.00     9052.00        P
161   p2601  20250925   9188.0  ...   9214.00     9078.00        P
162   p2602  20250925   9154.0  ...   9184.00     9062.00        P
163   p2603  20250925   9104.0  ...   9142.00     9018.00        P
164   p2604  20250925   9118.0  ...   9092.00     8982.00        P
165   p2605  20250925   8994.0  ...   9030.00     8902.00        P
166   p2606  20250925   8944.0  ...   8928.00     8798.00        P
167   p2607  20250925   8850.0  ...   8834.00     8718.00        P
168   p2608  20250925   8754.0  ...   8750.00     8618.00        P
169   p2609  20250925   8622.0  ...   8646.00     8546.00        P
170  pg2509  20250925      0.0  ...   3793.00     3810.00       PG
171  pg2510  20250925   4337.0  ...   4352.00     4332.00       PG
172  pg2511  20250925   4254.0  ...   4258.00     4254.00       PG
173  pg2512  20250925   4194.0  ...   4196.00     4193.00       PG
174  pg2601  20250925   4135.0  ...   4137.00     4132.00       PG
175  pg2602  20250925   4067.0  ...   4072.00     4065.00       PG
176  pg2603  20250925   3986.0  ...   3992.00     3989.00       PG
177  pg2604  20250925   4347.0  ...   4357.00     4363.00       PG
178  pg2605  20250925   4263.0  ...   4270.00     4265.00       PG
179  pg2606  20250925   4220.0  ...   4220.00     4220.00       PG
180  pg2607  20250925   4141.0  ...   4154.00     4153.00       PG
181  pg2608  20250925   4102.0  ...   4116.00     4096.00       PG
182  pp2510  20250925   6776.0  ...   6784.00     6763.00       PP
183  pp2511  20250925   6838.0  ...   6827.00     6806.00       PP
184  pp2512  20250925   6848.0  ...   6861.00     6843.00       PP
185  pp2601  20250925   6890.0  ...   6893.00     6870.00       PP
186  pp2602  20250925   6872.0  ...   6877.00     6858.00       PP
187  pp2603  20250925   6878.0  ...   6880.00     6859.00       PP
188  pp2604  20250925   6914.0  ...   6918.00     6904.00       PP
189  pp2605  20250925   6923.0  ...   6935.00     6916.00       PP
190  pp2606  20250925   6908.0  ...   6908.00     6895.00       PP
191  pp2607  20250925   6885.0  ...   6883.00     6871.00       PP
192  pp2608  20250925   6881.0  ...   6884.00     6881.00       PP
193  pp2609  20250925   6902.0  ...   6911.00     6903.00       PP
194  rr2510  20250925   3617.0  ...   3618.00     3622.00       RR
195  rr2511  20250925   3615.0  ...   3612.00     3614.00       RR
196  rr2512  20250925   3615.0  ...   3614.00     3615.00       RR
197  rr2601  20250925   3622.0  ...   3622.00     3621.00       RR
198  rr2602  20250925   3605.0  ...   3605.00     3602.00       RR
199  rr2603  20250925      0.0  ...   3612.00     3612.00       RR
200  rr2604  20250925   3616.0  ...   3616.00     3616.00       RR
201  rr2605  20250925      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250925      0.0  ...   3600.00     3600.00       RR
203  rr2607  20250925      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250925      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250925      0.0  ...   3614.00     3614.00       RR
206   v2510  20250925   4805.0  ...   4808.00     4787.00        V
207   v2511  20250925   4836.0  ...   4838.00     4823.00        V
208   v2512  20250925   4873.0  ...   4877.00     4871.00        V
209   v2601  20250925   4920.0  ...   4925.00     4906.00        V
210   v2602  20250925   4945.0  ...   4964.00     4960.00        V
211   v2603  20250925   4982.0  ...   4996.00     4994.00        V
212   v2604  20250925   5194.0  ...   5191.00     5162.00        V
213   v2605  20250925   5230.0  ...   5226.00     5208.00        V
214   v2606  20250925   5261.0  ...   5262.00     5232.00        V
215   v2607  20250925   5281.0  ...   5294.00     5262.00        V
216   v2608  20250925   5312.0  ...   5331.00     5293.00        V
217   v2609  20250925   5344.0  ...   5355.00     5328.00        V
218   y2511  20250925   8144.0  ...   8188.00     8100.00        Y
219   y2512  20250925   8200.0  ...   8238.00     8154.00        Y
220   y2601  20250925   8166.0  ...   8180.00     8096.00        Y
221   y2603  20250925   8076.0  ...   8112.00     8050.00        Y
222   y2605  20250925   7894.0  ...   7924.00     7852.00        Y
223   y2607  20250925   7848.0  ...   7878.00     7816.00        Y
224   y2608  20250925   7852.0  ...   7880.00     7816.00        Y
225   y2609  20250925   7804.0  ...   7852.00     7782.00        Y

[226 rows x 12 columns]
2025-10-10 16:25:58,444 - future_1d - INFO - ak.get_dce_daily('2025-09-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250925  52135.0  ...  51595.0     51390.0       PS
1   PS2511  20250925  51480.0  ...  51360.0     50910.0       PS
2   PS2512  20250925  54010.0  ...  53675.0     53295.0       PS
3   PS2601  20250925  53500.0  ...  53200.0     52905.0       PS
4   PS2602  20250925  53460.0  ...  53205.0     52855.0       PS
5   PS2603  20250925  53235.0  ...  53035.0     52725.0       PS
6   PS2604  20250925  53280.0  ...  53005.0     52925.0       PS
7   PS2605  20250925  53200.0  ...  52930.0     52675.0       PS
8   PS2606  20250925  55500.0  ...  54935.0     54420.0       PS
9   PS2607  20250925  55160.0  ...  54870.0     54480.0       PS
10  PS2608  20250925  55155.0  ...  54605.0     54375.0       PS
11  PS2609  20250925  54815.0  ...  54620.0     54450.0       PS
13  SI2510  20250925   8980.0  ...   9020.0      8925.0       SI
14  SI2511  20250925   9035.0  ...   9030.0      8990.0       SI
15  SI2512  20250925   9405.0  ...   9425.0      9385.0       SI
16  SI2601  20250925   9400.0  ...   9390.0      9355.0       SI
17  SI2602  20250925   9370.0  ...   9390.0      9380.0       SI
18  SI2603  20250925   9395.0  ...   9420.0      9400.0       SI
19  SI2604  20250925   9405.0  ...   9405.0      9410.0       SI
20  SI2605  20250925   9445.0  ...   9420.0      9385.0       SI
21  SI2606  20250925   9435.0  ...   9445.0      9385.0       SI
22  SI2607  20250925   9460.0  ...   9465.0      9415.0       SI
23  SI2608  20250925   9420.0  ...   9425.0      9410.0       SI
24  SI2609  20250925   9405.0  ...   9425.0      9390.0       SI
27  LC2510  20250925  72720.0  ...  73100.0     73280.0       LC
28  LC2511  20250925  72980.0  ...  73580.0     73360.0       LC
29  LC2512  20250925  73060.0  ...  73660.0     73500.0       LC
30  LC2601  20250925  72900.0  ...  73620.0     73360.0       LC
31  LC2602  20250925  72680.0  ...  73360.0     73160.0       LC
32  LC2603  20250925  72800.0  ...  73480.0     73160.0       LC
33  LC2604  20250925  73260.0  ...  73760.0     73580.0       LC
34  LC2605  20250925  73260.0  ...  73740.0     73520.0       LC
35  LC2606  20250925  73040.0  ...  73460.0     73400.0       LC
36  LC2607  20250925  73040.0  ...  73360.0     73200.0       LC
37  LC2608  20250925  73040.0  ...  73480.0     73220.0       LC
38  LC2609  20250925  74000.0  ...  73540.0     73240.0       LC

[36 rows x 12 columns]
2025-10-10 16:25:58,589 - future_1d - INFO - ak.get_gfex_daily('2025-09-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250925   8538.0   8648.0  ...    23753.52   8585.0      8525.0       AP
1    AP511  20250925   8378.0   8498.0  ...    20087.47   8440.0      8356.0       AP
2    AP512  20250925   8248.0   8414.0  ...     1899.21   8367.0      8296.0       AP
3    AP601  20250925   8331.0   8450.0  ...   501897.78   8385.0      8344.0       AP
4    AP603  20250925   8242.0   8303.0  ...      890.41   8244.0      8223.0       AP
5    AP604  20250925   8236.0   8269.0  ...      148.16   8231.0      8213.0       AP
6    AP605  20250925   8248.0   8312.0  ...     9355.27   8264.0      8248.0       AP
7    CF511  20250925  13710.0  13725.0  ...   312969.82  13560.0     13625.0       CF
8    CF601  20250925  13555.0  13575.0  ...  1664965.42  13515.0     13560.0       CF
9    CF603  20250925  13520.0  13540.0  ...     6561.00  13485.0     13535.0       CF
10   CF605  20250925  13550.0  13555.0  ...   191722.50  13510.0     13560.0       CF
11   CF607  20250925  13575.0  13580.0  ...     2219.85  13535.0     13590.0       CF
12   CF609  20250925  13730.0  13730.0  ...      691.62  13695.0     13735.0       CF
13   CJ512  20250925  10740.0  11070.0  ...     6390.30  10905.0     10760.0       CJ
14   CJ601  20250925  10825.0  11130.0  ...  1254628.63  10960.0     10795.0       CJ
15   CJ603  20250925  10795.0  11095.0  ...    14645.96  10925.0     10785.0       CJ
16   CJ605  20250925  10875.0  11160.0  ...   208459.47  10990.0     10830.0       CJ
17   CJ607  20250925  10935.0  11255.0  ...     2647.11  11075.0     10935.0       CJ
18   CJ609  20250925  11065.0  11370.0  ...     1031.54  11210.0     11025.0       CJ
19   CY510  20250925      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250925  19880.0  19905.0  ...   119620.88  19780.0     19775.0       CY
21   CY512  20250925  19515.0  19515.0  ...        9.76  19515.0     19495.0       CY
22   CY601  20250925  19710.0  19730.0  ...     6459.10  19690.0     19690.0       CY
23   CY602  20250925      0.0      0.0  ...        0.00  19745.0     19745.0       CY
24   CY603  20250925      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250925      0.0      0.0  ...        0.00  19730.0     19730.0       CY
26   CY605  20250925  19705.0  19765.0  ...       19.74  19735.0     19795.0       CY
27   CY606  20250925      0.0      0.0  ...        0.00  19735.0     19735.0       CY
28   CY607  20250925      0.0      0.0  ...        0.00  20005.0     20005.0       CY
29   CY608  20250925      0.0      0.0  ...        0.00  19930.0     19940.0       CY
30   CY609  20250925      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250925   1130.0   1150.0  ...     9834.72   1135.0      1109.0       FG
32   FG511  20250925   1133.0   1164.0  ...   394480.86   1145.0      1106.0       FG
33   FG512  20250925   1253.0   1282.0  ...   151791.67   1265.0      1228.0       FG
34   FG601  20250925   1252.0   1282.0  ...  9137130.71   1260.0      1232.0       FG
35   FG602  20250925   1298.0   1331.0  ...   113762.92   1308.0      1274.0       FG
36   FG603  20250925   1319.0   1330.0  ...     8819.65   1314.0      1289.0       FG
37   FG604  20250925   1372.0   1391.0  ...     2719.36   1380.0      1354.0       FG
38   FG605  20250925   1365.0   1392.0  ...   335024.93   1373.0      1354.0       FG
39   FG606  20250925   1398.0   1419.0  ...     1893.04   1402.0      1382.0       FG
40   FG607  20250925   1372.0   1412.0  ...     2289.70   1398.0      1375.0       FG
41   FG608  20250925   1434.0   1449.0  ...     1630.58   1435.0      1417.0       FG
42   FG609  20250925   1426.0   1452.0  ...    12590.62   1440.0      1414.0       FG
43   JR511  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250925   2262.0   2269.0  ...     2975.32   2263.0      2263.0       MA
52   MA511  20250925   2303.0   2307.0  ...   129297.32   2298.0      2294.0       MA
53   MA512  20250925   2333.0   2340.0  ...    92047.38   2333.0      2332.0       MA
54   MA601  20250925   2356.0   2364.0  ...   822244.57   2357.0      2355.0       MA
55   MA602  20250925   2382.0   2387.0  ...    33142.05   2380.0      2380.0       MA
56   MA603  20250925   2392.0   2400.0  ...      908.62   2397.0      2396.0       MA
57   MA604  20250925   2395.0   2395.0  ...       23.94   2394.0      2396.0       MA
58   MA605  20250925   2382.0   2391.0  ...    59705.76   2383.0      2382.0       MA
59   MA606  20250925   2394.0   2399.0  ...       45.45   2392.0      2389.0       MA
60   MA607  20250925   2366.0   2371.0  ...       28.43   2369.0      2364.0       MA
61   MA608  20250925   2370.0   2370.0  ...        2.37   2370.0      2362.0       MA
62   MA609  20250925   2347.0   2350.0  ...      264.98   2345.0      2341.0       MA
63   OI511  20250925  10136.0  10344.0  ...   679752.78  10195.0     10110.0       OI
64   OI601  20250925   9949.0  10154.0  ...  4025663.97  10033.0      9923.0       OI
65   OI603  20250925   9703.0   9912.0  ...     6903.28   9792.0      9681.0       OI
66   OI605  20250925   9456.0   9668.0  ...   210491.42   9551.0      9437.0       OI
67   OI607  20250925   9406.0   9611.0  ...     2158.04   9549.0      9387.0       OI
68   OI609  20250925   9385.0   9566.0  ...     2685.78   9524.0      9343.0       OI
69   PF510  20250925   6308.0   6382.0  ...     3524.96   6358.0      6274.0       PF
70   PF511  20250925   6310.0   6380.0  ...   613970.31   6328.0      6272.0       PF
71   PF512  20250925   6262.0   6344.0  ...   338379.21   6288.0      6238.0       PF
72   PF601  20250925   6324.0   6386.0  ...    51277.92   6346.0      6284.0       PF
73   PF602  20250925   6316.0   6390.0  ...   136637.20   6334.0      6288.0       PF
74   PF603  20250925   6340.0   6392.0  ...       34.93   6350.0      6304.0       PF
75   PF604  20250925   6386.0   6418.0  ...       25.63   6408.0      6342.0       PF
76   PF605  20250925   6400.0   6454.0  ...       25.73   6434.0      6378.0       PF
77   PF606  20250925   6414.0   6414.0  ...        3.21   6414.0      6380.0       PF
78   PF607  20250925   6484.0   6484.0  ...        3.24   6484.0      6394.0       PF
79   PF608  20250925      0.0      0.0  ...        0.00   6496.0      6402.0       PF
80   PF609  20250925   6508.0   6508.0  ...        3.25   6508.0      6442.0       PF
81   PK510  20250925   7780.0   7790.0  ...     3624.73   7770.0      7796.0       PK
82   PK511  20250925   7762.0   7784.0  ...   221707.73   7766.0      7762.0       PK
83   PK512  20250925   7762.0   7776.0  ...    85187.60   7762.0      7770.0       PK
84   PK601  20250925   7778.0   7788.0  ...    57441.67   7776.0      7790.0       PK
85   PK603  20250925   7816.0   7818.0  ...       70.30   7812.0      7830.0       PK
86   PK604  20250925   7826.0   7838.0  ...       74.44   7836.0      7836.0       PK
87   PK605  20250925   7832.0   7840.0  ...     1946.70   7834.0      7836.0       PK
88   PL601  20250925   6358.0   6384.0  ...    18325.21   6372.0      6344.0       PL
89   PL602  20250925   6399.0   6409.0  ...      563.36   6402.0      6385.0       PL
90   PL603  20250925      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250925      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250925      0.0      0.0  ...        0.00   6350.0      6330.0       PL
93   PL606  20250925      0.0      0.0  ...        0.00   6419.0      6402.0       PL
94   PL607  20250925      0.0      0.0  ...        0.00   6410.0      6410.0       PL
95   PL608  20250925      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250925      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250925   5832.0   5880.0  ...     2354.18   5856.0      5798.0       PR
104  PR511  20250925   5800.0   5846.0  ...   249600.32   5816.0      5756.0       PR
105  PR512  20250925   5792.0   5850.0  ...   209730.17   5814.0      5764.0       PR
106  PR601  20250925   5794.0   5846.0  ...   127445.00   5812.0      5746.0       PR
107  PR602  20250925   5830.0   5866.0  ...     1534.81   5848.0      5790.0       PR
108  PR603  20250925   5830.0   5866.0  ...       52.56   5840.0      5808.0       PR
109  PR604  20250925   5850.0   5886.0  ...       17.60   5868.0      5826.0       PR
110  PR605  20250925   5852.0   5904.0  ...       61.75   5882.0      5830.0       PR
111  PR606  20250925      0.0      0.0  ...        0.00   5918.0      5860.0       PR
112  PR607  20250925   5902.0   5902.0  ...        8.85   5902.0      5876.0       PR
113  PR608  20250925      0.0      0.0  ...        0.00   5940.0      5892.0       PR
114  PR609  20250925      0.0      0.0  ...        0.00   5924.0      5882.0       PR
115  PX510  20250925   6334.0   6690.0  ...    26287.94   6470.0      6604.0       PX
116  PX511  20250925   6620.0   6686.0  ...   615785.56   6640.0      6568.0       PX
117  PX512  20250925   6614.0   6678.0  ...   210198.60   6638.0      6576.0       PX
118  PX601  20250925   6610.0   6672.0  ...   168342.39   6636.0      6570.0       PX
119  PX602  20250925   6624.0   6688.0  ...     7754.97   6654.0      6582.0       PX
120  PX603  20250925   6628.0   6632.0  ...        9.94   6630.0      6570.0       PX
121  PX604  20250925   6690.0   6690.0  ...        3.35   6690.0      6616.0       PX
122  PX605  20250925   6632.0   6706.0  ...     2464.91   6672.0      6596.0       PX
123  PX606  20250925      0.0      0.0  ...        0.00   6692.0      6622.0       PX
124  PX607  20250925   6700.0   6700.0  ...        3.35   6700.0      6608.0       PX
125  PX608  20250925      0.0      0.0  ...        0.00   6674.0      6620.0       PX
126  PX609  20250925   6658.0   6698.0  ...        6.68   6678.0      6626.0       PX
127  RI511  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250925   2471.0   2494.0  ...    11208.27   2479.0      2459.0       RM
134  RM601  20250925   2408.0   2450.0  ...   897937.89   2424.0      2406.0       RM
135  RM603  20250925   2334.0   2362.0  ...     9498.76   2343.0      2334.0       RM
136  RM605  20250925   2328.0   2345.0  ...   180100.32   2328.0      2321.0       RM
137  RM607  20250925   2315.0   2335.0  ...    12049.28   2319.0      2311.0       RM
138  RM608  20250925   2411.0   2435.0  ...     1529.32   2420.0      2409.0       RM
139  RM609  20250925   2401.0   2426.0  ...     4909.94   2412.0      2396.0       RM
140  RS511  20250925   5270.0   5331.0  ...      100.91   5311.0      5278.0       RS
141  RS607  20250925   5588.0   5588.0  ...      194.69   5562.0      5552.0       RS
142  RS608  20250925   5551.0   5574.0  ...      161.01   5552.0      5543.0       RS
143  RS609  20250925   5576.0   5579.0  ...      133.34   5556.0      5549.0       RS
144  SA510  20250925   1225.0   1229.0  ...     6547.04   1222.0      1213.0       SA
145  SA511  20250925   1229.0   1241.0  ...   438284.40   1232.0      1218.0       SA
146  SA512  20250925   1298.0   1308.0  ...   342124.54   1298.0      1282.0       SA
147  SA601  20250925   1311.0   1320.0  ...  3084478.49   1311.0      1300.0       SA
148  SA602  20250925   1335.0   1349.0  ...    93123.96   1340.0      1318.0       SA
149  SA603  20250925   1344.0   1356.0  ...     3208.99   1347.0      1340.0       SA
150  SA604  20250925   1388.0   1401.0  ...      735.53   1393.0      1382.0       SA
151  SA605  20250925   1395.0   1408.0  ...   115820.62   1400.0      1389.0       SA
152  SA606  20250925   1411.0   1420.0  ...      924.29   1413.0      1401.0       SA
153  SA607  20250925   1416.0   1423.0  ...     1259.04   1418.0      1407.0       SA
154  SA608  20250925   1452.0   1453.0  ...     2568.25   1449.0      1437.0       SA
155  SA609  20250925   1449.0   1460.0  ...     5968.90   1455.0      1440.0       SA
156  SF510  20250925   5540.0   5584.0  ...     2278.10   5544.0      5536.0       SF
157  SF511  20250925   5722.0   5790.0  ...   575802.32   5724.0      5732.0       SF
158  SF512  20250925   5686.0   5758.0  ...   139267.93   5698.0      5708.0       SF
159  SF601  20250925   5692.0   5746.0  ...   169962.64   5692.0      5700.0       SF
160  SF602  20250925   5658.0   5708.0  ...    27586.73   5648.0      5662.0       SF
161  SF603  20250925   5790.0   5878.0  ...      449.34   5836.0      5858.0       SF
162  SF604  20250925   5814.0   5814.0  ...        2.91   5814.0      5832.0       SF
163  SF605  20250925   5808.0   5846.0  ...     3268.64   5790.0      5810.0       SF
164  SF606  20250925   5730.0   5800.0  ...       54.93   5782.0      5786.0       SF
165  SF607  20250925   5880.0   5940.0  ...       20.68   5910.0      5936.0       SF
166  SF608  20250925   5872.0   5950.0  ...       11.83   5914.0      5896.0       SF
167  SF609  20250925   5864.0   5922.0  ...       35.29   5882.0      5904.0       SF
168  SH510  20250925   2484.0   2485.0  ...     6882.09   2467.0      2471.0       SH
169  SH511  20250925   2502.0   2507.0  ...   542872.48   2488.0      2486.0       SH
170  SH512  20250925   2549.0   2555.0  ...   371357.74   2540.0      2533.0       SH
171  SH601  20250925   2552.0   2555.0  ...  1738819.77   2542.0      2533.0       SH
172  SH602  20250925   2572.0   2575.0  ...    38919.23   2565.0      2558.0       SH
173  SH603  20250925   2589.0   2591.0  ...     1092.08   2582.0      2574.0       SH
174  SH604  20250925   2624.0   2624.0  ...       31.47   2623.0      2620.0       SH
175  SH605  20250925   2640.0   2643.0  ...     8540.13   2633.0      2626.0       SH
176  SH606  20250925   2652.0   2652.0  ...       79.43   2648.0      2637.0       SH
177  SH607  20250925   2636.0   2647.0  ...       55.42   2639.0      2631.0       SH
178  SH608  20250925   2650.0   2650.0  ...       15.89   2648.0      2652.0       SH
179  SH609  20250925   2678.0   2678.0  ...      152.05   2668.0      2665.0       SH
180  SM510  20250925   5818.0   5832.0  ...    37009.46   5732.0      5814.0       SM
181  SM511  20250925   5908.0   5938.0  ...   461939.29   5892.0      5898.0       SM
182  SM512  20250925   5880.0   5942.0  ...   229503.51   5910.0      5898.0       SM
183  SM601  20250925   5916.0   5954.0  ...   648883.48   5904.0      5910.0       SM
184  SM602  20250925   5928.0   5960.0  ...   189915.34   5902.0      5928.0       SM
185  SM603  20250925   5948.0   5956.0  ...      940.16   5932.0      5948.0       SM
186  SM604  20250925   5920.0   5962.0  ...      130.54   5934.0      5954.0       SM
187  SM605  20250925   5946.0   5988.0  ...    12387.44   5944.0      5946.0       SM
188  SM606  20250925   5928.0   5968.0  ...       41.50   5928.0      5966.0       SM
189  SM607  20250925   5932.0   5980.0  ...       38.60   5938.0      5978.0       SM
190  SM608  20250925      0.0      0.0  ...        0.00   5988.0      5960.0       SM
191  SM609  20250925   5952.0   6016.0  ...      394.92   5984.0      5976.0       SM
192  SR511  20250925   5542.0   5556.0  ...   197387.15   5533.0      5538.0       SR
193  SR601  20250925   5492.0   5518.0  ...  1170834.61   5497.0      5483.0       SR
194  SR603  20250925   5472.0   5498.0  ...     2998.31   5481.0      5457.0       SR
195  SR605  20250925   5468.0   5483.0  ...    67385.76   5463.0      5446.0       SR
196  SR607  20250925   5466.0   5483.0  ...     3340.88   5468.0      5452.0       SR
197  SR609  20250925   5477.0   5495.0  ...     2114.39   5478.0      5466.0       SR
198  TA510  20250925   4596.0   4654.0  ...    16455.61   4630.0      4558.0       TA
199  TA511  20250925   4608.0   4668.0  ...   326553.23   4638.0      4576.0       TA
200  TA512  20250925   4626.0   4678.0  ...   129291.73   4652.0      4588.0       TA
201  TA601  20250925   4640.0   4688.0  ...  1632322.69   4658.0      4598.0       TA
202  TA602  20250925   4654.0   4698.0  ...    24535.75   4672.0      4610.0       TA
203  TA603  20250925   4620.0   4706.0  ...      437.42   4630.0      4620.0       TA
204  TA604  20250925   4664.0   4712.0  ...       32.80   4686.0      4660.0       TA
205  TA605  20250925   4668.0   4722.0  ...    57245.87   4696.0      4640.0       TA
206  TA606  20250925   4684.0   4732.0  ...       16.45   4700.0      4626.0       TA
207  TA607  20250925   4716.0   4720.0  ...        7.08   4718.0      4662.0       TA
208  TA608  20250925      0.0      0.0  ...        0.00   4744.0      4690.0       TA
209  TA609  20250925   4700.0   4768.0  ...      170.82   4746.0      4694.0       TA
210  UR510  20250925   1570.0   1571.0  ...     1056.31   1567.0      1563.0       UR
211  UR511  20250925   1657.0   1657.0  ...    71609.71   1651.0      1649.0       UR
212  UR512  20250925   1665.0   1668.0  ...    15708.84   1664.0      1663.0       UR
213  UR601  20250925   1677.0   1679.0  ...   320987.42   1675.0      1672.0       UR
214  UR602  20250925   1684.0   1686.0  ...      390.24   1682.0      1681.0       UR
215  UR603  20250925   1725.0   1728.0  ...       37.97   1726.0      1724.0       UR
216  UR604  20250925   1725.0   1727.0  ...       24.16   1726.0      1726.0       UR
217  UR605  20250925   1730.0   1730.0  ...    13083.72   1727.0      1723.0       UR
218  UR606  20250925   1725.0   1730.0  ...      110.60   1728.0      1725.0       UR
219  UR607  20250925   1753.0   1758.0  ...       21.08   1757.0      1757.0       UR
220  UR608  20250925   1750.0   1750.0  ...       14.00   1750.0      1751.0       UR
221  UR609  20250925   1740.0   1749.0  ...      338.83   1747.0      1741.0       UR
222  WH511  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:25:58,884 - future_1d - INFO - ak.get_czce_daily('2025-09-25') done
2025-10-10 16:26:00,769 - future_1d - INFO - save future_daily 2025-09-25 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250926  7275.200  ...  7219.600    7311.000       IC
1   IC2511  20250926  7192.000  ...  7151.800    7240.200       IC
2   IC2512  20250926  7147.000  ...  7097.600    7185.400       IC
3   IC2603  20250926  6951.200  ...  6922.000    7007.000       IC
4   IF2510  20250926  4575.800  ...  4555.800    4596.600       IF
5   IF2511  20250926  4558.600  ...  4541.800    4581.600       IF
6   IF2512  20250926  4550.000  ...  4535.200    4572.400       IF
7   IF2603  20250926  4520.200  ...  4509.800    4539.600       IF
8   IH2510  20250926  2943.000  ...  2950.200    2958.000       IH
9   IH2511  20250926  2944.000  ...  2948.000    2956.400       IH
10  IH2512  20250926  2946.000  ...  2949.800    2958.400       IH
11  IH2603  20250926  2942.000  ...  2947.400    2955.800       IH
12  IM2510  20250926  7419.600  ...  7360.800    7456.400       IM
13  IM2511  20250926  7335.400  ...  7272.800    7369.200       IM
14  IM2512  20250926  7260.000  ...  7193.400    7290.800       IM
15  IM2603  20250926  7040.000  ...  6974.400    7076.400       IM
16   T2512  20250926   107.655  ...   107.670     107.540        T
17   T2603  20250926   107.270  ...   107.325     107.175        T
18   T2606  20250926   107.150  ...   107.235     107.115        T
19  TF2512  20250926   105.535  ...   105.530     105.475       TF
20  TF2603  20250926   105.390  ...   105.410     105.335       TF
21  TF2606  20250926   105.390  ...   105.400     105.335       TF
22  TL2512  20250926   114.230  ...   114.260     113.960       TL
23  TL2603  20250926   113.910  ...   113.920     113.620       TL
24  TL2606  20250926   113.960  ...   113.910     113.540       TL
25  TS2512  20250926   102.314  ...   102.344     102.300       TS
26  TS2603  20250926   102.258  ...   102.258     102.220       TS
27  TS2606  20250926   102.258  ...   102.262     102.226       TS

[28 rows x 12 columns]
2025-10-10 16:26:10,676 - future_1d - INFO - ak.get_cffex_daily('2025-09-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250926     488  ...   487.5      489.3      SC
1       SC2511  20250926   489.1  ...   489.1      488.9      SC
2       SC2512  20250926   490.8  ...   490.8      489.8      SC
3       SC2601  20250926     491  ...   490.7      489.8      SC
4       SC2602  20250926   489.2  ...   489.9      488.9      SC
5       SC2603  20250926   488.2  ...     490      488.3      SC
6       SC2604  20250926   486.3  ...   490.3        488      SC
7       SC2605  20250926   486.4  ...   491.2      486.8      SC
8       SC2606  20250926     487  ...   488.9      486.3      SC
9       SC2607  20250926   484.9  ...   484.9      487.3      SC
10      SC2608  20250926   484.2  ...   486.6      485.8      SC
11      SC2609  20250926   481.6  ...   483.8      482.7      SC
12      SC2612  20250926   479.7  ...   479.5      473.5      SC
13      SC2703  20250926   473.1  ...   473.1      478.3      SC
14      SC2706  20250926          ...     477        476      SC
15      SC2709  20250926          ...     477        477      SC
16      SC2712  20250926   473.8  ...   475.9      477.8      SC
17      SC2803  20250926     475  ...     475        476      SC
18      SC2806  20250926     472  ...   473.8      473.2      SC
19      SC2809  20250926   472.1  ...   472.1      472.1      SC
21      LU2510  20250926    3450  ...    3450       3366      LU
22      LU2511  20250926    3445  ...    3470       3435      LU
23      LU2512  20250926    3443  ...    3471       3430      LU
24      LU2601  20250926    3430  ...    3459       3418      LU
25      LU2602  20250926    3409  ...    3440       3400      LU
26      LU2603  20250926    3413  ...    3425       3398      LU
27      LU2604  20250926          ...    3407       3395      LU
28      LU2605  20250926    3443  ...    3437       3390      LU
29      LU2606  20250926    3422  ...    3427       3393      LU
30      LU2607  20250926    3383  ...    3418       3377      LU
31      LU2608  20250926    3367  ...    3392       3366      LU
32      LU2609  20250926    3354  ...    3379       3346      LU
34      NR2510  20250926   12415  ...   12320      12440      NR
35      NR2511  20250926   12425  ...   12350      12485      NR
36      NR2512  20250926   12450  ...   12375      12500      NR
37      NR2601  20250926   12480  ...   12395      12525      NR
38      NR2602  20250926   12435  ...   12380      12520      NR
39      NR2603  20250926   12455  ...   12455      12530      NR
40      NR2604  20250926   12435  ...   12390      12565      NR
41      NR2605  20250926   12465  ...   12460      12575      NR
42      NR2606  20250926   12465  ...   12465      12600      NR
43      NR2607  20250926          ...   12650      12650      NR
44      NR2608  20250926          ...   12685      12685      NR
45      NR2609  20250926          ...   12510      12510      NR
47      BC2510  20250926   73050  ...   73250      72920      BC
48      BC2511  20250926   73540  ...   73420      73030      BC
49      BC2512  20250926   73620  ...   73550      73180      BC
50      BC2601  20250926          ...   73160      73160      BC
51      BC2602  20250926   73820  ...   73820      73100      BC
52      BC2603  20250926          ...   73000      73000      BC
53      BC2604  20250926          ...   73000      73000      BC
54      BC2605  20250926          ...   72900      72900      BC
55      BC2606  20250926          ...   72960      72900      BC
56      BC2607  20250926          ...   72840      72800      BC
57      BC2608  20250926          ...   73000      73000      BC
58      BC2609  20250926          ...   73000      73000      BC
60      EC2510  20250926    1176  ...  1150.8     1160.6      EC
61      EC2512  20250926    1790  ...  1780.6     1746.6      EC
62      EC2602  20250926    1692  ...  1691.9     1647.8      EC
63      EC2604  20250926  1281.1  ...  1279.1     1276.4      EC
64      EC2606  20250926  1475.4  ...  1482.6     1467.5      EC
65      EC2608  20250926    1632  ...    1631     1619.8      EC
68  SC_TAS2511  20250926          ...                     SC_TAS
69  SC_TAS2512  20250926          ...                     SC_TAS
70  SC_TAS2601  20250926          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 16:26:10,769 - future_1d - INFO - ak.get_ine_daily('2025-09-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250926  ...   82500      82080      CU
1        1      CU2511  20250926  ...   82540      82160      CU
2        2      CU2512  20250926  ...   82540      82110      CU
3        3      CU2601  20250926  ...   82530      82090      CU
4        4      CU2602  20250926  ...   82490      81970      CU
5        5      CU2603  20250926  ...   82420      82050      CU
6        6      CU2604  20250926  ...   82450      81900      CU
7        7      CU2605  20250926  ...   82500      82230      CU
8        8      CU2606  20250926  ...   82380      81760      CU
9        9      CU2607  20250926  ...   82200      81710      CU
10      10      CU2608  20250926  ...   82220      81680      CU
11      11      CU2609  20250926  ...   82110      81920      CU
12      12      BC2510  20250926  ...   73250      72920      BC
13      13      BC2511  20250926  ...   73420      73030      BC
14      14      BC2512  20250926  ...   73550      73180      BC
15      15      BC2601  20250926  ...   73160      73160      BC
16      16      BC2602  20250926  ...   73820      73100      BC
17      17      BC2603  20250926  ...   73000      73000      BC
18      18      BC2604  20250926  ...   73000      73000      BC
19      19      BC2605  20250926  ...   72900      72900      BC
20      20      BC2606  20250926  ...   72960      72900      BC
21      21      BC2607  20250926  ...   72840      72800      BC
22      22      BC2608  20250926  ...   73000      73000      BC
23      23      BC2609  20250926  ...   73000      73000      BC
24      24      AL2510  20250926  ...   20765      20765      AL
25      25      AL2511  20250926  ...   20775      20780      AL
26      26      AL2512  20250926  ...   20780      20780      AL
27      27      AL2601  20250926  ...   20780      20780      AL
28      28      AL2602  20250926  ...   20785      20785      AL
29      29      AL2603  20250926  ...   20810      20815      AL
30      30      AL2604  20250926  ...   20840      20830      AL
31      31      AL2605  20250926  ...   20845      20845      AL
32      32      AL2606  20250926  ...   20840      20850      AL
33      33      AL2607  20250926  ...   20860      20850      AL
34      34      AL2608  20250926  ...   20840      20860      AL
35      35      AL2609  20250926  ...   20860      20860      AL
36      36      ZN2510  20250926  ...   22010      21960      ZN
37      37      ZN2511  20250926  ...   22035      21965      ZN
38      38      ZN2512  20250926  ...   22040      21980      ZN
39      39      ZN2601  20250926  ...   22055      21995      ZN
40      40      ZN2602  20250926  ...   22085      22030      ZN
41      41      ZN2603  20250926  ...   22115      22040      ZN
42      42      ZN2604  20250926  ...   22145      22090      ZN
43      43      ZN2605  20250926  ...   22170      22160      ZN
44      44      ZN2606  20250926  ...   22215      22185      ZN
45      45      ZN2607  20250926  ...   22220      22095      ZN
46      46      ZN2608  20250926  ...   22270      22185      ZN
47      47      ZN2609  20250926  ...   22255      22195      ZN
48      48      PB2510  20250926  ...   17055      17070      PB
49      49      PB2511  20250926  ...   17090      17110      PB
50      50      PB2512  20250926  ...   17110      17125      PB
51      51      PB2601  20250926  ...   17125      17135      PB
52      52      PB2602  20250926  ...   17135      17090      PB
53      53      PB2603  20250926  ...   17145      17175      PB
54      54      PB2604  20250926  ...   17150      17215      PB
55      55      PB2605  20250926  ...   17150      17170      PB
56      56      PB2606  20250926  ...   17220      17190      PB
57      57      PB2607  20250926  ...   17175      17175      PB
58      58      PB2608  20250926  ...   17210      17210      PB
59      59      PB2609  20250926  ...   17230      17230      PB
60      60      NI2510  20250926  ...  121620     122390      NI
61      61      NI2511  20250926  ...  121840     122730      NI
62      62      NI2512  20250926  ...  121970     122960      NI
63      63      NI2601  20250926  ...  122210     123080      NI
64      64      NI2602  20250926  ...  122270     123580      NI
65      65      NI2603  20250926  ...  122550     123430      NI
66      66      NI2604  20250926  ...  122830     123660      NI
67      67      NI2605  20250926  ...  123060     123980      NI
68      68      NI2606  20250926  ...  123250     123830      NI
69      69      NI2607  20250926  ...  123370     124190      NI
70      70      NI2608  20250926  ...  123860     125100      NI
71      71      NI2609  20250926  ...  124150     125630      NI
72      72      SN2510  20250926  ...  273130     273150      SN
73      73      SN2511  20250926  ...  273550     273490      SN
74      74      SN2512  20250926  ...  273960     273700      SN
75      75      SN2601  20250926  ...  273970     273840      SN
76      76      SN2602  20250926  ...  274200     273860      SN
77      77      SN2603  20250926  ...  274160     274180      SN
78      78      SN2604  20250926  ...  274280     274410      SN
79      79      SN2605  20250926  ...  274930     274840      SN
80      80      SN2606  20250926  ...  274760     274920      SN
81      81      SN2607  20250926  ...  274780     274910      SN
82      82      SN2608  20250926  ...  275430     275220      SN
83      83      SN2609  20250926  ...  275640     276240      SN
84      84      AO2510  20250926  ...    2871       2875      AO
85      85      AO2511  20250926  ...    2904       2897      AO
86      86      AO2512  20250926  ...    2902       2912      AO
87      87      AO2601  20250926  ...    2916       2927      AO
88      88      AO2602  20250926  ...    2928       2936      AO
89      89      AO2603  20250926  ...    2991       3003      AO
90      90      AO2604  20250926  ...    3001       3007      AO
91      91      AO2605  20250926  ...    3007       3016      AO
92      92      AO2606  20250926  ...    3015       3023      AO
93      93      AO2607  20250926  ...    3021       3032      AO
94      94      AO2608  20250926  ...    3031       3036      AO
95      95      AO2609  20250926  ...    3048       3045      AO
96      96      AD2511  20250926  ...   20315      20360      AD
97      97      AD2512  20250926  ...   20370      20405      AD
98      98      AD2601  20250926  ...   20385      20410      AD
99      99      AD2602  20250926  ...   20410      20440      AD
100    100      AD2603  20250926  ...   20300      20300      AD
101    101      AD2604  20250926  ...   20320      20320      AD
102    102      AD2605  20250926  ...   20320      20320      AD
103    103      AD2606  20250926  ...   20385      20385      AD
104    104      AD2607  20250926  ...   20510      20510      AD
105    105      AD2608  20250926  ...   20515      20515      AD
106    106      AD2609  20250926  ...   20335      20335      AD
107    107      AU2510  20250926  ...   851.5     853.14      AU
108    108      AU2511  20250926  ...  853.38     854.06      AU
109    109      AU2512  20250926  ...     855     855.96      AU
110    110      AU2602  20250926  ...  857.82      858.8      AU
111    111      AU2604  20250926  ...  859.92     860.04      AU
112    112      AU2606  20250926  ...  862.34     863.34      AU
113    113      AU2608  20250926  ...   865.8     865.28      AU
114    114      AU2610  20250926  ...  868.42     869.38      AU
115    115      AG2510  20250926  ...   10483      10358      AG
116    116      AG2511  20250926  ...   10509      10374      AG
117    117      AG2512  20250926  ...   10526      10396      AG
118    118      AG2601  20250926  ...   10528      10407      AG
119    119      AG2602  20250926  ...   10542      10420      AG
120    120      AG2603  20250926  ...   10527      10441      AG
121    121      AG2604  20250926  ...   10545      10454      AG
122    122      AG2605  20250926  ...   10553      10463      AG
123    123      AG2606  20250926  ...   10553      10478      AG
124    124      AG2607  20250926  ...   10548      10491      AG
125    125      AG2608  20250926  ...   10572      10504      AG
126    126      AG2609  20250926  ...   10613      10512      AG
127    127      RB2510  20250926  ...    3050       3072      RB
128    128      RB2511  20250926  ...    3083       3087      RB
129    129      RB2512  20250926  ...    3121       3144      RB
130    130      RB2601  20250926  ...    3139       3164      RB
131    131      RB2602  20250926  ...    3139       3165      RB
132    132      RB2603  20250926  ...    3157       3183      RB
133    133      RB2604  20250926  ...    3177       3204      RB
134    134      RB2605  20250926  ...    3197       3223      RB
135    135      RB2606  20250926  ...    3210       3238      RB
136    136      RB2607  20250926  ...    3217       3247      RB
137    137      RB2608  20250926  ...    3220       3248      RB
138    138      RB2609  20250926  ...    3232       3255      RB
139    139      WR2510  20250926  ...    3219       3233      WR
140    140      WR2511  20250926  ...    3329       3330      WR
141    141      WR2512  20250926  ...    3324       3324      WR
142    142      WR2601  20250926  ...    3342       3339      WR
143    143      WR2602  20250926  ...    3400       3353      WR
144    144      WR2603  20250926  ...    3351       3399      WR
145    145      WR2604  20250926  ...    3370       3389      WR
146    146      WR2605  20250926  ...    3386       3413      WR
147    147      WR2606  20250926  ...    3383       3372      WR
148    148      WR2607  20250926  ...    3390       3390      WR
149    149      WR2608  20250926  ...    3385       3371      WR
150    150      WR2609  20250926  ...    3458       3418      WR
151    151      HC2510  20250926  ...    3404       3415      HC
152    152      HC2511  20250926  ...    3385       3391      HC
153    153      HC2512  20250926  ...    3358       3378      HC
154    154      HC2601  20250926  ...    3330       3354      HC
155    155      HC2602  20250926  ...    3330       3353      HC
156    156      HC2603  20250926  ...    3333       3357      HC
157    157      HC2604  20250926  ...    3337       3358      HC
158    158      HC2605  20250926  ...    3337       3364      HC
159    159      HC2606  20250926  ...    3346       3360      HC
160    160      HC2607  20250926  ...    3355       3376      HC
161    161      HC2608  20250926  ...    3359       3371      HC
162    162      HC2609  20250926  ...    3364       3383      HC
163    163      SS2510  20250926  ...   12735      12800      SS
164    164      SS2511  20250926  ...   12850      12915      SS
165    165      SS2512  20250926  ...   12890      12960      SS
166    166      SS2601  20250926  ...   12950      13020      SS
167    167      SS2602  20250926  ...   12985      13070      SS
168    168      SS2603  20250926  ...   13100      13175      SS
169    169      SS2604  20250926  ...   13160      13215      SS
170    170      SS2605  20250926  ...   13240      13295      SS
171    171      SS2606  20250926  ...   13305      13340      SS
172    172      SS2607  20250926  ...   13350      13410      SS
173    173      SS2608  20250926  ...   13400      13465      SS
174    174      SS2609  20250926  ...   13465      13535      SS
175    175      SC2510  20250926  ...   487.5      489.3      SC
176    176      SC2511  20250926  ...   489.1      488.9      SC
177    177      SC2512  20250926  ...   490.8      489.8      SC
178    178      SC2601  20250926  ...   490.7      489.8      SC
179    179      SC2602  20250926  ...   489.9      488.9      SC
180    180      SC2603  20250926  ...     490      488.3      SC
181    181      SC2604  20250926  ...   490.3        488      SC
182    182      SC2605  20250926  ...   491.2      486.8      SC
183    183      SC2606  20250926  ...   488.9      486.3      SC
184    184      SC2607  20250926  ...   484.9      487.3      SC
185    185      SC2608  20250926  ...   486.6      485.8      SC
186    186      SC2609  20250926  ...   483.8      482.7      SC
187    187      SC2612  20250926  ...   479.5      473.5      SC
188    188      SC2703  20250926  ...   473.1      478.3      SC
189    189      SC2706  20250926  ...     477        476      SC
190    190      SC2709  20250926  ...     477        477      SC
191    191      SC2712  20250926  ...   475.9      477.8      SC
192    192      SC2803  20250926  ...     475        476      SC
193    193      SC2806  20250926  ...   473.8      473.2      SC
194    194      SC2809  20250926  ...   472.1      472.1      SC
195    195      LU2510  20250926  ...    3450       3366      LU
196    196      LU2511  20250926  ...    3470       3435      LU
197    197      LU2512  20250926  ...    3471       3430      LU
198    198      LU2601  20250926  ...    3459       3418      LU
199    199      LU2602  20250926  ...    3440       3400      LU
200    200      LU2603  20250926  ...    3425       3398      LU
201    201      LU2604  20250926  ...    3407       3395      LU
202    202      LU2605  20250926  ...    3437       3390      LU
203    203      LU2606  20250926  ...    3427       3393      LU
204    204      LU2607  20250926  ...    3418       3377      LU
205    205      LU2608  20250926  ...    3392       3366      LU
206    206      LU2609  20250926  ...    3379       3346      LU
207    207      FU2510  20250926  ...    2991       2933      FU
208    208      FU2511  20250926  ...    3002       2948      FU
209    209      FU2512  20250926  ...    2942       2905      FU
210    210      FU2601  20250926  ...    2914       2883      FU
211    211      FU2602  20250926  ...    2893       2865      FU
212    212      FU2603  20250926  ...    2880       2853      FU
213    213      FU2604  20250926  ...    2857       2840      FU
214    214      FU2605  20250926  ...    2843       2827      FU
215    215      FU2606  20250926  ...    2833       2811      FU
216    216      FU2607  20250926  ...    2797       2784      FU
217    217      FU2608  20250926  ...    2769       2758      FU
218    218      FU2609  20250926  ...    2748       2737      FU
219    219      BU2510  20250926  ...    3472       3444      BU
220    220      BU2511  20250926  ...    3451       3426      BU
221    221      BU2512  20250926  ...    3408       3373      BU
222    222      BU2601  20250926  ...    3387       3341      BU
223    223      BU2602  20250926  ...    3389       3348      BU
224    224      BU2603  20250926  ...    3407       3361      BU
225    225      BU2604  20250926  ...    3373       3337      BU
226    226      BU2605  20250926  ...    3416       3365      BU
227    227      BU2606  20250926  ...    3404       3362      BU
228    228      BU2607  20250926  ...    3407       3365      BU
229    229      BU2608  20250926  ...    3384       3344      BU
230    230      BU2609  20250926  ...    3386       3352      BU
231    231      BU2612  20250926  ...    3340       3319      BU
232    232      BU2703  20250926  ...    3329       3329      BU
233    233      BU2706  20250926  ...    3347       3327      BU
234    234      BU2709  20250926  ...    3354       3333      BU
235    235      BR2510  20250926  ...   11385      11560      BR
236    236      BR2511  20250926  ...   11360      11555      BR
237    237      BR2512  20250926  ...   11365      11555      BR
238    238      BR2601  20250926  ...   11340      11545      BR
239    239      BR2602  20250926  ...   11330      11555      BR
240    240      BR2603  20250926  ...   11355      11595      BR
241    241      BR2604  20250926  ...   11385      11640      BR
242    242      BR2605  20250926  ...   11430      11615      BR
243    243      BR2606  20250926  ...   11440      11620      BR
244    244      BR2607  20250926  ...   11635      11745      BR
245    245      BR2608  20250926  ...   11610      11745      BR
246    246      BR2609  20250926  ...   11675      11750      BR
247    247      RU2510  20250926  ...   14530      14680      RU
248    248      RU2511  20250926  ...   14555      14705      RU
249    249      RU2601  20250926  ...   15425      15630      RU
250    250      RU2603  20250926  ...   15425      15625      RU
251    251      RU2604  20250926  ...   15425      15625      RU
252    252      RU2605  20250926  ...   15395      15575      RU
253    253      RU2606  20250926  ...   15400      15635      RU
254    254      RU2607  20250926  ...   15395      15580      RU
255    255      RU2608  20250926  ...   15405      15625      RU
256    256      RU2609  20250926  ...   15370      15550      RU
257    257      NR2510  20250926  ...   12320      12440      NR
258    258      NR2511  20250926  ...   12350      12485      NR
259    259      NR2512  20250926  ...   12375      12500      NR
260    260      NR2601  20250926  ...   12395      12525      NR
261    261      NR2602  20250926  ...   12380      12520      NR
262    262      NR2603  20250926  ...   12455      12530      NR
263    263      NR2604  20250926  ...   12390      12565      NR
264    264      NR2605  20250926  ...   12460      12575      NR
265    265      NR2606  20250926  ...   12465      12600      NR
266    266      NR2607  20250926  ...   12650      12650      NR
267    267      NR2608  20250926  ...   12685      12685      NR
268    268      NR2609  20250926  ...   12510      12510      NR
269    269      SP2510  20250926  ...    5000       5018      SP
270    270      SP2511  20250926  ...    5034       5050      SP
271    271      SP2512  20250926  ...    5050       5068      SP
272    272      SP2601  20250926  ...    5290       5304      SP
273    273      SP2602  20250926  ...    5282       5292      SP
274    274      SP2603  20250926  ...    5302       5310      SP
275    275      SP2604  20250926  ...    5312       5318      SP
276    276      SP2605  20250926  ...    5308       5318      SP
277    277      SP2606  20250926  ...    5296       5324      SP
278    278      SP2607  20250926  ...    5300       5320      SP
279    279      SP2608  20250926  ...    5316       5326      SP
280    280      SP2609  20250926  ...    5318       5328      SP
281    281      OP2601  20250926  ...    4232       4238      OP
282    282      OP2602  20250926  ...    4228       4228      OP
283    283      OP2603  20250926  ...    4260       4266      OP
284    284      OP2604  20250926  ...    4274       4262      OP
285    285      OP2605  20250926  ...    4266       4266      OP
286    286      OP2606  20250926  ...    4236       4236      OP
287    287      OP2607  20250926  ...    4238       4238      OP
288    288      OP2608  20250926  ...    4240       4240      OP
289    289      OP2609  20250926  ...    4334       4336      OP
290    290      EC2510  20250926  ...  1150.8     1160.6      EC
291    291      EC2512  20250926  ...  1780.6     1746.6      EC
292    292      EC2602  20250926  ...  1691.9     1647.8      EC
293    293      EC2604  20250926  ...  1279.1     1276.4      EC
294    294      EC2606  20250926  ...  1482.6     1467.5      EC
295    295      EC2608  20250926  ...    1631     1619.8      EC
296    297  SC_TAS2511  20250926  ...                     SC_TAS
297    298  SC_TAS2512  20250926  ...                     SC_TAS
298    299  SC_TAS2601  20250926  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 16:26:10,876 - future_1d - INFO - ak.get_shfe_daily('2025-09-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250926   3931.0  ...   3940.00     3930.00        A
1     a2601  20250926   3910.0  ...   3918.00     3912.00        A
2     a2603  20250926   3917.0  ...   3922.00     3912.00        A
3     a2605  20250926   3949.0  ...   3951.00     3944.00        A
4     a2607  20250926   3949.0  ...   3945.00     3943.00        A
5     a2609  20250926   3949.0  ...   3948.00     3951.00        A
6     b2510  20250926   3654.0  ...   3630.00     3628.00        B
7     b2511  20250926   3655.0  ...   3627.00     3636.00        B
8     b2512  20250926   3665.0  ...   3647.00     3652.00        B
9     b2601  20250926   3662.0  ...   3647.00     3651.00        B
10    b2602  20250926   3665.0  ...   3649.00     3654.00        B
11    b2603  20250926   3629.0  ...   3615.00     3618.00        B
12    b2604  20250926   3521.0  ...   3520.00     3521.00        B
13    b2605  20250926   3460.0  ...   3449.00     3450.00        B
14    b2606  20250926   3427.0  ...   3422.00     3426.00        B
15    b2607  20250926   3470.0  ...   3428.00     3429.00        B
16    b2608  20250926   3527.0  ...   3520.00     3525.00        B
17    b2609  20250926   3541.0  ...   3535.00     3538.00        B
18   bb2511  20250926    141.9  ...    141.90      142.00       BB
19   bb2601  20250926    147.0  ...    147.00      146.95       BB
20   bb2603  20250926      0.0  ...    147.00      147.00       BB
21   bb2605  20250926      0.0  ...    141.70      141.70       BB
22   bb2607  20250926      0.0  ...    146.45      146.45       BB
23   bb2609  20250926      0.0  ...    146.45      146.45       BB
24   bz2603  20250926   5922.0  ...   5906.00     5930.00       BZ
25   bz2604  20250926   5892.0  ...   5880.00     5914.00       BZ
26   bz2605  20250926      0.0  ...   5936.00     5939.00       BZ
27   bz2606  20250926      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250926      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250926      0.0  ...   5883.00     5884.00       BZ
30   bz2609  20250926      0.0  ...   5884.00     5884.00       BZ
31    c2511  20250926   2159.0  ...   2176.00     2166.00        C
32    c2601  20250926   2134.0  ...   2137.00     2136.00        C
33    c2603  20250926   2143.0  ...   2146.00     2144.00        C
34    c2605  20250926   2197.0  ...   2203.00     2199.00        C
35    c2607  20250926   2208.0  ...   2213.00     2211.00        C
36    c2609  20250926   2224.0  ...   2228.00     2227.00        C
37   cs2511  20250926   2474.0  ...   2485.00     2476.00       CS
38   cs2601  20250926   2461.0  ...   2467.00     2466.00       CS
39   cs2603  20250926   2462.0  ...   2466.00     2466.00       CS
40   cs2605  20250926   2538.0  ...   2547.00     2546.00       CS
41   cs2607  20250926   2550.0  ...   2551.00     2551.00       CS
42   cs2609  20250926   2584.0  ...   2586.00     2590.00       CS
43   eb2510  20250926   6919.0  ...   6899.00     6919.00       EB
44   eb2511  20250926   6945.0  ...   6939.00     6958.00       EB
45   eb2512  20250926   6958.0  ...   6954.00     6974.00       EB
46   eb2601  20250926   7004.0  ...   6980.00     7000.00       EB
47   eb2602  20250926   7010.0  ...   7021.00     7030.00       EB
48   eb2603  20250926   7031.0  ...   7058.00     7069.00       EB
49   eb2604  20250926   7106.0  ...   7103.00     7098.00       EB
50   eb2605  20250926   7095.0  ...   7103.00     7111.00       EB
51   eb2606  20250926      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250926      0.0  ...   7134.00     7134.00       EB
53   eb2608  20250926      0.0  ...   7177.00     7177.00       EB
54   eb2609  20250926      0.0  ...   7177.00     7177.00       EB
55   eg2510  20250926   4278.0  ...   4269.00     4300.00       EG
56   eg2511  20250926   4239.0  ...   4221.00     4230.00       EG
57   eg2512  20250926   4212.0  ...   4218.00     4236.00       EG
58   eg2601  20250926   4254.0  ...   4227.00     4249.00       EG
59   eg2602  20250926   4239.0  ...   4231.00     4260.00       EG
60   eg2603  20250926   4249.0  ...   4252.00     4270.00       EG
61   eg2604  20250926      0.0  ...   4276.00     4285.00       EG
62   eg2605  20250926   4310.0  ...   4285.00     4309.00       EG
63   eg2606  20250926      0.0  ...   4300.00     4300.00       EG
64   eg2607  20250926      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250926      0.0  ...   4346.00     4346.00       EG
66   eg2609  20250926   4450.0  ...   4367.00     4346.00       EG
67   fb2510  20250926   1287.0  ...   1270.00     1262.50       FB
68   fb2511  20250926   1256.0  ...   1254.50     1254.50       FB
69   fb2512  20250926   1255.5  ...   1255.00     1253.50       FB
70   fb2601  20250926   1255.5  ...   1254.50     1255.00       FB
71   fb2602  20250926   1253.5  ...   1253.50     1255.00       FB
72   fb2603  20250926   1245.0  ...   1243.50     1245.50       FB
73   fb2604  20250926   1233.5  ...   1254.50     1252.00       FB
74   fb2605  20250926   1311.0  ...   1300.50     1292.50       FB
75   fb2606  20250926   1288.5  ...   1276.50     1292.00       FB
76   fb2607  20250926      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250926      0.0  ...   1308.00     1308.00       FB
78   fb2609  20250926      0.0  ...   1296.00     1296.00       FB
79    i2510  20250926    818.0  ...    813.50      821.00        I
80    i2511  20250926    816.5  ...    809.50      816.00        I
81    i2512  20250926    811.0  ...    805.00      811.00        I
82    i2601  20250926    804.0  ...    796.50      804.00        I
83    i2602  20250926    801.0  ...    790.50      799.50        I
84    i2603  20250926    796.0  ...    787.50      794.50        I
85    i2604  20250926    791.0  ...    784.50      791.00        I
86    i2605  20250926    784.0  ...    776.50      784.50        I
87    i2606  20250926    779.0  ...    772.00      779.50        I
88    i2607  20250926    774.0  ...    767.00      774.50        I
89    i2608  20250926    770.0  ...    763.50      769.50        I
90    i2609  20250926    764.0  ...    755.50      764.00        I
91    j2510  20250926   1631.0  ...   1619.50     1645.00        J
92    j2511  20250926   1663.5  ...   1643.50     1667.00        J
93    j2512  20250926   1695.0  ...   1684.50     1715.50        J
94    j2601  20250926   1751.0  ...   1718.50     1741.00        J
95    j2602  20250926   1751.0  ...   1747.50     1757.50        J
96    j2603  20250926   1778.0  ...   1778.00     1783.00        J
97    j2604  20250926      0.0  ...   1841.50     1841.50        J
98    j2605  20250926   1892.0  ...   1862.50     1885.50        J
99    j2606  20250926   1901.0  ...   1901.00     1901.00        J
100   j2607  20250926      0.0  ...   1903.50     1910.50        J
101   j2608  20250926      0.0  ...   1919.50     1919.50        J
102   j2609  20250926   1948.5  ...   1933.50     1956.50        J
103  jd2510  20250926   2971.0  ...   2952.00     2977.00       JD
104  jd2511  20250926   3068.0  ...   3051.00     3073.00       JD
105  jd2512  20250926   3195.0  ...   3182.00     3203.00       JD
106  jd2601  20250926   3370.0  ...   3360.00     3365.00       JD
107  jd2602  20250926   3116.0  ...   3106.00     3117.00       JD
108  jd2603  20250926   3142.0  ...   3130.00     3145.00       JD
109  jd2604  20250926   3265.0  ...   3253.00     3265.00       JD
110  jd2605  20250926   3391.0  ...   3385.00     3392.00       JD
111  jd2606  20250926   3231.0  ...   3226.00     3234.00       JD
112  jd2607  20250926   3474.0  ...   3470.00     3478.00       JD
113  jd2608  20250926   3920.0  ...   3918.00     3920.00       JD
114  jd2609  20250926   3769.0  ...   3787.00     3920.00       JD
115  jm2510  20250926   1027.0  ...   1037.00     1026.00       JM
116  jm2511  20250926   1086.0  ...   1071.50     1080.50       JM
117  jm2512  20250926   1156.5  ...   1142.00     1152.50       JM
118  jm2601  20250926   1229.5  ...   1214.50     1229.00       JM
119  jm2602  20250926   1252.0  ...   1237.00     1250.50       JM
120  jm2603  20250926   1274.0  ...   1256.50     1272.00       JM
121  jm2604  20250926   1292.0  ...   1278.50     1294.50       JM
122  jm2605  20250926   1327.0  ...   1304.00     1318.00       JM
123  jm2606  20250926   1337.5  ...   1319.00     1334.00       JM
124  jm2607  20250926   1351.0  ...   1333.50     1346.50       JM
125  jm2608  20250926   1371.5  ...   1350.50     1362.00       JM
126  jm2609  20250926   1394.0  ...   1374.00     1389.00       JM
127   l2510  20250926   7067.0  ...   7072.00     7096.00        L
128   l2511  20250926   7117.0  ...   7103.00     7123.00        L
129   l2512  20250926   7140.0  ...   7138.00     7151.00        L
130   l2601  20250926   7161.0  ...   7163.00     7168.00        L
131   l2602  20250926   7154.0  ...   7161.00     7163.00        L
132   l2603  20250926   7170.0  ...   7186.00     7176.00        L
133   l2604  20250926   7187.0  ...   7210.00     7212.00        L
134   l2605  20250926   7208.0  ...   7200.00     7203.00        L
135   l2606  20250926   7176.0  ...   7208.00     7201.00        L
136   l2607  20250926   7213.0  ...   7227.00     7220.00        L
137   l2608  20250926   7217.0  ...   7245.00     7230.00        L
138   l2609  20250926   7205.0  ...   7228.00     7230.00        L
139  lg2511  20250926    806.0  ...    807.50      804.50       LG
140  lg2601  20250926    822.5  ...    820.50      819.50       LG
141  lg2603  20250926    825.5  ...    825.50      825.00       LG
142  lg2605  20250926    829.0  ...    828.50      827.50       LG
143  lg2607  20250926    829.0  ...    829.50      827.50       LG
144  lg2609  20250926    816.5  ...    816.50      827.50       LG
145  lh2511  20250926  12660.0  ...  12625.00    12700.00       LH
146  lh2601  20250926  13300.0  ...  13180.00    13325.00       LH
147  lh2603  20250926  12750.0  ...  12660.00    12745.00       LH
148  lh2605  20250926  13145.0  ...  13070.00    13145.00       LH
149  lh2607  20250926  13810.0  ...  13655.00    13805.00       LH
150  lh2609  20250926  14200.0  ...  14220.00    13805.00       LH
151   m2511  20250926   2942.0  ...   2916.00     2934.00        M
152   m2512  20250926   2979.0  ...   2960.00     2973.00        M
153   m2601  20250926   2972.0  ...   2949.00     2961.00        M
154   m2603  20250926   2936.0  ...   2921.00     2929.00        M
155   m2605  20250926   2768.0  ...   2755.00     2759.00        M
156   m2607  20250926   2753.0  ...   2744.00     2749.00        M
157   m2608  20250926   2870.0  ...   2860.00     2864.00        M
158   m2609  20250926   2877.0  ...   2863.00     2870.00        M
159   p2510  20250926   9060.0  ...   9126.00     9072.00        P
160   p2511  20250926   9156.0  ...   9208.00     9162.00        P
161   p2512  20250926   9212.0  ...   9232.00     9186.00        P
162   p2601  20250926   9242.0  ...   9266.00     9214.00        P
163   p2602  20250926   9212.0  ...   9218.00     9184.00        P
164   p2603  20250926   9142.0  ...   9160.00     9142.00        P
165   p2604  20250926   9152.0  ...   9154.00     9092.00        P
166   p2605  20250926   9066.0  ...   9076.00     9030.00        P
167   p2606  20250926   8936.0  ...   8978.00     8928.00        P
168   p2607  20250926   8858.0  ...   8876.00     8834.00        P
169   p2608  20250926   8770.0  ...   8776.00     8750.00        P
170   p2609  20250926   8654.0  ...   8686.00     8646.00        P
171  pg2510  20250926   4367.0  ...   4432.00     4352.00       PG
172  pg2511  20250926   4267.0  ...   4285.00     4258.00       PG
173  pg2512  20250926   4191.0  ...   4215.00     4196.00       PG
174  pg2601  20250926   4145.0  ...   4150.00     4137.00       PG
175  pg2602  20250926   4079.0  ...   4085.00     4072.00       PG
176  pg2603  20250926   3991.0  ...   4003.00     3992.00       PG
177  pg2604  20250926   4371.0  ...   4367.00     4357.00       PG
178  pg2605  20250926   4280.0  ...   4285.00     4270.00       PG
179  pg2606  20250926   4223.0  ...   4228.00     4220.00       PG
180  pg2607  20250926      0.0  ...   4154.00     4154.00       PG
181  pg2608  20250926   4102.0  ...   4109.00     4116.00       PG
182  pg2609  20250926   4091.0  ...   4093.00     4116.00       PG
183  pp2510  20250926   6782.0  ...   6795.00     6784.00       PP
184  pp2511  20250926   6838.0  ...   6830.00     6827.00       PP
185  pp2512  20250926   6853.0  ...   6869.00     6861.00       PP
186  pp2601  20250926   6890.0  ...   6900.00     6893.00       PP
187  pp2602  20250926   6866.0  ...   6889.00     6877.00       PP
188  pp2603  20250926   6883.0  ...   6890.00     6880.00       PP
189  pp2604  20250926   6894.0  ...   6917.00     6918.00       PP
190  pp2605  20250926   6941.0  ...   6944.00     6935.00       PP
191  pp2606  20250926   6907.0  ...   6921.00     6908.00       PP
192  pp2607  20250926   6892.0  ...   6893.00     6883.00       PP
193  pp2608  20250926   6882.0  ...   6900.00     6884.00       PP
194  pp2609  20250926   6911.0  ...   6924.00     6911.00       PP
195  rr2510  20250926   3623.0  ...   3623.00     3618.00       RR
196  rr2511  20250926   3616.0  ...   3613.00     3612.00       RR
197  rr2512  20250926   3613.0  ...   3614.00     3614.00       RR
198  rr2601  20250926   3624.0  ...   3620.00     3622.00       RR
199  rr2602  20250926   3605.0  ...   3606.00     3605.00       RR
200  rr2603  20250926   3614.0  ...   3614.00     3612.00       RR
201  rr2604  20250926      0.0  ...   3616.00     3616.00       RR
202  rr2605  20250926      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250926      0.0  ...   3600.00     3600.00       RR
204  rr2607  20250926      0.0  ...   3609.00     3609.00       RR
205  rr2608  20250926      0.0  ...   3614.00     3614.00       RR
206  rr2609  20250926      0.0  ...   3614.00     3614.00       RR
207   v2510  20250926   4808.0  ...   4788.00     4808.00        V
208   v2511  20250926   4841.0  ...   4817.00     4838.00        V
209   v2512  20250926   4884.0  ...   4858.00     4877.00        V
210   v2601  20250926   4930.0  ...   4902.00     4925.00        V
211   v2602  20250926   4957.0  ...   4941.00     4964.00        V
212   v2603  20250926   4980.0  ...   4971.00     4996.00        V
213   v2604  20250926   5192.0  ...   5174.00     5191.00        V
214   v2605  20250926   5237.0  ...   5205.00     5226.00        V
215   v2606  20250926   5236.0  ...   5248.00     5262.00        V
216   v2607  20250926   5268.0  ...   5277.00     5294.00        V
217   v2608  20250926   5305.0  ...   5302.00     5331.00        V
218   v2609  20250926   5350.0  ...   5341.00     5355.00        V
219   y2511  20250926   8200.0  ...   8202.00     8188.00        Y
220   y2512  20250926   8266.0  ...   8248.00     8238.00        Y
221   y2601  20250926   8208.0  ...   8192.00     8180.00        Y
222   y2603  20250926   8148.0  ...   8140.00     8112.00        Y
223   y2605  20250926   7940.0  ...   7946.00     7924.00        Y
224   y2607  20250926   7910.0  ...   7908.00     7878.00        Y
225   y2608  20250926   7888.0  ...   7896.00     7880.00        Y
226   y2609  20250926   7868.0  ...   7876.00     7852.00        Y

[227 rows x 12 columns]
2025-10-10 16:26:11,577 - future_1d - INFO - ak.get_dce_daily('2025-09-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250926  51070.0  ...  51505.0     51595.0       PS
1   PS2511  20250926  51100.0  ...  51420.0     51360.0       PS
2   PS2512  20250926  53360.0  ...  53780.0     53675.0       PS
3   PS2601  20250926  53010.0  ...  53310.0     53200.0       PS
4   PS2602  20250926  52790.0  ...  53110.0     53205.0       PS
5   PS2603  20250926  52780.0  ...  53220.0     53035.0       PS
6   PS2604  20250926  52690.0  ...  53190.0     53005.0       PS
7   PS2605  20250926  52655.0  ...  53080.0     52930.0       PS
8   PS2606  20250926  54680.0  ...  54975.0     54935.0       PS
9   PS2607  20250926  54820.0  ...  54945.0     54870.0       PS
10  PS2608  20250926  54390.0  ...  54565.0     54605.0       PS
11  PS2609  20250926  54000.0  ...  54550.0     54620.0       PS
13  SI2510  20250926   8965.0  ...   8975.0      9020.0       SI
14  SI2511  20250926   9005.0  ...   9000.0      9030.0       SI
15  SI2512  20250926   9280.0  ...   9395.0      9425.0       SI
16  SI2601  20250926   9365.0  ...   9360.0      9390.0       SI
17  SI2602  20250926   9375.0  ...   9360.0      9390.0       SI
18  SI2603  20250926   9380.0  ...   9395.0      9420.0       SI
19  SI2604  20250926   9355.0  ...   9205.0      9405.0       SI
20  SI2605  20250926   9405.0  ...   9390.0      9420.0       SI
21  SI2606  20250926   9405.0  ...   9400.0      9445.0       SI
22  SI2607  20250926   9340.0  ...   9390.0      9465.0       SI
23  SI2608  20250926      0.0  ...   9415.0      9425.0       SI
24  SI2609  20250926   9335.0  ...   9410.0      9425.0       SI
27  LC2510  20250926  74200.0  ...  72920.0     73100.0       LC
28  LC2511  20250926  73800.0  ...  73240.0     73580.0       LC
29  LC2512  20250926  73840.0  ...  73340.0     73660.0       LC
30  LC2601  20250926  73800.0  ...  73180.0     73620.0       LC
31  LC2602  20250926  73360.0  ...  72840.0     73360.0       LC
32  LC2603  20250926  73340.0  ...  72940.0     73480.0       LC
33  LC2604  20250926  73760.0  ...  73320.0     73760.0       LC
34  LC2605  20250926  73680.0  ...  73340.0     73740.0       LC
35  LC2606  20250926  73740.0  ...  73160.0     73460.0       LC
36  LC2607  20250926  73400.0  ...  73060.0     73360.0       LC
37  LC2608  20250926  73600.0  ...  73020.0     73480.0       LC
38  LC2609  20250926  73780.0  ...  72980.0     73540.0       LC

