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2025-07-02 16:25:36 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-07-02 16:25:38,438 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250624  31500.0  ...  31815.0     31630.0       PS
1   PS2508  20250624  30615.0  ...  31120.0     30935.0       PS
2   PS2509  20250624  30200.0  ...  30670.0     30635.0       PS
3   PS2510  20250624  30005.0  ...  30470.0     30475.0       PS
4   PS2511  20250624  30000.0  ...  30225.0     30405.0       PS
5   PS2512  20250624  31950.0  ...  32040.0     32220.0       PS
6   PS2601  20250624  31465.0  ...  31740.0     31790.0       PS
7   PS2602  20250624  31335.0  ...  31510.0     31725.0       PS
8   PS2603  20250624  31550.0  ...  31640.0     31755.0       PS
9   PS2604  20250624  31425.0  ...  31760.0     31735.0       PS
10  PS2605  20250624  31325.0  ...  31555.0     31705.0       PS
11  PS2606  20250624  31925.0  ...  32155.0     32055.0       PS
13  SI2507  20250624   7450.0  ...   7470.0      7440.0       SI
14  SI2508  20250624   7430.0  ...   7465.0      7430.0       SI
15  SI2509  20250624   7380.0  ...   7440.0      7405.0       SI
16  SI2510  20250624   7385.0  ...   7400.0      7380.0       SI
17  SI2511  20250624   7315.0  ...   7380.0      7345.0       SI
18  SI2512  20250624   7580.0  ...   7610.0      7560.0       SI
19  SI2601  20250624   7500.0  ...   7565.0      7520.0       SI
20  SI2602  20250624   7480.0  ...   7565.0      7520.0       SI
21  SI2603  20250624   7520.0  ...   7530.0      7520.0       SI
22  SI2604  20250624   7545.0  ...   7565.0      7530.0       SI
23  SI2605  20250624   7515.0  ...   7550.0      7515.0       SI
24  SI2606  20250624   7500.0  ...   7565.0      7510.0       SI
27  LC2507  20250624  60000.0  ...  60560.0     59820.0       LC
28  LC2508  20250624  59620.0  ...  60540.0     59320.0       LC
29  LC2509  20250624  58940.0  ...  60300.0     58900.0       LC
30  LC2510  20250624  58880.0  ...  60340.0     58720.0       LC
31  LC2511  20250624  58720.0  ...  60020.0     58580.0       LC
32  LC2512  20250624  59060.0  ...  60500.0     58940.0       LC
33  LC2601  20250624  59120.0  ...  60420.0     58920.0       LC
34  LC2602  20250624  58820.0  ...  60100.0     58800.0       LC
35  LC2603  20250624  58880.0  ...  59900.0     58940.0       LC
36  LC2604  20250624  59520.0  ...  60480.0     59340.0       LC
37  LC2605  20250624  59620.0  ...  60660.0     59420.0       LC
38  LC2606  20250624  59540.0  ...  60340.0     59380.0       LC

[36 rows x 12 columns]
2025-07-02 16:25:38,737 - future_1d - INFO - ak.get_gfex_daily('2025-06-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250624  ...   78440      78330      CU
1        1      CU2508  20250624  ...   78270      78130      CU
2        2      CU2509  20250624  ...   78060      77920      CU
3        3      CU2510  20250624  ...   77870      77720      CU
4        4      CU2511  20250624  ...   77680      77530      CU
5        5      CU2512  20250624  ...   77450      77330      CU
6        6      CU2601  20250624  ...   77370      77160      CU
7        7      CU2602  20250624  ...   77260      77070      CU
8        8      CU2603  20250624  ...   77250      76990      CU
9        9      CU2604  20250624  ...   77170      77040      CU
10      10      CU2605  20250624  ...   77140      76950      CU
11      11      CU2606  20250624  ...   77070      76950      CU
12      12      BC2507  20250624  ...   69780      69610      BC
13      13      BC2508  20250624  ...   69640      69510      BC
14      14      BC2509  20250624  ...   69470      69330      BC
15      15      BC2510  20250624  ...   69820      69820      BC
16      16      BC2511  20250624  ...   69510      67140      BC
17      17      BC2512  20250624  ...   69160      69160      BC
18      18      BC2601  20250624  ...   68900      68900      BC
19      19      BC2602  20250624  ...   69410      67050      BC
20      20      BC2603  20250624  ...   69290      69290      BC
21      21      BC2604  20250624  ...   69760      67390      BC
22      22      BC2605  20250624  ...   68610      68610      BC
23      23      BC2606  20250624  ...   68610      68610      BC
24      24      AL2507  20250624  ...   20410      20515      AL
25      25      AL2508  20250624  ...   20330      20420      AL
26      26      AL2509  20250624  ...   20250      20310      AL
27      27      AL2510  20250624  ...   20150      20215      AL
28      28      AL2511  20250624  ...   20055      20110      AL
29      29      AL2512  20250624  ...   19970      19995      AL
30      30      AL2601  20250624  ...   19905      19950      AL
31      31      AL2602  20250624  ...   19880      19920      AL
32      32      AL2603  20250624  ...   19880      19930      AL
33      33      AL2604  20250624  ...   19890      19925      AL
34      34      AL2605  20250624  ...   19925      19930      AL
35      35      AL2606  20250624  ...   19935      19925      AL
36      36      ZN2507  20250624  ...   22080      21930      ZN
37      37      ZN2508  20250624  ...   21920      21735      ZN
38      38      ZN2509  20250624  ...   21795      21605      ZN
39      39      ZN2510  20250624  ...   21730      21520      ZN
40      40      ZN2511  20250624  ...   21635      21460      ZN
41      41      ZN2512  20250624  ...   21595      21375      ZN
42      42      ZN2601  20250624  ...   21490      21290      ZN
43      43      ZN2602  20250624  ...   21440      21200      ZN
44      44      ZN2603  20250624  ...   21360      21180      ZN
45      45      ZN2604  20250624  ...   21315      21155      ZN
46      46      ZN2605  20250624  ...   21290      21125      ZN
47      47      ZN2606  20250624  ...   21225      21125      ZN
48      48      PB2507  20250624  ...   16930      16870      PB
49      49      PB2508  20250624  ...   16940      16885      PB
50      50      PB2509  20250624  ...   16935      16895      PB
51      51      PB2510  20250624  ...   16945      16890      PB
52      52      PB2511  20250624  ...   16905      16875      PB
53      53      PB2512  20250624  ...   16900      16860      PB
54      54      PB2601  20250624  ...   16890      16890      PB
55      55      PB2602  20250624  ...   16920      16890      PB
56      56      PB2603  20250624  ...   16915      16905      PB
57      57      PB2604  20250624  ...   16930      16920      PB
58      58      PB2605  20250624  ...   16930      16915      PB
59      59      PB2606  20250624  ...   16970      16930      PB
60      60      NI2507  20250624  ...  117230     117970      NI
61      61      NI2508  20250624  ...  117360     118050      NI
62      62      NI2509  20250624  ...  117580     118280      NI
63      63      NI2510  20250624  ...  117750     118450      NI
64      64      NI2511  20250624  ...  117960     118410      NI
65      65      NI2512  20250624  ...  118110     118690      NI
66      66      NI2601  20250624  ...  118380     118920      NI
67      67      NI2602  20250624  ...  118580     119270      NI
68      68      NI2603  20250624  ...  118790     119600      NI
69      69      NI2604  20250624  ...  119200     120280      NI
70      70      NI2605  20250624  ...  119230     120430      NI
71      71      NI2606  20250624  ...  119210     119940      NI
72      72      SN2507  20250624  ...  263190     263020      SN
73      73      SN2508  20250624  ...  263140     262840      SN
74      74      SN2509  20250624  ...  262950     262580      SN
75      75      SN2510  20250624  ...  262870     262420      SN
76      76      SN2511  20250624  ...  262490     262090      SN
77      77      SN2512  20250624  ...  262530     262440      SN
78      78      SN2601  20250624  ...  262720     262120      SN
79      79      SN2602  20250624  ...  262600     262520      SN
80      80      SN2603  20250624  ...  263000     262110      SN
81      81      SN2604  20250624  ...  262830     262030      SN
82      82      SN2605  20250624  ...  262930     261780      SN
83      83      SN2606  20250624  ...  262250     260120      SN
84      84      AO2507  20250624  ...    3002       3003      AO
85      85      AO2508  20250624  ...    2947       2947      AO
86      86      AO2509  20250624  ...    2911       2907      AO
87      87      AO2510  20250624  ...    2883       2876      AO
88      88      AO2511  20250624  ...    2874       2872      AO
89      89      AO2512  20250624  ...    2867       2865      AO
90      90      AO2601  20250624  ...    2859       2852      AO
91      91      AO2602  20250624  ...    2860       2839      AO
92      92      AO2603  20250624  ...    2861       2848      AO
93      93      AO2604  20250624  ...    2852       2849      AO
94      94      AO2605  20250624  ...    2851       2844      AO
95      95      AO2606  20250624  ...    2849       2846      AO
96      96      AD2511  20250624  ...   19625      19695      AD
97      97      AD2512  20250624  ...   19515      19600      AD
98      98      AD2601  20250624  ...   19425      19500      AD
99      99      AD2602  20250624  ...   19350      19430      AD
100    100      AD2603  20250624  ...   19355      19355      AD
101    101      AD2604  20250624  ...   19295      19295      AD
102    102      AD2605  20250624  ...   19275      19305      AD
103    103      AD2606  20250624  ...   19200      19200      AD
104    104      AU2507  20250624  ...  777.58     779.84      AU
105    105      AU2508  20250624  ...  779.78     781.74      AU
106    106      AU2509  20250624  ...  780.68     783.32      AU
107    107      AU2510  20250624  ...  782.06     783.52      AU
108    108      AU2512  20250624  ...  782.32     785.22      AU
109    109      AU2602  20250624  ...  783.74     787.28      AU
110    110      AU2604  20250624  ...  784.84     789.56      AU
111    111      AU2606  20250624  ...  785.12      791.5      AU
112    112      AG2507  20250624  ...    8747       8725      AG
113    113      AG2508  20250624  ...    8765       8731      AG
114    114      AG2509  20250624  ...    8775       8743      AG
115    115      AG2510  20250624  ...    8784       8753      AG
116    116      AG2511  20250624  ...    8791       8761      AG
117    117      AG2512  20250624  ...    8800       8773      AG
118    118      AG2601  20250624  ...    8817       8787      AG
119    119      AG2602  20250624  ...    8823       8801      AG
120    120      AG2603  20250624  ...    8836       8808      AG
121    121      AG2604  20250624  ...    8850       8823      AG
122    122      AG2605  20250624  ...    8859       8835      AG
123    123      AG2606  20250624  ...    8874       8857      AG
124    124      RB2507  20250624  ...    3013       3018      RB
125    125      RB2508  20250624  ...    2960       2966      RB
126    126      RB2509  20250624  ...    2952       2964      RB
127    127      RB2510  20250624  ...    2986       2993      RB
128    128      RB2511  20250624  ...    2991       2994      RB
129    129      RB2512  20250624  ...    2994       2997      RB
130    130      RB2601  20250624  ...    2987       2987      RB
131    131      RB2602  20250624  ...    2987       2987      RB
132    132      RB2603  20250624  ...    2988       2992      RB
133    133      RB2604  20250624  ...    2998       3002      RB
134    134      RB2605  20250624  ...    2988       2988      RB
135    135      RB2606  20250624  ...    2988       2991      RB
136    136      WR2507  20250624  ...    3338       3338      WR
137    137      WR2508  20250624  ...    3359       3359      WR
138    138      WR2509  20250624  ...    3241       3241      WR
139    139      WR2510  20250624  ...    3290       3318      WR
140    140      WR2511  20250624  ...    3361       3361      WR
141    141      WR2512  20250624  ...    3316       3316      WR
142    142      WR2601  20250624  ...    3339       3324      WR
143    143      WR2602  20250624  ...    3396       3396      WR
144    144      WR2603  20250624  ...    3387       3387      WR
145    145      WR2604  20250624  ...    3392       3392      WR
146    146      WR2605  20250624  ...    3369       3369      WR
147    147      WR2606  20250624  ...    3379       3364      WR
148    148      HC2507  20250624  ...    3132       3143      HC
149    149      HC2508  20250624  ...    3133       3143      HC
150    150      HC2509  20250624  ...    3118       3128      HC
151    151      HC2510  20250624  ...    3106       3115      HC
152    152      HC2511  20250624  ...    3107       3112      HC
153    153      HC2512  20250624  ...    3115       3118      HC
154    154      HC2601  20250624  ...    3105       3111      HC
155    155      HC2602  20250624  ...    3110       3125      HC
156    156      HC2603  20250624  ...    3110       3122      HC
157    157      HC2604  20250624  ...    3119       3118      HC
158    158      HC2605  20250624  ...    3100       3105      HC
159    159      HC2606  20250624  ...    3112       3112      HC
160    160      SS2507  20250624  ...   12335      12440      SS
161    161      SS2508  20250624  ...   12385      12475      SS
162    162      SS2509  20250624  ...   12330      12425      SS
163    163      SS2510  20250624  ...   12275      12375      SS
164    164      SS2511  20250624  ...   12295      12380      SS
165    165      SS2512  20250624  ...   12305      12375      SS
166    166      SS2601  20250624  ...   12350      12445      SS
167    167      SS2602  20250624  ...   12425      12490      SS
168    168      SS2603  20250624  ...   12440      12490      SS
169    169      SS2604  20250624  ...   12485      12535      SS
170    170      SS2605  20250624  ...   12525      12565      SS
171    171      SS2606  20250624  ...   12565      12570      SS
172    172      SC2507  20250624  ...   566.8      570.4      SC
173    173      SC2508  20250624  ...   553.6      569.9      SC
174    174      SC2509  20250624  ...   532.1      558.3      SC
175    175      SC2510  20250624  ...   520.2      547.1      SC
176    176      SC2511  20250624  ...   507.8      539.7      SC
177    177      SC2512  20250624  ...   500.4      533.5      SC
178    178      SC2601  20250624  ...   496.8      528.1      SC
179    179      SC2602  20250624  ...     489      524.2      SC
180    180      SC2603  20250624  ...   483.7      517.1      SC
181    181      SC2604  20250624  ...   484.6        514      SC
182    182      SC2605  20250624  ...   479.1      507.2      SC
183    183      SC2606  20250624  ...     482      509.8      SC
184    184      SC2609  20250624  ...   481.8      511.1      SC
185    185      SC2612  20250624  ...   480.4      502.5      SC
186    186      SC2703  20250624  ...     470        493      SC
187    187      SC2706  20250624  ...     485        496      SC
188    188      SC2709  20250624  ...   499.3        505      SC
189    189      SC2712  20250624  ...   470.7      501.8      SC
190    190      SC2803  20250624  ...   469.6      498.6      SC
191    191      SC2806  20250624  ...   477.4      495.6      SC
192    192      LU2507  20250624  ...    4198       3964      LU
193    193      LU2508  20250624  ...    3825       3990      LU
194    194      LU2509  20250624  ...    3756       3936      LU
195    195      LU2510  20250624  ...    3724       3885      LU
196    196      LU2511  20250624  ...    3639       3827      LU
197    197      LU2512  20250624  ...    3560       3800      LU
198    198      LU2601  20250624  ...    3549       3782      LU
199    199      LU2602  20250624  ...    3563       3739      LU
200    200      LU2603  20250624  ...    3482       3729      LU
201    201      LU2604  20250624  ...    3445       3727      LU
202    202      LU2605  20250624  ...    3439       3701      LU
203    203      LU2606  20250624  ...    3423       3696      LU
204    204      FU2507  20250624  ...    3234       3357      FU
205    205      FU2508  20250624  ...    3225       3394      FU
206    206      FU2509  20250624  ...    3206       3369      FU
207    207      FU2510  20250624  ...    3155       3307      FU
208    208      FU2511  20250624  ...    3100       3253      FU
209    209      FU2512  20250624  ...    3019       3214      FU
210    210      FU2601  20250624  ...    2973       3163      FU
211    211      FU2602  20250624  ...    2940       3139      FU
212    212      FU2603  20250624  ...    2925       3113      FU
213    213      FU2604  20250624  ...    2904       3109      FU
214    214      FU2605  20250624  ...    2919       3090      FU
215    215      FU2606  20250624  ...    2890       3064      FU
216    216      BU2507  20250624  ...    3655       3784      BU
217    217      BU2508  20250624  ...    3647       3785      BU
218    218      BU2509  20250624  ...    3643       3769      BU
219    219      BU2510  20250624  ...    3610       3731      BU
220    220      BU2511  20250624  ...    3549       3677      BU
221    221      BU2512  20250624  ...    3459       3609      BU
222    222      BU2601  20250624  ...    3422       3567      BU
223    223      BU2602  20250624  ...    3389       3534      BU
224    224      BU2603  20250624  ...    3346       3513      BU
225    225      BU2604  20250624  ...    3330       3495      BU
226    226      BU2605  20250624  ...    3310       3464      BU
227    227      BU2606  20250624  ...    3311       3458      BU
228    228      BU2609  20250624  ...    3330       3485      BU
229    229      BU2612  20250624  ...    3300       3416      BU
230    230      BU2703  20250624  ...    3322       3426      BU
231    231      BU2706  20250624  ...    3345       3446      BU
232    232      BR2507  20250624  ...   11330      11585      BR
233    233      BR2508  20250624  ...   11190      11465      BR
234    234      BR2509  20250624  ...   11105      11375      BR
235    235      BR2510  20250624  ...   11060      11315      BR
236    236      BR2511  20250624  ...   11015      11310      BR
237    237      BR2512  20250624  ...   11025      11270      BR
238    238      BR2601  20250624  ...   10985      11240      BR
239    239      BR2602  20250624  ...   10975      11225      BR
240    240      BR2603  20250624  ...   10955      11280      BR
241    241      BR2604  20250624  ...   10980      11230      BR
242    242      BR2605  20250624  ...   10945      11185      BR
243    243      BR2606  20250624  ...   10850      11155      BR
244    244      RU2507  20250624  ...   13720      13860      RU
245    245      RU2508  20250624  ...   13735      13855      RU
246    246      RU2509  20250624  ...   13775      13885      RU
247    247      RU2510  20250624  ...   13760      13940      RU
248    248      RU2511  20250624  ...   13780      13900      RU
249    249      RU2601  20250624  ...   14630      14735      RU
250    250      RU2603  20250624  ...   14615      14655      RU
251    251      RU2604  20250624  ...   14565      14835      RU
252    252      RU2605  20250624  ...   14645      14775      RU
253    253      RU2606  20250624  ...   14915      14945      RU
254    254      NR2507  20250624  ...   11900      12005      NR
255    255      NR2508  20250624  ...   11890      11960      NR
256    256      NR2509  20250624  ...   11885      11940      NR
257    257      NR2510  20250624  ...   11865      11925      NR
258    258      NR2511  20250624  ...   11890      11925      NR
259    259      NR2512  20250624  ...   11965      11940      NR
260    260      NR2601  20250624  ...   11920      11955      NR
261    261      NR2602  20250624  ...   11910      11900      NR
262    262      NR2603  20250624  ...   11970      12180      NR
263    263      NR2604  20250624  ...   12070      12070      NR
264    264      NR2605  20250624  ...   11960      12110      NR
265    265      NR2606  20250624  ...   12195      12195      NR
266    266      SP2507  20250624  ...    5166       5300      SP
267    267      SP2508  20250624  ...    5170       5320      SP
268    268      SP2509  20250624  ...    5174       5328      SP
269    269      SP2510  20250624  ...    5172       5316      SP
270    270      SP2511  20250624  ...    5164       5290      SP
271    271      SP2512  20250624  ...    5160       5282      SP
272    272      SP2601  20250624  ...    5388       5466      SP
273    273      SP2602  20250624  ...    5358       5418      SP
274    274      SP2603  20250624  ...    5338       5382      SP
275    275      SP2604  20250624  ...    5336       5376      SP