[36 rows x 12 columns]
2025-10-10 16:26:11,853 - future_1d - INFO - ak.get_gfex_daily('2025-09-26') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250926   8650.0   8705.0  ...    32830.24   8628.0      8585.0       AP
1    AP511  20250926   8482.0   8551.0  ...    64283.35   8440.0      8440.0       AP
2    AP512  20250926   8408.0   8453.0  ...     4236.59   8373.0      8367.0       AP
3    AP601  20250926   8445.0   8486.0  ...   920217.60   8384.0      8385.0       AP
4    AP603  20250926   8284.0   8335.0  ...     1245.90   8251.0      8244.0       AP
5    AP604  20250926   8293.0   8304.0  ...      322.09   8259.0      8231.0       AP
6    AP605  20250926   8322.0   8342.0  ...    10576.05   8269.0      8264.0       AP
7    CF511  20250926  13550.0  13560.0  ...   244914.87  13500.0     13560.0       CF
8    CF601  20250926  13520.0  13530.0  ...  1320704.33  13460.0     13515.0       CF
9    CF603  20250926  13495.0  13500.0  ...     2295.40  13425.0     13485.0       CF
10   CF605  20250926  13520.0  13530.0  ...   136252.22  13460.0     13510.0       CF
11   CF607  20250926  13530.0  13530.0  ...     1684.50  13475.0     13535.0       CF
12   CF609  20250926  13660.0  13675.0  ...      886.12  13635.0     13695.0       CF
13   CJ512  20250926  10950.0  11240.0  ...     6835.98  11115.0     10905.0       CJ
14   CJ601  20250926  10965.0  11295.0  ...  1387747.55  11175.0     10960.0       CJ
15   CJ603  20250926  10940.0  11265.0  ...    13373.90  11155.0     10925.0       CJ
16   CJ605  20250926  10980.0  11345.0  ...   209953.85  11205.0     10990.0       CJ
17   CJ607  20250926  11085.0  11430.0  ...     3567.35  11325.0     11075.0       CJ
18   CJ609  20250926  11205.0  11500.0  ...     1895.03  11415.0     11210.0       CJ
19   CY510  20250926      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250926  19800.0  19800.0  ...   117911.29  19745.0     19780.0       CY
21   CY512  20250926      0.0      0.0  ...        0.00  19515.0     19515.0       CY
22   CY601  20250926  19710.0  19710.0  ...     4813.33  19645.0     19690.0       CY
23   CY602  20250926      0.0      0.0  ...        0.00  19600.0     19745.0       CY
24   CY603  20250926      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250926      0.0      0.0  ...        0.00  19545.0     19730.0       CY
26   CY605  20250926      0.0      0.0  ...        0.00  19695.0     19735.0       CY
27   CY606  20250926      0.0      0.0  ...        0.00  19555.0     19735.0       CY
28   CY607  20250926      0.0      0.0  ...        0.00  19965.0     20005.0       CY
29   CY608  20250926  19735.0  19735.0  ...        9.87  19735.0     19930.0       CY
30   CY609  20250926      0.0      0.0  ...        0.00  19965.0     20035.0       CY
31   FG510  20250926   1148.0   1149.0  ...     6227.20   1135.0      1135.0       FG
32   FG511  20250926   1152.0   1154.0  ...   248392.91   1140.0      1145.0       FG
33   FG512  20250926   1267.0   1272.0  ...    82814.46   1259.0      1265.0       FG
34   FG601  20250926   1269.0   1269.0  ...  5956727.16   1257.0      1260.0       FG
35   FG602  20250926   1319.0   1320.0  ...    66962.99   1310.0      1308.0       FG
36   FG603  20250926   1318.0   1321.0  ...     4278.31   1314.0      1314.0       FG
37   FG604  20250926   1380.0   1388.0  ...     3062.79   1381.0      1380.0       FG
38   FG605  20250926   1381.0   1386.0  ...   198434.70   1376.0      1373.0       FG
39   FG606  20250926   1410.0   1413.0  ...     2506.00   1403.0      1402.0       FG
40   FG607  20250926   1403.0   1409.0  ...     2477.59   1398.0      1398.0       FG
41   FG608  20250926   1443.0   1445.0  ...     1872.73   1438.0      1435.0       FG
42   FG609  20250926   1450.0   1455.0  ...     7399.11   1440.0      1440.0       FG
43   JR511  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250926   2263.0   2272.0  ...     8466.11   2258.0      2263.0       MA
52   MA511  20250926   2303.0   2315.0  ...   170232.83   2297.0      2298.0       MA
53   MA512  20250926   2334.0   2350.0  ...   115920.38   2330.0      2333.0       MA
54   MA601  20250926   2355.0   2372.0  ...  1308287.12   2352.0      2357.0       MA
55   MA602  20250926   2383.0   2399.0  ...    55043.79   2373.0      2380.0       MA
56   MA603  20250926   2395.0   2412.0  ...     6294.81   2394.0      2397.0       MA
57   MA604  20250926      0.0      0.0  ...        0.00   2394.0      2394.0       MA
58   MA605  20250926   2384.0   2403.0  ...    60556.23   2385.0      2383.0       MA
59   MA606  20250926      0.0      0.0  ...        0.00   2392.0      2392.0       MA
60   MA607  20250926   2358.0   2380.0  ...       42.62   2368.0      2369.0       MA
61   MA608  20250926   2364.0   2382.0  ...        4.75   2373.0      2370.0       MA
62   MA609  20250926   2343.0   2363.0  ...      803.91   2344.0      2345.0       MA
63   OI511  20250926  10334.0  10369.0  ...   576141.43  10320.0     10195.0       OI
64   OI601  20250926  10143.0  10196.0  ...  3072674.19  10146.0     10033.0       OI
65   OI603  20250926   9912.0   9952.0  ...    16712.23   9912.0      9792.0       OI
66   OI605  20250926   9654.0   9681.0  ...   194734.19   9632.0      9551.0       OI
67   OI607  20250926   9620.0   9620.0  ...     1005.92   9580.0      9549.0       OI
68   OI609  20250926   9569.0   9569.0  ...     1087.28   9538.0      9524.0       OI
69   PF510  20250926   6374.0   6374.0  ...     2019.09   6350.0      6358.0       PF
70   PF511  20250926   6364.0   6366.0  ...   644390.00   6344.0      6328.0       PF
71   PF512  20250926   6326.0   6328.0  ...   391647.53   6310.0      6288.0       PF
72   PF601  20250926   6374.0   6374.0  ...    27749.27   6356.0      6346.0       PF
73   PF602  20250926   6370.0   6378.0  ...   107234.64   6354.0      6334.0       PF
74   PF603  20250926   6368.0   6382.0  ...      133.77   6370.0      6350.0       PF
75   PF604  20250926   6418.0   6426.0  ...       22.45   6414.0      6408.0       PF
76   PF605  20250926   6440.0   6450.0  ...       22.54   6440.0      6434.0       PF
77   PF606  20250926   6416.0   6448.0  ...       16.09   6436.0      6414.0       PF
78   PF607  20250926   6440.0   6462.0  ...        9.68   6454.0      6484.0       PF
79   PF608  20250926      0.0      0.0  ...        0.00   6472.0      6496.0       PF
80   PF609  20250926   6504.0   6504.0  ...        3.25   6504.0      6508.0       PF
81   PK510  20250926   7788.0   7808.0  ...     9985.63   7784.0      7770.0       PK
82   PK511  20250926   7784.0   7810.0  ...   258564.65   7784.0      7766.0       PK
83   PK512  20250926   7758.0   7788.0  ...    81961.25   7770.0      7762.0       PK
84   PK601  20250926   7776.0   7786.0  ...    51830.08   7768.0      7776.0       PK
85   PK603  20250926   7798.0   7810.0  ...       62.43   7804.0      7812.0       PK
86   PK604  20250926   7816.0   7836.0  ...       66.47   7820.0      7836.0       PK
87   PK605  20250926   7834.0   7836.0  ...     3842.69   7826.0      7834.0       PK
88   PL601  20250926   6366.0   6401.0  ...    32275.72   6376.0      6372.0       PL
89   PL602  20250926   6385.0   6416.0  ...      563.10   6399.0      6402.0       PL
90   PL603  20250926      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250926      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250926      0.0      0.0  ...        0.00   6350.0      6350.0       PL
93   PL606  20250926      0.0      0.0  ...        0.00   6428.0      6419.0       PL
94   PL607  20250926   6326.0   6472.0  ...       25.60   6399.0      6410.0       PL
95   PL608  20250926      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250926      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250926   5858.0   5858.0  ...       70.17   5848.0      5856.0       PR
104  PR511  20250926   5844.0   5844.0  ...   495894.24   5818.0      5816.0       PR
105  PR512  20250926   5834.0   5844.0  ...   487434.61   5818.0      5814.0       PR
106  PR601  20250926   5828.0   5836.0  ...   163974.75   5808.0      5812.0       PR
107  PR602  20250926   5850.0   5856.0  ...     1612.96   5844.0      5848.0       PR
108  PR603  20250926   5850.0   5850.0  ...       96.21   5832.0      5840.0       PR
109  PR604  20250926   5850.0   5860.0  ...       26.34   5854.0      5868.0       PR
110  PR605  20250926   5858.0   5870.0  ...       17.59   5864.0      5882.0       PR
111  PR606  20250926      0.0      0.0  ...        0.00   5902.0      5918.0       PR
112  PR607  20250926      0.0      0.0  ...        0.00   5902.0      5902.0       PR
113  PR608  20250926      0.0      0.0  ...        0.00   5914.0      5940.0       PR
114  PR609  20250926      0.0      0.0  ...        0.00   5918.0      5924.0       PR
115  PX510  20250926   6672.0   6686.0  ...     2010.23   6668.0      6470.0       PX
116  PX511  20250926   6672.0   6704.0  ...   765735.73   6664.0      6640.0       PX
117  PX512  20250926   6658.0   6684.0  ...   234986.91   6648.0      6638.0       PX
118  PX601  20250926   6662.0   6676.0  ...   146711.28   6646.0      6636.0       PX
119  PX602  20250926   6678.0   6688.0  ...     9167.51   6660.0      6654.0       PX
120  PX603  20250926   6654.0   6654.0  ...      125.97   6630.0      6630.0       PX
121  PX604  20250926   6658.0   6658.0  ...        3.33   6658.0      6690.0       PX
122  PX605  20250926   6680.0   6714.0  ...     1079.85   6686.0      6672.0       PX
123  PX606  20250926   6684.0   6684.0  ...        6.68   6682.0      6692.0       PX
124  PX607  20250926   6670.0   6670.0  ...        6.67   6670.0      6700.0       PX
125  PX608  20250926   6686.0   6686.0  ...        3.34   6686.0      6674.0       PX
126  PX609  20250926   6686.0   6690.0  ...       10.03   6690.0      6678.0       PX
127  RI511  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250926   2479.0   2490.0  ...     6809.30   2474.0      2479.0       RM
134  RM601  20250926   2440.0   2452.0  ...   735276.09   2429.0      2424.0       RM
135  RM603  20250926   2356.0   2363.0  ...     8334.76   2346.0      2343.0       RM
136  RM605  20250926   2343.0   2345.0  ...   125577.81   2334.0      2328.0       RM
137  RM607  20250926   2331.0   2333.0  ...     4549.33   2322.0      2319.0       RM
138  RM608  20250926   2428.0   2429.0  ...      266.48   2423.0      2420.0       RM
139  RM609  20250926   2422.0   2424.0  ...     1778.82   2414.0      2412.0       RM
140  RS511  20250926   5296.0   5458.0  ...      359.68   5368.0      5311.0       RS
141  RS607  20250926   5579.0   5668.0  ...      150.41   5571.0      5562.0       RS
142  RS608  20250926   5531.0   5584.0  ...      211.20   5558.0      5552.0       RS
143  RS609  20250926   5575.0   5583.0  ...      189.00   5559.0      5556.0       RS
144  SA510  20250926   1228.0   1228.0  ...     4908.89   1212.0      1222.0       SA
145  SA511  20250926   1237.0   1237.0  ...   253828.17   1224.0      1232.0       SA
146  SA512  20250926   1300.0   1303.0  ...   200074.68   1287.0      1298.0       SA
147  SA601  20250926   1313.0   1316.0  ...  2932973.47   1301.0      1311.0       SA
148  SA602  20250926   1340.0   1345.0  ...    45541.78   1331.0      1340.0       SA
149  SA603  20250926   1347.0   1348.0  ...     2667.65   1339.0      1347.0       SA
150  SA604  20250926   1392.0   1392.0  ...     1003.41   1386.0      1393.0       SA
151  SA605  20250926   1403.0   1405.0  ...   117671.80   1392.0      1400.0       SA
152  SA606  20250926   1411.0   1415.0  ...     1107.30   1405.0      1413.0       SA
153  SA607  20250926   1418.0   1418.0  ...     1165.75   1408.0      1418.0       SA
154  SA608  20250926   1450.0   1450.0  ...      789.08   1440.0      1449.0       SA
155  SA609  20250926   1459.0   1459.0  ...     5716.70   1446.0      1455.0       SA
156  SF510  20250926   5566.0   5566.0  ...     1715.21   5480.0      5544.0       SF
157  SF511  20250926   5750.0   5750.0  ...   754550.26   5680.0      5724.0       SF
158  SF512  20250926   5720.0   5720.0  ...   199971.93   5658.0      5698.0       SF
159  SF601  20250926   5702.0   5702.0  ...   260170.71   5644.0      5692.0       SF
160  SF602  20250926   5670.0   5670.0  ...    34637.33   5602.0      5648.0       SF
161  SF603  20250926   5788.0   5804.0  ...      389.24   5768.0      5836.0       SF
162  SF604  20250926   5754.0   5754.0  ...        2.88   5754.0      5814.0       SF
163  SF605  20250926   5784.0   5806.0  ...     3292.91   5768.0      5790.0       SF
164  SF606  20250926   5750.0   5760.0  ...       17.22   5738.0      5782.0       SF
165  SF607  20250926   5880.0   5880.0  ...       23.49   5872.0      5910.0       SF
166  SF608  20250926   5884.0   5884.0  ...        2.94   5884.0      5914.0       SF
167  SF609  20250926   5842.0   5858.0  ...       26.30   5844.0      5882.0       SF
168  SH510  20250926   2459.0   2466.0  ...     6024.55   2455.0      2467.0       SH
169  SH511  20250926   2484.0   2500.0  ...   566706.45   2482.0      2488.0       SH
170  SH512  20250926   2536.0   2544.0  ...   350259.68   2530.0      2540.0       SH
171  SH601  20250926   2537.0   2542.0  ...  2097625.08   2530.0      2542.0       SH
172  SH602  20250926   2563.0   2568.0  ...    38984.50   2559.0      2565.0       SH
173  SH603  20250926   2582.0   2584.0  ...     1096.92   2575.0      2582.0       SH
174  SH604  20250926   2619.0   2625.0  ...      109.91   2617.0      2623.0       SH
175  SH605  20250926   2628.0   2634.0  ...    11880.48   2623.0      2633.0       SH
176  SH606  20250926   2639.0   2642.0  ...       71.22   2638.0      2648.0       SH
177  SH607  20250926   2632.0   2632.0  ...       23.66   2629.0      2639.0       SH
178  SH608  20250926   2647.0   2651.0  ...      158.72   2645.0      2648.0       SH
179  SH609  20250926   2662.0   2668.0  ...       95.74   2659.0      2668.0       SH
180  SM510  20250926   5776.0   5776.0  ...     4774.04   5752.0      5732.0       SM
181  SM511  20250926   5876.0   5896.0  ...   455165.98   5846.0      5892.0       SM
182  SM512  20250926   5888.0   5900.0  ...    95268.14   5852.0      5910.0       SM
183  SM601  20250926   5900.0   5912.0  ...   717236.94   5866.0      5904.0       SM
184  SM602  20250926   5906.0   5918.0  ...   327457.78   5872.0      5902.0       SM
185  SM603  20250926   5932.0   5932.0  ...     1396.06   5904.0      5932.0       SM
186  SM604  20250926   5912.0   5912.0  ...       53.19   5910.0      5934.0       SM
187  SM605  20250926   5946.0   5946.0  ...    19752.29   5900.0      5944.0       SM
188  SM606  20250926   5894.0   5906.0  ...       26.53   5896.0      5928.0       SM
189  SM607  20250926   5920.0   5930.0  ...       38.46   5918.0      5938.0       SM
190  SM608  20250926   5918.0   5936.0  ...       35.61   5936.0      5988.0       SM
191  SM609  20250926   5972.0   5976.0  ...      795.93   5940.0      5984.0       SM
192  SR511  20250926   5519.0   5537.0  ...   144411.22   5520.0      5533.0       SR
193  SR601  20250926   5486.0   5510.0  ...   841801.30   5491.0      5497.0       SR
194  SR603  20250926   5469.0   5487.0  ...     2791.06   5473.0      5481.0       SR
195  SR605  20250926   5458.0   5470.0  ...    76268.52   5452.0      5463.0       SR
196  SR607  20250926   5462.0   5466.0  ...     5816.53   5451.0      5468.0       SR
197  SR609  20250926   5469.0   5470.0  ...    14061.67   5457.0      5478.0       SR
198  TA510  20250926   4644.0   4644.0  ...    25825.57   4626.0      4630.0       TA
199  TA511  20250926   4654.0   4656.0  ...   285773.62   4640.0      4638.0       TA
200  TA512  20250926   4660.0   4670.0  ...   115051.07   4650.0      4652.0       TA
201  TA601  20250926   4676.0   4682.0  ...  1475535.99   4664.0      4658.0       TA
202  TA602  20250926   4684.0   4692.0  ...    22745.35   4674.0      4672.0       TA
203  TA603  20250926   4688.0   4696.0  ...    12860.24   4690.0      4630.0       TA
204  TA604  20250926   4698.0   4712.0  ...     2050.62   4698.0      4686.0       TA
205  TA605  20250926   4710.0   4728.0  ...    79999.52   4706.0      4696.0       TA
206  TA606  20250926   4714.0   4714.0  ...       35.29   4706.0      4700.0       TA
207  TA607  20250926      0.0      0.0  ...        0.00   4718.0      4718.0       TA
208  TA608  20250926      0.0      0.0  ...        0.00   4736.0      4744.0       TA
209  TA609  20250926   4762.0   4764.0  ...      173.07   4742.0      4746.0       TA
210  UR510  20250926   1560.0   1560.0  ...     2791.87   1549.0      1567.0       UR
211  UR511  20250926   1650.0   1659.0  ...    61070.09   1649.0      1651.0       UR
212  UR512  20250926   1658.0   1671.0  ...    17063.25   1661.0      1664.0       UR
213  UR601  20250926   1676.0   1683.0  ...   383259.56   1673.0      1675.0       UR
214  UR602  20250926   1684.0   1689.0  ...      551.16   1680.0      1682.0       UR
215  UR603  20250926   1724.0   1732.0  ...      779.52   1725.0      1726.0       UR
216  UR604  20250926   1725.0   1727.0  ...       58.63   1725.0      1726.0       UR
217  UR605  20250926   1721.0   1733.0  ...    17090.61   1725.0      1727.0       UR
218  UR606  20250926   1726.0   1730.0  ...       96.57   1724.0      1728.0       UR
219  UR607  20250926   1750.0   1760.0  ...       49.21   1758.0      1757.0       UR
220  UR608  20250926   1743.0   1746.0  ...       10.47   1745.0      1750.0       UR
221  UR609  20250926   1742.0   1750.0  ...      324.25   1743.0      1747.0       UR
222  WH511  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:26:12,212 - future_1d - INFO - ak.get_czce_daily('2025-09-26') done
2025-10-10 16:26:13,971 - future_1d - INFO - save future_daily 2025-09-26 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250929  7224.000  ...  7328.200    7219.600       IC
1   IC2511  20250929  7146.000  ...  7261.200    7151.800       IC
2   IC2512  20250929  7083.800  ...  7210.600    7097.600       IC
3   IC2603  20250929  6926.600  ...  7033.600    6922.000       IC
4   IF2510  20250929  4543.200  ...  4626.200    4555.800       IF
5   IF2511  20250929  4536.600  ...  4614.400    4541.800       IF
6   IF2512  20250929  4530.000  ...  4608.800    4535.200       IF
7   IF2603  20250929  4509.800  ...  4584.000    4509.800       IF
8   IH2510  20250929  2945.000  ...  2985.400    2950.200       IH
9   IH2511  20250929  2944.000  ...  2984.000    2948.000       IH
10  IH2512  20250929  2944.200  ...  2985.400    2949.800       IH
11  IH2603  20250929  2939.600  ...  2985.800    2947.400       IH
12  IM2510  20250929  7372.000  ...  7469.600    7360.800       IM
13  IM2511  20250929  7284.000  ...  7387.800    7272.800       IM
14  IM2512  20250929  7205.000  ...  7316.800    7193.400       IM
15  IM2603  20250929  6988.000  ...  7096.600    6974.400       IM
16   T2512  20250929   107.705  ...   107.660     107.670        T
17   T2603  20250929   107.400  ...   107.340     107.325        T
18   T2606  20250929   107.325  ...   107.260     107.235        T
19  TF2512  20250929   105.575  ...   105.510     105.530       TF
20  TF2603  20250929   105.425  ...   105.395     105.410       TF
21  TF2606  20250929   105.430  ...   105.405     105.400       TF
22  TL2512  20250929   114.350  ...   113.790     114.260       TL
23  TL2603  20250929   114.010  ...   113.440     113.920       TL
24  TL2606  20250929   114.040  ...   113.480     113.910       TL
25  TS2512  20250929   102.350  ...   102.332     102.344       TS
26  TS2603  20250929   102.262  ...   102.244     102.258       TS
27  TS2606  20250929   102.292  ...   102.276     102.262       TS

[28 rows x 12 columns]
2025-10-10 16:26:23,591 - future_1d - INFO - ak.get_cffex_daily('2025-09-29') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250929   488.1     505  ...     1945.63   486.4      487.5      SC
1       SC2511  20250929   492.1   499.2  ...  4743445.34   494.5      489.1      SC
2       SC2512  20250929   493.3   499.6  ...  1085522.81   495.1      490.8      SC
3       SC2601  20250929   493.3   499.5  ...   237010.04   494.9      490.7      SC
4       SC2602  20250929     494   498.9  ...    63648.63   493.7      489.9      SC
5       SC2603  20250929   492.7   497.8  ...    25421.15   491.7        490      SC
6       SC2604  20250929   495.4   496.8  ...    13338.42   490.3      490.3      SC
7       SC2605  20250929   492.5   497.2  ...    15766.67   489.6      491.2      SC
8       SC2606  20250929   490.6   496.6  ...    16122.84     490      488.9      SC
9       SC2607  20250929   494.6   494.8  ...      392.33   490.4      484.9      SC
10      SC2608  20250929   493.5   493.5  ...       98.56   492.8      486.6      SC
11      SC2609  20250929     491   492.3  ...      293.45     489      483.8      SC
12      SC2612  20250929   475.2   475.2  ...       47.52   475.2      479.5      SC
13      SC2703  20250929   472.1   472.1  ...       47.21   472.1      473.1      SC
14      SC2706  20250929                  ...           0     477        477      SC
15      SC2709  20250929                  ...           0     477        477      SC
16      SC2712  20250929   477.6   482.2  ...      479.29   479.2      475.9      SC
17      SC2803  20250929     475   477.9  ...      285.07   475.1        475      SC
18      SC2806  20250929   472.4   476.2  ...      520.88   473.5      473.8      SC
19      SC2809  20250929                  ...           0   472.1      472.1      SC
21      LU2510  20250929                  ...           0    3450       3450      LU
22      LU2511  20250929    3489    3527  ...  238222.826    3482       3470      LU
23      LU2512  20250929    3481    3540  ...   200238.01    3494       3471      LU
24      LU2601  20250929    3480    3528  ...   94948.303    3481       3459      LU
25      LU2602  20250929    3451    3505  ...    3556.073    3455       3440      LU
26      LU2603  20250929    3442    3498  ...     1361.94    3456       3425      LU
27      LU2604  20250929    3454    3461  ...      44.717    3439       3407      LU
28      LU2605  20250929    3451    3454  ...      58.489    3440       3437      LU
29      LU2606  20250929    3449    3467  ...      10.378    3459       3427      LU
30      LU2607  20250929    3418    3458  ...       34.39    3439       3418      LU
31      LU2608  20250929    3415    3439  ...       30.78    3420       3392      LU
32      LU2609  20250929    3396    3429  ...      64.773    3409       3379      LU
34      NR2510  20250929   12425   12455  ...    28212.04   12370      12320      NR
35      NR2511  20250929   12450   12475  ...  1153395.56   12370      12350      NR
36      NR2512  20250929   12430   12485  ...   395493.37   12375      12375      NR
37      NR2601  20250929   12465   12505  ...  211166.935   12405      12395      NR
38      NR2602  20250929   12470   12470  ...      4864.5   12405      12380      NR
39      NR2603  20250929   12390   12485  ...    1422.075   12365      12455      NR
40      NR2604  20250929   12485   12495  ...      348.24   12435      12390      NR
41      NR2605  20250929   12460   12535  ...      186.43   12425      12460      NR
42      NR2606  20250929   12430   12430  ...       12.43   12430      12465      NR
43      NR2607  20250929   12500   12600  ...        25.1   12550      12650      NR
44      NR2608  20250929   12520   12650  ...       50.22   12555      12685      NR
45      NR2609  20250929                  ...           0   12510      12510      NR
47      BC2510  20250929   72980   73160  ...    88849.76   72820      73250      BC
48      BC2511  20250929   73090   73350  ...   285677.51   73040      73420      BC
49      BC2512  20250929   73150   73480  ...     5590.91   73080      73550      BC
50      BC2601  20250929                  ...           0   73160      73160      BC
51      BC2602  20250929   72990   73600  ...     109.625   73080      73820      BC
52      BC2603  20250929                  ...           0   73290      73000      BC
53      BC2604  20250929                  ...           0   73000      73000      BC
54      BC2605  20250929                  ...           0   72900      72900      BC
55      BC2606  20250929                  ...           0   72960      72960      BC
56      BC2607  20250929                  ...           0   72900      72840      BC
57      BC2608  20250929                  ...           0   73000      73000      BC
58      BC2609  20250929                  ...           0   73000      73000      BC
60      EC2510  20250929    1141  1154.5  ...  93576.7345    1122     1150.8      EC
61      EC2512  20250929    1763  1775.3  ...  103054.394    1735     1780.6      EC
62      EC2602  20250929  1668.1  1684.6  ...  32984.4615  1644.7     1691.9      EC
63      EC2604  20250929    1260  1261.5  ...    7450.222  1253.1     1279.1      EC
64      EC2606  20250929  1463.6    1478  ...    705.1215  1453.8     1482.6      EC
65      EC2608  20250929  1601.1  1607.9  ...     599.612  1598.9       1631      EC
68  SC_TAS2511  20250929                  ...                                 SC_TAS
69  SC_TAS2512  20250929                  ...                                 SC_TAS
70  SC_TAS2601  20250929                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-10 16:26:23,671 - future_1d - INFO - ak.get_ine_daily('2025-09-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250929  ...   82180      82500      CU
1        1      CU2511  20250929  ...   82070      82540      CU
2        2      CU2512  20250929  ...   82100      82540      CU
3        3      CU2601  20250929  ...   82020      82530      CU
4        4      CU2602  20250929  ...   82030      82490      CU
5        5      CU2603  20250929  ...   81970      82420      CU
6        6      CU2604  20250929  ...   81960      82450      CU
7        7      CU2605  20250929  ...   82020      82500      CU
8        8      CU2606  20250929  ...   81880      82380      CU
9        9      CU2607  20250929  ...   81790      82200      CU
10      10      CU2608  20250929  ...   81840      82220      CU
11      11      CU2609  20250929  ...   81780      82110      CU
12      12      BC2510  20250929  ...   72820      73250      BC
13      13      BC2511  20250929  ...   73040      73420      BC
14      14      BC2512  20250929  ...   73080      73550      BC
15      15      BC2601  20250929  ...   73160      73160      BC
16      16      BC2602  20250929  ...   73080      73820      BC
17      17      BC2603  20250929  ...   73290      73000      BC
18      18      BC2604  20250929  ...   73000      73000      BC
19      19      BC2605  20250929  ...   72900      72900      BC
20      20      BC2606  20250929  ...   72960      72960      BC
21      21      BC2607  20250929  ...   72900      72840      BC
22      22      BC2608  20250929  ...   73000      73000      BC
23      23      BC2609  20250929  ...   73000      73000      BC
24      24      AL2510  20250929  ...   20695      20765      AL
25      25      AL2511  20250929  ...   20705      20775      AL
26      26      AL2512  20250929  ...   20710      20780      AL
27      27      AL2601  20250929  ...   20715      20780      AL
28      28      AL2602  20250929  ...   20710      20785      AL
29      29      AL2603  20250929  ...   20740      20810      AL
30      30      AL2604  20250929  ...   20780      20840      AL
31      31      AL2605  20250929  ...   20785      20845      AL
32      32      AL2606  20250929  ...   20785      20840      AL
33      33      AL2607  20250929  ...   20775      20860      AL
34      34      AL2608  20250929  ...   20790      20840      AL
35      35      AL2609  20250929  ...   20800      20860      AL
36      36      ZN2510  20250929  ...   21705      22010      ZN
37      37      ZN2511  20250929  ...   21755      22035      ZN
38      38      ZN2512  20250929  ...   21770      22040      ZN
39      39      ZN2601  20250929  ...   21800      22055      ZN
40      40      ZN2602  20250929  ...   21830      22085      ZN
41      41      ZN2603  20250929  ...   21845      22115      ZN
42      42      ZN2604  20250929  ...   21890      22145      ZN
43      43      ZN2605  20250929  ...   21925      22170      ZN
44      44      ZN2606  20250929  ...   21930      22215      ZN
45      45      ZN2607  20250929  ...   21965      22220      ZN
46      46      ZN2608  20250929  ...   21985      22270      ZN
47      47      ZN2609  20250929  ...   22075      22255      ZN
48      48      PB2510  20250929  ...   16965      17055      PB
49      49      PB2511  20250929  ...   16965      17090      PB
50      50      PB2512  20250929  ...   16980      17110      PB
51      51      PB2601  20250929  ...   16990      17125      PB
52      52      PB2602  20250929  ...   16960      17135      PB
53      53      PB2603  20250929  ...   16970      17145      PB
54      54      PB2604  20250929  ...   17015      17150      PB
55      55      PB2605  20250929  ...   17045      17150      PB
56      56      PB2606  20250929  ...   17025      17220      PB
57      57      PB2607  20250929  ...   17175      17175      PB
58      58      PB2608  20250929  ...   17080      17210      PB
59      59      PB2609  20250929  ...   17230      17230      PB
60      60      NI2510  20250929  ...  120770     121620      NI
61      61      NI2511  20250929  ...  121050     121840      NI
62      62      NI2512  20250929  ...  121260     121970      NI
63      63      NI2601  20250929  ...  121460     122210      NI
64      64      NI2602  20250929  ...  121730     122270      NI
65      65      NI2603  20250929  ...  121850     122550      NI
66      66      NI2604  20250929  ...  122110     122830      NI
67      67      NI2605  20250929  ...  122330     123060      NI
68      68      NI2606  20250929  ...  122550     123250      NI
69      69      NI2607  20250929  ...  122790     123370      NI
70      70      NI2608  20250929  ...  123120     123860      NI
71      71      NI2609  20250929  ...  123490     124150      NI
72      72      SN2510  20250929  ...  272130     273130      SN
73      73      SN2511  20250929  ...  272520     273550      SN
74      74      SN2512  20250929  ...  272770     273960      SN
75      75      SN2601  20250929  ...  272990     273970      SN
76      76      SN2602  20250929  ...  272820     274200      SN
77      77      SN2603  20250929  ...  272840     274160      SN
78      78      SN2604  20250929  ...  273300     274280      SN
79      79      SN2605  20250929  ...  273470     274930      SN
80      80      SN2606  20250929  ...  274360     274760      SN
81      81      SN2607  20250929  ...  274550     274780      SN
82      82      SN2608  20250929  ...  274910     275430      SN
83      83      SN2609  20250929  ...  274820     275640      SN
84      84      AO2510  20250929  ...    2850       2871      AO
85      85      AO2511  20250929  ...    2866       2904      AO
86      86      AO2512  20250929  ...    2884       2902      AO
87      87      AO2601  20250929  ...    2893       2916      AO
88      88      AO2602  20250929  ...    2904       2928      AO
89      89      AO2603  20250929  ...    2976       2991      AO
90      90      AO2604  20250929  ...    2986       3001      AO
91      91      AO2605  20250929  ...    2987       3007      AO
92      92      AO2606  20250929  ...    2997       3015      AO
93      93      AO2607  20250929  ...    3001       3021      AO
94      94      AO2608  20250929  ...    3009       3031      AO
95      95      AO2609  20250929  ...    3027       3048      AO
96      96      AD2511  20250929  ...   20215      20315      AD
97      97      AD2512  20250929  ...   20280      20370      AD
98      98      AD2601  20250929  ...   20310      20385      AD
99      99      AD2602  20250929  ...   20320      20410      AD
100    100      AD2603  20250929  ...   20335      20300      AD
101    101      AD2604  20250929  ...   20320      20320      AD
102    102      AD2605  20250929  ...   20310      20320      AD
103    103      AD2606  20250929  ...   20330      20385      AD
104    104      AD2607  20250929  ...   20510      20510      AD
105    105      AD2608  20250929  ...   20515      20515      AD
106    106      AD2609  20250929  ...   20335      20335      AD
107    107      AU2510  20250929  ...     858      851.5      AU
108    108      AU2511  20250929  ...  858.82     853.38      AU
109    109      AU2512  20250929  ...  861.66        855      AU
110    110      AU2602  20250929  ...  863.72     857.82      AU
111    111      AU2604  20250929  ...  865.32     859.92      AU
112    112      AU2606  20250929  ...  868.74     862.34      AU
113    113      AU2608  20250929  ...  871.46      865.8      AU
114    114      AU2610  20250929  ...  874.82     868.42      AU
115    115      AG2510  20250929  ...   10776      10483      AG
116    116      AG2511  20250929  ...   10819      10509      AG
117    117      AG2512  20250929  ...   10835      10526      AG
118    118      AG2601  20250929  ...   10830      10528      AG
119    119      AG2602  20250929  ...   10855      10542      AG
120    120      AG2603  20250929  ...   10850      10527      AG
121    121      AG2604  20250929  ...   10870      10545      AG
122    122      AG2605  20250929  ...   10879      10553      AG
123    123      AG2606  20250929  ...   10888      10553      AG
124    124      AG2607  20250929  ...   10914      10548      AG
125    125      AG2608  20250929  ...   10902      10572      AG
126    126      AG2609  20250929  ...   10935      10613      AG
127    127      RB2510  20250929  ...    3016       3050      RB
128    128      RB2511  20250929  ...    3032       3083      RB
129    129      RB2512  20250929  ...    3090       3121      RB
130    130      RB2601  20250929  ...    3107       3139      RB
131    131      RB2602  20250929  ...    3111       3139      RB
132    132      RB2603  20250929  ...    3125       3157      RB
133    133      RB2604  20250929  ...    3146       3177      RB
134    134      RB2605  20250929  ...    3164       3197      RB
135    135      RB2606  20250929  ...    3182       3210      RB
136    136      RB2607  20250929  ...    3188       3217      RB
137    137      RB2608  20250929  ...    3194       3220      RB
138    138      RB2609  20250929  ...    3200       3232      RB
139    139      WR2510  20250929  ...    3205       3219      WR
140    140      WR2511  20250929  ...    3300       3329      WR
141    141      WR2512  20250929  ...    3309       3324      WR
142    142      WR2601  20250929  ...    3314       3342      WR
143    143      WR2602  20250929  ...    3301       3400      WR
144    144      WR2603  20250929  ...    3351       3351      WR
145    145      WR2604  20250929  ...    3340       3370      WR
146    146      WR2605  20250929  ...    3386       3386      WR
147    147      WR2606  20250929  ...    3367       3383      WR
148    148      WR2607  20250929  ...    3390       3390      WR
149    149      WR2608  20250929  ...    3378       3385      WR
150    150      WR2609  20250929  ...    3458       3458      WR
151    151      HC2510  20250929  ...    3395       3404      HC
152    152      HC2511  20250929  ...    3352       3385      HC
153    153      HC2512  20250929  ...    3335       3358      HC
154    154      HC2601  20250929  ...    3304       3330      HC
155    155      HC2602  20250929  ...    3304       3330      HC
156    156      HC2603  20250929  ...    3306       3333      HC
157    157      HC2604  20250929  ...    3311       3337      HC
158    158      HC2605  20250929  ...    3310       3337      HC
159    159      HC2606  20250929  ...    3316       3346      HC
160    160      HC2607  20250929  ...    3318       3355      HC
161    161      HC2608  20250929  ...    3327       3359      HC
162    162      HC2609  20250929  ...    3333       3364      HC
163    163      SS2510  20250929  ...   12670      12735      SS
164    164      SS2511  20250929  ...   12785      12850      SS
165    165      SS2512  20250929  ...   12810      12890      SS
166    166      SS2601  20250929  ...   12880      12950      SS
167    167      SS2602  20250929  ...   12930      12985      SS
168    168      SS2603  20250929  ...   13035      13100      SS
169    169      SS2604  20250929  ...   13100      13160      SS
170    170      SS2605  20250929  ...   13170      13240      SS
171    171      SS2606  20250929  ...   13230      13305      SS
172    172      SS2607  20250929  ...   13290      13350      SS
173    173      SS2608  20250929  ...   13350      13400      SS
174    174      SS2609  20250929  ...   13410      13465      SS
175    175      SC2510  20250929  ...   486.4      487.5      SC
176    176      SC2511  20250929  ...   494.5      489.1      SC
177    177      SC2512  20250929  ...   495.1      490.8      SC
178    178      SC2601  20250929  ...   494.9      490.7      SC
179    179      SC2602  20250929  ...   493.7      489.9      SC
180    180      SC2603  20250929  ...   491.7        490      SC
181    181      SC2604  20250929  ...   490.3      490.3      SC
182    182      SC2605  20250929  ...   489.6      491.2      SC
183    183      SC2606  20250929  ...     490      488.9      SC
184    184      SC2607  20250929  ...   490.4      484.9      SC
185    185      SC2608  20250929  ...   492.8      486.6      SC
186    186      SC2609  20250929  ...     489      483.8      SC
187    187      SC2612  20250929  ...   475.2      479.5      SC
188    188      SC2703  20250929  ...   472.1      473.1      SC
189    189      SC2706  20250929  ...     477        477      SC
190    190      SC2709  20250929  ...     477        477      SC
191    191      SC2712  20250929  ...   479.2      475.9      SC
192    192      SC2803  20250929  ...   475.1        475      SC
193    193      SC2806  20250929  ...   473.5      473.8      SC
194    194      SC2809  20250929  ...   472.1      472.1      SC
195    195      LU2510  20250929  ...    3450       3450      LU
196    196      LU2511  20250929  ...    3482       3470      LU
197    197      LU2512  20250929  ...    3494       3471      LU
198    198      LU2601  20250929  ...    3481       3459      LU
199    199      LU2602  20250929  ...    3455       3440      LU
200    200      LU2603  20250929  ...    3456       3425      LU
201    201      LU2604  20250929  ...    3439       3407      LU
202    202      LU2605  20250929  ...    3440       3437      LU
203    203      LU2606  20250929  ...    3459       3427      LU
204    204      LU2607  20250929  ...    3439       3418      LU
205    205      LU2608  20250929  ...    3420       3392      LU
206    206      LU2609  20250929  ...    3409       3379      LU
207    207      FU2510  20250929  ...    3025       2991      FU
208    208      FU2511  20250929  ...    3057       3002      FU
209    209      FU2512  20250929  ...    2977       2942      FU
210    210      FU2601  20250929  ...    2937       2914      FU
211    211      FU2602  20250929  ...    2912       2893      FU
212    212      FU2603  20250929  ...    2900       2880      FU
213    213      FU2604  20250929  ...    2885       2857      FU
214    214      FU2605  20250929  ...    2870       2843      FU
215    215      FU2606  20250929  ...    2849       2833      FU
216    216      FU2607  20250929  ...    2818       2797      FU
217    217      FU2608  20250929  ...    2785       2769      FU
218    218      FU2609  20250929  ...    2764       2748      FU
219    219      BU2510  20250929  ...    3471       3472      BU
220    220      BU2511  20250929  ...    3454       3451      BU
221    221      BU2512  20250929  ...    3411       3408      BU
222    222      BU2601  20250929  ...    3395       3387      BU
223    223      BU2602  20250929  ...    3399       3389      BU
224    224      BU2603  20250929  ...    3412       3407      BU
225    225      BU2604  20250929  ...    3400       3373      BU
226    226      BU2605  20250929  ...    3412       3416      BU
227    227      BU2606  20250929  ...    3403       3404      BU
228    228      BU2607  20250929  ...    3407       3407      BU
229    229      BU2608  20250929  ...    3394       3384      BU
230    230      BU2609  20250929  ...    3396       3386      BU
231    231      BU2612  20250929  ...    3337       3340      BU
232    232      BU2703  20250929  ...    3347       3329      BU
233    233      BU2706  20250929  ...    3346       3347      BU
234    234      BU2709  20250929  ...    3360       3354      BU
235    235      BR2510  20250929  ...   11320      11385      BR
236    236      BR2511  20250929  ...   11285      11360      BR
237    237      BR2512  20250929  ...   11280      11365      BR
238    238      BR2601  20250929  ...   11270      11340      BR
239    239      BR2602  20250929  ...   11245      11330      BR
240    240      BR2603  20250929  ...   11355      11355      BR
241    241      BR2604  20250929  ...   11320      11385      BR
242    242      BR2605  20250929  ...   11345      11430      BR
243    243      BR2606  20250929  ...   11350      11440      BR
244    244      BR2607  20250929  ...   11490      11635      BR
245    245      BR2608  20250929  ...   11490      11610      BR
246    246      BR2609  20250929  ...   11565      11675      BR
247    247      RU2510  20250929  ...   14475      14530      RU
248    248      RU2511  20250929  ...   14475      14555      RU
249    249      RU2601  20250929  ...   15340      15425      RU
250    250      RU2603  20250929  ...   15325      15425      RU
251    251      RU2604  20250929  ...   15335      15425      RU
252    252      RU2605  20250929  ...   15305      15395      RU
253    253      RU2606  20250929  ...   15240      15400      RU
254    254      RU2607  20250929  ...   15350      15395      RU
255    255      RU2608  20250929  ...   15410      15405      RU
256    256      RU2609  20250929  ...   15290      15370      RU
257    257      NR2510  20250929  ...   12370      12320      NR
258    258      NR2511  20250929  ...   12370      12350      NR
259    259      NR2512  20250929  ...   12375      12375      NR
260    260      NR2601  20250929  ...   12405      12395      NR
261    261      NR2602  20250929  ...   12405      12380      NR
262    262      NR2603  20250929  ...   12365      12455      NR
263    263      NR2604  20250929  ...   12435      12390      NR
264    264      NR2605  20250929  ...   12425      12460      NR
265    265      NR2606  20250929  ...   12430      12465      NR
266    266      NR2607  20250929  ...   12550      12650      NR
267    267      NR2608  20250929  ...   12555      12685      NR
268    268      NR2609  20250929  ...   12510      12510      NR
269    269      SP2510  20250929  ...    4866       5000      SP
270    270      SP2511  20250929  ...    4922       5034      SP
271    271      SP2512  20250929  ...    4940       5050      SP
272    272      SP2601  20250929  ...    5204       5290      SP
273    273      SP2602  20250929  ...    5202       5282      SP
274    274      SP2603  20250929  ...    5218       5302      SP
275    275      SP2604  20250929  ...    5250       5312      SP
276    276      SP2605  20250929  ...    5242       5308      SP
277    277      SP2606  20250929  ...    5248       5296      SP
278    278      SP2607  20250929  ...    5244       5300      SP
279    279      SP2608  20250929  ...    5262       5316      SP
280    280      SP2609  20250929  ...    5258       5318      SP
281    281      OP2601  20250929  ...    4232       4232      OP
282    282      OP2602  20250929  ...    4228       4228      OP
283    283      OP2603  20250929  ...    4250       4260      OP
284    284      OP2604  20250929  ...    4262       4274      OP
285    285      OP2605  20250929  ...    4266       4266      OP
286    286      OP2606  20250929  ...    4236       4236      OP
287    287      OP2607  20250929  ...    4238       4238      OP
288    288      OP2608  20250929  ...    4238       4240      OP
289    289      OP2609  20250929  ...    4330       4334      OP
290    290      EC2510  20250929  ...    1122     1150.8      EC
291    291      EC2512  20250929  ...    1735     1780.6      EC
292    292      EC2602  20250929  ...  1644.7     1691.9      EC
293    293      EC2604  20250929  ...  1253.1     1279.1      EC
294    294      EC2606  20250929  ...  1453.8     1482.6      EC
295    295      EC2608  20250929  ...  1598.9       1631      EC
296    296  SC_TAS2511  20250929  ...                     SC_TAS
297    297  SC_TAS2512  20250929  ...                     SC_TAS
298    298  SC_TAS2601  20250929  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 16:26:23,787 - future_1d - INFO - ak.get_shfe_daily('2025-09-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250929   3939.00  ...   3931.00     3940.00        A
1     a2601  20250929   3906.00  ...   3897.00     3918.00        A
2     a2603  20250929   3904.00  ...   3897.00     3922.00        A
3     a2605  20250929   3935.00  ...   3929.00     3951.00        A
4     a2607  20250929   3931.00  ...   3927.00     3945.00        A
5     a2609  20250929   3928.00  ...   3932.00     3948.00        A
6     b2510  20250929   3591.00  ...   3628.00     3630.00        B
7     b2511  20250929   3609.00  ...   3605.00     3627.00        B
8     b2512  20250929   3630.00  ...   3629.00     3647.00        B
9     b2601  20250929   3627.00  ...   3629.00     3647.00        B
10    b2602  20250929   3639.00  ...   3641.00     3649.00        B
11    b2603  20250929   3602.00  ...   3606.00     3615.00        B
12    b2604  20250929   3504.00  ...   3508.00     3520.00        B
13    b2605  20250929   3443.00  ...   3440.00     3449.00        B
14    b2606  20250929   3412.00  ...   3412.00     3422.00        B
15    b2607  20250929   3421.00  ...   3414.00     3428.00        B
16    b2608  20250929   3515.00  ...   3513.00     3520.00        B
17    b2609  20250929   3529.00  ...   3530.00     3535.00        B
18   bb2511  20250929    141.05  ...    141.75      141.90       BB
19   bb2601  20250929    146.40  ...    146.80      147.00       BB
20   bb2603  20250929    147.00  ...    147.00      147.00       BB
21   bb2605  20250929      0.00  ...    141.70      141.70       BB
22   bb2607  20250929      0.00  ...    146.45      146.45       BB
23   bb2609  20250929      0.00  ...    146.45      146.45       BB
24   bz2603  20250929   5919.00  ...   5895.00     5906.00       BZ
25   bz2604  20250929   5886.00  ...   5880.00     5880.00       BZ
26   bz2605  20250929   5939.00  ...   5894.00     5936.00       BZ
27   bz2606  20250929      0.00  ...   5902.00     5936.00       BZ
28   bz2607  20250929      0.00  ...   5880.00     5880.00       BZ
29   bz2608  20250929      0.00  ...   5858.00     5883.00       BZ
30   bz2609  20250929      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250929   2178.00  ...   2171.00     2176.00        C
32    c2601  20250929   2140.00  ...   2137.00     2137.00        C
33    c2603  20250929   2150.00  ...   2150.00     2146.00        C
34    c2605  20250929   2203.00  ...   2206.00     2203.00        C
35    c2607  20250929   2216.00  ...   2216.00     2213.00        C
36    c2609  20250929   2231.00  ...   2230.00     2228.00        C
37   cs2511  20250929   2479.00  ...   2486.00     2485.00       CS
38   cs2601  20250929   2463.00  ...   2461.00     2467.00       CS
39   cs2603  20250929   2464.00  ...   2463.00     2466.00       CS
40   cs2605  20250929   2548.00  ...   2548.00     2547.00       CS
41   cs2607  20250929   2551.00  ...   2553.00     2551.00       CS
42   cs2609  20250929   2583.00  ...   2585.00     2586.00       CS
43   eb2510  20250929   6899.00  ...   6888.00     6899.00       EB
44   eb2511  20250929   6961.00  ...   6939.00     6939.00       EB
45   eb2512  20250929   6968.00  ...   6948.00     6954.00       EB
46   eb2601  20250929   6992.00  ...   6987.00     6980.00       EB
47   eb2602  20250929   7038.00  ...   7020.00     7021.00       EB
48   eb2603  20250929   7071.00  ...   7043.00     7058.00       EB
49   eb2604  20250929   7108.00  ...   7108.00     7103.00       EB
50   eb2605  20250929   7106.00  ...   7099.00     7103.00       EB
51   eb2606  20250929   7151.00  ...   7152.00     7117.00       EB
52   eb2607  20250929   7153.00  ...   7153.00     7134.00       EB
53   eb2608  20250929   7178.00  ...   7178.00     7177.00       EB
54   eb2609  20250929      0.00  ...   7177.00     7177.00       EB
55   eg2510  20250929   4256.00  ...   4268.00     4269.00       EG
56   eg2511  20250929   4224.00  ...   4217.00     4221.00       EG
57   eg2512  20250929      0.00  ...   4218.00     4218.00       EG
58   eg2601  20250929   4215.00  ...   4225.00     4227.00       EG
59   eg2602  20250929   4227.00  ...   4233.00     4231.00       EG
60   eg2603  20250929   4235.00  ...   4237.00     4252.00       EG
61   eg2604  20250929   4262.00  ...   4262.00     4276.00       EG
62   eg2605  20250929   4276.00  ...   4287.00     4285.00       EG
63   eg2606  20250929   4270.00  ...   4270.00     4300.00       EG
64   eg2607  20250929      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250929      0.00  ...   4346.00     4346.00       EG
66   eg2609  20250929      0.00  ...   4367.00     4367.00       EG
67   fb2510  20250929   1260.50  ...   1266.00     1270.00       FB
68   fb2511  20250929   1251.50  ...   1252.00     1254.50       FB
69   fb2512  20250929   1254.00  ...   1253.00     1255.00       FB
70   fb2601  20250929   1256.00  ...   1255.00     1254.50       FB
71   fb2602  20250929   1253.00  ...   1254.50     1253.50       FB
72   fb2603  20250929   1241.00  ...   1240.00     1243.50       FB
73   fb2604  20250929      0.00  ...   1254.50     1254.50       FB
74   fb2605  20250929      0.00  ...   1299.00     1300.50       FB
75   fb2606  20250929      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250929      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250929      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250929      0.00  ...   1296.00     1296.00       FB
79    i2510  20250929    805.00  ...    803.50      813.50        I
80    i2511  20250929    804.00  ...    801.50      809.50        I
81    i2512  20250929    797.50  ...    794.00      805.00        I
82    i2601  20250929    790.00  ...    785.50      796.50        I
83    i2602  20250929    784.50  ...    780.50      790.50        I
84    i2603  20250929    777.50  ...    775.50      787.50        I
85    i2604  20250929    774.50  ...    771.50      784.50        I
86    i2605  20250929    769.50  ...    765.00      776.50        I
87    i2606  20250929    763.00  ...    760.00      772.00        I
88    i2607  20250929    758.00  ...    755.00      767.00        I
89    i2608  20250929    753.50  ...    750.50      763.50        I
90    i2609  20250929    750.50  ...    745.50      755.50        I
91    j2510  20250929   1580.00  ...   1578.50     1619.50        J
92    j2511  20250929   1617.00  ...   1595.50     1643.50        J
93    j2512  20250929   1649.50  ...   1637.50     1684.50        J
94    j2601  20250929   1699.50  ...   1666.50     1718.50        J
95    j2602  20250929   1703.00  ...   1688.00     1747.50        J
96    j2603  20250929      0.00  ...   1725.00     1778.00        J
97    j2604  20250929   1767.50  ...   1767.50     1841.50        J
98    j2605  20250929   1844.50  ...   1808.00     1862.50        J
99    j2606  20250929   1843.00  ...   1830.50     1901.00        J
100   j2607  20250929   1875.00  ...   1875.00     1903.50        J
101   j2608  20250929   1869.50  ...   1869.50     1919.50        J
102   j2609  20250929   1909.00  ...   1890.50     1933.50        J
103  jd2510  20250929   2946.00  ...   2928.00     2952.00       JD
104  jd2511  20250929   3029.00  ...   3028.00     3051.00       JD
105  jd2512  20250929   3170.00  ...   3175.00     3182.00       JD
106  jd2601  20250929   3350.00  ...   3348.00     3360.00       JD
107  jd2602  20250929   3090.00  ...   3090.00     3106.00       JD
108  jd2603  20250929   3125.00  ...   3113.00     3130.00       JD
109  jd2604  20250929   3241.00  ...   3236.00     3253.00       JD
110  jd2605  20250929   3380.00  ...   3386.00     3385.00       JD
111  jd2606  20250929   3225.00  ...   3226.00     3226.00       JD
112  jd2607  20250929   3470.00  ...   3472.00     3470.00       JD
113  jd2608  20250929   3918.00  ...   3921.00     3918.00       JD
114  jd2609  20250929   3793.00  ...   3796.00     3787.00       JD
115  jm2510  20250929   1026.00  ...   1010.50     1037.00       JM
116  jm2511  20250929   1061.00  ...   1034.50     1071.50       JM
117  jm2512  20250929   1131.00  ...   1102.50     1142.00       JM
118  jm2601  20250929   1191.00  ...   1171.50     1214.50       JM
119  jm2602  20250929   1218.00  ...   1194.00     1237.00       JM
120  jm2603  20250929   1237.00  ...   1216.00     1256.50       JM
121  jm2604  20250929   1256.50  ...   1233.50     1278.50       JM
122  jm2605  20250929   1278.50  ...   1258.50     1304.00       JM
123  jm2606  20250929   1295.00  ...   1270.00     1319.00       JM
124  jm2607  20250929   1312.00  ...   1292.00     1333.50       JM
125  jm2608  20250929   1320.00  ...   1310.00     1350.50       JM
126  jm2609  20250929   1350.00  ...   1333.50     1374.00       JM
127   l2510  20250929   7071.00  ...   7091.00     7072.00        L
128   l2511  20250929   7114.00  ...   7114.00     7103.00        L
129   l2512  20250929   7136.00  ...   7150.00     7138.00        L
130   l2601  20250929   7173.00  ...   7174.00     7163.00        L
131   l2602  20250929   7163.00  ...   7168.00     7161.00        L
132   l2603  20250929   7180.00  ...   7188.00     7186.00        L
133   l2604  20250929   7212.00  ...   7221.00     7210.00        L
134   l2605  20250929   7200.00  ...   7213.00     7200.00        L
135   l2606  20250929   7203.00  ...   7214.00     7208.00        L
136   l2607  20250929   7209.00  ...   7219.00     7227.00        L
137   l2608  20250929   7229.00  ...   7240.00     7245.00        L
138   l2609  20250929   7228.00  ...   7237.00     7228.00        L
139  lg2511  20250929    808.50  ...    809.00      807.50       LG
140  lg2601  20250929    819.50  ...    820.50      820.50       LG
141  lg2603  20250929    826.00  ...    826.50      825.50       LG
142  lg2605  20250929    828.50  ...    827.50      828.50       LG
143  lg2607  20250929    830.00  ...    828.50      829.50       LG
144  lg2609  20250929    820.50  ...    820.50      816.50       LG
145  lh2511  20250929  12550.00  ...  12345.00    12625.00       LH
146  lh2601  20250929  13045.00  ...  12835.00    13180.00       LH
147  lh2603  20250929  12580.00  ...  12450.00    12660.00       LH
148  lh2605  20250929  12980.00  ...  12845.00    13070.00       LH
149  lh2607  20250929  13600.00  ...  13360.00    13655.00       LH
150  lh2609  20250929  14000.00  ...  13980.00    14220.00       LH
151   m2511  20250929   2906.00  ...   2906.00     2916.00        M
152   m2512  20250929   2951.00  ...   2945.00     2960.00        M
153   m2601  20250929   2938.00  ...   2937.00     2949.00        M
154   m2603  20250929   2918.00  ...   2913.00     2921.00        M
155   m2605  20250929   2753.00  ...   2749.00     2755.00        M
156   m2607  20250929   2739.00  ...   2735.00     2744.00        M
157   m2608  20250929   2858.00  ...   2854.00     2860.00        M
158   m2609  20250929   2858.00  ...   2857.00     2863.00        M
159   p2510  20250929   9126.00  ...   9102.00     9126.00        P
160   p2511  20250929   9168.00  ...   9188.00     9208.00        P
161   p2512  20250929   9194.00  ...   9204.00     9232.00        P
162   p2601  20250929   9236.00  ...   9234.00     9266.00        P
163   p2602  20250929   9216.00  ...   9224.00     9218.00        P
164   p2603  20250929   9188.00  ...   9196.00     9160.00        P
165   p2604  20250929   9150.00  ...   9152.00     9154.00        P
166   p2605  20250929   9060.00  ...   9056.00     9076.00        P
167   p2606  20250929   8986.00  ...   8978.00     8978.00        P
168   p2607  20250929   8888.00  ...   8880.00     8876.00        P
169   p2608  20250929   8768.00  ...   8770.00     8776.00        P
170   p2609  20250929   8676.00  ...   8676.00     8686.00        P
171  pg2510  20250929   4438.00  ...   4448.00     4432.00       PG
172  pg2511  20250929   4302.00  ...   4295.00     4285.00       PG
173  pg2512  20250929   4218.00  ...   4213.00     4215.00       PG
174  pg2601  20250929   4155.00  ...   4143.00     4150.00       PG
175  pg2602  20250929   4089.00  ...   4077.00     4085.00       PG
176  pg2603  20250929   4006.00  ...   3996.00     4003.00       PG
177  pg2604  20250929   4364.00  ...   4352.00     4367.00       PG
178  pg2605  20250929   4270.00  ...   4268.00     4285.00       PG
179  pg2606  20250929      0.00  ...   4212.00     4228.00       PG
180  pg2607  20250929   4153.00  ...   4156.00     4154.00       PG
181  pg2608  20250929   4120.00  ...   4101.00     4109.00       PG
182  pg2609  20250929   4098.00  ...   4093.00     4093.00       PG
183  pp2510  20250929   6786.00  ...   6782.00     6795.00       PP
184  pp2511  20250929   6840.00  ...   6823.00     6830.00       PP
185  pp2512  20250929   6869.00  ...   6862.00     6869.00       PP
186  pp2601  20250929   6899.00  ...   6899.00     6900.00       PP
187  pp2602  20250929   6892.00  ...   6888.00     6889.00       PP
188  pp2603  20250929   6884.00  ...   6890.00     6890.00       PP
189  pp2604  20250929   6917.00  ...   6932.00     6917.00       PP
190  pp2605  20250929   6942.00  ...   6940.00     6944.00       PP
191  pp2606  20250929   6908.00  ...   6908.00     6921.00       PP
192  pp2607  20250929   6865.00  ...   6873.00     6893.00       PP
193  pp2608  20250929   6874.00  ...   6884.00     6900.00       PP
194  pp2609  20250929   6906.00  ...   6915.00     6924.00       PP
195  rr2510  20250929   3623.00  ...   3619.00     3623.00       RR
196  rr2511  20250929   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250929   3617.00  ...   3610.00     3614.00       RR
198  rr2601  20250929   3621.00  ...   3619.00     3620.00       RR
199  rr2602  20250929   3608.00  ...   3609.00     3606.00       RR
200  rr2603  20250929   3616.00  ...   3613.00     3614.00       RR
201  rr2604  20250929   3621.00  ...   3616.00     3616.00       RR
202  rr2605  20250929   3618.00  ...   3615.00     3618.00       RR
203  rr2606  20250929      0.00  ...   3600.00     3600.00       RR
204  rr2607  20250929      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250929      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250929      0.00  ...   3623.00     3614.00       RR
207   v2510  20250929   4788.00  ...   4780.00     4788.00        V
208   v2511  20250929   4812.00  ...   4808.00     4817.00        V
209   v2512  20250929   4848.00  ...   4850.00     4858.00        V
210   v2601  20250929   4894.00  ...   4895.00     4902.00        V
211   v2602  20250929   4932.00  ...   4934.00     4941.00        V
212   v2603  20250929   4959.00  ...   4964.00     4971.00        V
213   v2604  20250929   5158.00  ...   5165.00     5174.00        V
214   v2605  20250929   5192.00  ...   5202.00     5205.00        V
215   v2606  20250929   5220.00  ...   5239.00     5248.00        V
216   v2607  20250929   5263.00  ...   5263.00     5277.00        V
217   v2608  20250929   5296.00  ...   5296.00     5302.00        V
218   v2609  20250929   5336.00  ...   5331.00     5341.00        V
219   y2511  20250929   8160.00  ...   8166.00     8202.00        Y
220   y2512  20250929   8202.00  ...   8210.00     8248.00        Y
221   y2601  20250929   8150.00  ...   8154.00     8192.00        Y
222   y2603  20250929   8112.00  ...   8114.00     8140.00        Y
223   y2605  20250929   7932.00  ...   7932.00     7946.00        Y
224   y2607  20250929   7888.00  ...   7882.00     7908.00        Y
225   y2608  20250929   7884.00  ...   7878.00     7896.00        Y
226   y2609  20250929   7850.00  ...   7858.00     7876.00        Y

[227 rows x 12 columns]
2025-10-10 16:26:24,663 - future_1d - INFO - ak.get_dce_daily('2025-09-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250929  51285.0  ...  51180.0     51505.0       PS
1   PS2511  20250929  50950.0  ...  50825.0     51420.0       PS
2   PS2512  20250929  53335.0  ...  53265.0     53780.0       PS
3   PS2601  20250929  52920.0  ...  52840.0     53310.0       PS
4   PS2602  20250929  52740.0  ...  52755.0     53110.0       PS
5   PS2603  20250929  52670.0  ...  52695.0     53220.0       PS
6   PS2604  20250929  52605.0  ...  52835.0     53190.0       PS
7   PS2605  20250929  53415.0  ...  52525.0     53080.0       PS
8   PS2606  20250929  54560.0  ...  54545.0     54975.0       PS
9   PS2607  20250929  54435.0  ...  54395.0     54945.0       PS
10  PS2608  20250929  54175.0  ...  54205.0     54565.0       PS
11  PS2609  20250929  54005.0  ...  54000.0     54550.0       PS
13  SI2510  20250929   8835.0  ...   8675.0      8975.0       SI
14  SI2511  20250929   8850.0  ...   8655.0      9000.0       SI
15  SI2512  20250929   9240.0  ...   9045.0      9395.0       SI
16  SI2601  20250929   9215.0  ...   8995.0      9360.0       SI
17  SI2602  20250929   9255.0  ...   9000.0      9360.0       SI
18  SI2603  20250929   9195.0  ...   9020.0      9395.0       SI
19  SI2604  20250929   9190.0  ...   9035.0      9205.0       SI
20  SI2605  20250929   9265.0  ...   9035.0      9390.0       SI
21  SI2606  20250929   9165.0  ...   9080.0      9400.0       SI
22  SI2607  20250929   9205.0  ...   9070.0      9390.0       SI
23  SI2608  20250929   9180.0  ...   9055.0      9415.0       SI
24  SI2609  20250929   9265.0  ...   9075.0      9410.0       SI
27  LC2510  20250929  72000.0  ...  72720.0     72920.0       LC
28  LC2511  20250929  73100.0  ...  73700.0     73240.0       LC
29  LC2512  20250929  72320.0  ...  73780.0     73340.0       LC
30  LC2601  20250929  72500.0  ...  73640.0     73180.0       LC
31  LC2602  20250929  71960.0  ...  73500.0     72840.0       LC
32  LC2603  20250929  71840.0  ...  73440.0     72940.0       LC
33  LC2604  20250929  72920.0  ...  73840.0     73320.0       LC
34  LC2605  20250929  72460.0  ...  73680.0     73340.0       LC
35  LC2606  20250929  72640.0  ...  73500.0     73160.0       LC
36  LC2607  20250929  72240.0  ...  73380.0     73060.0       LC
37  LC2608  20250929  72700.0  ...  73480.0     73020.0       LC
38  LC2609  20250929  73000.0  ...  73320.0     72980.0       LC

[36 rows x 12 columns]
2025-10-10 16:26:24,818 - future_1d - INFO - ak.get_gfex_daily('2025-09-29') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250929   8656.0   8699.0  ...    27982.84   8647.0      8628.0       AP
1    AP511  20250929   8401.0   8523.0  ...    42297.98   8444.0      8440.0       AP
2    AP512  20250929   8411.0   8530.0  ...     5029.49   8453.0      8373.0       AP
3    AP601  20250929   8437.0   8619.0  ...  1159018.15   8513.0      8384.0       AP
4    AP603  20250929   8286.0   8419.0  ...     3448.32   8349.0      8251.0       AP
5    AP604  20250929   8362.0   8388.0  ...      783.85   8339.0      8259.0       AP
6    AP605  20250929   8310.0   8433.0  ...    20768.51   8371.0      8269.0       AP
7    CF511  20250929  13405.0  13430.0  ...   281544.73  13345.0     13500.0       CF
8    CF601  20250929  13390.0  13425.0  ...  1640207.09  13365.0     13460.0       CF
9    CF603  20250929  13380.0  13400.0  ...     3818.94  13355.0     13425.0       CF
10   CF605  20250929  13400.0  13425.0  ...   217717.18  13370.0     13460.0       CF
11   CF607  20250929  13425.0  13450.0  ...     2231.37  13400.0     13475.0       CF
12   CF609  20250929  13580.0  13585.0  ...     2545.98  13540.0     13635.0       CF
13   CJ512  20250929  11180.0  11180.0  ...    10855.29  10910.0     11115.0       CJ
14   CJ601  20250929  11270.0  11270.0  ...  1617835.48  10955.0     11175.0       CJ
15   CJ603  20250929  11220.0  11280.0  ...    24991.00  10945.0     11155.0       CJ
16   CJ605  20250929  11330.0  11330.0  ...   255484.38  11020.0     11205.0       CJ
17   CJ607  20250929  11390.0  11400.0  ...     4382.50  11110.0     11325.0       CJ
18   CJ609  20250929  11490.0  11500.0  ...     2175.80  11245.0     11415.0       CJ
19   CY510  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250929  19610.0  19615.0  ...   116020.41  19530.0     19745.0       CY
21   CY512  20250929      0.0      0.0  ...        0.00  19415.0     19515.0       CY
22   CY601  20250929  19545.0  19550.0  ...     6007.06  19505.0     19645.0       CY
23   CY602  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
24   CY603  20250929      0.0      0.0  ...        0.00  19775.0     19830.0       CY
25   CY604  20250929      0.0      0.0  ...        0.00  19545.0     19545.0       CY
26   CY605  20250929  19575.0  19575.0  ...        9.79  19575.0     19695.0       CY
27   CY606  20250929      0.0      0.0  ...        0.00  19555.0     19555.0       CY
28   CY607  20250929      0.0      0.0  ...        0.00  19915.0     19965.0       CY
29   CY608  20250929      0.0      0.0  ...        0.00  19735.0     19735.0       CY
30   CY609  20250929      0.0      0.0  ...        0.00  19885.0     19965.0       CY
31   FG510  20250929   1130.0   1130.0  ...     9258.22   1117.0      1135.0       FG
32   FG511  20250929   1128.0   1132.0  ...   284860.98   1112.0      1140.0       FG
33   FG512  20250929   1252.0   1255.0  ...   140604.75   1230.0      1259.0       FG
34   FG601  20250929   1251.0   1253.0  ...  5591696.92   1229.0      1257.0       FG
35   FG602  20250929   1304.0   1306.0  ...    45248.10   1285.0      1310.0       FG
36   FG603  20250929   1298.0   1307.0  ...     2811.19   1287.0      1314.0       FG
37   FG604  20250929   1359.0   1373.0  ...     1180.58   1348.0      1381.0       FG
38   FG605  20250929   1369.0   1371.0  ...   184698.54   1347.0      1376.0       FG
39   FG606  20250929   1397.0   1398.0  ...     1975.64   1378.0      1403.0       FG
40   FG607  20250929   1390.0   1394.0  ...     2603.30   1372.0      1398.0       FG
41   FG608  20250929   1425.0   1432.0  ...     1279.09   1418.0      1438.0       FG
42   FG609  20250929   1430.0   1434.0  ...     6085.10   1420.0      1440.0       FG
43   JR511  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250929   2258.0   2275.0  ...     3233.71   2261.0      2258.0       MA
52   MA511  20250929   2293.0   2308.0  ...   106475.80   2298.0      2297.0       MA
53   MA512  20250929   2334.0   2345.0  ...    61133.99   2335.0      2330.0       MA
54   MA601  20250929   2360.0   2367.0  ...  1003865.58   2356.0      2352.0       MA
55   MA602  20250929   2383.0   2391.0  ...    33316.36   2383.0      2373.0       MA
56   MA603  20250929   2395.0   2404.0  ...      508.05   2396.0      2394.0       MA
57   MA604  20250929   2398.0   2398.0  ...      114.80   2392.0      2394.0       MA
58   MA605  20250929   2391.0   2394.0  ...    47339.35   2386.0      2385.0       MA
59   MA606  20250929      0.0      0.0  ...        0.00   2396.0      2392.0       MA
60   MA607  20250929   2363.0   2376.0  ...       23.66   2366.0      2368.0       MA
61   MA608  20250929      0.0      0.0  ...        0.00   2373.0      2373.0       MA
62   MA609  20250929   2340.0   2352.0  ...      398.94   2347.0      2344.0       MA
63   OI511  20250929  10338.0  10345.0  ...   482929.50  10288.0     10320.0       OI
64   OI601  20250929  10174.0  10177.0  ...  2347037.86  10128.0     10146.0       OI
65   OI603  20250929   9921.0   9929.0  ...     8380.04   9870.0      9912.0       OI
66   OI605  20250929   9664.0   9664.0  ...    69872.79   9615.0      9632.0       OI
67   OI607  20250929   9580.0   9593.0  ...      726.14   9555.0      9580.0       OI
68   OI609  20250929   9535.0   9547.0  ...      730.81   9491.0      9538.0       OI
69   PF510  20250929   6332.0   6362.0  ...     2031.03   6318.0      6350.0       PF
70   PF511  20250929   6324.0   6356.0  ...   586976.78   6326.0      6344.0       PF
71   PF512  20250929   6288.0   6320.0  ...   346631.01   6294.0      6310.0       PF
72   PF601  20250929   6340.0   6366.0  ...    30760.71   6340.0      6356.0       PF
73   PF602  20250929   6336.0   6368.0  ...    91057.47   6340.0      6354.0       PF
74   PF603  20250929   6352.0   6366.0  ...      117.52   6352.0      6370.0       PF
75   PF604  20250929   6398.0   6442.0  ...       73.85   6422.0      6414.0       PF
76   PF605  20250929   6420.0   6452.0  ...      131.79   6430.0      6440.0       PF
77   PF606  20250929   6424.0   6424.0  ...        6.42   6424.0      6436.0       PF
78   PF607  20250929   6410.0   6446.0  ...        9.65   6432.0      6454.0       PF
79   PF608  20250929   6472.0   6472.0  ...        6.45   6448.0      6472.0       PF
80   PF609  20250929      0.0      0.0  ...        0.00   6498.0      6504.0       PF
81   PK510  20250929   7784.0   7820.0  ...     6758.86   7800.0      7784.0       PK
82   PK511  20250929   7802.0   7868.0  ...   358713.17   7834.0      7784.0       PK
83   PK512  20250929   7776.0   7870.0  ...   119217.42   7826.0      7770.0       PK
84   PK601  20250929   7800.0   7848.0  ...    95841.03   7820.0      7768.0       PK
85   PK603  20250929   7830.0   7862.0  ...      404.03   7846.0      7804.0       PK
86   PK604  20250929   7836.0   7864.0  ...      204.01   7846.0      7820.0       PK
87   PK605  20250929   7840.0   7866.0  ...     5166.75   7846.0      7826.0       PK
88   PL601  20250929   6376.0   6406.0  ...    41908.30   6375.0      6376.0       PL
89   PL602  20250929   6402.0   6413.0  ...      256.11   6403.0      6399.0       PL
90   PL603  20250929   6411.0   6436.0  ...       25.69   6424.0      6402.0       PL
91   PL604  20250929   6419.0   6442.0  ...       38.55   6425.0      6407.0       PL
92   PL605  20250929   6373.0   6386.0  ...      165.65   6371.0      6350.0       PL
93   PL606  20250929   6440.0   6440.0  ...       25.72   6430.0      6428.0       PL
94   PL607  20250929      0.0      0.0  ...        0.00   6399.0      6399.0       PL
95   PL608  20250929   6440.0   6440.0  ...       12.88   6440.0      6499.0       PL
96   PL609  20250929      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250929   5854.0   5854.0  ...      498.23   5828.0      5848.0       PR
104  PR511  20250929   5810.0   5822.0  ...   370379.70   5798.0      5818.0       PR
105  PR512  20250929   5804.0   5826.0  ...   448589.44   5802.0      5818.0       PR
106  PR601  20250929   5806.0   5826.0  ...   197224.95   5802.0      5808.0       PR
107  PR602  20250929   5816.0   5870.0  ...      621.77   5838.0      5844.0       PR
108  PR603  20250929   5810.0   5886.0  ...      764.43   5858.0      5832.0       PR
109  PR604  20250929   5830.0   5916.0  ...      538.82   5890.0      5854.0       PR
110  PR605  20250929   5836.0   5938.0  ...      620.03   5906.0      5864.0       PR
111  PR606  20250929   5916.0   5952.0  ...       71.27   5940.0      5902.0       PR
112  PR607  20250929   5926.0   5954.0  ...      124.75   5940.0      5902.0       PR
113  PR608  20250929   5922.0   5922.0  ...       53.25   5918.0      5914.0       PR
114  PR609  20250929   5940.0   5940.0  ...       62.03   5908.0      5918.0       PR
115  PX510  20250929   6674.0   6682.0  ...      387.90   6632.0      6668.0       PX
116  PX511  20250929   6666.0   6700.0  ...   597824.37   6664.0      6664.0       PX
117  PX512  20250929   6654.0   6682.0  ...   235327.92   6650.0      6648.0       PX
118  PX601  20250929   6652.0   6672.0  ...   145505.81   6640.0      6646.0       PX
119  PX602  20250929   6652.0   6678.0  ...     9133.01   6648.0      6660.0       PX
120  PX603  20250929   6634.0   6664.0  ...       53.06   6634.0      6630.0       PX
121  PX604  20250929   6616.0   6622.0  ...        6.62   6620.0      6658.0       PX
122  PX605  20250929   6658.0   6700.0  ...      617.00   6670.0      6686.0       PX
123  PX606  20250929   6656.0   6656.0  ...        3.33   6656.0      6682.0       PX
124  PX607  20250929   6632.0   6690.0  ...       23.26   6646.0      6670.0       PX
125  PX608  20250929      0.0      0.0  ...        0.00   6686.0      6686.0       PX
126  PX609  20250929   6730.0   6730.0  ...        6.71   6714.0      6690.0       PX
127  RI511  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250929   2467.0   2487.0  ...     8227.56   2472.0      2474.0       RM
134  RM601  20250929   2411.0   2430.0  ...   522729.44   2413.0      2429.0       RM
135  RM603  20250929   2343.0   2346.0  ...     5931.30   2338.0      2346.0       RM
136  RM605  20250929   2330.0   2336.0  ...   101374.11   2328.0      2334.0       RM
137  RM607  20250929   2321.0   2328.0  ...     9704.08   2319.0      2322.0       RM
138  RM608  20250929   2421.0   2427.0  ...      420.85   2419.0      2423.0       RM
139  RM609  20250929   2410.0   2415.0  ...     2280.62   2408.0      2414.0       RM
140  RS511  20250929   5429.0   5429.0  ...      297.83   5318.0      5368.0       RS
141  RS607  20250929   5580.0   5588.0  ...      150.33   5568.0      5571.0       RS
142  RS608  20250929   5543.0   5589.0  ...      122.44   5565.0      5558.0       RS
143  RS609  20250929   5543.0   5583.0  ...       77.86   5561.0      5559.0       RS
144  SA510  20250929   1207.0   1207.0  ...    14570.42   1201.0      1212.0       SA
145  SA511  20250929   1215.0   1219.0  ...   398360.49   1209.0      1224.0       SA
146  SA512  20250929   1278.0   1283.0  ...   258006.82   1272.0      1287.0       SA
147  SA601  20250929   1291.0   1295.0  ...  2455419.25   1284.0      1301.0       SA
148  SA602  20250929   1322.0   1325.0  ...   185719.65   1311.0      1331.0       SA
149  SA603  20250929   1330.0   1333.0  ...     3842.56   1322.0      1339.0       SA
150  SA604  20250929   1371.0   1379.0  ...     1088.96   1365.0      1386.0       SA
151  SA605  20250929   1383.0   1387.0  ...   153744.58   1373.0      1392.0       SA
152  SA606  20250929   1393.0   1401.0  ...      877.84   1389.0      1405.0       SA
153  SA607  20250929   1395.0   1403.0  ...     1861.12   1391.0      1408.0       SA
154  SA608  20250929   1424.0   1436.0  ...      916.92   1428.0      1440.0       SA
155  SA609  20250929   1438.0   1443.0  ...     5361.06   1434.0      1446.0       SA
156  SF510  20250929   5454.0   5478.0  ...     4879.87   5402.0      5480.0       SF
157  SF511  20250929   5620.0   5678.0  ...   957047.42   5590.0      5680.0       SF
158  SF512  20250929   5620.0   5654.0  ...   204478.47   5574.0      5658.0       SF
159  SF601  20250929   5600.0   5638.0  ...   380717.72   5558.0      5644.0       SF
160  SF602  20250929   5550.0   5594.0  ...    47522.51   5524.0      5602.0       SF
161  SF603  20250929   5706.0   5766.0  ...     1214.64   5704.0      5768.0       SF
162  SF604  20250929   5702.0   5740.0  ...       11.42   5708.0      5754.0       SF
163  SF605  20250929   5714.0   5742.0  ...     6198.94   5684.0      5768.0       SF
164  SF606  20250929   5668.0   5704.0  ...      138.26   5644.0      5738.0       SF
165  SF607  20250929   5840.0   5852.0  ...       69.61   5802.0      5872.0       SF
166  SF608  20250929   5784.0   5804.0  ...       11.55   5774.0      5884.0       SF
167  SF609  20250929   5758.0   5828.0  ...       71.99   5760.0      5844.0       SF
168  SH510  20250929   2455.0   2466.0  ...     6784.34   2453.0      2455.0       SH
169  SH511  20250929   2489.0   2496.0  ...   597883.78   2479.0      2482.0       SH
170  SH512  20250929   2530.0   2539.0  ...   344078.99   2519.0      2530.0       SH
171  SH601  20250929   2530.0   2536.0  ...  2488833.56   2513.0      2530.0       SH
172  SH602  20250929   2557.0   2562.0  ...    51761.54   2539.0      2559.0       SH
173  SH603  20250929   2570.0   2580.0  ...     2504.88   2553.0      2575.0       SH
174  SH604  20250929   2608.0   2621.0  ...      358.38   2597.0      2617.0       SH
175  SH605  20250929   2620.0   2629.0  ...    21517.02   2604.0      2623.0       SH
176  SH606  20250929   2629.0   2629.0  ...      242.68   2609.0      2638.0       SH
177  SH607  20250929   2626.0   2632.0  ...      320.31   2604.0      2629.0       SH
178  SH608  20250929   2642.0   2642.0  ...      102.47   2627.0      2645.0       SH
179  SH609  20250929   2656.0   2660.0  ...      531.46   2644.0      2659.0       SH
180  SM510  20250929   5738.0   5748.0  ...     3373.43   5684.0      5752.0       SM
181  SM511  20250929   5818.0   5852.0  ...   398459.35   5786.0      5846.0       SM
182  SM512  20250929   5818.0   5858.0  ...   135876.45   5802.0      5852.0       SM
183  SM601  20250929   5834.0   5868.0  ...   831719.66   5802.0      5866.0       SM
184  SM602  20250929   5836.0   5878.0  ...   243624.84   5812.0      5872.0       SM
185  SM603  20250929   5894.0   5894.0  ...     1247.78   5832.0      5904.0       SM
186  SM604  20250929   5868.0   5882.0  ...        8.81   5874.0      5910.0       SM
187  SM605  20250929   5872.0   5900.0  ...    21467.30   5838.0      5900.0       SM
188  SM606  20250929   5860.0   5900.0  ...       73.00   5840.0      5896.0       SM
189  SM607  20250929   5870.0   5912.0  ...       41.05   5864.0      5918.0       SM
190  SM608  20250929   5914.0   5928.0  ...       17.64   5880.0      5936.0       SM
191  SM609  20250929   5868.0   5928.0  ...      930.02   5868.0      5940.0       SM
192  SR511  20250929   5519.0   5530.0  ...   138166.21   5519.0      5520.0       SR
193  SR601  20250929   5485.0   5505.0  ...   789921.09   5489.0      5491.0       SR
194  SR603  20250929   5467.0   5483.0  ...     1713.04   5473.0      5473.0       SR
195  SR605  20250929   5447.0   5463.0  ...    62060.93   5448.0      5452.0       SR
196  SR607  20250929   5451.0   5460.0  ...     4259.43   5447.0      5451.0       SR
197  SR609  20250929   5454.0   5468.0  ...     5573.82   5449.0      5457.0       SR
198  TA510  20250929   4612.0   4632.0  ...     8162.28   4606.0      4626.0       TA
199  TA511  20250929   4620.0   4652.0  ...   273494.08   4626.0      4640.0       TA
200  TA512  20250929   4638.0   4660.0  ...   142326.03   4638.0      4650.0       TA
201  TA601  20250929   4650.0   4672.0  ...  1350166.41   4650.0      4664.0       TA
202  TA602  20250929   4668.0   4684.0  ...    23176.32   4664.0      4674.0       TA
203  TA603  20250929   4680.0   4692.0  ...      451.18   4676.0      4690.0       TA
204  TA604  20250929   4672.0   4672.0  ...        9.32   4662.0      4698.0       TA
205  TA605  20250929   4692.0   4718.0  ...    47510.47   4694.0      4706.0       TA
206  TA606  20250929   4702.0   4702.0  ...        7.04   4696.0      4706.0       TA
207  TA607  20250929   4710.0   4710.0  ...        9.41   4704.0      4718.0       TA
208  TA608  20250929   4712.0   4732.0  ...        9.43   4718.0      4736.0       TA
209  TA609  20250929   4732.0   4756.0  ...      274.84   4740.0      4742.0       TA
210  UR510  20250929   1546.0   1552.0  ...     2939.37   1541.0      1549.0       UR
211  UR511  20250929   1640.0   1642.0  ...    77585.41   1632.0      1649.0       UR
212  UR512  20250929   1645.0   1655.0  ...    24157.22   1646.0      1661.0       UR
213  UR601  20250929   1666.0   1668.0  ...   563687.81   1657.0      1673.0       UR
214  UR602  20250929   1670.0   1675.0  ...      582.02   1663.0      1680.0       UR
215  UR603  20250929   1712.0   1715.0  ...      167.55   1710.0      1725.0       UR
216  UR604  20250929   1716.0   1718.0  ...      211.73   1708.0      1725.0       UR
217  UR605  20250929   1717.0   1718.0  ...    27474.81   1708.0      1725.0       UR
218  UR606  20250929   1720.0   1720.0  ...      666.53   1709.0      1724.0       UR
219  UR607  20250929   1750.0   1750.0  ...      149.94   1743.0      1758.0       UR
220  UR608  20250929   1739.0   1741.0  ...      135.48   1737.0      1745.0       UR
221  UR609  20250929   1735.0   1738.0  ...      550.11   1730.0      1743.0       UR
222  WH511  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:26:25,096 - future_1d - INFO - ak.get_czce_daily('2025-09-29') done
2025-10-10 16:26:26,860 - future_1d - INFO - save future_daily 2025-09-29 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250930  7350.200  ...  7394.200    7328.200       IC
1   IC2511  20250930  7295.000  ...  7332.800    7261.200       IC
2   IC2512  20250930  7252.000  ...  7288.800    7210.600       IC
3   IC2603  20250930  7075.200  ...  7115.800    7033.600       IC
4   IF2510  20250930  4628.200  ...  4637.200    4626.200       IF
5   IF2511  20250930  4629.600  ...  4627.400    4614.400       IF
6   IF2512  20250930  4615.000  ...  4621.200    4608.800       IF
7   IF2603  20250930  4589.000  ...  4596.200    4584.000       IF
8   IH2510  20250930  2982.000  ...  2988.600    2985.400       IH
9   IH2511  20250930  2986.000  ...  2987.000    2984.000       IH
10  IH2512  20250930  2984.000  ...  2988.600    2985.400       IH
11  IH2603  20250930  2984.000  ...  2989.400    2985.800       IH
12  IM2510  20250930  7494.000  ...  7556.400    7469.600       IM
13  IM2511  20250930  7434.800  ...  7484.200    7387.800       IM
14  IM2512  20250930  7360.000  ...  7408.400    7316.800       IM
15  IM2603  20250930  7142.200  ...  7184.200    7096.600       IM
16   T2512  20250930   107.645  ...   107.885     107.660        T
17   T2603  20250930   107.330  ...   107.565     107.340        T
18   T2606  20250930   107.205  ...   107.465     107.260        T
19  TF2512  20250930   105.495  ...   105.655     105.510       TF
20  TF2603  20250930   105.360  ...   105.525     105.395       TF
21  TF2606  20250930   105.380  ...   105.575     105.405       TF
22  TL2512  20250930   113.600  ...   114.000     113.790       TL
23  TL2603  20250930   113.160  ...   113.660     113.440       TL
24  TL2606  20250930   113.200  ...   113.640     113.480       TL
25  TS2512  20250930   102.320  ...   102.374     102.332       TS
26  TS2603  20250930   102.238  ...   102.282     102.244       TS
27  TS2606  20250930   102.278  ...   102.322     102.276       TS

[28 rows x 12 columns]
2025-10-10 16:26:35,726 - future_1d - INFO - ak.get_cffex_daily('2025-09-30') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250930   480.1  ...   479.7      486.4      SC
1       SC2511  20250930   487.6  ...   480.5      494.5      SC
2       SC2512  20250930   489.6  ...     482      495.1      SC
3       SC2601  20250930   489.7  ...   481.6      494.9      SC
4       SC2602  20250930   487.4  ...   481.1      493.7      SC
5       SC2603  20250930   486.3  ...   480.5      491.7      SC
6       SC2604  20250930     486  ...   480.4      490.3      SC
7       SC2605  20250930     486  ...   482.3      489.6      SC
8       SC2606  20250930   484.8  ...   479.5        490      SC
9       SC2607  20250930   480.8  ...   478.7      490.4      SC
10      SC2608  20250930     481  ...   477.6      492.8      SC
11      SC2609  20250930   478.3  ...   478.3        489      SC
12      SC2612  20250930   473.1  ...   473.7      475.2      SC
13      SC2703  20250930          ...   472.1      472.1      SC
14      SC2706  20250930          ...     473        477      SC
15      SC2709  20250930          ...   476.2        477      SC
16      SC2712  20250930          ...     474      479.2      SC
17      SC2803  20250930          ...   475.1      475.1      SC
18      SC2806  20250930     466  ...   465.8      473.5      SC
19      SC2809  20250930     466  ...   465.9      472.1      SC
21      LU2510  20250930          ...    3450       3450      LU
22      LU2511  20250930    3455  ...    3402       3482      LU
23      LU2512  20250930    3455  ...    3417       3494      LU
24      LU2601  20250930    3443  ...    3398       3481      LU
25      LU2602  20250930    3424  ...    3400       3455      LU
26      LU2603  20250930    3418  ...    3375       3456      LU
27      LU2604  20250930    3377  ...    3371       3439      LU
28      LU2605  20250930    3386  ...    3358       3440      LU
29      LU2606  20250930    3375  ...    3361       3459      LU
30      LU2607  20250930    3369  ...    3353       3439      LU
31      LU2608  20250930    3351  ...    3329       3420      LU
32      LU2609  20250930    3350  ...    3317       3409      LU
34      NR2510  20250930   12420  ...   12200      12370      NR
35      NR2511  20250930   12420  ...   12240      12370      NR
36      NR2512  20250930   12440  ...   12255      12375      NR
37      NR2601  20250930   12440  ...   12285      12405      NR
38      NR2602  20250930   12340  ...   12260      12405      NR
39      NR2603  20250930   12405  ...   12280      12365      NR
40      NR2604  20250930   12385  ...   12285      12435      NR
41      NR2605  20250930   12380  ...   12350      12425      NR
42      NR2606  20250930   12415  ...   12415      12430      NR
43      NR2607  20250930          ...   12535      12550      NR
44      NR2608  20250930          ...   12555      12555      NR
45      NR2609  20250930          ...   12510      12510      NR
47      BC2510  20250930   73130  ...   73830      72820      BC
48      BC2511  20250930   73270  ...   74070      73040      BC
49      BC2512  20250930   74120  ...   74340      73080      BC
50      BC2601  20250930          ...   73700      73160      BC
51      BC2602  20250930          ...   73700      73080      BC
52      BC2603  20250930   74550  ...   74550      73290      BC
53      BC2604  20250930          ...   73400      73000      BC
54      BC2605  20250930          ...   72900      72900      BC
55      BC2606  20250930          ...   72960      72960      BC
56      BC2607  20250930          ...   72900      72900      BC
57      BC2608  20250930          ...   73280      73000      BC
58      BC2609  20250930   73400  ...   73400      73000      BC
60      EC2510  20250930  1112.2  ...  1122.1       1122      EC
61      EC2512  20250930    1748  ...  1719.1       1735      EC
62      EC2602  20250930  1647.5  ...  1628.2     1644.7      EC
63      EC2604  20250930    1240  ...  1243.6     1253.1      EC
64      EC2606  20250930    1440  ...  1445.6     1453.8      EC
65      EC2608  20250930    1590  ...  1595.7     1598.9      EC
68  SC_TAS2511  20250930          ...                     SC_TAS
69  SC_TAS2512  20250930          ...                     SC_TAS
70  SC_TAS2601  20250930          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 16:26:35,797 - future_1d - INFO - ak.get_ine_daily('2025-09-30') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250930  ...   83220      82180      CU
1        1      CU2511  20250930  ...   83260      82070      CU
2        2      CU2512  20250930  ...   83250      82100      CU
3        3      CU2601  20250930  ...   83220      82020      CU
4        4      CU2602  20250930  ...   83200      82030      CU
5        5      CU2603  20250930  ...   83150      81970      CU
6        6      CU2604  20250930  ...   83070      81960      CU
7        7      CU2605  20250930  ...   83010      82020      CU
8        8      CU2606  20250930  ...   82870      81880      CU
9        9      CU2607  20250930  ...   82910      81790      CU
10      10      CU2608  20250930  ...   82750      81840      CU
11      11      CU2609  20250930  ...   82840      81780      CU
12      12      BC2510  20250930  ...   73830      72820      BC
13      13      BC2511  20250930  ...   74070      73040      BC
14      14      BC2512  20250930  ...   74340      73080      BC
15      15      BC2601  20250930  ...   73700      73160      BC
16      16      BC2602  20250930  ...   73700      73080      BC
17      17      BC2603  20250930  ...   74550      73290      BC
18      18      BC2604  20250930  ...   73400      73000      BC
19      19      BC2605  20250930  ...   72900      72900      BC
20      20      BC2606  20250930  ...   72960      72960      BC
21      21      BC2607  20250930  ...   72900      72900      BC
22      22      BC2608  20250930  ...   73280      73000      BC
23      23      BC2609  20250930  ...   73400      73000      BC
24      24      AL2510  20250930  ...   20745      20695      AL
25      25      AL2511  20250930  ...   20755      20705      AL
26      26      AL2512  20250930  ...   20755      20710      AL
27      27      AL2601  20250930  ...   20760      20715      AL
28      28      AL2602  20250930  ...   20755      20710      AL
29      29      AL2603  20250930  ...   20775      20740      AL
30      30      AL2604  20250930  ...   20820      20780      AL
31      31      AL2605  20250930  ...   20830      20785      AL
32      32      AL2606  20250930  ...   20840      20785      AL
33      33      AL2607  20250930  ...   20825      20775      AL
34      34      AL2608  20250930  ...   20825      20790      AL
35      35      AL2609  20250930  ...   20810      20800      AL
36      36      ZN2510  20250930  ...   21870      21705      ZN
37      37      ZN2511  20250930  ...   21935      21755      ZN
38      38      ZN2512  20250930  ...   21950      21770      ZN
39      39      ZN2601  20250930  ...   21985      21800      ZN
40      40      ZN2602  20250930  ...   22010      21830      ZN
41      41      ZN2603  20250930  ...   22020      21845      ZN
42      42      ZN2604  20250930  ...   22055      21890      ZN
43      43      ZN2605  20250930  ...   22125      21925      ZN
44      44      ZN2606  20250930  ...   22170      21930      ZN
45      45      ZN2607  20250930  ...   22170      21965      ZN
46      46      ZN2608  20250930  ...   22175      21985      ZN
47      47      ZN2609  20250930  ...   22245      22075      ZN
48      48      PB2510  20250930  ...   16895      16965      PB
49      49      PB2511  20250930  ...   16930      16965      PB
50      50      PB2512  20250930  ...   16955      16980      PB
51      51      PB2601  20250930  ...   16970      16990      PB
52      52      PB2602  20250930  ...   16970      16960      PB
53      53      PB2603  20250930  ...   16985      16970      PB
54      54      PB2604  20250930  ...   17015      17015      PB
55      55      PB2605  20250930  ...   17025      17045      PB
56      56      PB2606  20250930  ...   17020      17025      PB
57      57      PB2607  20250930  ...   17020      17175      PB
58      58      PB2608  20250930  ...   17030      17080      PB
59      59      PB2609  20250930  ...   17050      17230      PB
60      60      NI2510  20250930  ...  121200     120770      NI
61      61      NI2511  20250930  ...  121580     121050      NI
62      62      NI2512  20250930  ...  121720     121260      NI
63      63      NI2601  20250930  ...  121920     121460      NI
64      64      NI2602  20250930  ...  121980     121730      NI
65      65      NI2603  20250930  ...  122290     121850      NI
66      66      NI2604  20250930  ...  122630     122110      NI
67      67      NI2605  20250930  ...  122780     122330      NI
68      68      NI2606  20250930  ...  122720     122550      NI
69      69      NI2607  20250930  ...  123310     122790      NI
70      70      NI2608  20250930  ...  123760     123120      NI
71      71      NI2609  20250930  ...  124310     123490      NI
72      72      SN2510  20250930  ...  278060     272130      SN
73      73      SN2511  20250930  ...  278760     272520      SN
74      74      SN2512  20250930  ...  278700     272770      SN
75      75      SN2601  20250930  ...  278760     272990      SN
76      76      SN2602  20250930  ...  278620     272820      SN
77      77      SN2603  20250930  ...  278480     272840      SN
78      78      SN2604  20250930  ...  279250     273300      SN
79      79      SN2605  20250930  ...  277730     273470      SN
80      80      SN2606  20250930  ...  277860     274360      SN
81      81      SN2607  20250930  ...  278390     274550      SN
82      82      SN2608  20250930  ...  279230     274910      SN
83      83      SN2609  20250930  ...  279080     274820      SN
84      84      AO2510  20250930  ...    2835       2850      AO
85      85      AO2511  20250930  ...    2854       2866      AO
86      86      AO2512  20250930  ...    2868       2884      AO
87      87      AO2601  20250930  ...    2883       2893      AO
88      88      AO2602  20250930  ...    2897       2904      AO
89      89      AO2603  20250930  ...    2966       2976      AO
90      90      AO2604  20250930  ...    2967       2986      AO
91      91      AO2605  20250930  ...    2974       2987      AO
92      92      AO2606  20250930  ...    2980       2997      AO
93      93      AO2607  20250930  ...    2987       3001      AO
94      94      AO2608  20250930  ...    3002       3009      AO
95      95      AO2609  20250930  ...    3017       3027      AO
96      96      AD2511  20250930  ...   20250      20215      AD
97      97      AD2512  20250930  ...   20290      20280      AD
98      98      AD2601  20250930  ...   20330      20310      AD
99      99      AD2602  20250930  ...   20350      20320      AD
100    100      AD2603  20250930  ...   20325      20335      AD
101    101      AD2604  20250930  ...   20310      20320      AD
102    102      AD2605  20250930  ...   20310      20310      AD
103    103      AD2606  20250930  ...   20325      20330      AD
104    104      AD2607  20250930  ...   20510      20510      AD
105    105      AD2608  20250930  ...   20515      20515      AD
106    106      AD2609  20250930  ...   20335      20335      AD
107    107      AU2510  20250930  ...  870.54        858      AU
108    108      AU2511  20250930  ...  871.26     858.82      AU
109    109      AU2512  20250930  ...   872.3     861.66      AU
110    110      AU2602  20250930  ...  875.08     863.72      AU
111    111      AU2604  20250930  ...  876.98     865.32      AU
112    112      AU2606  20250930  ...  879.94     868.74      AU
113    113      AU2608  20250930  ...  880.24     871.46      AU
114    114      AU2610  20250930  ...   885.3     874.82      AU
115    115      AG2510  20250930  ...   10901      10776      AG
116    116      AG2511  20250930  ...   10916      10819      AG
117    117      AG2512  20250930  ...   10926      10835      AG
118    118      AG2601  20250930  ...   10935      10830      AG
119    119      AG2602  20250930  ...   10953      10855      AG
120    120      AG2603  20250930  ...   10957      10850      AG
121    121      AG2604  20250930  ...   10964      10870      AG
122    122      AG2605  20250930  ...   10989      10879      AG
123    123      AG2606  20250930  ...   10993      10888      AG
124    124      AG2607  20250930  ...   11015      10914      AG
125    125      AG2608  20250930  ...   11009      10902      AG
126    126      AG2609  20250930  ...   11036      10935      AG
127    127      RB2510  20250930  ...    3001       3016      RB
128    128      RB2511  20250930  ...    3021       3032      RB
129    129      RB2512  20250930  ...    3074       3090      RB
130    130      RB2601  20250930  ...    3090       3107      RB
131    131      RB2602  20250930  ...    3095       3111      RB
132    132      RB2603  20250930  ...    3106       3125      RB
133    133      RB2604  20250930  ...    3130       3146      RB
134    134      RB2605  20250930  ...    3144       3164      RB
135    135      RB2606  20250930  ...    3159       3182      RB
136    136      RB2607  20250930  ...    3177       3188      RB
137    137      RB2608  20250930  ...    3175       3194      RB
138    138      RB2609  20250930  ...    3186       3200      RB
139    139      WR2510  20250930  ...    3069       3205      WR
140    140      WR2511  20250930  ...    3300       3300      WR
141    141      WR2512  20250930  ...    3309       3309      WR
142    142      WR2601  20250930  ...    3307       3314      WR
143    143      WR2602  20250930  ...    3301       3301      WR
144    144      WR2603  20250930  ...    3329       3351      WR
145    145      WR2604  20250930  ...    3339       3340      WR
146    146      WR2605  20250930  ...    3248       3386      WR
147    147      WR2606  20250930  ...    3296       3367      WR
148    148      WR2607  20250930  ...    3390       3390      WR
149    149      WR2608  20250930  ...    3408       3378      WR
150    150      WR2609  20250930  ...    3430       3458      WR
151    151      HC2510  20250930  ...    3380       3395      HC
152    152      HC2511  20250930  ...    3329       3352      HC
153    153      HC2512  20250930  ...    3300       3335      HC
154    154      HC2601  20250930  ...    3274       3304      HC
155    155      HC2602  20250930  ...    3270       3304      HC
156    156      HC2603  20250930  ...    3279       3306      HC
157    157      HC2604  20250930  ...    3279       3311      HC
158    158      HC2605  20250930  ...    3276       3310      HC
159    159      HC2606  20250930  ...    3274       3316      HC
160    160      HC2607  20250930  ...    3291       3318      HC
161    161      HC2608  20250930  ...    3293       3327      HC
162    162      HC2609  20250930  ...    3306       3333      HC
163    163      SS2510  20250930  ...   12650      12670      SS
164    164      SS2511  20250930  ...   12785      12785      SS
165    165      SS2512  20250930  ...   12800      12810      SS
166    166      SS2601  20250930  ...   12865      12880      SS
167    167      SS2602  20250930  ...   12915      12930      SS
168    168      SS2603  20250930  ...   13025      13035      SS
169    169      SS2604  20250930  ...   13105      13100      SS
170    170      SS2605  20250930  ...   13160      13170      SS
171    171      SS2606  20250930  ...   13230      13230      SS
172    172      SS2607  20250930  ...   13280      13290      SS
173    173      SS2608  20250930  ...   13340      13350      SS
174    174      SS2609  20250930  ...   13385      13410      SS
175    175      SC2510  20250930  ...   479.7      486.4      SC
176    176      SC2511  20250930  ...   480.5      494.5      SC
177    177      SC2512  20250930  ...     482      495.1      SC
178    178      SC2601  20250930  ...   481.6      494.9      SC
179    179      SC2602  20250930  ...   481.1      493.7      SC
180    180      SC2603  20250930  ...   480.5      491.7      SC
181    181      SC2604  20250930  ...   480.4      490.3      SC
182    182      SC2605  20250930  ...   482.3      489.6      SC
183    183      SC2606  20250930  ...   479.5        490      SC
184    184      SC2607  20250930  ...   478.7      490.4      SC
185    185      SC2608  20250930  ...   477.6      492.8      SC
186    186      SC2609  20250930  ...   478.3        489      SC
187    187      SC2612  20250930  ...   473.7      475.2      SC
188    188      SC2703  20250930  ...   472.1      472.1      SC
189    189      SC2706  20250930  ...     473        477      SC
190    190      SC2709  20250930  ...   476.2        477      SC
191    191      SC2712  20250930  ...     474      479.2      SC
192    192      SC2803  20250930  ...   475.1      475.1      SC
193    193      SC2806  20250930  ...   465.8      473.5      SC
194    194      SC2809  20250930  ...   465.9      472.1      SC
195    195      LU2510  20250930  ...    3450       3450      LU
196    196      LU2511  20250930  ...    3402       3482      LU
197    197      LU2512  20250930  ...    3417       3494      LU
198    198      LU2601  20250930  ...    3398       3481      LU
199    199      LU2602  20250930  ...    3400       3455      LU
200    200      LU2603  20250930  ...    3375       3456      LU
201    201      LU2604  20250930  ...    3371       3439      LU
202    202      LU2605  20250930  ...    3358       3440      LU
203    203      LU2606  20250930  ...    3361       3459      LU
204    204      LU2607  20250930  ...    3353       3439      LU
205    205      LU2608  20250930  ...    3329       3420      LU
206    206      LU2609  20250930  ...    3317       3409      LU
207    207      FU2510  20250930  ...    3044       3025      FU
208    208      FU2511  20250930  ...    2995       3057      FU
209    209      FU2512  20250930  ...    2911       2977      FU
210    210      FU2601  20250930  ...    2870       2937      FU
211    211      FU2602  20250930  ...    2846       2912      FU
212    212      FU2603  20250930  ...    2833       2900      FU
213    213      FU2604  20250930  ...    2822       2885      FU
214    214      FU2605  20250930  ...    2807       2870      FU
215    215      FU2606  20250930  ...    2791       2849      FU
216    216      FU2607  20250930  ...    2764       2818      FU
217    217      FU2608  20250930  ...    2732       2785      FU
218    218      FU2609  20250930  ...    2718       2764      FU
219    219      BU2510  20250930  ...    3444       3471      BU
220    220      BU2511  20250930  ...    3427       3454      BU
221    221      BU2512  20250930  ...    3378       3411      BU
222    222      BU2601  20250930  ...    3359       3395      BU
223    223      BU2602  20250930  ...    3366       3399      BU
224    224      BU2603  20250930  ...    3365       3412      BU
225    225      BU2604  20250930  ...    3368       3400      BU
226    226      BU2605  20250930  ...    3374       3412      BU
227    227      BU2606  20250930  ...    3369       3403      BU
228    228      BU2607  20250930  ...    3381       3407      BU
229    229      BU2608  20250930  ...    3378       3394      BU
230    230      BU2609  20250930  ...    3368       3396      BU
231    231      BU2612  20250930  ...    3308       3337      BU
232    232      BU2703  20250930  ...    3311       3347      BU
233    233      BU2706  20250930  ...    3306       3346      BU
234    234      BU2709  20250930  ...    3299       3360      BU
235    235      BR2510  20250930  ...   11230      11320      BR
236    236      BR2511  20250930  ...   11175      11285      BR
237    237      BR2512  20250930  ...   11165      11280      BR
238    238      BR2601  20250930  ...   11165      11270      BR
239    239      BR2602  20250930  ...   11170      11245      BR
240    240      BR2603  20250930  ...   11170      11355      BR
241    241      BR2604  20250930  ...   11175      11320      BR
242    242      BR2605  20250930  ...   11235      11345      BR
243    243      BR2606  20250930  ...   11270      11350      BR
244    244      BR2607  20250930  ...   11375      11490      BR
245    245      BR2608  20250930  ...   11410      11490      BR
246    246      BR2609  20250930  ...   11355      11565      BR
247    247      RU2510  20250930  ...   14265      14475      RU
248    248      RU2511  20250930  ...   14365      14475      RU
249    249      RU2601  20250930  ...   15180      15340      RU
250    250      RU2603  20250930  ...   15155      15325      RU
251    251      RU2604  20250930  ...   15150      15335      RU
252    252      RU2605  20250930  ...   15165      15305      RU
253    253      RU2606  20250930  ...   15175      15240      RU
254    254      RU2607  20250930  ...   15150      15350      RU
255    255      RU2608  20250930  ...   15095      15410      RU
256    256      RU2609  20250930  ...   15145      15290      RU
257    257      NR2510  20250930  ...   12200      12370      NR
258    258      NR2511  20250930  ...   12240      12370      NR
259    259      NR2512  20250930  ...   12255      12375      NR
260    260      NR2601  20250930  ...   12285      12405      NR
261    261      NR2602  20250930  ...   12260      12405      NR
262    262      NR2603  20250930  ...   12280      12365      NR
263    263      NR2604  20250930  ...   12285      12435      NR
264    264      NR2605  20250930  ...   12350      12425      NR
265    265      NR2606  20250930  ...   12415      12430      NR
266    266      NR2607  20250930  ...   12535      12550      NR
267    267      NR2608  20250930  ...   12555      12555      NR
268    268      NR2609  20250930  ...   12510      12510      NR
269    269      SP2510  20250930  ...    4808       4866      SP
270    270      SP2511  20250930  ...    4856       4922      SP
271    271      SP2512  20250930  ...    4874       4940      SP
272    272      SP2601  20250930  ...    5142       5204      SP
273    273      SP2602  20250930  ...    5140       5202      SP
274    274      SP2603  20250930  ...    5160       5218      SP
275    275      SP2604  20250930  ...    5168       5250      SP
276    276      SP2605  20250930  ...    5182       5242      SP
277    277      SP2606  20250930  ...    5198       5248      SP
278    278      SP2607  20250930  ...    5194       5244      SP
279    279      SP2608  20250930  ...    5212       5262      SP
280    280      SP2609  20250930  ...    5212       5258      SP
281    281      OP2601  20250930  ...    4232       4232      OP
282    282      OP2602  20250930  ...    4218       4228      OP
283    283      OP2603  20250930  ...    4258       4250      OP
284    284      OP2604  20250930  ...    4276       4262      OP
285    285      OP2605  20250930  ...    4266       4266      OP
286    286      OP2606  20250930  ...    4236       4236      OP
287    287      OP2607  20250930  ...    4238       4238      OP
288    288      OP2608  20250930  ...    4238       4238      OP
289    289      OP2609  20250930  ...    4330       4330      OP
290    290      EC2510  20250930  ...  1122.1       1122      EC
291    291      EC2512  20250930  ...  1719.1       1735      EC
292    292      EC2602  20250930  ...  1628.2     1644.7      EC
293    293      EC2604  20250930  ...  1243.6     1253.1      EC
294    294      EC2606  20250930  ...  1445.6     1453.8      EC
295    295      EC2608  20250930  ...  1595.7     1598.9      EC
296    296  SC_TAS2511  20250930  ...                     SC_TAS
297    297  SC_TAS2512  20250930  ...                     SC_TAS
298    298  SC_TAS2601  20250930  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 16:26:35,909 - future_1d - INFO - ak.get_shfe_daily('2025-09-30') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250930   3939.00  ...   3929.00     3931.00        A
1     a2601  20250930   3895.00  ...   3903.00     3897.00        A
2     a2603  20250930   3897.00  ...   3903.00     3897.00        A
3     a2605  20250930   3930.00  ...   3935.00     3929.00        A
4     a2607  20250930   3932.00  ...   3933.00     3927.00        A
5     a2609  20250930   3927.00  ...   3938.00     3932.00        A
6     b2510  20250930   3613.00  ...   3607.00     3628.00        B
7     b2511  20250930   3598.00  ...   3599.00     3605.00        B
8     b2512  20250930   3614.00  ...   3615.00     3629.00        B
9     b2601  20250930   3608.00  ...   3616.00     3629.00        B
10    b2602  20250930   3631.00  ...   3630.00     3641.00        B
11    b2603  20250930   3600.00  ...   3589.00     3606.00        B
12    b2604  20250930   3494.00  ...   3491.00     3508.00        B
13    b2605  20250930   3430.00  ...   3425.00     3440.00        B
14    b2606  20250930   3404.00  ...   3395.00     3412.00        B
15    b2607  20250930   3410.00  ...   3396.00     3414.00        B
16    b2608  20250930   3505.00  ...   3497.00     3513.00        B
17    b2609  20250930   3520.00  ...   3520.00     3530.00        B
18   bb2511  20250930    141.95  ...    141.90      141.75       BB
19   bb2601  20250930    146.85  ...    146.90      146.80       BB
20   bb2603  20250930    146.90  ...    147.05      147.00       BB
21   bb2605  20250930      0.00  ...    141.70      141.70       BB
22   bb2607  20250930      0.00  ...    146.45      146.45       BB
23   bb2609  20250930      0.00  ...    146.45      146.45       BB
24   bz2603  20250930   5880.00  ...   5801.00     5895.00       BZ
25   bz2604  20250930   5805.00  ...   5779.00     5880.00       BZ
26   bz2605  20250930   5830.00  ...   5808.00     5894.00       BZ
27   bz2606  20250930      0.00  ...   5878.00     5902.00       BZ
28   bz2607  20250930      0.00  ...   5874.00     5880.00       BZ
29   bz2608  20250930      0.00  ...   5836.00     5858.00       BZ
30   bz2609  20250930      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250930   2154.00  ...   2147.00     2171.00        C
32    c2601  20250930   2134.00  ...   2128.00     2137.00        C
33    c2603  20250930   2147.00  ...   2141.00     2150.00        C
34    c2605  20250930   2201.00  ...   2198.00     2206.00        C
35    c2607  20250930   2214.00  ...   2210.00     2216.00        C
36    c2609  20250930   2228.00  ...   2226.00     2230.00        C
37   cs2511  20250930   2482.00  ...   2470.00     2486.00       CS
38   cs2601  20250930   2460.00  ...   2452.00     2461.00       CS
39   cs2603  20250930   2462.00  ...   2456.00     2463.00       CS
40   cs2605  20250930   2545.00  ...   2539.00     2548.00       CS
41   cs2607  20250930   2547.00  ...   2544.00     2553.00       CS
42   cs2609  20250930   2582.00  ...   2582.00     2585.00       CS
43   eb2510  20250930   6864.00  ...   6763.00     6888.00       EB
44   eb2511  20250930   6903.00  ...   6838.00     6939.00       EB
45   eb2512  20250930   6928.00  ...   6848.00     6948.00       EB
46   eb2601  20250930   6960.00  ...   6874.00     6987.00       EB
47   eb2602  20250930   6996.00  ...   6914.00     7020.00       EB
48   eb2603  20250930   7000.00  ...   6980.00     7043.00       EB
49   eb2604  20250930   7008.00  ...   6997.00     7108.00       EB
50   eb2605  20250930   7046.00  ...   6998.00     7099.00       EB
51   eb2606  20250930   7029.00  ...   7024.00     7152.00       EB
52   eb2607  20250930   7027.00  ...   7027.00     7153.00       EB
53   eb2608  20250930   7085.00  ...   7064.00     7178.00       EB
54   eb2609  20250930   7053.00  ...   7037.00     7177.00       EB
55   eg2510  20250930   4257.00  ...   4246.00     4268.00       EG
56   eg2511  20250930   4211.00  ...   4197.00     4217.00       EG
57   eg2512  20250930   4204.00  ...   4194.00     4218.00       EG
58   eg2601  20250930   4233.00  ...   4200.00     4225.00       EG
59   eg2602  20250930   4199.00  ...   4213.00     4233.00       EG
60   eg2603  20250930   4215.00  ...   4219.00     4237.00       EG
61   eg2604  20250930   4250.00  ...   4257.00     4262.00       EG
62   eg2605  20250930   4283.00  ...   4268.00     4287.00       EG
63   eg2606  20250930   4271.00  ...   4268.00     4270.00       EG
64   eg2607  20250930      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250930      0.00  ...   4345.00     4346.00       EG
66   eg2609  20250930      0.00  ...   4315.00     4367.00       EG
67   fb2510  20250930   1261.00  ...   1269.00     1266.00       FB
68   fb2511  20250930   1251.50  ...   1251.00     1252.00       FB
69   fb2512  20250930   1252.00  ...   1247.50     1253.00       FB
70   fb2601  20250930   1254.00  ...   1251.50     1255.00       FB
71   fb2602  20250930   1253.00  ...   1253.00     1254.50       FB
72   fb2603  20250930   1238.50  ...   1240.00     1240.00       FB
73   fb2604  20250930   1273.50  ...   1272.50     1254.50       FB
74   fb2605  20250930      0.00  ...   1299.00     1299.00       FB
75   fb2606  20250930      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250930      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250930      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250930      0.00  ...   1296.00     1296.00       FB
79    i2510  20250930    803.50  ...    799.50      803.50        I
80    i2511  20250930    803.50  ...    799.50      801.50        I
81    i2512  20250930    795.50  ...    792.50      794.00        I
82    i2601  20250930    785.00  ...    783.00      785.50        I
83    i2602  20250930    780.00  ...    778.00      780.50        I
84    i2603  20250930    774.50  ...    773.00      775.50        I
85    i2604  20250930    771.00  ...    769.00      771.50        I
86    i2605  20250930    763.00  ...    761.50      765.00        I
87    i2606  20250930    758.00  ...    756.50      760.00        I
88    i2607  20250930    753.50  ...    752.00      755.00        I
89    i2608  20250930    749.00  ...    747.50      750.50        I
90    i2609  20250930    744.00  ...    741.50      745.50        I
91    j2510  20250930   1579.50  ...   1587.00     1578.50        J
92    j2511  20250930   1590.50  ...   1589.50     1595.50        J
93    j2512  20250930   1622.50  ...   1622.00     1637.50        J
94    j2601  20250930   1650.00  ...   1645.50     1666.50        J
95    j2602  20250930   1676.50  ...   1676.50     1688.00        J
96    j2603  20250930   1698.00  ...   1698.00     1725.00        J
97    j2604  20250930   1767.00  ...   1766.00     1767.50        J
98    j2605  20250930   1798.50  ...   1790.50     1808.00        J
99    j2606  20250930      0.00  ...   1817.00     1830.50        J
100   j2607  20250930      0.00  ...   1833.50     1875.00        J
101   j2608  20250930      0.00  ...   1853.50     1869.50        J
102   j2609  20250930   1868.50  ...   1852.00     1890.50        J
103  jd2510  20250930   2921.00  ...   2911.00     2928.00       JD
104  jd2511  20250930   3006.00  ...   3018.00     3028.00       JD
105  jd2512  20250930   3179.00  ...   3180.00     3175.00       JD
106  jd2601  20250930   3352.00  ...   3353.00     3348.00       JD
107  jd2602  20250930   3099.00  ...   3105.00     3090.00       JD
108  jd2603  20250930   3122.00  ...   3125.00     3113.00       JD
109  jd2604  20250930   3243.00  ...   3247.00     3236.00       JD
110  jd2605  20250930   3390.00  ...   3399.00     3386.00       JD
111  jd2606  20250930   3226.00  ...   3236.00     3226.00       JD
112  jd2607  20250930   3478.00  ...   3481.00     3472.00       JD
113  jd2608  20250930   3930.00  ...   3935.00     3921.00       JD
114  jd2609  20250930   3803.00  ...   3809.00     3796.00       JD
115  jm2510  20250930   1009.50  ...    979.00     1010.50       JM
116  jm2511  20250930   1024.00  ...   1009.50     1034.50       JM
117  jm2512  20250930   1089.00  ...   1071.00     1102.50       JM
118  jm2601  20250930   1155.50  ...   1146.00     1171.50       JM
119  jm2602  20250930   1181.50  ...   1172.00     1194.00       JM
120  jm2603  20250930   1196.00  ...   1188.50     1216.00       JM
121  jm2604  20250930   1228.00  ...   1205.50     1233.50       JM
122  jm2605  20250930   1241.00  ...   1231.50     1258.50       JM
123  jm2606  20250930   1266.00  ...   1238.50     1270.00       JM
124  jm2607  20250930   1282.00  ...   1256.50     1292.00       JM
125  jm2608  20250930   1308.50  ...   1278.00     1310.00       JM
126  jm2609  20250930   1319.00  ...   1308.00     1333.50       JM
127   l2510  20250930   7066.00  ...   7039.00     7091.00        L
128   l2511  20250930   7121.00  ...   7100.00     7114.00        L
129   l2512  20250930   7150.00  ...   7134.00     7150.00        L
130   l2601  20250930   7170.00  ...   7156.00     7174.00        L
131   l2602  20250930   7156.00  ...   7152.00     7168.00        L
132   l2603  20250930   7163.00  ...   7163.00     7188.00        L
133   l2604  20250930   7207.00  ...   7207.00     7221.00        L
134   l2605  20250930   7192.00  ...   7194.00     7213.00        L
135   l2606  20250930   7196.00  ...   7193.00     7214.00        L
136   l2607  20250930   7212.00  ...   7212.00     7219.00        L
137   l2608  20250930   7233.00  ...   7235.00     7240.00        L
138   l2609  20250930   7219.00  ...   7217.00     7237.00        L
139  lg2511  20250930    811.50  ...    820.00      809.00       LG
140  lg2601  20250930    823.00  ...    824.50      820.50       LG
141  lg2603  20250930    830.00  ...    830.00      826.50       LG
142  lg2605  20250930    830.00  ...    830.50      827.50       LG
143  lg2607  20250930    832.00  ...    831.00      828.50       LG
144  lg2609  20250930    836.00  ...    834.00      820.50       LG
145  lh2511  20250930  12335.00  ...  12320.00    12345.00       LH
146  lh2601  20250930  12755.00  ...  12750.00    12835.00       LH
147  lh2603  20250930  12420.00  ...  12395.00    12450.00       LH
148  lh2605  20250930  12810.00  ...  12820.00    12845.00       LH
149  lh2607  20250930  13360.00  ...  13430.00    13360.00       LH
150  lh2609  20250930  13920.00  ...  13995.00    13980.00       LH
151   m2511  20250930   2905.00  ...   2907.00     2906.00        M
152   m2512  20250930   2945.00  ...   2945.00     2945.00        M
153   m2601  20250930   2938.00  ...   2933.00     2937.00        M
154   m2603  20250930   2910.00  ...   2900.00     2913.00        M
155   m2605  20250930   2742.00  ...   2741.00     2749.00        M
156   m2607  20250930   2727.00  ...   2725.00     2735.00        M
157   m2608  20250930   2852.00  ...   2846.00     2854.00        M
158   m2609  20250930   2851.00  ...   2850.00     2857.00        M
159   p2510  20250930   9114.00  ...   9058.00     9102.00        P
160   p2511  20250930   9178.00  ...   9142.00     9188.00        P
161   p2512  20250930   9164.00  ...   9156.00     9204.00        P
162   p2601  20250930   9204.00  ...   9190.00     9234.00        P
163   p2602  20250930   9170.00  ...   9176.00     9224.00        P
164   p2603  20250930   9166.00  ...   9152.00     9196.00        P
165   p2604  20250930   9076.00  ...   9076.00     9152.00        P
166   p2605  20250930   9030.00  ...   9004.00     9056.00        P
167   p2606  20250930      0.00  ...   8978.00     8978.00        P
168   p2607  20250930   8804.00  ...   8796.00     8880.00        P
169   p2608  20250930   8718.00  ...   8696.00     8770.00        P
170   p2609  20250930   8630.00  ...   8618.00     8676.00        P
171  pg2510  20250930   4426.00  ...   4443.00     4448.00       PG
172  pg2511  20250930   4280.00  ...   4295.00     4295.00       PG
173  pg2512  20250930   4200.00  ...   4202.00     4213.00       PG
174  pg2601  20250930   4130.00  ...   4132.00     4143.00       PG
175  pg2602  20250930   4065.00  ...   4064.00     4077.00       PG
176  pg2603  20250930   3983.00  ...   3981.00     3996.00       PG
177  pg2604  20250930   4323.00  ...   4332.00     4352.00       PG
178  pg2605  20250930   4251.00  ...   4253.00     4268.00       PG
179  pg2606  20250930   4191.00  ...   4199.00     4212.00       PG
180  pg2607  20250930   4130.00  ...   4139.00     4156.00       PG
181  pg2608  20250930   4074.00  ...   4081.00     4101.00       PG
182  pg2609  20250930   4055.00  ...   4082.00     4093.00       PG
183  pp2510  20250930   6797.00  ...   6758.00     6782.00       PP
184  pp2511  20250930   6821.00  ...   6801.00     6823.00       PP
185  pp2512  20250930   6860.00  ...   6839.00     6862.00       PP
186  pp2601  20250930   6898.00  ...   6873.00     6899.00       PP
187  pp2602  20250930   6867.00  ...   6866.00     6888.00       PP
188  pp2603  20250930   6860.00  ...   6862.00     6890.00       PP
189  pp2604  20250930   6891.00  ...   6884.00     6932.00       PP
190  pp2605  20250930   6930.00  ...   6910.00     6940.00       PP
191  pp2606  20250930   6882.00  ...   6874.00     6908.00       PP
192  pp2607  20250930   6854.00  ...   6846.00     6873.00       PP
193  pp2608  20250930   6862.00  ...   6862.00     6884.00       PP
194  pp2609  20250930   6890.00  ...   6890.00     6915.00       PP
195  rr2510  20250930   3619.00  ...   3612.00     3619.00       RR
196  rr2511  20250930   3613.00  ...   3616.00     3613.00       RR
197  rr2512  20250930   3605.00  ...   3604.00     3610.00       RR
198  rr2601  20250930   3623.00  ...   3624.00     3619.00       RR
199  rr2602  20250930   3606.00  ...   3614.00     3609.00       RR
200  rr2603  20250930   3613.00  ...   3613.00     3613.00       RR
201  rr2604  20250930   3621.00  ...   3621.00     3616.00       RR
202  rr2605  20250930   3607.00  ...   3607.00     3615.00       RR
203  rr2606  20250930   3608.00  ...   3608.00     3600.00       RR
204  rr2607  20250930      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250930      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250930      0.00  ...   3630.00     3623.00       RR
207   v2510  20250930   4777.00  ...   4733.00     4780.00        V
208   v2511  20250930   4808.00  ...   4770.00     4808.00        V
209   v2512  20250930   4843.00  ...   4807.00     4850.00        V
210   v2601  20250930   4888.00  ...   4858.00     4895.00        V
211   v2602  20250930   4926.00  ...   4903.00     4934.00        V
212   v2603  20250930   4956.00  ...   4928.00     4964.00        V
213   v2604  20250930   5161.00  ...   5137.00     5165.00        V
214   v2605  20250930   5198.00  ...   5172.00     5202.00        V
215   v2606  20250930   5214.00  ...   5203.00     5239.00        V
216   v2607  20250930   5243.00  ...   5238.00     5263.00        V
217   v2608  20250930   5280.00  ...   5272.00     5296.00        V
218   v2609  20250930   5335.00  ...   5308.00     5331.00        V
219   y2511  20250930   8144.00  ...   8128.00     8166.00        Y
220   y2512  20250930   8186.00  ...   8168.00     8210.00        Y
221   y2601  20250930   8136.00  ...   8114.00     8154.00        Y
222   y2603  20250930   8086.00  ...   8066.00     8114.00        Y
223   y2605  20250930   7898.00  ...   7876.00     7932.00        Y
224   y2607  20250930   7856.00  ...   7844.00     7882.00        Y
225   y2608  20250930   7830.00  ...   7830.00     7878.00        Y
226   y2609  20250930   7824.00  ...   7816.00     7858.00        Y

[227 rows x 12 columns]
2025-10-10 16:26:36,582 - future_1d - INFO - ak.get_dce_daily('2025-09-30') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250930  51510.0  ...  50845.0     51180.0       PS
1   PS2511  20250930  51425.0  ...  50765.0     50825.0       PS
2   PS2512  20250930  53620.0  ...  53270.0     53265.0       PS
3   PS2601  20250930  53215.0  ...  52955.0     52840.0       PS
4   PS2602  20250930  53215.0  ...  52730.0     52755.0       PS
5   PS2603  20250930  52755.0  ...  52665.0     52695.0       PS
6   PS2604  20250930  52705.0  ...  52665.0     52835.0       PS
7   PS2605  20250930  53040.0  ...  52670.0     52525.0       PS
8   PS2606  20250930  55000.0  ...  54735.0     54545.0       PS
9   PS2607  20250930  54945.0  ...  54590.0     54395.0       PS
10  PS2608  20250930  54000.0  ...  54375.0     54205.0       PS
11  PS2609  20250930  53895.0  ...  54400.0     54000.0       PS
13  SI2510  20250930   8610.0  ...   8660.0      8675.0       SI
14  SI2511  20250930   8615.0  ...   8665.0      8655.0       SI
15  SI2512  20250930   9030.0  ...   9050.0      9045.0       SI
16  SI2601  20250930   8960.0  ...   9000.0      8995.0       SI
17  SI2602  20250930   9000.0  ...   9005.0      9000.0       SI
18  SI2603  20250930   9030.0  ...   9020.0      9020.0       SI
19  SI2604  20250930   9035.0  ...   9030.0      9035.0       SI
20  SI2605  20250930   9045.0  ...   9035.0      9035.0       SI
21  SI2606  20250930   9040.0  ...   9050.0      9080.0       SI
22  SI2607  20250930   9070.0  ...   9060.0      9070.0       SI
23  SI2608  20250930   9080.0  ...   9085.0      9055.0       SI
24  SI2609  20250930   9105.0  ...   9085.0      9075.0       SI
27  LC2510  20250930  74400.0  ...  73340.0     72720.0       LC
28  LC2511  20250930  73980.0  ...  73140.0     73700.0       LC
29  LC2512  20250930  73360.0  ...  73220.0     73780.0       LC
30  LC2601  20250930  73960.0  ...  73160.0     73640.0       LC
31  LC2602  20250930  73560.0  ...  72800.0     73500.0       LC
32  LC2603  20250930  73520.0  ...  72800.0     73440.0       LC
33  LC2604  20250930  73820.0  ...  73200.0     73840.0       LC
34  LC2605  20250930  73720.0  ...  73280.0     73680.0       LC
35  LC2606  20250930  73620.0  ...  73100.0     73500.0       LC
36  LC2607  20250930  74000.0  ...  72960.0     73380.0       LC
37  LC2608  20250930  73680.0  ...  73120.0     73480.0       LC
38  LC2609  20250930  73520.0  ...  73100.0     73320.0       LC

[36 rows x 12 columns]
2025-10-10 16:26:36,756 - future_1d - INFO - ak.get_gfex_daily('2025-09-30') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250930   8654.0   9188.0  ...    60296.16   8739.0      8647.0       AP
1    AP511  20250930   8508.0   8600.0  ...    20921.98   8550.0      8444.0       AP
2    AP512  20250930   8469.0   8570.0  ...     3388.44   8535.0      8453.0       AP
3    AP601  20250930   8512.0   8630.0  ...   836435.36   8577.0      8513.0       AP
4    AP603  20250930   8377.0   8442.0  ...     1253.61   8413.0      8349.0       AP
5    AP604  20250930   8368.0   8421.0  ...      142.64   8390.0      8339.0       AP
6    AP605  20250930   8368.0   8450.0  ...     8622.75   8429.0      8371.0       AP
7    CF511  20250930  13330.0  13330.0  ...   270526.29  13225.0     13345.0       CF
8    CF601  20250930  13325.0  13340.0  ...  2087881.67  13245.0     13365.0       CF
9    CF603  20250930  13300.0  13300.0  ...     7061.79  13235.0     13355.0       CF
10   CF605  20250930  13345.0  13345.0  ...   364324.46  13265.0     13370.0       CF
11   CF607  20250930  13375.0  13375.0  ...     2311.00  13280.0     13400.0       CF
12   CF609  20250930  13480.0  13495.0  ...     2271.10  13440.0     13540.0       CF
13   CJ512  20250930  10850.0  10885.0  ...     4345.82  10715.0     10910.0       CJ
14   CJ601  20250930  10920.0  10950.0  ...   702285.44  10790.0     10955.0       CJ
15   CJ603  20250930  10870.0  10905.0  ...    11986.93  10725.0     10945.0       CJ
16   CJ605  20250930  10980.0  11000.0  ...   107221.41  10835.0     11020.0       CJ
17   CJ607  20250930  11065.0  11080.0  ...     5336.45  10900.0     11110.0       CJ
18   CJ609  20250930  11185.0  11210.0  ...     3257.73  11025.0     11245.0       CJ
19   CY510  20250930      0.0      0.0  ...        0.00  19465.0     19600.0       CY
20   CY511  20250930  19475.0  19495.0  ...   121116.60  19395.0     19530.0       CY
21   CY512  20250930      0.0      0.0  ...        0.00  19310.0     19415.0       CY
22   CY601  20250930  19440.0  19440.0  ...     2023.68  19365.0     19505.0       CY
23   CY602  20250930      0.0      0.0  ...        0.00  19485.0     19600.0       CY
24   CY603  20250930      0.0      0.0  ...        0.00  19730.0     19775.0       CY
25   CY604  20250930      0.0      0.0  ...        0.00  19485.0     19545.0       CY
26   CY605  20250930  19445.0  19470.0  ...       38.91  19455.0     19575.0       CY
27   CY606  20250930      0.0      0.0  ...        0.00  19485.0     19555.0       CY
28   CY607  20250930      0.0      0.0  ...        0.00  19850.0     19915.0       CY
29   CY608  20250930      0.0      0.0  ...        0.00  19550.0     19735.0       CY
30   CY609  20250930      0.0      0.0  ...        0.00  19805.0     19885.0       CY
31   FG510  20250930   1100.0   1120.0  ...     3881.29   1108.0      1117.0       FG
32   FG511  20250930   1107.0   1124.0  ...   163782.13   1112.0      1112.0       FG
33   FG512  20250930   1228.0   1244.0  ...    78257.85   1232.0      1230.0       FG
34   FG601  20250930   1224.0   1244.0  ...  4198546.07   1230.0      1229.0       FG
35   FG602  20250930   1283.0   1300.0  ...    27781.12   1286.0      1285.0       FG
36   FG603  20250930   1284.0   1300.0  ...     1945.17   1286.0      1287.0       FG
37   FG604  20250930   1350.0   1360.0  ...      716.47   1347.0      1348.0       FG
38   FG605  20250930   1342.0   1358.0  ...   102598.59   1344.0      1347.0       FG
39   FG606  20250930   1376.0   1388.0  ...     2183.60   1380.0      1378.0       FG
40   FG607  20250930   1368.0   1381.0  ...     3051.97   1372.0      1372.0       FG
41   FG608  20250930   1418.0   1425.0  ...      598.92   1413.0      1418.0       FG
42   FG609  20250930   1417.0   1427.0  ...     4165.29   1414.0      1420.0       FG
43   JR511  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250930   2272.0   2272.0  ...     2711.56   2254.0      2261.0       MA
52   MA511  20250930   2293.0   2297.0  ...   111051.90   2285.0      2298.0       MA
53   MA512  20250930   2335.0   2339.0  ...   121405.42   2322.0      2335.0       MA
54   MA601  20250930   2357.0   2360.0  ...  1019368.64   2340.0      2356.0       MA
55   MA602  20250930   2386.0   2387.0  ...    66650.25   2369.0      2383.0       MA
56   MA603  20250930   2388.0   2389.0  ...      524.20   2383.0      2396.0       MA
57   MA604  20250930   2378.0   2386.0  ...       35.69   2379.0      2392.0       MA
58   MA605  20250930   2390.0   2390.0  ...    68396.86   2373.0      2386.0       MA
59   MA606  20250930   2383.0   2383.0  ...        4.76   2381.0      2396.0       MA
60   MA607  20250930   2361.0   2361.0  ...       61.16   2352.0      2366.0       MA
61   MA608  20250930   2358.0   2359.0  ...       14.14   2356.0      2373.0       MA
62   MA609  20250930   2340.0   2340.0  ...     1702.43   2335.0      2347.0       MA
63   OI511  20250930  10231.0  10249.0  ...   454149.03  10215.0     10288.0       OI
64   OI601  20250930  10077.0  10083.0  ...  1823926.01  10046.0     10128.0       OI
65   OI603  20250930   9838.0   9854.0  ...    29618.45   9827.0      9870.0       OI
66   OI605  20250930   9578.0   9582.0  ...    89584.73   9522.0      9615.0       OI
67   OI607  20250930   9502.0   9512.0  ...      227.37   9474.0      9555.0       OI
68   OI609  20250930   9442.0   9466.0  ...      508.48   9416.0      9491.0       OI
69   PF510  20250930   6316.0   6316.0  ...     2255.92   6266.0      6318.0       PF
70   PF511  20250930   6322.0   6332.0  ...   575263.51   6274.0      6326.0       PF
71   PF512  20250930   6286.0   6290.0  ...   300667.05   6240.0      6294.0       PF
72   PF601  20250930   6328.0   6334.0  ...    38697.86   6282.0      6340.0       PF
73   PF602  20250930   6332.0   6338.0  ...   109458.18   6274.0      6340.0       PF
74   PF603  20250930   6336.0   6336.0  ...      286.36   6294.0      6352.0       PF
75   PF604  20250930   6364.0   6364.0  ...       25.38   6346.0      6422.0       PF
76   PF605  20250930   6394.0   6394.0  ...       57.16   6352.0      6430.0       PF
77   PF606  20250930   6400.0   6400.0  ...       15.91   6362.0      6424.0       PF
78   PF607  20250930      0.0      0.0  ...        0.00   6400.0      6432.0       PF
79   PF608  20250930   6418.0   6418.0  ...        3.21   6418.0      6448.0       PF
80   PF609  20250930   6404.0   6404.0  ...        3.20   6404.0      6498.0       PF
81   PK510  20250930   7796.0   7796.0  ...     6876.31   7688.0      7800.0       PK
82   PK511  20250930   7816.0   7834.0  ...   384511.20   7770.0      7834.0       PK
83   PK512  20250930   7818.0   7828.0  ...   138264.68   7768.0      7826.0       PK
84   PK601  20250930   7814.0   7828.0  ...    69079.42   7782.0      7820.0       PK
85   PK603  20250930   7836.0   7836.0  ...      241.87   7802.0      7846.0       PK
86   PK604  20250930   7826.0   7828.0  ...      261.85   7816.0      7846.0       PK
87   PK605  20250930   7842.0   7848.0  ...     5509.65   7822.0      7846.0       PK
88   PL601  20250930   6371.0   6372.0  ...    38008.34   6343.0      6375.0       PL
89   PL602  20250930   6369.0   6399.0  ...      689.27   6382.0      6403.0       PL
90   PL603  20250930   6374.0   6395.0  ...       51.09   6387.0      6424.0       PL
91   PL604  20250930   6383.0   6383.0  ...       38.18   6363.0      6425.0       PL
92   PL605  20250930   6352.0   6353.0  ...       63.31   6331.0      6371.0       PL
93   PL606  20250930   6378.0   6378.0  ...       12.76   6378.0      6430.0       PL
94   PL607  20250930   6334.0   6334.0  ...       12.67   6334.0      6399.0       PL
95   PL608  20250930      0.0      0.0  ...        0.00   6440.0      6440.0       PL
96   PL609  20250930      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250930   5828.0   5828.0  ...     2493.66   5792.0      5828.0       PR
104  PR511  20250930   5790.0   5790.0  ...   623368.94   5754.0      5798.0       PR
105  PR512  20250930   5788.0   5788.0  ...   507644.12   5754.0      5802.0       PR
106  PR601  20250930   5792.0   5792.0  ...   191697.67   5748.0      5802.0       PR
107  PR602  20250930   5822.0   5822.0  ...      277.48   5782.0      5838.0       PR
108  PR603  20250930   5792.0   5814.0  ...      112.97   5794.0      5858.0       PR
109  PR604  20250930   5854.0   5854.0  ...       52.46   5830.0      5890.0       PR
110  PR605  20250930   5874.0   5874.0  ...       26.38   5864.0      5906.0       PR
111  PR606  20250930      0.0      0.0  ...        0.00   5902.0      5940.0       PR
112  PR607  20250930      0.0      0.0  ...        0.00   5904.0      5940.0       PR
113  PR608  20250930      0.0      0.0  ...        0.00   5906.0      5918.0       PR
114  PR609  20250930      0.0      0.0  ...        0.00   5904.0      5908.0       PR
115  PX510  20250930   6624.0   6624.0  ...    16806.69   6620.0      6632.0       PX
116  PX511  20250930   6654.0   6664.0  ...   622492.93   6566.0      6664.0       PX
117  PX512  20250930   6638.0   6638.0  ...   270854.29   6558.0      6650.0       PX
118  PX601  20250930   6612.0   6632.0  ...   135776.97   6562.0      6640.0       PX
119  PX602  20250930   6642.0   6642.0  ...    16461.99   6570.0      6648.0       PX
120  PX603  20250930   6622.0   6622.0  ...        6.58   6584.0      6634.0       PX
121  PX604  20250930   6620.0   6620.0  ...        3.31   6620.0      6620.0       PX
122  PX605  20250930   6626.0   6646.0  ...     1102.30   6602.0      6670.0       PX
123  PX606  20250930   6600.0   6600.0  ...        3.30   6600.0      6656.0       PX
124  PX607  20250930      0.0      0.0  ...        0.00   6636.0      6646.0       PX
125  PX608  20250930      0.0      0.0  ...        0.00   6644.0      6686.0       PX
126  PX609  20250930   6578.0   6578.0  ...        3.29   6578.0      6714.0       PX
127  RI511  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250930   2480.0   2497.0  ...     8139.49   2490.0      2472.0       RM
134  RM601  20250930   2422.0   2440.0  ...   528254.87   2427.0      2413.0       RM
135  RM603  20250930   2337.0   2351.0  ...     5692.14   2339.0      2338.0       RM
136  RM605  20250930   2325.0   2334.0  ...    74064.09   2325.0      2328.0       RM
137  RM607  20250930   2316.0   2325.0  ...     4560.66   2316.0      2319.0       RM
138  RM608  20250930   2420.0   2425.0  ...      210.34   2418.0      2419.0       RM
139  RM609  20250930   2410.0   2415.0  ...     1103.17   2409.0      2408.0       RM
140  RS511  20250930   5283.0   5309.0  ...       73.95   5282.0      5318.0       RS
141  RS607  20250930   5597.0   5597.0  ...       11.19   5597.0      5568.0       RS
142  RS608  20250930   5530.0   5530.0  ...       11.04   5520.0      5565.0       RS
143  RS609  20250930   5587.0   5587.0  ...       11.12   5561.0      5561.0       RS
144  SA510  20250930   1190.0   1197.0  ...    10378.71   1184.0      1201.0       SA
145  SA511  20250930   1204.0   1211.0  ...   303831.37   1200.0      1209.0       SA
146  SA512  20250930   1268.0   1274.0  ...   226952.20   1263.0      1272.0       SA
147  SA601  20250930   1276.0   1285.0  ...  1993194.14   1272.0      1284.0       SA
148  SA602  20250930   1308.0   1315.0  ...   125572.31   1306.0      1311.0       SA
149  SA603  20250930   1314.0   1322.0  ...     5678.87   1310.0      1322.0       SA
150  SA604  20250930   1361.0   1365.0  ...     3056.60   1356.0      1365.0       SA
151  SA605  20250930   1363.0   1373.0  ...    76670.24   1363.0      1373.0       SA
152  SA606  20250930   1384.0   1389.0  ...      540.73   1379.0      1389.0       SA
153  SA607  20250930   1387.0   1390.0  ...     1188.55   1379.0      1391.0       SA
154  SA608  20250930   1420.0   1427.0  ...      416.61   1417.0      1428.0       SA
155  SA609  20250930   1428.0   1434.0  ...     2912.70   1424.0      1434.0       SA
156  SF510  20250930   5426.0   5438.0  ...     2701.47   5356.0      5402.0       SF
157  SF511  20250930   5610.0   5640.0  ...   531899.90   5534.0      5590.0       SF
158  SF512  20250930   5530.0   5610.0  ...   112661.52   5506.0      5574.0       SF
159  SF601  20250930   5586.0   5600.0  ...   210276.13   5504.0      5558.0       SF
160  SF602  20250930   5524.0   5540.0  ...    25776.54   5462.0      5524.0       SF
161  SF603  20250930   5654.0   5672.0  ...      273.31   5636.0      5704.0       SF
162  SF604  20250930   5622.0   5622.0  ...        2.81   5622.0      5708.0       SF
163  SF605  20250930   5684.0   5684.0  ...     4323.82   5608.0      5684.0       SF
164  SF606  20250930   5602.0   5612.0  ...      145.05   5580.0      5644.0       SF
165  SF607  20250930   5760.0   5776.0  ...      103.36   5742.0      5802.0       SF
166  SF608  20250930   5734.0   5734.0  ...        8.60   5734.0      5774.0       SF
167  SF609  20250930   5728.0   5728.0  ...       17.14   5714.0      5760.0       SF
168  SH510  20250930   2449.0   2510.0  ...    10358.01   2484.0      2453.0       SH
169  SH511  20250930   2479.0   2504.0  ...   281768.52   2484.0      2479.0       SH
170  SH512  20250930   2517.0   2541.0  ...   140798.43   2525.0      2519.0       SH
171  SH601  20250930   2511.0   2531.0  ...  1314763.35   2515.0      2513.0       SH
172  SH602  20250930   2535.0   2558.0  ...    44008.96   2545.0      2539.0       SH
173  SH603  20250930   2545.0   2568.0  ...     3457.96   2561.0      2553.0       SH
174  SH604  20250930   2590.0   2610.0  ...      202.95   2602.0      2597.0       SH
175  SH605  20250930   2603.0   2619.0  ...    10852.91   2606.0      2604.0       SH
176  SH606  20250930   2608.0   2634.0  ...      118.25   2628.0      2609.0       SH
177  SH607  20250930   2604.0   2629.0  ...       47.15   2619.0      2604.0       SH
178  SH608  20250930   2616.0   2641.0  ...       78.94   2631.0      2627.0       SH
179  SH609  20250930   2650.0   2650.0  ...       39.68   2645.0      2644.0       SH
180  SM510  20250930   5690.0   5690.0  ...     1942.24   5646.0      5684.0       SM
181  SM511  20250930   5790.0   5818.0  ...   228078.39   5750.0      5786.0       SM
182  SM512  20250930   5808.0   5820.0  ...    94951.87   5752.0      5802.0       SM
183  SM601  20250930   5818.0   5832.0  ...   508647.04   5768.0      5802.0       SM
184  SM602  20250930   5812.0   5840.0  ...   119190.72   5776.0      5812.0       SM
185  SM603  20250930   5832.0   5832.0  ...     1241.10   5786.0      5832.0       SM
186  SM604  20250930   5780.0   5800.0  ...       11.58   5790.0      5874.0       SM
187  SM605  20250930   5852.0   5858.0  ...    18042.19   5808.0      5838.0       SM
188  SM606  20250930   5808.0   5824.0  ...       17.44   5814.0      5840.0       SM
189  SM607  20250930   5824.0   5838.0  ...       43.67   5824.0      5864.0       SM
190  SM608  20250930      0.0      0.0  ...        0.00   5848.0      5880.0       SM
191  SM609  20250930   5870.0   5890.0  ...     2567.40   5842.0      5868.0       SM
192  SR511  20250930   5502.0   5544.0  ...   176512.48   5527.0      5519.0       SR
193  SR601  20250930   5478.0   5504.0  ...   860048.13   5490.0      5489.0       SR
194  SR603  20250930   5464.0   5484.0  ...     2586.40   5468.0      5473.0       SR
195  SR605  20250930   5434.0   5463.0  ...    60961.36   5450.0      5448.0       SR
196  SR607  20250930   5443.0   5456.0  ...     3895.77   5441.0      5447.0       SR
197  SR609  20250930   5436.0   5457.0  ...     4317.42   5444.0      5449.0       SR
198  TA510  20250930   4606.0   4606.0  ...    25830.06   4544.0      4606.0       TA
199  TA511  20250930   4612.0   4620.0  ...   275267.45   4574.0      4626.0       TA
200  TA512  20250930   4630.0   4632.0  ...   146981.18   4584.0      4638.0       TA
201  TA601  20250930   4642.0   4644.0  ...  1365439.97   4598.0      4650.0       TA
202  TA602  20250930   4658.0   4658.0  ...    42887.93   4604.0      4664.0       TA
203  TA603  20250930   4664.0   4664.0  ...      429.84   4622.0      4676.0       TA
204  TA604  20250930   4626.0   4632.0  ...       20.80   4624.0      4662.0       TA
205  TA605  20250930   4690.0   4690.0  ...    47284.05   4640.0      4694.0       TA
206  TA606  20250930      0.0      0.0  ...        0.00   4652.0      4696.0       TA
207  TA607  20250930   4652.0   4652.0  ...        2.33   4652.0      4704.0       TA
208  TA608  20250930      0.0      0.0  ...        0.00   4690.0      4718.0       TA
209  TA609  20250930   4710.0   4716.0  ...      388.39   4680.0      4740.0       TA
210  UR510  20250930   1541.0   1564.0  ...     3756.60   1543.0      1541.0       UR
211  UR511  20250930   1636.0   1648.0  ...    55295.79   1639.0      1632.0       UR
212  UR512  20250930   1649.0   1661.0  ...    18717.68   1651.0      1646.0       UR
213  UR601  20250930   1660.0   1674.0  ...   333509.96   1666.0      1657.0       UR
214  UR602  20250930   1670.0   1684.0  ...      277.77   1673.0      1663.0       UR
215  UR603  20250930   1728.0   1728.0  ...       85.71   1714.0      1710.0       UR
216  UR604  20250930   1713.0   1716.0  ...       44.57   1714.0      1708.0       UR
217  UR605  20250930   1712.0   1723.0  ...    18807.02   1715.0      1708.0       UR
218  UR606  20250930   1715.0   1721.0  ...      113.28   1716.0      1709.0       UR
219  UR607  20250930   1743.0   1743.0  ...        3.49   1743.0      1743.0       UR
220  UR608  20250930   1728.0   1742.0  ...       13.90   1737.0      1737.0       UR
221  UR609  20250930   1737.0   1742.0  ...      236.18   1737.0      1730.0       UR
222  WH511  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:26:37,077 - future_1d - INFO - ak.get_czce_daily('2025-09-30') done
2025-10-10 16:26:38,842 - future_1d - INFO - save future_daily 2025-09-30 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251009  7445.000  ...  7531.400    7394.200       IC
1   IC2511  20251009  7381.800  ...  7471.600    7332.800       IC
2   IC2512  20251009  7330.000  ...  7432.800    7288.800       IC
3   IC2603  20251009  7180.000  ...  7272.200    7115.800       IC
4   IF2510  20251009  4655.000  ...  4712.000    4637.200       IF
5   IF2511  20251009  4649.600  ...  4703.200    4627.400       IF
6   IF2512  20251009  4639.000  ...  4694.400    4621.200       IF
7   IF2603  20251009  4617.000  ...  4672.600    4596.200       IF
8   IH2510  20251009  3000.000  ...  3022.800    2988.600       IH
9   IH2511  20251009  3001.000  ...  3022.200    2987.000       IH
10  IH2512  20251009  2996.000  ...  3024.200    2988.600       IH
11  IH2603  20251009  3001.200  ...  3023.800    2989.400       IH
12  IM2510  20251009  7599.600  ...  7618.800    7556.400       IM
13  IM2511  20251009  7521.800  ...  7539.400    7484.200       IM
14  IM2512  20251009  7444.000  ...  7467.800    7408.400       IM
15  IM2603  20251009  7220.000  ...  7248.800    7184.200       IM
16   T2512  20251009   107.855  ...   108.050     107.885        T
17   T2603  20251009   107.525  ...   107.730     107.565        T
18   T2606  20251009   107.465  ...   107.615     107.465        T
19  TF2512  20251009   105.600  ...   105.750     105.655       TF
20  TF2603  20251009   105.500  ...   105.610     105.525       TF
21  TF2606  20251009   105.425  ...   105.625     105.575       TF
22  TL2512  20251009   113.800  ...   114.530     114.000       TL
23  TL2603  20251009   113.650  ...   114.180     113.660       TL
24  TL2606  20251009   113.600  ...   114.140     113.640       TL
25  TS2512  20251009   102.360  ...   102.410     102.374       TS
26  TS2603  20251009   102.280  ...   102.304     102.282       TS
27  TS2606  20251009   102.350  ...   102.356     102.322       TS