276    276      SP2605  20250624  ...    5320       5372      SP
277    277      SP2606  20250624  ...    5334       5374      SP
278    278      EC2506  20250624  ...  1889.3     1885.1      EC
279    279      EC2508  20250624  ...  1795.3     1905.3      EC
280    280      EC2510  20250624  ...  1323.4     1380.9      EC
281    281      EC2512  20250624  ...  1484.4     1536.6      EC
282    282      EC2602  20250624  ...  1327.1     1384.3      EC
283    283      EC2604  20250624  ...    1174     1209.8      EC
284    285  SC_TAS2508  20250624  ...                     SC_TAS
285    286  SC_TAS2509  20250624  ...                     SC_TAS
286    287  SC_TAS2510  20250624  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 16:25:38,897 - future_1d - INFO - ak.get_shfe_daily('2025-06-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250624   569.6  ...   566.8      570.4      SC
1       SC2508  20250624   566.9  ...   553.6      569.9      SC
2       SC2509  20250624     555  ...   532.1      558.3      SC
3       SC2510  20250624   543.3  ...   520.2      547.1      SC
4       SC2511  20250624   535.8  ...   507.8      539.7      SC
5       SC2512  20250624     528  ...   500.4      533.5      SC
6       SC2601  20250624   524.4  ...   496.8      528.1      SC
7       SC2602  20250624   519.5  ...     489      524.2      SC
8       SC2603  20250624   519.8  ...   483.7      517.1      SC
9       SC2604  20250624   514.9  ...   484.6        514      SC
10      SC2605  20250624   500.1  ...   479.1      507.2      SC
11      SC2606  20250624   511.5  ...     482      509.8      SC
12      SC2609  20250624   506.2  ...   481.8      511.1      SC
13      SC2612  20250624   502.3  ...   480.4      502.5      SC
14      SC2703  20250624     470  ...     470        493      SC
15      SC2706  20250624          ...     485        496      SC
16      SC2709  20250624   499.3  ...   499.3        505      SC
17      SC2712  20250624   477.4  ...   470.7      501.8      SC
18      SC2803  20250624     467  ...   469.6      498.6      SC
19      SC2806  20250624   501.2  ...   477.4      495.6      SC
21      LU2507  20250624    4210  ...    4198       3964      LU
22      LU2508  20250624    3982  ...    3825       3990      LU
23      LU2509  20250624    3940  ...    3756       3936      LU
24      LU2510  20250624    3890  ...    3724       3885      LU
25      LU2511  20250624    3838  ...    3639       3827      LU
26      LU2512  20250624    3781  ...    3560       3800      LU
27      LU2601  20250624    3789  ...    3549       3782      LU
28      LU2602  20250624    3759  ...    3563       3739      LU
29      LU2603  20250624    3727  ...    3482       3729      LU
30      LU2604  20250624    3442  ...    3445       3727      LU
31      LU2605  20250624    3467  ...    3439       3701      LU
32      LU2606  20250624    3432  ...    3423       3696      LU
34      NR2507  20250624   12055  ...   11900      12005      NR
35      NR2508  20250624   12000  ...   11890      11960      NR
36      NR2509  20250624   11995  ...   11885      11940      NR
37      NR2510  20250624   11970  ...   11865      11925      NR
38      NR2511  20250624   11910  ...   11890      11925      NR
39      NR2512  20250624   11940  ...   11965      11940      NR
40      NR2601  20250624   11980  ...   11920      11955      NR
41      NR2602  20250624   11970  ...   11910      11900      NR
42      NR2603  20250624   11970  ...   11970      12180      NR
43      NR2604  20250624          ...   12070      12070      NR
44      NR2605  20250624   11975  ...   11960      12110      NR
45      NR2606  20250624          ...   12195      12195      NR
47      BC2507  20250624   69720  ...   69780      69610      BC
48      BC2508  20250624   69510  ...   69640      69510      BC
49      BC2509  20250624   69400  ...   69470      69330      BC
50      BC2510  20250624          ...   69820      69820      BC
51      BC2511  20250624   69510  ...   69510      67140      BC
52      BC2512  20250624          ...   69160      69160      BC
53      BC2601  20250624          ...   68900      68900      BC
54      BC2602  20250624          ...   69410      67050      BC
55      BC2603  20250624          ...   69290      69290      BC
56      BC2604  20250624          ...   69760      67390      BC
57      BC2605  20250624          ...   68610      68610      BC
58      BC2606  20250624          ...   68610      68610      BC
60      EC2506  20250624    1880  ...  1889.3     1885.1      EC
61      EC2508  20250624    1825  ...  1795.3     1905.3      EC
62      EC2510  20250624  1349.8  ...  1323.4     1380.9      EC
63      EC2512  20250624  1490.2  ...  1484.4     1536.6      EC
64      EC2602  20250624    1370  ...  1327.1     1384.3      EC
65      EC2604  20250624    1180  ...    1174     1209.8      EC
68  SC_TAS2508  20250624          ...                     SC_TAS
69  SC_TAS2509  20250624          ...                     SC_TAS
70  SC_TAS2510  20250624          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 16:25:39,004 - future_1d - INFO - ak.get_ine_daily('2025-06-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250624   4240.00  ...   4235.00     4248.00        A
1     a2509  20250624   4236.00  ...   4235.00     4256.00        A
2     a2511  20250624   4162.00  ...   4148.00     4171.00        A
3     a2601  20250624   4149.00  ...   4133.00     4154.00        A
4     a2603  20250624   4130.00  ...   4113.00     4136.00        A
5     a2605  20250624   4164.00  ...   4145.00     4175.00        A
6     b2507  20250624   3605.00  ...   3580.00     3625.00        B
7     b2508  20250624   3677.00  ...   3643.00     3681.00        B
8     b2509  20250624   3708.00  ...   3686.00     3729.00        B
9     b2510  20250624   3769.00  ...   3730.00     3772.00        B
10    b2511  20250624   3748.00  ...   3725.00     3765.00        B
11    b2512  20250624   3754.00  ...   3726.00     3769.00        B
12    b2601  20250624   3738.00  ...   3715.00     3748.00        B
13    b2602  20250624   3683.00  ...   3660.00     3685.00        B
14    b2603  20250624   3572.00  ...   3559.00     3589.00        B
15    b2604  20250624   3476.00  ...   3466.00     3487.00        B
16    b2605  20250624   3415.00  ...   3409.00     3423.00        B
17    b2606  20250624   3419.00  ...   3411.00     3420.00        B
18   bb2509  20250624    154.35  ...    154.45      155.70       BB
19   bb2511  20250624    151.85  ...    151.50      152.40       BB
20   bb2601  20250624      0.00  ...    168.65      169.65       BB
21   bb2603  20250624      0.00  ...    168.75      169.75       BB
22   bb2605  20250624      0.00  ...    168.75      169.75       BB
23    c2507  20250624   2372.00  ...   2360.00     2376.00        C
24    c2509  20250624   2407.00  ...   2393.00     2412.00        C
25    c2511  20250624   2334.00  ...   2325.00     2336.00        C
26    c2601  20250624   2290.00  ...   2282.00     2291.00        C
27    c2603  20250624   2287.00  ...   2278.00     2286.00        C
28    c2605  20250624   2318.00  ...   2312.00     2317.00        C
29   cs2507  20250624   2696.00  ...   2677.00     2700.00       CS
30   cs2509  20250624   2784.00  ...   2761.00     2788.00       CS
31   cs2511  20250624   2714.00  ...   2692.00     2716.00       CS
32   cs2601  20250624   2699.00  ...   2684.00     2698.00       CS
33   cs2603  20250624   2677.00  ...   2665.00     2679.00       CS
34   cs2605  20250624   2703.00  ...   2697.00     2713.00       CS
35   eb2506  20250624   7575.00  ...   7411.00     7820.00       EB
36   eb2507  20250624   7626.00  ...   7477.00     7708.00       EB
37   eb2508  20250624   7545.00  ...   7339.00     7595.00       EB
38   eb2509  20250624   7476.00  ...   7256.00     7522.00       EB
39   eb2510  20250624   7399.00  ...   7181.00     7447.00       EB
40   eb2511  20250624   7332.00  ...   7110.00     7370.00       EB
41   eb2512  20250624   7291.00  ...   7081.00     7343.00       EB
42   eb2601  20250624   7318.00  ...   7041.00     7312.00       EB
43   eb2602  20250624   7254.00  ...   7026.00     7323.00       EB
44   eb2603  20250624   7219.00  ...   7020.00     7313.00       EB
45   eb2604  20250624   7238.00  ...   7077.00     7282.00       EB
46   eb2605  20250624   7240.00  ...   7071.00     7295.00       EB
47   eg2506  20250624   4288.00  ...   4288.00     4255.00       EG
48   eg2507  20250624   4451.00  ...   4332.00     4458.00       EG
49   eg2508  20250624   4473.00  ...   4377.00     4496.00       EG
50   eg2509  20250624   4479.00  ...   4375.00     4504.00       EG
51   eg2510  20250624   4468.00  ...   4343.00     4498.00       EG
52   eg2511  20250624   4449.00  ...   4326.00     4514.00       EG
53   eg2512  20250624   4321.00  ...   4330.00     4480.00       EG
54   eg2601  20250624   4473.00  ...   4377.00     4485.00       EG
55   eg2602  20250624   4445.00  ...   4357.00     4493.00       EG
56   eg2603  20250624   4352.00  ...   4371.00     4476.00       EG
57   eg2604  20250624   4454.00  ...   4353.00     4452.00       EG
58   eg2605  20250624   4458.00  ...   4387.00     4508.00       EG
59   fb2507  20250624   1339.50  ...   1339.50     1331.50       FB
60   fb2508  20250624   1306.00  ...   1305.50     1307.00       FB
61   fb2509  20250624   1301.50  ...   1298.50     1299.50       FB
62   fb2510  20250624   1328.50  ...   1324.00     1326.00       FB
63   fb2511  20250624   1323.50  ...   1320.50     1325.00       FB
64   fb2512  20250624   1321.00  ...   1320.00     1322.50       FB
65   fb2601  20250624      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250624      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250624      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250624      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250624      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250624      0.00  ...   1292.50     1292.50       FB
71    i2507  20250624    726.00  ...    727.00      727.00        I
72    i2508  20250624    716.00  ...    715.00      715.50        I
73    i2509  20250624    705.50  ...    705.50      706.00        I
74    i2510  20250624    699.00  ...    699.00      699.00        I
75    i2511  20250624    692.50  ...    692.00      691.50        I
76    i2512  20250624    685.50  ...    686.50      685.50        I
77    i2601  20250624    679.00  ...    678.00      677.00        I
78    i2602  20250624    674.00  ...    675.00      674.00        I
79    i2603  20250624    671.50  ...    672.00      670.50        I
80    i2604  20250624    667.50  ...    668.50      666.50        I
81    i2605  20250624    661.00  ...    661.00      659.00        I
82    i2606  20250624    655.00  ...    655.00      653.50        I
83    j2507  20250624   1288.00  ...   1315.50     1328.50        J
84    j2508  20250624   1355.00  ...   1344.50     1353.50        J
85    j2509  20250624   1385.00  ...   1367.50     1379.50        J
86    j2510  20250624   1400.50  ...   1384.50     1401.50        J
87    j2511  20250624   1413.50  ...   1403.00     1412.50        J
88    j2512  20250624   1424.50  ...   1412.50     1411.00        J
89    j2601  20250624   1415.50  ...   1411.00     1412.00        J
90    j2602  20250624      0.00  ...   1425.00     1425.00        J
91    j2603  20250624      0.00  ...   1422.50     1422.50        J
92    j2604  20250624      0.00  ...   1410.00     1410.00        J
93    j2605  20250624   1450.00  ...   1441.50     1439.00        J
94    j2606  20250624   1432.00  ...   1432.00     1442.00        J
95   jd2506  20250624      0.00  ...   2694.00     2694.00       JD
96   jd2507  20250624   2837.00  ...   2833.00     2881.00       JD
97   jd2508  20250624   3543.00  ...   3555.00     3579.00       JD
98   jd2509  20250624   3622.00  ...   3636.00     3637.00       JD
99   jd2510  20250624   3360.00  ...   3365.00     3370.00       JD
100  jd2511  20250624   3408.00  ...   3421.00     3418.00       JD
101  jd2512  20250624   3560.00  ...   3564.00     3553.00       JD
102  jd2601  20250624   3601.00  ...   3606.00     3598.00       JD
103  jd2602  20250624   3175.00  ...   3180.00     3175.00       JD
104  jd2603  20250624   3185.00  ...   3188.00     3189.00       JD
105  jd2604  20250624   3323.00  ...   3318.00     3318.00       JD
106  jd2605  20250624   3391.00  ...   3397.00     3392.00       JD
107  jm2507  20250624    782.50  ...    765.00      772.50       JM
108  jm2508  20250624    785.50  ...    779.50      784.00       JM
109  jm2509  20250624    806.50  ...    798.50      799.50       JM
110  jm2510  20250624    817.00  ...    812.50      810.50       JM
111  jm2511  20250624    830.50  ...    824.50      821.50       JM
112  jm2512  20250624    839.50  ...    834.50      827.50       JM
113  jm2601  20250624    843.50  ...    839.00      830.50       JM
114  jm2602  20250624    855.50  ...    849.50      842.00       JM
115  jm2603  20250624    856.50  ...    857.00      849.00       JM
116  jm2604  20250624    858.50  ...    857.00      850.50       JM
117  jm2605  20250624    866.00  ...    860.00      853.50       JM
118  jm2606  20250624    883.50  ...    871.00      867.50       JM
119   l2507  20250624   7425.00  ...   7306.00     7455.00        L
120   l2508  20250624   7424.00  ...   7311.00     7424.00        L
121   l2509  20250624   7421.00  ...   7291.00     7422.00        L
122   l2510  20250624   7402.00  ...   7249.00     7391.00        L
123   l2511  20250624   7395.00  ...   7255.00     7391.00        L
124   l2512  20250624   7384.00  ...   7230.00     7369.00        L
125   l2601  20250624   7352.00  ...   7234.00     7357.00        L
126   l2602  20250624   7334.00  ...   7189.00     7343.00        L
127   l2603  20250624   7146.00  ...   7212.00     7339.00        L
128   l2604  20250624   7299.00  ...   7239.00     7330.00        L
129   l2605  20250624   7350.00  ...   7198.00     7348.00        L
130   l2606  20250624   7205.00  ...   7175.00     7367.00        L
131  lg2507  20250624    816.00  ...    810.00      818.50       LG
132  lg2509  20250624    797.00  ...    797.00      800.00       LG
133  lg2511  20250624    793.00  ...    794.00      795.00       LG
134  lg2601  20250624    795.50  ...    794.50      797.00       LG
135  lg2603  20250624    798.00  ...    796.50      798.50       LG
136  lg2605  20250624    804.00  ...    800.00      801.00       LG
137  lh2507  20250624  13460.00  ...  13500.00    13440.00       LH
138  lh2509  20250624  13980.00  ...  13975.00    13960.00       LH
139  lh2511  20250624  13480.00  ...  13460.00    13465.00       LH
140  lh2601  20250624  13595.00  ...  13570.00    13595.00       LH
141  lh2603  20250624  12785.00  ...  12770.00    12775.00       LH
142  lh2605  20250624  12990.00  ...  12965.00    12985.00       LH
143   m2507  20250624   2852.00  ...   2864.00     2880.00        M
144   m2508  20250624   3010.00  ...   3012.00     3023.00        M
145   m2509  20250624   3033.00  ...   3029.00     3042.00        M
146   m2511  20250624   3068.00  ...   3067.00     3077.00        M
147   m2512  20250624   3087.00  ...   3082.00     3094.00        M
148   m2601  20250624   3074.00  ...   3064.00     3076.00        M
149   m2603  20250624   2906.00  ...   2897.00     2912.00        M
150   m2605  20250624   2753.00  ...   2743.00     2757.00        M
151   p2507  20250624   8606.00  ...   8488.00     8606.00        P
152   p2508  20250624   8556.00  ...   8418.00     8552.00        P
153   p2509  20250624   8496.00  ...   8374.00     8508.00        P
154   p2510  20250624   8422.00  ...   8312.00     8486.00        P
155   p2511  20250624   8436.00  ...   8334.00     8452.00        P
156   p2512  20250624   8466.00  ...   8364.00     8470.00        P
157   p2601  20250624   8506.00  ...   8360.00     8492.00        P
158   p2602  20250624   8430.00  ...   8326.00     8452.00        P
159   p2603  20250624   8374.00  ...   8288.00     8414.00        P
160   p2604  20250624   8318.00  ...   8276.00     8402.00        P
161   p2605  20250624   8380.00  ...   8248.00     8376.00        P
162   p2606  20250624   8208.00  ...   8188.00     8344.00        P
163  pg2506  20250624      0.00  ...   4574.00     4574.00       PG
164  pg2507  20250624   4502.00  ...   4393.00     4547.00       PG
165  pg2508  20250624   4495.00  ...   4351.00     4528.00       PG
166  pg2509  20250624   4400.00  ...   4263.00     4442.00       PG
167  pg2510  20250624   4758.00  ...   4597.00     4773.00       PG
168  pg2511  20250624   4664.00  ...   4523.00     4668.00       PG
169  pg2512  20250624   4581.00  ...   4407.00     4589.00       PG
170  pg2601  20250624   4490.00  ...   4329.00     4503.00       PG
171  pg2602  20250624   4381.00  ...   4288.00     4477.00       PG
172  pg2603  20250624   4265.00  ...   4173.00     4317.00       PG
173  pg2604  20250624   4563.00  ...   4505.00     4578.00       PG
174  pg2605  20250624   4461.00  ...   4434.00     4486.00       PG
175  pp2507  20250624   7255.00  ...   7145.00     7249.00       PP
176  pp2508  20250624   7243.00  ...   7149.00     7246.00       PP
177  pp2509  20250624   7238.00  ...   7114.00     7237.00       PP
178  pp2510  20250624   7209.00  ...   7104.00     7206.00       PP
179  pp2511  20250624   7203.00  ...   7092.00     7206.00       PP
180  pp2512  20250624   7193.00  ...   7065.00     7203.00       PP
181  pp2601  20250624   7183.00  ...   7053.00     7193.00       PP
182  pp2602  20250624   7115.00  ...   7009.00     7178.00       PP
183  pp2603  20250624   7113.00  ...   7019.00     7165.00       PP
184  pp2604  20250624   7029.00  ...   7006.00     7179.00       PP
185  pp2605  20250624   7164.00  ...   7033.00     7185.00       PP
186  pp2606  20250624      0.00  ...   7173.00     7176.00       PP
187  rr2507  20250624   3624.00  ...   3630.00     3616.00       RR
188  rr2508  20250624   3598.00  ...   3595.00     3605.00       RR
189  rr2509  20250624   3609.00  ...   3608.00     3615.00       RR
190  rr2510  20250624   3597.00  ...   3595.00     3604.00       RR
191  rr2511  20250624   3601.00  ...   3598.00     3602.00       RR
192  rr2512  20250624   3603.00  ...   3602.00     3602.00       RR
193  rr2601  20250624   3598.00  ...   3605.00     3610.00       RR
194  rr2602  20250624   3611.00  ...   3607.00     3610.00       RR
195  rr2603  20250624   3605.00  ...   3605.00     3609.00       RR
196  rr2604  20250624   3622.00  ...   3617.00     3614.00       RR
197  rr2605  20250624   3620.00  ...   3619.00     3628.00       RR
198  rr2606  20250624   3612.00  ...   3612.00     3628.00       RR
199   v2507  20250624   4824.00  ...   4769.00     4838.00        V
200   v2508  20250624   4850.00  ...   4806.00     4871.00        V
201   v2509  20250624   4881.00  ...   4842.00     4907.00        V
202   v2510  20250624   4907.00  ...   4866.00     4929.00        V
203   v2511  20250624   4922.00  ...   4891.00     4959.00        V
204   v2512  20250624   4940.00  ...   4907.00     4979.00        V
205   v2601  20250624   4962.00  ...   4913.00     4986.00        V
206   v2602  20250624   4991.00  ...   4931.00     5022.00        V
207   v2603  20250624   5011.00  ...   4951.00     5034.00        V
208   v2604  20250624   5083.00  ...   5041.00     5119.00        V
209   v2605  20250624   5096.00  ...   5053.00     5130.00        V
210   v2606  20250624   5120.00  ...   5089.00     5138.00        V
211   y2507  20250624   8212.00  ...   8110.00     8246.00        Y
212   y2508  20250624   8172.00  ...   8072.00     8196.00        Y
213   y2509  20250624   8100.00  ...   8004.00     8130.00        Y
214   y2511  20250624   8084.00  ...   7988.00     8088.00        Y
215   y2512  20250624   8098.00  ...   8000.00     8116.00        Y
216   y2601  20250624   8044.00  ...   7940.00     8064.00        Y
217   y2603  20250624   7858.00  ...   7788.00     7886.00        Y
218   y2605  20250624   7720.00  ...   7648.00     7738.00        Y

[219 rows x 12 columns]
2025-07-02 16:25:39,733 - future_1d - INFO - ak.get_dce_daily('2025-06-24') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250624   7650.0   7719.0  ...   403382.59   7683.0      7632.0       AP
1    AP511  20250624   7519.0   7560.0  ...     2417.21   7530.0      7485.0       AP
2    AP512  20250624   7560.0   7570.0  ...      158.75   7559.0      7510.0       AP
3    AP601  20250624   7564.0   7613.0  ...    14689.82   7580.0      7534.0       AP
4    AP603  20250624   7610.0   7610.0  ...      129.31   7606.0      7554.0       AP
5    AP604  20250624   7653.0   7662.0  ...       38.30   7660.0      7635.0       AP
6    AP605  20250624   7731.0   7732.0  ...      177.35   7711.0      7680.0       AP
7    CF507  20250624  13215.0  13405.0  ...    24504.88  13280.0     13250.0       CF
8    CF509  20250624  13460.0  13640.0  ...  1657149.63  13535.0     13480.0       CF
9    CF511  20250624  13460.0  13565.0  ...   135480.18  13475.0     13470.0       CF
10   CF601  20250624  13475.0  13620.0  ...   358214.80  13545.0     13510.0       CF
11   CF603  20250624  13460.0  13570.0  ...     1552.74  13500.0     13465.0       CF
12   CF605  20250624  13470.0  13585.0  ...     4577.39  13505.0     13490.0       CF
13   CJ507  20250624   9325.0   9430.0  ...      694.80   9325.0      9295.0       CJ
14   CJ509  20250624   9395.0   9605.0  ...   859131.83   9485.0      9445.0       CJ
15   CJ512  20250624  10295.0  10465.0  ...    14522.59  10315.0     10295.0       CJ
16   CJ601  20250624  10335.0  10545.0  ...   440423.46  10395.0     10370.0       CJ
17   CJ603  20250624  10400.0  10590.0  ...     6219.29  10460.0     10410.0       CJ
18   CJ605  20250624  10600.0  10780.0  ...    22319.58  10665.0     10595.0       CJ
19   CY507  20250624  19690.0  19820.0  ...     2584.54  19730.0     19735.0       CY
20   CY508  20250624      0.0      0.0  ...        0.00  19435.0     19425.0       CY
21   CY509  20250624  19700.0  19935.0  ...    77208.01  19780.0     19730.0       CY
22   CY510  20250624      0.0      0.0  ...        0.00  19410.0     19360.0       CY
23   CY511  20250624      0.0      0.0  ...        0.00  19730.0     19705.0       CY
24   CY512  20250624      0.0      0.0  ...        0.00  19635.0     19635.0       CY
25   CY601  20250624  19820.0  19870.0  ...       39.69  19845.0     19765.0       CY
26   CY602  20250624      0.0      0.0  ...        0.00  19455.0     19455.0       CY
27   CY603  20250624      0.0      0.0  ...        0.00  19845.0     19845.0       CY
28   CY604  20250624      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250624      0.0      0.0  ...        0.00  19870.0     19735.0       CY
30   CY606  20250624      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250624    957.0    968.0  ...    10567.47    963.0       959.0       FG
32   FG508  20250624   1018.0   1036.0  ...    36488.82   1026.0      1017.0       FG
33   FG509  20250624   1004.0   1025.0  ...  3965022.01   1014.0      1004.0       FG
34   FG510  20250624   1034.0   1046.0  ...    24286.10   1038.0      1031.0       FG
35   FG511  20250624   1021.0   1035.0  ...    33728.24   1027.0      1018.0       FG
36   FG512  20250624   1075.0   1088.0  ...     1146.14   1081.0      1073.0       FG
37   FG601  20250624   1061.0   1075.0  ...   219217.89   1067.0      1061.0       FG
38   FG602  20250624   1095.0   1105.0  ...      202.45   1100.0      1095.0       FG
39   FG603  20250624   1088.0   1100.0  ...      312.78   1094.0      1088.0       FG
40   FG604  20250624   1116.0   1125.0  ...      340.46   1120.0      1115.0       FG
41   FG605  20250624   1102.0   1114.0  ...     3214.41   1106.0      1101.0       FG
42   FG606  20250624   1119.0   1126.0  ...       80.75   1122.0      1116.0       FG
43   JR507  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250624   2526.0   2526.0  ...     3704.82   2421.0      2546.0       MA
54   MA508  20250624   2524.0   2524.0  ...   121624.91   2423.0      2540.0       MA
55   MA509  20250624   2488.0   2495.0  ...  6980720.44   2414.0      2512.0       MA
56   MA510  20250624   2489.0   2490.0  ...    63349.35   2420.0      2499.0       MA
57   MA511  20250624   2484.0   2488.0  ...    91260.11   2421.0      2497.0       MA
58   MA512  20250624   2487.0   2493.0  ...     1238.65   2429.0      2511.0       MA
59   MA601  20250624   2480.0   2491.0  ...   587241.56   2428.0      2499.0       MA
60   MA602  20250624   2461.0   2461.0  ...      148.26   2391.0      2478.0       MA
61   MA603  20250624   2459.0   2459.0  ...      268.05   2393.0      2479.0       MA
62   MA604  20250624   2430.0   2434.0  ...      149.03   2366.0      2452.0       MA
63   MA605  20250624   2403.0   2407.0  ...    10842.52   2357.0      2412.0       MA
64   MA606  20250624   2408.0   2410.0  ...      132.63   2368.0      2437.0       MA
65   OI507  20250624   9767.0   9768.0  ...    10874.58   9684.0      9778.0       OI
66   OI509  20250624   9718.0   9718.0  ...  3972048.18   9607.0      9721.0       OI
67   OI511  20250624   9685.0   9686.0  ...   128257.84   9574.0      9686.0       OI
68   OI601  20250624   9633.0   9633.0  ...   434054.25   9515.0      9623.0       OI
69   OI603  20250624   9565.0   9570.0  ...     4020.55   9460.0      9555.0       OI
70   OI605  20250624   9439.0   9439.0  ...     1465.83   9336.0      9422.0       OI
71   PF507  20250624   6890.0   6904.0  ...    12402.08   6732.0      6906.0       PF
72   PF508  20250624   6800.0   6818.0  ...   692708.30   6672.0      6808.0       PF
73   PF509  20250624   6700.0   6716.0  ...   354589.12   6536.0      6700.0       PF
74   PF510  20250624   6694.0   6716.0  ...    96232.20   6530.0      6700.0       PF
75   PF511  20250624   6644.0   6664.0  ...    60110.49   6480.0      6646.0       PF
76   PF512  20250624   6614.0   6620.0  ...     1653.23   6434.0      6612.0       PF
77   PF601  20250624   6616.0   6616.0  ...     1762.14   6456.0      6624.0       PF
78   PF602  20250624   6392.0   6460.0  ...       25.72   6430.0      6588.0       PF
79   PF603  20250624   6440.0   6462.0  ...       51.37   6422.0      6624.0       PF
80   PF604  20250624   6604.0   6604.0  ...       44.96   6424.0      6614.0       PF
81   PF605  20250624   6606.0   6606.0  ...      188.92   6404.0      6550.0       PF
82   PF606  20250624      0.0      0.0  ...        0.00   6416.0      6494.0       PF
83   PK510  20250624   8202.0   8238.0  ...   164157.98   8218.0      8224.0       PK
84   PK511  20250624   7992.0   8028.0  ...    46420.87   8004.0      8022.0       PK
85   PK512  20250624   7982.0   8016.0  ...      769.67   7976.0      8010.0       PK
86   PK601  20250624   8006.0   8044.0  ...     4997.93   8004.0      8022.0       PK
87   PK603  20250624   8036.0   8054.0  ...      280.44   8014.0      8040.0       PK
88   PK604  20250624   8028.0   8046.0  ...      452.31   8006.0      8052.0       PK
89   PK605  20250624   8040.0   8060.0  ...      925.41   8012.0      8066.0       PK
90   PM507  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250624   6274.0   6280.0  ...    22914.38   6126.0      6274.0       PR
97   PR508  20250624   6240.0   6260.0  ...   184395.76   6108.0      6242.0       PR
98   PR509  20250624   6186.0   6198.0  ...   779684.19   6038.0      6186.0       PR
99   PR510  20250624   6146.0   6162.0  ...   143941.37   6046.0      6158.0       PR
100  PR511  20250624   6050.0   6064.0  ...      566.20   5898.0      6072.0       PR
101  PR512  20250624   6024.0   6024.0  ...      237.45   5864.0      6032.0       PR
102  PR601  20250624   6004.0   6034.0  ...      485.38   5884.0      6016.0       PR
103  PR602  20250624   6022.0   6042.0  ...       18.10   6032.0      6014.0       PR
104  PR603  20250624   6044.0   6044.0  ...       44.68   5958.0      6012.0       PR
105  PR604  20250624   6038.0   6038.0  ...       17.86   5954.0      6004.0       PR
106  PR605  20250624   6022.0   6022.0  ...       61.82   5888.0      6002.0       PR
107  PR606  20250624      0.0      0.0  ...        0.00   5928.0      5962.0       PR
108  PX507  20250624   7328.0   7342.0  ...     2499.02   7100.0      7294.0       PX
109  PX508  20250624   7262.0   7262.0  ...    63991.35   6960.0      7214.0       PX
110  PX509  20250624   7080.0   7124.0  ...  1548727.38   6868.0      7084.0       PX
111  PX510  20250624   6980.0   7008.0  ...    74731.95   6774.0      6968.0       PX
112  PX511  20250624   6916.0   6946.0  ...   158294.64   6720.0      6904.0       PX
113  PX512  20250624      0.0      0.0  ...        0.00   6572.0      6916.0       PX
114  PX601  20250624   6844.0   6858.0  ...    55497.38   6622.0      6832.0       PX
115  PX602  20250624   6556.0   6556.0  ...       13.05   6524.0      6842.0       PX
116  PX603  20250624   6834.0   6834.0  ...       16.73   6690.0      6816.0       PX
117  PX604  20250624   6476.0   6546.0  ...       19.48   6494.0      6818.0       PX
118  PX605  20250624   6794.0   6794.0  ...      312.00   6500.0      6784.0       PX
119  PX606  20250624   6482.0   6482.0  ...        3.24   6482.0      6768.0       PX
120  RI507  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250624   2560.0   2560.0  ...    21466.16   2548.0      2567.0       RM
127  RM508  20250624   2654.0   2675.0  ...     8201.69   2659.0      2666.0       RM
128  RM509  20250624   2650.0   2669.0  ...   624069.93   2653.0      2662.0       RM
129  RM511  20250624   2487.0   2487.0  ...    27594.20   2469.0      2495.0       RM
130  RM601  20250624   2375.0   2381.0  ...   125598.77   2369.0      2385.0       RM
131  RM603  20250624   2357.0   2360.0  ...     8466.88   2352.0      2361.0       RM
132  RM605  20250624   2382.0   2382.0  ...     4509.22   2377.0      2384.0       RM
133  RS507  20250624   5023.0   5224.0  ...      238.24   5069.0      5127.0       RS
134  RS508  20250624      0.0      0.0  ...        0.00   5253.0      5325.0       RS
135  RS509  20250624   5175.0   5235.0  ...      124.60   5192.0      5340.0       RS
136  RS511  20250624      0.0      0.0  ...        0.00   5329.0      5338.0       RS
137  SA507  20250624   1162.0   1162.0  ...     3612.52   1154.0      1159.0       SA
138  SA508  20250624   1175.0   1181.0  ...     8705.00   1168.0      1174.0       SA
139  SA509  20250624   1169.0   1177.0  ...  3507793.21   1165.0      1168.0       SA
140  SA510  20250624   1184.0   1191.0  ...     5246.27   1180.0      1182.0       SA
141  SA511  20250624   1177.0   1185.0  ...     5645.06   1175.0      1176.0       SA
142  SA512  20250624   1185.0   1192.0  ...     1975.04   1183.0      1183.0       SA
143  SA601  20250624   1160.0   1167.0  ...   491690.54   1157.0      1158.0       SA
144  SA602  20250624   1183.0   1192.0  ...     1529.71   1182.0      1183.0       SA
145  SA603  20250624   1182.0   1191.0  ...     1759.49   1181.0      1183.0       SA
146  SA604  20250624   1210.0   1217.0  ...      718.70   1206.0      1210.0       SA
147  SA605  20250624   1207.0   1210.0  ...    10763.06   1201.0      1203.0       SA
148  SA606  20250624   1219.0   1224.0  ...      246.98   1211.0      1219.0       SA
149  SF507  20250624   5486.0   5508.0  ...    13911.57   5484.0      5496.0       SF
150  SF508  20250624   5320.0   5342.0  ...    33316.02   5306.0      5344.0       SF
151  SF509  20250624   5290.0   5308.0  ...   398780.84   5276.0      5316.0       SF
152  SF510  20250624   5200.0   5218.0  ...    64909.36   5184.0      5230.0       SF
153  SF511  20250624   5324.0   5330.0  ...   108195.23   5296.0      5346.0       SF
154  SF512  20250624   5244.0   5274.0  ...       28.88   5252.0      5310.0       SF
155  SF601  20250624   5260.0   5268.0  ...     6427.26   5228.0      5282.0       SF
156  SF602  20250624   5216.0   5216.0  ...      480.15   5164.0      5212.0       SF
157  SF603  20250624   5312.0   5324.0  ...        5.32   5318.0      5322.0       SF
158  SF604  20250624      0.0      0.0  ...        0.00   5312.0      5316.0       SF
159  SF605  20250624   5306.0   5306.0  ...      102.68   5266.0      5308.0       SF
160  SF606  20250624   5246.0   5248.0  ...       49.47   5208.0      5252.0       SF
161  SH507  20250624   2355.0   2370.0  ...    13534.38   2351.0      2354.0       SH
162  SH508  20250624   2267.0   2281.0  ...   169475.84   2267.0      2256.0       SH
163  SH509  20250624   2270.0   2294.0  ...  2878368.17   2277.0      2262.0       SH
164  SH510  20250624   2294.0   2325.0  ...   210446.03   2306.0      2289.0       SH
165  SH511  20250624   2287.0   2314.0  ...   153849.74   2296.0      2282.0       SH
166  SH512  20250624   2294.0   2315.0  ...     2331.56   2306.0      2292.0       SH
167  SH601  20250624   2265.0   2282.0  ...    43051.59   2272.0      2262.0       SH
168  SH602  20250624   2287.0   2300.0  ...      192.47   2291.0      2279.0       SH
169  SH603  20250624   2290.0   2306.0  ...      199.97   2299.0      2287.0       SH
170  SH604  20250624   2340.0   2348.0  ...       77.27   2342.0      2329.0       SH
171  SH605  20250624   2323.0   2347.0  ...     1066.56   2339.0      2329.0       SH
172  SH606  20250624   2350.0   2374.0  ...       63.80   2363.0      2355.0       SH
173  SM507  20250624   5562.0   5604.0  ...     4734.92   5562.0      5602.0       SM
174  SM508  20250624   5600.0   5614.0  ...    77171.61   5550.0      5610.0       SM
175  SM509  20250624   5590.0   5620.0  ...  1012493.82   5554.0      5618.0       SM
176  SM510  20250624   5564.0   5594.0  ...    40929.78   5530.0      5594.0       SM
177  SM511  20250624   5662.0   5668.0  ...    72006.20   5612.0      5666.0       SM
178  SM512  20250624   5634.0   5652.0  ...       22.56   5640.0      5666.0       SM
179  SM601  20250624   5632.0   5652.0  ...    40061.22   5592.0      5650.0       SM
180  SM602  20250624   5628.0   5638.0  ...       44.88   5610.0      5672.0       SM
181  SM603  20250624      0.0      0.0  ...        0.00   5638.0      5678.0       SM
182  SM604  20250624   5598.0   5652.0  ...        8.44   5630.0      5672.0       SM
183  SM605  20250624   5648.0   5662.0  ...      409.77   5614.0      5668.0       SM
184  SM606  20250624   5652.0   5652.0  ...        2.83   5652.0      5688.0       SM
185  SR507  20250624   5750.0   5756.0  ...    10425.70   5738.0      5750.0       SR
186  SR509  20250624   5724.0   5736.0  ...   982588.24   5717.0      5726.0       SR
187  SR511  20250624   5628.0   5631.0  ...   126131.89   5611.0      5625.0       SR
188  SR601  20250624   5575.0   5587.0  ...   104377.23   5566.0      5582.0       SR
189  SR603  20250624   5551.0   5560.0  ...     1279.79   5540.0      5558.0       SR
190  SR605  20250624   5531.0   5537.0  ...     6926.22   5519.0      5538.0       SR
191  TA507  20250624   5212.0   5234.0  ...    20791.05   5060.0      5224.0       TA
192  TA508  20250624   5112.0   5134.0  ...   179043.44   4948.0      5112.0       TA
193  TA509  20250624   4982.0   5012.0  ...  4759586.54   4834.0      4984.0       TA
194  TA510  20250624   4892.0   4906.0  ...    89463.59   4762.0      4884.0       TA
195  TA511  20250624   4848.0   4866.0  ...    67558.00   4736.0      4844.0       TA
196  TA512  20250624   4794.0   4802.0  ...      148.09   4628.0      4806.0       TA
197  TA601  20250624   4796.0   4814.0  ...   616440.95   4632.0      4798.0       TA
198  TA602  20250624   4728.0   4728.0  ...      121.97   4604.0      4796.0       TA
199  TA603  20250624   4800.0   4800.0  ...      152.57   4624.0      4794.0       TA
200  TA604  20250624   4780.0   4784.0  ...       83.08   4616.0      4802.0       TA
201  TA605  20250624   4806.0   4820.0  ...     2982.52   4624.0      4808.0       TA
202  TA606  20250624   4798.0   4798.0  ...       67.15   4632.0      4834.0       TA
203  UR507  20250624   1708.0   1753.0  ...     1341.49   1715.0      1723.0       UR
204  UR508  20250624   1691.0   1735.0  ...     1306.26   1705.0      1723.0       UR
205  UR509  20250624   1679.0   1726.0  ...  1493083.96   1698.0      1714.0       UR
206  UR510  20250624   1690.0   1712.0  ...     1332.33   1686.0      1702.0       UR
207  UR511  20250624   1686.0   1717.0  ...      230.51   1695.0      1717.0       UR
208  UR512  20250624   1682.0   1705.0  ...       47.36   1692.0      1712.0       UR
209  UR601  20250624   1663.0   1697.0  ...   138145.59   1673.0      1686.0       UR
210  UR602  20250624   1668.0   1693.0  ...     1518.09   1672.0      1682.0       UR
211  UR603  20250624   1694.0   1717.0  ...      590.60   1707.0      1715.0       UR
212  UR604  20250624   1692.0   1709.0  ...      666.11   1699.0      1715.0       UR
213  UR605  20250624   1691.0   1700.0  ...     6581.16   1693.0      1707.0       UR
214  UR606  20250624   1688.0   1693.0  ...      134.80   1685.0      1700.0       UR
215  WH507  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:25:40,065 - future_1d - INFO - ak.get_czce_daily('2025-06-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250624  5638.200  ...  5719.800    5630.600       IC
1   IC2508  20250624  5590.200  ...  5671.800    5578.000       IC
2   IC2509  20250624  5537.400  ...  5626.200    5530.000       IC
3   IC2512  20250624  5416.200  ...  5507.200    5411.400       IC
4   IF2507  20250624  3829.600  ...  3870.000    3826.000       IF
5   IF2508  20250624  3816.000  ...  3856.000    3811.200       IF
6   IF2509  20250624  3804.600  ...  3848.600    3799.800       IF
7   IF2512  20250624  3776.000  ...  3816.600    3771.000       IF
8   IH2507  20250624  2655.200  ...  2682.000    2655.200       IH
9   IH2508  20250624  2655.400  ...  2679.600    2653.000       IH
10  IH2509  20250624  2654.000  ...  2680.000    2655.000       IH
11  IH2512  20250624  2657.000  ...  2680.000    2653.400       IH
12  IM2507  20250624  6021.000  ...  6128.000    6005.200       IM
13  IM2508  20250624  5939.800  ...  6059.800    5930.800       IM
14  IM2509  20250624  5869.000  ...  5988.600    5856.200       IM
15  IM2512  20250624  5689.800  ...  5811.200    5682.400       IM
16   T2509  20250624   109.150  ...   109.035     109.140        T
17   T2512  20250624   109.160  ...   109.060     109.155        T
18   T2603  20250624   109.080  ...   109.025     109.085        T
19  TF2509  20250624   106.275  ...   106.190     106.255       TF
20  TF2512  20250624   106.335  ...   106.260     106.325       TF
21  TF2603  20250624   106.350  ...   106.300     106.350       TF
22  TL2509  20250624   121.230  ...   120.940     121.260       TL
23  TL2512  20250624   121.050  ...   120.810     121.120       TL
24  TL2603  20250624   120.870  ...   120.620     120.920       TL
25  TS2509  20250624   102.510  ...   102.500     102.526       TS
26  TS2512  20250624   102.680  ...   102.644     102.676       TS
27  TS2603  20250624   102.732  ...   102.732     102.766       TS

[28 rows x 12 columns]
2025-07-02 16:25:40,380 - future_1d - INFO - ak.get_cffex_daily('2025-06-24') done
2025-07-02 16:25:42,117 - future_1d - INFO - save future_daily 2025-06-24 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250625  32175.0  ...  31560.0     31815.0       PS
1   PS2508  20250625  31000.0  ...  30655.0     31120.0       PS
2   PS2509  20250625  30700.0  ...  30290.0     30670.0       PS
3   PS2510  20250625  30360.0  ...  30165.0     30470.0       PS
4   PS2511  20250625  30180.0  ...  29970.0     30225.0       PS
5   PS2512  20250625  32000.0  ...  31885.0     32040.0       PS
6   PS2601  20250625  31720.0  ...  31600.0     31740.0       PS
7   PS2602  20250625  31705.0  ...  31530.0     31510.0       PS
8   PS2603  20250625  31660.0  ...  31525.0     31640.0       PS
9   PS2604  20250625  31640.0  ...  31505.0     31760.0       PS
10  PS2605  20250625  31580.0  ...  31390.0     31555.0       PS
11  PS2606  20250625  32000.0  ...  32090.0     32155.0       PS
13  SI2507  20250625   7605.0  ...   7540.0      7470.0       SI
14  SI2508  20250625   7480.0  ...   7540.0      7465.0       SI
15  SI2509  20250625   7450.0  ...   7520.0      7440.0       SI
16  SI2510  20250625   7445.0  ...   7500.0      7400.0       SI
17  SI2511  20250625   7435.0  ...   7455.0      7380.0       SI
18  SI2512  20250625   7665.0  ...   7710.0      7610.0       SI
19  SI2601  20250625   7615.0  ...   7665.0      7565.0       SI
20  SI2602  20250625   7630.0  ...   7655.0      7565.0       SI
21  SI2603  20250625   7615.0  ...   7645.0      7530.0       SI
22  SI2604  20250625   7640.0  ...   7630.0      7565.0       SI
23  SI2605  20250625   7565.0  ...   7625.0      7550.0       SI
24  SI2606  20250625   7620.0  ...   7630.0      7565.0       SI
27  LC2507  20250625  61200.0  ...  61180.0     60560.0       LC
28  LC2508  20250625  61000.0  ...  61060.0     60540.0       LC
29  LC2509  20250625  60700.0  ...  60800.0     60300.0       LC
30  LC2510  20250625  60660.0  ...  60720.0     60340.0       LC
31  LC2511  20250625  60500.0  ...  60600.0     60020.0       LC
32  LC2512  20250625  60840.0  ...  60920.0     60500.0       LC
33  LC2601  20250625  60780.0  ...  61020.0     60420.0       LC
34  LC2602  20250625  60900.0  ...  60960.0     60100.0       LC