[28 rows x 12 columns]
2025-10-10 16:26:44,808 - future_1d - INFO - ak.get_cffex_daily('2025-10-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251009   470.9   472.5  ...   2084237.8   468.7      480.5      SC
1       SC2512  20251009     472   474.9  ...  1261843.21   471.4        482      SC
2       SC2601  20251009   474.1   474.2  ...   524626.75   471.2      481.6      SC
3       SC2602  20251009   472.9   473.3  ...    28075.25   470.2      481.1      SC
4       SC2603  20251009   472.1     473  ...    15122.65   469.6      480.5      SC
5       SC2604  20251009     471   472.7  ...     6857.14   469.6      480.4      SC
6       SC2605  20251009   478.1   478.1  ...     5740.53   470.5      482.3      SC
7       SC2606  20251009   466.2   472.1  ...     18476.2   468.9      479.5      SC
8       SC2607  20251009     477     477  ...      282.52   470.8      478.7      SC
9       SC2608  20251009   469.5   471.3  ...      469.55   469.5      477.6      SC
10      SC2609  20251009   466.2   471.1  ...     1222.99   470.3      478.3      SC
11      SC2610  20251009                  ...           0     471      478.3      SC
12      SC2612  20251009   465.3   465.3  ...      185.52   463.8      473.7      SC
13      SC2703  20251009                  ...           0     472      472.1      SC
14      SC2706  20251009                  ...           0   469.9        473      SC
15      SC2709  20251009                  ...           0   469.4      476.2      SC
16      SC2712  20251009                  ...           0   465.9        474      SC
17      SC2803  20251009     458     458  ...        91.6     458      475.1      SC
18      SC2806  20251009   458.7     460  ...     1001.62   455.2      465.8      SC
19      SC2809  20251009     459     459  ...       91.64   458.2      465.9      SC
21      LU2511  20251009    3328    3360  ...  100605.809    3329       3402      LU
22      LU2512  20251009    3349    3360  ...  156925.469    3342       3417      LU
23      LU2601  20251009    3346    3346  ...   81003.807    3326       3398      LU
24      LU2602  20251009    3329    3332  ...    3315.233    3318       3400      LU
25      LU2603  20251009    3377    3377  ...     379.372    3327       3375      LU
26      LU2604  20251009    3299    3305  ...        29.7    3300       3371      LU
27      LU2605  20251009    3255    3301  ...      16.394    3278       3358      LU
28      LU2606  20251009    3284    3298  ...      13.156    3289       3361      LU
29      LU2607  20251009    3278    3284  ...      16.383    3276       3353      LU
30      LU2608  20251009    3270    3273  ...      13.085    3271       3329      LU
31      LU2609  20251009    3280    3280  ...      29.407    3267       3317      LU
32      LU2610  20251009                  ...           0    3267       3317      LU
34      NR2510  20251009   11360   12380  ...      855.45   12220      12200      NR
35      NR2511  20251009   12200   12490  ...    862883.4   12385      12240      NR
36      NR2512  20251009   12200   12485  ...  445589.105   12385      12255      NR
37      NR2601  20251009   12200   12490  ...  207180.275   12410      12285      NR
38      NR2602  20251009   12320   12435  ...    8979.275   12400      12260      NR
39      NR2603  20251009   12230   12415  ...    5179.585   12390      12280      NR
40      NR2604  20251009   12395   12555  ...    4139.045   12390      12285      NR
41      NR2605  20251009   12490   12490  ...      745.74   12425      12350      NR
42      NR2606  20251009   12475   12520  ...       87.31   12470      12415      NR
43      NR2607  20251009   12550   12550  ...       50.15   12535      12535      NR
44      NR2608  20251009   12585   12585  ...      75.445   12570      12555      NR
45      NR2609  20251009                  ...           0   12510      12510      NR
47      BC2510  20251009   76000   76200  ...       570.5   76060      73830      BC
48      BC2511  20251009   75270   77440  ...   327729.33   76560      74070      BC
49      BC2512  20251009   76140   77490  ...    17526.86   76870      74340      BC
50      BC2601  20251009                  ...           0   76900      73700      BC
51      BC2602  20251009                  ...           0   76900      73700      BC
52      BC2603  20251009   77440   77500  ...       77.47   77470      74550      BC
53      BC2604  20251009                  ...           0   77000      73400      BC
54      BC2605  20251009                  ...           0   75900      72900      BC
55      BC2606  20251009                  ...           0   75880      72960      BC
56      BC2607  20251009                  ...           0   75800      72900      BC
57      BC2608  20251009                  ...           0   75800      73280      BC
58      BC2609  20251009                  ...           0   75710      73400      BC
60      EC2510  20251009    1100    1135  ...   86570.306  1112.5     1122.1      EC
61      EC2512  20251009    1672  1711.5  ...  336268.582  1620.2     1719.1      EC
62      EC2602  20251009    1400    1550  ...  90221.1205  1410.9     1628.2      EC
63      EC2604  20251009    1100    1150  ...   36389.341  1108.4     1243.6      EC
64      EC2606  20251009  1243.2  1349.9  ...   6408.4725  1294.6     1445.6      EC
65      EC2608  20251009    1400    1459  ...    4600.576  1415.5     1595.7      EC
68  SC_TAS2511  20251009                  ...                                 SC_TAS
69  SC_TAS2512  20251009                  ...                                 SC_TAS
70  SC_TAS2601  20251009                  ...                                 SC_TAS
71  SC_TAS2602  20251009                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-10 16:26:44,871 - future_1d - INFO - ak.get_ine_daily('2025-10-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251009  ...   86040      83220      CU
1        1      CU2511  20251009  ...   85910      83260      CU
2        2      CU2512  20251009  ...   85940      83250      CU
3        3      CU2601  20251009  ...   85900      83220      CU
4        4      CU2602  20251009  ...   85730      83200      CU
5        5      CU2603  20251009  ...   85740      83150      CU
6        6      CU2604  20251009  ...   86060      83070      CU
7        7      CU2605  20251009  ...   85860      83010      CU
8        8      CU2606  20251009  ...   85890      82870      CU
9        9      CU2607  20251009  ...   85640      82910      CU
10      10      CU2608  20251009  ...   85310      82750      CU
11      11      CU2609  20251009  ...   85410      82840      CU
12      12      BC2510  20251009  ...   76060      73830      BC
13      13      BC2511  20251009  ...   76560      74070      BC
14      14      BC2512  20251009  ...   76870      74340      BC
15      15      BC2601  20251009  ...   76900      73700      BC
16      16      BC2602  20251009  ...   76900      73700      BC
17      17      BC2603  20251009  ...   77470      74550      BC
18      18      BC2604  20251009  ...   77000      73400      BC
19      19      BC2605  20251009  ...   75900      72900      BC
20      20      BC2606  20251009  ...   75880      72960      BC
21      21      BC2607  20251009  ...   75800      72900      BC
22      22      BC2608  20251009  ...   75800      73280      BC
23      23      BC2609  20251009  ...   75710      73400      BC
24      24      AL2510  20251009  ...   21030      20745      AL
25      25      AL2511  20251009  ...   21005      20755      AL
26      26      AL2512  20251009  ...   21010      20755      AL
27      27      AL2601  20251009  ...   21010      20760      AL
28      28      AL2602  20251009  ...   21005      20755      AL
29      29      AL2603  20251009  ...   21005      20775      AL
30      30      AL2604  20251009  ...   21030      20820      AL
31      31      AL2605  20251009  ...   21055      20830      AL
32      32      AL2606  20251009  ...   21035      20840      AL
33      33      AL2607  20251009  ...   21070      20825      AL
34      34      AL2608  20251009  ...   21060      20825      AL
35      35      AL2609  20251009  ...   21060      20810      AL
36      36      ZN2510  20251009  ...   22165      21870      ZN
37      37      ZN2511  20251009  ...   22200      21935      ZN
38      38      ZN2512  20251009  ...   22230      21950      ZN
39      39      ZN2601  20251009  ...   22240      21985      ZN
40      40      ZN2602  20251009  ...   22290      22010      ZN
41      41      ZN2603  20251009  ...   22340      22020      ZN
42      42      ZN2604  20251009  ...   22375      22055      ZN
43      43      ZN2605  20251009  ...   22415      22125      ZN
44      44      ZN2606  20251009  ...   22425      22170      ZN
45      45      ZN2607  20251009  ...   22460      22170      ZN
46      46      ZN2608  20251009  ...   22435      22175      ZN
47      47      ZN2609  20251009  ...   22475      22245      ZN
48      48      PB2510  20251009  ...   17025      16895      PB
49      49      PB2511  20251009  ...   17040      16930      PB
50      50      PB2512  20251009  ...   17075      16955      PB
51      51      PB2601  20251009  ...   17095      16970      PB
52      52      PB2602  20251009  ...   16990      16970      PB
53      53      PB2603  20251009  ...   17205      16985      PB
54      54      PB2604  20251009  ...   17170      17015      PB
55      55      PB2605  20251009  ...   17195      17025      PB
56      56      PB2606  20251009  ...   17165      17020      PB
57      57      PB2607  20251009  ...   17020      17020      PB
58      58      PB2608  20251009  ...   17255      17030      PB
59      59      PB2609  20251009  ...   17285      17050      PB
60      60      NI2510  20251009  ...  122090     121200      NI
61      61      NI2511  20251009  ...  123120     121580      NI
62      62      NI2512  20251009  ...  123310     121720      NI
63      63      NI2601  20251009  ...  123530     121920      NI
64      64      NI2602  20251009  ...  123470     121980      NI
65      65      NI2603  20251009  ...  124010     122290      NI
66      66      NI2604  20251009  ...  124320     122630      NI
67      67      NI2605  20251009  ...  124550     122780      NI
68      68      NI2606  20251009  ...  124900     122720      NI
69      69      NI2607  20251009  ...  124850     123310      NI
70      70      NI2608  20251009  ...  125590     123760      NI
71      71      NI2609  20251009  ...  125660     124310      NI
72      72      SN2510  20251009  ...  284870     278060      SN
73      73      SN2511  20251009  ...  285070     278760      SN
74      74      SN2512  20251009  ...  285420     278700      SN
75      75      SN2601  20251009  ...  285490     278760      SN
76      76      SN2602  20251009  ...  285460     278620      SN
77      77      SN2603  20251009  ...  285280     278480      SN
78      78      SN2604  20251009  ...  284800     279250      SN
79      79      SN2605  20251009  ...  285020     277730      SN
80      80      SN2606  20251009  ...  285390     277860      SN
81      81      SN2607  20251009  ...  284640     278390      SN
82      82      SN2608  20251009  ...  285520     279230      SN
83      83      SN2609  20251009  ...  287820     279080      SN
84      84      AO2510  20251009  ...    2818       2835      AO
85      85      AO2511  20251009  ...    2844       2854      AO
86      86      AO2512  20251009  ...    2860       2868      AO
87      87      AO2601  20251009  ...    2871       2883      AO
88      88      AO2602  20251009  ...    2882       2897      AO
89      89      AO2603  20251009  ...    2949       2966      AO
90      90      AO2604  20251009  ...    2958       2967      AO
91      91      AO2605  20251009  ...    2965       2974      AO
92      92      AO2606  20251009  ...    2972       2980      AO
93      93      AO2607  20251009  ...    2978       2987      AO
94      94      AO2608  20251009  ...    2987       3002      AO
95      95      AO2609  20251009  ...    3000       3017      AO
96      96      AD2511  20251009  ...   20485      20250      AD
97      97      AD2512  20251009  ...   20535      20290      AD
98      98      AD2601  20251009  ...   20610      20330      AD
99      99      AD2602  20251009  ...   20620      20350      AD
100    100      AD2603  20251009  ...   20325      20325      AD
101    101      AD2604  20251009  ...   20360      20310      AD
102    102      AD2605  20251009  ...   20550      20310      AD
103    103      AD2606  20251009  ...   20365      20325      AD
104    104      AD2607  20251009  ...   20510      20510      AD
105    105      AD2608  20251009  ...   20495      20515      AD
106    106      AD2609  20251009  ...   20335      20335      AD
107    107      AU2510  20251009  ...  912.68     870.54      AU
108    108      AU2511  20251009  ...  912.92     871.26      AU
109    109      AU2512  20251009  ...  912.96      872.3      AU
110    110      AU2602  20251009  ...  915.62     875.08      AU
111    111      AU2604  20251009  ...  917.54     876.98      AU
112    112      AU2606  20251009  ...  918.92     879.94      AU
113    113      AU2608  20251009  ...  921.98     880.24      AU
114    114      AU2610  20251009  ...   924.9      885.3      AU
115    115      AG2510  20251009  ...   11193      10901      AG
116    116      AG2511  20251009  ...   11192      10916      AG
117    117      AG2512  20251009  ...   11209      10926      AG
118    118      AG2601  20251009  ...   11217      10935      AG
119    119      AG2602  20251009  ...   11235      10953      AG
120    120      AG2603  20251009  ...   11249      10957      AG
121    121      AG2604  20251009  ...   11256      10964      AG
122    122      AG2605  20251009  ...   11266      10989      AG
123    123      AG2606  20251009  ...   11255      10993      AG
124    124      AG2607  20251009  ...   11284      11015      AG
125    125      AG2608  20251009  ...   11293      11009      AG
126    126      AG2609  20251009  ...   11305      11036      AG
127    127      RB2510  20251009  ...    2998       3001      RB
128    128      RB2511  20251009  ...    3019       3021      RB
129    129      RB2512  20251009  ...    3070       3074      RB
130    130      RB2601  20251009  ...    3087       3090      RB
131    131      RB2602  20251009  ...    3093       3095      RB
132    132      RB2603  20251009  ...    3109       3106      RB
133    133      RB2604  20251009  ...    3131       3130      RB
134    134      RB2605  20251009  ...    3145       3144      RB
135    135      RB2606  20251009  ...    3158       3159      RB
136    136      RB2607  20251009  ...    3175       3177      RB
137    137      RB2608  20251009  ...    3180       3175      RB
138    138      RB2609  20251009  ...    3189       3186      RB
139    139      WR2510  20251009  ...    3069       3069      WR
140    140      WR2511  20251009  ...    3270       3300      WR
141    141      WR2512  20251009  ...    3309       3309      WR
142    142      WR2601  20251009  ...    3320       3307      WR
143    143      WR2602  20251009  ...    3301       3301      WR
144    144      WR2603  20251009  ...    3329       3329      WR
145    145      WR2604  20251009  ...    3339       3339      WR
146    146      WR2605  20251009  ...    3279       3248      WR
147    147      WR2606  20251009  ...    3356       3296      WR
148    148      WR2607  20251009  ...    3390       3390      WR
149    149      WR2608  20251009  ...    3431       3408      WR
150    150      WR2609  20251009  ...    3430       3430      WR
151    151      HC2510  20251009  ...    3352       3380      HC
152    152      HC2511  20251009  ...    3306       3329      HC
153    153      HC2512  20251009  ...    3300       3300      HC
154    154      HC2601  20251009  ...    3273       3274      HC
155    155      HC2602  20251009  ...    3272       3270      HC
156    156      HC2603  20251009  ...    3281       3279      HC
157    157      HC2604  20251009  ...    3286       3279      HC
158    158      HC2605  20251009  ...    3281       3276      HC
159    159      HC2606  20251009  ...    3286       3274      HC
160    160      HC2607  20251009  ...    3294       3291      HC
161    161      HC2608  20251009  ...    3298       3293      HC
162    162      HC2609  20251009  ...    3301       3306      HC
163    163      SS2510  20251009  ...   12600      12650      SS
164    164      SS2511  20251009  ...   12800      12785      SS
165    165      SS2512  20251009  ...   12820      12800      SS
166    166      SS2601  20251009  ...   12890      12865      SS
167    167      SS2602  20251009  ...   12925      12915      SS
168    168      SS2603  20251009  ...   13050      13025      SS
169    169      SS2604  20251009  ...   13115      13105      SS
170    170      SS2605  20251009  ...   13195      13160      SS
171    171      SS2606  20251009  ...   13290      13230      SS
172    172      SS2607  20251009  ...   13320      13280      SS
173    173      SS2608  20251009  ...   13375      13340      SS
174    174      SS2609  20251009  ...   13410      13385      SS
175    175      SC2511  20251009  ...   468.7      480.5      SC
176    176      SC2512  20251009  ...   471.4        482      SC
177    177      SC2601  20251009  ...   471.2      481.6      SC
178    178      SC2602  20251009  ...   470.2      481.1      SC
179    179      SC2603  20251009  ...   469.6      480.5      SC
180    180      SC2604  20251009  ...   469.6      480.4      SC
181    181      SC2605  20251009  ...   470.5      482.3      SC
182    182      SC2606  20251009  ...   468.9      479.5      SC
183    183      SC2607  20251009  ...   470.8      478.7      SC
184    184      SC2608  20251009  ...   469.5      477.6      SC
185    185      SC2609  20251009  ...   470.3      478.3      SC
186    186      SC2610  20251009  ...     471      478.3      SC
187    187      SC2612  20251009  ...   463.8      473.7      SC
188    188      SC2703  20251009  ...     472      472.1      SC
189    189      SC2706  20251009  ...   469.9        473      SC
190    190      SC2709  20251009  ...   469.4      476.2      SC
191    191      SC2712  20251009  ...   465.9        474      SC
192    192      SC2803  20251009  ...     458      475.1      SC
193    193      SC2806  20251009  ...   455.2      465.8      SC
194    194      SC2809  20251009  ...   458.2      465.9      SC
195    195      LU2511  20251009  ...    3329       3402      LU
196    196      LU2512  20251009  ...    3342       3417      LU
197    197      LU2601  20251009  ...    3326       3398      LU
198    198      LU2602  20251009  ...    3318       3400      LU
199    199      LU2603  20251009  ...    3327       3375      LU
200    200      LU2604  20251009  ...    3300       3371      LU
201    201      LU2605  20251009  ...    3278       3358      LU
202    202      LU2606  20251009  ...    3289       3361      LU
203    203      LU2607  20251009  ...    3276       3353      LU
204    204      LU2608  20251009  ...    3271       3329      LU
205    205      LU2609  20251009  ...    3267       3317      LU
206    206      LU2610  20251009  ...    3267       3317      LU
207    207      FU2511  20251009  ...    2935       2995      FU
208    208      FU2512  20251009  ...    2851       2911      FU
209    209      FU2601  20251009  ...    2813       2870      FU
210    210      FU2602  20251009  ...    2786       2846      FU
211    211      FU2603  20251009  ...    2780       2833      FU
212    212      FU2604  20251009  ...    2773       2822      FU
213    213      FU2605  20251009  ...    2761       2807      FU
214    214      FU2606  20251009  ...    2752       2791      FU
215    215      FU2607  20251009  ...    2727       2764      FU
216    216      FU2608  20251009  ...    2702       2732      FU
217    217      FU2609  20251009  ...    2691       2718      FU
218    218      FU2610  20251009  ...    2686       2718      FU
219    219      BU2510  20251009  ...    3470       3444      BU
220    220      BU2511  20251009  ...    3376       3427      BU
221    221      BU2512  20251009  ...    3327       3378      BU
222    222      BU2601  20251009  ...    3307       3359      BU
223    223      BU2602  20251009  ...    3314       3366      BU
224    224      BU2603  20251009  ...    3323       3365      BU
225    225      BU2604  20251009  ...    3319       3368      BU
226    226      BU2605  20251009  ...    3328       3374      BU
227    227      BU2606  20251009  ...    3328       3369      BU
228    228      BU2607  20251009  ...    3331       3381      BU
229    229      BU2608  20251009  ...    3356       3378      BU
230    230      BU2609  20251009  ...    3316       3368      BU
231    231      BU2612  20251009  ...    3270       3308      BU
232    232      BU2703  20251009  ...    3276       3311      BU
233    233      BU2706  20251009  ...    3282       3306      BU
234    234      BU2709  20251009  ...    3300       3299      BU
235    235      BR2510  20251009  ...   11310      11230      BR
236    236      BR2511  20251009  ...   11260      11175      BR
237    237      BR2512  20251009  ...   11235      11165      BR
238    238      BR2601  20251009  ...   11225      11165      BR
239    239      BR2602  20251009  ...   11245      11170      BR
240    240      BR2603  20251009  ...   11265      11170      BR
241    241      BR2604  20251009  ...   11195      11175      BR
242    242      BR2605  20251009  ...   11295      11235      BR
243    243      BR2606  20251009  ...   11345      11270      BR
244    244      BR2607  20251009  ...   11415      11375      BR
245    245      BR2608  20251009  ...   11460      11410      BR
246    246      BR2609  20251009  ...   11505      11355      BR
247    247      RU2510  20251009  ...   14535      14265      RU
248    248      RU2511  20251009  ...   14485      14365      RU
249    249      RU2601  20251009  ...   15325      15180      RU
250    250      RU2603  20251009  ...   15345      15155      RU
251    251      RU2604  20251009  ...   15290      15150      RU
252    252      RU2605  20251009  ...   15290      15165      RU
253    253      RU2606  20251009  ...   15270      15175      RU
254    254      RU2607  20251009  ...   15370      15150      RU
255    255      RU2608  20251009  ...   15300      15095      RU
256    256      RU2609  20251009  ...   15315      15145      RU
257    257      NR2510  20251009  ...   12220      12200      NR
258    258      NR2511  20251009  ...   12385      12240      NR
259    259      NR2512  20251009  ...   12385      12255      NR
260    260      NR2601  20251009  ...   12410      12285      NR
261    261      NR2602  20251009  ...   12400      12260      NR
262    262      NR2603  20251009  ...   12390      12280      NR
263    263      NR2604  20251009  ...   12390      12285      NR
264    264      NR2605  20251009  ...   12425      12350      NR
265    265      NR2606  20251009  ...   12470      12415      NR
266    266      NR2607  20251009  ...   12535      12535      NR
267    267      NR2608  20251009  ...   12570      12555      NR
268    268      NR2609  20251009  ...   12510      12510      NR
269    269      SP2510  20251009  ...    4808       4808      SP
270    270      SP2511  20251009  ...    4812       4856      SP
271    271      SP2512  20251009  ...    4832       4874      SP
272    272      SP2601  20251009  ...    5108       5142      SP
273    273      SP2602  20251009  ...    5114       5140      SP
274    274      SP2603  20251009  ...    5130       5160      SP
275    275      SP2604  20251009  ...    5140       5168      SP
276    276      SP2605  20251009  ...    5150       5182      SP
277    277      SP2606  20251009  ...    5182       5198      SP
278    278      SP2607  20251009  ...    5170       5194      SP
279    279      SP2608  20251009  ...    5192       5212      SP
280    280      SP2609  20251009  ...    5178       5212      SP
281    281      OP2601  20251009  ...    4214       4232      OP
282    282      OP2602  20251009  ...    4224       4218      OP
283    283      OP2603  20251009  ...    4222       4258      OP
284    284      OP2604  20251009  ...    4268       4276      OP
285    285      OP2605  20251009  ...    4266       4266      OP
286    286      OP2606  20251009  ...    4234       4236      OP
287    287      OP2607  20251009  ...    4238       4238      OP
288    288      OP2608  20251009  ...    4248       4238      OP
289    289      OP2609  20251009  ...    4266       4330      OP
290    290      EC2510  20251009  ...  1112.5     1122.1      EC
291    291      EC2512  20251009  ...  1620.2     1719.1      EC
292    292      EC2602  20251009  ...  1410.9     1628.2      EC
293    293      EC2604  20251009  ...  1108.4     1243.6      EC
294    294      EC2606  20251009  ...  1294.6     1445.6      EC
295    295      EC2608  20251009  ...  1415.5     1595.7      EC
296    296  SC_TAS2511  20251009  ...                     SC_TAS
297    297  SC_TAS2512  20251009  ...                     SC_TAS
298    298  SC_TAS2601  20251009  ...                     SC_TAS
299    299  SC_TAS2602  20251009  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-10 16:26:44,974 - future_1d - INFO - ak.get_shfe_daily('2025-10-09') done
     symbol      date     open  ...   settle  pre_settle  variety
0     a2511  20251009   3930.0  ...   3960.0     3929.00        A
1     a2601  20251009   3910.0  ...   3948.0     3903.00        A
2     a2603  20251009   3915.0  ...   3947.0     3903.00        A
3     a2605  20251009   3960.0  ...   3977.0     3935.00        A
4     a2607  20251009   3942.0  ...   3973.0     3933.00        A
5     a2609  20251009   3944.0  ...   3973.0     3938.00        A
6     b2510  20251009   3630.0  ...   3648.0     3607.00        B
7     b2511  20251009   3632.0  ...   3633.0     3599.00        B
8     b2512  20251009   3639.0  ...   3647.0     3615.00        B
9     b2601  20251009   3651.0  ...   3647.0     3616.00        B
10    b2602  20251009   3642.0  ...   3655.0     3630.00        B
11    b2603  20251009   3617.0  ...   3621.0     3589.00        B
12    b2604  20251009   3517.0  ...   3521.0     3491.00        B
13    b2605  20251009   3437.0  ...   3450.0     3425.00        B
14    b2606  20251009   3420.0  ...   3423.0     3395.00        B
15    b2607  20251009   3425.0  ...   3427.0     3396.00        B
16    b2608  20251009   3515.0  ...   3520.0     3497.00        B
17    b2609  20251009   3531.0  ...   3553.0     3520.00        B
18   bb2511  20251009    141.9  ...    141.6      141.90       BB
19   bb2601  20251009    146.8  ...    147.0      146.90       BB
20   bb2603  20251009    147.3  ...    147.1      147.05       BB
21   bb2605  20251009    146.6  ...    146.8      141.70       BB
22   bb2607  20251009      0.0  ...    151.7      146.45       BB
23   bb2609  20251009      0.0  ...    151.7      146.45       BB
24   bz2603  20251009   5731.0  ...   5732.0     5801.00       BZ
25   bz2604  20251009   5705.0  ...   5696.0     5779.00       BZ
26   bz2605  20251009   5723.0  ...   5683.0     5808.00       BZ
27   bz2606  20251009   5685.0  ...   5672.0     5878.00       BZ
28   bz2607  20251009   5697.0  ...   5681.0     5874.00       BZ
29   bz2608  20251009   5657.0  ...   5657.0     5836.00       BZ
30   bz2609  20251009      0.0  ...   5874.0     5884.00       BZ
31    c2511  20251009   2120.0  ...   2136.0     2147.00        C
32    c2601  20251009   2118.0  ...   2122.0     2128.00        C
33    c2603  20251009   2138.0  ...   2135.0     2141.00        C
34    c2605  20251009   2185.0  ...   2197.0     2198.00        C
35    c2607  20251009   2214.0  ...   2210.0     2210.00        C
36    c2609  20251009   2230.0  ...   2226.0     2226.00        C
37   cs2511  20251009   2450.0  ...   2438.0     2470.00       CS
38   cs2601  20251009   2448.0  ...   2440.0     2452.00       CS
39   cs2603  20251009   2450.0  ...   2448.0     2456.00       CS
40   cs2605  20251009   2530.0  ...   2535.0     2539.00       CS
41   cs2607  20251009   2536.0  ...   2541.0     2544.00       CS
42   cs2609  20251009   2581.0  ...   2577.0     2582.00       CS
43   eb2510  20251009   6734.0  ...   6705.0     6763.00       EB
44   eb2511  20251009   6828.0  ...   6787.0     6838.00       EB
45   eb2512  20251009   6808.0  ...   6801.0     6848.00       EB
46   eb2601  20251009   6859.0  ...   6825.0     6874.00       EB
47   eb2602  20251009   6901.0  ...   6864.0     6914.00       EB
48   eb2603  20251009   6945.0  ...   6906.0     6980.00       EB
49   eb2604  20251009   6979.0  ...   6946.0     6997.00       EB
50   eb2605  20251009   7003.0  ...   6975.0     6998.00       EB
51   eb2606  20251009   6969.0  ...   6980.0     7024.00       EB
52   eb2607  20251009   6959.0  ...   6959.0     7027.00       EB
53   eb2608  20251009   6985.0  ...   6997.0     7064.00       EB
54   eb2609  20251009   7018.0  ...   7018.0     7037.00       EB
55   eg2510  20251009   4211.0  ...   4173.0     4246.00       EG
56   eg2511  20251009   4190.0  ...   4156.0     4197.00       EG
57   eg2512  20251009   4158.0  ...   4134.0     4194.00       EG
58   eg2601  20251009   4200.0  ...   4145.0     4200.00       EG
59   eg2602  20251009   4173.0  ...   4143.0     4213.00       EG
60   eg2603  20251009   4208.0  ...   4181.0     4219.00       EG
61   eg2604  20251009   4222.0  ...   4197.0     4257.00       EG
62   eg2605  20251009   4290.0  ...   4224.0     4268.00       EG
63   eg2606  20251009   4225.0  ...   4225.0     4268.00       EG
64   eg2607  20251009      0.0  ...   4300.0     4300.00       EG
65   eg2608  20251009      0.0  ...   4285.0     4345.00       EG
66   eg2609  20251009   4259.0  ...   4259.0     4315.00       EG
67   fb2510  20251009   1256.0  ...   1252.0     1269.00       FB
68   fb2511  20251009   1259.5  ...   1265.5     1251.00       FB
69   fb2512  20251009   1250.0  ...   1257.0     1247.50       FB
70   fb2601  20251009   1255.0  ...   1260.0     1251.50       FB
71   fb2602  20251009   1259.5  ...   1264.5     1253.00       FB
72   fb2603  20251009   1250.0  ...   1256.0     1240.00       FB
73   fb2604  20251009   1273.0  ...   1270.5     1272.50       FB
74   fb2605  20251009      0.0  ...   1299.0     1299.00       FB
75   fb2606  20251009      0.0  ...   1276.5     1276.50       FB
76   fb2607  20251009      0.0  ...   1302.5     1302.50       FB
77   fb2608  20251009      0.0  ...   1308.0     1308.00       FB
78   fb2609  20251009      0.0  ...   1296.0     1296.00       FB
79    i2510  20251009    795.0  ...    802.0      799.50        I
80    i2511  20251009    805.0  ...    804.0      799.50        I
81    i2512  20251009    791.0  ...    797.0      792.50        I
82    i2601  20251009    782.0  ...    787.0      783.00        I
83    i2602  20251009    774.5  ...    783.0      778.00        I
84    i2603  20251009    771.0  ...    777.0      773.00        I
85    i2604  20251009    765.5  ...    775.0      769.00        I
86    i2605  20251009    762.5  ...    765.5      761.50        I
87    i2606  20251009    751.5  ...    761.0      756.50        I
88    i2607  20251009    747.0  ...    757.0      752.00        I
89    i2608  20251009    742.0  ...    752.5      747.50        I
90    i2609  20251009    742.0  ...    745.5      741.50        I
91    j2510  20251009   1550.0  ...   1600.5     1587.00        J
92    j2511  20251009   1569.0  ...   1580.0     1589.50        J
93    j2512  20251009   1602.5  ...   1611.0     1622.00        J
94    j2601  20251009   1626.0  ...   1636.0     1645.50        J
95    j2602  20251009   1666.5  ...   1669.5     1676.50        J
96    j2603  20251009      0.0  ...   1698.0     1698.00        J
97    j2604  20251009      0.0  ...   1766.0     1766.00        J
98    j2605  20251009   1774.0  ...   1787.0     1790.50        J
99    j2606  20251009      0.0  ...   1817.0     1817.00        J
100   j2607  20251009      0.0  ...   1833.5     1833.50        J
101   j2608  20251009      0.0  ...   1853.5     1853.50        J
102   j2609  20251009   1862.0  ...   1879.0     1852.00        J
103  jd2510  20251009   2800.0  ...   2676.0     2911.00       JD
104  jd2511  20251009   2890.0  ...   2871.0     3018.00       JD
105  jd2512  20251009   3088.0  ...   3055.0     3180.00       JD
106  jd2601  20251009   3270.0  ...   3254.0     3353.00       JD
107  jd2602  20251009   3089.0  ...   3059.0     3105.00       JD
108  jd2603  20251009   3120.0  ...   3103.0     3125.00       JD
109  jd2604  20251009   3229.0  ...   3229.0     3247.00       JD
110  jd2605  20251009   3400.0  ...   3398.0     3399.00       JD
111  jd2606  20251009   3235.0  ...   3244.0     3236.00       JD
112  jd2607  20251009   3500.0  ...   3480.0     3481.00       JD
113  jd2608  20251009   3945.0  ...   3951.0     3935.00       JD
114  jd2609  20251009   3803.0  ...   3819.0     3809.00       JD
115  jm2510  20251009    942.5  ...    953.5      979.00       JM
116  jm2511  20251009    995.0  ...   1008.0     1009.50       JM
117  jm2512  20251009   1055.0  ...   1075.5     1071.00       JM
118  jm2601  20251009   1126.0  ...   1147.0     1146.00       JM
119  jm2602  20251009   1155.5  ...   1173.0     1172.00       JM
120  jm2603  20251009   1166.5  ...   1195.5     1188.50       JM
121  jm2604  20251009   1196.5  ...   1216.0     1205.50       JM
122  jm2605  20251009   1216.0  ...   1241.5     1231.50       JM
123  jm2606  20251009   1243.5  ...   1268.5     1238.50       JM
124  jm2607  20251009   1264.5  ...   1286.5     1256.50       JM
125  jm2608  20251009   1286.5  ...   1313.0     1278.00       JM
126  jm2609  20251009   1307.0  ...   1326.5     1308.00       JM
127   l2510  20251009   7031.0  ...   6992.0     7039.00        L
128   l2511  20251009   7079.0  ...   7039.0     7100.00        L
129   l2512  20251009   7107.0  ...   7059.0     7134.00        L
130   l2601  20251009   7145.0  ...   7073.0     7156.00        L
131   l2602  20251009   7107.0  ...   7060.0     7152.00        L
132   l2603  20251009   7089.0  ...   7071.0     7163.00        L
133   l2604  20251009   7150.0  ...   7117.0     7207.00        L
134   l2605  20251009   7182.0  ...   7106.0     7194.00        L
135   l2606  20251009   7144.0  ...   7112.0     7193.00        L
136   l2607  20251009   7157.0  ...   7128.0     7212.00        L
137   l2608  20251009   7167.0  ...   7146.0     7235.00        L
138   l2609  20251009   7169.0  ...   7150.0     7217.00        L
139  lg2511  20251009    820.0  ...    826.5      820.00       LG
140  lg2601  20251009    824.5  ...    823.5      824.50       LG
141  lg2603  20251009    832.0  ...    829.5      830.00       LG
142  lg2605  20251009    830.0  ...    830.0      830.50       LG
143  lg2607  20251009    830.5  ...    831.5      831.00       LG
144  lg2609  20251009    833.5  ...    830.5      834.00       LG
145  lh2511  20251009  11710.0  ...  11695.0    12320.00       LH
146  lh2601  20251009  12335.0  ...  12235.0    12750.00       LH
147  lh2603  20251009  12100.0  ...  12035.0    12395.00       LH
148  lh2605  20251009  12500.0  ...  12480.0    12820.00       LH
149  lh2607  20251009  13200.0  ...  13180.0    13430.00       LH
150  lh2609  20251009  13800.0  ...  13850.0    13995.00       LH
151   m2511  20251009   2926.0  ...   2909.0     2907.00        M
152   m2512  20251009   2959.0  ...   2947.0     2945.00        M
153   m2601  20251009   2950.0  ...   2934.0     2933.00        M
154   m2603  20251009   2845.0  ...   2899.0     2900.00        M
155   m2605  20251009   2751.0  ...   2751.0     2741.00        M
156   m2607  20251009   2725.0  ...   2733.0     2725.00        M
157   m2608  20251009   2853.0  ...   2854.0     2846.00        M
158   m2609  20251009   2860.0  ...   2858.0     2850.00        M
159   p2510  20251009   9388.0  ...   9422.0     9058.00        P
160   p2511  20251009   9388.0  ...   9416.0     9142.00        P
161   p2512  20251009   9412.0  ...   9476.0     9156.00        P
162   p2601  20251009   9452.0  ...   9512.0     9190.00        P
163   p2602  20251009   9424.0  ...   9486.0     9176.00        P
164   p2603  20251009   9416.0  ...   9456.0     9152.00        P
165   p2604  20251009   9334.0  ...   9374.0     9076.00        P
166   p2605  20251009   9250.0  ...   9298.0     9004.00        P
167   p2606  20251009   9152.0  ...   9200.0     8978.00        P
168   p2607  20251009   8958.0  ...   9068.0     8796.00        P
169   p2608  20251009   8958.0  ...   8992.0     8696.00        P
170   p2609  20251009   8798.0  ...   8846.0     8618.00        P
171  pg2510  20251009   4382.0  ...   4277.0     4443.00       PG
172  pg2511  20251009   4122.0  ...   4078.0     4295.00       PG
173  pg2512  20251009   3996.0  ...   4000.0     4202.00       PG
174  pg2601  20251009   4048.0  ...   3945.0     4132.00       PG
175  pg2602  20251009   3998.0  ...   3883.0     4064.00       PG
176  pg2603  20251009   3898.0  ...   3822.0     3981.00       PG
177  pg2604  20251009   4244.0  ...   4215.0     4332.00       PG
178  pg2605  20251009   4108.0  ...   4128.0     4253.00       PG
179  pg2606  20251009   4103.0  ...   4075.0     4199.00       PG
180  pg2607  20251009   4018.0  ...   4005.0     4139.00       PG
181  pg2608  20251009   3995.0  ...   3955.0     4081.00       PG
182  pg2609  20251009   3919.0  ...   3919.0     4082.00       PG
183  pp2510  20251009   6655.0  ...   6642.0     6758.00       PP
184  pp2511  20251009   6752.0  ...   6684.0     6801.00       PP
185  pp2512  20251009   6774.0  ...   6719.0     6839.00       PP
186  pp2601  20251009   6800.0  ...   6750.0     6873.00       PP
187  pp2602  20251009   6824.0  ...   6743.0     6866.00       PP
188  pp2603  20251009   6782.0  ...   6736.0     6862.00       PP
189  pp2604  20251009   6808.0  ...   6759.0     6884.00       PP
190  pp2605  20251009   6874.0  ...   6801.0     6910.00       PP
191  pp2606  20251009   6827.0  ...   6759.0     6874.00       PP
192  pp2607  20251009   6802.0  ...   6747.0     6846.00       PP
193  pp2608  20251009   6822.0  ...   6794.0     6862.00       PP
194  pp2609  20251009   6858.0  ...   6835.0     6890.00       PP
195  rr2510  20251009      0.0  ...   3612.0     3612.00       RR
196  rr2511  20251009   3618.0  ...   3619.0     3616.00       RR
197  rr2512  20251009   3606.0  ...   3596.0     3604.00       RR
198  rr2601  20251009   3620.0  ...   3626.0     3624.00       RR
199  rr2602  20251009   3611.0  ...   3611.0     3614.00       RR
200  rr2603  20251009      0.0  ...   3613.0     3613.00       RR
201  rr2604  20251009      0.0  ...   3621.0     3621.00       RR
202  rr2605  20251009      0.0  ...   3609.0     3607.00       RR
203  rr2606  20251009      0.0  ...   3608.0     3608.00       RR
204  rr2607  20251009      0.0  ...   3609.0     3609.00       RR
205  rr2608  20251009      0.0  ...   3614.0     3614.00       RR
206  rr2609  20251009      0.0  ...   3630.0     3630.00       RR
207   v2510  20251009   4697.0  ...   4634.0     4733.00        V
208   v2511  20251009   4738.0  ...   4667.0     4770.00        V
209   v2512  20251009   4784.0  ...   4704.0     4807.00        V
210   v2601  20251009   4825.0  ...   4755.0     4858.00        V
211   v2602  20251009   4866.0  ...   4805.0     4903.00        V
212   v2603  20251009   4900.0  ...   4839.0     4928.00        V
213   v2604  20251009   5089.0  ...   5049.0     5137.00        V
214   v2605  20251009   5152.0  ...   5085.0     5172.00        V
215   v2606  20251009   5178.0  ...   5119.0     5203.00        V
216   v2607  20251009   5176.0  ...   5153.0     5238.00        V
217   v2608  20251009   5213.0  ...   5195.0     5272.00        V
218   v2609  20251009   5293.0  ...   5231.0     5308.00        V
219   y2511  20251009   8178.0  ...   8290.0     8128.00        Y
220   y2512  20251009   8302.0  ...   8342.0     8168.00        Y
221   y2601  20251009   8212.0  ...   8294.0     8114.00        Y
222   y2603  20251009   8178.0  ...   8226.0     8066.00        Y
223   y2605  20251009   7996.0  ...   8044.0     7876.00        Y
224   y2607  20251009   7950.0  ...   7978.0     7844.00        Y
225   y2608  20251009   7932.0  ...   7988.0     7830.00        Y
226   y2609  20251009   7868.0  ...   7954.0     7816.00        Y

[227 rows x 12 columns]
2025-10-10 16:28:52,953 - future_1d - INFO - ak.get_dce_daily('2025-10-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251009  50845.0  ...  50760.0     50845.0       PS
1   PS2511  20251009  51280.0  ...  50185.0     50765.0       PS
2   PS2512  20251009  53900.0  ...  52860.0     53270.0       PS
3   PS2601  20251009  53610.0  ...  52695.0     52955.0       PS
4   PS2602  20251009  53630.0  ...  52535.0     52730.0       PS
5   PS2603  20251009  53475.0  ...  52620.0     52665.0       PS
6   PS2604  20251009  53320.0  ...  52550.0     52665.0       PS
7   PS2605  20251009  53150.0  ...  52570.0     52670.0       PS
8   PS2606  20251009  55075.0  ...  54535.0     54735.0       PS
9   PS2607  20251009  55150.0  ...  54430.0     54590.0       PS
10  PS2608  20251009  54620.0  ...  54115.0     54375.0       PS
11  PS2609  20251009  53925.0  ...  54065.0     54400.0       PS
13  SI2510  20251009   8610.0  ...   8640.0      8660.0       SI
14  SI2511  20251009   8650.0  ...   8645.0      8665.0       SI
15  SI2512  20251009   9000.0  ...   9035.0      9050.0       SI
16  SI2601  20251009   8980.0  ...   8985.0      9000.0       SI
17  SI2602  20251009   9005.0  ...   8990.0      9005.0       SI
18  SI2603  20251009   9035.0  ...   8975.0      9020.0       SI
19  SI2604  20251009   8990.0  ...   9000.0      9030.0       SI
20  SI2605  20251009   9100.0  ...   9020.0      9035.0       SI
21  SI2606  20251009   9035.0  ...   9020.0      9050.0       SI
22  SI2607  20251009   9050.0  ...   9055.0      9060.0       SI
23  SI2608  20251009   8990.0  ...   9040.0      9085.0       SI
24  SI2609  20251009   9045.0  ...   9060.0      9085.0       SI
27  LC2510  20251009  72000.0  ...  73040.0     73340.0       LC
28  LC2511  20251009  73200.0  ...  73700.0     73140.0       LC
29  LC2512  20251009  73880.0  ...  73780.0     73220.0       LC
30  LC2601  20251009  73500.0  ...  73640.0     73160.0       LC
31  LC2602  20251009  72960.0  ...  73320.0     72800.0       LC
32  LC2603  20251009  72960.0  ...  73400.0     72800.0       LC
33  LC2604  20251009  73700.0  ...  73820.0     73200.0       LC
34  LC2605  20251009  73460.0  ...  73740.0     73280.0       LC
35  LC2606  20251009  73140.0  ...  73720.0     73100.0       LC
36  LC2607  20251009  73100.0  ...  73600.0     72960.0       LC
37  LC2608  20251009  73200.0  ...  73720.0     73120.0       LC
38  LC2609  20251009  73640.0  ...  73720.0     73100.0       LC

[36 rows x 12 columns]
2025-10-10 16:28:53,073 - future_1d - INFO - ak.get_gfex_daily('2025-10-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251009   9180.0   9180.0  ...      606.76   9056.0      8739.0       AP
1    AP511  20251009   8609.0   8772.0  ...    24312.56   8692.0      8550.0       AP
2    AP512  20251009   8568.0   8758.0  ...     4491.72   8655.0      8535.0       AP
3    AP601  20251009   8700.0   8818.0  ...  1078250.16   8691.0      8577.0       AP
4    AP603  20251009   8503.0   8637.0  ...     3828.77   8527.0      8413.0       AP
5    AP604  20251009   8499.0   8623.0  ...     1124.27   8517.0      8390.0       AP
6    AP605  20251009   8551.0   8654.0  ...    31815.85   8564.0      8429.0       AP
7    CF511  20251009  13165.0  13320.0  ...   101359.17  13255.0     13225.0       CF
8    CF601  20251009  13180.0  13345.0  ...  1670284.31  13290.0     13245.0       CF
9    CF603  20251009  13205.0  13345.0  ...   120491.38  13295.0     13235.0       CF
10   CF605  20251009  13240.0  13390.0  ...   319097.65  13330.0     13265.0       CF
11   CF607  20251009  13300.0  13400.0  ...     1389.53  13360.0     13280.0       CF
12   CF609  20251009  13480.0  13560.0  ...     2601.35  13515.0     13440.0       CF
13   CJ512  20251009  10720.0  10935.0  ...     3592.80  10805.0     10715.0       CJ
14   CJ601  20251009  10880.0  11030.0  ...   903134.86  10895.0     10790.0       CJ
15   CJ603  20251009  10835.0  10975.0  ...    17725.72  10845.0     10725.0       CJ
16   CJ605  20251009  10965.0  11090.0  ...   181938.29  10955.0     10835.0       CJ
17   CJ607  20251009  11045.0  11150.0  ...     2912.65  11035.0     10900.0       CJ
18   CJ609  20251009  11145.0  11260.0  ...     1434.59  11165.0     11025.0       CJ
19   CY510  20251009      0.0      0.0  ...        0.00  19480.0     19465.0       CY
20   CY511  20251009  19385.0  19550.0  ...    27406.98  19470.0     19395.0       CY
21   CY512  20251009      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251009  19380.0  19480.0  ...    39105.58  19380.0     19365.0       CY
23   CY602  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251009  19450.0  19450.0  ...        9.73  19450.0     19730.0       CY
25   CY604  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251009      0.0      0.0  ...        0.00  19475.0     19455.0       CY
27   CY606  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251009      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251009  19200.0  20090.0  ...       38.67  19335.0     19550.0       CY
30   CY609  20251009      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251009   1108.0   1108.0  ...      376.47   1101.0      1108.0       FG
32   FG511  20251009   1110.0   1119.0  ...    97334.72   1107.0      1112.0       FG
33   FG512  20251009   1219.0   1236.0  ...    43972.59   1220.0      1232.0       FG
34   FG601  20251009   1217.0   1233.0  ...  3527665.61   1215.0      1230.0       FG
35   FG602  20251009   1274.0   1285.0  ...    30274.50   1272.0      1286.0       FG
36   FG603  20251009   1274.0   1288.0  ...    25672.64   1276.0      1286.0       FG
37   FG604  20251009   1330.0   1348.0  ...      582.20   1335.0      1347.0       FG
38   FG605  20251009   1322.0   1346.0  ...   139714.63   1334.0      1344.0       FG
39   FG606  20251009   1372.0   1375.0  ...     3235.23   1369.0      1380.0       FG
40   FG607  20251009   1354.0   1367.0  ...     2229.94   1356.0      1372.0       FG
41   FG608  20251009   1409.0   1412.0  ...     1360.40   1400.0      1413.0       FG
42   FG609  20251009   1401.0   1415.0  ...     4759.90   1403.0      1414.0       FG
43   JR511  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251009   2246.0   2246.0  ...      830.10   2202.0      2254.0       MA
52   MA511  20251009   2263.0   2269.0  ...    38230.47   2245.0      2285.0       MA
53   MA512  20251009   2298.0   2307.0  ...    31495.53   2276.0      2322.0       MA
54   MA601  20251009   2321.0   2326.0  ...  1253950.85   2298.0      2340.0       MA
55   MA602  20251009   2352.0   2360.0  ...    31262.55   2325.0      2369.0       MA
56   MA603  20251009   2367.0   2378.0  ...    21746.04   2350.0      2383.0       MA
57   MA604  20251009   2372.0   2372.0  ...       87.32   2360.0      2379.0       MA
58   MA605  20251009   2366.0   2372.0  ...   156632.54   2355.0      2373.0       MA
59   MA606  20251009   2367.0   2367.0  ...        9.43   2358.0      2381.0       MA
60   MA607  20251009   2351.0   2351.0  ...       42.05   2336.0      2352.0       MA
61   MA608  20251009   2359.0   2360.0  ...       35.18   2345.0      2356.0       MA
62   MA609  20251009   2331.0   2342.0  ...     2443.41   2325.0      2335.0       MA
63   OI511  20251009  10221.0  10427.0  ...   213930.04  10352.0     10215.0       OI
64   OI601  20251009  10160.0  10266.0  ...  2140115.76  10197.0     10046.0       OI
65   OI603  20251009   9914.0  10032.0  ...   131943.23   9966.0      9827.0       OI
66   OI605  20251009   9619.0   9749.0  ...   128642.37   9683.0      9522.0       OI
67   OI607  20251009   9571.0   9653.0  ...      509.51   9613.0      9474.0       OI
68   OI609  20251009   9500.0   9596.0  ...      763.74   9547.0      9416.0       OI
69   PF510  20251009   6254.0   6304.0  ...       71.88   6250.0      6266.0       PF
70   PF511  20251009   6272.0   6310.0  ...   329022.26   6274.0      6274.0       PF
71   PF512  20251009   6236.0   6250.0  ...   204278.61   6214.0      6240.0       PF
72   PF601  20251009   6272.0   6294.0  ...    63811.44   6258.0      6282.0       PF
73   PF602  20251009   6272.0   6288.0  ...    46188.89   6236.0      6274.0       PF
74   PF603  20251009   6268.0   6268.0  ...    11140.43   6232.0      6294.0       PF
75   PF604  20251009   6312.0   6312.0  ...       15.72   6288.0      6346.0       PF
76   PF605  20251009   6332.0   6344.0  ...       85.11   6304.0      6352.0       PF
77   PF606  20251009   6340.0   6340.0  ...        6.34   6336.0      6362.0       PF
78   PF607  20251009   6330.0   6330.0  ...        3.17   6330.0      6400.0       PF
79   PF608  20251009      0.0      0.0  ...        0.00   6376.0      6418.0       PF
80   PF609  20251009      0.0      0.0  ...        0.00   6390.0      6404.0       PF
81   PK510  20251009   7452.0   7630.0  ...      312.42   7620.0      7688.0       PK
82   PK511  20251009   7828.0   7828.0  ...   332275.29   7712.0      7770.0       PK
83   PK512  20251009   7794.0   7806.0  ...    95956.90   7704.0      7768.0       PK
84   PK601  20251009   7800.0   7802.0  ...   127887.54   7748.0      7782.0       PK
85   PK603  20251009   7810.0   7822.0  ...     9684.64   7782.0      7802.0       PK
86   PK604  20251009   7824.0   7856.0  ...      826.21   7832.0      7816.0       PK
87   PK605  20251009   7850.0   7874.0  ...    10360.89   7840.0      7822.0       PK
88   PL601  20251009   6329.0   6329.0  ...    57138.73   6219.0      6343.0       PL
89   PL602  20251009   6284.0   6284.0  ...      350.16   6253.0      6382.0       PL
90   PL603  20251009   6268.0   6268.0  ...       25.03   6257.0      6387.0       PL
91   PL604  20251009      0.0      0.0  ...        0.00   6363.0      6363.0       PL
92   PL605  20251009   6268.0   6268.0  ...      223.77   6216.0      6331.0       PL
93   PL606  20251009   6290.0   6290.0  ...       12.58   6290.0      6378.0       PL
94   PL607  20251009   6213.0   6320.0  ...       25.07   6267.0      6334.0       PL
95   PL608  20251009      0.0      0.0  ...        0.00   6433.0      6440.0       PL
96   PL609  20251009      0.0      0.0  ...        0.00   6346.0      6490.0       PL
97   PM511  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251009   5758.0   5758.0  ...       17.21   5738.0      5792.0       PR
104  PR511  20251009   5750.0   5774.0  ...   125201.90   5736.0      5754.0       PR
105  PR512  20251009   5738.0   5758.0  ...   171325.02   5726.0      5754.0       PR
106  PR601  20251009   5730.0   5750.0  ...   114113.86   5714.0      5748.0       PR
107  PR602  20251009   5782.0   5782.0  ...     6054.90   5750.0      5782.0       PR
108  PR603  20251009   5786.0   5806.0  ...      207.66   5768.0      5794.0       PR
109  PR604  20251009   5818.0   5852.0  ...      174.10   5804.0      5830.0       PR
110  PR605  20251009   5866.0   5898.0  ...      191.64   5808.0      5864.0       PR
111  PR606  20251009   5816.0   5872.0  ...       17.53   5844.0      5902.0       PR
112  PR607  20251009   5908.0   5908.0  ...       35.03   5840.0      5904.0       PR
113  PR608  20251009   5770.0   5770.0  ...        8.66   5770.0      5906.0       PR
114  PR609  20251009      0.0      0.0  ...        0.00   5870.0      5904.0       PR
115  PX510  20251009   6620.0   6620.0  ...       51.66   6458.0      6620.0       PX
116  PX511  20251009   6556.0   6598.0  ...   349672.10   6528.0      6566.0       PX
117  PX512  20251009   6540.0   6574.0  ...   115972.60   6518.0      6558.0       PX
118  PX601  20251009   6530.0   6568.0  ...   177334.52   6522.0      6562.0       PX
119  PX602  20251009   6566.0   6578.0  ...    68287.39   6524.0      6570.0       PX
120  PX603  20251009   6532.0   6576.0  ...    50412.89   6516.0      6584.0       PX
121  PX604  20251009   6492.0   6562.0  ...        6.53   6528.0      6620.0       PX
122  PX605  20251009   6576.0   6592.0  ...     1929.84   6542.0      6602.0       PX
123  PX606  20251009      0.0      0.0  ...        0.00   6600.0      6600.0       PX
124  PX607  20251009   6622.0   6622.0  ...        3.31   6622.0      6636.0       PX
125  PX608  20251009      0.0      0.0  ...        0.00   6624.0      6644.0       PX
126  PX609  20251009   6526.0   6600.0  ...        9.86   6574.0      6578.0       PX
127  RI511  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251009   2510.0   2516.0  ...    14228.89   2491.0      2490.0       RM
134  RM601  20251009   2441.0   2455.0  ...   501267.72   2429.0      2427.0       RM
135  RM603  20251009   2333.0   2350.0  ...     4343.72   2339.0      2339.0       RM
136  RM605  20251009   2332.0   2340.0  ...    72033.98   2330.0      2325.0       RM
137  RM607  20251009   2322.0   2329.0  ...     3089.16   2321.0      2316.0       RM
138  RM608  20251009   2423.0   2430.0  ...      198.73   2424.0      2418.0       RM
139  RM609  20251009   2415.0   2420.0  ...     1357.93   2412.0      2409.0       RM
140  RS511  20251009   5250.0   5250.0  ...       47.00   5223.0      5282.0       RS
141  RS607  20251009      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251009      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251009      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251009   1171.0   1172.0  ...     3552.39   1163.0      1184.0       SA
145  SA511  20251009   1194.0   1196.0  ...   105802.19   1181.0      1200.0       SA
146  SA512  20251009   1247.0   1257.0  ...   117157.00   1240.0      1263.0       SA
147  SA601  20251009   1256.0   1268.0  ...  1891876.84   1251.0      1272.0       SA
148  SA602  20251009   1294.0   1304.0  ...   102481.15   1288.0      1306.0       SA
149  SA603  20251009   1297.0   1308.0  ...    84438.50   1293.0      1310.0       SA
150  SA604  20251009   1343.0   1353.0  ...     4001.08   1335.0      1356.0       SA
151  SA605  20251009   1346.0   1360.0  ...   122538.83   1343.0      1363.0       SA
152  SA606  20251009   1374.0   1376.0  ...      762.44   1361.0      1379.0       SA
153  SA607  20251009   1372.0   1378.0  ...     1276.17   1363.0      1379.0       SA
154  SA608  20251009   1413.0   1413.0  ...      880.30   1402.0      1417.0       SA
155  SA609  20251009   1415.0   1421.0  ...     3530.95   1407.0      1424.0       SA
156  SF510  20251009   5270.0   5318.0  ...      887.01   5312.0      5356.0       SF
157  SF511  20251009   5502.0   5510.0  ...   358884.87   5472.0      5534.0       SF
158  SF512  20251009   5470.0   5490.0  ...    80190.55   5448.0      5506.0       SF
159  SF601  20251009   5478.0   5480.0  ...   161858.23   5448.0      5504.0       SF
160  SF602  20251009   5436.0   5452.0  ...    36060.99   5404.0      5462.0       SF
161  SF603  20251009   5604.0   5614.0  ...    24688.94   5580.0      5636.0       SF
162  SF604  20251009   5600.0   5600.0  ...       13.97   5588.0      5622.0       SF
163  SF605  20251009   5598.0   5600.0  ...     3126.79   5564.0      5608.0       SF
164  SF606  20251009   5540.0   5566.0  ...       66.40   5534.0      5580.0       SF
165  SF607  20251009   5700.0   5710.0  ...       37.03   5698.0      5742.0       SF
166  SF608  20251009   5682.0   5682.0  ...        2.84   5682.0      5734.0       SF
167  SF609  20251009   5668.0   5688.0  ...       25.53   5674.0      5714.0       SF
168  SH510  20251009   2465.0   2466.0  ...     1370.59   2443.0      2484.0       SH
169  SH511  20251009   2480.0   2487.0  ...   349904.04   2433.0      2484.0       SH
170  SH512  20251009   2525.0   2533.0  ...   126039.38   2479.0      2525.0       SH
171  SH601  20251009   2520.0   2526.0  ...  2154307.81   2469.0      2515.0       SH
172  SH602  20251009   2551.0   2551.0  ...   142219.27   2503.0      2545.0       SH
173  SH603  20251009   2495.0   2550.0  ...   110848.97   2513.0      2561.0       SH
174  SH604  20251009   2571.0   2574.0  ...      299.24   2558.0      2602.0       SH
175  SH605  20251009   2615.0   2615.0  ...    17219.13   2564.0      2606.0       SH
176  SH606  20251009   2595.0   2604.0  ...      325.22   2581.0      2628.0       SH
177  SH607  20251009   2590.0   2605.0  ...      154.16   2569.0      2619.0       SH
178  SH608  20251009   2593.0   2629.0  ...      171.00   2591.0      2631.0       SH
179  SH609  20251009   2638.0   2638.0  ...      148.57   2606.0      2645.0       SH
180  SM510  20251009      0.0      0.0  ...        0.00   5646.0      5646.0       SM
181  SM511  20251009   5772.0   5772.0  ...    40594.04   5746.0      5750.0       SM
182  SM512  20251009   5758.0   5772.0  ...    77416.62   5748.0      5752.0       SM
183  SM601  20251009   5766.0   5778.0  ...   441308.37   5756.0      5768.0       SM
184  SM602  20251009   5776.0   5786.0  ...   209724.76   5760.0      5776.0       SM
185  SM603  20251009   5786.0   5800.0  ...   227429.72   5774.0      5786.0       SM
186  SM604  20251009   5794.0   5794.0  ...        2.90   5794.0      5790.0       SM
187  SM605  20251009   5796.0   5816.0  ...    15813.80   5796.0      5808.0       SM
188  SM606  20251009   5782.0   5816.0  ...        8.69   5796.0      5814.0       SM
189  SM607  20251009   5796.0   5832.0  ...        8.71   5810.0      5824.0       SM
190  SM608  20251009      0.0      0.0  ...        0.00   5848.0      5848.0       SM
191  SM609  20251009   5826.0   5850.0  ...     1463.12   5842.0      5842.0       SM
192  SR511  20251009   5527.0   5578.0  ...    57161.25   5552.0      5527.0       SR
193  SR601  20251009   5498.0   5542.0  ...  1084646.31   5517.0      5490.0       SR
194  SR603  20251009   5482.0   5524.0  ...    92166.09   5507.0      5468.0       SR
195  SR605  20251009   5468.0   5502.0  ...    78376.35   5481.0      5450.0       SR
196  SR607  20251009   5460.0   5498.0  ...     3454.38   5474.0      5441.0       SR
197  SR609  20251009   5461.0   5502.0  ...     3959.40   5484.0      5444.0       SR
198  TA510  20251009   4532.0   4548.0  ...     2697.22   4514.0      4544.0       TA
199  TA511  20251009   4560.0   4580.0  ...   164194.02   4544.0      4574.0       TA
200  TA512  20251009   4572.0   4588.0  ...    88961.68   4552.0      4584.0       TA
201  TA601  20251009   4570.0   4602.0  ...  1282595.32   4564.0      4598.0       TA
202  TA602  20251009   4588.0   4610.0  ...    28680.03   4572.0      4604.0       TA
203  TA603  20251009   4598.0   4618.0  ...     9536.24   4590.0      4622.0       TA
204  TA604  20251009   4600.0   4600.0  ...       32.12   4590.0      4624.0       TA
205  TA605  20251009   4620.0   4642.0  ...    64664.27   4612.0      4640.0       TA
206  TA606  20251009      0.0      0.0  ...        0.00   4644.0      4652.0       TA
207  TA607  20251009      0.0      0.0  ...        0.00   4652.0      4652.0       TA
208  TA608  20251009   4632.0   4632.0  ...        2.32   4632.0      4690.0       TA
209  TA609  20251009   4668.0   4682.0  ...      731.37   4658.0      4680.0       TA
210  UR510  20251009   1520.0   1520.0  ...      485.01   1516.0      1543.0       UR
211  UR511  20251009   1617.0   1619.0  ...    26965.19   1593.0      1639.0       UR
212  UR512  20251009   1631.0   1634.0  ...    25588.16   1600.0      1651.0       UR
213  UR601  20251009   1648.0   1648.0  ...   821537.42   1619.0      1666.0       UR
214  UR602  20251009   1651.0   1654.0  ...    23156.99   1620.0      1673.0       UR
215  UR603  20251009   1685.0   1691.0  ...      474.75   1672.0      1714.0       UR
216  UR604  20251009   1679.0   1679.0  ...       60.18   1672.0      1714.0       UR
217  UR605  20251009   1704.0   1704.0  ...    57571.94   1681.0      1715.0       UR
218  UR606  20251009   1710.0   1710.0  ...     1116.39   1686.0      1716.0       UR
219  UR607  20251009   1737.0   1737.0  ...       92.96   1722.0      1743.0       UR
220  UR608  20251009   1735.0   1735.0  ...       65.21   1716.0      1737.0       UR
221  UR609  20251009   1720.0   1720.0  ...      689.09   1706.0      1737.0       UR
222  WH511  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:28:53,412 - future_1d - INFO - ak.get_czce_daily('2025-10-09') done
2025-10-10 16:28:55,369 - future_1d - INFO - save future_daily 2025-10-09 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251010  7491.000  ...  7389.600    7531.400       IC
1   IC2511  20251010  7439.000  ...  7320.000    7471.600       IC
2   IC2512  20251010  7398.800  ...  7272.600    7432.800       IC
3   IC2603  20251010  7230.000  ...  7109.200    7272.200       IC
4   IF2510  20251010  4673.400  ...  4615.200    4712.000       IF
5   IF2511  20251010  4673.800  ...  4603.600    4703.200       IF
6   IF2512  20251010  4664.000  ...  4593.200    4694.400       IF
7   IF2603  20251010  4647.400  ...  4571.200    4672.600       IF
8   IH2510  20251010  3002.000  ...  2974.000    3022.800       IH
9   IH2511  20251010  3004.800  ...  2973.200    3022.200       IH
10  IH2512  20251010  3010.000  ...  2973.200    3024.200       IH
11  IH2603  20251010  3008.400  ...  2972.600    3023.800       IH
12  IM2510  20251010  7579.600  ...  7519.600    7618.800       IM
13  IM2511  20251010  7508.000  ...  7427.400    7539.400       IM
14  IM2512  20251010  7415.000  ...  7346.400    7467.800       IM
15  IM2603  20251010  7207.400  ...  7127.400    7248.800       IM
16   T2512  20251010   108.075  ...   107.960     108.050        T
17   T2603  20251010   107.765  ...   107.665     107.730        T
18   T2606  20251010   107.600  ...   107.535     107.615        T
19  TF2512  20251010   105.750  ...   105.655     105.750       TF
20  TF2603  20251010   105.625  ...   105.555     105.610       TF
21  TF2606  20251010   105.660  ...   105.575     105.625       TF
22  TL2512  20251010   114.590  ...   114.020     114.530       TL
23  TL2603  20251010   114.280  ...   113.690     114.180       TL
24  TL2606  20251010   114.240  ...   113.610     114.140       TL
25  TS2512  20251010   102.410  ...   102.352     102.410       TS
26  TS2603  20251010   102.304  ...   102.264     102.304       TS
27  TS2606  20251010   102.332  ...   102.324     102.356       TS