35  LC2603  20250625  60800.0  ...  60960.0     59900.0       LC
36  LC2604  20250625  61040.0  ...  61380.0     60480.0       LC
37  LC2605  20250625  61080.0  ...  61480.0     60660.0       LC
38  LC2606  20250625  61340.0  ...  61540.0     60340.0       LC

[36 rows x 12 columns]
2025-07-02 16:25:48,209 - future_1d - INFO - ak.get_gfex_daily('2025-06-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250625  ...   78550      78440      CU
1        1      CU2508  20250625  ...   78440      78270      CU
2        2      CU2509  20250625  ...   78260      78060      CU
3        3      CU2510  20250625  ...   78090      77870      CU
4        4      CU2511  20250625  ...   77940      77680      CU
5        5      CU2512  20250625  ...   77660      77450      CU
6        6      CU2601  20250625  ...   77580      77370      CU
7        7      CU2602  20250625  ...   77450      77260      CU
8        8      CU2603  20250625  ...   77350      77250      CU
9        9      CU2604  20250625  ...   77330      77170      CU
10      10      CU2605  20250625  ...   77270      77140      CU
11      11      CU2606  20250625  ...   77230      77070      CU
12      12      BC2507  20250625  ...   69940      69780      BC
13      13      BC2508  20250625  ...   69740      69640      BC
14      14      BC2509  20250625  ...   69620      69470      BC
15      15      BC2510  20250625  ...   69820      69820      BC
16      16      BC2511  20250625  ...   69510      69510      BC
17      17      BC2512  20250625  ...   69160      69160      BC
18      18      BC2601  20250625  ...   69020      68900      BC
19      19      BC2602  20250625  ...   69410      69410      BC
20      20      BC2603  20250625  ...   69290      69290      BC
21      21      BC2604  20250625  ...   69760      69760      BC
22      22      BC2605  20250625  ...   68610      68610      BC
23      23      BC2606  20250625  ...   68610      68610      BC
24      24      AL2507  20250625  ...   20395      20410      AL
25      25      AL2508  20250625  ...   20295      20330      AL
26      26      AL2509  20250625  ...   20230      20250      AL
27      27      AL2510  20250625  ...   20145      20150      AL
28      28      AL2511  20250625  ...   20050      20055      AL
29      29      AL2512  20250625  ...   19940      19970      AL
30      30      AL2601  20250625  ...   19900      19905      AL
31      31      AL2602  20250625  ...   19885      19880      AL
32      32      AL2603  20250625  ...   19855      19880      AL
33      33      AL2604  20250625  ...   19890      19890      AL
34      34      AL2605  20250625  ...   19895      19925      AL
35      35      AL2606  20250625  ...   19895      19935      AL
36      36      ZN2507  20250625  ...   22125      22080      ZN
37      37      ZN2508  20250625  ...   21965      21920      ZN
38      38      ZN2509  20250625  ...   21870      21795      ZN
39      39      ZN2510  20250625  ...   21800      21730      ZN
40      40      ZN2511  20250625  ...   21740      21635      ZN
41      41      ZN2512  20250625  ...   21660      21595      ZN
42      42      ZN2601  20250625  ...   21585      21490      ZN
43      43      ZN2602  20250625  ...   21505      21440      ZN
44      44      ZN2603  20250625  ...   21485      21360      ZN
45      45      ZN2604  20250625  ...   21470      21315      ZN
46      46      ZN2605  20250625  ...   21455      21290      ZN
47      47      ZN2606  20250625  ...   21395      21225      ZN
48      48      PB2507  20250625  ...   17105      16930      PB
49      49      PB2508  20250625  ...   17120      16940      PB
50      50      PB2509  20250625  ...   17125      16935      PB
51      51      PB2510  20250625  ...   17110      16945      PB
52      52      PB2511  20250625  ...   17090      16905      PB
53      53      PB2512  20250625  ...   17100      16900      PB
54      54      PB2601  20250625  ...   17090      16890      PB
55      55      PB2602  20250625  ...   17110      16920      PB
56      56      PB2603  20250625  ...   17090      16915      PB
57      57      PB2604  20250625  ...   17140      16930      PB
58      58      PB2605  20250625  ...   16930      16930      PB
59      59      PB2606  20250625  ...   17105      16970      PB
60      60      NI2507  20250625  ...  117940     117230      NI
61      61      NI2508  20250625  ...  118080     117360      NI
62      62      NI2509  20250625  ...  118270     117580      NI
63      63      NI2510  20250625  ...  118430     117750      NI
64      64      NI2511  20250625  ...  118800     117960      NI
65      65      NI2512  20250625  ...  118940     118110      NI
66      66      NI2601  20250625  ...  119160     118380      NI
67      67      NI2602  20250625  ...  119150     118580      NI
68      68      NI2603  20250625  ...  119530     118790      NI
69      69      NI2604  20250625  ...  119690     119200      NI
70      70      NI2605  20250625  ...  120000     119230      NI
71      71      NI2606  20250625  ...  119750     119210      NI
72      72      SN2507  20250625  ...  262150     263190      SN
73      73      SN2508  20250625  ...  262240     263140      SN
74      74      SN2509  20250625  ...  262250     262950      SN
75      75      SN2510  20250625  ...  262160     262870      SN
76      76      SN2511  20250625  ...  262030     262490      SN
77      77      SN2512  20250625  ...  261760     262530      SN
78      78      SN2601  20250625  ...  262210     262720      SN
79      79      SN2602  20250625  ...  262600     262600      SN
80      80      SN2603  20250625  ...  263000     263000      SN
81      81      SN2604  20250625  ...  262830     262830      SN
82      82      SN2605  20250625  ...  261950     262930      SN
83      83      SN2606  20250625  ...  262250     262250      SN
84      84      AO2507  20250625  ...    3001       3002      AO
85      85      AO2508  20250625  ...    2942       2947      AO
86      86      AO2509  20250625  ...    2906       2911      AO
87      87      AO2510  20250625  ...    2879       2883      AO
88      88      AO2511  20250625  ...    2872       2874      AO
89      89      AO2512  20250625  ...    2864       2867      AO
90      90      AO2601  20250625  ...    2854       2859      AO
91      91      AO2602  20250625  ...    2847       2860      AO
92      92      AO2603  20250625  ...    2853       2861      AO
93      93      AO2604  20250625  ...    2853       2852      AO
94      94      AO2605  20250625  ...    2844       2851      AO
95      95      AO2606  20250625  ...    2841       2849      AO
96      96      AD2511  20250625  ...   19600      19625      AD
97      97      AD2512  20250625  ...   19495      19515      AD
98      98      AD2601  20250625  ...   19435      19425      AD
99      99      AD2602  20250625  ...   19315      19350      AD
100    100      AD2603  20250625  ...   19295      19355      AD
101    101      AD2604  20250625  ...   19265      19295      AD
102    102      AD2605  20250625  ...   19235      19275      AD
103    103      AD2606  20250625  ...   19200      19200      AD
104    104      AU2507  20250625  ...  769.34     777.58      AU
105    105      AU2508  20250625  ...  769.98     779.78      AU
106    106      AU2509  20250625  ...  775.02     780.68      AU
107    107      AU2510  20250625  ...  771.82     782.06      AU
108    108      AU2512  20250625  ...  774.52     782.32      AU
109    109      AU2602  20250625  ...   777.5     783.74      AU
110    110      AU2604  20250625  ...  780.36     784.84      AU
111    111      AU2606  20250625  ...     782     785.12      AU
112    112      AG2507  20250625  ...    8669       8747      AG
113    113      AG2508  20250625  ...    8649       8765      AG
114    114      AG2509  20250625  ...    8657       8775      AG
115    115      AG2510  20250625  ...    8670       8784      AG
116    116      AG2511  20250625  ...    8671       8791      AG
117    117      AG2512  20250625  ...    8690       8800      AG
118    118      AG2601  20250625  ...    8704       8817      AG
119    119      AG2602  20250625  ...    8717       8823      AG
120    120      AG2603  20250625  ...    8716       8836      AG
121    121      AG2604  20250625  ...    8728       8850      AG
122    122      AG2605  20250625  ...    8746       8859      AG
123    123      AG2606  20250625  ...    8766       8874      AG
124    124      RB2507  20250625  ...    2987       3013      RB
125    125      RB2508  20250625  ...    2941       2960      RB
126    126      RB2509  20250625  ...    2939       2952      RB
127    127      RB2510  20250625  ...    2970       2986      RB
128    128      RB2511  20250625  ...    2974       2991      RB
129    129      RB2512  20250625  ...    2980       2994      RB
130    130      RB2601  20250625  ...    2973       2987      RB
131    131      RB2602  20250625  ...    2978       2987      RB
132    132      RB2603  20250625  ...    2976       2988      RB
133    133      RB2604  20250625  ...    2985       2998      RB
134    134      RB2605  20250625  ...    2970       2988      RB
135    135      RB2606  20250625  ...    2975       2988      RB
136    136      WR2507  20250625  ...    3338       3338      WR
137    137      WR2508  20250625  ...    3359       3359      WR
138    138      WR2509  20250625  ...    3241       3241      WR
139    139      WR2510  20250625  ...    3273       3290      WR
140    140      WR2511  20250625  ...    3361       3361      WR
141    141      WR2512  20250625  ...    3316       3316      WR
142    142      WR2601  20250625  ...    3339       3339      WR
143    143      WR2602  20250625  ...    3396       3396      WR
144    144      WR2603  20250625  ...    3387       3387      WR
145    145      WR2604  20250625  ...    3392       3392      WR
146    146      WR2605  20250625  ...    3369       3369      WR
147    147      WR2606  20250625  ...    3379       3379      WR
148    148      HC2507  20250625  ...    3121       3132      HC
149    149      HC2508  20250625  ...    3119       3133      HC
150    150      HC2509  20250625  ...    3099       3118      HC
151    151      HC2510  20250625  ...    3091       3106      HC
152    152      HC2511  20250625  ...    3092       3107      HC
153    153      HC2512  20250625  ...    3100       3115      HC
154    154      HC2601  20250625  ...    3092       3105      HC
155    155      HC2602  20250625  ...    3103       3110      HC
156    156      HC2603  20250625  ...    3110       3110      HC
157    157      HC2604  20250625  ...    3106       3119      HC
158    158      HC2605  20250625  ...    3086       3100      HC
159    159      HC2606  20250625  ...    3096       3112      HC
160    160      SS2507  20250625  ...   12435      12335      SS
161    161      SS2508  20250625  ...   12490      12385      SS
162    162      SS2509  20250625  ...   12430      12330      SS
163    163      SS2510  20250625  ...   12360      12275      SS
164    164      SS2511  20250625  ...   12360      12295      SS
165    165      SS2512  20250625  ...   12375      12305      SS
166    166      SS2601  20250625  ...   12420      12350      SS
167    167      SS2602  20250625  ...   12475      12425      SS
168    168      SS2603  20250625  ...   12505      12440      SS
169    169      SS2604  20250625  ...   12520      12485      SS
170    170      SS2605  20250625  ...   12565      12525      SS
171    171      SS2606  20250625  ...   12615      12565      SS
172    172      SC2507  20250625  ...   517.2      566.8      SC
173    173      SC2508  20250625  ...   508.7      553.6      SC
174    174      SC2509  20250625  ...   499.4      532.1      SC
175    175      SC2510  20250625  ...   493.3      520.2      SC
176    176      SC2511  20250625  ...   488.7      507.8      SC
177    177      SC2512  20250625  ...   485.4      500.4      SC
178    178      SC2601  20250625  ...   485.6      496.8      SC
179    179      SC2602  20250625  ...     481        489      SC
180    180      SC2603  20250625  ...   477.3      483.7      SC
181    181      SC2604  20250625  ...   474.2      484.6      SC
182    182      SC2605  20250625  ...   477.9      479.1      SC
183    183      SC2606  20250625  ...   476.9        482      SC
184    184      SC2609  20250625  ...   472.4      481.8      SC
185    185      SC2612  20250625  ...     475      480.4      SC
186    186      SC2703  20250625  ...     470        470      SC
187    187      SC2706  20250625  ...     478        485      SC
188    188      SC2709  20250625  ...   466.6      499.3      SC
189    189      SC2712  20250625  ...   467.7      470.7      SC
190    190      SC2803  20250625  ...   468.9      469.6      SC
191    191      SC2806  20250625  ...   468.1      477.4      SC
192    192      LU2507  20250625  ...    3833       4198      LU
193    193      LU2508  20250625  ...    3686       3825      LU
194    194      LU2509  20250625  ...    3623       3756      LU
195    195      LU2510  20250625  ...    3584       3724      LU
196    196      LU2511  20250625  ...    3550       3639      LU
197    197      LU2512  20250625  ...    3517       3560      LU
198    198      LU2601  20250625  ...    3480       3549      LU
199    199      LU2602  20250625  ...    3458       3563      LU
200    200      LU2603  20250625  ...    3445       3482      LU
201    201      LU2604  20250625  ...    3386       3445      LU
202    202      LU2605  20250625  ...    3420       3439      LU
203    203      LU2606  20250625  ...    3405       3423      LU
204    204      FU2507  20250625  ...    2951       3234      FU
205    205      FU2508  20250625  ...    3011       3225      FU
206    206      FU2509  20250625  ...    3020       3206      FU
207    207      FU2510  20250625  ...    2971       3155      FU
208    208      FU2511  20250625  ...    2926       3100      FU
209    209      FU2512  20250625  ...    2901       3019      FU
210    210      FU2601  20250625  ...    2874       2973      FU
211    211      FU2602  20250625  ...    2854       2940      FU
212    212      FU2603  20250625  ...    2844       2925      FU
213    213      FU2604  20250625  ...    2829       2904      FU
214    214      FU2605  20250625  ...    2821       2919      FU
215    215      FU2606  20250625  ...    2808       2890      FU
216    216      BU2507  20250625  ...    3563       3655      BU
217    217      BU2508  20250625  ...    3567       3647      BU
218    218      BU2509  20250625  ...    3556       3643      BU
219    219      BU2510  20250625  ...    3516       3610      BU
220    220      BU2511  20250625  ...    3463       3549      BU
221    221      BU2512  20250625  ...    3393       3459      BU
222    222      BU2601  20250625  ...    3361       3422      BU
223    223      BU2602  20250625  ...    3345       3389      BU
224    224      BU2603  20250625  ...    3313       3346      BU
225    225      BU2604  20250625  ...    3300       3330      BU
226    226      BU2605  20250625  ...    3299       3310      BU
227    227      BU2606  20250625  ...    3272       3311      BU
228    228      BU2609  20250625  ...    3288       3330      BU
229    229      BU2612  20250625  ...    3252       3300      BU
230    230      BU2703  20250625  ...    3268       3322      BU
231    231      BU2706  20250625  ...    3259       3345      BU
232    232      BR2507  20250625  ...   11245      11330      BR
233    233      BR2508  20250625  ...   11065      11190      BR
234    234      BR2509  20250625  ...   10980      11105      BR
235    235      BR2510  20250625  ...   10935      11060      BR
236    236      BR2511  20250625  ...   10955      11015      BR
237    237      BR2512  20250625  ...   10955      11025      BR
238    238      BR2601  20250625  ...   10895      10985      BR
239    239      BR2602  20250625  ...   10895      10975      BR
240    240      BR2603  20250625  ...   10895      10955      BR
241    241      BR2604  20250625  ...   10885      10980      BR
242    242      BR2605  20250625  ...   10875      10945      BR
243    243      BR2606  20250625  ...   10945      10850      BR
244    244      RU2507  20250625  ...   13690      13720      RU
245    245      RU2508  20250625  ...   13720      13735      RU
246    246      RU2509  20250625  ...   13750      13775      RU
247    247      RU2510  20250625  ...   13765      13760      RU
248    248      RU2511  20250625  ...   13765      13780      RU
249    249      RU2601  20250625  ...   14605      14630      RU
250    250      RU2603  20250625  ...   14630      14615      RU
251    251      RU2604  20250625  ...   14615      14565      RU
252    252      RU2605  20250625  ...   14640      14645      RU
253    253      RU2606  20250625  ...   14915      14915      RU
254    254      NR2507  20250625  ...   11825      11900      NR
255    255      NR2508  20250625  ...   11840      11890      NR
256    256      NR2509  20250625  ...   11850      11885      NR
257    257      NR2510  20250625  ...   11850      11865      NR
258    258      NR2511  20250625  ...   11870      11890      NR
259    259      NR2512  20250625  ...   11890      11965      NR
260    260      NR2601  20250625  ...   11905      11920      NR
261    261      NR2602  20250625  ...   11920      11910      NR
262    262      NR2603  20250625  ...   11935      11970      NR
263    263      NR2604  20250625  ...   12070      12070      NR
264    264      NR2605  20250625  ...   11975      11960      NR
265    265      NR2606  20250625  ...   12025      12195      NR
266    266      SP2507  20250625  ...    5074       5166      SP
267    267      SP2508  20250625  ...    5086       5170      SP
268    268      SP2509  20250625  ...    5080       5174      SP
269    269      SP2510  20250625  ...    5088       5172      SP
270    270      SP2511  20250625  ...    5064       5164      SP
271    271      SP2512  20250625  ...    5070       5160      SP
272    272      SP2601  20250625  ...    5302       5388      SP
273    273      SP2602  20250625  ...    5252       5358      SP
274    274      SP2603  20250625  ...    5240       5338      SP
275    275      SP2604  20250625  ...    5248       5336      SP
276    276      SP2605  20250625  ...    5258       5320      SP
277    277      SP2606  20250625  ...    5274       5334      SP
278    278      EC2506  20250625  ...  1887.1     1889.3      EC
279    279      EC2508  20250625  ...  1738.3     1795.3      EC
280    280      EC2510  20250625  ...  1288.5     1323.4      EC
281    281      EC2512  20250625  ...  1430.2     1484.4      EC
282    282      EC2602  20250625  ...  1271.6     1327.1      EC
283    283      EC2604  20250625  ...    1131       1174      EC
284    284  SC_TAS2508  20250625  ...                     SC_TAS
285    285  SC_TAS2509  20250625  ...                     SC_TAS
286    286  SC_TAS2510  20250625  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 16:25:48,348 - future_1d - INFO - ak.get_shfe_daily('2025-06-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250625   520.9  ...   517.2      566.8      SC
1       SC2508  20250625     513  ...   508.7      553.6      SC
2       SC2509  20250625     500  ...   499.4      532.1      SC
3       SC2510  20250625   497.7  ...   493.3      520.2      SC
4       SC2511  20250625   491.9  ...   488.7      507.8      SC
5       SC2512  20250625   486.1  ...   485.4      500.4      SC
6       SC2601  20250625   480.5  ...   485.6      496.8      SC
7       SC2602  20250625   480.3  ...     481        489      SC
8       SC2603  20250625   481.5  ...   477.3      483.7      SC
9       SC2604  20250625   478.3  ...   474.2      484.6      SC
10      SC2605  20250625   476.5  ...   477.9      479.1      SC
11      SC2606  20250625   472.5  ...   476.9        482      SC
12      SC2609  20250625   469.1  ...   472.4      481.8      SC
13      SC2612  20250625     475  ...     475      480.4      SC
14      SC2703  20250625          ...     470        470      SC
15      SC2706  20250625          ...     478        485      SC
16      SC2709  20250625   463.1  ...   466.6      499.3      SC
17      SC2712  20250625   467.5  ...   467.7      470.7      SC
18      SC2803  20250625     469  ...   468.9      469.6      SC
19      SC2806  20250625     462  ...   468.1      477.4      SC
21      LU2507  20250625    3850  ...    3833       4198      LU
22      LU2508  20250625    3689  ...    3686       3825      LU
23      LU2509  20250625    3640  ...    3623       3756      LU
24      LU2510  20250625    3595  ...    3584       3724      LU
25      LU2511  20250625    3572  ...    3550       3639      LU
26      LU2512  20250625    3531  ...    3517       3560      LU
27      LU2601  20250625    3504  ...    3480       3549      LU
28      LU2602  20250625    3461  ...    3458       3563      LU
29      LU2603  20250625    3446  ...    3445       3482      LU
30      LU2604  20250625    3386  ...    3386       3445      LU
31      LU2605  20250625    3420  ...    3420       3439      LU
32      LU2606  20250625    3411  ...    3405       3423      LU
34      NR2507  20250625   11840  ...   11825      11900      NR
35      NR2508  20250625   11845  ...   11840      11890      NR
36      NR2509  20250625   11810  ...   11850      11885      NR
37      NR2510  20250625   11830  ...   11850      11865      NR
38      NR2511  20250625   11870  ...   11870      11890      NR
39      NR2512  20250625   11905  ...   11890      11965      NR
40      NR2601  20250625   11900  ...   11905      11920      NR
41      NR2602  20250625   11920  ...   11920      11910      NR
42      NR2603  20250625   11935  ...   11935      11970      NR
43      NR2604  20250625          ...   12070      12070      NR
44      NR2605  20250625   11985  ...   11975      11960      NR
45      NR2606  20250625          ...   12025      12195      NR
47      BC2507  20250625   69720  ...   69940      69780      BC
48      BC2508  20250625   69750  ...   69740      69640      BC
49      BC2509  20250625   69560  ...   69620      69470      BC
50      BC2510  20250625          ...   69820      69820      BC
51      BC2511  20250625          ...   69510      69510      BC
52      BC2512  20250625          ...   69160      69160      BC
53      BC2601  20250625          ...   69020      68900      BC
54      BC2602  20250625          ...   69410      69410      BC
55      BC2603  20250625          ...   69290      69290      BC
56      BC2604  20250625          ...   69760      69760      BC
57      BC2605  20250625          ...   68610      68610      BC
58      BC2606  20250625          ...   68610      68610      BC
60      EC2506  20250625  1881.1  ...  1887.1     1889.3      EC
61      EC2508  20250625    1780  ...  1738.3     1795.3      EC
62      EC2510  20250625    1288  ...  1288.5     1323.4      EC
63      EC2512  20250625    1448  ...  1430.2     1484.4      EC
64      EC2602  20250625    1300  ...  1271.6     1327.1      EC
65      EC2604  20250625  1140.5  ...    1131       1174      EC
68  SC_TAS2508  20250625          ...                     SC_TAS
69  SC_TAS2509  20250625          ...                     SC_TAS
70  SC_TAS2510  20250625          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 16:25:48,431 - future_1d - INFO - ak.get_ine_daily('2025-06-25') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250625   4232.00  ...   4208.00     4235.00        A
1     a2509  20250625   4227.00  ...   4186.00     4235.00        A
2     a2511  20250625   4142.00  ...   4114.00     4148.00        A
3     a2601  20250625   4125.00  ...   4094.00     4133.00        A
4     a2603  20250625   4109.00  ...   4080.00     4113.00        A
5     a2605  20250625   4132.00  ...   4113.00     4145.00        A
6     b2507  20250625   3573.00  ...   3549.00     3580.00        B
7     b2508  20250625   3636.00  ...   3614.00     3643.00        B
8     b2509  20250625   3682.00  ...   3661.00     3686.00        B
9     b2510  20250625   3730.00  ...   3702.00     3730.00        B
10    b2511  20250625   3719.00  ...   3705.00     3725.00        B
11    b2512  20250625   3730.00  ...   3709.00     3726.00        B
12    b2601  20250625   3709.00  ...   3694.00     3715.00        B
13    b2602  20250625   3647.00  ...   3642.00     3660.00        B
14    b2603  20250625   3540.00  ...   3545.00     3559.00        B
15    b2604  20250625   3450.00  ...   3445.00     3466.00        B
16    b2605  20250625   3407.00  ...   3393.00     3409.00        B
17    b2606  20250625   3401.00  ...   3392.00     3411.00        B
18   bb2509  20250625    154.00  ...    153.15      154.45       BB
19   bb2511  20250625    151.35  ...    151.25      151.50       BB
20   bb2601  20250625      0.00  ...    168.40      168.65       BB
21   bb2603  20250625      0.00  ...    168.50      168.75       BB
22   bb2605  20250625      0.00  ...    168.50      168.75       BB
23    c2507  20250625   2363.00  ...   2353.00     2360.00        C
24    c2509  20250625   2388.00  ...   2381.00     2393.00        C
25    c2511  20250625   2328.00  ...   2316.00     2325.00        C
26    c2601  20250625   2280.00  ...   2273.00     2282.00        C
27    c2603  20250625   2277.00  ...   2269.00     2278.00        C
28    c2605  20250625   2313.00  ...   2301.00     2312.00        C
29   cs2507  20250625   2681.00  ...   2687.00     2677.00       CS
30   cs2509  20250625   2744.00  ...   2737.00     2761.00       CS
31   cs2511  20250625   2685.00  ...   2674.00     2692.00       CS
32   cs2601  20250625   2681.00  ...   2670.00     2684.00       CS
33   cs2603  20250625   2660.00  ...   2653.00     2665.00       CS
34   cs2605  20250625   2688.00  ...   2688.00     2697.00       CS
35   eb2506  20250625   7450.00  ...   7642.00     7411.00       EB
36   eb2507  20250625   7369.00  ...   7365.00     7477.00       EB
37   eb2508  20250625   7249.00  ...   7248.00     7339.00       EB
38   eb2509  20250625   7140.00  ...   7172.00     7256.00       EB
39   eb2510  20250625   7091.00  ...   7105.00     7181.00       EB
40   eb2511  20250625   7026.00  ...   7043.00     7110.00       EB
41   eb2512  20250625   7000.00  ...   7017.00     7081.00       EB
42   eb2601  20250625   7015.00  ...   7002.00     7041.00       EB
43   eb2602  20250625   6992.00  ...   7000.00     7026.00       EB
44   eb2603  20250625   6977.00  ...   6997.00     7020.00       EB
45   eb2604  20250625   6986.00  ...   6987.00     7077.00       EB
46   eb2605  20250625   7000.00  ...   7001.00     7071.00       EB
47   eg2506  20250625      0.00  ...   4288.00     4288.00       EG
48   eg2507  20250625   4279.00  ...   4272.00     4332.00       EG
49   eg2508  20250625   4319.00  ...   4304.00     4377.00       EG
50   eg2509  20250625   4321.00  ...   4319.00     4375.00       EG
51   eg2510  20250625   4326.00  ...   4317.00     4343.00       EG
52   eg2511  20250625   4316.00  ...   4311.00     4326.00       EG
53   eg2512  20250625   4323.00  ...   4317.00     4330.00       EG
54   eg2601  20250625   4318.00  ...   4331.00     4377.00       EG
55   eg2602  20250625   4335.00  ...   4336.00     4357.00       EG
56   eg2603  20250625   4340.00  ...   4339.00     4371.00       EG
57   eg2604  20250625   4348.00  ...   4348.00     4353.00       EG
58   eg2605  20250625   4337.00  ...   4337.00     4387.00       EG
59   fb2507  20250625   1314.00  ...   1313.50     1339.50       FB
60   fb2508  20250625   1306.50  ...   1304.50     1305.50       FB
61   fb2509  20250625   1299.00  ...   1300.50     1298.50       FB
62   fb2510  20250625   1323.50  ...   1324.00     1324.00       FB
63   fb2511  20250625   1321.50  ...   1320.50     1320.50       FB
64   fb2512  20250625   1314.00  ...   1319.50     1320.00       FB
65   fb2601  20250625      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250625      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250625      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250625      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250625      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250625      0.00  ...   1292.50     1292.50       FB
71    i2507  20250625    725.00  ...    719.50      727.00        I
72    i2508  20250625    711.00  ...    709.50      715.00        I
73    i2509  20250625    701.00  ...    701.00      705.50        I
74    i2510  20250625    696.50  ...    695.00      699.00        I
75    i2511  20250625    689.50  ...    688.50      692.00        I
76    i2512  20250625    683.00  ...    682.50      686.50        I
77    i2601  20250625    675.50  ...    674.50      678.00        I
78    i2602  20250625    672.00  ...    671.00      675.00        I
79    i2603  20250625    669.00  ...    669.00      672.00        I
80    i2604  20250625    666.50  ...    665.50      668.50        I
81    i2605  20250625    659.00  ...    658.50      661.00        I
82    i2606  20250625    652.50  ...    652.50      655.00        I
83    j2507  20250625   1359.00  ...   1296.00     1315.50        J
84    j2508  20250625   1317.50  ...   1341.50     1344.50        J
85    j2509  20250625   1352.00  ...   1370.00     1367.50        J
86    j2510  20250625   1383.00  ...   1393.50     1384.50        J
87    j2511  20250625   1377.50  ...   1398.00     1403.00        J
88    j2512  20250625   1420.50  ...   1415.50     1412.50        J
89    j2601  20250625   1402.00  ...   1410.00     1411.00        J
90    j2602  20250625      0.00  ...   1425.00     1425.00        J
91    j2603  20250625      0.00  ...   1422.50     1422.50        J
92    j2604  20250625   1417.50  ...   1417.50     1410.00        J
93    j2605  20250625   1425.00  ...   1440.50     1441.50        J
94    j2606  20250625      0.00  ...   1431.50     1432.00        J
95   jd2506  20250625      0.00  ...   2664.00     2694.00       JD
96   jd2507  20250625   2825.00  ...   2847.00     2833.00       JD
97   jd2508  20250625   3553.00  ...   3565.00     3555.00       JD
98   jd2509  20250625   3650.00  ...   3654.00     3636.00       JD
99   jd2510  20250625   3366.00  ...   3365.00     3365.00       JD
100  jd2511  20250625   3425.00  ...   3419.00     3421.00       JD
101  jd2512  20250625   3569.00  ...   3569.00     3564.00       JD
102  jd2601  20250625   3608.00  ...   3619.00     3606.00       JD
103  jd2602  20250625   3185.00  ...   3187.00     3180.00       JD
104  jd2603  20250625   3189.00  ...   3190.00     3188.00       JD
105  jd2604  20250625   3324.00  ...   3321.00     3318.00       JD
106  jd2605  20250625   3399.00  ...   3396.00     3397.00       JD
107  jm2507  20250625    760.00  ...    777.50      765.00       JM
108  jm2508  20250625    765.00  ...    774.50      779.50       JM
109  jm2509  20250625    784.00  ...    791.00      798.50       JM
110  jm2510  20250625    800.00  ...    805.50      812.50       JM
111  jm2511  20250625    809.00  ...    813.50      824.50       JM
112  jm2512  20250625    821.00  ...    823.50      834.50       JM
113  jm2601  20250625    822.50  ...    832.50      839.00       JM
114  jm2602  20250625    830.00  ...    841.00      849.50       JM
115  jm2603  20250625    846.50  ...    851.50      857.00       JM
116  jm2604  20250625    846.00  ...    857.50      857.00       JM
117  jm2605  20250625    851.50  ...    858.50      860.00       JM
118  jm2606  20250625    859.50  ...    869.00      871.00       JM
119   l2507  20250625   7258.00  ...   7288.00     7306.00        L
120   l2508  20250625   7279.00  ...   7254.00     7311.00        L
121   l2509  20250625   7240.00  ...   7248.00     7291.00        L
122   l2510  20250625   7211.00  ...   7213.00     7249.00        L
123   l2511  20250625   7207.00  ...   7208.00     7255.00        L
124   l2512  20250625   7201.00  ...   7206.00     7230.00        L
125   l2601  20250625   7186.00  ...   7196.00     7234.00        L
126   l2602  20250625   7165.00  ...   7181.00     7189.00        L
127   l2603  20250625   7162.00  ...   7172.00     7212.00        L
128   l2604  20250625   7181.00  ...   7193.00     7239.00        L
129   l2605  20250625   7158.00  ...   7175.00     7198.00        L
130   l2606  20250625   7206.00  ...   7185.00     7175.00        L
131  lg2507  20250625    806.50  ...    806.50      810.00       LG
132  lg2509  20250625    799.00  ...    795.00      797.00       LG
133  lg2511  20250625    795.00  ...    794.00      794.00       LG
134  lg2601  20250625    794.50  ...    794.50      794.50       LG
135  lg2603  20250625    793.50  ...    794.00      796.50       LG
136  lg2605  20250625    803.00  ...    796.50      800.00       LG
137  lh2507  20250625  13530.00  ...  13605.00    13500.00       LH
138  lh2509  20250625  13935.00  ...  13980.00    13975.00       LH
139  lh2511  20250625  13450.00  ...  13465.00    13460.00       LH
140  lh2601  20250625  13560.00  ...  13565.00    13570.00       LH
141  lh2603  20250625  12760.00  ...  12780.00    12770.00       LH
142  lh2605  20250625  12980.00  ...  12975.00    12965.00       LH
143   m2507  20250625   2869.00  ...   2851.00     2864.00        M
144   m2508  20250625   3019.00  ...   2991.00     3012.00        M
145   m2509  20250625   3031.00  ...   3009.00     3029.00        M
146   m2511  20250625   3068.00  ...   3043.00     3067.00        M
147   m2512  20250625   3085.00  ...   3060.00     3082.00        M
148   m2601  20250625   3063.00  ...   3045.00     3064.00        M
149   m2603  20250625   2897.00  ...   2881.00     2897.00        M
150   m2605  20250625   2744.00  ...   2729.00     2743.00        M
151   p2507  20250625   8464.00  ...   8440.00     8488.00        P
152   p2508  20250625   8358.00  ...   8366.00     8418.00        P
153   p2509  20250625   8310.00  ...   8324.00     8374.00        P
154   p2510  20250625   8294.00  ...   8300.00     8312.00        P
155   p2511  20250625   8286.00  ...   8298.00     8334.00        P
156   p2512  20250625   8302.00  ...   8300.00     8364.00        P
157   p2601  20250625   8318.00  ...   8322.00     8360.00        P
158   p2602  20250625   8296.00  ...   8296.00     8326.00        P
159   p2603  20250625   8268.00  ...   8256.00     8288.00        P
160   p2604  20250625   8230.00  ...   8244.00     8276.00        P
161   p2605  20250625   8202.00  ...   8212.00     8248.00        P
162   p2606  20250625   8160.00  ...   8186.00     8188.00        P
163  pg2506  20250625      0.00  ...   4379.00     4574.00       PG
164  pg2507  20250625   4270.00  ...   4237.00     4393.00       PG
165  pg2508  20250625   4244.00  ...   4209.00     4351.00       PG
166  pg2509  20250625   4167.00  ...   4129.00     4263.00       PG
167  pg2510  20250625   4520.00  ...   4501.00     4597.00       PG
168  pg2511  20250625   4429.00  ...   4406.00     4523.00       PG
169  pg2512  20250625   4311.00  ...   4335.00     4407.00       PG
170  pg2601  20250625   4229.00  ...   4254.00     4329.00       PG
171  pg2602  20250625   4168.00  ...   4176.00     4288.00       PG
172  pg2603  20250625   4118.00  ...   4081.00     4173.00       PG
173  pg2604  20250625   4344.00  ...   4388.00     4505.00       PG
174  pg2605  20250625   4239.00  ...   4286.00     4434.00       PG
175  pp2507  20250625   7096.00  ...   7098.00     7145.00       PP
176  pp2508  20250625   7108.00  ...   7081.00     7149.00       PP
177  pp2509  20250625   7080.00  ...   7070.00     7114.00       PP
178  pp2510  20250625   7054.00  ...   7033.00     7104.00       PP
179  pp2511  20250625   7050.00  ...   7028.00     7092.00       PP
180  pp2512  20250625   7031.00  ...   7024.00     7065.00       PP
181  pp2601  20250625   7013.00  ...   7016.00     7053.00       PP
182  pp2602  20250625   6993.00  ...   6993.00     7009.00       PP
183  pp2603  20250625   6988.00  ...   6988.00     7019.00       PP
184  pp2604  20250625   7000.00  ...   6991.00     7006.00       PP
185  pp2605  20250625   7006.00  ...   7000.00     7033.00       PP
186  pp2606  20250625      0.00  ...   7079.00     7173.00       PP
187  rr2507  20250625   3622.00  ...   3622.00     3630.00       RR
188  rr2508  20250625   3583.00  ...   3576.00     3595.00       RR
189  rr2509  20250625   3601.00  ...   3594.00     3608.00       RR
190  rr2510  20250625   3590.00  ...   3584.00     3595.00       RR
191  rr2511  20250625   3592.00  ...   3587.00     3598.00       RR
192  rr2512  20250625   3590.00  ...   3591.00     3602.00       RR
193  rr2601  20250625   3596.00  ...   3590.00     3605.00       RR
194  rr2602  20250625   3601.00  ...   3599.00     3607.00       RR
195  rr2603  20250625   3596.00  ...   3595.00     3605.00       RR
196  rr2604  20250625   3594.00  ...   3603.00     3617.00       RR
197  rr2605  20250625   3609.00  ...   3596.00     3619.00       RR
198  rr2606  20250625   3611.00  ...   3606.00     3612.00       RR
199   v2507  20250625   4776.00  ...   4782.00     4769.00        V
200   v2508  20250625   4807.00  ...   4817.00     4806.00        V
201   v2509  20250625   4836.00  ...   4850.00     4842.00        V
202   v2510  20250625   4864.00  ...   4874.00     4866.00        V
203   v2511  20250625   4885.00  ...   4887.00     4891.00        V
204   v2512  20250625   4900.00  ...   4913.00     4907.00        V
205   v2601  20250625   4914.00  ...   4924.00     4913.00        V
206   v2602  20250625   4935.00  ...   4939.00     4931.00        V
207   v2603  20250625   4948.00  ...   4954.00     4951.00        V
208   v2604  20250625   5048.00  ...   5048.00     5041.00        V
209   v2605  20250625   5061.00  ...   5067.00     5053.00        V
210   v2606  20250625   5081.00  ...   5080.00     5089.00        V
211   y2507  20250625   8062.00  ...   8076.00     8110.00        Y
212   y2508  20250625   8020.00  ...   8020.00     8072.00        Y
213   y2509  20250625   7948.00  ...   7954.00     8004.00        Y
214   y2511  20250625   7950.00  ...   7962.00     7988.00        Y
215   y2512  20250625   7966.00  ...   7978.00     8000.00        Y
216   y2601  20250625   7880.00  ...   7906.00     7940.00        Y
217   y2603  20250625   7748.00  ...   7770.00     7788.00        Y
218   y2605  20250625   7606.00  ...   7614.00     7648.00        Y

[219 rows x 12 columns]
2025-07-02 16:25:49,106 - future_1d - INFO - ak.get_dce_daily('2025-06-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250625   7675.0   7708.0  ...   309556.31   7677.0      7683.0       AP
1    AP511  20250625   7527.0   7540.0  ...      654.24   7520.0      7530.0       AP
2    AP512  20250625   7559.0   7562.0  ...       83.07   7552.0      7559.0       AP
3    AP601  20250625   7570.0   7598.0  ...    10138.48   7572.0      7580.0       AP
4    AP603  20250625   7603.0   7603.0  ...       38.00   7599.0      7606.0       AP
5    AP604  20250625   7644.0   7651.0  ...       22.94   7647.0      7660.0       AP
6    AP605  20250625   7703.0   7703.0  ...       69.26   7695.0      7711.0       AP
7    CF507  20250625  13385.0  13445.0  ...    16408.31  13385.0     13280.0       CF
8    CF509  20250625  13610.0  13665.0  ...  1599446.64  13615.0     13535.0       CF
9    CF511  20250625  13545.0  13575.0  ...   114432.05  13530.0     13475.0       CF
10   CF601  20250625  13590.0  13650.0  ...   324731.33  13610.0     13545.0       CF
11   CF603  20250625  13560.0  13615.0  ...     1065.53  13575.0     13500.0       CF
12   CF605  20250625  13555.0  13625.0  ...     6399.15  13570.0     13505.0       CF
13   CJ507  20250625   9430.0   9535.0  ...     2332.50   9425.0      9325.0       CJ
14   CJ509  20250625   9570.0   9705.0  ...   902969.13   9570.0      9485.0       CJ
15   CJ512  20250625  10455.0  10615.0  ...    18551.61  10450.0     10315.0       CJ
16   CJ601  20250625  10540.0  10735.0  ...   520014.70  10550.0     10395.0       CJ
17   CJ603  20250625  11000.0  11000.0  ...    10735.37  10650.0     10460.0       CJ
18   CJ605  20250625  10740.0  11100.0  ...    32178.24  10855.0     10665.0       CJ
19   CY507  20250625  19810.0  19945.0  ...     1210.78  19850.0     19730.0       CY
20   CY508  20250625      0.0      0.0  ...        0.00  19555.0     19435.0       CY
21   CY509  20250625  19925.0  20050.0  ...    91389.97  19935.0     19780.0       CY
22   CY510  20250625      0.0      0.0  ...        0.00  19560.0     19410.0       CY
23   CY511  20250625  19830.0  19830.0  ...        9.92  19830.0     19730.0       CY
24   CY512  20250625  19785.0  19785.0  ...        9.89  19785.0     19635.0       CY
25   CY601  20250625  19830.0  19990.0  ...      129.57  19935.0     19845.0       CY
26   CY602  20250625      0.0      0.0  ...        0.00  19455.0     19455.0       CY
27   CY603  20250625      0.0      0.0  ...        0.00  19845.0     19845.0       CY
28   CY604  20250625      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250625  20055.0  20055.0  ...       10.03  20055.0     19870.0       CY
30   CY606  20250625      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250625    962.0    965.0  ...     2575.12    959.0       963.0       FG