[28 rows x 12 columns]
2025-10-10 16:29:04,348 - future_1d - INFO - ak.get_cffex_daily('2025-10-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251010     471   472.1  ...  3161391.79   466.2      468.7      SC
1       SC2512  20251010   473.9   474.5  ...  1414802.69   468.5      471.4      SC
2       SC2601  20251010     472   474.2  ...   316812.66   468.3      471.2      SC
3       SC2602  20251010   471.5   473.5  ...    41816.12   468.2      470.2      SC
4       SC2603  20251010   471.6   472.6  ...    16896.19   466.7      469.6      SC
5       SC2604  20251010   471.7   471.9  ...     6755.64   465.9      469.6      SC
6       SC2605  20251010     471   471.6  ...      7499.8   465.8      470.5      SC
7       SC2606  20251010   469.6   472.2  ...    12110.07   465.7      468.9      SC
8       SC2607  20251010   468.6   469.6  ...      234.08   468.1      470.8      SC
9       SC2608  20251010   465.3   465.7  ...      325.13   464.4      469.5      SC
10      SC2609  20251010   467.8   468.5  ...     1257.95   465.9      470.3      SC
11      SC2610  20251010                  ...           0   464.9        471      SC
12      SC2612  20251010   469.5   469.6  ...      697.54     465      463.8      SC
13      SC2703  20251010   465.5   465.5  ...      185.71   464.2        472      SC
14      SC2706  20251010                  ...           0     466      469.9      SC
15      SC2709  20251010   468.3   468.3  ...      277.98   463.3      469.4      SC
16      SC2712  20251010                  ...           0   461.8      465.9      SC
17      SC2803  20251010                  ...           0     458        458      SC
18      SC2806  20251010     456   458.2  ...     1096.03   456.6      455.2      SC
19      SC2809  20251010   456.9     460  ...     1465.01   457.8      458.2      SC
21      LU2511  20251010    3374    3378  ...   76172.122    3327       3329      LU
22      LU2512  20251010    3370    3371  ...  245365.822    3332       3342      LU
23      LU2601  20251010    3330    3353  ...   87812.969    3313       3326      LU
24      LU2602  20251010    3329    3341  ...    5574.851    3304       3318      LU
25      LU2603  20251010    3317    3336  ...     574.808    3303       3327      LU
26      LU2604  20251010    3282    3282  ...      13.109    3277       3300      LU
27      LU2605  20251010    3295    3295  ...      16.432    3286       3278      LU
28      LU2606  20251010    3277    3277  ...      26.046    3255       3289      LU
29      LU2607  20251010    3262    3262  ...      16.298    3259       3276      LU
30      LU2608  20251010    3260    3264  ...      39.088    3257       3271      LU
31      LU2609  20251010    3285    3285  ...     104.254    3257       3267      LU
32      LU2610  20251010    3260    3267  ...       35.86    3260       3267      LU
34      NR2510  20251010   12395   12395  ...      985.15   12310      12220      NR
35      NR2511  20251010   12465   12520  ...  703184.165   12395      12385      NR
36      NR2512  20251010   12475   12510  ...  427964.625   12400      12385      NR
37      NR2601  20251010   12485   12510  ...  142685.735   12400      12410      NR
38      NR2602  20251010   12420   12475  ...     3390.01   12370      12400      NR
39      NR2603  20251010   12400   12450  ...    2801.655   12395      12390      NR
40      NR2604  20251010   12400   12420  ...     445.705   12380      12390      NR
41      NR2605  20251010   12440   12450  ...      310.28   12410      12425      NR
42      NR2606  20251010   12475   12480  ...       62.07   12410      12470      NR
43      NR2607  20251010   12490   12490  ...       12.49   12490      12535      NR
44      NR2608  20251010   12535   12535  ...      12.535   12535      12570      NR
45      NR2609  20251010                  ...           0   12510      12510      NR
47      BC2510  20251010                  ...           0   76060      76060      BC
48      BC2511  20251010   77620   78240  ...  613583.705   77210      76560      BC
49      BC2512  20251010   77520   78310  ...   51169.195   77230      76870      BC
50      BC2601  20251010   77430   77780  ...      270.04   77150      76900      BC
51      BC2602  20251010                  ...           0   76900      76900      BC
52      BC2603  20251010                  ...           0   77470      77470      BC
53      BC2604  20251010                  ...           0   77000      77000      BC
54      BC2605  20251010                  ...           0   75900      75900      BC
55      BC2606  20251010                  ...           0   75880      75880      BC
56      BC2607  20251010   77070   77300  ...    1191.175   76850      75800      BC
57      BC2608  20251010                  ...           0   75800      75800      BC
58      BC2609  20251010                  ...           0   75710      75710      BC
60      EC2510  20251010  1118.8    1138  ...  36438.1725  1125.5     1112.5      EC
61      EC2512  20251010    1670    1670  ...  252613.195  1605.1     1620.2      EC
62      EC2602  20251010    1385    1399  ...  48909.9605  1365.4     1410.9      EC
63      EC2604  20251010  1089.9  1119.9  ...   27926.309  1084.9     1108.4      EC
64      EC2606  20251010  1260.9  1290.8  ...    3233.508    1268     1294.6      EC
65      EC2608  20251010    1405    1422  ...    2824.423  1405.1     1415.5      EC
68  SC_TAS2511  20251010                  ...                                 SC_TAS
69  SC_TAS2512  20251010                  ...                                 SC_TAS
70  SC_TAS2601  20251010                  ...                                 SC_TAS
71  SC_TAS2602  20251010                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-10 16:29:04,444 - future_1d - INFO - ak.get_ine_daily('2025-10-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251010  ...   86530      86040      CU
1        1      CU2511  20251010  ...   86910      85910      CU
2        2      CU2512  20251010  ...   86910      85940      CU
3        3      CU2601  20251010  ...   86960      85900      CU
4        4      CU2602  20251010  ...   87010      85730      CU
5        5      CU2603  20251010  ...   87090      85740      CU
6        6      CU2604  20251010  ...   86700      86060      CU
7        7      CU2605  20251010  ...   86520      85860      CU
8        8      CU2606  20251010  ...   86870      85890      CU
9        9      CU2607  20251010  ...   86660      85640      CU
10      10      CU2608  20251010  ...   86640      85310      CU
11      11      CU2609  20251010  ...   86490      85410      CU
12      12      BC2510  20251010  ...   76060      76060      BC
13      13      BC2511  20251010  ...   77210      76560      BC
14      14      BC2512  20251010  ...   77230      76870      BC
15      15      BC2601  20251010  ...   77150      76900      BC
16      16      BC2602  20251010  ...   76900      76900      BC
17      17      BC2603  20251010  ...   77470      77470      BC
18      18      BC2604  20251010  ...   77000      77000      BC
19      19      BC2605  20251010  ...   75900      75900      BC
20      20      BC2606  20251010  ...   75880      75880      BC
21      21      BC2607  20251010  ...   76850      75800      BC
22      22      BC2608  20251010  ...   75800      75800      BC
23      23      BC2609  20251010  ...   75710      75710      BC
24      24      AL2510  20251010  ...   21055      21030      AL
25      25      AL2511  20251010  ...   21090      21005      AL
26      26      AL2512  20251010  ...   21090      21010      AL
27      27      AL2601  20251010  ...   21085      21010      AL
28      28      AL2602  20251010  ...   21080      21005      AL
29      29      AL2603  20251010  ...   21065      21005      AL
30      30      AL2604  20251010  ...   21100      21030      AL
31      31      AL2605  20251010  ...   21095      21055      AL
32      32      AL2606  20251010  ...   21085      21035      AL
33      33      AL2607  20251010  ...   21100      21070      AL
34      34      AL2608  20251010  ...   21100      21060      AL
35      35      AL2609  20251010  ...   21095      21060      AL
36      36      ZN2510  20251010  ...   22320      22165      ZN
37      37      ZN2511  20251010  ...   22385      22200      ZN
38      38      ZN2512  20251010  ...   22415      22230      ZN
39      39      ZN2601  20251010  ...   22450      22240      ZN
40      40      ZN2602  20251010  ...   22460      22290      ZN
41      41      ZN2603  20251010  ...   22520      22340      ZN
42      42      ZN2604  20251010  ...   22530      22375      ZN
43      43      ZN2605  20251010  ...   22580      22415      ZN
44      44      ZN2606  20251010  ...   22550      22425      ZN
45      45      ZN2607  20251010  ...   22590      22460      ZN
46      46      ZN2608  20251010  ...   22615      22435      ZN
47      47      ZN2609  20251010  ...   22600      22475      ZN
48      48      PB2510  20251010  ...   17075      17025      PB
49      49      PB2511  20251010  ...   17125      17040      PB
50      50      PB2512  20251010  ...   17145      17075      PB
51      51      PB2601  20251010  ...   17150      17095      PB
52      52      PB2602  20251010  ...   17170      16990      PB
53      53      PB2603  20251010  ...   17195      17205      PB
54      54      PB2604  20251010  ...   17185      17170      PB
55      55      PB2605  20251010  ...   17190      17195      PB
56      56      PB2606  20251010  ...   17190      17165      PB
57      57      PB2607  20251010  ...   17215      17020      PB
58      58      PB2608  20251010  ...   17230      17255      PB
59      59      PB2609  20251010  ...   17285      17285      PB
60      60      NI2510  20251010  ...  123510     122090      NI
61      61      NI2511  20251010  ...  123490     123120      NI
62      62      NI2512  20251010  ...  123650     123310      NI
63      63      NI2601  20251010  ...  124140     123530      NI
64      64      NI2602  20251010  ...  124730     123470      NI
65      65      NI2603  20251010  ...  124490     124010      NI
66      66      NI2604  20251010  ...  124710     124320      NI
67      67      NI2605  20251010  ...  124870     124550      NI
68      68      NI2606  20251010  ...  125130     124900      NI
69      69      NI2607  20251010  ...  125580     124850      NI
70      70      NI2608  20251010  ...  125770     125590      NI
71      71      NI2609  20251010  ...  125640     125660      NI
72      72      SN2510  20251010  ...  288270     284870      SN
73      73      SN2511  20251010  ...  288430     285070      SN
74      74      SN2512  20251010  ...  288660     285420      SN
75      75      SN2601  20251010  ...  288660     285490      SN
76      76      SN2602  20251010  ...  288930     285460      SN
77      77      SN2603  20251010  ...  289020     285280      SN
78      78      SN2604  20251010  ...  288650     284800      SN
79      79      SN2605  20251010  ...  288950     285020      SN
80      80      SN2606  20251010  ...  288740     285390      SN
81      81      SN2607  20251010  ...  288440     284640      SN
82      82      SN2608  20251010  ...  289090     285520      SN
83      83      SN2609  20251010  ...  287680     287820      SN
84      84      AO2510  20251010  ...    2834       2818      AO
85      85      AO2511  20251010  ...    2848       2844      AO
86      86      AO2512  20251010  ...    2871       2860      AO
87      87      AO2601  20251010  ...    2877       2871      AO
88      88      AO2602  20251010  ...    2891       2882      AO
89      89      AO2603  20251010  ...    2953       2949      AO
90      90      AO2604  20251010  ...    2966       2958      AO
91      91      AO2605  20251010  ...    2979       2965      AO
92      92      AO2606  20251010  ...    2982       2972      AO
93      93      AO2607  20251010  ...    2994       2978      AO
94      94      AO2608  20251010  ...    3004       2987      AO
95      95      AO2609  20251010  ...    3026       3000      AO
96      96      AD2511  20251010  ...   20560      20485      AD
97      97      AD2512  20251010  ...   20635      20535      AD
98      98      AD2601  20251010  ...   20655      20610      AD
99      99      AD2602  20251010  ...   20680      20620      AD
100    100      AD2603  20251010  ...   20520      20325      AD
101    101      AD2604  20251010  ...   20590      20360      AD
102    102      AD2605  20251010  ...   20610      20550      AD
103    103      AD2606  20251010  ...   20470      20365      AD
104    104      AD2607  20251010  ...   20510      20510      AD
105    105      AD2608  20251010  ...   20495      20495      AD
106    106      AD2609  20251010  ...   20670      20335      AD
107    107      AU2510  20251010  ...  909.14     912.68      AU
108    108      AU2511  20251010  ...  909.34     912.92      AU
109    109      AU2512  20251010  ...  909.44     912.96      AU
110    110      AU2602  20251010  ...  912.78     915.62      AU
111    111      AU2604  20251010  ...   915.4     917.54      AU
112    112      AU2606  20251010  ...  919.88     918.92      AU
113    113      AU2608  20251010  ...  920.88     921.98      AU
114    114      AU2610  20251010  ...   924.4      924.9      AU
115    115      AG2510  20251010  ...   11090      11193      AG
116    116      AG2511  20251010  ...   11208      11192      AG
117    117      AG2512  20251010  ...   11213      11209      AG
118    118      AG2601  20251010  ...   11236      11217      AG
119    119      AG2602  20251010  ...   11241      11235      AG
120    120      AG2603  20251010  ...   11274      11249      AG
121    121      AG2604  20251010  ...   11275      11256      AG
122    122      AG2605  20251010  ...   11290      11266      AG
123    123      AG2606  20251010  ...   11308      11255      AG
124    124      AG2607  20251010  ...   11279      11284      AG
125    125      AG2608  20251010  ...   11326      11293      AG
126    126      AG2609  20251010  ...   11320      11305      AG
127    127      RB2510  20251010  ...    3022       2998      RB
128    128      RB2511  20251010  ...    3039       3019      RB
129    129      RB2512  20251010  ...    3089       3070      RB
130    130      RB2601  20251010  ...    3107       3087      RB
131    131      RB2602  20251010  ...    3107       3093      RB
132    132      RB2603  20251010  ...    3128       3109      RB
133    133      RB2604  20251010  ...    3151       3131      RB
134    134      RB2605  20251010  ...    3166       3145      RB
135    135      RB2606  20251010  ...    3186       3158      RB
136    136      RB2607  20251010  ...    3192       3175      RB
137    137      RB2608  20251010  ...    3195       3180      RB
138    138      RB2609  20251010  ...    3203       3189      RB
139    139      WR2510  20251010  ...    3069       3069      WR
140    140      WR2511  20251010  ...    3270       3270      WR
141    141      WR2512  20251010  ...    3309       3309      WR
142    142      WR2601  20251010  ...    3416       3320      WR
143    143      WR2602  20251010  ...    3384       3301      WR
144    144      WR2603  20251010  ...    3361       3329      WR
145    145      WR2604  20251010  ...    3369       3339      WR
146    146      WR2605  20251010  ...    3385       3279      WR
147    147      WR2606  20251010  ...    3360       3356      WR
148    148      WR2607  20251010  ...    3390       3390      WR
149    149      WR2608  20251010  ...    3431       3431      WR
150    150      WR2609  20251010  ...    3430       3430      WR
151    151      HC2510  20251010  ...    3394       3352      HC
152    152      HC2511  20251010  ...    3327       3306      HC
153    153      HC2512  20251010  ...    3312       3300      HC
154    154      HC2601  20251010  ...    3290       3273      HC
155    155      HC2602  20251010  ...    3294       3272      HC
156    156      HC2603  20251010  ...    3295       3281      HC
157    157      HC2604  20251010  ...    3300       3286      HC
158    158      HC2605  20251010  ...    3299       3281      HC
159    159      HC2606  20251010  ...    3299       3286      HC
160    160      HC2607  20251010  ...    3306       3294      HC
161    161      HC2608  20251010  ...    3310       3298      HC
162    162      HC2609  20251010  ...    3319       3301      HC
163    163      SS2510  20251010  ...   12625      12600      SS
164    164      SS2511  20251010  ...   12840      12800      SS
165    165      SS2512  20251010  ...   12860      12820      SS
166    166      SS2601  20251010  ...   12935      12890      SS
167    167      SS2602  20251010  ...   12985      12925      SS
168    168      SS2603  20251010  ...   13080      13050      SS
169    169      SS2604  20251010  ...   13145      13115      SS
170    170      SS2605  20251010  ...   13235      13195      SS
171    171      SS2606  20251010  ...   13320      13290      SS
172    172      SS2607  20251010  ...   13340      13320      SS
173    173      SS2608  20251010  ...   13420      13375      SS
174    174      SS2609  20251010  ...   13465      13410      SS
175    175      SC2511  20251010  ...   466.2      468.7      SC
176    176      SC2512  20251010  ...   468.5      471.4      SC
177    177      SC2601  20251010  ...   468.3      471.2      SC
178    178      SC2602  20251010  ...   468.2      470.2      SC
179    179      SC2603  20251010  ...   466.7      469.6      SC
180    180      SC2604  20251010  ...   465.9      469.6      SC
181    181      SC2605  20251010  ...   465.8      470.5      SC
182    182      SC2606  20251010  ...   465.7      468.9      SC
183    183      SC2607  20251010  ...   468.1      470.8      SC
184    184      SC2608  20251010  ...   464.4      469.5      SC
185    185      SC2609  20251010  ...   465.9      470.3      SC
186    186      SC2610  20251010  ...   464.9        471      SC
187    187      SC2612  20251010  ...     465      463.8      SC
188    188      SC2703  20251010  ...   464.2        472      SC
189    189      SC2706  20251010  ...     466      469.9      SC
190    190      SC2709  20251010  ...   463.3      469.4      SC
191    191      SC2712  20251010  ...   461.8      465.9      SC
192    192      SC2803  20251010  ...     458        458      SC
193    193      SC2806  20251010  ...   456.6      455.2      SC
194    194      SC2809  20251010  ...   457.8      458.2      SC
195    195      LU2511  20251010  ...    3327       3329      LU
196    196      LU2512  20251010  ...    3332       3342      LU
197    197      LU2601  20251010  ...    3313       3326      LU
198    198      LU2602  20251010  ...    3304       3318      LU
199    199      LU2603  20251010  ...    3303       3327      LU
200    200      LU2604  20251010  ...    3277       3300      LU
201    201      LU2605  20251010  ...    3286       3278      LU
202    202      LU2606  20251010  ...    3255       3289      LU
203    203      LU2607  20251010  ...    3259       3276      LU
204    204      LU2608  20251010  ...    3257       3271      LU
205    205      LU2609  20251010  ...    3257       3267      LU
206    206      LU2610  20251010  ...    3260       3267      LU
207    207      FU2511  20251010  ...    2877       2935      FU
208    208      FU2512  20251010  ...    2832       2851      FU
209    209      FU2601  20251010  ...    2803       2813      FU
210    210      FU2602  20251010  ...    2779       2786      FU
211    211      FU2603  20251010  ...    2772       2780      FU
212    212      FU2604  20251010  ...    2766       2773      FU
213    213      FU2605  20251010  ...    2754       2761      FU
214    214      FU2606  20251010  ...    2749       2752      FU
215    215      FU2607  20251010  ...    2724       2727      FU
216    216      FU2608  20251010  ...    2701       2702      FU
217    217      FU2609  20251010  ...    2688       2691      FU
218    218      FU2610  20251010  ...    2678       2686      FU
219    219      BU2510  20251010  ...    3455       3470      BU
220    220      BU2511  20251010  ...    3346       3376      BU
221    221      BU2512  20251010  ...    3297       3327      BU
222    222      BU2601  20251010  ...    3278       3307      BU
223    223      BU2602  20251010  ...    3282       3314      BU
224    224      BU2603  20251010  ...    3295       3323      BU
225    225      BU2604  20251010  ...    3292       3319      BU
226    226      BU2605  20251010  ...    3309       3328      BU
227    227      BU2606  20251010  ...    3297       3328      BU
228    228      BU2607  20251010  ...    3316       3331      BU
229    229      BU2608  20251010  ...    3299       3356      BU
230    230      BU2609  20251010  ...    3283       3316      BU
231    231      BU2612  20251010  ...    3247       3270      BU
232    232      BU2703  20251010  ...    3253       3276      BU
233    233      BU2706  20251010  ...    3270       3282      BU
234    234      BU2709  20251010  ...    3272       3300      BU
235    235      BR2510  20251010  ...   11400      11310      BR
236    236      BR2511  20251010  ...   11245      11260      BR
237    237      BR2512  20251010  ...   11200      11235      BR
238    238      BR2601  20251010  ...   11200      11225      BR
239    239      BR2602  20251010  ...   11185      11245      BR
240    240      BR2603  20251010  ...   11255      11265      BR
241    241      BR2604  20251010  ...   11275      11195      BR
242    242      BR2605  20251010  ...   11245      11295      BR
243    243      BR2606  20251010  ...   11280      11345      BR
244    244      BR2607  20251010  ...   11400      11415      BR
245    245      BR2608  20251010  ...   11410      11460      BR
246    246      BR2609  20251010  ...   11485      11505      BR
247    247      RU2510  20251010  ...   14535      14535      RU
248    248      RU2511  20251010  ...   14545      14485      RU
249    249      RU2601  20251010  ...   15360      15325      RU
250    250      RU2603  20251010  ...   15310      15345      RU
251    251      RU2604  20251010  ...   15310      15290      RU
252    252      RU2605  20251010  ...   15315      15290      RU
253    253      RU2606  20251010  ...   15315      15270      RU
254    254      RU2607  20251010  ...   15400      15370      RU
255    255      RU2608  20251010  ...   15375      15300      RU
256    256      RU2609  20251010  ...   15365      15315      RU
257    257      NR2510  20251010  ...   12310      12220      NR
258    258      NR2511  20251010  ...   12395      12385      NR
259    259      NR2512  20251010  ...   12400      12385      NR
260    260      NR2601  20251010  ...   12400      12410      NR
261    261      NR2602  20251010  ...   12370      12400      NR
262    262      NR2603  20251010  ...   12395      12390      NR
263    263      NR2604  20251010  ...   12380      12390      NR
264    264      NR2605  20251010  ...   12410      12425      NR
265    265      NR2606  20251010  ...   12410      12470      NR
266    266      NR2607  20251010  ...   12490      12535      NR
267    267      NR2608  20251010  ...   12535      12570      NR
268    268      NR2609  20251010  ...   12510      12510      NR
269    269      SP2510  20251010  ...    4808       4808      SP
270    270      SP2511  20251010  ...    4816       4812      SP
271    271      SP2512  20251010  ...    4838       4832      SP
272    272      SP2601  20251010  ...    5108       5108      SP
273    273      SP2602  20251010  ...    5118       5114      SP
274    274      SP2603  20251010  ...    5128       5130      SP
275    275      SP2604  20251010  ...    5152       5140      SP
276    276      SP2605  20251010  ...    5152       5150      SP
277    277      SP2606  20251010  ...    5190       5182      SP
278    278      SP2607  20251010  ...    5172       5170      SP
279    279      SP2608  20251010  ...    5180       5192      SP
280    280      SP2609  20251010  ...    5190       5178      SP
281    281      OP2601  20251010  ...    4224       4214      OP
282    282      OP2602  20251010  ...    4234       4224      OP
283    283      OP2603  20251010  ...    4234       4222      OP
284    284      OP2604  20251010  ...    4258       4268      OP
285    285      OP2605  20251010  ...    4260       4266      OP
286    286      OP2606  20251010  ...    4234       4234      OP
287    287      OP2607  20251010  ...    4238       4238      OP
288    288      OP2608  20251010  ...    4240       4248      OP
289    289      OP2609  20251010  ...    4242       4266      OP
290    290      EC2510  20251010  ...  1125.5     1112.5      EC
291    291      EC2512  20251010  ...  1605.1     1620.2      EC
292    292      EC2602  20251010  ...  1365.4     1410.9      EC
293    293      EC2604  20251010  ...  1084.9     1108.4      EC
294    294      EC2606  20251010  ...    1268     1294.6      EC
295    295      EC2608  20251010  ...  1405.1     1415.5      EC
296    296  SC_TAS2511  20251010  ...                     SC_TAS
297    297  SC_TAS2512  20251010  ...                     SC_TAS
298    298  SC_TAS2601  20251010  ...                     SC_TAS
299    299  SC_TAS2602  20251010  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-10 16:29:04,555 - future_1d - INFO - ak.get_shfe_daily('2025-10-10') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20251010   3960.0  ...   3958.00      3960.0        A
1     a2601  20251010   3972.0  ...   3958.00      3948.0        A
2     a2603  20251010   3971.0  ...   3959.00      3947.0        A
3     a2605  20251010   4008.0  ...   3998.00      3977.0        A
4     a2607  20251010   4000.0  ...   3991.00      3973.0        A
5     a2609  20251010   4002.0  ...   3996.00      3973.0        A
6     b2510  20251010   3611.0  ...   3619.00      3648.0        B
7     b2511  20251010   3628.0  ...   3624.00      3633.0        B
8     b2512  20251010   3646.0  ...   3649.00      3647.0        B
9     b2601  20251010   3650.0  ...   3651.00      3647.0        B
10    b2602  20251010   3662.0  ...   3660.00      3655.0        B
11    b2603  20251010   3626.0  ...   3623.00      3621.0        B
12    b2604  20251010   3531.0  ...   3530.00      3521.0        B
13    b2605  20251010   3460.0  ...   3464.00      3450.0        B
14    b2606  20251010   3433.0  ...   3439.00      3423.0        B
15    b2607  20251010   3434.0  ...   3441.00      3427.0        B
16    b2608  20251010   3526.0  ...   3533.00      3520.0        B
17    b2609  20251010   3563.0  ...   3567.00      3553.0        B
18   bb2511  20251010    135.0  ...    139.40       141.6       BB
19   bb2601  20251010    148.0  ...    147.05       147.0       BB
20   bb2603  20251010    146.9  ...    147.05       147.1       BB
21   bb2605  20251010    147.5  ...    147.25       146.8       BB
22   bb2607  20251010      0.0  ...    152.15       151.7       BB
23   bb2609  20251010      0.0  ...    152.15       151.7       BB
24   bz2603  20251010   5743.0  ...   5733.00      5732.0       BZ
25   bz2604  20251010   5749.0  ...   5706.00      5696.0       BZ
26   bz2605  20251010   5770.0  ...   5731.00      5683.0       BZ
27   bz2606  20251010      0.0  ...   5672.00      5672.0       BZ
28   bz2607  20251010   5747.0  ...   5747.00      5681.0       BZ
29   bz2608  20251010   5736.0  ...   5736.00      5657.0       BZ
30   bz2609  20251010      0.0  ...   5835.00      5874.0       BZ
31    c2511  20251010   2136.0  ...   2131.00      2136.0        C
32    c2601  20251010   2125.0  ...   2125.00      2122.0        C
33    c2603  20251010   2139.0  ...   2139.00      2135.0        C
34    c2605  20251010   2201.0  ...   2202.00      2197.0        C
35    c2607  20251010   2211.0  ...   2214.00      2210.0        C
36    c2609  20251010   2228.0  ...   2228.00      2226.0        C
37   cs2511  20251010   2429.0  ...   2428.00      2438.0       CS
38   cs2601  20251010   2436.0  ...   2433.00      2440.0       CS
39   cs2603  20251010   2449.0  ...   2443.00      2448.0       CS
40   cs2605  20251010   2536.0  ...   2531.00      2535.0       CS
41   cs2607  20251010   2540.0  ...   2536.00      2541.0       CS
42   cs2609  20251010   2582.0  ...   2579.00      2577.0       CS
43   eb2510  20251010   6719.0  ...   6699.00      6705.0       EB
44   eb2511  20251010   6810.0  ...   6782.00      6787.0       EB
45   eb2512  20251010   6819.0  ...   6796.00      6801.0       EB
46   eb2601  20251010   6859.0  ...   6824.00      6825.0       EB
47   eb2602  20251010   6903.0  ...   6857.00      6864.0       EB
48   eb2603  20251010   6939.0  ...   6903.00      6906.0       EB
49   eb2604  20251010   6988.0  ...   6953.00      6946.0       EB
50   eb2605  20251010   7013.0  ...   6981.00      6975.0       EB
51   eb2606  20251010   7000.0  ...   6957.00      6980.0       EB
52   eb2607  20251010   6945.0  ...   6945.00      6959.0       EB
53   eb2608  20251010   7024.0  ...   6987.00      6997.0       EB
54   eb2609  20251010      0.0  ...   7018.00      7018.0       EB
55   eg2510  20251010   4212.0  ...   4197.00      4173.0       EG
56   eg2511  20251010   4156.0  ...   4147.00      4156.0       EG
57   eg2512  20251010   4163.0  ...   4132.00      4134.0       EG
58   eg2601  20251010   4165.0  ...   4137.00      4145.0       EG
59   eg2602  20251010   4150.0  ...   4133.00      4143.0       EG
60   eg2603  20251010   4160.0  ...   4128.00      4181.0       EG
61   eg2604  20251010   4238.0  ...   4210.00      4197.0       EG
62   eg2605  20251010   4243.0  ...   4208.00      4224.0       EG
63   eg2606  20251010   4254.0  ...   4211.00      4225.0       EG
64   eg2607  20251010   4269.0  ...   4228.00      4300.0       EG
65   eg2608  20251010   4239.0  ...   4233.00      4285.0       EG
66   eg2609  20251010   4289.0  ...   4267.00      4259.0       EG
67   fb2510  20251010      0.0  ...   1252.00      1252.0       FB
68   fb2511  20251010   1263.0  ...   1265.00      1265.5       FB
69   fb2512  20251010   1263.5  ...   1261.50      1257.0       FB
70   fb2601  20251010   1260.0  ...   1262.50      1260.0       FB
71   fb2602  20251010   1267.0  ...   1268.00      1264.5       FB
72   fb2603  20251010   1259.0  ...   1260.50      1256.0       FB
73   fb2604  20251010   1263.5  ...   1265.00      1270.5       FB
74   fb2605  20251010      0.0  ...   1299.00      1299.0       FB
75   fb2606  20251010      0.0  ...   1276.50      1276.5       FB
76   fb2607  20251010      0.0  ...   1302.50      1302.5       FB
77   fb2608  20251010      0.0  ...   1308.00      1308.0       FB
78   fb2609  20251010      0.0  ...   1296.00      1296.0       FB
79    i2510  20251010    816.0  ...    816.00       802.0        I
80    i2511  20251010    812.0  ...    811.50       804.0        I
81    i2512  20251010    804.5  ...    804.50       797.0        I
82    i2601  20251010    795.5  ...    795.50       787.0        I
83    i2602  20251010    790.5  ...    790.50       783.0        I
84    i2603  20251010    785.5  ...    786.00       777.0        I
85    i2604  20251010    781.5  ...    781.50       775.0        I
86    i2605  20251010    775.0  ...    774.50       765.5        I
87    i2606  20251010    768.5  ...    768.50       761.0        I
88    i2607  20251010    764.0  ...    763.50       757.0        I
89    i2608  20251010    759.5  ...    759.00       752.5        I
90    i2609  20251010    751.0  ...    754.00       745.5        I
91    j2510  20251010   1600.5  ...   1600.50      1600.5        J
92    j2511  20251010   1602.0  ...   1603.00      1580.0        J
93    j2512  20251010   1629.5  ...   1633.50      1611.0        J
94    j2601  20251010   1646.5  ...   1661.50      1636.0        J
95    j2602  20251010   1690.0  ...   1692.00      1669.5        J
96    j2603  20251010      0.0  ...   1707.50      1698.0        J
97    j2604  20251010   1797.5  ...   1797.50      1766.0        J
98    j2605  20251010   1810.0  ...   1813.50      1787.0        J
99    j2606  20251010   1832.5  ...   1833.50      1817.0        J
100   j2607  20251010      0.0  ...   1833.50      1833.5        J
101   j2608  20251010   1853.5  ...   1865.00      1853.5        J
102   j2609  20251010   1904.0  ...   1905.00      1879.0        J
103  jd2510  20251010   2500.0  ...   2592.00      2676.0       JD
104  jd2511  20251010   2870.0  ...   2836.00      2871.0       JD
105  jd2512  20251010   3050.0  ...   2983.00      3055.0       JD
106  jd2601  20251010   3255.0  ...   3189.00      3254.0       JD
107  jd2602  20251010   3060.0  ...   3044.00      3059.0       JD
108  jd2603  20251010   3114.0  ...   3103.00      3103.0       JD
109  jd2604  20251010   3232.0  ...   3240.00      3229.0       JD
110  jd2605  20251010   3405.0  ...   3415.00      3398.0       JD
111  jd2606  20251010   3269.0  ...   3274.00      3244.0       JD
112  jd2607  20251010   3501.0  ...   3515.00      3480.0       JD
113  jd2608  20251010   3963.0  ...   3974.00      3951.0       JD
114  jd2609  20251010   3840.0  ...   3857.00      3819.0       JD
115  jm2510  20251010    974.5  ...    968.00       953.5       JM
116  jm2511  20251010   1027.5  ...   1016.50      1008.0       JM
117  jm2512  20251010   1096.5  ...   1092.00      1075.5       JM
118  jm2601  20251010   1170.0  ...   1165.00      1147.0       JM
119  jm2602  20251010   1200.0  ...   1195.00      1173.0       JM
120  jm2603  20251010   1224.0  ...   1217.00      1195.5       JM
121  jm2604  20251010   1242.0  ...   1238.50      1216.0       JM
122  jm2605  20251010   1268.0  ...   1262.00      1241.5       JM
123  jm2606  20251010   1290.0  ...   1282.00      1268.5       JM
124  jm2607  20251010   1306.0  ...   1303.00      1286.5       JM
125  jm2608  20251010   1327.0  ...   1327.00      1313.0       JM
126  jm2609  20251010   1354.5  ...   1347.00      1326.5       JM
127   l2510  20251010   6986.0  ...   6989.00      6992.0        L
128   l2511  20251010   7018.0  ...   7032.00      7039.0        L
129   l2512  20251010   7062.0  ...   7044.00      7059.0        L
130   l2601  20251010   7075.0  ...   7052.00      7073.0        L
131   l2602  20251010   7072.0  ...   7042.00      7060.0        L
132   l2603  20251010   7084.0  ...   7057.00      7071.0        L
133   l2604  20251010   7122.0  ...   7099.00      7117.0        L
134   l2605  20251010   7115.0  ...   7084.00      7106.0        L
135   l2606  20251010   7115.0  ...   7079.00      7112.0        L
136   l2607  20251010   7145.0  ...   7106.00      7128.0        L
137   l2608  20251010   7168.0  ...   7145.00      7146.0        L
138   l2609  20251010   7164.0  ...   7134.00      7150.0        L
139  lg2511  20251010    830.0  ...    825.00       826.5       LG
140  lg2601  20251010    826.0  ...    827.50       823.5       LG
141  lg2603  20251010    833.5  ...    830.50       829.5       LG
142  lg2605  20251010    831.5  ...    832.50       830.0       LG
143  lg2607  20251010    833.0  ...    834.00       831.5       LG
144  lg2609  20251010    833.5  ...    833.00       830.5       LG
145  lh2511  20251010  11580.0  ...  11455.00     11695.0       LH
146  lh2601  20251010  12155.0  ...  12215.00     12235.0       LH
147  lh2603  20251010  11950.0  ...  11985.00     12035.0       LH
148  lh2605  20251010  12410.0  ...  12505.00     12480.0       LH
149  lh2607  20251010  13180.0  ...  13260.00     13180.0       LH
150  lh2609  20251010  13875.0  ...  13895.00     13850.0       LH
151   m2511  20251010   2907.0  ...   2897.00      2909.0        M
152   m2512  20251010   2953.0  ...   2937.00      2947.0        M
153   m2601  20251010   2938.0  ...   2924.00      2934.0        M
154   m2603  20251010   2906.0  ...   2899.00      2899.0        M
155   m2605  20251010   2750.0  ...   2755.00      2751.0        M
156   m2607  20251010   2737.0  ...   2738.00      2733.0        M
157   m2608  20251010   2856.0  ...   2863.00      2854.0        M
158   m2609  20251010   2859.0  ...   2867.00      2858.0        M
159   p2510  20251010   9408.0  ...   9416.00      9422.0        P
160   p2511  20251010   9462.0  ...   9382.00      9416.0        P
161   p2512  20251010   9512.0  ...   9444.00      9476.0        P
162   p2601  20251010   9570.0  ...   9488.00      9512.0        P
163   p2602  20251010   9558.0  ...   9472.00      9486.0        P
164   p2603  20251010   9514.0  ...   9436.00      9456.0        P
165   p2604  20251010   9446.0  ...   9384.00      9374.0        P
166   p2605  20251010   9350.0  ...   9294.00      9298.0        P
167   p2606  20251010   9260.0  ...   9200.00      9200.0        P
168   p2607  20251010   9148.0  ...   9090.00      9068.0        P
169   p2608  20251010   9014.0  ...   9038.00      8992.0        P
170   p2609  20251010   8900.0  ...   8926.00      8846.0        P
171  pg2510  20251010   4248.0  ...   4248.00      4277.0       PG
172  pg2511  20251010   4079.0  ...   4063.00      4078.0       PG
173  pg2512  20251010   3973.0  ...   3982.00      4000.0       PG
174  pg2601  20251010   3923.0  ...   3927.00      3945.0       PG
175  pg2602  20251010   3883.0  ...   3870.00      3883.0       PG
176  pg2603  20251010   3809.0  ...   3811.00      3822.0       PG
177  pg2604  20251010   4186.0  ...   4148.00      4215.0       PG
178  pg2605  20251010   4122.0  ...   4110.00      4128.0       PG
179  pg2606  20251010   4073.0  ...   4062.00      4075.0       PG
180  pg2607  20251010   4014.0  ...   4011.00      4005.0       PG
181  pg2608  20251010   3972.0  ...   3967.00      3955.0       PG
182  pg2609  20251010   3920.0  ...   3932.00      3919.0       PG
183  pp2510  20251010   6639.0  ...   6630.00      6642.0       PP
184  pp2511  20251010   6668.0  ...   6664.00      6684.0       PP
185  pp2512  20251010   6721.0  ...   6701.00      6719.0       PP
186  pp2601  20251010   6745.0  ...   6734.00      6750.0       PP
187  pp2602  20251010   6752.0  ...   6723.00      6743.0       PP
188  pp2603  20251010   6736.0  ...   6721.00      6736.0       PP
189  pp2604  20251010   6757.0  ...   6751.00      6759.0       PP
190  pp2605  20251010   6794.0  ...   6779.00      6801.0       PP
191  pp2606  20251010   6751.0  ...   6743.00      6759.0       PP
192  pp2607  20251010   6765.0  ...   6740.00      6747.0       PP
193  pp2608  20251010   6798.0  ...   6779.00      6794.0       PP
194  pp2609  20251010   6827.0  ...   6802.00      6835.0       PP
195  rr2510  20251010      0.0  ...   3612.00      3612.0       RR
196  rr2511  20251010   3624.0  ...   3627.00      3619.0       RR
197  rr2512  20251010   3594.0  ...   3605.00      3596.0       RR
198  rr2601  20251010   3633.0  ...   3634.00      3626.0       RR
199  rr2602  20251010   3620.0  ...   3618.00      3611.0       RR
200  rr2603  20251010   3618.0  ...   3617.00      3613.0       RR
201  rr2604  20251010   3621.0  ...   3623.00      3621.0       RR
202  rr2605  20251010   3617.0  ...   3617.00      3609.0       RR
203  rr2606  20251010   3620.0  ...   3615.00      3608.0       RR
204  rr2607  20251010   3608.0  ...   3617.00      3609.0       RR
205  rr2608  20251010   3578.0  ...   3620.00      3614.0       RR
206  rr2609  20251010   3592.0  ...   3626.00      3630.0       RR
207   v2510  20251010   4660.0  ...   4625.00      4634.0        V
208   v2511  20251010   4675.0  ...   4665.00      4667.0        V
209   v2512  20251010   4714.0  ...   4706.00      4704.0        V
210   v2601  20251010   4770.0  ...   4754.00      4755.0        V
211   v2602  20251010   4808.0  ...   4790.00      4805.0        V
212   v2603  20251010   4844.0  ...   4825.00      4839.0        V
213   v2604  20251010   5074.0  ...   5025.00      5049.0        V
214   v2605  20251010   5102.0  ...   5072.00      5085.0        V
215   v2606  20251010   5152.0  ...   5104.00      5119.0        V
216   v2607  20251010   5161.0  ...   5147.00      5153.0        V
217   v2608  20251010   5216.0  ...   5171.00      5195.0        V
218   v2609  20251010   5240.0  ...   5212.00      5231.0        V
219   y2511  20251010   8316.0  ...   8326.00      8290.0        Y
220   y2512  20251010   8362.0  ...   8370.00      8342.0        Y
221   y2601  20251010   8324.0  ...   8324.00      8294.0        Y
222   y2603  20251010   8270.0  ...   8266.00      8226.0        Y
223   y2605  20251010   8068.0  ...   8068.00      8044.0        Y
224   y2607  20251010   8036.0  ...   8014.00      7978.0        Y
225   y2608  20251010   8042.0  ...   8024.00      7988.0        Y
226   y2609  20251010   8004.0  ...   7988.00      7954.0        Y

[227 rows x 12 columns]
2025-10-10 16:29:05,205 - future_1d - INFO - ak.get_dce_daily('2025-10-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251010  49450.0  ...  50770.0     50760.0       PS
1   PS2511  20251010  50750.0  ...  49915.0     50185.0       PS
2   PS2512  20251010  53600.0  ...  52635.0     52860.0       PS
3   PS2601  20251010  53600.0  ...  52560.0     52695.0       PS
4   PS2602  20251010  53460.0  ...  52415.0     52535.0       PS
5   PS2603  20251010  54175.0  ...  52595.0     52620.0       PS
6   PS2604  20251010  53980.0  ...  52535.0     52550.0       PS
7   PS2605  20251010  53005.0  ...  52395.0     52570.0       PS
8   PS2606  20251010  54810.0  ...  54405.0     54535.0       PS
9   PS2607  20251010  54885.0  ...  54390.0     54430.0       PS
10  PS2608  20251010  54265.0  ...  54265.0     54115.0       PS
11  PS2609  20251010  54725.0  ...  54075.0     54065.0       PS
13  SI2510  20251010   8640.0  ...   8655.0      8640.0       SI
14  SI2511  20251010   8680.0  ...   8725.0      8645.0       SI
15  SI2512  20251010   9030.0  ...   9095.0      9035.0       SI
16  SI2601  20251010   9040.0  ...   9055.0      8985.0       SI
17  SI2602  20251010   9030.0  ...   9060.0      8990.0       SI
18  SI2603  20251010   8975.0  ...   9020.0      8975.0       SI
19  SI2604  20251010   9095.0  ...   9085.0      9000.0       SI
20  SI2605  20251010   9050.0  ...   9085.0      9020.0       SI
21  SI2606  20251010   9130.0  ...   9105.0      9020.0       SI
22  SI2607  20251010   9160.0  ...   9150.0      9055.0       SI
23  SI2608  20251010   9175.0  ...   9120.0      9040.0       SI
24  SI2609  20251010   9150.0  ...   9135.0      9060.0       SI
27  LC2510  20251010  73060.0  ...  72980.0     73040.0       LC
28  LC2511  20251010  73200.0  ...  73100.0     73700.0       LC
29  LC2512  20251010  73000.0  ...  73300.0     73780.0       LC
30  LC2601  20251010  73380.0  ...  73280.0     73640.0       LC
31  LC2602  20251010  72900.0  ...  73140.0     73320.0       LC
32  LC2603  20251010  72900.0  ...  73080.0     73400.0       LC
33  LC2604  20251010  73500.0  ...  73600.0     73820.0       LC
34  LC2605  20251010  73480.0  ...  73620.0     73740.0       LC
35  LC2606  20251010  73320.0  ...  73460.0     73720.0       LC
36  LC2607  20251010  73280.0  ...  73480.0     73600.0       LC
37  LC2608  20251010  73480.0  ...  73700.0     73720.0       LC
38  LC2609  20251010  73540.0  ...  73760.0     73720.0       LC

[36 rows x 12 columns]
2025-10-10 16:29:05,430 - future_1d - INFO - ak.get_gfex_daily('2025-10-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251010   9010.0   9175.0  ...      108.45   9037.0      9056.0       AP
1    AP511  20251010   8714.0   8796.0  ...    14449.55   8747.0      8692.0       AP
2    AP512  20251010   8648.0   8727.0  ...     4961.44   8689.0      8655.0       AP
3    AP601  20251010   8683.0   8788.0  ...   874039.85   8721.0      8691.0       AP
4    AP603  20251010   8521.0   8636.0  ...     2556.79   8580.0      8527.0       AP
5    AP604  20251010   8516.0   8633.0  ...     1134.18   8592.0      8517.0       AP
6    AP605  20251010   8563.0   8694.0  ...    44339.02   8640.0      8564.0       AP
7    CF511  20251010  13250.0  13415.0  ...   121951.45  13340.0     13255.0       CF
8    CF601  20251010  13295.0  13420.0  ...  2287632.70  13355.0     13290.0       CF
9    CF603  20251010  13300.0  13430.0  ...   191533.79  13335.0     13295.0       CF
10   CF605  20251010  13340.0  13465.0  ...   418980.92  13405.0     13330.0       CF
11   CF607  20251010  13440.0  13490.0  ...     1491.33  13435.0     13360.0       CF
12   CF609  20251010  13535.0  13645.0  ...     3085.34  13590.0     13515.0       CF
13   CJ512  20251010  10930.0  11135.0  ...    10691.61  11015.0     10805.0       CJ
14   CJ601  20251010  11000.0  11230.0  ...  1590993.41  11110.0     10895.0       CJ
15   CJ603  20251010  10935.0  11175.0  ...    23433.48  11060.0     10845.0       CJ
16   CJ605  20251010  11045.0  11285.0  ...   255976.02  11170.0     10955.0       CJ
17   CJ607  20251010  11140.0  11335.0  ...     3709.49  11225.0     11035.0       CJ
18   CJ609  20251010  11255.0  11440.0  ...     2579.58  11365.0     11165.0       CJ
19   CY510  20251010      0.0      0.0  ...        0.00  19515.0     19480.0       CY
20   CY511  20251010  19520.0  19805.0  ...    48797.19  19725.0     19470.0       CY
21   CY512  20251010      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251010  19350.0  19490.0  ...   113179.57  19415.0     19380.0       CY
23   CY602  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251010  19300.0  19700.0  ...      146.69  19560.0     19450.0       CY
25   CY604  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251010  19675.0  19680.0  ...      137.04  19575.0     19475.0       CY
27   CY606  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251010      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251010      0.0      0.0  ...        0.00  19335.0     19335.0       CY
30   CY609  20251010      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251010      0.0      0.0  ...        0.00   1099.0      1101.0       FG
32   FG511  20251010   1119.0   1130.0  ...    89279.98   1117.0      1107.0       FG
33   FG512  20251010   1232.0   1249.0  ...    89524.47   1230.0      1220.0       FG
34   FG601  20251010   1224.0   1245.0  ...  5224223.26   1224.0      1215.0       FG
35   FG602  20251010   1285.0   1304.0  ...    45666.38   1282.0      1272.0       FG
36   FG603  20251010   1287.0   1306.0  ...    84022.33   1288.0      1276.0       FG
37   FG604  20251010   1354.0   1371.0  ...     1693.14   1355.0      1335.0       FG
38   FG605  20251010   1340.0   1371.0  ...   254349.80   1351.0      1334.0       FG
39   FG606  20251010   1374.0   1400.0  ...     1151.48   1384.0      1369.0       FG
40   FG607  20251010   1365.0   1391.0  ...     2545.67   1372.0      1356.0       FG
41   FG608  20251010   1410.0   1429.0  ...     1116.02   1416.0      1400.0       FG
42   FG609  20251010   1405.0   1431.0  ...     8066.61   1417.0      1403.0       FG
43   JR511  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251010   2205.0   2210.0  ...      641.34   2204.0      2202.0       MA
52   MA511  20251010   2241.0   2255.0  ...    35444.98   2243.0      2245.0       MA
53   MA512  20251010   2265.0   2288.0  ...    85770.82   2270.0      2276.0       MA
54   MA601  20251010   2290.0   2308.0  ...  1307251.87   2295.0      2298.0       MA
55   MA602  20251010   2320.0   2341.0  ...    60599.22   2326.0      2325.0       MA
56   MA603  20251010   2339.0   2363.0  ...   134219.75   2347.0      2350.0       MA
57   MA604  20251010   2362.0   2372.0  ...       94.41   2360.0      2360.0       MA
58   MA605  20251010   2349.0   2362.0  ...   137736.49   2346.0      2355.0       MA
59   MA606  20251010   2371.0   2372.0  ...       77.58   2351.0      2358.0       MA
60   MA607  20251010   2349.0   2354.0  ...      112.39   2341.0      2336.0       MA
61   MA608  20251010   2341.0   2353.0  ...       42.25   2347.0      2345.0       MA
62   MA609  20251010   2323.0   2333.0  ...     1696.86   2321.0      2325.0       MA
63   OI511  20251010  10422.0  10422.0  ...   172389.98  10308.0     10352.0       OI
64   OI601  20251010  10238.0  10247.0  ...  2813643.22  10138.0     10197.0       OI
65   OI603  20251010  10003.0  10017.0  ...   256188.87   9916.0      9966.0       OI
66   OI605  20251010   9720.0   9735.0  ...   171151.48   9652.0      9683.0       OI
67   OI607  20251010   9625.0   9639.0  ...      917.66   9559.0      9613.0       OI
68   OI609  20251010   9566.0   9585.0  ...     1988.10   9512.0      9547.0       OI
69   PF510  20251010   6206.0   6206.0  ...      127.09   6200.0      6250.0       PF
70   PF511  20251010   6292.0   6300.0  ...   508421.02   6228.0      6274.0       PF
71   PF512  20251010   6232.0   6252.0  ...   503489.98   6184.0      6214.0       PF
72   PF601  20251010   6264.0   6292.0  ...    86086.50   6230.0      6258.0       PF
73   PF602  20251010   6254.0   6262.0  ...   305619.36   6188.0      6236.0       PF
74   PF603  20251010   6242.0   6258.0  ...   154434.07   6184.0      6232.0       PF
75   PF604  20251010   6332.0   6344.0  ...      134.30   6246.0      6288.0       PF
76   PF605  20251010   6320.0   6352.0  ...      219.18   6262.0      6304.0       PF
77   PF606  20251010   6334.0   6334.0  ...       50.24   6280.0      6336.0       PF
78   PF607  20251010   6352.0   6352.0  ...       53.57   6302.0      6330.0       PF
79   PF608  20251010   6372.0   6382.0  ...       41.12   6326.0      6376.0       PF
80   PF609  20251010   6368.0   6400.0  ...       82.66   6360.0      6390.0       PF
81   PK510  20251010   7650.0   7704.0  ...       84.46   7678.0      7620.0       PK
82   PK511  20251010   7702.0   7916.0  ...   774780.16   7816.0      7712.0       PK
83   PK512  20251010   7708.0   7876.0  ...   192816.30   7792.0      7704.0       PK
84   PK601  20251010   7750.0   7910.0  ...   387951.26   7838.0      7748.0       PK
85   PK603  20251010   7804.0   7946.0  ...    34929.62   7886.0      7782.0       PK
86   PK604  20251010   7830.0   7962.0  ...     1580.85   7924.0      7832.0       PK
87   PK605  20251010   7846.0   7976.0  ...    25695.93   7928.0      7840.0       PK
88   PL601  20251010   6231.0   6242.0  ...    67065.51   6205.0      6219.0       PL
89   PL602  20251010   6268.0   6276.0  ...    29438.79   6242.0      6253.0       PL
90   PL603  20251010   6259.0   6259.0  ...    26758.92   6240.0      6257.0       PL
91   PL604  20251010      0.0      0.0  ...        0.00   6239.0      6363.0       PL
92   PL605  20251010   6196.0   6202.0  ...       37.20   6200.0      6216.0       PL
93   PL606  20251010      0.0      0.0  ...        0.00   6290.0      6290.0       PL
94   PL607  20251010   6230.0   6279.0  ...       87.41   6244.0      6267.0       PL
95   PL608  20251010      0.0      0.0  ...        0.00   6429.0      6433.0       PL
96   PL609  20251010      0.0      0.0  ...        0.00   6343.0      6346.0       PL
97   PM511  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251010      0.0      0.0  ...        0.00   5738.0      5738.0       PR
104  PR511  20251010   5762.0   5790.0  ...   108337.35   5734.0      5736.0       PR
105  PR512  20251010   5740.0   5762.0  ...   376097.30   5702.0      5726.0       PR
106  PR601  20251010   5714.0   5740.0  ...   248830.00   5686.0      5714.0       PR
107  PR602  20251010   5774.0   5780.0  ...    43879.78   5712.0      5750.0       PR
108  PR603  20251010   5788.0   5788.0  ...      300.70   5728.0      5768.0       PR
109  PR604  20251010   5836.0   5836.0  ...      155.25   5750.0      5804.0       PR
110  PR605  20251010   5818.0   5852.0  ...       78.29   5800.0      5808.0       PR
111  PR606  20251010   5850.0   5850.0  ...       52.32   5814.0      5844.0       PR
112  PR607  20251010   5846.0   5846.0  ...       34.85   5810.0      5840.0       PR
113  PR608  20251010   5832.0   5832.0  ...       60.79   5790.0      5770.0       PR
114  PR609  20251010   5832.0   5832.0  ...        8.75   5832.0      5870.0       PR
115  PX510  20251010      0.0      0.0  ...        0.00   6458.0      6458.0       PX
116  PX511  20251010   6584.0   6618.0  ...   329009.38   6532.0      6528.0       PX
117  PX512  20251010   6570.0   6592.0  ...   117908.60   6516.0      6518.0       PX
118  PX601  20251010   6554.0   6586.0  ...   276904.22   6508.0      6522.0       PX
119  PX602  20251010   6590.0   6600.0  ...   156948.32   6516.0      6524.0       PX
120  PX603  20251010   6568.0   6596.0  ...   118729.48   6518.0      6516.0       PX
121  PX604  20251010   6534.0   6574.0  ...       19.65   6552.0      6528.0       PX
122  PX605  20251010   6586.0   6610.0  ...     1296.28   6530.0      6542.0       PX
123  PX606  20251010   6582.0   6582.0  ...       19.50   6498.0      6600.0       PX
124  PX607  20251010   6596.0   6596.0  ...        6.55   6552.0      6622.0       PX
125  PX608  20251010   6540.0   6540.0  ...        3.27   6540.0      6624.0       PX
126  PX609  20251010   6532.0   6532.0  ...        3.27   6532.0      6574.0       PX
127  RI511  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251010   2499.0   2507.0  ...    48419.03   2455.0      2491.0       RM
134  RM601  20251010   2431.0   2437.0  ...   714082.80   2406.0      2429.0       RM
135  RM603  20251010   2345.0   2349.0  ...     9708.99   2336.0      2339.0       RM
136  RM605  20251010   2333.0   2341.0  ...   130459.77   2330.0      2330.0       RM
137  RM607  20251010   2323.0   2332.0  ...     5720.82   2322.0      2321.0       RM
138  RM608  20251010   2423.0   2433.0  ...      451.21   2426.0      2424.0       RM
139  RM609  20251010   2412.0   2424.0  ...     2960.46   2415.0      2412.0       RM
140  RS511  20251010   5207.0   5268.0  ...       36.64   5235.0      5223.0       RS
141  RS607  20251010      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251010      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251010      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251010   1163.0   1185.0  ...     3029.77   1164.0      1163.0       SA
145  SA511  20251010   1187.0   1201.0  ...    96198.32   1182.0      1181.0       SA
146  SA512  20251010   1244.0   1265.0  ...   218879.11   1241.0      1240.0       SA
147  SA601  20251010   1255.0   1275.0  ...  3037944.93   1253.0      1251.0       SA
148  SA602  20251010   1294.0   1313.0  ...   118002.86   1289.0      1288.0       SA
149  SA603  20251010   1300.0   1319.0  ...   104183.27   1296.0      1293.0       SA
150  SA604  20251010   1343.0   1361.0  ...     2072.84   1339.0      1335.0       SA
151  SA605  20251010   1350.0   1366.0  ...   184788.30   1347.0      1343.0       SA
152  SA606  20251010   1368.0   1385.0  ...     1292.98   1364.0      1361.0       SA
153  SA607  20251010   1370.0   1386.0  ...     2059.17   1369.0      1363.0       SA
154  SA608  20251010   1413.0   1421.0  ...      874.87   1407.0      1402.0       SA
155  SA609  20251010   1409.0   1427.0  ...     5950.98   1414.0      1407.0       SA
156  SF510  20251010   5312.0   5318.0  ...     6699.86   5310.0      5312.0       SF
157  SF511  20251010   5486.0   5498.0  ...   281033.81   5458.0      5472.0       SF
158  SF512  20251010   5464.0   5476.0  ...    77511.44   5420.0      5448.0       SF
159  SF601  20251010   5460.0   5468.0  ...   179341.33   5422.0      5448.0       SF
160  SF602  20251010   5428.0   5430.0  ...    41247.38   5380.0      5404.0       SF
161  SF603  20251010   5600.0   5608.0  ...    46450.93   5550.0      5580.0       SF
162  SF604  20251010   5536.0   5536.0  ...        8.29   5526.0      5588.0       SF
163  SF605  20251010   5580.0   5586.0  ...     4087.45   5528.0      5564.0       SF
164  SF606  20251010   5514.0   5522.0  ...      203.48   5500.0      5534.0       SF
165  SF607  20251010   5678.0   5678.0  ...       93.55   5670.0      5698.0       SF
166  SF608  20251010   5650.0   5650.0  ...        5.65   5650.0      5682.0       SF
167  SF609  20251010   5668.0   5672.0  ...       73.46   5652.0      5674.0       SF
168  SH510  20251010   2435.0   2435.0  ...        7.31   2435.0      2443.0       SH
169  SH511  20251010   2410.0   2434.0  ...   257270.77   2416.0      2433.0       SH
170  SH512  20251010   2460.0   2492.0  ...   186835.23   2477.0      2479.0       SH
171  SH601  20251010   2455.0   2488.0  ...  2084493.21   2469.0      2469.0       SH
172  SH602  20251010   2484.0   2522.0  ...   224253.25   2507.0      2503.0       SH
173  SH603  20251010   2501.0   2532.0  ...   191772.34   2518.0      2513.0       SH
174  SH604  20251010   2550.0   2577.0  ...      122.95   2561.0      2558.0       SH
175  SH605  20251010   2553.0   2584.0  ...    12285.95   2568.0      2564.0       SH
176  SH606  20251010   2586.0   2593.0  ...       62.16   2590.0      2581.0       SH
177  SH607  20251010   2589.0   2589.0  ...       38.78   2586.0      2569.0       SH
178  SH608  20251010   2603.0   2606.0  ...       78.03   2601.0      2591.0       SH
179  SH609  20251010   2608.0   2615.0  ...      109.61   2610.0      2606.0       SH
180  SM510  20251010   5632.0   5632.0  ...      416.70   5632.0      5646.0       SM
181  SM511  20251010   5768.0   5780.0  ...    33587.93   5752.0      5746.0       SM
182  SM512  20251010   5780.0   5780.0  ...    58649.71   5754.0      5748.0       SM
183  SM601  20251010   5776.0   5788.0  ...   362808.98   5760.0      5756.0       SM
184  SM602  20251010   5790.0   5796.0  ...    68372.84   5768.0      5760.0       SM
185  SM603  20251010   5798.0   5808.0  ...    86744.69   5780.0      5774.0       SM
186  SM604  20251010      0.0      0.0  ...        0.00   5794.0      5794.0       SM
187  SM605  20251010   5810.0   5828.0  ...    13341.48   5796.0      5796.0       SM
188  SM606  20251010      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251010   5824.0   5824.0  ...       23.27   5820.0      5810.0       SM
190  SM608  20251010   5836.0   5836.0  ...        2.92   5836.0      5848.0       SM
191  SM609  20251010   5850.0   5850.0  ...      405.82   5840.0      5842.0       SM
192  SR511  20251010   5551.0   5577.0  ...    47970.47   5553.0      5552.0       SR
193  SR601  20251010   5521.0   5537.0  ...   941782.45   5517.0      5517.0       SR
194  SR603  20251010   5506.0   5520.0  ...   151560.30   5502.0      5507.0       SR
195  SR605  20251010   5490.0   5500.0  ...    70819.69   5485.0      5481.0       SR
196  SR607  20251010   5487.0   5495.0  ...     2192.54   5481.0      5474.0       SR
197  SR609  20251010   5491.0   5500.0  ...     3364.24   5488.0      5484.0       SR
198  TA510  20251010   4558.0   4562.0  ...    12205.81   4518.0      4514.0       TA
199  TA511  20251010   4564.0   4582.0  ...   167144.16   4534.0      4544.0       TA
200  TA512  20251010   4552.0   4596.0  ...   123747.48   4548.0      4552.0       TA
201  TA601  20251010   4580.0   4604.0  ...  1352282.03   4554.0      4564.0       TA
202  TA602  20251010   4594.0   4616.0  ...    94996.70   4568.0      4572.0       TA
203  TA603  20251010   4606.0   4628.0  ...    52974.17   4574.0      4590.0       TA
204  TA604  20251010   4554.0   4554.0  ...        2.28   4554.0      4590.0       TA
205  TA605  20251010   4634.0   4650.0  ...    75641.43   4598.0      4612.0       TA
206  TA606  20251010   4576.0   4576.0  ...        9.15   4576.0      4644.0       TA
207  TA607  20251010   4596.0   4596.0  ...       29.84   4592.0      4652.0       TA
208  TA608  20251010   4610.0   4610.0  ...       25.32   4604.0      4632.0       TA
209  TA609  20251010   4674.0   4682.0  ...      959.99   4626.0      4658.0       TA
210  UR510  20251010   1500.0   1506.0  ...     1204.65   1503.0      1516.0       UR
211  UR511  20251010   1585.0   1591.0  ...    25018.59   1576.0      1593.0       UR
212  UR512  20251010   1594.0   1601.0  ...    16857.60   1587.0      1600.0       UR
213  UR601  20251010   1612.0   1614.0  ...   515667.41   1601.0      1619.0       UR
214  UR602  20251010   1616.0   1622.0  ...    18034.17   1608.0      1620.0       UR
215  UR603  20251010   1670.0   1670.0  ...      259.61   1664.0      1672.0       UR
216  UR604  20251010   1674.0   1674.0  ...      106.61   1666.0      1672.0       UR
217  UR605  20251010   1680.0   1681.0  ...    39844.52   1672.0      1681.0       UR
218  UR606  20251010   1680.0   1683.0  ...      908.13   1676.0      1686.0       UR
219  UR607  20251010   1715.0   1716.0  ...      191.58   1711.0      1722.0       UR
220  UR608  20251010   1709.0   1709.0  ...       37.52   1705.0      1716.0       UR
221  UR609  20251010   1705.0   1707.0  ...      970.99   1703.0      1706.0       UR
222  WH511  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 16:29:05,697 - future_1d - INFO - ak.get_czce_daily('2025-10-10') done
2025-10-10 16:29:07,533 - future_1d - INFO - save future_daily 2025-10-10 add
2025-10-10 16:29:07,539 - future_1d - INFO -                           0           1             2            3            4
symbol               IC2510      IC2511        IC2512       IC2603       IF2510
date             2025-10-10  2025-10-10    2025-10-10   2025-10-10   2025-10-10
opencol              7491.0      7439.0        7398.8       7230.0       4673.4
high                 7502.0      7440.6        7398.8       7237.6       4690.4
low                  7367.0      7298.4        7252.2       7090.2       4599.2
close                7382.0      7311.2        7266.0       7100.6       4613.8
volume              39765.0     10064.0       99771.0      20790.0      43832.0
open_interest       50530.0     18841.0      140200.0      50503.0      51030.0
turnover        5907767.496  1481026.36  14591305.912  2973758.252  6115785.732
settle               7389.6      7320.0        7272.6       7109.2       4615.2
pre_settle           7531.4      7471.6        7432.8       7272.2       4712.0
variety                  IC          IC            IC           IC           IF
exchange              CFFEX       CFFEX         CFFEX        CFFEX        CFFEX
comd                     IC          IC            IC           IC           IF
contract             IC2510      IC2511        IC2512       IC2603       IF2510
contract_yymm          2510        2511          2512         2603         2510
maturity_month            0           1             2            5            0
maturity_day             -9          22            52          142           -9
=========================================================================
2025-10-10 18:25:28 Fri	START TASK.01	future_1d  future_daily
=========================================================================
2025-10-10 18:25:30,906 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:25:31,282 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-10-10 18:25:31,685 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 18:25:31,790 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-10-10 18:25:32,590 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-10-10 18:25:32,869 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 18:25:33,006 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
2025-10-10 18:25:34,789 - future_1d - INFO - save future_daily 2025-09-24 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250925   8538.0   8648.0  ...    23753.52   8585.0      8525.0       AP
1    AP511  20250925   8378.0   8498.0  ...    20087.47   8440.0      8356.0       AP
2    AP512  20250925   8248.0   8414.0  ...     1899.21   8367.0      8296.0       AP
3    AP601  20250925   8331.0   8450.0  ...   501897.78   8385.0      8344.0       AP
4    AP603  20250925   8242.0   8303.0  ...      890.41   8244.0      8223.0       AP
5    AP604  20250925   8236.0   8269.0  ...      148.16   8231.0      8213.0       AP
6    AP605  20250925   8248.0   8312.0  ...     9355.27   8264.0      8248.0       AP
7    CF511  20250925  13710.0  13725.0  ...   312969.82  13560.0     13625.0       CF
8    CF601  20250925  13555.0  13575.0  ...  1664965.42  13515.0     13560.0       CF
9    CF603  20250925  13520.0  13540.0  ...     6561.00  13485.0     13535.0       CF
10   CF605  20250925  13550.0  13555.0  ...   191722.50  13510.0     13560.0       CF
11   CF607  20250925  13575.0  13580.0  ...     2219.85  13535.0     13590.0       CF
12   CF609  20250925  13730.0  13730.0  ...      691.62  13695.0     13735.0       CF
13   CJ512  20250925  10740.0  11070.0  ...     6390.30  10905.0     10760.0       CJ
14   CJ601  20250925  10825.0  11130.0  ...  1254628.63  10960.0     10795.0       CJ
15   CJ603  20250925  10795.0  11095.0  ...    14645.96  10925.0     10785.0       CJ
16   CJ605  20250925  10875.0  11160.0  ...   208459.47  10990.0     10830.0       CJ
17   CJ607  20250925  10935.0  11255.0  ...     2647.11  11075.0     10935.0       CJ
18   CJ609  20250925  11065.0  11370.0  ...     1031.54  11210.0     11025.0       CJ
19   CY510  20250925      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250925  19880.0  19905.0  ...   119620.88  19780.0     19775.0       CY
21   CY512  20250925  19515.0  19515.0  ...        9.76  19515.0     19495.0       CY
22   CY601  20250925  19710.0  19730.0  ...     6459.10  19690.0     19690.0       CY
23   CY602  20250925      0.0      0.0  ...        0.00  19745.0     19745.0       CY
24   CY603  20250925      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250925      0.0      0.0  ...        0.00  19730.0     19730.0       CY
26   CY605  20250925  19705.0  19765.0  ...       19.74  19735.0     19795.0       CY
27   CY606  20250925      0.0      0.0  ...        0.00  19735.0     19735.0       CY
28   CY607  20250925      0.0      0.0  ...        0.00  20005.0     20005.0       CY
29   CY608  20250925      0.0      0.0  ...        0.00  19930.0     19940.0       CY
30   CY609  20250925      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250925   1130.0   1150.0  ...     9834.72   1135.0      1109.0       FG
32   FG511  20250925   1133.0   1164.0  ...   394480.86   1145.0      1106.0       FG
33   FG512  20250925   1253.0   1282.0  ...   151791.67   1265.0      1228.0       FG
34   FG601  20250925   1252.0   1282.0  ...  9137130.71   1260.0      1232.0       FG
35   FG602  20250925   1298.0   1331.0  ...   113762.92   1308.0      1274.0       FG
36   FG603  20250925   1319.0   1330.0  ...     8819.65   1314.0      1289.0       FG
37   FG604  20250925   1372.0   1391.0  ...     2719.36   1380.0      1354.0       FG
38   FG605  20250925   1365.0   1392.0  ...   335024.93   1373.0      1354.0       FG
39   FG606  20250925   1398.0   1419.0  ...     1893.04   1402.0      1382.0       FG
40   FG607  20250925   1372.0   1412.0  ...     2289.70   1398.0      1375.0       FG
41   FG608  20250925   1434.0   1449.0  ...     1630.58   1435.0      1417.0       FG
42   FG609  20250925   1426.0   1452.0  ...    12590.62   1440.0      1414.0       FG
43   JR511  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250925   2262.0   2269.0  ...     2975.32   2263.0      2263.0       MA
52   MA511  20250925   2303.0   2307.0  ...   129297.32   2298.0      2294.0       MA
53   MA512  20250925   2333.0   2340.0  ...    92047.38   2333.0      2332.0       MA
54   MA601  20250925   2356.0   2364.0  ...   822244.57   2357.0      2355.0       MA
55   MA602  20250925   2382.0   2387.0  ...    33142.05   2380.0      2380.0       MA
56   MA603  20250925   2392.0   2400.0  ...      908.62   2397.0      2396.0       MA
57   MA604  20250925   2395.0   2395.0  ...       23.94   2394.0      2396.0       MA
58   MA605  20250925   2382.0   2391.0  ...    59705.76   2383.0      2382.0       MA
59   MA606  20250925   2394.0   2399.0  ...       45.45   2392.0      2389.0       MA
60   MA607  20250925   2366.0   2371.0  ...       28.43   2369.0      2364.0       MA
61   MA608  20250925   2370.0   2370.0  ...        2.37   2370.0      2362.0       MA
62   MA609  20250925   2347.0   2350.0  ...      264.98   2345.0      2341.0       MA
63   OI511  20250925  10136.0  10344.0  ...   679752.78  10195.0     10110.0       OI
64   OI601  20250925   9949.0  10154.0  ...  4025663.97  10033.0      9923.0       OI
65   OI603  20250925   9703.0   9912.0  ...     6903.28   9792.0      9681.0       OI
66   OI605  20250925   9456.0   9668.0  ...   210491.42   9551.0      9437.0       OI
67   OI607  20250925   9406.0   9611.0  ...     2158.04   9549.0      9387.0       OI
68   OI609  20250925   9385.0   9566.0  ...     2685.78   9524.0      9343.0       OI
69   PF510  20250925   6308.0   6382.0  ...     3524.96   6358.0      6274.0       PF
70   PF511  20250925   6310.0   6380.0  ...   613970.31   6328.0      6272.0       PF
71   PF512  20250925   6262.0   6344.0  ...   338379.21   6288.0      6238.0       PF
72   PF601  20250925   6324.0   6386.0  ...    51277.92   6346.0      6284.0       PF
73   PF602  20250925   6316.0   6390.0  ...   136637.20   6334.0      6288.0       PF
74   PF603  20250925   6340.0   6392.0  ...       34.93   6350.0      6304.0       PF
75   PF604  20250925   6386.0   6418.0  ...       25.63   6408.0      6342.0       PF
76   PF605  20250925   6400.0   6454.0  ...       25.73   6434.0      6378.0       PF
77   PF606  20250925   6414.0   6414.0  ...        3.21   6414.0      6380.0       PF
78   PF607  20250925   6484.0   6484.0  ...        3.24   6484.0      6394.0       PF
79   PF608  20250925      0.0      0.0  ...        0.00   6496.0      6402.0       PF
80   PF609  20250925   6508.0   6508.0  ...        3.25   6508.0      6442.0       PF
81   PK510  20250925   7780.0   7790.0  ...     3624.73   7770.0      7796.0       PK
82   PK511  20250925   7762.0   7784.0  ...   221707.73   7766.0      7762.0       PK
83   PK512  20250925   7762.0   7776.0  ...    85187.60   7762.0      7770.0       PK
84   PK601  20250925   7778.0   7788.0  ...    57441.67   7776.0      7790.0       PK
85   PK603  20250925   7816.0   7818.0  ...       70.30   7812.0      7830.0       PK
86   PK604  20250925   7826.0   7838.0  ...       74.44   7836.0      7836.0       PK
87   PK605  20250925   7832.0   7840.0  ...     1946.70   7834.0      7836.0       PK
88   PL601  20250925   6358.0   6384.0  ...    18325.21   6372.0      6344.0       PL
89   PL602  20250925   6399.0   6409.0  ...      563.36   6402.0      6385.0       PL
90   PL603  20250925      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250925      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250925      0.0      0.0  ...        0.00   6350.0      6330.0       PL
93   PL606  20250925      0.0      0.0  ...        0.00   6419.0      6402.0       PL
94   PL607  20250925      0.0      0.0  ...        0.00   6410.0      6410.0       PL
95   PL608  20250925      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250925      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250925   5832.0   5880.0  ...     2354.18   5856.0      5798.0       PR
104  PR511  20250925   5800.0   5846.0  ...   249600.32   5816.0      5756.0       PR
105  PR512  20250925   5792.0   5850.0  ...   209730.17   5814.0      5764.0       PR
106  PR601  20250925   5794.0   5846.0  ...   127445.00   5812.0      5746.0       PR
107  PR602  20250925   5830.0   5866.0  ...     1534.81   5848.0      5790.0       PR
108  PR603  20250925   5830.0   5866.0  ...       52.56   5840.0      5808.0       PR
109  PR604  20250925   5850.0   5886.0  ...       17.60   5868.0      5826.0       PR
110  PR605  20250925   5852.0   5904.0  ...       61.75   5882.0      5830.0       PR
111  PR606  20250925      0.0      0.0  ...        0.00   5918.0      5860.0       PR
112  PR607  20250925   5902.0   5902.0  ...        8.85   5902.0      5876.0       PR
113  PR608  20250925      0.0      0.0  ...        0.00   5940.0      5892.0       PR
114  PR609  20250925      0.0      0.0  ...        0.00   5924.0      5882.0       PR
115  PX510  20250925   6334.0   6690.0  ...    26287.94   6470.0      6604.0       PX
116  PX511  20250925   6620.0   6686.0  ...   615785.56   6640.0      6568.0       PX
117  PX512  20250925   6614.0   6678.0  ...   210198.60   6638.0      6576.0       PX
118  PX601  20250925   6610.0   6672.0  ...   168342.39   6636.0      6570.0       PX
119  PX602  20250925   6624.0   6688.0  ...     7754.97   6654.0      6582.0       PX
120  PX603  20250925   6628.0   6632.0  ...        9.94   6630.0      6570.0       PX
121  PX604  20250925   6690.0   6690.0  ...        3.35   6690.0      6616.0       PX
122  PX605  20250925   6632.0   6706.0  ...     2464.91   6672.0      6596.0       PX
123  PX606  20250925      0.0      0.0  ...        0.00   6692.0      6622.0       PX
124  PX607  20250925   6700.0   6700.0  ...        3.35   6700.0      6608.0       PX
125  PX608  20250925      0.0      0.0  ...        0.00   6674.0      6620.0       PX
126  PX609  20250925   6658.0   6698.0  ...        6.68   6678.0      6626.0       PX
127  RI511  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250925   2471.0   2494.0  ...    11208.27   2479.0      2459.0       RM
134  RM601  20250925   2408.0   2450.0  ...   897937.89   2424.0      2406.0       RM
135  RM603  20250925   2334.0   2362.0  ...     9498.76   2343.0      2334.0       RM
136  RM605  20250925   2328.0   2345.0  ...   180100.32   2328.0      2321.0       RM
137  RM607  20250925   2315.0   2335.0  ...    12049.28   2319.0      2311.0       RM
138  RM608  20250925   2411.0   2435.0  ...     1529.32   2420.0      2409.0       RM
139  RM609  20250925   2401.0   2426.0  ...     4909.94   2412.0      2396.0       RM
140  RS511  20250925   5270.0   5331.0  ...      100.91   5311.0      5278.0       RS
141  RS607  20250925   5588.0   5588.0  ...      194.69   5562.0      5552.0       RS
142  RS608  20250925   5551.0   5574.0  ...      161.01   5552.0      5543.0       RS
143  RS609  20250925   5576.0   5579.0  ...      133.34   5556.0      5549.0       RS
144  SA510  20250925   1225.0   1229.0  ...     6547.04   1222.0      1213.0       SA
145  SA511  20250925   1229.0   1241.0  ...   438284.40   1232.0      1218.0       SA
146  SA512  20250925   1298.0   1308.0  ...   342124.54   1298.0      1282.0       SA
147  SA601  20250925   1311.0   1320.0  ...  3084478.49   1311.0      1300.0       SA
148  SA602  20250925   1335.0   1349.0  ...    93123.96   1340.0      1318.0       SA
149  SA603  20250925   1344.0   1356.0  ...     3208.99   1347.0      1340.0       SA
150  SA604  20250925   1388.0   1401.0  ...      735.53   1393.0      1382.0       SA
151  SA605  20250925   1395.0   1408.0  ...   115820.62   1400.0      1389.0       SA
152  SA606  20250925   1411.0   1420.0  ...      924.29   1413.0      1401.0       SA
153  SA607  20250925   1416.0   1423.0  ...     1259.04   1418.0      1407.0       SA
154  SA608  20250925   1452.0   1453.0  ...     2568.25   1449.0      1437.0       SA
155  SA609  20250925   1449.0   1460.0  ...     5968.90   1455.0      1440.0       SA
156  SF510  20250925   5540.0   5584.0  ...     2278.10   5544.0      5536.0       SF
157  SF511  20250925   5722.0   5790.0  ...   575802.32   5724.0      5732.0       SF
158  SF512  20250925   5686.0   5758.0  ...   139267.93   5698.0      5708.0       SF
159  SF601  20250925   5692.0   5746.0  ...   169962.64   5692.0      5700.0       SF
160  SF602  20250925   5658.0   5708.0  ...    27586.73   5648.0      5662.0       SF
161  SF603  20250925   5790.0   5878.0  ...      449.34   5836.0      5858.0       SF
162  SF604  20250925   5814.0   5814.0  ...        2.91   5814.0      5832.0       SF
163  SF605  20250925   5808.0   5846.0  ...     3268.64   5790.0      5810.0       SF
164  SF606  20250925   5730.0   5800.0  ...       54.93   5782.0      5786.0       SF
165  SF607  20250925   5880.0   5940.0  ...       20.68   5910.0      5936.0       SF
166  SF608  20250925   5872.0   5950.0  ...       11.83   5914.0      5896.0       SF
167  SF609  20250925   5864.0   5922.0  ...       35.29   5882.0      5904.0       SF
168  SH510  20250925   2484.0   2485.0  ...     6882.09   2467.0      2471.0       SH
169  SH511  20250925   2502.0   2507.0  ...   542872.48   2488.0      2486.0       SH
170  SH512  20250925   2549.0   2555.0  ...   371357.74   2540.0      2533.0       SH
171  SH601  20250925   2552.0   2555.0  ...  1738819.77   2542.0      2533.0       SH
172  SH602  20250925   2572.0   2575.0  ...    38919.23   2565.0      2558.0       SH
173  SH603  20250925   2589.0   2591.0  ...     1092.08   2582.0      2574.0       SH
174  SH604  20250925   2624.0   2624.0  ...       31.47   2623.0      2620.0       SH
175  SH605  20250925   2640.0   2643.0  ...     8540.13   2633.0      2626.0       SH
176  SH606  20250925   2652.0   2652.0  ...       79.43   2648.0      2637.0       SH
177  SH607  20250925   2636.0   2647.0  ...       55.42   2639.0      2631.0       SH
178  SH608  20250925   2650.0   2650.0  ...       15.89   2648.0      2652.0       SH
179  SH609  20250925   2678.0   2678.0  ...      152.05   2668.0      2665.0       SH
180  SM510  20250925   5818.0   5832.0  ...    37009.46   5732.0      5814.0       SM
181  SM511  20250925   5908.0   5938.0  ...   461939.29   5892.0      5898.0       SM
182  SM512  20250925   5880.0   5942.0  ...   229503.51   5910.0      5898.0       SM
183  SM601  20250925   5916.0   5954.0  ...   648883.48   5904.0      5910.0       SM
184  SM602  20250925   5928.0   5960.0  ...   189915.34   5902.0      5928.0       SM
185  SM603  20250925   5948.0   5956.0  ...      940.16   5932.0      5948.0       SM
186  SM604  20250925   5920.0   5962.0  ...      130.54   5934.0      5954.0       SM
187  SM605  20250925   5946.0   5988.0  ...    12387.44   5944.0      5946.0       SM
188  SM606  20250925   5928.0   5968.0  ...       41.50   5928.0      5966.0       SM
189  SM607  20250925   5932.0   5980.0  ...       38.60   5938.0      5978.0       SM
190  SM608  20250925      0.0      0.0  ...        0.00   5988.0      5960.0       SM
191  SM609  20250925   5952.0   6016.0  ...      394.92   5984.0      5976.0       SM
192  SR511  20250925   5542.0   5556.0  ...   197387.15   5533.0      5538.0       SR
193  SR601  20250925   5492.0   5518.0  ...  1170834.61   5497.0      5483.0       SR
194  SR603  20250925   5472.0   5498.0  ...     2998.31   5481.0      5457.0       SR
195  SR605  20250925   5468.0   5483.0  ...    67385.76   5463.0      5446.0       SR
196  SR607  20250925   5466.0   5483.0  ...     3340.88   5468.0      5452.0       SR
197  SR609  20250925   5477.0   5495.0  ...     2114.39   5478.0      5466.0       SR
198  TA510  20250925   4596.0   4654.0  ...    16455.61   4630.0      4558.0       TA
199  TA511  20250925   4608.0   4668.0  ...   326553.23   4638.0      4576.0       TA
200  TA512  20250925   4626.0   4678.0  ...   129291.73   4652.0      4588.0       TA
201  TA601  20250925   4640.0   4688.0  ...  1632322.69   4658.0      4598.0       TA
202  TA602  20250925   4654.0   4698.0  ...    24535.75   4672.0      4610.0       TA
203  TA603  20250925   4620.0   4706.0  ...      437.42   4630.0      4620.0       TA
204  TA604  20250925   4664.0   4712.0  ...       32.80   4686.0      4660.0       TA
205  TA605  20250925   4668.0   4722.0  ...    57245.87   4696.0      4640.0       TA
206  TA606  20250925   4684.0   4732.0  ...       16.45   4700.0      4626.0       TA
207  TA607  20250925   4716.0   4720.0  ...        7.08   4718.0      4662.0       TA
208  TA608  20250925      0.0      0.0  ...        0.00   4744.0      4690.0       TA
209  TA609  20250925   4700.0   4768.0  ...      170.82   4746.0      4694.0       TA
210  UR510  20250925   1570.0   1571.0  ...     1056.31   1567.0      1563.0       UR
211  UR511  20250925   1657.0   1657.0  ...    71609.71   1651.0      1649.0       UR
212  UR512  20250925   1665.0   1668.0  ...    15708.84   1664.0      1663.0       UR
213  UR601  20250925   1677.0   1679.0  ...   320987.42   1675.0      1672.0       UR
214  UR602  20250925   1684.0   1686.0  ...      390.24   1682.0      1681.0       UR
215  UR603  20250925   1725.0   1728.0  ...       37.97   1726.0      1724.0       UR
216  UR604  20250925   1725.0   1727.0  ...       24.16   1726.0      1726.0       UR
217  UR605  20250925   1730.0   1730.0  ...    13083.72   1727.0      1723.0       UR
218  UR606  20250925   1725.0   1730.0  ...      110.60   1728.0      1725.0       UR
219  UR607  20250925   1753.0   1758.0  ...       21.08   1757.0      1757.0       UR
220  UR608  20250925   1750.0   1750.0  ...       14.00   1750.0      1751.0       UR
221  UR609  20250925   1740.0   1749.0  ...      338.83   1747.0      1741.0       UR
222  WH511  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:25:38,545 - future_1d - INFO - ak.get_czce_daily('2025-09-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250925  7263.000  ...  7311.000    7260.400       IC
1   IC2511  20250925  7209.800  ...  7240.200    7190.400       IC
2   IC2512  20250925  7139.000  ...  7185.400    7135.800       IC
3   IC2603  20250925  6976.000  ...  7007.000    6960.000       IC
4   IF2510  20250925  4548.000  ...  4596.600    4547.200       IF
5   IF2511  20250925  4533.200  ...  4581.600    4528.800       IF
6   IF2512  20250925  4523.400  ...  4572.400    4522.600       IF
7   IF2603  20250925  4493.000  ...  4539.600    4493.600       IF
8   IH2510  20250925  2941.000  ...  2958.000    2939.200       IH
9   IH2511  20250925  2942.000  ...  2956.400    2936.600       IH
10  IH2512  20250925  2941.000  ...  2958.400    2938.200       IH
11  IH2603  20250925  2944.800  ...  2955.800    2939.000       IH
12  IM2510  20250925  7460.600  ...  7456.400    7454.800       IM
13  IM2511  20250925  7383.600  ...  7369.200    7370.800       IM
14  IM2512  20250925  7290.000  ...  7290.800    7288.400       IM
15  IM2603  20250925  7080.000  ...  7076.400    7074.000       IM
16   T2512  20250925   107.600  ...   107.540     107.620        T
17   T2603  20250925   107.235  ...   107.175     107.275        T
18   T2606  20250925   107.205  ...   107.115     107.195        T
19  TF2512  20250925   105.510  ...   105.475     105.540       TF
20  TF2603  20250925   105.380  ...   105.335     105.415       TF
21  TF2606  20250925   105.345  ...   105.335     105.360       TF
22  TL2512  20250925   113.840  ...   113.960     113.990       TL
23  TL2603  20250925   113.490  ...   113.620     113.630       TL
24  TL2606  20250925   113.400  ...   113.540     113.620       TL
25  TS2512  20250925   102.306  ...   102.300     102.324       TS
26  TS2603  20250925   102.226  ...   102.220     102.248       TS
27  TS2606  20250925   102.250  ...   102.226     102.262       TS