32   FG508  20250625   1027.0   1029.0  ...    31056.93   1024.0      1026.0       FG
33   FG509  20250625   1015.0   1019.0  ...  2153652.13   1012.0      1014.0       FG
34   FG510  20250625   1040.0   1042.0  ...    20952.58   1037.0      1038.0       FG
35   FG511  20250625   1030.0   1031.0  ...    29559.67   1025.0      1027.0       FG
36   FG512  20250625   1081.0   1084.0  ...      722.96   1076.0      1081.0       FG
37   FG601  20250625   1064.0   1069.0  ...   132374.04   1063.0      1067.0       FG
38   FG602  20250625   1101.0   1102.0  ...      219.19   1096.0      1100.0       FG
39   FG603  20250625   1093.0   1096.0  ...      337.65   1089.0      1094.0       FG
40   FG604  20250625   1121.0   1122.0  ...      165.41   1118.0      1120.0       FG
41   FG605  20250625   1106.0   1110.0  ...     1533.63   1103.0      1106.0       FG
42   FG606  20250625   1116.0   1121.0  ...       46.93   1117.0      1122.0       FG
43   JR507  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250625   2435.0   2449.0  ...     1505.04   2431.0      2421.0       MA
54   MA508  20250625   2393.0   2422.0  ...    49469.03   2405.0      2423.0       MA
55   MA509  20250625   2383.0   2400.0  ...  2513787.39   2388.0      2414.0       MA
56   MA510  20250625   2388.0   2405.0  ...    26763.68   2395.0      2420.0       MA
57   MA511  20250625   2393.0   2408.0  ...    40501.57   2398.0      2421.0       MA
58   MA512  20250625   2409.0   2424.0  ...      256.29   2418.0      2429.0       MA
59   MA601  20250625   2401.0   2425.0  ...   193859.29   2412.0      2428.0       MA
60   MA602  20250625   2381.0   2394.0  ...       42.96   2387.0      2391.0       MA
61   MA603  20250625   2383.0   2390.0  ...       45.32   2385.0      2393.0       MA
62   MA604  20250625   2362.0   2365.0  ...       30.68   2360.0      2366.0       MA
63   MA605  20250625   2322.0   2330.0  ...     2775.94   2323.0      2357.0       MA
64   MA606  20250625   2338.0   2342.0  ...       16.37   2338.0      2368.0       MA
65   OI507  20250625   9675.0   9675.0  ...     5870.35   9624.0      9684.0       OI
66   OI509  20250625   9563.0   9575.0  ...  3718674.33   9510.0      9607.0       OI
67   OI511  20250625   9540.0   9542.0  ...   124789.39   9485.0      9574.0       OI
68   OI601  20250625   9477.0   9480.0  ...   360591.85   9423.0      9515.0       OI
69   OI603  20250625   9415.0   9417.0  ...     1854.87   9368.0      9460.0       OI
70   OI605  20250625   9310.0   9310.0  ...     1194.16   9257.0      9336.0       OI
71   PF507  20250625   6712.0   6712.0  ...     6769.21   6686.0      6732.0       PF
72   PF508  20250625   6610.0   6614.0  ...   417467.69   6592.0      6672.0       PF
73   PF509  20250625   6488.0   6496.0  ...   173899.31   6476.0      6536.0       PF
74   PF510  20250625   6484.0   6500.0  ...    39696.80   6482.0      6530.0       PF
75   PF511  20250625   6448.0   6456.0  ...    23695.10   6438.0      6480.0       PF
76   PF512  20250625   6414.0   6430.0  ...     1131.08   6408.0      6434.0       PF
77   PF601  20250625   6440.0   6444.0  ...     1039.88   6420.0      6456.0       PF
78   PF602  20250625   6418.0   6418.0  ...       16.03   6412.0      6430.0       PF
79   PF603  20250625   6416.0   6426.0  ...       22.45   6414.0      6422.0       PF
80   PF604  20250625   6412.0   6424.0  ...       16.04   6418.0      6424.0       PF
81   PF605  20250625   6420.0   6420.0  ...        9.63   6420.0      6404.0       PF
82   PF606  20250625      0.0      0.0  ...        0.00   6412.0      6416.0       PF
83   PK510  20250625   8220.0   8268.0  ...   156371.01   8246.0      8218.0       PK
84   PK511  20250625   7998.0   8040.0  ...    61024.98   8020.0      8004.0       PK
85   PK512  20250625   7990.0   8014.0  ...      296.07   8002.0      7976.0       PK
86   PK601  20250625   8000.0   8022.0  ...     4513.85   8010.0      8004.0       PK
87   PK603  20250625   8002.0   8016.0  ...       88.10   8010.0      8014.0       PK
88   PK604  20250625   8004.0   8012.0  ...       32.02   8006.0      8006.0       PK
89   PK605  20250625   8018.0   8018.0  ...      288.20   8006.0      8012.0       PK
90   PM507  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250625   6046.0   6060.0  ...     6689.89   6044.0      6126.0       PR
97   PR508  20250625   6018.0   6044.0  ...    77623.28   6026.0      6108.0       PR
98   PR509  20250625   5954.0   5970.0  ...   411041.65   5954.0      6038.0       PR
99   PR510  20250625   5922.0   5940.0  ...   145930.17   5916.0      6046.0       PR
100  PR511  20250625   5862.0   5886.0  ...      492.23   5860.0      5898.0       PR
101  PR512  20250625   5846.0   5874.0  ...      149.16   5850.0      5864.0       PR
102  PR601  20250625   5852.0   5860.0  ...     2077.33   5844.0      5884.0       PR
103  PR602  20250625   5876.0   5890.0  ...       17.65   5884.0      6032.0       PR
104  PR603  20250625   5878.0   5892.0  ...       17.66   5886.0      5958.0       PR
105  PR604  20250625      0.0      0.0  ...        0.00   5902.0      5954.0       PR
106  PR605  20250625   5862.0   5880.0  ...       44.03   5872.0      5888.0       PR
107  PR606  20250625   5824.0   5824.0  ...        8.74   5824.0      5928.0       PR
108  PX507  20250625   6982.0   6984.0  ...     6842.95   6952.0      7100.0       PX
109  PX508  20250625   6864.0   6888.0  ...    38990.80   6850.0      6960.0       PX
110  PX509  20250625   6754.0   6784.0  ...   760179.52   6752.0      6868.0       PX
111  PX510  20250625   6670.0   6688.0  ...    39791.17   6660.0      6774.0       PX
112  PX511  20250625   6610.0   6630.0  ...    84802.13   6604.0      6720.0       PX
113  PX512  20250625      0.0      0.0  ...        0.00   6574.0      6572.0       PX
114  PX601  20250625   6522.0   6556.0  ...    20896.99   6534.0      6622.0       PX
115  PX602  20250625   6508.0   6508.0  ...        3.25   6508.0      6524.0       PX
116  PX603  20250625   6502.0   6502.0  ...        3.25   6502.0      6690.0       PX
117  PX604  20250625   6478.0   6484.0  ...        9.72   6482.0      6494.0       PX
118  PX605  20250625   6474.0   6492.0  ...       32.41   6482.0      6500.0       PX
119  PX606  20250625      0.0      0.0  ...        0.00   6482.0      6482.0       PX
120  RI507  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250625   2548.0   2560.0  ...    35031.91   2514.0      2548.0       RM
127  RM508  20250625   2663.0   2679.0  ...    22874.98   2625.0      2659.0       RM
128  RM509  20250625   2658.0   2674.0  ...  1370215.32   2620.0      2653.0       RM
129  RM511  20250625   2473.0   2481.0  ...     6646.31   2448.0      2469.0       RM
130  RM601  20250625   2372.0   2376.0  ...   212622.67   2341.0      2369.0       RM
131  RM603  20250625   2353.0   2353.0  ...    12804.89   2326.0      2352.0       RM
132  RM605  20250625   2373.0   2376.0  ...    14190.38   2352.0      2377.0       RM
133  RS507  20250625   5035.0   5065.0  ...      259.45   4989.0      5069.0       RS
134  RS508  20250625   5102.0   5102.0  ...        5.10   5102.0      5253.0       RS
135  RS509  20250625   5151.0   5246.0  ...      175.62   5165.0      5192.0       RS
136  RS511  20250625   5260.0   5260.0  ...        5.26   5260.0      5329.0       RS
137  SA507  20250625   1150.0   1160.0  ...     2543.28   1152.0      1154.0       SA
138  SA508  20250625   1166.0   1173.0  ...     6189.32   1166.0      1168.0       SA
139  SA509  20250625   1158.0   1168.0  ...  2211464.87   1160.0      1165.0       SA
140  SA510  20250625   1176.0   1182.0  ...     4630.73   1177.0      1180.0       SA
141  SA511  20250625   1171.0   1177.0  ...     2921.65   1171.0      1175.0       SA
142  SA512  20250625   1178.0   1184.0  ...     1619.68   1179.0      1183.0       SA
143  SA601  20250625   1150.0   1160.0  ...   290321.64   1154.0      1157.0       SA
144  SA602  20250625   1178.0   1187.0  ...     1231.93   1180.0      1182.0       SA
145  SA603  20250625   1175.0   1185.0  ...     1535.32   1179.0      1181.0       SA
146  SA604  20250625   1203.0   1210.0  ...      412.60   1206.0      1206.0       SA
147  SA605  20250625   1197.0   1201.0  ...     6135.47   1197.0      1201.0       SA
148  SA606  20250625   1205.0   1211.0  ...      142.29   1206.0      1211.0       SA
149  SF507  20250625   5478.0   5576.0  ...    15072.88   5524.0      5484.0       SF
150  SF508  20250625   5314.0   5410.0  ...    56670.68   5368.0      5306.0       SF
151  SF509  20250625   5272.0   5374.0  ...   475567.95   5332.0      5276.0       SF
152  SF510  20250625   5194.0   5288.0  ...    81784.76   5238.0      5184.0       SF
153  SF511  20250625   5296.0   5416.0  ...   139340.63   5360.0      5296.0       SF
154  SF512  20250625   5278.0   5328.0  ...      215.38   5318.0      5252.0       SF
155  SF601  20250625   5218.0   5334.0  ...     7418.41   5290.0      5228.0       SF
156  SF602  20250625   5176.0   5264.0  ...      336.13   5212.0      5164.0       SF
157  SF603  20250625   5310.0   5392.0  ...        8.03   5352.0      5318.0       SF
158  SF604  20250625   5336.0   5336.0  ...        2.67   5336.0      5312.0       SF
159  SF605  20250625   5264.0   5358.0  ...       69.32   5332.0      5266.0       SF
160  SF606  20250625   5236.0   5284.0  ...       28.84   5244.0      5208.0       SF
161  SH507  20250625   2351.0   2361.0  ...     7293.68   2344.0      2351.0       SH
162  SH508  20250625   2258.0   2270.0  ...   158918.81   2255.0      2267.0       SH
163  SH509  20250625   2269.0   2284.0  ...  2519208.00   2272.0      2277.0       SH
164  SH510  20250625   2302.0   2323.0  ...   255791.41   2311.0      2306.0       SH
165  SH511  20250625   2303.0   2312.0  ...   171292.61   2303.0      2296.0       SH
166  SH512  20250625   2295.0   2315.0  ...     2359.12   2306.0      2306.0       SH
167  SH601  20250625   2271.0   2279.0  ...    38448.01   2269.0      2272.0       SH
168  SH602  20250625   2285.0   2296.0  ...      267.89   2290.0      2291.0       SH
169  SH603  20250625   2288.0   2310.0  ...      186.19   2299.0      2299.0       SH
170  SH604  20250625   2329.0   2351.0  ...      112.35   2341.0      2342.0       SH
171  SH605  20250625   2330.0   2342.0  ...     1304.34   2338.0      2339.0       SH
172  SH606  20250625   2351.0   2361.0  ...       35.37   2358.0      2363.0       SH
173  SM507  20250625   5542.0   5654.0  ...     6665.39   5600.0      5562.0       SM
174  SM508  20250625   5560.0   5664.0  ...    80292.32   5614.0      5550.0       SM
175  SM509  20250625   5566.0   5670.0  ...   921224.30   5622.0      5554.0       SM
176  SM510  20250625   5540.0   5636.0  ...    43531.11   5584.0      5530.0       SM
177  SM511  20250625   5624.0   5722.0  ...    72039.61   5674.0      5612.0       SM
178  SM512  20250625   5616.0   5702.0  ...       36.77   5656.0      5640.0       SM
179  SM601  20250625   5598.0   5698.0  ...    26541.53   5650.0      5592.0       SM
180  SM602  20250625   5620.0   5696.0  ...       53.61   5644.0      5610.0       SM
181  SM603  20250625   5628.0   5678.0  ...       45.13   5642.0      5638.0       SM
182  SM604  20250625   5632.0   5682.0  ...       62.13   5648.0      5630.0       SM
183  SM605  20250625   5622.0   5710.0  ...      258.30   5678.0      5614.0       SM
184  SM606  20250625   5670.0   5716.0  ...       14.24   5694.0      5652.0       SM
185  SR507  20250625   5730.0   5766.0  ...     4878.89   5747.0      5738.0       SR
186  SR509  20250625   5696.0   5757.0  ...  1291779.41   5727.0      5717.0       SR
187  SR511  20250625   5589.0   5637.0  ...   126783.08   5607.0      5611.0       SR
188  SR601  20250625   5530.0   5585.0  ...   130731.30   5561.0      5566.0       SR
189  SR603  20250625   5522.0   5560.0  ...     1679.52   5543.0      5540.0       SR
190  SR605  20250625   5517.0   5531.0  ...    16584.44   5512.0      5519.0       SR
191  TA507  20250625   5026.0   5036.0  ...    26494.86   5014.0      5060.0       TA
192  TA508  20250625   4912.0   4926.0  ...    86452.40   4912.0      4948.0       TA
193  TA509  20250625   4784.0   4796.0  ...  2155318.07   4780.0      4834.0       TA
194  TA510  20250625   4688.0   4700.0  ...    61639.05   4684.0      4762.0       TA
195  TA511  20250625   4644.0   4664.0  ...    51474.64   4648.0      4736.0       TA
196  TA512  20250625   4622.0   4626.0  ...       25.42   4622.0      4628.0       TA
197  TA601  20250625   4586.0   4618.0  ...   324770.16   4602.0      4632.0       TA
198  TA602  20250625   4606.0   4614.0  ...       69.08   4606.0      4604.0       TA
199  TA603  20250625   4594.0   4618.0  ...       87.51   4606.0      4624.0       TA
200  TA604  20250625   4606.0   4622.0  ...       27.69   4616.0      4616.0       TA
201  TA605  20250625   4604.0   4630.0  ...      579.35   4616.0      4624.0       TA
202  TA606  20250625   4614.0   4614.0  ...        4.61   4614.0      4632.0       TA
203  UR507  20250625   1715.0   1763.0  ...      751.57   1748.0      1715.0       UR
204  UR508  20250625   1707.0   1757.0  ...     1628.09   1739.0      1705.0       UR
205  UR509  20250625   1692.0   1743.0  ...  1898223.12   1721.0      1698.0       UR
206  UR510  20250625   1689.0   1728.0  ...     1556.62   1711.0      1686.0       UR
207  UR511  20250625   1693.0   1732.0  ...      226.79   1718.0      1695.0       UR
208  UR512  20250625   1708.0   1723.0  ...       51.44   1715.0      1692.0       UR
209  UR601  20250625   1665.0   1699.0  ...    95526.99   1678.0      1673.0       UR
210  UR602  20250625   1660.0   1696.0  ...     2564.17   1678.0      1672.0       UR
211  UR603  20250625   1685.0   1724.0  ...      581.78   1711.0      1707.0       UR
212  UR604  20250625   1684.0   1716.0  ...      447.52   1708.0      1699.0       UR
213  UR605  20250625   1685.0   1707.0  ...     4589.83   1695.0      1693.0       UR
214  UR606  20250625   1678.0   1699.0  ...      148.61   1689.0      1685.0       UR
215  WH507  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:25:49,415 - future_1d - INFO - ak.get_czce_daily('2025-06-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250625  5736.400  ...  5826.000    5719.800       IC
1   IC2508  20250625  5687.200  ...  5789.400    5671.800       IC
2   IC2509  20250625  5634.000  ...  5742.000    5626.200       IC
3   IC2512  20250625  5529.800  ...  5625.800    5507.200       IC
4   IF2507  20250625  3875.000  ...  3928.600    3870.000       IF
5   IF2508  20250625  3862.000  ...  3918.600    3856.000       IF
6   IF2509  20250625  3856.000  ...  3913.200    3848.600       IF
7   IF2512  20250625  3824.000  ...  3882.000    3816.600       IF
8   IH2507  20250625  2681.000  ...  2716.800    2682.000       IH
9   IH2508  20250625  2680.200  ...  2714.600    2679.600       IH
10  IH2509  20250625  2678.200  ...  2715.400    2680.000       IH
11  IH2512  20250625  2682.000  ...  2715.200    2680.000       IH
12  IM2507  20250625  6140.000  ...  6227.800    6128.000       IM
13  IM2508  20250625  6068.600  ...  6170.600    6059.800       IM
14  IM2509  20250625  5995.000  ...  6101.400    5988.600       IM
15  IM2512  20250625  5829.000  ...  5930.800    5811.200       IM
16   T2509  20250625   109.040  ...   108.975     109.035        T
17   T2512  20250625   109.035  ...   109.005     109.060        T
18   T2603  20250625   109.035  ...   108.975     109.025        T
19  TF2509  20250625   106.195  ...   106.175     106.190       TF
20  TF2512  20250625   106.285  ...   106.250     106.260       TF
21  TF2603  20250625   106.340  ...   106.285     106.300       TF
22  TL2509  20250625   120.940  ...   120.600     120.940       TL
23  TL2512  20250625   120.790  ...   120.480     120.810       TL
24  TL2603  20250625   120.600  ...   120.300     120.620       TL
25  TS2509  20250625   102.510  ...   102.506     102.500       TS
26  TS2512  20250625   102.658  ...   102.644     102.644       TS
27  TS2603  20250625   102.750  ...   102.738     102.732       TS

[28 rows x 12 columns]
2025-07-02 16:25:49,713 - future_1d - INFO - ak.get_cffex_daily('2025-06-25') done
2025-07-02 16:25:51,425 - future_1d - INFO - save future_daily 2025-06-25 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250626  31225.0  ...  32035.0     31560.0       PS
1   PS2508  20250626  30745.0  ...  31425.0     30655.0       PS
2   PS2509  20250626  30220.0  ...  30900.0     30290.0       PS
3   PS2510  20250626  30245.0  ...  30725.0     30165.0       PS
4   PS2511  20250626  29980.0  ...  30505.0     29970.0       PS
5   PS2512  20250626  31960.0  ...  32480.0     31885.0       PS
6   PS2601  20250626  31750.0  ...  32225.0     31600.0       PS
7   PS2602  20250626  31660.0  ...  32070.0     31530.0       PS
8   PS2603  20250626  31760.0  ...  32020.0     31525.0       PS
9   PS2604  20250626  31700.0  ...  32060.0     31505.0       PS
10  PS2605  20250626  31600.0  ...  32020.0     31390.0       PS
11  PS2606  20250626  32525.0  ...  33625.0     32090.0       PS
13  SI2507  20250626   7575.0  ...   7730.0      7540.0       SI
14  SI2508  20250626   7555.0  ...   7720.0      7540.0       SI
15  SI2509  20250626   7600.0  ...   7720.0      7520.0       SI
16  SI2510  20250626   7575.0  ...   7670.0      7500.0       SI
17  SI2511  20250626   7550.0  ...   7660.0      7455.0       SI
18  SI2512  20250626   7785.0  ...   7890.0      7710.0       SI
19  SI2601  20250626   7760.0  ...   7835.0      7665.0       SI
20  SI2602  20250626   7775.0  ...   7815.0      7655.0       SI
21  SI2603  20250626   7690.0  ...   7795.0      7645.0       SI
22  SI2604  20250626   7735.0  ...   7780.0      7630.0       SI
23  SI2605  20250626   7690.0  ...   7765.0      7625.0       SI
24  SI2606  20250626   7675.0  ...   7780.0      7630.0       SI
27  LC2507  20250626  60580.0  ...  61380.0     61180.0       LC
28  LC2508  20250626  60660.0  ...  61460.0     61060.0       LC
29  LC2509  20250626  60680.0  ...  61260.0     60800.0       LC
30  LC2510  20250626  60820.0  ...  61220.0     60720.0       LC
31  LC2511  20250626  60700.0  ...  61100.0     60600.0       LC
32  LC2512  20250626  61060.0  ...  61400.0     60920.0       LC
33  LC2601  20250626  61200.0  ...  61440.0     61020.0       LC
34  LC2602  20250626  61060.0  ...  61400.0     60960.0       LC
35  LC2603  20250626  60920.0  ...  61440.0     60960.0       LC
36  LC2604  20250626  61500.0  ...  61960.0     61380.0       LC
37  LC2605  20250626  61460.0  ...  62060.0     61480.0       LC
38  LC2606  20250626  61580.0  ...  62060.0     61540.0       LC

[36 rows x 12 columns]
2025-07-02 16:26:01,515 - future_1d - INFO - ak.get_gfex_daily('2025-06-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250626  ...   78860      78550      CU
1        1      CU2508  20250626  ...   78740      78440      CU
2        2      CU2509  20250626  ...   78560      78260      CU
3        3      CU2510  20250626  ...   78380      78090      CU
4        4      CU2511  20250626  ...   78220      77940      CU
5        5      CU2512  20250626  ...   77950      77660      CU
6        6      CU2601  20250626  ...   77820      77580      CU
7        7      CU2602  20250626  ...   77640      77450      CU
8        8      CU2603  20250626  ...   77510      77350      CU
9        9      CU2604  20250626  ...   77440      77330      CU
10      10      CU2605  20250626  ...   77420      77270      CU
11      11      CU2606  20250626  ...   77380      77230      CU
12      12      BC2507  20250626  ...   70280      69940      BC
13      13      BC2508  20250626  ...   70120      69740      BC
14      14      BC2509  20250626  ...   69910      69620      BC
15      15      BC2510  20250626  ...   69820      69820      BC
16      16      BC2511  20250626  ...   69510      69510      BC
17      17      BC2512  20250626  ...   69450      69160      BC
18      18      BC2601  20250626  ...   69570      69020      BC
19      19      BC2602  20250626  ...   69410      69410      BC
20      20      BC2603  20250626  ...   69290      69290      BC
21      21      BC2604  20250626  ...   69760      69760      BC
22      22      BC2605  20250626  ...   68610      68610      BC
23      23      BC2606  20250626  ...   68610      68610      BC
24      24      AL2507  20250626  ...   20510      20395      AL
25      25      AL2508  20250626  ...   20380      20295      AL
26      26      AL2509  20250626  ...   20305      20230      AL
27      27      AL2510  20250626  ...   20210      20145      AL
28      28      AL2511  20250626  ...   20110      20050      AL