[28 rows x 12 columns]
2025-10-10 18:25:38,984 - future_1d - INFO - ak.get_cffex_daily('2025-09-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250925   486.8  ...   489.3      479.3      SC
1       SC2511  20250925   486.3  ...   488.9      482.3      SC
2       SC2512  20250925   486.8  ...   489.8      482.8      SC
3       SC2601  20250925   486.5  ...   489.8      482.7      SC
4       SC2602  20250925   487.6  ...   488.9      482.1      SC
5       SC2603  20250925   481.3  ...   488.3      481.8      SC
6       SC2604  20250925   485.8  ...     488      482.5      SC
7       SC2605  20250925     485  ...   486.8      480.8      SC
8       SC2606  20250925   483.7  ...   486.3        480      SC
9       SC2607  20250925   487.4  ...   487.3        480      SC
10      SC2608  20250925   486.1  ...   485.8      478.1      SC
11      SC2609  20250925   482.5  ...   482.7      477.8      SC
12      SC2612  20250925          ...   473.5        472      SC
13      SC2703  20250925          ...   478.3      473.1      SC
14      SC2706  20250925          ...     476      469.2      SC
15      SC2709  20250925     477  ...     477        470      SC
16      SC2712  20250925   477.8  ...   477.8      469.1      SC
17      SC2803  20250925     476  ...     476        468      SC
18      SC2806  20250925   473.5  ...   473.2      465.8      SC
19      SC2809  20250925   472.9  ...   472.1      464.2      SC
21      LU2510  20250925          ...    3366       3366      LU
22      LU2511  20250925    3411  ...    3435       3397      LU
23      LU2512  20250925    3409  ...    3430       3385      LU
24      LU2601  20250925    3393  ...    3418       3377      LU
25      LU2602  20250925    3375  ...    3400       3362      LU
26      LU2603  20250925    3380  ...    3398       3358      LU
27      LU2604  20250925    3394  ...    3395       3356      LU
28      LU2605  20250925    3389  ...    3390       3356      LU
29      LU2606  20250925    3386  ...    3393       3347      LU
30      LU2607  20250925    3376  ...    3377       3344      LU
31      LU2608  20250925    3367  ...    3366       3334      LU
32      LU2609  20250925    3331  ...    3346       3320      LU
34      NR2510  20250925   12425  ...   12440      12415      NR
35      NR2511  20250925   12470  ...   12485      12455      NR
36      NR2512  20250925   12520  ...   12500      12465      NR
37      NR2601  20250925   12490  ...   12525      12490      NR
38      NR2602  20250925   12505  ...   12520      12490      NR
39      NR2603  20250925   12500  ...   12530      12510      NR
40      NR2604  20250925   12560  ...   12565      12530      NR
41      NR2605  20250925   12565  ...   12575      12600      NR
42      NR2606  20250925   12600  ...   12600      12495      NR
43      NR2607  20250925          ...   12650      12650      NR
44      NR2608  20250925          ...   12685      12685      NR
45      NR2609  20250925          ...   12510      12510      NR
47      BC2510  20250925   71790  ...   72920      70910      BC
48      BC2511  20250925   72000  ...   73030      71060      BC
49      BC2512  20250925   72500  ...   73180      71110      BC
50      BC2601  20250925   73350  ...   73160      71300      BC
51      BC2602  20250925          ...   73100      71100      BC
52      BC2603  20250925          ...   73000      71210      BC
53      BC2604  20250925          ...   73000      71300      BC
54      BC2605  20250925          ...   72900      71300      BC
55      BC2606  20250925          ...   72900      71400      BC
56      BC2607  20250925          ...   72800      71400      BC
57      BC2608  20250925          ...   73000      71400      BC
58      BC2609  20250925          ...   73000      71550      BC
60      EC2510  20250925    1161  ...  1160.6       1128      EC
61      EC2512  20250925  1740.1  ...  1746.6     1678.9      EC
62      EC2602  20250925    1620  ...  1647.8     1572.8      EC
63      EC2604  20250925  1282.6  ...  1276.4     1257.3      EC
64      EC2606  20250925    1466  ...  1467.5     1436.5      EC
65      EC2608  20250925    1626  ...  1619.8     1591.5      EC
68  SC_TAS2511  20250925          ...                     SC_TAS
69  SC_TAS2512  20250925          ...                     SC_TAS
70  SC_TAS2601  20250925          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 18:25:39,065 - future_1d - INFO - ak.get_ine_daily('2025-09-25') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250925   3916.0  ...   3930.00     3890.00        A
1     a2601  20250925   3898.0  ...   3912.00     3879.00        A
2     a2603  20250925   3900.0  ...   3912.00     3886.00        A
3     a2605  20250925   3929.0  ...   3944.00     3929.00        A
4     a2607  20250925   3931.0  ...   3943.00     3931.00        A
5     a2609  20250925   3941.0  ...   3951.00     3942.00        A
6     b2510  20250925   3591.0  ...   3628.00     3575.00        B
7     b2511  20250925   3618.0  ...   3636.00     3582.00        B
8     b2512  20250925   3632.0  ...   3652.00     3611.00        B
9     b2601  20250925   3645.0  ...   3651.00     3605.00        B
10    b2602  20250925   3640.0  ...   3654.00     3608.00        B
11    b2603  20250925   3605.0  ...   3618.00     3580.00        B
12    b2604  20250925   3519.0  ...   3521.00     3495.00        B
13    b2605  20250925   3437.0  ...   3450.00     3425.00        B
14    b2606  20250925   3419.0  ...   3426.00     3405.00        B
15    b2607  20250925   3452.0  ...   3429.00     3413.00        B
16    b2608  20250925   3517.0  ...   3525.00     3508.00        B
17    b2609  20250925   3539.0  ...   3538.00     3516.00        B
18   bb2511  20250925    141.9  ...    142.00      142.00       BB
19   bb2601  20250925    147.0  ...    146.95      146.80       BB
20   bb2603  20250925      0.0  ...    147.00      147.00       BB
21   bb2605  20250925      0.0  ...    141.70      141.60       BB
22   bb2607  20250925      0.0  ...    146.45      146.35       BB
23   bb2609  20250925      0.0  ...    146.45      146.35       BB
24   bz2603  20250925   5916.0  ...   5930.00     5910.00       BZ
25   bz2604  20250925   5908.0  ...   5914.00     5902.00       BZ
26   bz2605  20250925   5929.0  ...   5939.00     5916.00       BZ
27   bz2606  20250925      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250925      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250925      0.0  ...   5884.00     5884.00       BZ
30    c2511  20250925   2167.0  ...   2166.00     2158.00        C
31    c2601  20250925   2137.0  ...   2136.00     2134.00        C
32    c2603  20250925   2147.0  ...   2144.00     2146.00        C
33    c2605  20250925   2204.0  ...   2199.00     2201.00        C
34    c2607  20250925   2216.0  ...   2211.00     2214.00        C
35    c2609  20250925   2231.0  ...   2227.00     2231.00        C
36   cs2511  20250925   2474.0  ...   2476.00     2458.00       CS
37   cs2601  20250925   2469.0  ...   2466.00     2459.00       CS
38   cs2603  20250925   2465.0  ...   2466.00     2461.00       CS
39   cs2605  20250925   2545.0  ...   2546.00     2540.00       CS
40   cs2607  20250925   2558.0  ...   2551.00     2549.00       CS
41   cs2609  20250925   2593.0  ...   2590.00     2588.00       CS
42   eb2509  20250925      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250925   6915.0  ...   6919.00     6884.00       EB
44   eb2511  20250925   6938.0  ...   6958.00     6923.00       EB
45   eb2512  20250925   6970.0  ...   6974.00     6940.00       EB
46   eb2601  20250925   6994.0  ...   7000.00     6978.00       EB
47   eb2602  20250925   7028.0  ...   7030.00     7013.00       EB
48   eb2603  20250925   7064.0  ...   7069.00     7051.00       EB
49   eb2604  20250925   7090.0  ...   7098.00     7085.00       EB
50   eb2605  20250925   7118.0  ...   7111.00     7107.00       EB
51   eb2606  20250925      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250925   7134.0  ...   7134.00     7071.00       EB
53   eb2608  20250925      0.0  ...   7177.00     7178.00       EB
54   eg2509  20250925      0.0  ...   4175.00     4139.00       EG
55   eg2510  20250925   4293.0  ...   4300.00     4259.00       EG
56   eg2511  20250925   4112.0  ...   4230.00     4219.00       EG
57   eg2512  20250925   4231.0  ...   4236.00     4228.00       EG
58   eg2601  20250925   4255.0  ...   4249.00     4227.00       EG
59   eg2602  20250925   4258.0  ...   4260.00     4240.00       EG
60   eg2603  20250925   4269.0  ...   4270.00     4247.00       EG
61   eg2604  20250925      0.0  ...   4285.00     4279.00       EG
62   eg2605  20250925   4315.0  ...   4309.00     4286.00       EG
63   eg2606  20250925      0.0  ...   4300.00     4290.00       EG
64   eg2607  20250925      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250925      0.0  ...   4346.00     4346.00       EG
66   fb2510  20250925   1261.0  ...   1262.50     1259.50       FB
67   fb2511  20250925   1254.0  ...   1254.50     1254.50       FB
68   fb2512  20250925   1253.5  ...   1253.50     1254.00       FB
69   fb2601  20250925   1254.5  ...   1255.00     1254.50       FB
70   fb2602  20250925   1256.0  ...   1255.00     1255.50       FB
71   fb2603  20250925   1245.0  ...   1245.50     1246.00       FB
72   fb2604  20250925      0.0  ...   1252.00     1252.00       FB
73   fb2605  20250925      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250925      0.0  ...   1292.00     1292.00       FB
75   fb2607  20250925      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250925      0.0  ...   1308.00     1308.00       FB
77   fb2609  20250925      0.0  ...   1296.00     1296.00       FB
78    i2510  20250925    822.0  ...    821.00      820.00        I
79    i2511  20250925    816.0  ...    816.00      816.00        I
80    i2512  20250925    811.5  ...    811.00      811.00        I
81    i2601  20250925    805.5  ...    804.00      803.50        I
82    i2602  20250925    799.5  ...    799.50      799.00        I
83    i2603  20250925    795.0  ...    794.50      793.00        I
84    i2604  20250925    789.5  ...    791.00      789.50        I
85    i2605  20250925    784.0  ...    784.50      781.50        I
86    i2606  20250925    777.5  ...    779.50      777.00        I
87    i2607  20250925    772.5  ...    774.50      771.50        I
88    i2608  20250925    768.0  ...    769.50      767.00        I
89    i2609  20250925    762.0  ...    764.00      762.00        I
90    j2510  20250925   1630.0  ...   1645.00     1628.00        J
91    j2511  20250925   1657.5  ...   1667.00     1655.00        J
92    j2512  20250925   1705.0  ...   1715.50     1690.50        J
93    j2601  20250925   1730.0  ...   1741.00     1725.50        J
94    j2602  20250925      0.0  ...   1757.50     1747.50        J
95    j2603  20250925      0.0  ...   1783.00     1783.00        J
96    j2604  20250925      0.0  ...   1841.50     1841.50        J
97    j2605  20250925   1863.0  ...   1885.50     1869.50        J
98    j2606  20250925   1888.5  ...   1901.00     1869.50        J
99    j2607  20250925   1900.0  ...   1910.50     1898.50        J
100   j2608  20250925      0.0  ...   1919.50     1919.50        J
101   j2609  20250925   1938.0  ...   1956.50     1943.00        J
102  jd2509  20250925      0.0  ...   3220.00     3250.00       JD
103  jd2510  20250925   2936.0  ...   2977.00     2958.00       JD
104  jd2511  20250925   3055.0  ...   3073.00     3057.00       JD
105  jd2512  20250925   3182.0  ...   3203.00     3182.00       JD
106  jd2601  20250925   3355.0  ...   3365.00     3354.00       JD
107  jd2602  20250925   3122.0  ...   3117.00     3122.00       JD
108  jd2603  20250925   3150.0  ...   3145.00     3144.00       JD
109  jd2604  20250925   3274.0  ...   3265.00     3268.00       JD
110  jd2605  20250925   3394.0  ...   3392.00     3391.00       JD
111  jd2606  20250925   3234.0  ...   3234.00     3228.00       JD
112  jd2607  20250925   3474.0  ...   3478.00     3472.00       JD
113  jd2608  20250925   3921.0  ...   3920.00     3918.00       JD
114  jm2510  20250925   1032.5  ...   1026.00     1025.50       JM
115  jm2511  20250925   1075.0  ...   1080.50     1078.50       JM
116  jm2512  20250925   1155.0  ...   1152.50     1149.50       JM
117  jm2601  20250925   1229.5  ...   1229.00     1222.50       JM
118  jm2602  20250925   1247.5  ...   1250.50     1247.50       JM
119  jm2603  20250925   1269.0  ...   1272.00     1268.00       JM
120  jm2604  20250925   1287.0  ...   1294.50     1289.00       JM
121  jm2605  20250925   1312.0  ...   1318.00     1316.00       JM
122  jm2606  20250925   1331.0  ...   1334.00     1332.00       JM
123  jm2607  20250925   1344.0  ...   1346.50     1346.00       JM
124  jm2608  20250925   1365.5  ...   1362.00     1364.50       JM
125  jm2609  20250925   1382.0  ...   1389.00     1386.00       JM
126   l2510  20250925   7113.0  ...   7096.00     7075.00        L
127   l2511  20250925   7146.0  ...   7123.00     7109.00        L
128   l2512  20250925   7155.0  ...   7151.00     7131.00        L
129   l2601  20250925   7169.0  ...   7168.00     7138.00        L
130   l2602  20250925   7156.0  ...   7163.00     7144.00        L
131   l2603  20250925   7172.0  ...   7176.00     7146.00        L
132   l2604  20250925   7209.0  ...   7212.00     7193.00        L
133   l2605  20250925   7185.0  ...   7203.00     7179.00        L
134   l2606  20250925   7201.0  ...   7201.00     7187.00        L
135   l2607  20250925   7220.0  ...   7220.00     7208.00        L
136   l2608  20250925      0.0  ...   7230.00     7230.00        L
137   l2609  20250925   7218.0  ...   7230.00     7228.00        L
138  lg2509  20250925      0.0  ...    772.00      766.00       LG
139  lg2511  20250925    804.0  ...    804.50      804.50       LG
140  lg2601  20250925    819.0  ...    819.50      820.00       LG
141  lg2603  20250925    824.5  ...    825.00      826.00       LG
142  lg2605  20250925    825.0  ...    827.50      827.50       LG
143  lg2607  20250925    827.0  ...    827.50      828.00       LG
144  lh2509  20250925      0.0  ...  13065.00    12600.00       LH
145  lh2511  20250925  12730.0  ...  12700.00    12700.00       LH
146  lh2601  20250925  13360.0  ...  13325.00    13295.00       LH
147  lh2603  20250925  12750.0  ...  12745.00    12700.00       LH
148  lh2605  20250925  13160.0  ...  13145.00    13140.00       LH
149  lh2607  20250925  13870.0  ...  13805.00    13810.00       LH
150   m2511  20250925   2929.0  ...   2934.00     2895.00        M
151   m2512  20250925   2970.0  ...   2973.00     2937.00        M
152   m2601  20250925   2958.0  ...   2961.00     2922.00        M
153   m2603  20250925   2923.0  ...   2929.00     2897.00        M
154   m2605  20250925   2760.0  ...   2759.00     2743.00        M
155   m2607  20250925   2757.0  ...   2749.00     2737.00        M
156   m2608  20250925   2853.0  ...   2864.00     2848.00        M
157   m2609  20250925   2858.0  ...   2870.00     2851.00        M
158   p2510  20250925   8994.0  ...   9072.00     8904.00        P
159   p2511  20250925   9134.0  ...   9162.00     9044.00        P
160   p2512  20250925   9108.0  ...   9186.00     9052.00        P
161   p2601  20250925   9188.0  ...   9214.00     9078.00        P
162   p2602  20250925   9154.0  ...   9184.00     9062.00        P
163   p2603  20250925   9104.0  ...   9142.00     9018.00        P
164   p2604  20250925   9118.0  ...   9092.00     8982.00        P
165   p2605  20250925   8994.0  ...   9030.00     8902.00        P
166   p2606  20250925   8944.0  ...   8928.00     8798.00        P
167   p2607  20250925   8850.0  ...   8834.00     8718.00        P
168   p2608  20250925   8754.0  ...   8750.00     8618.00        P
169   p2609  20250925   8622.0  ...   8646.00     8546.00        P
170  pg2509  20250925      0.0  ...   3793.00     3810.00       PG
171  pg2510  20250925   4337.0  ...   4352.00     4332.00       PG
172  pg2511  20250925   4254.0  ...   4258.00     4254.00       PG
173  pg2512  20250925   4194.0  ...   4196.00     4193.00       PG
174  pg2601  20250925   4135.0  ...   4137.00     4132.00       PG
175  pg2602  20250925   4067.0  ...   4072.00     4065.00       PG
176  pg2603  20250925   3986.0  ...   3992.00     3989.00       PG
177  pg2604  20250925   4347.0  ...   4357.00     4363.00       PG
178  pg2605  20250925   4263.0  ...   4270.00     4265.00       PG
179  pg2606  20250925   4220.0  ...   4220.00     4220.00       PG
180  pg2607  20250925   4141.0  ...   4154.00     4153.00       PG
181  pg2608  20250925   4102.0  ...   4116.00     4096.00       PG
182  pp2510  20250925   6776.0  ...   6784.00     6763.00       PP
183  pp2511  20250925   6838.0  ...   6827.00     6806.00       PP
184  pp2512  20250925   6848.0  ...   6861.00     6843.00       PP
185  pp2601  20250925   6890.0  ...   6893.00     6870.00       PP
186  pp2602  20250925   6872.0  ...   6877.00     6858.00       PP
187  pp2603  20250925   6878.0  ...   6880.00     6859.00       PP
188  pp2604  20250925   6914.0  ...   6918.00     6904.00       PP
189  pp2605  20250925   6923.0  ...   6935.00     6916.00       PP
190  pp2606  20250925   6908.0  ...   6908.00     6895.00       PP
191  pp2607  20250925   6885.0  ...   6883.00     6871.00       PP
192  pp2608  20250925   6881.0  ...   6884.00     6881.00       PP
193  pp2609  20250925   6902.0  ...   6911.00     6903.00       PP
194  rr2510  20250925   3617.0  ...   3618.00     3622.00       RR
195  rr2511  20250925   3615.0  ...   3612.00     3614.00       RR
196  rr2512  20250925   3615.0  ...   3614.00     3615.00       RR
197  rr2601  20250925   3622.0  ...   3622.00     3621.00       RR
198  rr2602  20250925   3605.0  ...   3605.00     3602.00       RR
199  rr2603  20250925      0.0  ...   3612.00     3612.00       RR
200  rr2604  20250925   3616.0  ...   3616.00     3616.00       RR
201  rr2605  20250925      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250925      0.0  ...   3600.00     3600.00       RR
203  rr2607  20250925      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250925      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250925      0.0  ...   3614.00     3614.00       RR
206   v2510  20250925   4805.0  ...   4808.00     4787.00        V
207   v2511  20250925   4836.0  ...   4838.00     4823.00        V
208   v2512  20250925   4873.0  ...   4877.00     4871.00        V
209   v2601  20250925   4920.0  ...   4925.00     4906.00        V
210   v2602  20250925   4945.0  ...   4964.00     4960.00        V
211   v2603  20250925   4982.0  ...   4996.00     4994.00        V
212   v2604  20250925   5194.0  ...   5191.00     5162.00        V
213   v2605  20250925   5230.0  ...   5226.00     5208.00        V
214   v2606  20250925   5261.0  ...   5262.00     5232.00        V
215   v2607  20250925   5281.0  ...   5294.00     5262.00        V
216   v2608  20250925   5312.0  ...   5331.00     5293.00        V
217   v2609  20250925   5344.0  ...   5355.00     5328.00        V
218   y2511  20250925   8144.0  ...   8188.00     8100.00        Y
219   y2512  20250925   8200.0  ...   8238.00     8154.00        Y
220   y2601  20250925   8166.0  ...   8180.00     8096.00        Y
221   y2603  20250925   8076.0  ...   8112.00     8050.00        Y
222   y2605  20250925   7894.0  ...   7924.00     7852.00        Y
223   y2607  20250925   7848.0  ...   7878.00     7816.00        Y
224   y2608  20250925   7852.0  ...   7880.00     7816.00        Y
225   y2609  20250925   7804.0  ...   7852.00     7782.00        Y

[226 rows x 12 columns]
2025-10-10 18:25:39,731 - future_1d - INFO - ak.get_dce_daily('2025-09-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250925  52135.0  ...  51595.0     51390.0       PS
1   PS2511  20250925  51480.0  ...  51360.0     50910.0       PS
2   PS2512  20250925  54010.0  ...  53675.0     53295.0       PS
3   PS2601  20250925  53500.0  ...  53200.0     52905.0       PS
4   PS2602  20250925  53460.0  ...  53205.0     52855.0       PS
5   PS2603  20250925  53235.0  ...  53035.0     52725.0       PS
6   PS2604  20250925  53280.0  ...  53005.0     52925.0       PS
7   PS2605  20250925  53200.0  ...  52930.0     52675.0       PS
8   PS2606  20250925  55500.0  ...  54935.0     54420.0       PS
9   PS2607  20250925  55160.0  ...  54870.0     54480.0       PS
10  PS2608  20250925  55155.0  ...  54605.0     54375.0       PS
11  PS2609  20250925  54815.0  ...  54620.0     54450.0       PS
13  SI2510  20250925   8980.0  ...   9020.0      8925.0       SI
14  SI2511  20250925   9035.0  ...   9030.0      8990.0       SI
15  SI2512  20250925   9405.0  ...   9425.0      9385.0       SI
16  SI2601  20250925   9400.0  ...   9390.0      9355.0       SI
17  SI2602  20250925   9370.0  ...   9390.0      9380.0       SI
18  SI2603  20250925   9395.0  ...   9420.0      9400.0       SI
19  SI2604  20250925   9405.0  ...   9405.0      9410.0       SI
20  SI2605  20250925   9445.0  ...   9420.0      9385.0       SI
21  SI2606  20250925   9435.0  ...   9445.0      9385.0       SI
22  SI2607  20250925   9460.0  ...   9465.0      9415.0       SI
23  SI2608  20250925   9420.0  ...   9425.0      9410.0       SI
24  SI2609  20250925   9405.0  ...   9425.0      9390.0       SI
27  LC2510  20250925  72720.0  ...  73100.0     73280.0       LC
28  LC2511  20250925  72980.0  ...  73580.0     73360.0       LC
29  LC2512  20250925  73060.0  ...  73660.0     73500.0       LC
30  LC2601  20250925  72900.0  ...  73620.0     73360.0       LC
31  LC2602  20250925  72680.0  ...  73360.0     73160.0       LC
32  LC2603  20250925  72800.0  ...  73480.0     73160.0       LC
33  LC2604  20250925  73260.0  ...  73760.0     73580.0       LC
34  LC2605  20250925  73260.0  ...  73740.0     73520.0       LC
35  LC2606  20250925  73040.0  ...  73460.0     73400.0       LC
36  LC2607  20250925  73040.0  ...  73360.0     73200.0       LC
37  LC2608  20250925  73040.0  ...  73480.0     73220.0       LC
38  LC2609  20250925  74000.0  ...  73540.0     73240.0       LC

[36 rows x 12 columns]
2025-10-10 18:25:39,972 - future_1d - INFO - ak.get_gfex_daily('2025-09-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250925  ...   82080      79990      CU
1        1      CU2511  20250925  ...   82160      79990      CU
2        2      CU2512  20250925  ...   82110      79980      CU
3        3      CU2601  20250925  ...   82090      79970      CU
4        4      CU2602  20250925  ...   81970      79960      CU
5        5      CU2603  20250925  ...   82050      79950      CU
6        6      CU2604  20250925  ...   81900      79970      CU
7        7      CU2605  20250925  ...   82230      79910      CU
8        8      CU2606  20250925  ...   81760      79860      CU
9        9      CU2607  20250925  ...   81710      79840      CU
10      10      CU2608  20250925  ...   81680      79880      CU
11      11      CU2609  20250925  ...   81920      79890      CU
12      12      BC2510  20250925  ...   72920      70910      BC
13      13      BC2511  20250925  ...   73030      71060      BC
14      14      BC2512  20250925  ...   73180      71110      BC
15      15      BC2601  20250925  ...   73160      71300      BC
16      16      BC2602  20250925  ...   73100      71100      BC
17      17      BC2603  20250925  ...   73000      71210      BC
18      18      BC2604  20250925  ...   73000      71300      BC
19      19      BC2605  20250925  ...   72900      71300      BC
20      20      BC2606  20250925  ...   72900      71400      BC
21      21      BC2607  20250925  ...   72800      71400      BC
22      22      BC2608  20250925  ...   73000      71400      BC
23      23      BC2609  20250925  ...   73000      71550      BC
24      24      AL2510  20250925  ...   20765      20680      AL
25      25      AL2511  20250925  ...   20780      20685      AL
26      26      AL2512  20250925  ...   20780      20690      AL
27      27      AL2601  20250925  ...   20780      20695      AL
28      28      AL2602  20250925  ...   20785      20695      AL
29      29      AL2603  20250925  ...   20815      20725      AL
30      30      AL2604  20250925  ...   20830      20750      AL
31      31      AL2605  20250925  ...   20845      20755      AL
32      32      AL2606  20250925  ...   20850      20785      AL
33      33      AL2607  20250925  ...   20850      20780      AL
34      34      AL2608  20250925  ...   20860      20775      AL
35      35      AL2609  20250925  ...   20860      20775      AL
36      36      ZN2510  20250925  ...   21960      21905      ZN
37      37      ZN2511  20250925  ...   21965      21915      ZN
38      38      ZN2512  20250925  ...   21980      21915      ZN
39      39      ZN2601  20250925  ...   21995      21930      ZN
40      40      ZN2602  20250925  ...   22030      21955      ZN
41      41      ZN2603  20250925  ...   22040      21970      ZN
42      42      ZN2604  20250925  ...   22090      22010      ZN
43      43      ZN2605  20250925  ...   22160      22045      ZN
44      44      ZN2606  20250925  ...   22185      22080      ZN
45      45      ZN2607  20250925  ...   22095      22095      ZN
46      46      ZN2608  20250925  ...   22185      22115      ZN
47      47      ZN2609  20250925  ...   22195      22145      ZN
48      48      PB2510  20250925  ...   17070      17035      PB
49      49      PB2511  20250925  ...   17110      17075      PB
50      50      PB2512  20250925  ...   17125      17090      PB
51      51      PB2601  20250925  ...   17135      17085      PB
52      52      PB2602  20250925  ...   17090      17090      PB
53      53      PB2603  20250925  ...   17175      17125      PB
54      54      PB2604  20250925  ...   17215      17215      PB
55      55      PB2605  20250925  ...   17170      17140      PB
56      56      PB2606  20250925  ...   17190      17160      PB
57      57      PB2607  20250925  ...   17175      17175      PB
58      58      PB2608  20250925  ...   17210      17140      PB
59      59      PB2609  20250925  ...   17230      17185      PB
60      60      NI2510  20250925  ...  122390     121450      NI
61      61      NI2511  20250925  ...  122730     121680      NI
62      62      NI2512  20250925  ...  122960     121810      NI
63      63      NI2601  20250925  ...  123080     122020      NI
64      64      NI2602  20250925  ...  123580     122250      NI
65      65      NI2603  20250925  ...  123430     122510      NI
66      66      NI2604  20250925  ...  123660     122640      NI
67      67      NI2605  20250925  ...  123980     122920      NI
68      68      NI2606  20250925  ...  123830     123050      NI
69      69      NI2607  20250925  ...  124190     123340      NI
70      70      NI2608  20250925  ...  125100     123750      NI
71      71      NI2609  20250925  ...  125630     124090      NI
72      72      SN2510  20250925  ...  273150     271570      SN
73      73      SN2511  20250925  ...  273490     271840      SN
74      74      SN2512  20250925  ...  273700     272030      SN
75      75      SN2601  20250925  ...  273840     272140      SN
76      76      SN2602  20250925  ...  273860     272100      SN
77      77      SN2603  20250925  ...  274180     272640      SN
78      78      SN2604  20250925  ...  274410     272870      SN
79      79      SN2605  20250925  ...  274840     273140      SN
80      80      SN2606  20250925  ...  274920     273310      SN
81      81      SN2607  20250925  ...  274910     273200      SN
82      82      SN2608  20250925  ...  275220     273380      SN
83      83      SN2609  20250925  ...  276240     273670      SN
84      84      AO2510  20250925  ...    2875       2858      AO
85      85      AO2511  20250925  ...    2897       2871      AO
86      86      AO2512  20250925  ...    2912       2882      AO
87      87      AO2601  20250925  ...    2927       2894      AO
88      88      AO2602  20250925  ...    2936       2906      AO
89      89      AO2603  20250925  ...    3003       2975      AO
90      90      AO2604  20250925  ...    3007       2980      AO
91      91      AO2605  20250925  ...    3016       2986      AO
92      92      AO2606  20250925  ...    3023       2993      AO
93      93      AO2607  20250925  ...    3032       2996      AO
94      94      AO2608  20250925  ...    3036       3007      AO
95      95      AO2609  20250925  ...    3045       3020      AO
96      96      AD2511  20250925  ...   20360      20320      AD
97      97      AD2512  20250925  ...   20405      20315      AD
98      98      AD2601  20250925  ...   20410      20320      AD
99      99      AD2602  20250925  ...   20440      20320      AD
100    100      AD2603  20250925  ...   20300      20300      AD
101    101      AD2604  20250925  ...   20320      20320      AD
102    102      AD2605  20250925  ...   20320      20320      AD
103    103      AD2606  20250925  ...   20385      20305      AD
104    104      AD2607  20250925  ...   20510      20510      AD
105    105      AD2608  20250925  ...   20515      20515      AD
106    106      AD2609  20250925  ...   20335      20335      AD
107    107      AU2510  20250925  ...  853.14     854.98      AU
108    108      AU2511  20250925  ...  854.06     856.34      AU
109    109      AU2512  20250925  ...  855.96      858.6      AU
110    110      AU2602  20250925  ...   858.8     860.92      AU
111    111      AU2604  20250925  ...  860.04     863.22      AU
112    112      AU2606  20250925  ...  863.34     865.94      AU
113    113      AU2608  20250925  ...  865.28     869.22      AU
114    114      AU2610  20250925  ...  869.38     872.52      AU
115    115      AG2510  20250925  ...   10358      10356      AG
116    116      AG2511  20250925  ...   10374      10388      AG
117    117      AG2512  20250925  ...   10396      10403      AG
118    118      AG2601  20250925  ...   10407      10415      AG
119    119      AG2602  20250925  ...   10420      10423      AG
120    120      AG2603  20250925  ...   10441      10438      AG
121    121      AG2604  20250925  ...   10454      10454      AG
122    122      AG2605  20250925  ...   10463      10468      AG
123    123      AG2606  20250925  ...   10478      10479      AG
124    124      AG2607  20250925  ...   10491      10496      AG
125    125      AG2608  20250925  ...   10504      10509      AG
126    126      AG2609  20250925  ...   10512      10514      AG
127    127      RB2510  20250925  ...    3072       3066      RB
128    128      RB2511  20250925  ...    3087       3082      RB
129    129      RB2512  20250925  ...    3144       3136      RB
130    130      RB2601  20250925  ...    3164       3157      RB
131    131      RB2602  20250925  ...    3165       3159      RB
132    132      RB2603  20250925  ...    3183       3175      RB
133    133      RB2604  20250925  ...    3204       3193      RB
134    134      RB2605  20250925  ...    3223       3217      RB
135    135      RB2606  20250925  ...    3238       3235      RB
136    136      RB2607  20250925  ...    3247       3246      RB
137    137      RB2608  20250925  ...    3248       3241      RB
138    138      RB2609  20250925  ...    3255       3244      RB
139    139      WR2510  20250925  ...    3233       3233      WR
140    140      WR2511  20250925  ...    3330       3343      WR
141    141      WR2512  20250925  ...    3324       3324      WR
142    142      WR2601  20250925  ...    3339       3349      WR
143    143      WR2602  20250925  ...    3353       3339      WR
144    144      WR2603  20250925  ...    3399       3399      WR
145    145      WR2604  20250925  ...    3389       3389      WR
146    146      WR2605  20250925  ...    3413       3414      WR
147    147      WR2606  20250925  ...    3372       3372      WR
148    148      WR2607  20250925  ...    3390       3390      WR
149    149      WR2608  20250925  ...    3371       3371      WR
150    150      WR2609  20250925  ...    3418       3418      WR
151    151      HC2510  20250925  ...    3415       3401      HC
152    152      HC2511  20250925  ...    3391       3380      HC
153    153      HC2512  20250925  ...    3378       3368      HC
154    154      HC2601  20250925  ...    3354       3350      HC
155    155      HC2602  20250925  ...    3353       3346      HC
156    156      HC2603  20250925  ...    3357       3351      HC
157    157      HC2604  20250925  ...    3358       3349      HC
158    158      HC2605  20250925  ...    3364       3358      HC
159    159      HC2606  20250925  ...    3360       3362      HC
160    160      HC2607  20250925  ...    3376       3369      HC
161    161      HC2608  20250925  ...    3371       3371      HC
162    162      HC2609  20250925  ...    3383       3383      HC
163    163      SS2510  20250925  ...   12800      12790      SS
164    164      SS2511  20250925  ...   12915      12905      SS
165    165      SS2512  20250925  ...   12960      12945      SS
166    166      SS2601  20250925  ...   13020      13005      SS
167    167      SS2602  20250925  ...   13070      13040      SS
168    168      SS2603  20250925  ...   13175      13125      SS
169    169      SS2604  20250925  ...   13215      13180      SS
170    170      SS2605  20250925  ...   13295      13260      SS
171    171      SS2606  20250925  ...   13340      13305      SS
172    172      SS2607  20250925  ...   13410      13395      SS
173    173      SS2608  20250925  ...   13465      13420      SS
174    174      SS2609  20250925  ...   13535      13485      SS
175    175      SC2510  20250925  ...   489.3      479.3      SC
176    176      SC2511  20250925  ...   488.9      482.3      SC
177    177      SC2512  20250925  ...   489.8      482.8      SC
178    178      SC2601  20250925  ...   489.8      482.7      SC
179    179      SC2602  20250925  ...   488.9      482.1      SC
180    180      SC2603  20250925  ...   488.3      481.8      SC
181    181      SC2604  20250925  ...     488      482.5      SC
182    182      SC2605  20250925  ...   486.8      480.8      SC
183    183      SC2606  20250925  ...   486.3        480      SC
184    184      SC2607  20250925  ...   487.3        480      SC
185    185      SC2608  20250925  ...   485.8      478.1      SC
186    186      SC2609  20250925  ...   482.7      477.8      SC
187    187      SC2612  20250925  ...   473.5        472      SC
188    188      SC2703  20250925  ...   478.3      473.1      SC
189    189      SC2706  20250925  ...     476      469.2      SC
190    190      SC2709  20250925  ...     477        470      SC
191    191      SC2712  20250925  ...   477.8      469.1      SC
192    192      SC2803  20250925  ...     476        468      SC
193    193      SC2806  20250925  ...   473.2      465.8      SC
194    194      SC2809  20250925  ...   472.1      464.2      SC
195    195      LU2510  20250925  ...    3366       3366      LU
196    196      LU2511  20250925  ...    3435       3397      LU
197    197      LU2512  20250925  ...    3430       3385      LU
198    198      LU2601  20250925  ...    3418       3377      LU
199    199      LU2602  20250925  ...    3400       3362      LU
200    200      LU2603  20250925  ...    3398       3358      LU
201    201      LU2604  20250925  ...    3395       3356      LU
202    202      LU2605  20250925  ...    3390       3356      LU
203    203      LU2606  20250925  ...    3393       3347      LU
204    204      LU2607  20250925  ...    3377       3344      LU
205    205      LU2608  20250925  ...    3366       3334      LU
206    206      LU2609  20250925  ...    3346       3320      LU
207    207      FU2510  20250925  ...    2933       2879      FU
208    208      FU2511  20250925  ...    2948       2888      FU
209    209      FU2512  20250925  ...    2905       2867      FU
210    210      FU2601  20250925  ...    2883       2850      FU
211    211      FU2602  20250925  ...    2865       2837      FU
212    212      FU2603  20250925  ...    2853       2822      FU
213    213      FU2604  20250925  ...    2840       2808      FU
214    214      FU2605  20250925  ...    2827       2800      FU
215    215      FU2606  20250925  ...    2811       2782      FU
216    216      FU2607  20250925  ...    2784       2753      FU
217    217      FU2608  20250925  ...    2758       2728      FU
218    218      FU2609  20250925  ...    2737       2719      FU
219    219      BU2510  20250925  ...    3444       3413      BU
220    220      BU2511  20250925  ...    3426       3396      BU
221    221      BU2512  20250925  ...    3373       3346      BU
222    222      BU2601  20250925  ...    3341       3314      BU
223    223      BU2602  20250925  ...    3348       3318      BU
224    224      BU2603  20250925  ...    3361       3335      BU
225    225      BU2604  20250925  ...    3337       3312      BU
226    226      BU2605  20250925  ...    3365       3332      BU
227    227      BU2606  20250925  ...    3362       3333      BU
228    228      BU2607  20250925  ...    3365       3327      BU
229    229      BU2608  20250925  ...    3344       3323      BU
230    230      BU2609  20250925  ...    3352       3333      BU
231    231      BU2612  20250925  ...    3319       3300      BU
232    232      BU2703  20250925  ...    3329       3281      BU
233    233      BU2706  20250925  ...    3327       3312      BU
234    234      BU2709  20250925  ...    3333       3320      BU
235    235      BR2510  20250925  ...   11560      11595      BR
236    236      BR2511  20250925  ...   11555      11545      BR
237    237      BR2512  20250925  ...   11555      11535      BR
238    238      BR2601  20250925  ...   11545      11525      BR
239    239      BR2602  20250925  ...   11555      11545      BR
240    240      BR2603  20250925  ...   11595      11605      BR
241    241      BR2604  20250925  ...   11640      11640      BR
242    242      BR2605  20250925  ...   11615      11580      BR
243    243      BR2606  20250925  ...   11620      11620      BR
244    244      BR2607  20250925  ...   11745      11680      BR
245    245      BR2608  20250925  ...   11745      11745      BR
246    246      BR2609  20250925  ...   11750      11750      BR
247    247      RU2510  20250925  ...   14680      14740      RU
248    248      RU2511  20250925  ...   14705      14715      RU
249    249      RU2601  20250925  ...   15630      15605      RU
250    250      RU2603  20250925  ...   15625      15590      RU
251    251      RU2604  20250925  ...   15625      15570      RU
252    252      RU2605  20250925  ...   15575      15545      RU
253    253      RU2606  20250925  ...   15635      15585      RU
254    254      RU2607  20250925  ...   15580      15600      RU
255    255      RU2608  20250925  ...   15625      15685      RU
256    256      RU2609  20250925  ...   15550      15600      RU
257    257      NR2510  20250925  ...   12440      12415      NR
258    258      NR2511  20250925  ...   12485      12455      NR
259    259      NR2512  20250925  ...   12500      12465      NR
260    260      NR2601  20250925  ...   12525      12490      NR
261    261      NR2602  20250925  ...   12520      12490      NR
262    262      NR2603  20250925  ...   12530      12510      NR
263    263      NR2604  20250925  ...   12565      12530      NR
264    264      NR2605  20250925  ...   12575      12600      NR
265    265      NR2606  20250925  ...   12600      12495      NR
266    266      NR2607  20250925  ...   12650      12650      NR
267    267      NR2608  20250925  ...   12685      12685      NR
268    268      NR2609  20250925  ...   12510      12510      NR
269    269      SP2510  20250925  ...    5018       4984      SP
270    270      SP2511  20250925  ...    5050       5010      SP
271    271      SP2512  20250925  ...    5068       5026      SP
272    272      SP2601  20250925  ...    5304       5268      SP
273    273      SP2602  20250925  ...    5292       5258      SP
274    274      SP2603  20250925  ...    5310       5272      SP
275    275      SP2604  20250925  ...    5318       5282      SP
276    276      SP2605  20250925  ...    5318       5286      SP
277    277      SP2606  20250925  ...    5324       5282      SP
278    278      SP2607  20250925  ...    5320       5268      SP
279    279      SP2608  20250925  ...    5326       5292      SP
280    280      SP2609  20250925  ...    5328       5280      SP
281    281      OP2601  20250925  ...    4238       4230      OP
282    282      OP2602  20250925  ...    4228       4228      OP
283    283      OP2603  20250925  ...    4266       4246      OP
284    284      OP2604  20250925  ...    4262       4262      OP
285    285      OP2605  20250925  ...    4266       4266      OP
286    286      OP2606  20250925  ...    4236       4242      OP
287    287      OP2607  20250925  ...    4238       4238      OP
288    288      OP2608  20250925  ...    4240       4238      OP
289    289      OP2609  20250925  ...    4336       4338      OP
290    290      EC2510  20250925  ...  1160.6       1128      EC
291    291      EC2512  20250925  ...  1746.6     1678.9      EC
292    292      EC2602  20250925  ...  1647.8     1572.8      EC
293    293      EC2604  20250925  ...  1276.4     1257.3      EC
294    294      EC2606  20250925  ...  1467.5     1436.5      EC
295    295      EC2608  20250925  ...  1619.8     1591.5      EC
296    298  SC_TAS2511  20250925  ...                     SC_TAS
297    299  SC_TAS2512  20250925  ...                     SC_TAS
298    300  SC_TAS2601  20250925  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 18:25:40,083 - future_1d - INFO - ak.get_shfe_daily('2025-09-25') done
2025-10-10 18:25:41,877 - future_1d - INFO - save future_daily 2025-09-25 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250926   8650.0   8705.0  ...    32830.24   8628.0      8585.0       AP
1    AP511  20250926   8482.0   8551.0  ...    64283.35   8440.0      8440.0       AP
2    AP512  20250926   8408.0   8453.0  ...     4236.59   8373.0      8367.0       AP
3    AP601  20250926   8445.0   8486.0  ...   920217.60   8384.0      8385.0       AP
4    AP603  20250926   8284.0   8335.0  ...     1245.90   8251.0      8244.0       AP
5    AP604  20250926   8293.0   8304.0  ...      322.09   8259.0      8231.0       AP
6    AP605  20250926   8322.0   8342.0  ...    10576.05   8269.0      8264.0       AP
7    CF511  20250926  13550.0  13560.0  ...   244914.87  13500.0     13560.0       CF
8    CF601  20250926  13520.0  13530.0  ...  1320704.33  13460.0     13515.0       CF
9    CF603  20250926  13495.0  13500.0  ...     2295.40  13425.0     13485.0       CF
10   CF605  20250926  13520.0  13530.0  ...   136252.22  13460.0     13510.0       CF
11   CF607  20250926  13530.0  13530.0  ...     1684.50  13475.0     13535.0       CF
12   CF609  20250926  13660.0  13675.0  ...      886.12  13635.0     13695.0       CF
13   CJ512  20250926  10950.0  11240.0  ...     6835.98  11115.0     10905.0       CJ
14   CJ601  20250926  10965.0  11295.0  ...  1387747.55  11175.0     10960.0       CJ
15   CJ603  20250926  10940.0  11265.0  ...    13373.90  11155.0     10925.0       CJ
16   CJ605  20250926  10980.0  11345.0  ...   209953.85  11205.0     10990.0       CJ
17   CJ607  20250926  11085.0  11430.0  ...     3567.35  11325.0     11075.0       CJ
18   CJ609  20250926  11205.0  11500.0  ...     1895.03  11415.0     11210.0       CJ
19   CY510  20250926      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250926  19800.0  19800.0  ...   117911.29  19745.0     19780.0       CY
21   CY512  20250926      0.0      0.0  ...        0.00  19515.0     19515.0       CY
22   CY601  20250926  19710.0  19710.0  ...     4813.33  19645.0     19690.0       CY
23   CY602  20250926      0.0      0.0  ...        0.00  19600.0     19745.0       CY
24   CY603  20250926      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250926      0.0      0.0  ...        0.00  19545.0     19730.0       CY
26   CY605  20250926      0.0      0.0  ...        0.00  19695.0     19735.0       CY
27   CY606  20250926      0.0      0.0  ...        0.00  19555.0     19735.0       CY
28   CY607  20250926      0.0      0.0  ...        0.00  19965.0     20005.0       CY
29   CY608  20250926  19735.0  19735.0  ...        9.87  19735.0     19930.0       CY
30   CY609  20250926      0.0      0.0  ...        0.00  19965.0     20035.0       CY
31   FG510  20250926   1148.0   1149.0  ...     6227.20   1135.0      1135.0       FG
32   FG511  20250926   1152.0   1154.0  ...   248392.91   1140.0      1145.0       FG
33   FG512  20250926   1267.0   1272.0  ...    82814.46   1259.0      1265.0       FG
34   FG601  20250926   1269.0   1269.0  ...  5956727.16   1257.0      1260.0       FG
35   FG602  20250926   1319.0   1320.0  ...    66962.99   1310.0      1308.0       FG
36   FG603  20250926   1318.0   1321.0  ...     4278.31   1314.0      1314.0       FG
37   FG604  20250926   1380.0   1388.0  ...     3062.79   1381.0      1380.0       FG
38   FG605  20250926   1381.0   1386.0  ...   198434.70   1376.0      1373.0       FG
39   FG606  20250926   1410.0   1413.0  ...     2506.00   1403.0      1402.0       FG
40   FG607  20250926   1403.0   1409.0  ...     2477.59   1398.0      1398.0       FG
41   FG608  20250926   1443.0   1445.0  ...     1872.73   1438.0      1435.0       FG
42   FG609  20250926   1450.0   1455.0  ...     7399.11   1440.0      1440.0       FG
43   JR511  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250926   2263.0   2272.0  ...     8466.11   2258.0      2263.0       MA
52   MA511  20250926   2303.0   2315.0  ...   170232.83   2297.0      2298.0       MA
53   MA512  20250926   2334.0   2350.0  ...   115920.38   2330.0      2333.0       MA
54   MA601  20250926   2355.0   2372.0  ...  1308287.12   2352.0      2357.0       MA
55   MA602  20250926   2383.0   2399.0  ...    55043.79   2373.0      2380.0       MA
56   MA603  20250926   2395.0   2412.0  ...     6294.81   2394.0      2397.0       MA
57   MA604  20250926      0.0      0.0  ...        0.00   2394.0      2394.0       MA
58   MA605  20250926   2384.0   2403.0  ...    60556.23   2385.0      2383.0       MA
59   MA606  20250926      0.0      0.0  ...        0.00   2392.0      2392.0       MA
60   MA607  20250926   2358.0   2380.0  ...       42.62   2368.0      2369.0       MA
61   MA608  20250926   2364.0   2382.0  ...        4.75   2373.0      2370.0       MA
62   MA609  20250926   2343.0   2363.0  ...      803.91   2344.0      2345.0       MA
63   OI511  20250926  10334.0  10369.0  ...   576141.43  10320.0     10195.0       OI
64   OI601  20250926  10143.0  10196.0  ...  3072674.19  10146.0     10033.0       OI
65   OI603  20250926   9912.0   9952.0  ...    16712.23   9912.0      9792.0       OI
66   OI605  20250926   9654.0   9681.0  ...   194734.19   9632.0      9551.0       OI
67   OI607  20250926   9620.0   9620.0  ...     1005.92   9580.0      9549.0       OI
68   OI609  20250926   9569.0   9569.0  ...     1087.28   9538.0      9524.0       OI
69   PF510  20250926   6374.0   6374.0  ...     2019.09   6350.0      6358.0       PF
70   PF511  20250926   6364.0   6366.0  ...   644390.00   6344.0      6328.0       PF
71   PF512  20250926   6326.0   6328.0  ...   391647.53   6310.0      6288.0       PF
72   PF601  20250926   6374.0   6374.0  ...    27749.27   6356.0      6346.0       PF
73   PF602  20250926   6370.0   6378.0  ...   107234.64   6354.0      6334.0       PF
74   PF603  20250926   6368.0   6382.0  ...      133.77   6370.0      6350.0       PF
75   PF604  20250926   6418.0   6426.0  ...       22.45   6414.0      6408.0       PF
76   PF605  20250926   6440.0   6450.0  ...       22.54   6440.0      6434.0       PF
77   PF606  20250926   6416.0   6448.0  ...       16.09   6436.0      6414.0       PF
78   PF607  20250926   6440.0   6462.0  ...        9.68   6454.0      6484.0       PF
79   PF608  20250926      0.0      0.0  ...        0.00   6472.0      6496.0       PF
80   PF609  20250926   6504.0   6504.0  ...        3.25   6504.0      6508.0       PF
81   PK510  20250926   7788.0   7808.0  ...     9985.63   7784.0      7770.0       PK
82   PK511  20250926   7784.0   7810.0  ...   258564.65   7784.0      7766.0       PK
83   PK512  20250926   7758.0   7788.0  ...    81961.25   7770.0      7762.0       PK
84   PK601  20250926   7776.0   7786.0  ...    51830.08   7768.0      7776.0       PK
85   PK603  20250926   7798.0   7810.0  ...       62.43   7804.0      7812.0       PK
86   PK604  20250926   7816.0   7836.0  ...       66.47   7820.0      7836.0       PK
87   PK605  20250926   7834.0   7836.0  ...     3842.69   7826.0      7834.0       PK
88   PL601  20250926   6366.0   6401.0  ...    32275.72   6376.0      6372.0       PL
89   PL602  20250926   6385.0   6416.0  ...      563.10   6399.0      6402.0       PL
90   PL603  20250926      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250926      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250926      0.0      0.0  ...        0.00   6350.0      6350.0       PL
93   PL606  20250926      0.0      0.0  ...        0.00   6428.0      6419.0       PL
94   PL607  20250926   6326.0   6472.0  ...       25.60   6399.0      6410.0       PL
95   PL608  20250926      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250926      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250926   5858.0   5858.0  ...       70.17   5848.0      5856.0       PR
104  PR511  20250926   5844.0   5844.0  ...   495894.24   5818.0      5816.0       PR
105  PR512  20250926   5834.0   5844.0  ...   487434.61   5818.0      5814.0       PR
106  PR601  20250926   5828.0   5836.0  ...   163974.75   5808.0      5812.0       PR
107  PR602  20250926   5850.0   5856.0  ...     1612.96   5844.0      5848.0       PR
108  PR603  20250926   5850.0   5850.0  ...       96.21   5832.0      5840.0       PR
109  PR604  20250926   5850.0   5860.0  ...       26.34   5854.0      5868.0       PR
110  PR605  20250926   5858.0   5870.0  ...       17.59   5864.0      5882.0       PR
111  PR606  20250926      0.0      0.0  ...        0.00   5902.0      5918.0       PR
112  PR607  20250926      0.0      0.0  ...        0.00   5902.0      5902.0       PR
113  PR608  20250926      0.0      0.0  ...        0.00   5914.0      5940.0       PR
114  PR609  20250926      0.0      0.0  ...        0.00   5918.0      5924.0       PR
115  PX510  20250926   6672.0   6686.0  ...     2010.23   6668.0      6470.0       PX
116  PX511  20250926   6672.0   6704.0  ...   765735.73   6664.0      6640.0       PX
117  PX512  20250926   6658.0   6684.0  ...   234986.91   6648.0      6638.0       PX
118  PX601  20250926   6662.0   6676.0  ...   146711.28   6646.0      6636.0       PX
119  PX602  20250926   6678.0   6688.0  ...     9167.51   6660.0      6654.0       PX
120  PX603  20250926   6654.0   6654.0  ...      125.97   6630.0      6630.0       PX
121  PX604  20250926   6658.0   6658.0  ...        3.33   6658.0      6690.0       PX
122  PX605  20250926   6680.0   6714.0  ...     1079.85   6686.0      6672.0       PX
123  PX606  20250926   6684.0   6684.0  ...        6.68   6682.0      6692.0       PX
124  PX607  20250926   6670.0   6670.0  ...        6.67   6670.0      6700.0       PX
125  PX608  20250926   6686.0   6686.0  ...        3.34   6686.0      6674.0       PX
126  PX609  20250926   6686.0   6690.0  ...       10.03   6690.0      6678.0       PX
127  RI511  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250926   2479.0   2490.0  ...     6809.30   2474.0      2479.0       RM
134  RM601  20250926   2440.0   2452.0  ...   735276.09   2429.0      2424.0       RM
135  RM603  20250926   2356.0   2363.0  ...     8334.76   2346.0      2343.0       RM
136  RM605  20250926   2343.0   2345.0  ...   125577.81   2334.0      2328.0       RM
137  RM607  20250926   2331.0   2333.0  ...     4549.33   2322.0      2319.0       RM
138  RM608  20250926   2428.0   2429.0  ...      266.48   2423.0      2420.0       RM
139  RM609  20250926   2422.0   2424.0  ...     1778.82   2414.0      2412.0       RM
140  RS511  20250926   5296.0   5458.0  ...      359.68   5368.0      5311.0       RS
141  RS607  20250926   5579.0   5668.0  ...      150.41   5571.0      5562.0       RS
142  RS608  20250926   5531.0   5584.0  ...      211.20   5558.0      5552.0       RS
143  RS609  20250926   5575.0   5583.0  ...      189.00   5559.0      5556.0       RS
144  SA510  20250926   1228.0   1228.0  ...     4908.89   1212.0      1222.0       SA
145  SA511  20250926   1237.0   1237.0  ...   253828.17   1224.0      1232.0       SA
146  SA512  20250926   1300.0   1303.0  ...   200074.68   1287.0      1298.0       SA
147  SA601  20250926   1313.0   1316.0  ...  2932973.47   1301.0      1311.0       SA
148  SA602  20250926   1340.0   1345.0  ...    45541.78   1331.0      1340.0       SA
149  SA603  20250926   1347.0   1348.0  ...     2667.65   1339.0      1347.0       SA
150  SA604  20250926   1392.0   1392.0  ...     1003.41   1386.0      1393.0       SA
151  SA605  20250926   1403.0   1405.0  ...   117671.80   1392.0      1400.0       SA
152  SA606  20250926   1411.0   1415.0  ...     1107.30   1405.0      1413.0       SA
153  SA607  20250926   1418.0   1418.0  ...     1165.75   1408.0      1418.0       SA
154  SA608  20250926   1450.0   1450.0  ...      789.08   1440.0      1449.0       SA
155  SA609  20250926   1459.0   1459.0  ...     5716.70   1446.0      1455.0       SA
156  SF510  20250926   5566.0   5566.0  ...     1715.21   5480.0      5544.0       SF
157  SF511  20250926   5750.0   5750.0  ...   754550.26   5680.0      5724.0       SF
158  SF512  20250926   5720.0   5720.0  ...   199971.93   5658.0      5698.0       SF
159  SF601  20250926   5702.0   5702.0  ...   260170.71   5644.0      5692.0       SF
160  SF602  20250926   5670.0   5670.0  ...    34637.33   5602.0      5648.0       SF
161  SF603  20250926   5788.0   5804.0  ...      389.24   5768.0      5836.0       SF
162  SF604  20250926   5754.0   5754.0  ...        2.88   5754.0      5814.0       SF
163  SF605  20250926   5784.0   5806.0  ...     3292.91   5768.0      5790.0       SF
164  SF606  20250926   5750.0   5760.0  ...       17.22   5738.0      5782.0       SF
165  SF607  20250926   5880.0   5880.0  ...       23.49   5872.0      5910.0       SF
166  SF608  20250926   5884.0   5884.0  ...        2.94   5884.0      5914.0       SF
167  SF609  20250926   5842.0   5858.0  ...       26.30   5844.0      5882.0       SF
168  SH510  20250926   2459.0   2466.0  ...     6024.55   2455.0      2467.0       SH
169  SH511  20250926   2484.0   2500.0  ...   566706.45   2482.0      2488.0       SH
170  SH512  20250926   2536.0   2544.0  ...   350259.68   2530.0      2540.0       SH
171  SH601  20250926   2537.0   2542.0  ...  2097625.08   2530.0      2542.0       SH
172  SH602  20250926   2563.0   2568.0  ...    38984.50   2559.0      2565.0       SH
173  SH603  20250926   2582.0   2584.0  ...     1096.92   2575.0      2582.0       SH
174  SH604  20250926   2619.0   2625.0  ...      109.91   2617.0      2623.0       SH
175  SH605  20250926   2628.0   2634.0  ...    11880.48   2623.0      2633.0       SH
176  SH606  20250926   2639.0   2642.0  ...       71.22   2638.0      2648.0       SH
177  SH607  20250926   2632.0   2632.0  ...       23.66   2629.0      2639.0       SH
178  SH608  20250926   2647.0   2651.0  ...      158.72   2645.0      2648.0       SH
179  SH609  20250926   2662.0   2668.0  ...       95.74   2659.0      2668.0       SH
180  SM510  20250926   5776.0   5776.0  ...     4774.04   5752.0      5732.0       SM
181  SM511  20250926   5876.0   5896.0  ...   455165.98   5846.0      5892.0       SM
182  SM512  20250926   5888.0   5900.0  ...    95268.14   5852.0      5910.0       SM
183  SM601  20250926   5900.0   5912.0  ...   717236.94   5866.0      5904.0       SM
184  SM602  20250926   5906.0   5918.0  ...   327457.78   5872.0      5902.0       SM
185  SM603  20250926   5932.0   5932.0  ...     1396.06   5904.0      5932.0       SM
186  SM604  20250926   5912.0   5912.0  ...       53.19   5910.0      5934.0       SM
187  SM605  20250926   5946.0   5946.0  ...    19752.29   5900.0      5944.0       SM
188  SM606  20250926   5894.0   5906.0  ...       26.53   5896.0      5928.0       SM
189  SM607  20250926   5920.0   5930.0  ...       38.46   5918.0      5938.0       SM
190  SM608  20250926   5918.0   5936.0  ...       35.61   5936.0      5988.0       SM
191  SM609  20250926   5972.0   5976.0  ...      795.93   5940.0      5984.0       SM
192  SR511  20250926   5519.0   5537.0  ...   144411.22   5520.0      5533.0       SR
193  SR601  20250926   5486.0   5510.0  ...   841801.30   5491.0      5497.0       SR
194  SR603  20250926   5469.0   5487.0  ...     2791.06   5473.0      5481.0       SR
195  SR605  20250926   5458.0   5470.0  ...    76268.52   5452.0      5463.0       SR
196  SR607  20250926   5462.0   5466.0  ...     5816.53   5451.0      5468.0       SR
197  SR609  20250926   5469.0   5470.0  ...    14061.67   5457.0      5478.0       SR
198  TA510  20250926   4644.0   4644.0  ...    25825.57   4626.0      4630.0       TA
199  TA511  20250926   4654.0   4656.0  ...   285773.62   4640.0      4638.0       TA
200  TA512  20250926   4660.0   4670.0  ...   115051.07   4650.0      4652.0       TA
201  TA601  20250926   4676.0   4682.0  ...  1475535.99   4664.0      4658.0       TA
202  TA602  20250926   4684.0   4692.0  ...    22745.35   4674.0      4672.0       TA
203  TA603  20250926   4688.0   4696.0  ...    12860.24   4690.0      4630.0       TA
204  TA604  20250926   4698.0   4712.0  ...     2050.62   4698.0      4686.0       TA
205  TA605  20250926   4710.0   4728.0  ...    79999.52   4706.0      4696.0       TA
206  TA606  20250926   4714.0   4714.0  ...       35.29   4706.0      4700.0       TA
207  TA607  20250926      0.0      0.0  ...        0.00   4718.0      4718.0       TA
208  TA608  20250926      0.0      0.0  ...        0.00   4736.0      4744.0       TA
209  TA609  20250926   4762.0   4764.0  ...      173.07   4742.0      4746.0       TA
210  UR510  20250926   1560.0   1560.0  ...     2791.87   1549.0      1567.0       UR
211  UR511  20250926   1650.0   1659.0  ...    61070.09   1649.0      1651.0       UR
212  UR512  20250926   1658.0   1671.0  ...    17063.25   1661.0      1664.0       UR
213  UR601  20250926   1676.0   1683.0  ...   383259.56   1673.0      1675.0       UR
214  UR602  20250926   1684.0   1689.0  ...      551.16   1680.0      1682.0       UR
215  UR603  20250926   1724.0   1732.0  ...      779.52   1725.0      1726.0       UR
216  UR604  20250926   1725.0   1727.0  ...       58.63   1725.0      1726.0       UR
217  UR605  20250926   1721.0   1733.0  ...    17090.61   1725.0      1727.0       UR
218  UR606  20250926   1726.0   1730.0  ...       96.57   1724.0      1728.0       UR
219  UR607  20250926   1750.0   1760.0  ...       49.21   1758.0      1757.0       UR
220  UR608  20250926   1743.0   1746.0  ...       10.47   1745.0      1750.0       UR
221  UR609  20250926   1742.0   1750.0  ...      324.25   1743.0      1747.0       UR
222  WH511  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:25:48,864 - future_1d - INFO - ak.get_czce_daily('2025-09-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250926  7275.200  ...  7219.600    7311.000       IC
1   IC2511  20250926  7192.000  ...  7151.800    7240.200       IC
2   IC2512  20250926  7147.000  ...  7097.600    7185.400       IC
3   IC2603  20250926  6951.200  ...  6922.000    7007.000       IC
4   IF2510  20250926  4575.800  ...  4555.800    4596.600       IF
5   IF2511  20250926  4558.600  ...  4541.800    4581.600       IF
6   IF2512  20250926  4550.000  ...  4535.200    4572.400       IF
7   IF2603  20250926  4520.200  ...  4509.800    4539.600       IF
8   IH2510  20250926  2943.000  ...  2950.200    2958.000       IH
9   IH2511  20250926  2944.000  ...  2948.000    2956.400       IH
10  IH2512  20250926  2946.000  ...  2949.800    2958.400       IH
11  IH2603  20250926  2942.000  ...  2947.400    2955.800       IH
12  IM2510  20250926  7419.600  ...  7360.800    7456.400       IM
13  IM2511  20250926  7335.400  ...  7272.800    7369.200       IM
14  IM2512  20250926  7260.000  ...  7193.400    7290.800       IM
15  IM2603  20250926  7040.000  ...  6974.400    7076.400       IM
16   T2512  20250926   107.655  ...   107.670     107.540        T
17   T2603  20250926   107.270  ...   107.325     107.175        T
18   T2606  20250926   107.150  ...   107.235     107.115        T
19  TF2512  20250926   105.535  ...   105.530     105.475       TF
20  TF2603  20250926   105.390  ...   105.410     105.335       TF
21  TF2606  20250926   105.390  ...   105.400     105.335       TF
22  TL2512  20250926   114.230  ...   114.260     113.960       TL
23  TL2603  20250926   113.910  ...   113.920     113.620       TL
24  TL2606  20250926   113.960  ...   113.910     113.540       TL
25  TS2512  20250926   102.314  ...   102.344     102.300       TS
26  TS2603  20250926   102.258  ...   102.258     102.220       TS
27  TS2606  20250926   102.258  ...   102.262     102.226       TS

[28 rows x 12 columns]
2025-10-10 18:25:49,255 - future_1d - INFO - ak.get_cffex_daily('2025-09-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250926     488  ...   487.5      489.3      SC
1       SC2511  20250926   489.1  ...   489.1      488.9      SC
2       SC2512  20250926   490.8  ...   490.8      489.8      SC
3       SC2601  20250926     491  ...   490.7      489.8      SC
4       SC2602  20250926   489.2  ...   489.9      488.9      SC
5       SC2603  20250926   488.2  ...     490      488.3      SC
6       SC2604  20250926   486.3  ...   490.3        488      SC
7       SC2605  20250926   486.4  ...   491.2      486.8      SC
8       SC2606  20250926     487  ...   488.9      486.3      SC
9       SC2607  20250926   484.9  ...   484.9      487.3      SC
10      SC2608  20250926   484.2  ...   486.6      485.8      SC
11      SC2609  20250926   481.6  ...   483.8      482.7      SC
12      SC2612  20250926   479.7  ...   479.5      473.5      SC
13      SC2703  20250926   473.1  ...   473.1      478.3      SC
14      SC2706  20250926          ...     477        476      SC
15      SC2709  20250926          ...     477        477      SC
16      SC2712  20250926   473.8  ...   475.9      477.8      SC
17      SC2803  20250926     475  ...     475        476      SC
18      SC2806  20250926     472  ...   473.8      473.2      SC
19      SC2809  20250926   472.1  ...   472.1      472.1      SC
21      LU2510  20250926    3450  ...    3450       3366      LU
22      LU2511  20250926    3445  ...    3470       3435      LU
23      LU2512  20250926    3443  ...    3471       3430      LU
24      LU2601  20250926    3430  ...    3459       3418      LU
25      LU2602  20250926    3409  ...    3440       3400      LU
26      LU2603  20250926    3413  ...    3425       3398      LU
27      LU2604  20250926          ...    3407       3395      LU
28      LU2605  20250926    3443  ...    3437       3390      LU
29      LU2606  20250926    3422  ...    3427       3393      LU
30      LU2607  20250926    3383  ...    3418       3377      LU
31      LU2608  20250926    3367  ...    3392       3366      LU
32      LU2609  20250926    3354  ...    3379       3346      LU
34      NR2510  20250926   12415  ...   12320      12440      NR
35      NR2511  20250926   12425  ...   12350      12485      NR
36      NR2512  20250926   12450  ...   12375      12500      NR
37      NR2601  20250926   12480  ...   12395      12525      NR
38      NR2602  20250926   12435  ...   12380      12520      NR
39      NR2603  20250926   12455  ...   12455      12530      NR
40      NR2604  20250926   12435  ...   12390      12565      NR
41      NR2605  20250926   12465  ...   12460      12575      NR
42      NR2606  20250926   12465  ...   12465      12600      NR
43      NR2607  20250926          ...   12650      12650      NR
44      NR2608  20250926          ...   12685      12685      NR
45      NR2609  20250926          ...   12510      12510      NR
47      BC2510  20250926   73050  ...   73250      72920      BC
48      BC2511  20250926   73540  ...   73420      73030      BC
49      BC2512  20250926   73620  ...   73550      73180      BC
50      BC2601  20250926          ...   73160      73160      BC
51      BC2602  20250926   73820  ...   73820      73100      BC
52      BC2603  20250926          ...   73000      73000      BC
53      BC2604  20250926          ...   73000      73000      BC
54      BC2605  20250926          ...   72900      72900      BC
55      BC2606  20250926          ...   72960      72900      BC
56      BC2607  20250926          ...   72840      72800      BC
57      BC2608  20250926          ...   73000      73000      BC
58      BC2609  20250926          ...   73000      73000      BC
60      EC2510  20250926    1176  ...  1150.8     1160.6      EC
61      EC2512  20250926    1790  ...  1780.6     1746.6      EC
62      EC2602  20250926    1692  ...  1691.9     1647.8      EC
63      EC2604  20250926  1281.1  ...  1279.1     1276.4      EC
64      EC2606  20250926  1475.4  ...  1482.6     1467.5      EC
65      EC2608  20250926    1632  ...    1631     1619.8      EC
68  SC_TAS2511  20250926          ...                     SC_TAS
69  SC_TAS2512  20250926          ...                     SC_TAS
70  SC_TAS2601  20250926          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 18:25:49,338 - future_1d - INFO - ak.get_ine_daily('2025-09-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250926   3931.0  ...   3940.00     3930.00        A
1     a2601  20250926   3910.0  ...   3918.00     3912.00        A
2     a2603  20250926   3917.0  ...   3922.00     3912.00        A
3     a2605  20250926   3949.0  ...   3951.00     3944.00        A
4     a2607  20250926   3949.0  ...   3945.00     3943.00        A
5     a2609  20250926   3949.0  ...   3948.00     3951.00        A
6     b2510  20250926   3654.0  ...   3630.00     3628.00        B
7     b2511  20250926   3655.0  ...   3627.00     3636.00        B
8     b2512  20250926   3665.0  ...   3647.00     3652.00        B
9     b2601  20250926   3662.0  ...   3647.00     3651.00        B
10    b2602  20250926   3665.0  ...   3649.00     3654.00        B
11    b2603  20250926   3629.0  ...   3615.00     3618.00        B
12    b2604  20250926   3521.0  ...   3520.00     3521.00        B
13    b2605  20250926   3460.0  ...   3449.00     3450.00        B
14    b2606  20250926   3427.0  ...   3422.00     3426.00        B
15    b2607  20250926   3470.0  ...   3428.00     3429.00        B
16    b2608  20250926   3527.0  ...   3520.00     3525.00        B
17    b2609  20250926   3541.0  ...   3535.00     3538.00        B
18   bb2511  20250926    141.9  ...    141.90      142.00       BB
19   bb2601  20250926    147.0  ...    147.00      146.95       BB
20   bb2603  20250926      0.0  ...    147.00      147.00       BB
21   bb2605  20250926      0.0  ...    141.70      141.70       BB
22   bb2607  20250926      0.0  ...    146.45      146.45       BB
23   bb2609  20250926      0.0  ...    146.45      146.45       BB
24   bz2603  20250926   5922.0  ...   5906.00     5930.00       BZ
25   bz2604  20250926   5892.0  ...   5880.00     5914.00       BZ
26   bz2605  20250926      0.0  ...   5936.00     5939.00       BZ
27   bz2606  20250926      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250926      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250926      0.0  ...   5883.00     5884.00       BZ
30   bz2609  20250926      0.0  ...   5884.00     5884.00       BZ
31    c2511  20250926   2159.0  ...   2176.00     2166.00        C
32    c2601  20250926   2134.0  ...   2137.00     2136.00        C
33    c2603  20250926   2143.0  ...   2146.00     2144.00        C
34    c2605  20250926   2197.0  ...   2203.00     2199.00        C
35    c2607  20250926   2208.0  ...   2213.00     2211.00        C
36    c2609  20250926   2224.0  ...   2228.00     2227.00        C
37   cs2511  20250926   2474.0  ...   2485.00     2476.00       CS
38   cs2601  20250926   2461.0  ...   2467.00     2466.00       CS
39   cs2603  20250926   2462.0  ...   2466.00     2466.00       CS
40   cs2605  20250926   2538.0  ...   2547.00     2546.00       CS
41   cs2607  20250926   2550.0  ...   2551.00     2551.00       CS
42   cs2609  20250926   2584.0  ...   2586.00     2590.00       CS
43   eb2510  20250926   6919.0  ...   6899.00     6919.00       EB
44   eb2511  20250926   6945.0  ...   6939.00     6958.00       EB
45   eb2512  20250926   6958.0  ...   6954.00     6974.00       EB
46   eb2601  20250926   7004.0  ...   6980.00     7000.00       EB
47   eb2602  20250926   7010.0  ...   7021.00     7030.00       EB
48   eb2603  20250926   7031.0  ...   7058.00     7069.00       EB
49   eb2604  20250926   7106.0  ...   7103.00     7098.00       EB
50   eb2605  20250926   7095.0  ...   7103.00     7111.00       EB
51   eb2606  20250926      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250926      0.0  ...   7134.00     7134.00       EB
53   eb2608  20250926      0.0  ...   7177.00     7177.00       EB
54   eb2609  20250926      0.0  ...   7177.00     7177.00       EB
55   eg2510  20250926   4278.0  ...   4269.00     4300.00       EG
56   eg2511  20250926   4239.0  ...   4221.00     4230.00       EG
57   eg2512  20250926   4212.0  ...   4218.00     4236.00       EG
58   eg2601  20250926   4254.0  ...   4227.00     4249.00       EG
59   eg2602  20250926   4239.0  ...   4231.00     4260.00       EG
60   eg2603  20250926   4249.0  ...   4252.00     4270.00       EG
61   eg2604  20250926      0.0  ...   4276.00     4285.00       EG
62   eg2605  20250926   4310.0  ...   4285.00     4309.00       EG
63   eg2606  20250926      0.0  ...   4300.00     4300.00       EG
64   eg2607  20250926      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250926      0.0  ...   4346.00     4346.00       EG
66   eg2609  20250926   4450.0  ...   4367.00     4346.00       EG
67   fb2510  20250926   1287.0  ...   1270.00     1262.50       FB
68   fb2511  20250926   1256.0  ...   1254.50     1254.50       FB
69   fb2512  20250926   1255.5  ...   1255.00     1253.50       FB
70   fb2601  20250926   1255.5  ...   1254.50     1255.00       FB
71   fb2602  20250926   1253.5  ...   1253.50     1255.00       FB
72   fb2603  20250926   1245.0  ...   1243.50     1245.50       FB
73   fb2604  20250926   1233.5  ...   1254.50     1252.00       FB
74   fb2605  20250926   1311.0  ...   1300.50     1292.50       FB
75   fb2606  20250926   1288.5  ...   1276.50     1292.00       FB
76   fb2607  20250926      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250926      0.0  ...   1308.00     1308.00       FB
78   fb2609  20250926      0.0  ...   1296.00     1296.00       FB
79    i2510  20250926    818.0  ...    813.50      821.00        I
80    i2511  20250926    816.5  ...    809.50      816.00        I
81    i2512  20250926    811.0  ...    805.00      811.00        I
82    i2601  20250926    804.0  ...    796.50      804.00        I
83    i2602  20250926    801.0  ...    790.50      799.50        I
84    i2603  20250926    796.0  ...    787.50      794.50        I
85    i2604  20250926    791.0  ...    784.50      791.00        I
86    i2605  20250926    784.0  ...    776.50      784.50        I
87    i2606  20250926    779.0  ...    772.00      779.50        I
88    i2607  20250926    774.0  ...    767.00      774.50        I
89    i2608  20250926    770.0  ...    763.50      769.50        I
90    i2609  20250926    764.0  ...    755.50      764.00        I
91    j2510  20250926   1631.0  ...   1619.50     1645.00        J
92    j2511  20250926   1663.5  ...   1643.50     1667.00        J
93    j2512  20250926   1695.0  ...   1684.50     1715.50        J
94    j2601  20250926   1751.0  ...   1718.50     1741.00        J
95    j2602  20250926   1751.0  ...   1747.50     1757.50        J
96    j2603  20250926   1778.0  ...   1778.00     1783.00        J
97    j2604  20250926      0.0  ...   1841.50     1841.50        J
98    j2605  20250926   1892.0  ...   1862.50     1885.50        J
99    j2606  20250926   1901.0  ...   1901.00     1901.00        J
100   j2607  20250926      0.0  ...   1903.50     1910.50        J
101   j2608  20250926      0.0  ...   1919.50     1919.50        J
102   j2609  20250926   1948.5  ...   1933.50     1956.50        J
103  jd2510  20250926   2971.0  ...   2952.00     2977.00       JD
104  jd2511  20250926   3068.0  ...   3051.00     3073.00       JD
105  jd2512  20250926   3195.0  ...   3182.00     3203.00       JD
106  jd2601  20250926   3370.0  ...   3360.00     3365.00       JD
107  jd2602  20250926   3116.0  ...   3106.00     3117.00       JD
108  jd2603  20250926   3142.0  ...   3130.00     3145.00       JD
109  jd2604  20250926   3265.0  ...   3253.00     3265.00       JD
110  jd2605  20250926   3391.0  ...   3385.00     3392.00       JD
111  jd2606  20250926   3231.0  ...   3226.00     3234.00       JD
112  jd2607  20250926   3474.0  ...   3470.00     3478.00       JD
113  jd2608  20250926   3920.0  ...   3918.00     3920.00       JD
114  jd2609  20250926   3769.0  ...   3787.00     3920.00       JD
115  jm2510  20250926   1027.0  ...   1037.00     1026.00       JM
116  jm2511  20250926   1086.0  ...   1071.50     1080.50       JM
117  jm2512  20250926   1156.5  ...   1142.00     1152.50       JM
118  jm2601  20250926   1229.5  ...   1214.50     1229.00       JM
119  jm2602  20250926   1252.0  ...   1237.00     1250.50       JM
120  jm2603  20250926   1274.0  ...   1256.50     1272.00       JM
121  jm2604  20250926   1292.0  ...   1278.50     1294.50       JM
122  jm2605  20250926   1327.0  ...   1304.00     1318.00       JM
123  jm2606  20250926   1337.5  ...   1319.00     1334.00       JM
124  jm2607  20250926   1351.0  ...   1333.50     1346.50       JM
125  jm2608  20250926   1371.5  ...   1350.50     1362.00       JM
126  jm2609  20250926   1394.0  ...   1374.00     1389.00       JM
127   l2510  20250926   7067.0  ...   7072.00     7096.00        L
128   l2511  20250926   7117.0  ...   7103.00     7123.00        L
129   l2512  20250926   7140.0  ...   7138.00     7151.00        L
130   l2601  20250926   7161.0  ...   7163.00     7168.00        L
131   l2602  20250926   7154.0  ...   7161.00     7163.00        L
132   l2603  20250926   7170.0  ...   7186.00     7176.00        L
133   l2604  20250926   7187.0  ...   7210.00     7212.00        L
134   l2605  20250926   7208.0  ...   7200.00     7203.00        L
135   l2606  20250926   7176.0  ...   7208.00     7201.00        L
136   l2607  20250926   7213.0  ...   7227.00     7220.00        L
137   l2608  20250926   7217.0  ...   7245.00     7230.00        L
138   l2609  20250926   7205.0  ...   7228.00     7230.00        L
139  lg2511  20250926    806.0  ...    807.50      804.50       LG
140  lg2601  20250926    822.5  ...    820.50      819.50       LG
141  lg2603  20250926    825.5  ...    825.50      825.00       LG
142  lg2605  20250926    829.0  ...    828.50      827.50       LG
143  lg2607  20250926    829.0  ...    829.50      827.50       LG
144  lg2609  20250926    816.5  ...    816.50      827.50       LG
145  lh2511  20250926  12660.0  ...  12625.00    12700.00       LH
146  lh2601  20250926  13300.0  ...  13180.00    13325.00       LH
147  lh2603  20250926  12750.0  ...  12660.00    12745.00       LH
148  lh2605  20250926  13145.0  ...  13070.00    13145.00       LH
149  lh2607  20250926  13810.0  ...  13655.00    13805.00       LH
150  lh2609  20250926  14200.0  ...  14220.00    13805.00       LH
151   m2511  20250926   2942.0  ...   2916.00     2934.00        M
152   m2512  20250926   2979.0  ...   2960.00     2973.00        M
153   m2601  20250926   2972.0  ...   2949.00     2961.00        M
154   m2603  20250926   2936.0  ...   2921.00     2929.00        M
155   m2605  20250926   2768.0  ...   2755.00     2759.00        M
156   m2607  20250926   2753.0  ...   2744.00     2749.00        M
157   m2608  20250926   2870.0  ...   2860.00     2864.00        M
158   m2609  20250926   2877.0  ...   2863.00     2870.00        M
159   p2510  20250926   9060.0  ...   9126.00     9072.00        P
160   p2511  20250926   9156.0  ...   9208.00     9162.00        P
161   p2512  20250926   9212.0  ...   9232.00     9186.00        P
162   p2601  20250926   9242.0  ...   9266.00     9214.00        P
163   p2602  20250926   9212.0  ...   9218.00     9184.00        P
164   p2603  20250926   9142.0  ...   9160.00     9142.00        P
165   p2604  20250926   9152.0  ...   9154.00     9092.00        P
166   p2605  20250926   9066.0  ...   9076.00     9030.00        P
167   p2606  20250926   8936.0  ...   8978.00     8928.00        P
168   p2607  20250926   8858.0  ...   8876.00     8834.00        P
169   p2608  20250926   8770.0  ...   8776.00     8750.00        P
170   p2609  20250926   8654.0  ...   8686.00     8646.00        P
171  pg2510  20250926   4367.0  ...   4432.00     4352.00       PG
172  pg2511  20250926   4267.0  ...   4285.00     4258.00       PG
173  pg2512  20250926   4191.0  ...   4215.00     4196.00       PG
174  pg2601  20250926   4145.0  ...   4150.00     4137.00       PG
175  pg2602  20250926   4079.0  ...   4085.00     4072.00       PG
176  pg2603  20250926   3991.0  ...   4003.00     3992.00       PG
177  pg2604  20250926   4371.0  ...   4367.00     4357.00       PG
178  pg2605  20250926   4280.0  ...   4285.00     4270.00       PG
179  pg2606  20250926   4223.0  ...   4228.00     4220.00       PG
180  pg2607  20250926      0.0  ...   4154.00     4154.00       PG
181  pg2608  20250926   4102.0  ...   4109.00     4116.00       PG
182  pg2609  20250926   4091.0  ...   4093.00     4116.00       PG
183  pp2510  20250926   6782.0  ...   6795.00     6784.00       PP
184  pp2511  20250926   6838.0  ...   6830.00     6827.00       PP
185  pp2512  20250926   6853.0  ...   6869.00     6861.00       PP
186  pp2601  20250926   6890.0  ...   6900.00     6893.00       PP
187  pp2602  20250926   6866.0  ...   6889.00     6877.00       PP
188  pp2603  20250926   6883.0  ...   6890.00     6880.00       PP
189  pp2604  20250926   6894.0  ...   6917.00     6918.00       PP
190  pp2605  20250926   6941.0  ...   6944.00     6935.00       PP
191  pp2606  20250926   6907.0  ...   6921.00     6908.00       PP
192  pp2607  20250926   6892.0  ...   6893.00     6883.00       PP
193  pp2608  20250926   6882.0  ...   6900.00     6884.00       PP
194  pp2609  20250926   6911.0  ...   6924.00     6911.00       PP
195  rr2510  20250926   3623.0  ...   3623.00     3618.00       RR
196  rr2511  20250926   3616.0  ...   3613.00     3612.00       RR
197  rr2512  20250926   3613.0  ...   3614.00     3614.00       RR
198  rr2601  20250926   3624.0  ...   3620.00     3622.00       RR
199  rr2602  20250926   3605.0  ...   3606.00     3605.00       RR
200  rr2603  20250926   3614.0  ...   3614.00     3612.00       RR
201  rr2604  20250926      0.0  ...   3616.00     3616.00       RR
202  rr2605  20250926      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250926      0.0  ...   3600.00     3600.00       RR
204  rr2607  20250926      0.0  ...   3609.00     3609.00       RR
205  rr2608  20250926      0.0  ...   3614.00     3614.00       RR
206  rr2609  20250926      0.0  ...   3614.00     3614.00       RR
207   v2510  20250926   4808.0  ...   4788.00     4808.00        V
208   v2511  20250926   4841.0  ...   4817.00     4838.00        V
209   v2512  20250926   4884.0  ...   4858.00     4877.00        V
210   v2601  20250926   4930.0  ...   4902.00     4925.00        V
211   v2602  20250926   4957.0  ...   4941.00     4964.00        V
212   v2603  20250926   4980.0  ...   4971.00     4996.00        V
213   v2604  20250926   5192.0  ...   5174.00     5191.00        V
214   v2605  20250926   5237.0  ...   5205.00     5226.00        V
215   v2606  20250926   5236.0  ...   5248.00     5262.00        V
216   v2607  20250926   5268.0  ...   5277.00     5294.00        V
217   v2608  20250926   5305.0  ...   5302.00     5331.00        V
218   v2609  20250926   5350.0  ...   5341.00     5355.00        V
219   y2511  20250926   8200.0  ...   8202.00     8188.00        Y
220   y2512  20250926   8266.0  ...   8248.00     8238.00        Y
221   y2601  20250926   8208.0  ...   8192.00     8180.00        Y
222   y2603  20250926   8148.0  ...   8140.00     8112.00        Y
223   y2605  20250926   7940.0  ...   7946.00     7924.00        Y
224   y2607  20250926   7910.0  ...   7908.00     7878.00        Y
225   y2608  20250926   7888.0  ...   7896.00     7880.00        Y
226   y2609  20250926   7868.0  ...   7876.00     7852.00        Y

[227 rows x 12 columns]
2025-10-10 18:25:49,960 - future_1d - INFO - ak.get_dce_daily('2025-09-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250926  51070.0  ...  51505.0     51595.0       PS
1   PS2511  20250926  51100.0  ...  51420.0     51360.0       PS
2   PS2512  20250926  53360.0  ...  53780.0     53675.0       PS
3   PS2601  20250926  53010.0  ...  53310.0     53200.0       PS
4   PS2602  20250926  52790.0  ...  53110.0     53205.0       PS
5   PS2603  20250926  52780.0  ...  53220.0     53035.0       PS
6   PS2604  20250926  52690.0  ...  53190.0     53005.0       PS
7   PS2605  20250926  52655.0  ...  53080.0     52930.0       PS
8   PS2606  20250926  54680.0  ...  54975.0     54935.0       PS
9   PS2607  20250926  54820.0  ...  54945.0     54870.0       PS
10  PS2608  20250926  54390.0  ...  54565.0     54605.0       PS
11  PS2609  20250926  54000.0  ...  54550.0     54620.0       PS
13  SI2510  20250926   8965.0  ...   8975.0      9020.0       SI
14  SI2511  20250926   9005.0  ...   9000.0      9030.0       SI
15  SI2512  20250926   9280.0  ...   9395.0      9425.0       SI
16  SI2601  20250926   9365.0  ...   9360.0      9390.0       SI
17  SI2602  20250926   9375.0  ...   9360.0      9390.0       SI
18  SI2603  20250926   9380.0  ...   9395.0      9420.0       SI
19  SI2604  20250926   9355.0  ...   9205.0      9405.0       SI
20  SI2605  20250926   9405.0  ...   9390.0      9420.0       SI
21  SI2606  20250926   9405.0  ...   9400.0      9445.0       SI
22  SI2607  20250926   9340.0  ...   9390.0      9465.0       SI
23  SI2608  20250926      0.0  ...   9415.0      9425.0       SI
24  SI2609  20250926   9335.0  ...   9410.0      9425.0       SI
27  LC2510  20250926  74200.0  ...  72920.0     73100.0       LC
28  LC2511  20250926  73800.0  ...  73240.0     73580.0       LC
29  LC2512  20250926  73840.0  ...  73340.0     73660.0       LC
30  LC2601  20250926  73800.0  ...  73180.0     73620.0       LC
31  LC2602  20250926  73360.0  ...  72840.0     73360.0       LC
32  LC2603  20250926  73340.0  ...  72940.0     73480.0       LC
33  LC2604  20250926  73760.0  ...  73320.0     73760.0       LC
34  LC2605  20250926  73680.0  ...  73340.0     73740.0       LC
35  LC2606  20250926  73740.0  ...  73160.0     73460.0       LC
36  LC2607  20250926  73400.0  ...  73060.0     73360.0       LC
37  LC2608  20250926  73600.0  ...  73020.0     73480.0       LC
38  LC2609  20250926  73780.0  ...  72980.0     73540.0       LC

[36 rows x 12 columns]
2025-10-10 18:25:50,287 - future_1d - INFO - ak.get_gfex_daily('2025-09-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250926  ...   82500      82080      CU
1        1      CU2511  20250926  ...   82540      82160      CU
2        2      CU2512  20250926  ...   82540      82110      CU
3        3      CU2601  20250926  ...   82530      82090      CU
4        4      CU2602  20250926  ...   82490      81970      CU
5        5      CU2603  20250926  ...   82420      82050      CU
6        6      CU2604  20250926  ...   82450      81900      CU
7        7      CU2605  20250926  ...   82500      82230      CU
8        8      CU2606  20250926  ...   82380      81760      CU
9        9      CU2607  20250926  ...   82200      81710      CU
10      10      CU2608  20250926  ...   82220      81680      CU
11      11      CU2609  20250926  ...   82110      81920      CU
12      12      BC2510  20250926  ...   73250      72920      BC
13      13      BC2511  20250926  ...   73420      73030      BC
14      14      BC2512  20250926  ...   73550      73180      BC
15      15      BC2601  20250926  ...   73160      73160      BC
16      16      BC2602  20250926  ...   73820      73100      BC
17      17      BC2603  20250926  ...   73000      73000      BC
18      18      BC2604  20250926  ...   73000      73000      BC
19      19      BC2605  20250926  ...   72900      72900      BC
20      20      BC2606  20250926  ...   72960      72900      BC
21      21      BC2607  20250926  ...   72840      72800      BC
22      22      BC2608  20250926  ...   73000      73000      BC
23      23      BC2609  20250926  ...   73000      73000      BC
24      24      AL2510  20250926  ...   20765      20765      AL
25      25      AL2511  20250926  ...   20775      20780      AL
26      26      AL2512  20250926  ...   20780      20780      AL
27      27      AL2601  20250926  ...   20780      20780      AL
28      28      AL2602  20250926  ...   20785      20785      AL
29      29      AL2603  20250926  ...   20810      20815      AL
30      30      AL2604  20250926  ...   20840      20830      AL
31      31      AL2605  20250926  ...   20845      20845      AL
32      32      AL2606  20250926  ...   20840      20850      AL
33      33      AL2607  20250926  ...   20860      20850      AL
34      34      AL2608  20250926  ...   20840      20860      AL
35      35      AL2609  20250926  ...   20860      20860      AL
36      36      ZN2510  20250926  ...   22010      21960      ZN
37      37      ZN2511  20250926  ...   22035      21965      ZN
38      38      ZN2512  20250926  ...   22040      21980      ZN
39      39      ZN2601  20250926  ...   22055      21995      ZN
40      40      ZN2602  20250926  ...   22085      22030      ZN
41      41      ZN2603  20250926  ...   22115      22040      ZN
42      42      ZN2604  20250926  ...   22145      22090      ZN
43      43      ZN2605  20250926  ...   22170      22160      ZN
44      44      ZN2606  20250926  ...   22215      22185      ZN
45      45      ZN2607  20250926  ...   22220      22095      ZN
46      46      ZN2608  20250926  ...   22270      22185      ZN
47      47      ZN2609  20250926  ...   22255      22195      ZN
48      48      PB2510  20250926  ...   17055      17070      PB
49      49      PB2511  20250926  ...   17090      17110      PB
50      50      PB2512  20250926  ...   17110      17125      PB
51      51      PB2601  20250926  ...   17125      17135      PB
52      52      PB2602  20250926  ...   17135      17090      PB
53      53      PB2603  20250926  ...   17145      17175      PB
54      54      PB2604  20250926  ...   17150      17215      PB
55      55      PB2605  20250926  ...   17150      17170      PB
56      56      PB2606  20250926  ...   17220      17190      PB
57      57      PB2607  20250926  ...   17175      17175      PB
58      58      PB2608  20250926  ...   17210      17210      PB
59      59      PB2609  20250926  ...   17230      17230      PB
60      60      NI2510  20250926  ...  121620     122390      NI
61      61      NI2511  20250926  ...  121840     122730      NI
62      62      NI2512  20250926  ...  121970     122960      NI
63      63      NI2601  20250926  ...  122210     123080      NI
64      64      NI2602  20250926  ...  122270     123580      NI
65      65      NI2603  20250926  ...  122550     123430      NI
66      66      NI2604  20250926  ...  122830     123660      NI
67      67      NI2605  20250926  ...  123060     123980      NI
68      68      NI2606  20250926  ...  123250     123830      NI
69      69      NI2607  20250926  ...  123370     124190      NI
70      70      NI2608  20250926  ...  123860     125100      NI
71      71      NI2609  20250926  ...  124150     125630      NI
72      72      SN2510  20250926  ...  273130     273150      SN
73      73      SN2511  20250926  ...  273550     273490      SN
74      74      SN2512  20250926  ...  273960     273700      SN
75      75      SN2601  20250926  ...  273970     273840      SN
76      76      SN2602  20250926  ...  274200     273860      SN
77      77      SN2603  20250926  ...  274160     274180      SN
78      78      SN2604  20250926  ...  274280     274410      SN
79      79      SN2605  20250926  ...  274930     274840      SN
80      80      SN2606  20250926  ...  274760     274920      SN
81      81      SN2607  20250926  ...  274780     274910      SN
82      82      SN2608  20250926  ...  275430     275220      SN
83      83      SN2609  20250926  ...  275640     276240      SN
84      84      AO2510  20250926  ...    2871       2875      AO
85      85      AO2511  20250926  ...    2904       2897      AO
86      86      AO2512  20250926  ...    2902       2912      AO
87      87      AO2601  20250926  ...    2916       2927      AO
88      88      AO2602  20250926  ...    2928       2936      AO
89      89      AO2603  20250926  ...    2991       3003      AO
90      90      AO2604  20250926  ...    3001       3007      AO
91      91      AO2605  20250926  ...    3007       3016      AO
92      92      AO2606  20250926  ...    3015       3023      AO
93      93      AO2607  20250926  ...    3021       3032      AO
94      94      AO2608  20250926  ...    3031       3036      AO
95      95      AO2609  20250926  ...    3048       3045      AO
96      96      AD2511  20250926  ...   20315      20360      AD
97      97      AD2512  20250926  ...   20370      20405      AD
98      98      AD2601  20250926  ...   20385      20410      AD
99      99      AD2602  20250926  ...   20410      20440      AD
100    100      AD2603  20250926  ...   20300      20300      AD
101    101      AD2604  20250926  ...   20320      20320      AD
102    102      AD2605  20250926  ...   20320      20320      AD
103    103      AD2606  20250926  ...   20385      20385      AD
104    104      AD2607  20250926  ...   20510      20510      AD
105    105      AD2608  20250926  ...   20515      20515      AD
106    106      AD2609  20250926  ...   20335      20335      AD
107    107      AU2510  20250926  ...   851.5     853.14      AU
108    108      AU2511  20250926  ...  853.38     854.06      AU
109    109      AU2512  20250926  ...     855     855.96      AU
110    110      AU2602  20250926  ...  857.82      858.8      AU
111    111      AU2604  20250926  ...  859.92     860.04      AU
112    112      AU2606  20250926  ...  862.34     863.34      AU
113    113      AU2608  20250926  ...   865.8     865.28      AU
114    114      AU2610  20250926  ...  868.42     869.38      AU
115    115      AG2510  20250926  ...   10483      10358      AG
116    116      AG2511  20250926  ...   10509      10374      AG
117    117      AG2512  20250926  ...   10526      10396      AG
118    118      AG2601  20250926  ...   10528      10407      AG
119    119      AG2602  20250926  ...   10542      10420      AG
120    120      AG2603  20250926  ...   10527      10441      AG
121    121      AG2604  20250926  ...   10545      10454      AG
122    122      AG2605  20250926  ...   10553      10463      AG
123    123      AG2606  20250926  ...   10553      10478      AG
124    124      AG2607  20250926  ...   10548      10491      AG
125    125      AG2608  20250926  ...   10572      10504      AG
126    126      AG2609  20250926  ...   10613      10512      AG
127    127      RB2510  20250926  ...    3050       3072      RB
128    128      RB2511  20250926  ...    3083       3087      RB
129    129      RB2512  20250926  ...    3121       3144      RB
130    130      RB2601  20250926  ...    3139       3164      RB
131    131      RB2602  20250926  ...    3139       3165      RB
132    132      RB2603  20250926  ...    3157       3183      RB
133    133      RB2604  20250926  ...    3177       3204      RB
134    134      RB2605  20250926  ...    3197       3223      RB
135    135      RB2606  20250926  ...    3210       3238      RB
136    136      RB2607  20250926  ...    3217       3247      RB
137    137      RB2608  20250926  ...    3220       3248      RB
138    138      RB2609  20250926  ...    3232       3255      RB
139    139      WR2510  20250926  ...    3219       3233      WR
140    140      WR2511  20250926  ...    3329       3330      WR
141    141      WR2512  20250926  ...    3324       3324      WR
142    142      WR2601  20250926  ...    3342       3339      WR
143    143      WR2602  20250926  ...    3400       3353      WR
144    144      WR2603  20250926  ...    3351       3399      WR
145    145      WR2604  20250926  ...    3370       3389      WR
146    146      WR2605  20250926  ...    3386       3413      WR
147    147      WR2606  20250926  ...    3383       3372      WR
148    148      WR2607  20250926  ...    3390       3390      WR
149    149      WR2608  20250926  ...    3385       3371      WR
150    150      WR2609  20250926  ...    3458       3418      WR
151    151      HC2510  20250926  ...    3404       3415      HC
152    152      HC2511  20250926  ...    3385       3391      HC
153    153      HC2512  20250926  ...    3358       3378      HC
154    154      HC2601  20250926  ...    3330       3354      HC
155    155      HC2602  20250926  ...    3330       3353      HC
156    156      HC2603  20250926  ...    3333       3357      HC
157    157      HC2604  20250926  ...    3337       3358      HC
158    158      HC2605  20250926  ...    3337       3364      HC
159    159      HC2606  20250926  ...    3346       3360      HC
160    160      HC2607  20250926  ...    3355       3376      HC
161    161      HC2608  20250926  ...    3359       3371      HC
162    162      HC2609  20250926  ...    3364       3383      HC
163    163      SS2510  20250926  ...   12735      12800      SS
164    164      SS2511  20250926  ...   12850      12915      SS
165    165      SS2512  20250926  ...   12890      12960      SS
166    166      SS2601  20250926  ...   12950      13020      SS
167    167      SS2602  20250926  ...   12985      13070      SS
168    168      SS2603  20250926  ...   13100      13175      SS
169    169      SS2604  20250926  ...   13160      13215      SS
170    170      SS2605  20250926  ...   13240      13295      SS
171    171      SS2606  20250926  ...   13305      13340      SS
172    172      SS2607  20250926  ...   13350      13410      SS
173    173      SS2608  20250926  ...   13400      13465      SS
174    174      SS2609  20250926  ...   13465      13535      SS
175    175      SC2510  20250926  ...   487.5      489.3      SC
176    176      SC2511  20250926  ...   489.1      488.9      SC
177    177      SC2512  20250926  ...   490.8      489.8      SC
178    178      SC2601  20250926  ...   490.7      489.8      SC
179    179      SC2602  20250926  ...   489.9      488.9      SC
180    180      SC2603  20250926  ...     490      488.3      SC
181    181      SC2604  20250926  ...   490.3        488      SC
182    182      SC2605  20250926  ...   491.2      486.8      SC
183    183      SC2606  20250926  ...   488.9      486.3      SC
184    184      SC2607  20250926  ...   484.9      487.3      SC
185    185      SC2608  20250926  ...   486.6      485.8      SC
186    186      SC2609  20250926  ...   483.8      482.7      SC
187    187      SC2612  20250926  ...   479.5      473.5      SC
188    188      SC2703  20250926  ...   473.1      478.3      SC
189    189      SC2706  20250926  ...     477        476      SC
190    190      SC2709  20250926  ...     477        477      SC
191    191      SC2712  20250926  ...   475.9      477.8      SC
192    192      SC2803  20250926  ...     475        476      SC
193    193      SC2806  20250926  ...   473.8      473.2      SC
194    194      SC2809  20250926  ...   472.1      472.1      SC
195    195      LU2510  20250926  ...    3450       3366      LU
196    196      LU2511  20250926  ...    3470       3435      LU
197    197      LU2512  20250926  ...    3471       3430      LU
198    198      LU2601  20250926  ...    3459       3418      LU
199    199      LU2602  20250926  ...    3440       3400      LU
200    200      LU2603  20250926  ...    3425       3398      LU
201    201      LU2604  20250926  ...    3407       3395      LU
202    202      LU2605  20250926  ...    3437       3390      LU
203    203      LU2606  20250926  ...    3427       3393      LU
204    204      LU2607  20250926  ...    3418       3377      LU
205    205      LU2608  20250926  ...    3392       3366      LU
206    206      LU2609  20250926  ...    3379       3346      LU
207    207      FU2510  20250926  ...    2991       2933      FU
208    208      FU2511  20250926  ...    3002       2948      FU
209    209      FU2512  20250926  ...    2942       2905      FU
210    210      FU2601  20250926  ...    2914       2883      FU
211    211      FU2602  20250926  ...    2893       2865      FU
212    212      FU2603  20250926  ...    2880       2853      FU
213    213      FU2604  20250926  ...    2857       2840      FU
214    214      FU2605  20250926  ...    2843       2827      FU
215    215      FU2606  20250926  ...    2833       2811      FU
216    216      FU2607  20250926  ...    2797       2784      FU
217    217      FU2608  20250926  ...    2769       2758      FU
218    218      FU2609  20250926  ...    2748       2737      FU
219    219      BU2510  20250926  ...    3472       3444      BU
220    220      BU2511  20250926  ...    3451       3426      BU
221    221      BU2512  20250926  ...    3408       3373      BU
222    222      BU2601  20250926  ...    3387       3341      BU
223    223      BU2602  20250926  ...    3389       3348      BU
224    224      BU2603  20250926  ...    3407       3361      BU
225    225      BU2604  20250926  ...    3373       3337      BU
226    226      BU2605  20250926  ...    3416       3365      BU
227    227      BU2606  20250926  ...    3404       3362      BU
228    228      BU2607  20250926  ...    3407       3365      BU
229    229      BU2608  20250926  ...    3384       3344      BU
230    230      BU2609  20250926  ...    3386       3352      BU
231    231      BU2612  20250926  ...    3340       3319      BU
232    232      BU2703  20250926  ...    3329       3329      BU
233    233      BU2706  20250926  ...    3347       3327      BU
234    234      BU2709  20250926  ...    3354       3333      BU
235    235      BR2510  20250926  ...   11385      11560      BR
236    236      BR2511  20250926  ...   11360      11555      BR
237    237      BR2512  20250926  ...   11365      11555      BR
238    238      BR2601  20250926  ...   11340      11545      BR
239    239      BR2602  20250926  ...   11330      11555      BR
240    240      BR2603  20250926  ...   11355      11595      BR
241    241      BR2604  20250926  ...   11385      11640      BR
242    242      BR2605  20250926  ...   11430      11615      BR
243    243      BR2606  20250926  ...   11440      11620      BR
244    244      BR2607  20250926  ...   11635      11745      BR
245    245      BR2608  20250926  ...   11610      11745      BR
246    246      BR2609  20250926  ...   11675      11750      BR
247    247      RU2510  20250926  ...   14530      14680      RU
248    248      RU2511  20250926  ...   14555      14705      RU
249    249      RU2601  20250926  ...   15425      15630      RU
250    250      RU2603  20250926  ...   15425      15625      RU
251    251      RU2604  20250926  ...   15425      15625      RU
252    252      RU2605  20250926  ...   15395      15575      RU
253    253      RU2606  20250926  ...   15400      15635      RU
254    254      RU2607  20250926  ...   15395      15580      RU
255    255      RU2608  20250926  ...   15405      15625      RU
256    256      RU2609  20250926  ...   15370      15550      RU
257    257      NR2510  20250926  ...   12320      12440      NR
258    258      NR2511  20250926  ...   12350      12485      NR
259    259      NR2512  20250926  ...   12375      12500      NR
260    260      NR2601  20250926  ...   12395      12525      NR
261    261      NR2602  20250926  ...   12380      12520      NR
262    262      NR2603  20250926  ...   12455      12530      NR
263    263      NR2604  20250926  ...   12390      12565      NR
264    264      NR2605  20250926  ...   12460      12575      NR
265    265      NR2606  20250926  ...   12465      12600      NR
266    266      NR2607  20250926  ...   12650      12650      NR
267    267      NR2608  20250926  ...   12685      12685      NR
268    268      NR2609  20250926  ...   12510      12510      NR
269    269      SP2510  20250926  ...    5000       5018      SP
270    270      SP2511  20250926  ...    5034       5050      SP
271    271      SP2512  20250926  ...    5050       5068      SP
272    272      SP2601  20250926  ...    5290       5304      SP
273    273      SP2602  20250926  ...    5282       5292      SP
274    274      SP2603  20250926  ...    5302       5310      SP
275    275      SP2604  20250926  ...    5312       5318      SP
276    276      SP2605  20250926  ...    5308       5318      SP
277    277      SP2606  20250926  ...    5296       5324      SP
278    278      SP2607  20250926  ...    5300       5320      SP
279    279      SP2608  20250926  ...    5316       5326      SP
280    280      SP2609  20250926  ...    5318       5328      SP
281    281      OP2601  20250926  ...    4232       4238      OP
282    282      OP2602  20250926  ...    4228       4228      OP
283    283      OP2603  20250926  ...    4260       4266      OP
284    284      OP2604  20250926  ...    4274       4262      OP
285    285      OP2605  20250926  ...    4266       4266      OP
286    286      OP2606  20250926  ...    4236       4236      OP
287    287      OP2607  20250926  ...    4238       4238      OP
288    288      OP2608  20250926  ...    4240       4240      OP
289    289      OP2609  20250926  ...    4334       4336      OP
290    290      EC2510  20250926  ...  1150.8     1160.6      EC
291    291      EC2512  20250926  ...  1780.6     1746.6      EC
292    292      EC2602  20250926  ...  1691.9     1647.8      EC
293    293      EC2604  20250926  ...  1279.1     1276.4      EC
294    294      EC2606  20250926  ...  1482.6     1467.5      EC
295    295      EC2608  20250926  ...    1631     1619.8      EC
296    297  SC_TAS2511  20250926  ...                     SC_TAS
297    298  SC_TAS2512  20250926  ...                     SC_TAS
298    299  SC_TAS2601  20250926  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 18:25:50,388 - future_1d - INFO - ak.get_shfe_daily('2025-09-26') done
2025-10-10 18:25:52,163 - future_1d - INFO - save future_daily 2025-09-26 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250929   8656.0   8699.0  ...    27982.84   8647.0      8628.0       AP
1    AP511  20250929   8401.0   8523.0  ...    42297.98   8444.0      8440.0       AP
2    AP512  20250929   8411.0   8530.0  ...     5029.49   8453.0      8373.0       AP
3    AP601  20250929   8437.0   8619.0  ...  1159018.15   8513.0      8384.0       AP
4    AP603  20250929   8286.0   8419.0  ...     3448.32   8349.0      8251.0       AP
5    AP604  20250929   8362.0   8388.0  ...      783.85   8339.0      8259.0       AP
6    AP605  20250929   8310.0   8433.0  ...    20768.51   8371.0      8269.0       AP
7    CF511  20250929  13405.0  13430.0  ...   281544.73  13345.0     13500.0       CF
8    CF601  20250929  13390.0  13425.0  ...  1640207.09  13365.0     13460.0       CF
9    CF603  20250929  13380.0  13400.0  ...     3818.94  13355.0     13425.0       CF
10   CF605  20250929  13400.0  13425.0  ...   217717.18  13370.0     13460.0       CF
11   CF607  20250929  13425.0  13450.0  ...     2231.37  13400.0     13475.0       CF
12   CF609  20250929  13580.0  13585.0  ...     2545.98  13540.0     13635.0       CF
13   CJ512  20250929  11180.0  11180.0  ...    10855.29  10910.0     11115.0       CJ
14   CJ601  20250929  11270.0  11270.0  ...  1617835.48  10955.0     11175.0       CJ
15   CJ603  20250929  11220.0  11280.0  ...    24991.00  10945.0     11155.0       CJ
16   CJ605  20250929  11330.0  11330.0  ...   255484.38  11020.0     11205.0       CJ
17   CJ607  20250929  11390.0  11400.0  ...     4382.50  11110.0     11325.0       CJ
18   CJ609  20250929  11490.0  11500.0  ...     2175.80  11245.0     11415.0       CJ
19   CY510  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250929  19610.0  19615.0  ...   116020.41  19530.0     19745.0       CY
21   CY512  20250929      0.0      0.0  ...        0.00  19415.0     19515.0       CY
22   CY601  20250929  19545.0  19550.0  ...     6007.06  19505.0     19645.0       CY
23   CY602  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
24   CY603  20250929      0.0      0.0  ...        0.00  19775.0     19830.0       CY
25   CY604  20250929      0.0      0.0  ...        0.00  19545.0     19545.0       CY
26   CY605  20250929  19575.0  19575.0  ...        9.79  19575.0     19695.0       CY
27   CY606  20250929      0.0      0.0  ...        0.00  19555.0     19555.0       CY
28   CY607  20250929      0.0      0.0  ...        0.00  19915.0     19965.0       CY
29   CY608  20250929      0.0      0.0  ...        0.00  19735.0     19735.0       CY
30   CY609  20250929      0.0      0.0  ...        0.00  19885.0     19965.0       CY
31   FG510  20250929   1130.0   1130.0  ...     9258.22   1117.0      1135.0       FG
32   FG511  20250929   1128.0   1132.0  ...   284860.98   1112.0      1140.0       FG
33   FG512  20250929   1252.0   1255.0  ...   140604.75   1230.0      1259.0       FG
34   FG601  20250929   1251.0   1253.0  ...  5591696.92   1229.0      1257.0       FG
35   FG602  20250929   1304.0   1306.0  ...    45248.10   1285.0      1310.0       FG
36   FG603  20250929   1298.0   1307.0  ...     2811.19   1287.0      1314.0       FG
37   FG604  20250929   1359.0   1373.0  ...     1180.58   1348.0      1381.0       FG
38   FG605  20250929   1369.0   1371.0  ...   184698.54   1347.0      1376.0       FG
39   FG606  20250929   1397.0   1398.0  ...     1975.64   1378.0      1403.0       FG
40   FG607  20250929   1390.0   1394.0  ...     2603.30   1372.0      1398.0       FG
41   FG608  20250929   1425.0   1432.0  ...     1279.09   1418.0      1438.0       FG
42   FG609  20250929   1430.0   1434.0  ...     6085.10   1420.0      1440.0       FG
43   JR511  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250929   2258.0   2275.0  ...     3233.71   2261.0      2258.0       MA
52   MA511  20250929   2293.0   2308.0  ...   106475.80   2298.0      2297.0       MA
53   MA512  20250929   2334.0   2345.0  ...    61133.99   2335.0      2330.0       MA
54   MA601  20250929   2360.0   2367.0  ...  1003865.58   2356.0      2352.0       MA
55   MA602  20250929   2383.0   2391.0  ...    33316.36   2383.0      2373.0       MA
56   MA603  20250929   2395.0   2404.0  ...      508.05   2396.0      2394.0       MA
57   MA604  20250929   2398.0   2398.0  ...      114.80   2392.0      2394.0       MA
58   MA605  20250929   2391.0   2394.0  ...    47339.35   2386.0      2385.0       MA
59   MA606  20250929      0.0      0.0  ...        0.00   2396.0      2392.0       MA
60   MA607  20250929   2363.0   2376.0  ...       23.66   2366.0      2368.0       MA
61   MA608  20250929      0.0      0.0  ...        0.00   2373.0      2373.0       MA
62   MA609  20250929   2340.0   2352.0  ...      398.94   2347.0      2344.0       MA
63   OI511  20250929  10338.0  10345.0  ...   482929.50  10288.0     10320.0       OI
64   OI601  20250929  10174.0  10177.0  ...  2347037.86  10128.0     10146.0       OI
65   OI603  20250929   9921.0   9929.0  ...     8380.04   9870.0      9912.0       OI
66   OI605  20250929   9664.0   9664.0  ...    69872.79   9615.0      9632.0       OI
67   OI607  20250929   9580.0   9593.0  ...      726.14   9555.0      9580.0       OI
68   OI609  20250929   9535.0   9547.0  ...      730.81   9491.0      9538.0       OI
69   PF510  20250929   6332.0   6362.0  ...     2031.03   6318.0      6350.0       PF
70   PF511  20250929   6324.0   6356.0  ...   586976.78   6326.0      6344.0       PF
71   PF512  20250929   6288.0   6320.0  ...   346631.01   6294.0      6310.0       PF
72   PF601  20250929   6340.0   6366.0  ...    30760.71   6340.0      6356.0       PF
73   PF602  20250929   6336.0   6368.0  ...    91057.47   6340.0      6354.0       PF
74   PF603  20250929   6352.0   6366.0  ...      117.52   6352.0      6370.0       PF
75   PF604  20250929   6398.0   6442.0  ...       73.85   6422.0      6414.0       PF
76   PF605  20250929   6420.0   6452.0  ...      131.79   6430.0      6440.0       PF
77   PF606  20250929   6424.0   6424.0  ...        6.42   6424.0      6436.0       PF
78   PF607  20250929   6410.0   6446.0  ...        9.65   6432.0      6454.0       PF
79   PF608  20250929   6472.0   6472.0  ...        6.45   6448.0      6472.0       PF
80   PF609  20250929      0.0      0.0  ...        0.00   6498.0      6504.0       PF
81   PK510  20250929   7784.0   7820.0  ...     6758.86   7800.0      7784.0       PK
82   PK511  20250929   7802.0   7868.0  ...   358713.17   7834.0      7784.0       PK
83   PK512  20250929   7776.0   7870.0  ...   119217.42   7826.0      7770.0       PK
84   PK601  20250929   7800.0   7848.0  ...    95841.03   7820.0      7768.0       PK
85   PK603  20250929   7830.0   7862.0  ...      404.03   7846.0      7804.0       PK
86   PK604  20250929   7836.0   7864.0  ...      204.01   7846.0      7820.0       PK
87   PK605  20250929   7840.0   7866.0  ...     5166.75   7846.0      7826.0       PK
88   PL601  20250929   6376.0   6406.0  ...    41908.30   6375.0      6376.0       PL
89   PL602  20250929   6402.0   6413.0  ...      256.11   6403.0      6399.0       PL
90   PL603  20250929   6411.0   6436.0  ...       25.69   6424.0      6402.0       PL
91   PL604  20250929   6419.0   6442.0  ...       38.55   6425.0      6407.0       PL
92   PL605  20250929   6373.0   6386.0  ...      165.65   6371.0      6350.0       PL
93   PL606  20250929   6440.0   6440.0  ...       25.72   6430.0      6428.0       PL
94   PL607  20250929      0.0      0.0  ...        0.00   6399.0      6399.0       PL
95   PL608  20250929   6440.0   6440.0  ...       12.88   6440.0      6499.0       PL
96   PL609  20250929      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250929   5854.0   5854.0  ...      498.23   5828.0      5848.0       PR
104  PR511  20250929   5810.0   5822.0  ...   370379.70   5798.0      5818.0       PR
105  PR512  20250929   5804.0   5826.0  ...   448589.44   5802.0      5818.0       PR
106  PR601  20250929   5806.0   5826.0  ...   197224.95   5802.0      5808.0       PR
107  PR602  20250929   5816.0   5870.0  ...      621.77   5838.0      5844.0       PR
108  PR603  20250929   5810.0   5886.0  ...      764.43   5858.0      5832.0       PR
109  PR604  20250929   5830.0   5916.0  ...      538.82   5890.0      5854.0       PR
110  PR605  20250929   5836.0   5938.0  ...      620.03   5906.0      5864.0       PR
111  PR606  20250929   5916.0   5952.0  ...       71.27   5940.0      5902.0       PR
112  PR607  20250929   5926.0   5954.0  ...      124.75   5940.0      5902.0       PR
113  PR608  20250929   5922.0   5922.0  ...       53.25   5918.0      5914.0       PR
114  PR609  20250929   5940.0   5940.0  ...       62.03   5908.0      5918.0       PR
115  PX510  20250929   6674.0   6682.0  ...      387.90   6632.0      6668.0       PX
116  PX511  20250929   6666.0   6700.0  ...   597824.37   6664.0      6664.0       PX
117  PX512  20250929   6654.0   6682.0  ...   235327.92   6650.0      6648.0       PX
118  PX601  20250929   6652.0   6672.0  ...   145505.81   6640.0      6646.0       PX
119  PX602  20250929   6652.0   6678.0  ...     9133.01   6648.0      6660.0       PX
120  PX603  20250929   6634.0   6664.0  ...       53.06   6634.0      6630.0       PX
121  PX604  20250929   6616.0   6622.0  ...        6.62   6620.0      6658.0       PX
122  PX605  20250929   6658.0   6700.0  ...      617.00   6670.0      6686.0       PX
123  PX606  20250929   6656.0   6656.0  ...        3.33   6656.0      6682.0       PX
124  PX607  20250929   6632.0   6690.0  ...       23.26   6646.0      6670.0       PX
125  PX608  20250929      0.0      0.0  ...        0.00   6686.0      6686.0       PX
126  PX609  20250929   6730.0   6730.0  ...        6.71   6714.0      6690.0       PX
127  RI511  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250929   2467.0   2487.0  ...     8227.56   2472.0      2474.0       RM
134  RM601  20250929   2411.0   2430.0  ...   522729.44   2413.0      2429.0       RM
135  RM603  20250929   2343.0   2346.0  ...     5931.30   2338.0      2346.0       RM
136  RM605  20250929   2330.0   2336.0  ...   101374.11   2328.0      2334.0       RM
137  RM607  20250929   2321.0   2328.0  ...     9704.08   2319.0      2322.0       RM
138  RM608  20250929   2421.0   2427.0  ...      420.85   2419.0      2423.0       RM
139  RM609  20250929   2410.0   2415.0  ...     2280.62   2408.0      2414.0       RM
140  RS511  20250929   5429.0   5429.0  ...      297.83   5318.0      5368.0       RS
141  RS607  20250929   5580.0   5588.0  ...      150.33   5568.0      5571.0       RS
142  RS608  20250929   5543.0   5589.0  ...      122.44   5565.0      5558.0       RS
143  RS609  20250929   5543.0   5583.0  ...       77.86   5561.0      5559.0       RS
144  SA510  20250929   1207.0   1207.0  ...    14570.42   1201.0      1212.0       SA
145  SA511  20250929   1215.0   1219.0  ...   398360.49   1209.0      1224.0       SA
146  SA512  20250929   1278.0   1283.0  ...   258006.82   1272.0      1287.0       SA
147  SA601  20250929   1291.0   1295.0  ...  2455419.25   1284.0      1301.0       SA
148  SA602  20250929   1322.0   1325.0  ...   185719.65   1311.0      1331.0       SA
149  SA603  20250929   1330.0   1333.0  ...     3842.56   1322.0      1339.0       SA
150  SA604  20250929   1371.0   1379.0  ...     1088.96   1365.0      1386.0       SA
151  SA605  20250929   1383.0   1387.0  ...   153744.58   1373.0      1392.0       SA
152  SA606  20250929   1393.0   1401.0  ...      877.84   1389.0      1405.0       SA
153  SA607  20250929   1395.0   1403.0  ...     1861.12   1391.0      1408.0       SA
154  SA608  20250929   1424.0   1436.0  ...      916.92   1428.0      1440.0       SA
155  SA609  20250929   1438.0   1443.0  ...     5361.06   1434.0      1446.0       SA
156  SF510  20250929   5454.0   5478.0  ...     4879.87   5402.0      5480.0       SF
157  SF511  20250929   5620.0   5678.0  ...   957047.42   5590.0      5680.0       SF
158  SF512  20250929   5620.0   5654.0  ...   204478.47   5574.0      5658.0       SF
159  SF601  20250929   5600.0   5638.0  ...   380717.72   5558.0      5644.0       SF
160  SF602  20250929   5550.0   5594.0  ...    47522.51   5524.0      5602.0       SF
161  SF603  20250929   5706.0   5766.0  ...     1214.64   5704.0      5768.0       SF
162  SF604  20250929   5702.0   5740.0  ...       11.42   5708.0      5754.0       SF
163  SF605  20250929   5714.0   5742.0  ...     6198.94   5684.0      5768.0       SF
164  SF606  20250929   5668.0   5704.0  ...      138.26   5644.0      5738.0       SF
165  SF607  20250929   5840.0   5852.0  ...       69.61   5802.0      5872.0       SF
166  SF608  20250929   5784.0   5804.0  ...       11.55   5774.0      5884.0       SF
167  SF609  20250929   5758.0   5828.0  ...       71.99   5760.0      5844.0       SF
168  SH510  20250929   2455.0   2466.0  ...     6784.34   2453.0      2455.0       SH
169  SH511  20250929   2489.0   2496.0  ...   597883.78   2479.0      2482.0       SH
170  SH512  20250929   2530.0   2539.0  ...   344078.99   2519.0      2530.0       SH
171  SH601  20250929   2530.0   2536.0  ...  2488833.56   2513.0      2530.0       SH
172  SH602  20250929   2557.0   2562.0  ...    51761.54   2539.0      2559.0       SH
173  SH603  20250929   2570.0   2580.0  ...     2504.88   2553.0      2575.0       SH
174  SH604  20250929   2608.0   2621.0  ...      358.38   2597.0      2617.0       SH
175  SH605  20250929   2620.0   2629.0  ...    21517.02   2604.0      2623.0       SH
176  SH606  20250929   2629.0   2629.0  ...      242.68   2609.0      2638.0       SH
177  SH607  20250929   2626.0   2632.0  ...      320.31   2604.0      2629.0       SH
178  SH608  20250929   2642.0   2642.0  ...      102.47   2627.0      2645.0       SH
179  SH609  20250929   2656.0   2660.0  ...      531.46   2644.0      2659.0       SH
180  SM510  20250929   5738.0   5748.0  ...     3373.43   5684.0      5752.0       SM
181  SM511  20250929   5818.0   5852.0  ...   398459.35   5786.0      5846.0       SM
182  SM512  20250929   5818.0   5858.0  ...   135876.45   5802.0      5852.0       SM
183  SM601  20250929   5834.0   5868.0  ...   831719.66   5802.0      5866.0       SM
184  SM602  20250929   5836.0   5878.0  ...   243624.84   5812.0      5872.0       SM
185  SM603  20250929   5894.0   5894.0  ...     1247.78   5832.0      5904.0       SM
186  SM604  20250929   5868.0   5882.0  ...        8.81   5874.0      5910.0       SM
187  SM605  20250929   5872.0   5900.0  ...    21467.30   5838.0      5900.0       SM
188  SM606  20250929   5860.0   5900.0  ...       73.00   5840.0      5896.0       SM
189  SM607  20250929   5870.0   5912.0  ...       41.05   5864.0      5918.0       SM
190  SM608  20250929   5914.0   5928.0  ...       17.64   5880.0      5936.0       SM
191  SM609  20250929   5868.0   5928.0  ...      930.02   5868.0      5940.0       SM
192  SR511  20250929   5519.0   5530.0  ...   138166.21   5519.0      5520.0       SR
193  SR601  20250929   5485.0   5505.0  ...   789921.09   5489.0      5491.0       SR
194  SR603  20250929   5467.0   5483.0  ...     1713.04   5473.0      5473.0       SR
195  SR605  20250929   5447.0   5463.0  ...    62060.93   5448.0      5452.0       SR
196  SR607  20250929   5451.0   5460.0  ...     4259.43   5447.0      5451.0       SR
197  SR609  20250929   5454.0   5468.0  ...     5573.82   5449.0      5457.0       SR
198  TA510  20250929   4612.0   4632.0  ...     8162.28   4606.0      4626.0       TA
199  TA511  20250929   4620.0   4652.0  ...   273494.08   4626.0      4640.0       TA
200  TA512  20250929   4638.0   4660.0  ...   142326.03   4638.0      4650.0       TA
201  TA601  20250929   4650.0   4672.0  ...  1350166.41   4650.0      4664.0       TA
202  TA602  20250929   4668.0   4684.0  ...    23176.32   4664.0      4674.0       TA
203  TA603  20250929   4680.0   4692.0  ...      451.18   4676.0      4690.0       TA
204  TA604  20250929   4672.0   4672.0  ...        9.32   4662.0      4698.0       TA
205  TA605  20250929   4692.0   4718.0  ...    47510.47   4694.0      4706.0       TA
206  TA606  20250929   4702.0   4702.0  ...        7.04   4696.0      4706.0       TA
207  TA607  20250929   4710.0   4710.0  ...        9.41   4704.0      4718.0       TA
208  TA608  20250929   4712.0   4732.0  ...        9.43   4718.0      4736.0       TA
209  TA609  20250929   4732.0   4756.0  ...      274.84   4740.0      4742.0       TA
210  UR510  20250929   1546.0   1552.0  ...     2939.37   1541.0      1549.0       UR
211  UR511  20250929   1640.0   1642.0  ...    77585.41   1632.0      1649.0       UR
212  UR512  20250929   1645.0   1655.0  ...    24157.22   1646.0      1661.0       UR
213  UR601  20250929   1666.0   1668.0  ...   563687.81   1657.0      1673.0       UR
214  UR602  20250929   1670.0   1675.0  ...      582.02   1663.0      1680.0       UR
215  UR603  20250929   1712.0   1715.0  ...      167.55   1710.0      1725.0       UR
216  UR604  20250929   1716.0   1718.0  ...      211.73   1708.0      1725.0       UR
217  UR605  20250929   1717.0   1718.0  ...    27474.81   1708.0      1725.0       UR
218  UR606  20250929   1720.0   1720.0  ...      666.53   1709.0      1724.0       UR
219  UR607  20250929   1750.0   1750.0  ...      149.94   1743.0      1758.0       UR
220  UR608  20250929   1739.0   1741.0  ...      135.48   1737.0      1745.0       UR
221  UR609  20250929   1735.0   1738.0  ...      550.11   1730.0      1743.0       UR
222  WH511  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:25:59,704 - future_1d - INFO - ak.get_czce_daily('2025-09-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250929  7224.000  ...  7328.200    7219.600       IC
1   IC2511  20250929  7146.000  ...  7261.200    7151.800       IC
2   IC2512  20250929  7083.800  ...  7210.600    7097.600       IC
3   IC2603  20250929  6926.600  ...  7033.600    6922.000       IC
4   IF2510  20250929  4543.200  ...  4626.200    4555.800       IF
5   IF2511  20250929  4536.600  ...  4614.400    4541.800       IF
6   IF2512  20250929  4530.000  ...  4608.800    4535.200       IF
7   IF2603  20250929  4509.800  ...  4584.000    4509.800       IF
8   IH2510  20250929  2945.000  ...  2985.400    2950.200       IH
9   IH2511  20250929  2944.000  ...  2984.000    2948.000       IH
10  IH2512  20250929  2944.200  ...  2985.400    2949.800       IH
11  IH2603  20250929  2939.600  ...  2985.800    2947.400       IH
12  IM2510  20250929  7372.000  ...  7469.600    7360.800       IM
13  IM2511  20250929  7284.000  ...  7387.800    7272.800       IM
14  IM2512  20250929  7205.000  ...  7316.800    7193.400       IM
15  IM2603  20250929  6988.000  ...  7096.600    6974.400       IM
16   T2512  20250929   107.705  ...   107.660     107.670        T
17   T2603  20250929   107.400  ...   107.340     107.325        T
18   T2606  20250929   107.325  ...   107.260     107.235        T
19  TF2512  20250929   105.575  ...   105.510     105.530       TF
20  TF2603  20250929   105.425  ...   105.395     105.410       TF
21  TF2606  20250929   105.430  ...   105.405     105.400       TF
22  TL2512  20250929   114.350  ...   113.790     114.260       TL
23  TL2603  20250929   114.010  ...   113.440     113.920       TL
24  TL2606  20250929   114.040  ...   113.480     113.910       TL
25  TS2512  20250929   102.350  ...   102.332     102.344       TS
26  TS2603  20250929   102.262  ...   102.244     102.258       TS
27  TS2606  20250929   102.292  ...   102.276     102.262       TS

[28 rows x 12 columns]
2025-10-10 18:26:00,087 - future_1d - INFO - ak.get_cffex_daily('2025-09-29') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250929   488.1     505  ...     1945.63   486.4      487.5      SC
1       SC2511  20250929   492.1   499.2  ...  4743445.34   494.5      489.1      SC
2       SC2512  20250929   493.3   499.6  ...  1085522.81   495.1      490.8      SC
3       SC2601  20250929   493.3   499.5  ...   237010.04   494.9      490.7      SC
4       SC2602  20250929     494   498.9  ...    63648.63   493.7      489.9      SC
5       SC2603  20250929   492.7   497.8  ...    25421.15   491.7        490      SC
6       SC2604  20250929   495.4   496.8  ...    13338.42   490.3      490.3      SC
7       SC2605  20250929   492.5   497.2  ...    15766.67   489.6      491.2      SC
8       SC2606  20250929   490.6   496.6  ...    16122.84     490      488.9      SC
9       SC2607  20250929   494.6   494.8  ...      392.33   490.4      484.9      SC
10      SC2608  20250929   493.5   493.5  ...       98.56   492.8      486.6      SC
11      SC2609  20250929     491   492.3  ...      293.45     489      483.8      SC
12      SC2612  20250929   475.2   475.2  ...       47.52   475.2      479.5      SC
13      SC2703  20250929   472.1   472.1  ...       47.21   472.1      473.1      SC
14      SC2706  20250929                  ...           0     477        477      SC
15      SC2709  20250929                  ...           0     477        477      SC
16      SC2712  20250929   477.6   482.2  ...      479.29   479.2      475.9      SC
17      SC2803  20250929     475   477.9  ...      285.07   475.1        475      SC
18      SC2806  20250929   472.4   476.2  ...      520.88   473.5      473.8      SC
19      SC2809  20250929                  ...           0   472.1      472.1      SC
21      LU2510  20250929                  ...           0    3450       3450      LU
22      LU2511  20250929    3489    3527  ...  238222.826    3482       3470      LU
23      LU2512  20250929    3481    3540  ...   200238.01    3494       3471      LU
24      LU2601  20250929    3480    3528  ...   94948.303    3481       3459      LU
25      LU2602  20250929    3451    3505  ...    3556.073    3455       3440      LU
26      LU2603  20250929    3442    3498  ...     1361.94    3456       3425      LU
27      LU2604  20250929    3454    3461  ...      44.717    3439       3407      LU
28      LU2605  20250929    3451    3454  ...      58.489    3440       3437      LU
29      LU2606  20250929    3449    3467  ...      10.378    3459       3427      LU
30      LU2607  20250929    3418    3458  ...       34.39    3439       3418      LU
31      LU2608  20250929    3415    3439  ...       30.78    3420       3392      LU
32      LU2609  20250929    3396    3429  ...      64.773    3409       3379      LU
34      NR2510  20250929   12425   12455  ...    28212.04   12370      12320      NR
35      NR2511  20250929   12450   12475  ...  1153395.56   12370      12350      NR
36      NR2512  20250929   12430   12485  ...   395493.37   12375      12375      NR
37      NR2601  20250929   12465   12505  ...  211166.935   12405      12395      NR
38      NR2602  20250929   12470   12470  ...      4864.5   12405      12380      NR
39      NR2603  20250929   12390   12485  ...    1422.075   12365      12455      NR
40      NR2604  20250929   12485   12495  ...      348.24   12435      12390      NR
41      NR2605  20250929   12460   12535  ...      186.43   12425      12460      NR
42      NR2606  20250929   12430   12430  ...       12.43   12430      12465      NR
43      NR2607  20250929   12500   12600  ...        25.1   12550      12650      NR
44      NR2608  20250929   12520   12650  ...       50.22   12555      12685      NR
45      NR2609  20250929                  ...           0   12510      12510      NR
47      BC2510  20250929   72980   73160  ...    88849.76   72820      73250      BC
48      BC2511  20250929   73090   73350  ...   285677.51   73040      73420      BC
49      BC2512  20250929   73150   73480  ...     5590.91   73080      73550      BC
50      BC2601  20250929                  ...           0   73160      73160      BC
51      BC2602  20250929   72990   73600  ...     109.625   73080      73820      BC
52      BC2603  20250929                  ...           0   73290      73000      BC
53      BC2604  20250929                  ...           0   73000      73000      BC
54      BC2605  20250929                  ...           0   72900      72900      BC
55      BC2606  20250929                  ...           0   72960      72960      BC
56      BC2607  20250929                  ...           0   72900      72840      BC
57      BC2608  20250929                  ...           0   73000      73000      BC
58      BC2609  20250929                  ...           0   73000      73000      BC
60      EC2510  20250929    1141  1154.5  ...  93576.7345    1122     1150.8      EC
61      EC2512  20250929    1763  1775.3  ...  103054.394    1735     1780.6      EC
62      EC2602  20250929  1668.1  1684.6  ...  32984.4615  1644.7     1691.9      EC
63      EC2604  20250929    1260  1261.5  ...    7450.222  1253.1     1279.1      EC
64      EC2606  20250929  1463.6    1478  ...    705.1215  1453.8     1482.6      EC
65      EC2608  20250929  1601.1  1607.9  ...     599.612  1598.9       1631      EC
68  SC_TAS2511  20250929                  ...                                 SC_TAS
69  SC_TAS2512  20250929                  ...                                 SC_TAS
70  SC_TAS2601  20250929                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-10-10 18:26:00,179 - future_1d - INFO - ak.get_ine_daily('2025-09-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250929   3939.00  ...   3931.00     3940.00        A
1     a2601  20250929   3906.00  ...   3897.00     3918.00        A
2     a2603  20250929   3904.00  ...   3897.00     3922.00        A
3     a2605  20250929   3935.00  ...   3929.00     3951.00        A
4     a2607  20250929   3931.00  ...   3927.00     3945.00        A
5     a2609  20250929   3928.00  ...   3932.00     3948.00        A
6     b2510  20250929   3591.00  ...   3628.00     3630.00        B
7     b2511  20250929   3609.00  ...   3605.00     3627.00        B
8     b2512  20250929   3630.00  ...   3629.00     3647.00        B
9     b2601  20250929   3627.00  ...   3629.00     3647.00        B
10    b2602  20250929   3639.00  ...   3641.00     3649.00        B
11    b2603  20250929   3602.00  ...   3606.00     3615.00        B
12    b2604  20250929   3504.00  ...   3508.00     3520.00        B
13    b2605  20250929   3443.00  ...   3440.00     3449.00        B
14    b2606  20250929   3412.00  ...   3412.00     3422.00        B
15    b2607  20250929   3421.00  ...   3414.00     3428.00        B
16    b2608  20250929   3515.00  ...   3513.00     3520.00        B
17    b2609  20250929   3529.00  ...   3530.00     3535.00        B
18   bb2511  20250929    141.05  ...    141.75      141.90       BB
19   bb2601  20250929    146.40  ...    146.80      147.00       BB
20   bb2603  20250929    147.00  ...    147.00      147.00       BB
21   bb2605  20250929      0.00  ...    141.70      141.70       BB
22   bb2607  20250929      0.00  ...    146.45      146.45       BB
23   bb2609  20250929      0.00  ...    146.45      146.45       BB
24   bz2603  20250929   5919.00  ...   5895.00     5906.00       BZ
25   bz2604  20250929   5886.00  ...   5880.00     5880.00       BZ
26   bz2605  20250929   5939.00  ...   5894.00     5936.00       BZ
27   bz2606  20250929      0.00  ...   5902.00     5936.00       BZ
28   bz2607  20250929      0.00  ...   5880.00     5880.00       BZ
29   bz2608  20250929      0.00  ...   5858.00     5883.00       BZ
30   bz2609  20250929      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250929   2178.00  ...   2171.00     2176.00        C
32    c2601  20250929   2140.00  ...   2137.00     2137.00        C
33    c2603  20250929   2150.00  ...   2150.00     2146.00        C
34    c2605  20250929   2203.00  ...   2206.00     2203.00        C
35    c2607  20250929   2216.00  ...   2216.00     2213.00        C
36    c2609  20250929   2231.00  ...   2230.00     2228.00        C
37   cs2511  20250929   2479.00  ...   2486.00     2485.00       CS
38   cs2601  20250929   2463.00  ...   2461.00     2467.00       CS
39   cs2603  20250929   2464.00  ...   2463.00     2466.00       CS
40   cs2605  20250929   2548.00  ...   2548.00     2547.00       CS
41   cs2607  20250929   2551.00  ...   2553.00     2551.00       CS
42   cs2609  20250929   2583.00  ...   2585.00     2586.00       CS
43   eb2510  20250929   6899.00  ...   6888.00     6899.00       EB
44   eb2511  20250929   6961.00  ...   6939.00     6939.00       EB
45   eb2512  20250929   6968.00  ...   6948.00     6954.00       EB
46   eb2601  20250929   6992.00  ...   6987.00     6980.00       EB
47   eb2602  20250929   7038.00  ...   7020.00     7021.00       EB
48   eb2603  20250929   7071.00  ...   7043.00     7058.00       EB
49   eb2604  20250929   7108.00  ...   7108.00     7103.00       EB
50   eb2605  20250929   7106.00  ...   7099.00     7103.00       EB
51   eb2606  20250929   7151.00  ...   7152.00     7117.00       EB
52   eb2607  20250929   7153.00  ...   7153.00     7134.00       EB
53   eb2608  20250929   7178.00  ...   7178.00     7177.00       EB
54   eb2609  20250929      0.00  ...   7177.00     7177.00       EB
55   eg2510  20250929   4256.00  ...   4268.00     4269.00       EG
56   eg2511  20250929   4224.00  ...   4217.00     4221.00       EG
57   eg2512  20250929      0.00  ...   4218.00     4218.00       EG
58   eg2601  20250929   4215.00  ...   4225.00     4227.00       EG
59   eg2602  20250929   4227.00  ...   4233.00     4231.00       EG
60   eg2603  20250929   4235.00  ...   4237.00     4252.00       EG
61   eg2604  20250929   4262.00  ...   4262.00     4276.00       EG
62   eg2605  20250929   4276.00  ...   4287.00     4285.00       EG
63   eg2606  20250929   4270.00  ...   4270.00     4300.00       EG
64   eg2607  20250929      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250929      0.00  ...   4346.00     4346.00       EG
66   eg2609  20250929      0.00  ...   4367.00     4367.00       EG
67   fb2510  20250929   1260.50  ...   1266.00     1270.00       FB
68   fb2511  20250929   1251.50  ...   1252.00     1254.50       FB
69   fb2512  20250929   1254.00  ...   1253.00     1255.00       FB
70   fb2601  20250929   1256.00  ...   1255.00     1254.50       FB
71   fb2602  20250929   1253.00  ...   1254.50     1253.50       FB
72   fb2603  20250929   1241.00  ...   1240.00     1243.50       FB
73   fb2604  20250929      0.00  ...   1254.50     1254.50       FB
74   fb2605  20250929      0.00  ...   1299.00     1300.50       FB
75   fb2606  20250929      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250929      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250929      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250929      0.00  ...   1296.00     1296.00       FB
79    i2510  20250929    805.00  ...    803.50      813.50        I
80    i2511  20250929    804.00  ...    801.50      809.50        I
81    i2512  20250929    797.50  ...    794.00      805.00        I
82    i2601  20250929    790.00  ...    785.50      796.50        I
83    i2602  20250929    784.50  ...    780.50      790.50        I
84    i2603  20250929    777.50  ...    775.50      787.50        I
85    i2604  20250929    774.50  ...    771.50      784.50        I
86    i2605  20250929    769.50  ...    765.00      776.50        I
87    i2606  20250929    763.00  ...    760.00      772.00        I
88    i2607  20250929    758.00  ...    755.00      767.00        I
89    i2608  20250929    753.50  ...    750.50      763.50        I
90    i2609  20250929    750.50  ...    745.50      755.50        I
91    j2510  20250929   1580.00  ...   1578.50     1619.50        J
92    j2511  20250929   1617.00  ...   1595.50     1643.50        J
93    j2512  20250929   1649.50  ...   1637.50     1684.50        J
94    j2601  20250929   1699.50  ...   1666.50     1718.50        J
95    j2602  20250929   1703.00  ...   1688.00     1747.50        J
96    j2603  20250929      0.00  ...   1725.00     1778.00        J
97    j2604  20250929   1767.50  ...   1767.50     1841.50        J
98    j2605  20250929   1844.50  ...   1808.00     1862.50        J
99    j2606  20250929   1843.00  ...   1830.50     1901.00        J
100   j2607  20250929   1875.00  ...   1875.00     1903.50        J
101   j2608  20250929   1869.50  ...   1869.50     1919.50        J
102   j2609  20250929   1909.00  ...   1890.50     1933.50        J
103  jd2510  20250929   2946.00  ...   2928.00     2952.00       JD
104  jd2511  20250929   3029.00  ...   3028.00     3051.00       JD
105  jd2512  20250929   3170.00  ...   3175.00     3182.00       JD
106  jd2601  20250929   3350.00  ...   3348.00     3360.00       JD
107  jd2602  20250929   3090.00  ...   3090.00     3106.00       JD
108  jd2603  20250929   3125.00  ...   3113.00     3130.00       JD
109  jd2604  20250929   3241.00  ...   3236.00     3253.00       JD
110  jd2605  20250929   3380.00  ...   3386.00     3385.00       JD
111  jd2606  20250929   3225.00  ...   3226.00     3226.00       JD
112  jd2607  20250929   3470.00  ...   3472.00     3470.00       JD
113  jd2608  20250929   3918.00  ...   3921.00     3918.00       JD
114  jd2609  20250929   3793.00  ...   3796.00     3787.00       JD
115  jm2510  20250929   1026.00  ...   1010.50     1037.00       JM
116  jm2511  20250929   1061.00  ...   1034.50     1071.50       JM
117  jm2512  20250929   1131.00  ...   1102.50     1142.00       JM
118  jm2601  20250929   1191.00  ...   1171.50     1214.50       JM
119  jm2602  20250929   1218.00  ...   1194.00     1237.00       JM
120  jm2603  20250929   1237.00  ...   1216.00     1256.50       JM
121  jm2604  20250929   1256.50  ...   1233.50     1278.50       JM
122  jm2605  20250929   1278.50  ...   1258.50     1304.00       JM
123  jm2606  20250929   1295.00  ...   1270.00     1319.00       JM
124  jm2607  20250929   1312.00  ...   1292.00     1333.50       JM
125  jm2608  20250929   1320.00  ...   1310.00     1350.50       JM
126  jm2609  20250929   1350.00  ...   1333.50     1374.00       JM
127   l2510  20250929   7071.00  ...   7091.00     7072.00        L
128   l2511  20250929   7114.00  ...   7114.00     7103.00        L
129   l2512  20250929   7136.00  ...   7150.00     7138.00        L
130   l2601  20250929   7173.00  ...   7174.00     7163.00        L
131   l2602  20250929   7163.00  ...   7168.00     7161.00        L
132   l2603  20250929   7180.00  ...   7188.00     7186.00        L
133   l2604  20250929   7212.00  ...   7221.00     7210.00        L
134   l2605  20250929   7200.00  ...   7213.00     7200.00        L
135   l2606  20250929   7203.00  ...   7214.00     7208.00        L
136   l2607  20250929   7209.00  ...   7219.00     7227.00        L
137   l2608  20250929   7229.00  ...   7240.00     7245.00        L
138   l2609  20250929   7228.00  ...   7237.00     7228.00        L
139  lg2511  20250929    808.50  ...    809.00      807.50       LG
140  lg2601  20250929    819.50  ...    820.50      820.50       LG
141  lg2603  20250929    826.00  ...    826.50      825.50       LG
142  lg2605  20250929    828.50  ...    827.50      828.50       LG
143  lg2607  20250929    830.00  ...    828.50      829.50       LG
144  lg2609  20250929    820.50  ...    820.50      816.50       LG
145  lh2511  20250929  12550.00  ...  12345.00    12625.00       LH
146  lh2601  20250929  13045.00  ...  12835.00    13180.00       LH
147  lh2603  20250929  12580.00  ...  12450.00    12660.00       LH
148  lh2605  20250929  12980.00  ...  12845.00    13070.00       LH
149  lh2607  20250929  13600.00  ...  13360.00    13655.00       LH
150  lh2609  20250929  14000.00  ...  13980.00    14220.00       LH
151   m2511  20250929   2906.00  ...   2906.00     2916.00        M
152   m2512  20250929   2951.00  ...   2945.00     2960.00        M
153   m2601  20250929   2938.00  ...   2937.00     2949.00        M
154   m2603  20250929   2918.00  ...   2913.00     2921.00        M
155   m2605  20250929   2753.00  ...   2749.00     2755.00        M
156   m2607  20250929   2739.00  ...   2735.00     2744.00        M
157   m2608  20250929   2858.00  ...   2854.00     2860.00        M
158   m2609  20250929   2858.00  ...   2857.00     2863.00        M
159   p2510  20250929   9126.00  ...   9102.00     9126.00        P
160   p2511  20250929   9168.00  ...   9188.00     9208.00        P
161   p2512  20250929   9194.00  ...   9204.00     9232.00        P
162   p2601  20250929   9236.00  ...   9234.00     9266.00        P
163   p2602  20250929   9216.00  ...   9224.00     9218.00        P
164   p2603  20250929   9188.00  ...   9196.00     9160.00        P
165   p2604  20250929   9150.00  ...   9152.00     9154.00        P
166   p2605  20250929   9060.00  ...   9056.00     9076.00        P
167   p2606  20250929   8986.00  ...   8978.00     8978.00        P
168   p2607  20250929   8888.00  ...   8880.00     8876.00        P
169   p2608  20250929   8768.00  ...   8770.00     8776.00        P
170   p2609  20250929   8676.00  ...   8676.00     8686.00        P
171  pg2510  20250929   4438.00  ...   4448.00     4432.00       PG
172  pg2511  20250929   4302.00  ...   4295.00     4285.00       PG
173  pg2512  20250929   4218.00  ...   4213.00     4215.00       PG
174  pg2601  20250929   4155.00  ...   4143.00     4150.00       PG
175  pg2602  20250929   4089.00  ...   4077.00     4085.00       PG
176  pg2603  20250929   4006.00  ...   3996.00     4003.00       PG
177  pg2604  20250929   4364.00  ...   4352.00     4367.00       PG
178  pg2605  20250929   4270.00  ...   4268.00     4285.00       PG
179  pg2606  20250929      0.00  ...   4212.00     4228.00       PG
180  pg2607  20250929   4153.00  ...   4156.00     4154.00       PG
181  pg2608  20250929   4120.00  ...   4101.00     4109.00       PG
182  pg2609  20250929   4098.00  ...   4093.00     4093.00       PG
183  pp2510  20250929   6786.00  ...   6782.00     6795.00       PP
184  pp2511  20250929   6840.00  ...   6823.00     6830.00       PP
185  pp2512  20250929   6869.00  ...   6862.00     6869.00       PP
186  pp2601  20250929   6899.00  ...   6899.00     6900.00       PP
187  pp2602  20250929   6892.00  ...   6888.00     6889.00       PP
188  pp2603  20250929   6884.00  ...   6890.00     6890.00       PP
189  pp2604  20250929   6917.00  ...   6932.00     6917.00       PP
190  pp2605  20250929   6942.00  ...   6940.00     6944.00       PP
191  pp2606  20250929   6908.00  ...   6908.00     6921.00       PP
192  pp2607  20250929   6865.00  ...   6873.00     6893.00       PP
193  pp2608  20250929   6874.00  ...   6884.00     6900.00       PP
194  pp2609  20250929   6906.00  ...   6915.00     6924.00       PP
195  rr2510  20250929   3623.00  ...   3619.00     3623.00       RR
196  rr2511  20250929   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250929   3617.00  ...   3610.00     3614.00       RR
198  rr2601  20250929   3621.00  ...   3619.00     3620.00       RR
199  rr2602  20250929   3608.00  ...   3609.00     3606.00       RR
200  rr2603  20250929   3616.00  ...   3613.00     3614.00       RR
201  rr2604  20250929   3621.00  ...   3616.00     3616.00       RR
202  rr2605  20250929   3618.00  ...   3615.00     3618.00       RR
203  rr2606  20250929      0.00  ...   3600.00     3600.00       RR
204  rr2607  20250929      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250929      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250929      0.00  ...   3623.00     3614.00       RR
207   v2510  20250929   4788.00  ...   4780.00     4788.00        V
208   v2511  20250929   4812.00  ...   4808.00     4817.00        V
209   v2512  20250929   4848.00  ...   4850.00     4858.00        V
210   v2601  20250929   4894.00  ...   4895.00     4902.00        V
211   v2602  20250929   4932.00  ...   4934.00     4941.00        V
212   v2603  20250929   4959.00  ...   4964.00     4971.00        V
213   v2604  20250929   5158.00  ...   5165.00     5174.00        V
214   v2605  20250929   5192.00  ...   5202.00     5205.00        V
215   v2606  20250929   5220.00  ...   5239.00     5248.00        V
216   v2607  20250929   5263.00  ...   5263.00     5277.00        V
217   v2608  20250929   5296.00  ...   5296.00     5302.00        V
218   v2609  20250929   5336.00  ...   5331.00     5341.00        V
219   y2511  20250929   8160.00  ...   8166.00     8202.00        Y
220   y2512  20250929   8202.00  ...   8210.00     8248.00        Y
221   y2601  20250929   8150.00  ...   8154.00     8192.00        Y
222   y2603  20250929   8112.00  ...   8114.00     8140.00        Y
223   y2605  20250929   7932.00  ...   7932.00     7946.00        Y
224   y2607  20250929   7888.00  ...   7882.00     7908.00        Y
225   y2608  20250929   7884.00  ...   7878.00     7896.00        Y
226   y2609  20250929   7850.00  ...   7858.00     7876.00        Y