29      29      AL2512  20250626  ...   20000      19940      AL
30      30      AL2601  20250626  ...   19940      19900      AL
31      31      AL2602  20250626  ...   19945      19885      AL
32      32      AL2603  20250626  ...   19935      19855      AL
33      33      AL2604  20250626  ...   19940      19890      AL
34      34      AL2605  20250626  ...   19935      19895      AL
35      35      AL2606  20250626  ...   19950      19895      AL
36      36      ZN2507  20250626  ...   22265      22125      ZN
37      37      ZN2508  20250626  ...   22155      21965      ZN
38      38      ZN2509  20250626  ...   22055      21870      ZN
39      39      ZN2510  20250626  ...   22000      21800      ZN
40      40      ZN2511  20250626  ...   21950      21740      ZN
41      41      ZN2512  20250626  ...   21905      21660      ZN
42      42      ZN2601  20250626  ...   21830      21585      ZN
43      43      ZN2602  20250626  ...   21795      21505      ZN
44      44      ZN2603  20250626  ...   21715      21485      ZN
45      45      ZN2604  20250626  ...   21630      21470      ZN
46      46      ZN2605  20250626  ...   21575      21455      ZN
47      47      ZN2606  20250626  ...   21625      21395      ZN
48      48      PB2507  20250626  ...   17185      17105      PB
49      49      PB2508  20250626  ...   17205      17120      PB
50      50      PB2509  20250626  ...   17215      17125      PB
51      51      PB2510  20250626  ...   17205      17110      PB
52      52      PB2511  20250626  ...   17180      17090      PB
53      53      PB2512  20250626  ...   17175      17100      PB
54      54      PB2601  20250626  ...   17175      17090      PB
55      55      PB2602  20250626  ...   17185      17110      PB
56      56      PB2603  20250626  ...   17175      17090      PB
57      57      PB2604  20250626  ...   17195      17140      PB
58      58      PB2605  20250626  ...   17155      16930      PB
59      59      PB2606  20250626  ...   17185      17105      PB
60      60      NI2507  20250626  ...  119540     117940      NI
61      61      NI2508  20250626  ...  119780     118080      NI
62      62      NI2509  20250626  ...  120030     118270      NI
63      63      NI2510  20250626  ...  120090     118430      NI
64      64      NI2511  20250626  ...  120320     118800      NI
65      65      NI2512  20250626  ...  120890     118940      NI
66      66      NI2601  20250626  ...  120790     119160      NI
67      67      NI2602  20250626  ...  120910     119150      NI
68      68      NI2603  20250626  ...  121070     119530      NI
69      69      NI2604  20250626  ...  121530     119690      NI
70      70      NI2605  20250626  ...  121700     120000      NI
71      71      NI2606  20250626  ...  121980     119750      NI
72      72      SN2507  20250626  ...  266610     262150      SN
73      73      SN2508  20250626  ...  266690     262240      SN
74      74      SN2509  20250626  ...  266570     262250      SN
75      75      SN2510  20250626  ...  266380     262160      SN
76      76      SN2511  20250626  ...  266380     262030      SN
77      77      SN2512  20250626  ...  266170     261760      SN
78      78      SN2601  20250626  ...  266410     262210      SN
79      79      SN2602  20250626  ...  266240     262600      SN
80      80      SN2603  20250626  ...  266410     263000      SN
81      81      SN2604  20250626  ...  266320     262830      SN
82      82      SN2605  20250626  ...  266480     261950      SN
83      83      SN2606  20250626  ...  265260     262250      SN
84      84      AO2507  20250626  ...    3028       3001      AO
85      85      AO2508  20250626  ...    2973       2942      AO
86      86      AO2509  20250626  ...    2935       2906      AO
87      87      AO2510  20250626  ...    2907       2879      AO
88      88      AO2511  20250626  ...    2899       2872      AO
89      89      AO2512  20250626  ...    2894       2864      AO
90      90      AO2601  20250626  ...    2883       2854      AO
91      91      AO2602  20250626  ...    2879       2847      AO
92      92      AO2603  20250626  ...    2868       2853      AO
93      93      AO2604  20250626  ...    2874       2853      AO
94      94      AO2605  20250626  ...    2869       2844      AO
95      95      AO2606  20250626  ...    2868       2841      AO
96      96      AD2511  20250626  ...   19690      19600      AD
97      97      AD2512  20250626  ...   19575      19495      AD
98      98      AD2601  20250626  ...   19465      19435      AD
99      99      AD2602  20250626  ...   19360      19315      AD
100    100      AD2603  20250626  ...   19310      19295      AD
101    101      AD2604  20250626  ...   19295      19265      AD
102    102      AD2605  20250626  ...   19300      19235      AD
103    103      AD2606  20250626  ...   19200      19200      AD
104    104      AU2507  20250626  ...  772.22     769.34      AU
105    105      AU2508  20250626  ...  773.16     769.98      AU
106    106      AU2509  20250626  ...  774.36     775.02      AU
107    107      AU2510  20250626  ...  775.18     771.82      AU
108    108      AU2512  20250626  ...     777     774.52      AU
109    109      AU2602  20250626  ...  779.46      777.5      AU
110    110      AU2604  20250626  ...  781.84     780.36      AU
111    111      AU2606  20250626  ...  783.32        782      AU
112    112      AG2507  20250626  ...    8742       8669      AG
113    113      AG2508  20250626  ...    8744       8649      AG
114    114      AG2509  20250626  ...    8756       8657      AG
115    115      AG2510  20250626  ...    8766       8670      AG
116    116      AG2511  20250626  ...    8782       8671      AG
117    117      AG2512  20250626  ...    8789       8690      AG
118    118      AG2601  20250626  ...    8806       8704      AG
119    119      AG2602  20250626  ...    8819       8717      AG
120    120      AG2603  20250626  ...    8825       8716      AG
121    121      AG2604  20250626  ...    8844       8728      AG
122    122      AG2605  20250626  ...    8853       8746      AG
123    123      AG2606  20250626  ...    8887       8766      AG
124    124      RB2507  20250626  ...    2985       2987      RB
125    125      RB2508  20250626  ...    2942       2941      RB
126    126      RB2509  20250626  ...    2937       2939      RB
127    127      RB2510  20250626  ...    2966       2970      RB
128    128      RB2511  20250626  ...    2970       2974      RB
129    129      RB2512  20250626  ...    2980       2980      RB
130    130      RB2601  20250626  ...    2971       2973      RB
131    131      RB2602  20250626  ...    2972       2978      RB
132    132      RB2603  20250626  ...    2971       2976      RB
133    133      RB2604  20250626  ...    2986       2985      RB
134    134      RB2605  20250626  ...    2973       2970      RB
135    135      RB2606  20250626  ...    2978       2975      RB
136    136      WR2507  20250626  ...    3338       3338      WR
137    137      WR2508  20250626  ...    3359       3359      WR
138    138      WR2509  20250626  ...    3241       3241      WR
139    139      WR2510  20250626  ...    3272       3273      WR
140    140      WR2511  20250626  ...    3361       3361      WR
141    141      WR2512  20250626  ...    3316       3316      WR
142    142      WR2601  20250626  ...    3327       3339      WR
143    143      WR2602  20250626  ...    3396       3396      WR
144    144      WR2603  20250626  ...    3387       3387      WR
145    145      WR2604  20250626  ...    3392       3392      WR
146    146      WR2605  20250626  ...    3369       3369      WR
147    147      WR2606  20250626  ...    3366       3379      WR
148    148      HC2507  20250626  ...    3126       3121      HC
149    149      HC2508  20250626  ...    3119       3119      HC
150    150      HC2509  20250626  ...    3103       3099      HC
151    151      HC2510  20250626  ...    3092       3091      HC
152    152      HC2511  20250626  ...    3091       3092      HC
153    153      HC2512  20250626  ...    3093       3100      HC
154    154      HC2601  20250626  ...    3092       3092      HC
155    155      HC2602  20250626  ...    3094       3103      HC
156    156      HC2603  20250626  ...    3103       3110      HC
157    157      HC2604  20250626  ...    3103       3106      HC
158    158      HC2605  20250626  ...    3087       3086      HC
159    159      HC2606  20250626  ...    3096       3096      HC
160    160      SS2507  20250626  ...   12570      12435      SS
161    161      SS2508  20250626  ...   12625      12490      SS
162    162      SS2509  20250626  ...   12570      12430      SS
163    163      SS2510  20250626  ...   12520      12360      SS
164    164      SS2511  20250626  ...   12520      12360      SS
165    165      SS2512  20250626  ...   12535      12375      SS
166    166      SS2601  20250626  ...   12555      12420      SS
167    167      SS2602  20250626  ...   12575      12475      SS
168    168      SS2603  20250626  ...   12615      12505      SS
169    169      SS2604  20250626  ...   12670      12520      SS
170    170      SS2605  20250626  ...   12685      12565      SS
171    171      SS2606  20250626  ...   12740      12615      SS
172    172      SC2507  20250626  ...   504.7      517.2      SC
173    173      SC2508  20250626  ...   505.4      508.7      SC
174    174      SC2509  20250626  ...   495.1      499.4      SC
175    175      SC2510  20250626  ...   489.4      493.3      SC
176    176      SC2511  20250626  ...   485.3      488.7      SC
177    177      SC2512  20250626  ...     482      485.4      SC
178    178      SC2601  20250626  ...   480.2      485.6      SC
179    179      SC2602  20250626  ...   479.6        481      SC
180    180      SC2603  20250626  ...   477.6      477.3      SC
181    181      SC2604  20250626  ...     479      474.2      SC
182    182      SC2605  20250626  ...   476.1      477.9      SC
183    183      SC2606  20250626  ...   475.7      476.9      SC
184    184      SC2609  20250626  ...   472.5      472.4      SC
185    185      SC2612  20250626  ...   470.6        475      SC
186    186      SC2703  20250626  ...   468.4        470      SC
187    187      SC2706  20250626  ...     474        478      SC
188    188      SC2709  20250626  ...   469.1      466.6      SC
189    189      SC2712  20250626  ...   465.8      467.7      SC
190    190      SC2803  20250626  ...   467.2      468.9      SC
191    191      SC2806  20250626  ...   465.6      468.1      SC
192    192      LU2507  20250626  ...    3774       3833      LU
193    193      LU2508  20250626  ...    3694       3686      LU
194    194      LU2509  20250626  ...    3623       3623      LU
195    195      LU2510  20250626  ...    3582       3584      LU
196    196      LU2511  20250626  ...    3553       3550      LU
197    197      LU2512  20250626  ...    3503       3517      LU
198    198      LU2601  20250626  ...    3497       3480      LU
199    199      LU2602  20250626  ...    3492       3458      LU
200    200      LU2603  20250626  ...    3458       3445      LU
201    201      LU2604  20250626  ...    3398       3386      LU
202    202      LU2605  20250626  ...    3428       3420      LU
203    203      LU2606  20250626  ...    3405       3405      LU
204    204      FU2507  20250626  ...    2967       2951      FU
205    205      FU2508  20250626  ...    2991       3011      FU
206    206      FU2509  20250626  ...    3004       3020      FU
207    207      FU2510  20250626  ...    2953       2971      FU
208    208      FU2511  20250626  ...    2911       2926      FU
209    209      FU2512  20250626  ...    2883       2901      FU
210    210      FU2601  20250626  ...    2856       2874      FU
211    211      FU2602  20250626  ...    2837       2854      FU
212    212      FU2603  20250626  ...    2826       2844      FU
213    213      FU2604  20250626  ...    2814       2829      FU
214    214      FU2605  20250626  ...    2802       2821      FU
215    215      FU2606  20250626  ...    2789       2808      FU
216    216      BU2507  20250626  ...    3569       3563      BU
217    217      BU2508  20250626  ...    3570       3567      BU
218    218      BU2509  20250626  ...    3562       3556      BU
219    219      BU2510  20250626  ...    3522       3516      BU
220    220      BU2511  20250626  ...    3466       3463      BU
221    221      BU2512  20250626  ...    3394       3393      BU
222    222      BU2601  20250626  ...    3361       3361      BU
223    223      BU2602  20250626  ...    3341       3345      BU
224    224      BU2603  20250626  ...    3320       3313      BU
225    225      BU2604  20250626  ...    3307       3300      BU
226    226      BU2605  20250626  ...    3304       3299      BU
227    227      BU2606  20250626  ...    3286       3272      BU
228    228      BU2609  20250626  ...    3295       3288      BU
229    229      BU2612  20250626  ...    3254       3252      BU
230    230      BU2703  20250626  ...    3243       3268      BU
231    231      BU2706  20250626  ...    3269       3259      BU
232    232      BR2507  20250626  ...   11225      11245      BR
233    233      BR2508  20250626  ...   11090      11065      BR
234    234      BR2509  20250626  ...   11020      10980      BR
235    235      BR2510  20250626  ...   10985      10935      BR
236    236      BR2511  20250626  ...   10930      10955      BR
237    237      BR2512  20250626  ...   10940      10955      BR
238    238      BR2601  20250626  ...   10925      10895      BR
239    239      BR2602  20250626  ...   10960      10895      BR
240    240      BR2603  20250626  ...   10925      10895      BR
241    241      BR2604  20250626  ...   10960      10885      BR
242    242      BR2605  20250626  ...   10945      10875      BR
243    243      BR2606  20250626  ...   10940      10945      BR
244    244      RU2507  20250626  ...   13835      13690      RU
245    245      RU2508  20250626  ...   13910      13720      RU
246    246      RU2509  20250626  ...   13885      13750      RU
247    247      RU2510  20250626  ...   13910      13765      RU
248    248      RU2511  20250626  ...   13920      13765      RU
249    249      RU2601  20250626  ...   14735      14605      RU
250    250      RU2603  20250626  ...   14705      14630      RU
251    251      RU2604  20250626  ...   14890      14615      RU
252    252      RU2605  20250626  ...   14765      14640      RU
253    253      RU2606  20250626  ...   14915      14915      RU
254    254      NR2507  20250626  ...   11935      11825      NR
255    255      NR2508  20250626  ...   11980      11840      NR
256    256      NR2509  20250626  ...   11975      11850      NR
257    257      NR2510  20250626  ...   11980      11850      NR
258    258      NR2511  20250626  ...   12040      11870      NR
259    259      NR2512  20250626  ...   12015      11890      NR
260    260      NR2601  20250626  ...   11990      11905      NR
261    261      NR2602  20250626  ...   12105      11920      NR
262    262      NR2603  20250626  ...   12135      11935      NR
263    263      NR2604  20250626  ...   12055      12070      NR
264    264      NR2605  20250626  ...   12210      11975      NR
265    265      NR2606  20250626  ...   12260      12025      NR
266    266      SP2507  20250626  ...    5062       5074      SP
267    267      SP2508  20250626  ...    5062       5086      SP
268    268      SP2509  20250626  ...    5070       5080      SP
269    269      SP2510  20250626  ...    5072       5088      SP
270    270      SP2511  20250626  ...    5058       5064      SP
271    271      SP2512  20250626  ...    5062       5070      SP
272    272      SP2601  20250626  ...    5284       5302      SP
273    273      SP2602  20250626  ...    5234       5252      SP
274    274      SP2603  20250626  ...    5236       5240      SP
275    275      SP2604  20250626  ...    5238       5248      SP
276    276      SP2605  20250626  ...    5236       5258      SP
277    277      SP2606  20250626  ...    5248       5274      SP
278    278      EC2506  20250626  ...  1885.8     1887.1      EC
279    279      EC2508  20250626  ...  1763.9     1738.3      EC
280    280      EC2510  20250626  ...  1314.5     1288.5      EC
281    281      EC2512  20250626  ...  1469.6     1430.2      EC
282    282      EC2602  20250626  ...    1296     1271.6      EC
283    283      EC2604  20250626  ...  1156.7       1131      EC
284    285  SC_TAS2508  20250626  ...                     SC_TAS
285    286  SC_TAS2509  20250626  ...                     SC_TAS
286    287  SC_TAS2510  20250626  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 16:26:01,629 - future_1d - INFO - ak.get_shfe_daily('2025-06-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250626     505  ...   504.7      517.2      SC
1       SC2508  20250626   506.7  ...   505.4      508.7      SC
2       SC2509  20250626     498  ...   495.1      499.4      SC
3       SC2510  20250626   491.5  ...   489.4      493.3      SC
4       SC2511  20250626   488.2  ...   485.3      488.7      SC
5       SC2512  20250626   485.1  ...     482      485.4      SC
6       SC2601  20250626   485.2  ...   480.2      485.6      SC
7       SC2602  20250626   480.3  ...   479.6        481      SC
8       SC2603  20250626   479.2  ...   477.6      477.3      SC
9       SC2604  20250626   477.1  ...     479      474.2      SC
10      SC2605  20250626   475.7  ...   476.1      477.9      SC
11      SC2606  20250626   484.3  ...   475.7      476.9      SC
12      SC2609  20250626   473.7  ...   472.5      472.4      SC
13      SC2612  20250626   470.7  ...   470.6        475      SC
14      SC2703  20250626     465  ...   468.4        470      SC
15      SC2706  20250626          ...     474        478      SC
16      SC2709  20250626     471  ...   469.1      466.6      SC
17      SC2712  20250626   465.8  ...   465.8      467.7      SC
18      SC2803  20250626   467.2  ...   467.2      468.9      SC
19      SC2806  20250626   465.1  ...   465.6      468.1      SC
21      LU2507  20250626    3832  ...    3774       3833      LU
22      LU2508  20250626    3697  ...    3694       3686      LU
23      LU2509  20250626    3624  ...    3623       3623      LU
24      LU2510  20250626    3596  ...    3582       3584      LU
25      LU2511  20250626    3558  ...    3553       3550      LU
26      LU2512  20250626    3515  ...    3503       3517      LU
27      LU2601  20250626    3492  ...    3497       3480      LU
28      LU2602  20250626    3492  ...    3492       3458      LU
29      LU2603  20250626    3466  ...    3458       3445      LU
30      LU2604  20250626          ...    3398       3386      LU
31      LU2605  20250626    3441  ...    3428       3420      LU
32      LU2606  20250626          ...    3405       3405      LU
34      NR2507  20250626   11775  ...   11935      11825      NR
35      NR2508  20250626   11810  ...   11980      11840      NR
36      NR2509  20250626   11870  ...   11975      11850      NR
37      NR2510  20250626   11835  ...   11980      11850      NR
38      NR2511  20250626   11835  ...   12040      11870      NR
39      NR2512  20250626   11890  ...   12015      11890      NR
40      NR2601  20250626   11875  ...   11990      11905      NR
41      NR2602  20250626   12090  ...   12105      11920      NR
42      NR2603  20250626   11930  ...   12135      11935      NR
43      NR2604  20250626   11945  ...   12055      12070      NR
44      NR2605  20250626   12210  ...   12210      11975      NR
45      NR2606  20250626          ...   12260      12025      NR
47      BC2507  20250626   70200  ...   70280      69940      BC
48      BC2508  20250626   70060  ...   70120      69740      BC
49      BC2509  20250626   69790  ...   69910      69620      BC
50      BC2510  20250626          ...   69820      69820      BC
51      BC2511  20250626          ...   69510      69510      BC
52      BC2512  20250626          ...   69450      69160      BC
53      BC2601  20250626   69570  ...   69570      69020      BC
54      BC2602  20250626          ...   69410      69410      BC
55      BC2603  20250626          ...   69290      69290      BC
56      BC2604  20250626          ...   69760      69760      BC
57      BC2605  20250626          ...   68610      68610      BC
58      BC2606  20250626          ...   68610      68610      BC
60      EC2506  20250626    1885  ...  1885.8     1887.1      EC
61      EC2508  20250626    1720  ...  1763.9     1738.3      EC