[227 rows x 12 columns]
2025-10-10 18:26:00,835 - future_1d - INFO - ak.get_dce_daily('2025-09-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250929  51285.0  ...  51180.0     51505.0       PS
1   PS2511  20250929  50950.0  ...  50825.0     51420.0       PS
2   PS2512  20250929  53335.0  ...  53265.0     53780.0       PS
3   PS2601  20250929  52920.0  ...  52840.0     53310.0       PS
4   PS2602  20250929  52740.0  ...  52755.0     53110.0       PS
5   PS2603  20250929  52670.0  ...  52695.0     53220.0       PS
6   PS2604  20250929  52605.0  ...  52835.0     53190.0       PS
7   PS2605  20250929  53415.0  ...  52525.0     53080.0       PS
8   PS2606  20250929  54560.0  ...  54545.0     54975.0       PS
9   PS2607  20250929  54435.0  ...  54395.0     54945.0       PS
10  PS2608  20250929  54175.0  ...  54205.0     54565.0       PS
11  PS2609  20250929  54005.0  ...  54000.0     54550.0       PS
13  SI2510  20250929   8835.0  ...   8675.0      8975.0       SI
14  SI2511  20250929   8850.0  ...   8655.0      9000.0       SI
15  SI2512  20250929   9240.0  ...   9045.0      9395.0       SI
16  SI2601  20250929   9215.0  ...   8995.0      9360.0       SI
17  SI2602  20250929   9255.0  ...   9000.0      9360.0       SI
18  SI2603  20250929   9195.0  ...   9020.0      9395.0       SI
19  SI2604  20250929   9190.0  ...   9035.0      9205.0       SI
20  SI2605  20250929   9265.0  ...   9035.0      9390.0       SI
21  SI2606  20250929   9165.0  ...   9080.0      9400.0       SI
22  SI2607  20250929   9205.0  ...   9070.0      9390.0       SI
23  SI2608  20250929   9180.0  ...   9055.0      9415.0       SI
24  SI2609  20250929   9265.0  ...   9075.0      9410.0       SI
27  LC2510  20250929  72000.0  ...  72720.0     72920.0       LC
28  LC2511  20250929  73100.0  ...  73700.0     73240.0       LC
29  LC2512  20250929  72320.0  ...  73780.0     73340.0       LC
30  LC2601  20250929  72500.0  ...  73640.0     73180.0       LC
31  LC2602  20250929  71960.0  ...  73500.0     72840.0       LC
32  LC2603  20250929  71840.0  ...  73440.0     72940.0       LC
33  LC2604  20250929  72920.0  ...  73840.0     73320.0       LC
34  LC2605  20250929  72460.0  ...  73680.0     73340.0       LC
35  LC2606  20250929  72640.0  ...  73500.0     73160.0       LC
36  LC2607  20250929  72240.0  ...  73380.0     73060.0       LC
37  LC2608  20250929  72700.0  ...  73480.0     73020.0       LC
38  LC2609  20250929  73000.0  ...  73320.0     72980.0       LC

[36 rows x 12 columns]
2025-10-10 18:26:01,147 - future_1d - INFO - ak.get_gfex_daily('2025-09-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250929  ...   82180      82500      CU
1        1      CU2511  20250929  ...   82070      82540      CU
2        2      CU2512  20250929  ...   82100      82540      CU
3        3      CU2601  20250929  ...   82020      82530      CU
4        4      CU2602  20250929  ...   82030      82490      CU
5        5      CU2603  20250929  ...   81970      82420      CU
6        6      CU2604  20250929  ...   81960      82450      CU
7        7      CU2605  20250929  ...   82020      82500      CU
8        8      CU2606  20250929  ...   81880      82380      CU
9        9      CU2607  20250929  ...   81790      82200      CU
10      10      CU2608  20250929  ...   81840      82220      CU
11      11      CU2609  20250929  ...   81780      82110      CU
12      12      BC2510  20250929  ...   72820      73250      BC
13      13      BC2511  20250929  ...   73040      73420      BC
14      14      BC2512  20250929  ...   73080      73550      BC
15      15      BC2601  20250929  ...   73160      73160      BC
16      16      BC2602  20250929  ...   73080      73820      BC
17      17      BC2603  20250929  ...   73290      73000      BC
18      18      BC2604  20250929  ...   73000      73000      BC
19      19      BC2605  20250929  ...   72900      72900      BC
20      20      BC2606  20250929  ...   72960      72960      BC
21      21      BC2607  20250929  ...   72900      72840      BC
22      22      BC2608  20250929  ...   73000      73000      BC
23      23      BC2609  20250929  ...   73000      73000      BC
24      24      AL2510  20250929  ...   20695      20765      AL
25      25      AL2511  20250929  ...   20705      20775      AL
26      26      AL2512  20250929  ...   20710      20780      AL
27      27      AL2601  20250929  ...   20715      20780      AL
28      28      AL2602  20250929  ...   20710      20785      AL
29      29      AL2603  20250929  ...   20740      20810      AL
30      30      AL2604  20250929  ...   20780      20840      AL
31      31      AL2605  20250929  ...   20785      20845      AL
32      32      AL2606  20250929  ...   20785      20840      AL
33      33      AL2607  20250929  ...   20775      20860      AL
34      34      AL2608  20250929  ...   20790      20840      AL
35      35      AL2609  20250929  ...   20800      20860      AL
36      36      ZN2510  20250929  ...   21705      22010      ZN
37      37      ZN2511  20250929  ...   21755      22035      ZN
38      38      ZN2512  20250929  ...   21770      22040      ZN
39      39      ZN2601  20250929  ...   21800      22055      ZN
40      40      ZN2602  20250929  ...   21830      22085      ZN
41      41      ZN2603  20250929  ...   21845      22115      ZN
42      42      ZN2604  20250929  ...   21890      22145      ZN
43      43      ZN2605  20250929  ...   21925      22170      ZN
44      44      ZN2606  20250929  ...   21930      22215      ZN
45      45      ZN2607  20250929  ...   21965      22220      ZN
46      46      ZN2608  20250929  ...   21985      22270      ZN
47      47      ZN2609  20250929  ...   22075      22255      ZN
48      48      PB2510  20250929  ...   16965      17055      PB
49      49      PB2511  20250929  ...   16965      17090      PB
50      50      PB2512  20250929  ...   16980      17110      PB
51      51      PB2601  20250929  ...   16990      17125      PB
52      52      PB2602  20250929  ...   16960      17135      PB
53      53      PB2603  20250929  ...   16970      17145      PB
54      54      PB2604  20250929  ...   17015      17150      PB
55      55      PB2605  20250929  ...   17045      17150      PB
56      56      PB2606  20250929  ...   17025      17220      PB
57      57      PB2607  20250929  ...   17175      17175      PB
58      58      PB2608  20250929  ...   17080      17210      PB
59      59      PB2609  20250929  ...   17230      17230      PB
60      60      NI2510  20250929  ...  120770     121620      NI
61      61      NI2511  20250929  ...  121050     121840      NI
62      62      NI2512  20250929  ...  121260     121970      NI
63      63      NI2601  20250929  ...  121460     122210      NI
64      64      NI2602  20250929  ...  121730     122270      NI
65      65      NI2603  20250929  ...  121850     122550      NI
66      66      NI2604  20250929  ...  122110     122830      NI
67      67      NI2605  20250929  ...  122330     123060      NI
68      68      NI2606  20250929  ...  122550     123250      NI
69      69      NI2607  20250929  ...  122790     123370      NI
70      70      NI2608  20250929  ...  123120     123860      NI
71      71      NI2609  20250929  ...  123490     124150      NI
72      72      SN2510  20250929  ...  272130     273130      SN
73      73      SN2511  20250929  ...  272520     273550      SN
74      74      SN2512  20250929  ...  272770     273960      SN
75      75      SN2601  20250929  ...  272990     273970      SN
76      76      SN2602  20250929  ...  272820     274200      SN
77      77      SN2603  20250929  ...  272840     274160      SN
78      78      SN2604  20250929  ...  273300     274280      SN
79      79      SN2605  20250929  ...  273470     274930      SN
80      80      SN2606  20250929  ...  274360     274760      SN
81      81      SN2607  20250929  ...  274550     274780      SN
82      82      SN2608  20250929  ...  274910     275430      SN
83      83      SN2609  20250929  ...  274820     275640      SN
84      84      AO2510  20250929  ...    2850       2871      AO
85      85      AO2511  20250929  ...    2866       2904      AO
86      86      AO2512  20250929  ...    2884       2902      AO
87      87      AO2601  20250929  ...    2893       2916      AO
88      88      AO2602  20250929  ...    2904       2928      AO
89      89      AO2603  20250929  ...    2976       2991      AO
90      90      AO2604  20250929  ...    2986       3001      AO
91      91      AO2605  20250929  ...    2987       3007      AO
92      92      AO2606  20250929  ...    2997       3015      AO
93      93      AO2607  20250929  ...    3001       3021      AO
94      94      AO2608  20250929  ...    3009       3031      AO
95      95      AO2609  20250929  ...    3027       3048      AO
96      96      AD2511  20250929  ...   20215      20315      AD
97      97      AD2512  20250929  ...   20280      20370      AD
98      98      AD2601  20250929  ...   20310      20385      AD
99      99      AD2602  20250929  ...   20320      20410      AD
100    100      AD2603  20250929  ...   20335      20300      AD
101    101      AD2604  20250929  ...   20320      20320      AD
102    102      AD2605  20250929  ...   20310      20320      AD
103    103      AD2606  20250929  ...   20330      20385      AD
104    104      AD2607  20250929  ...   20510      20510      AD
105    105      AD2608  20250929  ...   20515      20515      AD
106    106      AD2609  20250929  ...   20335      20335      AD
107    107      AU2510  20250929  ...     858      851.5      AU
108    108      AU2511  20250929  ...  858.82     853.38      AU
109    109      AU2512  20250929  ...  861.66        855      AU
110    110      AU2602  20250929  ...  863.72     857.82      AU
111    111      AU2604  20250929  ...  865.32     859.92      AU
112    112      AU2606  20250929  ...  868.74     862.34      AU
113    113      AU2608  20250929  ...  871.46      865.8      AU
114    114      AU2610  20250929  ...  874.82     868.42      AU
115    115      AG2510  20250929  ...   10776      10483      AG
116    116      AG2511  20250929  ...   10819      10509      AG
117    117      AG2512  20250929  ...   10835      10526      AG
118    118      AG2601  20250929  ...   10830      10528      AG
119    119      AG2602  20250929  ...   10855      10542      AG
120    120      AG2603  20250929  ...   10850      10527      AG
121    121      AG2604  20250929  ...   10870      10545      AG
122    122      AG2605  20250929  ...   10879      10553      AG
123    123      AG2606  20250929  ...   10888      10553      AG
124    124      AG2607  20250929  ...   10914      10548      AG
125    125      AG2608  20250929  ...   10902      10572      AG
126    126      AG2609  20250929  ...   10935      10613      AG
127    127      RB2510  20250929  ...    3016       3050      RB
128    128      RB2511  20250929  ...    3032       3083      RB
129    129      RB2512  20250929  ...    3090       3121      RB
130    130      RB2601  20250929  ...    3107       3139      RB
131    131      RB2602  20250929  ...    3111       3139      RB
132    132      RB2603  20250929  ...    3125       3157      RB
133    133      RB2604  20250929  ...    3146       3177      RB
134    134      RB2605  20250929  ...    3164       3197      RB
135    135      RB2606  20250929  ...    3182       3210      RB
136    136      RB2607  20250929  ...    3188       3217      RB
137    137      RB2608  20250929  ...    3194       3220      RB
138    138      RB2609  20250929  ...    3200       3232      RB
139    139      WR2510  20250929  ...    3205       3219      WR
140    140      WR2511  20250929  ...    3300       3329      WR
141    141      WR2512  20250929  ...    3309       3324      WR
142    142      WR2601  20250929  ...    3314       3342      WR
143    143      WR2602  20250929  ...    3301       3400      WR
144    144      WR2603  20250929  ...    3351       3351      WR
145    145      WR2604  20250929  ...    3340       3370      WR
146    146      WR2605  20250929  ...    3386       3386      WR
147    147      WR2606  20250929  ...    3367       3383      WR
148    148      WR2607  20250929  ...    3390       3390      WR
149    149      WR2608  20250929  ...    3378       3385      WR
150    150      WR2609  20250929  ...    3458       3458      WR
151    151      HC2510  20250929  ...    3395       3404      HC
152    152      HC2511  20250929  ...    3352       3385      HC
153    153      HC2512  20250929  ...    3335       3358      HC
154    154      HC2601  20250929  ...    3304       3330      HC
155    155      HC2602  20250929  ...    3304       3330      HC
156    156      HC2603  20250929  ...    3306       3333      HC
157    157      HC2604  20250929  ...    3311       3337      HC
158    158      HC2605  20250929  ...    3310       3337      HC
159    159      HC2606  20250929  ...    3316       3346      HC
160    160      HC2607  20250929  ...    3318       3355      HC
161    161      HC2608  20250929  ...    3327       3359      HC
162    162      HC2609  20250929  ...    3333       3364      HC
163    163      SS2510  20250929  ...   12670      12735      SS
164    164      SS2511  20250929  ...   12785      12850      SS
165    165      SS2512  20250929  ...   12810      12890      SS
166    166      SS2601  20250929  ...   12880      12950      SS
167    167      SS2602  20250929  ...   12930      12985      SS
168    168      SS2603  20250929  ...   13035      13100      SS
169    169      SS2604  20250929  ...   13100      13160      SS
170    170      SS2605  20250929  ...   13170      13240      SS
171    171      SS2606  20250929  ...   13230      13305      SS
172    172      SS2607  20250929  ...   13290      13350      SS
173    173      SS2608  20250929  ...   13350      13400      SS
174    174      SS2609  20250929  ...   13410      13465      SS
175    175      SC2510  20250929  ...   486.4      487.5      SC
176    176      SC2511  20250929  ...   494.5      489.1      SC
177    177      SC2512  20250929  ...   495.1      490.8      SC
178    178      SC2601  20250929  ...   494.9      490.7      SC
179    179      SC2602  20250929  ...   493.7      489.9      SC
180    180      SC2603  20250929  ...   491.7        490      SC
181    181      SC2604  20250929  ...   490.3      490.3      SC
182    182      SC2605  20250929  ...   489.6      491.2      SC
183    183      SC2606  20250929  ...     490      488.9      SC
184    184      SC2607  20250929  ...   490.4      484.9      SC
185    185      SC2608  20250929  ...   492.8      486.6      SC
186    186      SC2609  20250929  ...     489      483.8      SC
187    187      SC2612  20250929  ...   475.2      479.5      SC
188    188      SC2703  20250929  ...   472.1      473.1      SC
189    189      SC2706  20250929  ...     477        477      SC
190    190      SC2709  20250929  ...     477        477      SC
191    191      SC2712  20250929  ...   479.2      475.9      SC
192    192      SC2803  20250929  ...   475.1        475      SC
193    193      SC2806  20250929  ...   473.5      473.8      SC
194    194      SC2809  20250929  ...   472.1      472.1      SC
195    195      LU2510  20250929  ...    3450       3450      LU
196    196      LU2511  20250929  ...    3482       3470      LU
197    197      LU2512  20250929  ...    3494       3471      LU
198    198      LU2601  20250929  ...    3481       3459      LU
199    199      LU2602  20250929  ...    3455       3440      LU
200    200      LU2603  20250929  ...    3456       3425      LU
201    201      LU2604  20250929  ...    3439       3407      LU
202    202      LU2605  20250929  ...    3440       3437      LU
203    203      LU2606  20250929  ...    3459       3427      LU
204    204      LU2607  20250929  ...    3439       3418      LU
205    205      LU2608  20250929  ...    3420       3392      LU
206    206      LU2609  20250929  ...    3409       3379      LU
207    207      FU2510  20250929  ...    3025       2991      FU
208    208      FU2511  20250929  ...    3057       3002      FU
209    209      FU2512  20250929  ...    2977       2942      FU
210    210      FU2601  20250929  ...    2937       2914      FU
211    211      FU2602  20250929  ...    2912       2893      FU
212    212      FU2603  20250929  ...    2900       2880      FU
213    213      FU2604  20250929  ...    2885       2857      FU
214    214      FU2605  20250929  ...    2870       2843      FU
215    215      FU2606  20250929  ...    2849       2833      FU
216    216      FU2607  20250929  ...    2818       2797      FU
217    217      FU2608  20250929  ...    2785       2769      FU
218    218      FU2609  20250929  ...    2764       2748      FU
219    219      BU2510  20250929  ...    3471       3472      BU
220    220      BU2511  20250929  ...    3454       3451      BU
221    221      BU2512  20250929  ...    3411       3408      BU
222    222      BU2601  20250929  ...    3395       3387      BU
223    223      BU2602  20250929  ...    3399       3389      BU
224    224      BU2603  20250929  ...    3412       3407      BU
225    225      BU2604  20250929  ...    3400       3373      BU
226    226      BU2605  20250929  ...    3412       3416      BU
227    227      BU2606  20250929  ...    3403       3404      BU
228    228      BU2607  20250929  ...    3407       3407      BU
229    229      BU2608  20250929  ...    3394       3384      BU
230    230      BU2609  20250929  ...    3396       3386      BU
231    231      BU2612  20250929  ...    3337       3340      BU
232    232      BU2703  20250929  ...    3347       3329      BU
233    233      BU2706  20250929  ...    3346       3347      BU
234    234      BU2709  20250929  ...    3360       3354      BU
235    235      BR2510  20250929  ...   11320      11385      BR
236    236      BR2511  20250929  ...   11285      11360      BR
237    237      BR2512  20250929  ...   11280      11365      BR
238    238      BR2601  20250929  ...   11270      11340      BR
239    239      BR2602  20250929  ...   11245      11330      BR
240    240      BR2603  20250929  ...   11355      11355      BR
241    241      BR2604  20250929  ...   11320      11385      BR
242    242      BR2605  20250929  ...   11345      11430      BR
243    243      BR2606  20250929  ...   11350      11440      BR
244    244      BR2607  20250929  ...   11490      11635      BR
245    245      BR2608  20250929  ...   11490      11610      BR
246    246      BR2609  20250929  ...   11565      11675      BR
247    247      RU2510  20250929  ...   14475      14530      RU
248    248      RU2511  20250929  ...   14475      14555      RU
249    249      RU2601  20250929  ...   15340      15425      RU
250    250      RU2603  20250929  ...   15325      15425      RU
251    251      RU2604  20250929  ...   15335      15425      RU
252    252      RU2605  20250929  ...   15305      15395      RU
253    253      RU2606  20250929  ...   15240      15400      RU
254    254      RU2607  20250929  ...   15350      15395      RU
255    255      RU2608  20250929  ...   15410      15405      RU
256    256      RU2609  20250929  ...   15290      15370      RU
257    257      NR2510  20250929  ...   12370      12320      NR
258    258      NR2511  20250929  ...   12370      12350      NR
259    259      NR2512  20250929  ...   12375      12375      NR
260    260      NR2601  20250929  ...   12405      12395      NR
261    261      NR2602  20250929  ...   12405      12380      NR
262    262      NR2603  20250929  ...   12365      12455      NR
263    263      NR2604  20250929  ...   12435      12390      NR
264    264      NR2605  20250929  ...   12425      12460      NR
265    265      NR2606  20250929  ...   12430      12465      NR
266    266      NR2607  20250929  ...   12550      12650      NR
267    267      NR2608  20250929  ...   12555      12685      NR
268    268      NR2609  20250929  ...   12510      12510      NR
269    269      SP2510  20250929  ...    4866       5000      SP
270    270      SP2511  20250929  ...    4922       5034      SP
271    271      SP2512  20250929  ...    4940       5050      SP
272    272      SP2601  20250929  ...    5204       5290      SP
273    273      SP2602  20250929  ...    5202       5282      SP
274    274      SP2603  20250929  ...    5218       5302      SP
275    275      SP2604  20250929  ...    5250       5312      SP
276    276      SP2605  20250929  ...    5242       5308      SP
277    277      SP2606  20250929  ...    5248       5296      SP
278    278      SP2607  20250929  ...    5244       5300      SP
279    279      SP2608  20250929  ...    5262       5316      SP
280    280      SP2609  20250929  ...    5258       5318      SP
281    281      OP2601  20250929  ...    4232       4232      OP
282    282      OP2602  20250929  ...    4228       4228      OP
283    283      OP2603  20250929  ...    4250       4260      OP
284    284      OP2604  20250929  ...    4262       4274      OP
285    285      OP2605  20250929  ...    4266       4266      OP
286    286      OP2606  20250929  ...    4236       4236      OP
287    287      OP2607  20250929  ...    4238       4238      OP
288    288      OP2608  20250929  ...    4238       4240      OP
289    289      OP2609  20250929  ...    4330       4334      OP
290    290      EC2510  20250929  ...    1122     1150.8      EC
291    291      EC2512  20250929  ...    1735     1780.6      EC
292    292      EC2602  20250929  ...  1644.7     1691.9      EC
293    293      EC2604  20250929  ...  1253.1     1279.1      EC
294    294      EC2606  20250929  ...  1453.8     1482.6      EC
295    295      EC2608  20250929  ...  1598.9       1631      EC
296    296  SC_TAS2511  20250929  ...                     SC_TAS
297    297  SC_TAS2512  20250929  ...                     SC_TAS
298    298  SC_TAS2601  20250929  ...                     SC_TAS

[299 rows x 13 columns]
2025-10-10 18:26:01,260 - future_1d - INFO - ak.get_shfe_daily('2025-09-29') done
2025-10-10 18:26:03,036 - future_1d - INFO - save future_daily 2025-09-29 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250930   8654.0   9188.0  ...    60296.16   8739.0      8647.0       AP
1    AP511  20250930   8508.0   8600.0  ...    20921.98   8550.0      8444.0       AP
2    AP512  20250930   8469.0   8570.0  ...     3388.44   8535.0      8453.0       AP
3    AP601  20250930   8512.0   8630.0  ...   836435.36   8577.0      8513.0       AP
4    AP603  20250930   8377.0   8442.0  ...     1253.61   8413.0      8349.0       AP
5    AP604  20250930   8368.0   8421.0  ...      142.64   8390.0      8339.0       AP
6    AP605  20250930   8368.0   8450.0  ...     8622.75   8429.0      8371.0       AP
7    CF511  20250930  13330.0  13330.0  ...   270526.29  13225.0     13345.0       CF
8    CF601  20250930  13325.0  13340.0  ...  2087881.67  13245.0     13365.0       CF
9    CF603  20250930  13300.0  13300.0  ...     7061.79  13235.0     13355.0       CF
10   CF605  20250930  13345.0  13345.0  ...   364324.46  13265.0     13370.0       CF
11   CF607  20250930  13375.0  13375.0  ...     2311.00  13280.0     13400.0       CF
12   CF609  20250930  13480.0  13495.0  ...     2271.10  13440.0     13540.0       CF
13   CJ512  20250930  10850.0  10885.0  ...     4345.82  10715.0     10910.0       CJ
14   CJ601  20250930  10920.0  10950.0  ...   702285.44  10790.0     10955.0       CJ
15   CJ603  20250930  10870.0  10905.0  ...    11986.93  10725.0     10945.0       CJ
16   CJ605  20250930  10980.0  11000.0  ...   107221.41  10835.0     11020.0       CJ
17   CJ607  20250930  11065.0  11080.0  ...     5336.45  10900.0     11110.0       CJ
18   CJ609  20250930  11185.0  11210.0  ...     3257.73  11025.0     11245.0       CJ
19   CY510  20250930      0.0      0.0  ...        0.00  19465.0     19600.0       CY
20   CY511  20250930  19475.0  19495.0  ...   121116.60  19395.0     19530.0       CY
21   CY512  20250930      0.0      0.0  ...        0.00  19310.0     19415.0       CY
22   CY601  20250930  19440.0  19440.0  ...     2023.68  19365.0     19505.0       CY
23   CY602  20250930      0.0      0.0  ...        0.00  19485.0     19600.0       CY
24   CY603  20250930      0.0      0.0  ...        0.00  19730.0     19775.0       CY
25   CY604  20250930      0.0      0.0  ...        0.00  19485.0     19545.0       CY
26   CY605  20250930  19445.0  19470.0  ...       38.91  19455.0     19575.0       CY
27   CY606  20250930      0.0      0.0  ...        0.00  19485.0     19555.0       CY
28   CY607  20250930      0.0      0.0  ...        0.00  19850.0     19915.0       CY
29   CY608  20250930      0.0      0.0  ...        0.00  19550.0     19735.0       CY
30   CY609  20250930      0.0      0.0  ...        0.00  19805.0     19885.0       CY
31   FG510  20250930   1100.0   1120.0  ...     3881.29   1108.0      1117.0       FG
32   FG511  20250930   1107.0   1124.0  ...   163782.13   1112.0      1112.0       FG
33   FG512  20250930   1228.0   1244.0  ...    78257.85   1232.0      1230.0       FG
34   FG601  20250930   1224.0   1244.0  ...  4198546.07   1230.0      1229.0       FG
35   FG602  20250930   1283.0   1300.0  ...    27781.12   1286.0      1285.0       FG
36   FG603  20250930   1284.0   1300.0  ...     1945.17   1286.0      1287.0       FG
37   FG604  20250930   1350.0   1360.0  ...      716.47   1347.0      1348.0       FG
38   FG605  20250930   1342.0   1358.0  ...   102598.59   1344.0      1347.0       FG
39   FG606  20250930   1376.0   1388.0  ...     2183.60   1380.0      1378.0       FG
40   FG607  20250930   1368.0   1381.0  ...     3051.97   1372.0      1372.0       FG
41   FG608  20250930   1418.0   1425.0  ...      598.92   1413.0      1418.0       FG
42   FG609  20250930   1417.0   1427.0  ...     4165.29   1414.0      1420.0       FG
43   JR511  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250930      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250930      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250930   2272.0   2272.0  ...     2711.56   2254.0      2261.0       MA
52   MA511  20250930   2293.0   2297.0  ...   111051.90   2285.0      2298.0       MA
53   MA512  20250930   2335.0   2339.0  ...   121405.42   2322.0      2335.0       MA
54   MA601  20250930   2357.0   2360.0  ...  1019368.64   2340.0      2356.0       MA
55   MA602  20250930   2386.0   2387.0  ...    66650.25   2369.0      2383.0       MA
56   MA603  20250930   2388.0   2389.0  ...      524.20   2383.0      2396.0       MA
57   MA604  20250930   2378.0   2386.0  ...       35.69   2379.0      2392.0       MA
58   MA605  20250930   2390.0   2390.0  ...    68396.86   2373.0      2386.0       MA
59   MA606  20250930   2383.0   2383.0  ...        4.76   2381.0      2396.0       MA
60   MA607  20250930   2361.0   2361.0  ...       61.16   2352.0      2366.0       MA
61   MA608  20250930   2358.0   2359.0  ...       14.14   2356.0      2373.0       MA
62   MA609  20250930   2340.0   2340.0  ...     1702.43   2335.0      2347.0       MA
63   OI511  20250930  10231.0  10249.0  ...   454149.03  10215.0     10288.0       OI
64   OI601  20250930  10077.0  10083.0  ...  1823926.01  10046.0     10128.0       OI
65   OI603  20250930   9838.0   9854.0  ...    29618.45   9827.0      9870.0       OI
66   OI605  20250930   9578.0   9582.0  ...    89584.73   9522.0      9615.0       OI
67   OI607  20250930   9502.0   9512.0  ...      227.37   9474.0      9555.0       OI
68   OI609  20250930   9442.0   9466.0  ...      508.48   9416.0      9491.0       OI
69   PF510  20250930   6316.0   6316.0  ...     2255.92   6266.0      6318.0       PF
70   PF511  20250930   6322.0   6332.0  ...   575263.51   6274.0      6326.0       PF
71   PF512  20250930   6286.0   6290.0  ...   300667.05   6240.0      6294.0       PF
72   PF601  20250930   6328.0   6334.0  ...    38697.86   6282.0      6340.0       PF
73   PF602  20250930   6332.0   6338.0  ...   109458.18   6274.0      6340.0       PF
74   PF603  20250930   6336.0   6336.0  ...      286.36   6294.0      6352.0       PF
75   PF604  20250930   6364.0   6364.0  ...       25.38   6346.0      6422.0       PF
76   PF605  20250930   6394.0   6394.0  ...       57.16   6352.0      6430.0       PF
77   PF606  20250930   6400.0   6400.0  ...       15.91   6362.0      6424.0       PF
78   PF607  20250930      0.0      0.0  ...        0.00   6400.0      6432.0       PF
79   PF608  20250930   6418.0   6418.0  ...        3.21   6418.0      6448.0       PF
80   PF609  20250930   6404.0   6404.0  ...        3.20   6404.0      6498.0       PF
81   PK510  20250930   7796.0   7796.0  ...     6876.31   7688.0      7800.0       PK
82   PK511  20250930   7816.0   7834.0  ...   384511.20   7770.0      7834.0       PK
83   PK512  20250930   7818.0   7828.0  ...   138264.68   7768.0      7826.0       PK
84   PK601  20250930   7814.0   7828.0  ...    69079.42   7782.0      7820.0       PK
85   PK603  20250930   7836.0   7836.0  ...      241.87   7802.0      7846.0       PK
86   PK604  20250930   7826.0   7828.0  ...      261.85   7816.0      7846.0       PK
87   PK605  20250930   7842.0   7848.0  ...     5509.65   7822.0      7846.0       PK
88   PL601  20250930   6371.0   6372.0  ...    38008.34   6343.0      6375.0       PL
89   PL602  20250930   6369.0   6399.0  ...      689.27   6382.0      6403.0       PL
90   PL603  20250930   6374.0   6395.0  ...       51.09   6387.0      6424.0       PL
91   PL604  20250930   6383.0   6383.0  ...       38.18   6363.0      6425.0       PL
92   PL605  20250930   6352.0   6353.0  ...       63.31   6331.0      6371.0       PL
93   PL606  20250930   6378.0   6378.0  ...       12.76   6378.0      6430.0       PL
94   PL607  20250930   6334.0   6334.0  ...       12.67   6334.0      6399.0       PL
95   PL608  20250930      0.0      0.0  ...        0.00   6440.0      6440.0       PL
96   PL609  20250930      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250930      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250930   5828.0   5828.0  ...     2493.66   5792.0      5828.0       PR
104  PR511  20250930   5790.0   5790.0  ...   623368.94   5754.0      5798.0       PR
105  PR512  20250930   5788.0   5788.0  ...   507644.12   5754.0      5802.0       PR
106  PR601  20250930   5792.0   5792.0  ...   191697.67   5748.0      5802.0       PR
107  PR602  20250930   5822.0   5822.0  ...      277.48   5782.0      5838.0       PR
108  PR603  20250930   5792.0   5814.0  ...      112.97   5794.0      5858.0       PR
109  PR604  20250930   5854.0   5854.0  ...       52.46   5830.0      5890.0       PR
110  PR605  20250930   5874.0   5874.0  ...       26.38   5864.0      5906.0       PR
111  PR606  20250930      0.0      0.0  ...        0.00   5902.0      5940.0       PR
112  PR607  20250930      0.0      0.0  ...        0.00   5904.0      5940.0       PR
113  PR608  20250930      0.0      0.0  ...        0.00   5906.0      5918.0       PR
114  PR609  20250930      0.0      0.0  ...        0.00   5904.0      5908.0       PR
115  PX510  20250930   6624.0   6624.0  ...    16806.69   6620.0      6632.0       PX
116  PX511  20250930   6654.0   6664.0  ...   622492.93   6566.0      6664.0       PX
117  PX512  20250930   6638.0   6638.0  ...   270854.29   6558.0      6650.0       PX
118  PX601  20250930   6612.0   6632.0  ...   135776.97   6562.0      6640.0       PX
119  PX602  20250930   6642.0   6642.0  ...    16461.99   6570.0      6648.0       PX
120  PX603  20250930   6622.0   6622.0  ...        6.58   6584.0      6634.0       PX
121  PX604  20250930   6620.0   6620.0  ...        3.31   6620.0      6620.0       PX
122  PX605  20250930   6626.0   6646.0  ...     1102.30   6602.0      6670.0       PX
123  PX606  20250930   6600.0   6600.0  ...        3.30   6600.0      6656.0       PX
124  PX607  20250930      0.0      0.0  ...        0.00   6636.0      6646.0       PX
125  PX608  20250930      0.0      0.0  ...        0.00   6644.0      6686.0       PX
126  PX609  20250930   6578.0   6578.0  ...        3.29   6578.0      6714.0       PX
127  RI511  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250930      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250930   2480.0   2497.0  ...     8139.49   2490.0      2472.0       RM
134  RM601  20250930   2422.0   2440.0  ...   528254.87   2427.0      2413.0       RM
135  RM603  20250930   2337.0   2351.0  ...     5692.14   2339.0      2338.0       RM
136  RM605  20250930   2325.0   2334.0  ...    74064.09   2325.0      2328.0       RM
137  RM607  20250930   2316.0   2325.0  ...     4560.66   2316.0      2319.0       RM
138  RM608  20250930   2420.0   2425.0  ...      210.34   2418.0      2419.0       RM
139  RM609  20250930   2410.0   2415.0  ...     1103.17   2409.0      2408.0       RM
140  RS511  20250930   5283.0   5309.0  ...       73.95   5282.0      5318.0       RS
141  RS607  20250930   5597.0   5597.0  ...       11.19   5597.0      5568.0       RS
142  RS608  20250930   5530.0   5530.0  ...       11.04   5520.0      5565.0       RS
143  RS609  20250930   5587.0   5587.0  ...       11.12   5561.0      5561.0       RS
144  SA510  20250930   1190.0   1197.0  ...    10378.71   1184.0      1201.0       SA
145  SA511  20250930   1204.0   1211.0  ...   303831.37   1200.0      1209.0       SA
146  SA512  20250930   1268.0   1274.0  ...   226952.20   1263.0      1272.0       SA
147  SA601  20250930   1276.0   1285.0  ...  1993194.14   1272.0      1284.0       SA
148  SA602  20250930   1308.0   1315.0  ...   125572.31   1306.0      1311.0       SA
149  SA603  20250930   1314.0   1322.0  ...     5678.87   1310.0      1322.0       SA
150  SA604  20250930   1361.0   1365.0  ...     3056.60   1356.0      1365.0       SA
151  SA605  20250930   1363.0   1373.0  ...    76670.24   1363.0      1373.0       SA
152  SA606  20250930   1384.0   1389.0  ...      540.73   1379.0      1389.0       SA
153  SA607  20250930   1387.0   1390.0  ...     1188.55   1379.0      1391.0       SA
154  SA608  20250930   1420.0   1427.0  ...      416.61   1417.0      1428.0       SA
155  SA609  20250930   1428.0   1434.0  ...     2912.70   1424.0      1434.0       SA
156  SF510  20250930   5426.0   5438.0  ...     2701.47   5356.0      5402.0       SF
157  SF511  20250930   5610.0   5640.0  ...   531899.90   5534.0      5590.0       SF
158  SF512  20250930   5530.0   5610.0  ...   112661.52   5506.0      5574.0       SF
159  SF601  20250930   5586.0   5600.0  ...   210276.13   5504.0      5558.0       SF
160  SF602  20250930   5524.0   5540.0  ...    25776.54   5462.0      5524.0       SF
161  SF603  20250930   5654.0   5672.0  ...      273.31   5636.0      5704.0       SF
162  SF604  20250930   5622.0   5622.0  ...        2.81   5622.0      5708.0       SF
163  SF605  20250930   5684.0   5684.0  ...     4323.82   5608.0      5684.0       SF
164  SF606  20250930   5602.0   5612.0  ...      145.05   5580.0      5644.0       SF
165  SF607  20250930   5760.0   5776.0  ...      103.36   5742.0      5802.0       SF
166  SF608  20250930   5734.0   5734.0  ...        8.60   5734.0      5774.0       SF
167  SF609  20250930   5728.0   5728.0  ...       17.14   5714.0      5760.0       SF
168  SH510  20250930   2449.0   2510.0  ...    10358.01   2484.0      2453.0       SH
169  SH511  20250930   2479.0   2504.0  ...   281768.52   2484.0      2479.0       SH
170  SH512  20250930   2517.0   2541.0  ...   140798.43   2525.0      2519.0       SH
171  SH601  20250930   2511.0   2531.0  ...  1314763.35   2515.0      2513.0       SH
172  SH602  20250930   2535.0   2558.0  ...    44008.96   2545.0      2539.0       SH
173  SH603  20250930   2545.0   2568.0  ...     3457.96   2561.0      2553.0       SH
174  SH604  20250930   2590.0   2610.0  ...      202.95   2602.0      2597.0       SH
175  SH605  20250930   2603.0   2619.0  ...    10852.91   2606.0      2604.0       SH
176  SH606  20250930   2608.0   2634.0  ...      118.25   2628.0      2609.0       SH
177  SH607  20250930   2604.0   2629.0  ...       47.15   2619.0      2604.0       SH
178  SH608  20250930   2616.0   2641.0  ...       78.94   2631.0      2627.0       SH
179  SH609  20250930   2650.0   2650.0  ...       39.68   2645.0      2644.0       SH
180  SM510  20250930   5690.0   5690.0  ...     1942.24   5646.0      5684.0       SM
181  SM511  20250930   5790.0   5818.0  ...   228078.39   5750.0      5786.0       SM
182  SM512  20250930   5808.0   5820.0  ...    94951.87   5752.0      5802.0       SM
183  SM601  20250930   5818.0   5832.0  ...   508647.04   5768.0      5802.0       SM
184  SM602  20250930   5812.0   5840.0  ...   119190.72   5776.0      5812.0       SM
185  SM603  20250930   5832.0   5832.0  ...     1241.10   5786.0      5832.0       SM
186  SM604  20250930   5780.0   5800.0  ...       11.58   5790.0      5874.0       SM
187  SM605  20250930   5852.0   5858.0  ...    18042.19   5808.0      5838.0       SM
188  SM606  20250930   5808.0   5824.0  ...       17.44   5814.0      5840.0       SM
189  SM607  20250930   5824.0   5838.0  ...       43.67   5824.0      5864.0       SM
190  SM608  20250930      0.0      0.0  ...        0.00   5848.0      5880.0       SM
191  SM609  20250930   5870.0   5890.0  ...     2567.40   5842.0      5868.0       SM
192  SR511  20250930   5502.0   5544.0  ...   176512.48   5527.0      5519.0       SR
193  SR601  20250930   5478.0   5504.0  ...   860048.13   5490.0      5489.0       SR
194  SR603  20250930   5464.0   5484.0  ...     2586.40   5468.0      5473.0       SR
195  SR605  20250930   5434.0   5463.0  ...    60961.36   5450.0      5448.0       SR
196  SR607  20250930   5443.0   5456.0  ...     3895.77   5441.0      5447.0       SR
197  SR609  20250930   5436.0   5457.0  ...     4317.42   5444.0      5449.0       SR
198  TA510  20250930   4606.0   4606.0  ...    25830.06   4544.0      4606.0       TA
199  TA511  20250930   4612.0   4620.0  ...   275267.45   4574.0      4626.0       TA
200  TA512  20250930   4630.0   4632.0  ...   146981.18   4584.0      4638.0       TA
201  TA601  20250930   4642.0   4644.0  ...  1365439.97   4598.0      4650.0       TA
202  TA602  20250930   4658.0   4658.0  ...    42887.93   4604.0      4664.0       TA
203  TA603  20250930   4664.0   4664.0  ...      429.84   4622.0      4676.0       TA
204  TA604  20250930   4626.0   4632.0  ...       20.80   4624.0      4662.0       TA
205  TA605  20250930   4690.0   4690.0  ...    47284.05   4640.0      4694.0       TA
206  TA606  20250930      0.0      0.0  ...        0.00   4652.0      4696.0       TA
207  TA607  20250930   4652.0   4652.0  ...        2.33   4652.0      4704.0       TA
208  TA608  20250930      0.0      0.0  ...        0.00   4690.0      4718.0       TA
209  TA609  20250930   4710.0   4716.0  ...      388.39   4680.0      4740.0       TA
210  UR510  20250930   1541.0   1564.0  ...     3756.60   1543.0      1541.0       UR
211  UR511  20250930   1636.0   1648.0  ...    55295.79   1639.0      1632.0       UR
212  UR512  20250930   1649.0   1661.0  ...    18717.68   1651.0      1646.0       UR
213  UR601  20250930   1660.0   1674.0  ...   333509.96   1666.0      1657.0       UR
214  UR602  20250930   1670.0   1684.0  ...      277.77   1673.0      1663.0       UR
215  UR603  20250930   1728.0   1728.0  ...       85.71   1714.0      1710.0       UR
216  UR604  20250930   1713.0   1716.0  ...       44.57   1714.0      1708.0       UR
217  UR605  20250930   1712.0   1723.0  ...    18807.02   1715.0      1708.0       UR
218  UR606  20250930   1715.0   1721.0  ...      113.28   1716.0      1709.0       UR
219  UR607  20250930   1743.0   1743.0  ...        3.49   1743.0      1743.0       UR
220  UR608  20250930   1728.0   1742.0  ...       13.90   1737.0      1737.0       UR
221  UR609  20250930   1737.0   1742.0  ...      236.18   1737.0      1730.0       UR
222  WH511  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250930      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250930      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-10 18:26:09,061 - future_1d - INFO - ak.get_czce_daily('2025-09-30') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250930  7350.200  ...  7394.200    7328.200       IC
1   IC2511  20250930  7295.000  ...  7332.800    7261.200       IC
2   IC2512  20250930  7252.000  ...  7288.800    7210.600       IC
3   IC2603  20250930  7075.200  ...  7115.800    7033.600       IC
4   IF2510  20250930  4628.200  ...  4637.200    4626.200       IF
5   IF2511  20250930  4629.600  ...  4627.400    4614.400       IF
6   IF2512  20250930  4615.000  ...  4621.200    4608.800       IF
7   IF2603  20250930  4589.000  ...  4596.200    4584.000       IF
8   IH2510  20250930  2982.000  ...  2988.600    2985.400       IH
9   IH2511  20250930  2986.000  ...  2987.000    2984.000       IH
10  IH2512  20250930  2984.000  ...  2988.600    2985.400       IH
11  IH2603  20250930  2984.000  ...  2989.400    2985.800       IH
12  IM2510  20250930  7494.000  ...  7556.400    7469.600       IM
13  IM2511  20250930  7434.800  ...  7484.200    7387.800       IM
14  IM2512  20250930  7360.000  ...  7408.400    7316.800       IM
15  IM2603  20250930  7142.200  ...  7184.200    7096.600       IM
16   T2512  20250930   107.645  ...   107.885     107.660        T
17   T2603  20250930   107.330  ...   107.565     107.340        T
18   T2606  20250930   107.205  ...   107.465     107.260        T
19  TF2512  20250930   105.495  ...   105.655     105.510       TF
20  TF2603  20250930   105.360  ...   105.525     105.395       TF
21  TF2606  20250930   105.380  ...   105.575     105.405       TF
22  TL2512  20250930   113.600  ...   114.000     113.790       TL
23  TL2603  20250930   113.160  ...   113.660     113.440       TL
24  TL2606  20250930   113.200  ...   113.640     113.480       TL
25  TS2512  20250930   102.320  ...   102.374     102.332       TS
26  TS2603  20250930   102.238  ...   102.282     102.244       TS
27  TS2606  20250930   102.278  ...   102.322     102.276       TS

[28 rows x 12 columns]
2025-10-10 18:26:09,446 - future_1d - INFO - ak.get_cffex_daily('2025-09-30') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250930   480.1  ...   479.7      486.4      SC
1       SC2511  20250930   487.6  ...   480.5      494.5      SC
2       SC2512  20250930   489.6  ...     482      495.1      SC
3       SC2601  20250930   489.7  ...   481.6      494.9      SC
4       SC2602  20250930   487.4  ...   481.1      493.7      SC
5       SC2603  20250930   486.3  ...   480.5      491.7      SC
6       SC2604  20250930     486  ...   480.4      490.3      SC
7       SC2605  20250930     486  ...   482.3      489.6      SC
8       SC2606  20250930   484.8  ...   479.5        490      SC
9       SC2607  20250930   480.8  ...   478.7      490.4      SC
10      SC2608  20250930     481  ...   477.6      492.8      SC
11      SC2609  20250930   478.3  ...   478.3        489      SC
12      SC2612  20250930   473.1  ...   473.7      475.2      SC
13      SC2703  20250930          ...   472.1      472.1      SC
14      SC2706  20250930          ...     473        477      SC
15      SC2709  20250930          ...   476.2        477      SC
16      SC2712  20250930          ...     474      479.2      SC
17      SC2803  20250930          ...   475.1      475.1      SC
18      SC2806  20250930     466  ...   465.8      473.5      SC
19      SC2809  20250930     466  ...   465.9      472.1      SC
21      LU2510  20250930          ...    3450       3450      LU
22      LU2511  20250930    3455  ...    3402       3482      LU
23      LU2512  20250930    3455  ...    3417       3494      LU
24      LU2601  20250930    3443  ...    3398       3481      LU
25      LU2602  20250930    3424  ...    3400       3455      LU
26      LU2603  20250930    3418  ...    3375       3456      LU
27      LU2604  20250930    3377  ...    3371       3439      LU
28      LU2605  20250930    3386  ...    3358       3440      LU
29      LU2606  20250930    3375  ...    3361       3459      LU
30      LU2607  20250930    3369  ...    3353       3439      LU
31      LU2608  20250930    3351  ...    3329       3420      LU
32      LU2609  20250930    3350  ...    3317       3409      LU
34      NR2510  20250930   12420  ...   12200      12370      NR
35      NR2511  20250930   12420  ...   12240      12370      NR
36      NR2512  20250930   12440  ...   12255      12375      NR
37      NR2601  20250930   12440  ...   12285      12405      NR
38      NR2602  20250930   12340  ...   12260      12405      NR
39      NR2603  20250930   12405  ...   12280      12365      NR
40      NR2604  20250930   12385  ...   12285      12435      NR
41      NR2605  20250930   12380  ...   12350      12425      NR
42      NR2606  20250930   12415  ...   12415      12430      NR
43      NR2607  20250930          ...   12535      12550      NR
44      NR2608  20250930          ...   12555      12555      NR
45      NR2609  20250930          ...   12510      12510      NR
47      BC2510  20250930   73130  ...   73830      72820      BC
48      BC2511  20250930   73270  ...   74070      73040      BC
49      BC2512  20250930   74120  ...   74340      73080      BC
50      BC2601  20250930          ...   73700      73160      BC
51      BC2602  20250930          ...   73700      73080      BC
52      BC2603  20250930   74550  ...   74550      73290      BC
53      BC2604  20250930          ...   73400      73000      BC
54      BC2605  20250930          ...   72900      72900      BC
55      BC2606  20250930          ...   72960      72960      BC
56      BC2607  20250930          ...   72900      72900      BC
57      BC2608  20250930          ...   73280      73000      BC
58      BC2609  20250930   73400  ...   73400      73000      BC
60      EC2510  20250930  1112.2  ...  1122.1       1122      EC
61      EC2512  20250930    1748  ...  1719.1       1735      EC
62      EC2602  20250930  1647.5  ...  1628.2     1644.7      EC
63      EC2604  20250930    1240  ...  1243.6     1253.1      EC
64      EC2606  20250930    1440  ...  1445.6     1453.8      EC
65      EC2608  20250930    1590  ...  1595.7     1598.9      EC
68  SC_TAS2511  20250930          ...                     SC_TAS
69  SC_TAS2512  20250930          ...                     SC_TAS
70  SC_TAS2601  20250930          ...                     SC_TAS

[65 rows x 12 columns]
2025-10-10 18:26:09,511 - future_1d - INFO - ak.get_ine_daily('2025-09-30') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250930   3939.00  ...   3929.00     3931.00        A
1     a2601  20250930   3895.00  ...   3903.00     3897.00        A
2     a2603  20250930   3897.00  ...   3903.00     3897.00        A
3     a2605  20250930   3930.00  ...   3935.00     3929.00        A
4     a2607  20250930   3932.00  ...   3933.00     3927.00        A
5     a2609  20250930   3927.00  ...   3938.00     3932.00        A
6     b2510  20250930   3613.00  ...   3607.00     3628.00        B
7     b2511  20250930   3598.00  ...   3599.00     3605.00        B
8     b2512  20250930   3614.00  ...   3615.00     3629.00        B
9     b2601  20250930   3608.00  ...   3616.00     3629.00        B
10    b2602  20250930   3631.00  ...   3630.00     3641.00        B
11    b2603  20250930   3600.00  ...   3589.00     3606.00        B
12    b2604  20250930   3494.00  ...   3491.00     3508.00        B
13    b2605  20250930   3430.00  ...   3425.00     3440.00        B
14    b2606  20250930   3404.00  ...   3395.00     3412.00        B
15    b2607  20250930   3410.00  ...   3396.00     3414.00        B
16    b2608  20250930   3505.00  ...   3497.00     3513.00        B
17    b2609  20250930   3520.00  ...   3520.00     3530.00        B
18   bb2511  20250930    141.95  ...    141.90      141.75       BB
19   bb2601  20250930    146.85  ...    146.90      146.80       BB
20   bb2603  20250930    146.90  ...    147.05      147.00       BB
21   bb2605  20250930      0.00  ...    141.70      141.70       BB
22   bb2607  20250930      0.00  ...    146.45      146.45       BB
23   bb2609  20250930      0.00  ...    146.45      146.45       BB
24   bz2603  20250930   5880.00  ...   5801.00     5895.00       BZ
25   bz2604  20250930   5805.00  ...   5779.00     5880.00       BZ
26   bz2605  20250930   5830.00  ...   5808.00     5894.00       BZ
27   bz2606  20250930      0.00  ...   5878.00     5902.00       BZ
28   bz2607  20250930      0.00  ...   5874.00     5880.00       BZ
29   bz2608  20250930      0.00  ...   5836.00     5858.00       BZ
30   bz2609  20250930      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250930   2154.00  ...   2147.00     2171.00        C
32    c2601  20250930   2134.00  ...   2128.00     2137.00        C
33    c2603  20250930   2147.00  ...   2141.00     2150.00        C
34    c2605  20250930   2201.00  ...   2198.00     2206.00        C
35    c2607  20250930   2214.00  ...   2210.00     2216.00        C
36    c2609  20250930   2228.00  ...   2226.00     2230.00        C
37   cs2511  20250930   2482.00  ...   2470.00     2486.00       CS
38   cs2601  20250930   2460.00  ...   2452.00     2461.00       CS
39   cs2603  20250930   2462.00  ...   2456.00     2463.00       CS
40   cs2605  20250930   2545.00  ...   2539.00     2548.00       CS
41   cs2607  20250930   2547.00  ...   2544.00     2553.00       CS
42   cs2609  20250930   2582.00  ...   2582.00     2585.00       CS
43   eb2510  20250930   6864.00  ...   6763.00     6888.00       EB
44   eb2511  20250930   6903.00  ...   6838.00     6939.00       EB
45   eb2512  20250930   6928.00  ...   6848.00     6948.00       EB
46   eb2601  20250930   6960.00  ...   6874.00     6987.00       EB
47   eb2602  20250930   6996.00  ...   6914.00     7020.00       EB
48   eb2603  20250930   7000.00  ...   6980.00     7043.00       EB
49   eb2604  20250930   7008.00  ...   6997.00     7108.00       EB
50   eb2605  20250930   7046.00  ...   6998.00     7099.00       EB
51   eb2606  20250930   7029.00  ...   7024.00     7152.00       EB
52   eb2607  20250930   7027.00  ...   7027.00     7153.00       EB
53   eb2608  20250930   7085.00  ...   7064.00     7178.00       EB
54   eb2609  20250930   7053.00  ...   7037.00     7177.00       EB
55   eg2510  20250930   4257.00  ...   4246.00     4268.00       EG
56   eg2511  20250930   4211.00  ...   4197.00     4217.00       EG
57   eg2512  20250930   4204.00  ...   4194.00     4218.00       EG
58   eg2601  20250930   4233.00  ...   4200.00     4225.00       EG
59   eg2602  20250930   4199.00  ...   4213.00     4233.00       EG
60   eg2603  20250930   4215.00  ...   4219.00     4237.00       EG
61   eg2604  20250930   4250.00  ...   4257.00     4262.00       EG
62   eg2605  20250930   4283.00  ...   4268.00     4287.00       EG
63   eg2606  20250930   4271.00  ...   4268.00     4270.00       EG
64   eg2607  20250930      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250930      0.00  ...   4345.00     4346.00       EG
66   eg2609  20250930      0.00  ...   4315.00     4367.00       EG
67   fb2510  20250930   1261.00  ...   1269.00     1266.00       FB
68   fb2511  20250930   1251.50  ...   1251.00     1252.00       FB
69   fb2512  20250930   1252.00  ...   1247.50     1253.00       FB
70   fb2601  20250930   1254.00  ...   1251.50     1255.00       FB
71   fb2602  20250930   1253.00  ...   1253.00     1254.50       FB
72   fb2603  20250930   1238.50  ...   1240.00     1240.00       FB
73   fb2604  20250930   1273.50  ...   1272.50     1254.50       FB
74   fb2605  20250930      0.00  ...   1299.00     1299.00       FB
75   fb2606  20250930      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250930      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250930      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250930      0.00  ...   1296.00     1296.00       FB
79    i2510  20250930    803.50  ...    799.50      803.50        I
80    i2511  20250930    803.50  ...    799.50      801.50        I
81    i2512  20250930    795.50  ...    792.50      794.00        I
82    i2601  20250930    785.00  ...    783.00      785.50        I
83    i2602  20250930    780.00  ...    778.00      780.50        I
84    i2603  20250930    774.50  ...    773.00      775.50        I
85    i2604  20250930    771.00  ...    769.00      771.50        I
86    i2605  20250930    763.00  ...    761.50      765.00        I
87    i2606  20250930    758.00  ...    756.50      760.00        I
88    i2607  20250930    753.50  ...    752.00      755.00        I
89    i2608  20250930    749.00  ...    747.50      750.50        I
90    i2609  20250930    744.00  ...    741.50      745.50        I
91    j2510  20250930   1579.50  ...   1587.00     1578.50        J
92    j2511  20250930   1590.50  ...   1589.50     1595.50        J
93    j2512  20250930   1622.50  ...   1622.00     1637.50        J
94    j2601  20250930   1650.00  ...   1645.50     1666.50        J
95    j2602  20250930   1676.50  ...   1676.50     1688.00        J
96    j2603  20250930   1698.00  ...   1698.00     1725.00        J
97    j2604  20250930   1767.00  ...   1766.00     1767.50        J
98    j2605  20250930   1798.50  ...   1790.50     1808.00        J
99    j2606  20250930      0.00  ...   1817.00     1830.50        J
100   j2607  20250930      0.00  ...   1833.50     1875.00        J
101   j2608  20250930      0.00  ...   1853.50     1869.50        J
102   j2609  20250930   1868.50  ...   1852.00     1890.50        J
103  jd2510  20250930   2921.00  ...   2911.00     2928.00       JD
104  jd2511  20250930   3006.00  ...   3018.00     3028.00       JD
105  jd2512  20250930   3179.00  ...   3180.00     3175.00       JD
106  jd2601  20250930   3352.00  ...   3353.00     3348.00       JD
107  jd2602  20250930   3099.00  ...   3105.00     3090.00       JD
108  jd2603  20250930   3122.00  ...   3125.00     3113.00       JD
109  jd2604  20250930   3243.00  ...   3247.00     3236.00       JD
110  jd2605  20250930   3390.00  ...   3399.00     3386.00       JD
111  jd2606  20250930   3226.00  ...   3236.00     3226.00       JD
112  jd2607  20250930   3478.00  ...   3481.00     3472.00       JD
113  jd2608  20250930   3930.00  ...   3935.00     3921.00       JD
114  jd2609  20250930   3803.00  ...   3809.00     3796.00       JD
115  jm2510  20250930   1009.50  ...    979.00     1010.50       JM
116  jm2511  20250930   1024.00  ...   1009.50     1034.50       JM
117  jm2512  20250930   1089.00  ...   1071.00     1102.50       JM
118  jm2601  20250930   1155.50  ...   1146.00     1171.50       JM
119  jm2602  20250930   1181.50  ...   1172.00     1194.00       JM
120  jm2603  20250930   1196.00  ...   1188.50     1216.00       JM
121  jm2604  20250930   1228.00  ...   1205.50     1233.50       JM
122  jm2605  20250930   1241.00  ...   1231.50     1258.50       JM
123  jm2606  20250930   1266.00  ...   1238.50     1270.00       JM
124  jm2607  20250930   1282.00  ...   1256.50     1292.00       JM
125  jm2608  20250930   1308.50  ...   1278.00     1310.00       JM
126  jm2609  20250930   1319.00  ...   1308.00     1333.50       JM
127   l2510  20250930   7066.00  ...   7039.00     7091.00        L
128   l2511  20250930   7121.00  ...   7100.00     7114.00        L
129   l2512  20250930   7150.00  ...   7134.00     7150.00        L
130   l2601  20250930   7170.00  ...   7156.00     7174.00        L
131   l2602  20250930   7156.00  ...   7152.00     7168.00        L
132   l2603  20250930   7163.00  ...   7163.00     7188.00        L
133   l2604  20250930   7207.00  ...   7207.00     7221.00        L
134   l2605  20250930   7192.00  ...   7194.00     7213.00        L
135   l2606  20250930   7196.00  ...   7193.00     7214.00        L
136   l2607  20250930   7212.00  ...   7212.00     7219.00        L
137   l2608  20250930   7233.00  ...   7235.00     7240.00        L
138   l2609  20250930   7219.00  ...   7217.00     7237.00        L
139  lg2511  20250930    811.50  ...    820.00      809.00       LG
140  lg2601  20250930    823.00  ...    824.50      820.50       LG
141  lg2603  20250930    830.00  ...    830.00      826.50       LG
142  lg2605  20250930    830.00  ...    830.50      827.50       LG
143  lg2607  20250930    832.00  ...    831.00      828.50       LG
144  lg2609  20250930    836.00  ...    834.00      820.50       LG
145  lh2511  20250930  12335.00  ...  12320.00    12345.00       LH
146  lh2601  20250930  12755.00  ...  12750.00    12835.00       LH
147  lh2603  20250930  12420.00  ...  12395.00    12450.00       LH
148  lh2605  20250930  12810.00  ...  12820.00    12845.00       LH
149  lh2607  20250930  13360.00  ...  13430.00    13360.00       LH
150  lh2609  20250930  13920.00  ...  13995.00    13980.00       LH
151   m2511  20250930   2905.00  ...   2907.00     2906.00        M
152   m2512  20250930   2945.00  ...   2945.00     2945.00        M
153   m2601  20250930   2938.00  ...   2933.00     2937.00        M
154   m2603  20250930   2910.00  ...   2900.00     2913.00        M
155   m2605  20250930   2742.00  ...   2741.00     2749.00        M
156   m2607  20250930   2727.00  ...   2725.00     2735.00        M
157   m2608  20250930   2852.00  ...   2846.00     2854.00        M
158   m2609  20250930   2851.00  ...   2850.00     2857.00        M
159   p2510  20250930   9114.00  ...   9058.00     9102.00        P
160   p2511  20250930   9178.00  ...   9142.00     9188.00        P
161   p2512  20250930   9164.00  ...   9156.00     9204.00        P
162   p2601  20250930   9204.00  ...   9190.00     9234.00        P
163   p2602  20250930   9170.00  ...   9176.00     9224.00        P
164   p2603  20250930   9166.00  ...   9152.00     9196.00        P
165   p2604  20250930   9076.00  ...   9076.00     9152.00        P
166   p2605  20250930   9030.00  ...   9004.00     9056.00        P
167   p2606  20250930      0.00  ...   8978.00     8978.00        P
168   p2607  20250930   8804.00  ...   8796.00     8880.00        P
169   p2608  20250930   8718.00  ...   8696.00     8770.00        P
170   p2609  20250930   8630.00  ...   8618.00     8676.00        P
171  pg2510  20250930   4426.00  ...   4443.00     4448.00       PG
172  pg2511  20250930   4280.00  ...   4295.00     4295.00       PG
173  pg2512  20250930   4200.00  ...   4202.00     4213.00       PG
174  pg2601  20250930   4130.00  ...   4132.00     4143.00       PG
175  pg2602  20250930   4065.00  ...   4064.00     4077.00       PG
176  pg2603  20250930   3983.00  ...   3981.00     3996.00       PG
177  pg2604  20250930   4323.00  ...   4332.00     4352.00       PG
178  pg2605  20250930   4251.00  ...   4253.00     4268.00       PG
179  pg2606  20250930   4191.00  ...   4199.00     4212.00       PG
180  pg2607  20250930   4130.00  ...   4139.00     4156.00       PG
181  pg2608  20250930   4074.00  ...   4081.00     4101.00       PG
182  pg2609  20250930   4055.00  ...   4082.00     4093.00       PG
183  pp2510  20250930   6797.00  ...   6758.00     6782.00       PP
184  pp2511  20250930   6821.00  ...   6801.00     6823.00       PP
185  pp2512  20250930   6860.00  ...   6839.00     6862.00       PP
186  pp2601  20250930   6898.00  ...   6873.00     6899.00       PP
187  pp2602  20250930   6867.00  ...   6866.00     6888.00       PP
188  pp2603  20250930   6860.00  ...   6862.00     6890.00       PP
189  pp2604  20250930   6891.00  ...   6884.00     6932.00       PP
190  pp2605  20250930   6930.00  ...   6910.00     6940.00       PP
191  pp2606  20250930   6882.00  ...   6874.00     6908.00       PP
192  pp2607  20250930   6854.00  ...   6846.00     6873.00       PP
193  pp2608  20250930   6862.00  ...   6862.00     6884.00       PP
194  pp2609  20250930   6890.00  ...   6890.00     6915.00       PP
195  rr2510  20250930   3619.00  ...   3612.00     3619.00       RR
196  rr2511  20250930   3613.00  ...   3616.00     3613.00       RR
197  rr2512  20250930   3605.00  ...   3604.00     3610.00       RR
198  rr2601  20250930   3623.00  ...   3624.00     3619.00       RR
199  rr2602  20250930   3606.00  ...   3614.00     3609.00       RR
200  rr2603  20250930   3613.00  ...   3613.00     3613.00       RR
201  rr2604  20250930   3621.00  ...   3621.00     3616.00       RR
202  rr2605  20250930   3607.00  ...   3607.00     3615.00       RR
203  rr2606  20250930   3608.00  ...   3608.00     3600.00       RR
204  rr2607  20250930      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250930      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250930      0.00  ...   3630.00     3623.00       RR
207   v2510  20250930   4777.00  ...   4733.00     4780.00        V
208   v2511  20250930   4808.00  ...   4770.00     4808.00        V
209   v2512  20250930   4843.00  ...   4807.00     4850.00        V
210   v2601  20250930   4888.00  ...   4858.00     4895.00        V
211   v2602  20250930   4926.00  ...   4903.00     4934.00        V
212   v2603  20250930   4956.00  ...   4928.00     4964.00        V
213   v2604  20250930   5161.00  ...   5137.00     5165.00        V
214   v2605  20250930   5198.00  ...   5172.00     5202.00        V
215   v2606  20250930   5214.00  ...   5203.00     5239.00        V
216   v2607  20250930   5243.00  ...   5238.00     5263.00        V
217   v2608  20250930   5280.00  ...   5272.00     5296.00        V
218   v2609  20250930   5335.00  ...   5308.00     5331.00        V
219   y2511  20250930   8144.00  ...   8128.00     8166.00        Y
220   y2512  20250930   8186.00  ...   8168.00     8210.00        Y
221   y2601  20250930   8136.00  ...   8114.00     8154.00        Y
222   y2603  20250930   8086.00  ...   8066.00     8114.00        Y
223   y2605  20250930   7898.00  ...   7876.00     7932.00        Y
224   y2607  20250930   7856.00  ...   7844.00     7882.00        Y
225   y2608  20250930   7830.00  ...   7830.00     7878.00        Y
226   y2609  20250930   7824.00  ...   7816.00     7858.00        Y

[227 rows x 12 columns]
2025-10-10 18:26:10,263 - future_1d - INFO - ak.get_dce_daily('2025-09-30') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250930  51510.0  ...  50845.0     51180.0       PS
1   PS2511  20250930  51425.0  ...  50765.0     50825.0       PS
2   PS2512  20250930  53620.0  ...  53270.0     53265.0       PS
3   PS2601  20250930  53215.0  ...  52955.0     52840.0       PS
4   PS2602  20250930  53215.0  ...  52730.0     52755.0       PS
5   PS2603  20250930  52755.0  ...  52665.0     52695.0       PS
6   PS2604  20250930  52705.0  ...  52665.0     52835.0       PS
7   PS2605  20250930  53040.0  ...  52670.0     52525.0       PS
8   PS2606  20250930  55000.0  ...  54735.0     54545.0       PS
9   PS2607  20250930  54945.0  ...  54590.0     54395.0       PS
10  PS2608  20250930  54000.0  ...  54375.0     54205.0       PS
11  PS2609  20250930  53895.0  ...  54400.0     54000.0       PS
13  SI2510  20250930   8610.0  ...   8660.0      8675.0       SI
14  SI2511  20250930   8615.0  ...   8665.0      8655.0       SI
15  SI2512  20250930   9030.0  ...   9050.0      9045.0       SI
16  SI2601  20250930   8960.0  ...   9000.0      8995.0       SI
17  SI2602  20250930   9000.0  ...   9005.0      9000.0       SI
18  SI2603  20250930   9030.0  ...   9020.0      9020.0       SI
19  SI2604  20250930   9035.0  ...   9030.0      9035.0       SI
20  SI2605  20250930   9045.0  ...   9035.0      9035.0       SI
21  SI2606  20250930   9040.0  ...   9050.0      9080.0       SI
22  SI2607  20250930   9070.0  ...   9060.0      9070.0       SI
23  SI2608  20250930   9080.0  ...   9085.0      9055.0       SI
24  SI2609  20250930   9105.0  ...   9085.0      9075.0       SI
27  LC2510  20250930  74400.0  ...  73340.0     72720.0       LC
28  LC2511  20250930  73980.0  ...  73140.0     73700.0       LC
29  LC2512  20250930  73360.0  ...  73220.0     73780.0       LC
30  LC2601  20250930  73960.0  ...  73160.0     73640.0       LC
31  LC2602  20250930  73560.0  ...  72800.0     73500.0       LC
32  LC2603  20250930  73520.0  ...  72800.0     73440.0       LC
33  LC2604  20250930  73820.0  ...  73200.0     73840.0       LC
34  LC2605  20250930  73720.0  ...  73280.0     73680.0       LC
35  LC2606  20250930  73620.0  ...  73100.0     73500.0       LC
36  LC2607  20250930  74000.0  ...  72960.0     73380.0       LC
37  LC2608  20250930  73680.0  ...  73120.0     73480.0       LC
38  LC2609  20250930  73520.0  ...  73100.0     73320.0       LC

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

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

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

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

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

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

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

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

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

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

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

During handling of the above exception, another exception occurred:

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

During handling of the above exception, another exception occurred:

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

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

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