62      EC2510  20250626  1307.4  ...  1314.5     1288.5      EC
63      EC2512  20250626    1413  ...  1469.6     1430.2      EC
64      EC2602  20250626    1260  ...    1296     1271.6      EC
65      EC2604  20250626  1126.4  ...  1156.7       1131      EC
69  SC_TAS2508  20250626          ...                     SC_TAS
70  SC_TAS2509  20250626          ...                     SC_TAS
71  SC_TAS2510  20250626          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 16:26:01,705 - future_1d - INFO - ak.get_ine_daily('2025-06-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250626   4195.0  ...   4188.00     4208.00        A
1     a2509  20250626   4169.0  ...   4152.00     4186.00        A
2     a2511  20250626   4105.0  ...   4085.00     4114.00        A
3     a2601  20250626   4084.0  ...   4069.00     4094.00        A
4     a2603  20250626   4069.0  ...   4056.00     4080.00        A
5     a2605  20250626   4090.0  ...   4088.00     4113.00        A
6     b2507  20250626   3541.0  ...   3523.00     3549.00        B
7     b2508  20250626   3597.0  ...   3576.00     3614.00        B
8     b2509  20250626   3640.0  ...   3616.00     3661.00        B
9     b2510  20250626   3695.0  ...   3661.00     3702.00        B
10    b2511  20250626   3687.0  ...   3661.00     3705.00        B
11    b2512  20250626   3705.0  ...   3678.00     3709.00        B
12    b2601  20250626   3679.0  ...   3663.00     3694.00        B
13    b2602  20250626   3625.0  ...   3600.00     3642.00        B
14    b2603  20250626   3531.0  ...   3514.00     3545.00        B
15    b2604  20250626   3435.0  ...   3423.00     3445.00        B
16    b2605  20250626   3380.0  ...   3371.00     3393.00        B
17    b2606  20250626   3380.0  ...   3375.00     3392.00        B
18   bb2509  20250626    151.9  ...    152.75      153.15       BB
19   bb2511  20250626    152.0  ...    152.10      151.25       BB
20   bb2601  20250626      0.0  ...    169.30      168.40       BB
21   bb2603  20250626      0.0  ...    169.40      168.50       BB
22   bb2605  20250626      0.0  ...    169.40      168.50       BB
23    c2507  20250626   2356.0  ...   2355.00     2353.00        C
24    c2509  20250626   2377.0  ...   2379.00     2381.00        C
25    c2511  20250626   2311.0  ...   2318.00     2316.00        C
26    c2601  20250626   2270.0  ...   2273.00     2273.00        C
27    c2603  20250626   2268.0  ...   2266.00     2269.00        C
28    c2605  20250626   2300.0  ...   2298.00     2301.00        C
29   cs2507  20250626   2685.0  ...   2702.00     2687.00       CS
30   cs2509  20250626   2733.0  ...   2732.00     2737.00       CS
31   cs2511  20250626   2670.0  ...   2674.00     2674.00       CS
32   cs2601  20250626   2666.0  ...   2670.00     2670.00       CS
33   cs2603  20250626   2647.0  ...   2652.00     2653.00       CS
34   cs2605  20250626   2686.0  ...   2686.00     2688.00       CS
35   eb2507  20250626   7416.0  ...   7425.00     7365.00       EB
36   eb2508  20250626   7265.0  ...   7299.00     7248.00       EB
37   eb2509  20250626   7196.0  ...   7216.00     7172.00       EB
38   eb2510  20250626   7116.0  ...   7131.00     7105.00       EB
39   eb2511  20250626   7041.0  ...   7057.00     7043.00       EB
40   eb2512  20250626   7014.0  ...   7024.00     7017.00       EB
41   eb2601  20250626   7041.0  ...   7023.00     7002.00       EB
42   eb2602  20250626   7040.0  ...   7075.00     7000.00       EB
43   eb2603  20250626   7045.0  ...   7131.00     6997.00       EB
44   eb2604  20250626   7117.0  ...   7010.00     6987.00       EB
45   eb2605  20250626   7029.0  ...   7025.00     7001.00       EB
46   eb2606  20250626   6847.0  ...   6898.00     7001.00       EB
47   eg2507  20250626   4300.0  ...   4261.00     4272.00       EG
48   eg2508  20250626   4295.0  ...   4287.00     4304.00       EG
49   eg2509  20250626   4314.0  ...   4302.00     4319.00       EG
50   eg2510  20250626   4328.0  ...   4298.00     4317.00       EG
51   eg2511  20250626   4317.0  ...   4292.00     4311.00       EG
52   eg2512  20250626   4320.0  ...   4301.00     4317.00       EG
53   eg2601  20250626   4331.0  ...   4321.00     4331.00       EG
54   eg2602  20250626   4310.0  ...   4312.00     4336.00       EG
55   eg2603  20250626   4339.0  ...   4327.00     4339.00       EG
56   eg2604  20250626   4345.0  ...   4347.00     4348.00       EG
57   eg2605  20250626   4344.0  ...   4344.00     4337.00       EG
58   eg2606  20250626      0.0  ...   4337.00     4337.00       EG
59   fb2507  20250626      0.0  ...   1313.50     1313.50       FB
60   fb2508  20250626   1309.0  ...   1307.00     1304.50       FB
61   fb2509  20250626   1300.0  ...   1302.00     1300.50       FB
62   fb2510  20250626   1325.0  ...   1326.50     1324.00       FB
63   fb2511  20250626   1320.0  ...   1324.50     1320.50       FB
64   fb2512  20250626   1318.0  ...   1321.50     1319.50       FB
65   fb2601  20250626      0.0  ...   1309.00     1309.00       FB
66   fb2602  20250626      0.0  ...   1295.50     1295.50       FB
67   fb2603  20250626      0.0  ...   1313.50     1313.50       FB
68   fb2604  20250626      0.0  ...   1310.50     1310.50       FB
69   fb2605  20250626      0.0  ...   1292.50     1292.50       FB
70   fb2606  20250626      0.0  ...   1292.50     1292.50       FB
71    i2507  20250626    720.5  ...    720.50      719.50        I
72    i2508  20250626    711.0  ...    711.00      709.50        I
73    i2509  20250626    702.5  ...    702.50      701.00        I
74    i2510  20250626    696.5  ...    697.00      695.00        I
75    i2511  20250626    690.5  ...    691.00      688.50        I
76    i2512  20250626    684.0  ...    684.50      682.50        I
77    i2601  20250626    675.5  ...    677.00      674.50        I
78    i2602  20250626    674.0  ...    674.50      671.00        I
79    i2603  20250626    671.0  ...    673.00      669.00        I
80    i2604  20250626    667.5  ...    668.50      665.50        I
81    i2605  20250626    659.5  ...    660.00      658.50        I
82    i2606  20250626    654.5  ...    654.50      652.50        I
83    j2507  20250626   1322.5  ...   1322.50     1296.00        J
84    j2508  20250626   1351.5  ...   1355.00     1341.50        J
85    j2509  20250626   1387.0  ...   1386.50     1370.00        J
86    j2510  20250626   1405.5  ...   1405.00     1393.50        J
87    j2511  20250626   1417.0  ...   1419.00     1398.00        J
88    j2512  20250626   1423.5  ...   1425.50     1415.50        J
89    j2601  20250626   1427.0  ...   1425.00     1410.00        J
90    j2602  20250626   1427.5  ...   1430.50     1425.00        J
91    j2603  20250626   1429.5  ...   1433.00     1422.50        J
92    j2604  20250626      0.0  ...   1427.50     1417.50        J
93    j2605  20250626   1451.0  ...   1453.50     1440.50        J
94    j2606  20250626      0.0  ...   1444.00     1431.50        J
95   jd2507  20250626   2820.0  ...   2828.00     2847.00       JD
96   jd2508  20250626   3550.0  ...   3555.00     3565.00       JD
97   jd2509  20250626   3653.0  ...   3657.00     3654.00       JD
98   jd2510  20250626   3360.0  ...   3356.00     3365.00       JD
99   jd2511  20250626   3409.0  ...   3406.00     3419.00       JD
100  jd2512  20250626   3566.0  ...   3573.00     3569.00       JD
101  jd2601  20250626   3628.0  ...   3638.00     3619.00       JD
102  jd2602  20250626   3188.0  ...   3195.00     3187.00       JD
103  jd2603  20250626   3194.0  ...   3195.00     3190.00       JD
104  jd2604  20250626   3326.0  ...   3328.00     3321.00       JD
105  jd2605  20250626   3396.0  ...   3400.00     3396.00       JD
106  jd2606  20250626   3275.0  ...   3228.00     3396.00       JD
107  jm2507  20250626    792.5  ...    800.00      777.50       JM
108  jm2508  20250626    784.0  ...    788.00      774.50       JM
109  jm2509  20250626    804.0  ...    808.00      791.00       JM
110  jm2510  20250626    817.5  ...    820.50      805.50       JM
111  jm2511  20250626    828.0  ...    829.50      813.50       JM
112  jm2512  20250626    838.5  ...    840.50      823.50       JM
113  jm2601  20250626    845.0  ...    848.00      832.50       JM
114  jm2602  20250626    849.5  ...    852.00      841.00       JM
115  jm2603  20250626    858.0  ...    858.00      851.50       JM
116  jm2604  20250626    864.0  ...    864.50      857.50       JM
117  jm2605  20250626    873.5  ...    873.00      858.50       JM
118  jm2606  20250626    876.5  ...    886.50      869.00       JM
119   l2507  20250626   7327.0  ...   7349.00     7288.00        L
120   l2508  20250626   7254.0  ...   7296.00     7254.00        L
121   l2509  20250626   7261.0  ...   7289.00     7248.00        L
122   l2510  20250626   7232.0  ...   7252.00     7213.00        L
123   l2511  20250626   7229.0  ...   7250.00     7208.00        L
124   l2512  20250626   7227.0  ...   7245.00     7206.00        L
125   l2601  20250626   7219.0  ...   7245.00     7196.00        L
126   l2602  20250626   7212.0  ...   7212.00     7181.00        L
127   l2603  20250626      0.0  ...   7208.00     7172.00        L
128   l2604  20250626   7265.0  ...   7265.00     7193.00        L
129   l2605  20250626   7199.0  ...   7228.00     7175.00        L
130   l2606  20250626   7192.0  ...   7194.00     7185.00        L
131  lg2507  20250626    807.0  ...    816.00      806.50       LG
132  lg2509  20250626    799.0  ...    794.00      795.00       LG
133  lg2511  20250626    793.5  ...    790.50      794.00       LG
134  lg2601  20250626    794.5  ...    792.50      794.50       LG
135  lg2603  20250626    795.5  ...    795.00      794.00       LG
136  lg2605  20250626      0.0  ...    796.50      796.50       LG
137  lh2507  20250626  13620.0  ...  13630.00    13605.00       LH
138  lh2509  20250626  14010.0  ...  14025.00    13980.00       LH
139  lh2511  20250626  13470.0  ...  13470.00    13465.00       LH
140  lh2601  20250626  13560.0  ...  13560.00    13565.00       LH
141  lh2603  20250626  12780.0  ...  12775.00    12780.00       LH
142  lh2605  20250626  12995.0  ...  12975.00    12975.00       LH
143   m2507  20250626   2825.0  ...   2804.00     2851.00        M
144   m2508  20250626   2970.0  ...   2936.00     2991.00        M
145   m2509  20250626   2986.0  ...   2951.00     3009.00        M
146   m2511  20250626   3025.0  ...   2985.00     3043.00        M
147   m2512  20250626   3046.0  ...   3022.00     3060.00        M
148   m2601  20250626   3025.0  ...   2997.00     3045.00        M
149   m2603  20250626   2869.0  ...   2847.00     2881.00        M
150   m2605  20250626   2720.0  ...   2706.00     2729.00        M
151   p2507  20250626   8440.0  ...   8426.00     8440.00        P
152   p2508  20250626   8366.0  ...   8388.00     8366.00        P
153   p2509  20250626   8308.0  ...   8348.00     8324.00        P
154   p2510  20250626   8314.0  ...   8338.00     8300.00        P
155   p2511  20250626   8274.0  ...   8336.00     8298.00        P
156   p2512  20250626   8322.0  ...   8340.00     8300.00        P
157   p2601  20250626   8308.0  ...   8356.00     8322.00        P
158   p2602  20250626   8338.0  ...   8322.00     8296.00        P
159   p2603  20250626   8250.0  ...   8300.00     8256.00        P
160   p2604  20250626   8218.0  ...   8226.00     8244.00        P
161   p2605  20250626   8230.0  ...   8240.00     8212.00        P
162   p2606  20250626   8172.0  ...   8196.00     8186.00        P
163  pg2507  20250626   4237.0  ...   4265.00     4237.00       PG
164  pg2508  20250626   4225.0  ...   4253.00     4209.00       PG
165  pg2509  20250626   4139.0  ...   4148.00     4129.00       PG
166  pg2510  20250626   4515.0  ...   4514.00     4501.00       PG
167  pg2511  20250626   4423.0  ...   4423.00     4406.00       PG
168  pg2512  20250626   4341.0  ...   4344.00     4335.00       PG
169  pg2601  20250626   4247.0  ...   4267.00     4254.00       PG
170  pg2602  20250626   4170.0  ...   4191.00     4176.00       PG
171  pg2603  20250626   4066.0  ...   4079.00     4081.00       PG
172  pg2604  20250626   4372.0  ...   4376.00     4388.00       PG
173  pg2605  20250626   4280.0  ...   4283.00     4286.00       PG
174  pg2606  20250626      0.0  ...   4255.00     4286.00       PG
175  pp2507  20250626   7098.0  ...   7116.00     7098.00       PP
176  pp2508  20250626   7095.0  ...   7100.00     7081.00       PP
177  pp2509  20250626   7084.0  ...   7087.00     7070.00       PP
178  pp2510  20250626   7039.0  ...   7044.00     7033.00       PP
179  pp2511  20250626   7031.0  ...   7038.00     7028.00       PP
180  pp2512  20250626   7027.0  ...   7029.00     7024.00       PP
181  pp2601  20250626   7025.0  ...   7030.00     7016.00       PP
182  pp2602  20250626   6994.0  ...   6998.00     6993.00       PP
183  pp2603  20250626   6993.0  ...   6999.00     6988.00       PP
184  pp2604  20250626   7006.0  ...   7011.00     6991.00       PP
185  pp2605  20250626   7000.0  ...   7031.00     7000.00       PP
186  pp2606  20250626      0.0  ...   7079.00     7079.00       PP
187  rr2507  20250626   3636.0  ...   3593.00     3622.00       RR
188  rr2508  20250626   3576.0  ...   3587.00     3576.00       RR
189  rr2509  20250626   3589.0  ...   3596.00     3594.00       RR
190  rr2510  20250626   3586.0  ...   3590.00     3584.00       RR
191  rr2511  20250626   3588.0  ...   3589.00     3587.00       RR
192  rr2512  20250626   3598.0  ...   3601.00     3591.00       RR
193  rr2601  20250626   3595.0  ...   3604.00     3590.00       RR
194  rr2602  20250626   3605.0  ...   3605.00     3599.00       RR
195  rr2603  20250626   3600.0  ...   3600.00     3595.00       RR
196  rr2604  20250626      0.0  ...   3603.00     3603.00       RR
197  rr2605  20250626   3593.0  ...   3597.00     3596.00       RR
198  rr2606  20250626   3606.0  ...   3606.00     3606.00       RR
199   v2507  20250626   4782.0  ...   4794.00     4782.00        V
200   v2508  20250626   4827.0  ...   4829.00     4817.00        V
201   v2509  20250626   4853.0  ...   4863.00     4850.00        V
202   v2510  20250626   4886.0  ...   4886.00     4874.00        V
203   v2511  20250626   4906.0  ...   4902.00     4887.00        V
204   v2512  20250626   4922.0  ...   4920.00     4913.00        V
205   v2601  20250626   4944.0  ...   4938.00     4924.00        V
206   v2602  20250626   4967.0  ...   4955.00     4939.00        V
207   v2603  20250626   4973.0  ...   4965.00     4954.00        V
208   v2604  20250626   5072.0  ...   5045.00     5048.00        V
209   v2605  20250626   5080.0  ...   5073.00     5067.00        V
210   v2606  20250626   5096.0  ...   5087.00     5080.00        V
211   y2507  20250626   8076.0  ...   8104.00     8076.00        Y
212   y2508  20250626   8022.0  ...   8044.00     8020.00        Y
213   y2509  20250626   7956.0  ...   7982.00     7954.00        Y
214   y2511  20250626   7976.0  ...   7986.00     7962.00        Y
215   y2512  20250626   7982.0  ...   8012.00     7978.00        Y
216   y2601  20250626   7916.0  ...   7930.00     7906.00        Y
217   y2603  20250626   7776.0  ...   7778.00     7770.00        Y
218   y2605  20250626   7606.0  ...   7594.00     7614.00        Y

[219 rows x 12 columns]
2025-07-02 16:26:02,421 - future_1d - INFO - ak.get_dce_daily('2025-06-26') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250626   7691.0   7749.0  ...   358350.16   7728.0      7677.0       AP
1    AP511  20250626   7577.0   7584.0  ...     1052.08   7569.0      7520.0       AP
2    AP512  20250626   7594.0   7598.0  ...      197.22   7586.0      7552.0       AP
3    AP601  20250626   7580.0   7635.0  ...    12498.15   7616.0      7572.0       AP
4    AP603  20250626   7648.0   7648.0  ...      335.76   7631.0      7599.0       AP
5    AP604  20250626   7693.0   7693.0  ...       38.42   7684.0      7647.0       AP
6    AP605  20250626   7736.0   7763.0  ...      123.90   7744.0      7695.0       AP
7    CF507  20250626  13435.0  13505.0  ...    16299.83  13465.0     13385.0       CF
8    CF509  20250626  13635.0  13730.0  ...  1315653.53  13685.0     13615.0       CF
9    CF511  20250626  13570.0  13635.0  ...   104440.74  13590.0     13530.0       CF
10   CF601  20250626  13615.0  13695.0  ...   278558.06  13660.0     13610.0       CF
11   CF603  20250626  13595.0  13660.0  ...     1655.79  13630.0     13575.0       CF
12   CF605  20250626  13600.0  13670.0  ...     5071.59  13635.0     13570.0       CF
13   CJ507  20250626   9550.0   9610.0  ...     1875.64   9545.0      9425.0       CJ
14   CJ509  20250626   9690.0   9780.0  ...  1152276.16   9690.0      9570.0       CJ
15   CJ512  20250626  10630.0  10685.0  ...    23381.16  10585.0     10450.0       CJ
16   CJ601  20250626  10725.0  10815.0  ...   602265.75  10705.0     10550.0       CJ
17   CJ603  20250626  10895.0  10920.0  ...     9277.66  10840.0     10650.0       CJ
18   CJ605  20250626  11045.0  11100.0  ...    35144.75  11005.0     10855.0       CJ
19   CY507  20250626  19970.0  20005.0  ...      978.40  19965.0     19850.0       CY
20   CY508  20250626      0.0      0.0  ...        0.00  19555.0     19555.0       CY
21   CY509  20250626  20000.0  20135.0  ...   103466.43  20080.0     19935.0       CY
22   CY510  20250626      0.0      0.0  ...        0.00  19700.0     19560.0       CY
23   CY511  20250626  19900.0  19900.0  ...       29.85  19900.0     19830.0       CY
24   CY512  20250626      0.0      0.0  ...        0.00  19785.0     19785.0       CY
25   CY601  20250626  20040.0  20070.0  ...       90.15  20035.0     19935.0       CY
26   CY602  20250626      0.0      0.0  ...        0.00  19505.0     19455.0       CY
27   CY603  20250626      0.0      0.0  ...        0.00  19970.0     19845.0       CY
28   CY604  20250626      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250626  20050.0  20050.0  ...       10.03  20050.0     20055.0       CY
30   CY606  20250626      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250626    960.0    962.0  ...     6940.97    951.0       959.0       FG
32   FG508  20250626   1026.0   1033.0  ...    29287.82   1024.0      1024.0       FG
33   FG509  20250626   1015.0   1023.0  ...  2253256.67   1014.0      1012.0       FG
34   FG510  20250626   1039.0   1047.0  ...    21507.53   1040.0      1037.0       FG
35   FG511  20250626   1029.0   1035.0  ...    33695.67   1028.0      1025.0       FG
36   FG512  20250626   1082.0   1087.0  ...     1287.12   1082.0      1076.0       FG
37   FG601  20250626   1065.0   1074.0  ...   136489.63   1068.0      1063.0       FG
38   FG602  20250626   1097.0   1105.0  ...      283.98   1101.0      1096.0       FG
39   FG603  20250626   1095.0   1100.0  ...      331.27   1097.0      1089.0       FG
40   FG604  20250626   1115.0   1126.0  ...      266.61   1120.0      1118.0       FG
41   FG605  20250626   1107.0   1116.0  ...     1941.76   1111.0      1103.0       FG
42   FG606  20250626   1129.0   1131.0  ...       83.34   1126.0      1117.0       FG
43   JR507  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250626   2437.0   2460.0  ...     1002.59   2439.0      2431.0       MA
54   MA508  20250626   2404.0   2446.0  ...    69225.07   2423.0      2405.0       MA
55   MA509  20250626   2384.0   2429.0  ...  3893299.10   2402.0      2388.0       MA
56   MA510  20250626   2396.0   2433.0  ...    39181.64   2407.0      2395.0       MA
57   MA511  20250626   2399.0   2435.0  ...    50267.84   2411.0      2398.0       MA
58   MA512  20250626   2416.0   2442.0  ...      220.50   2423.0      2418.0       MA
59   MA601  20250626   2410.0   2440.0  ...   253429.26   2424.0      2412.0       MA
60   MA602  20250626   2390.0   2405.0  ...       26.33   2394.0      2387.0       MA
61   MA603  20250626   2375.0   2417.0  ...       55.03   2393.0      2385.0       MA
62   MA604  20250626   2361.0   2390.0  ...       23.71   2371.0      2360.0       MA
63   MA605  20250626   2325.0   2342.0  ...     3679.70   2327.0      2323.0       MA
64   MA606  20250626   2345.0   2348.0  ...      145.25   2343.0      2338.0       MA
65   OI507  20250626   9576.0   9614.0  ...     6703.04   9576.0      9624.0       OI
66   OI509  20250626   9450.0   9492.0  ...  2847106.69   9458.0      9510.0       OI
67   OI511  20250626   9446.0   9468.0  ...    98790.05   9434.0      9485.0       OI
68   OI601  20250626   9378.0   9419.0  ...   206910.18   9382.0      9423.0       OI
69   OI603  20250626   9319.0   9367.0  ...     1687.56   9324.0      9368.0       OI
70   OI605  20250626   9217.0   9272.0  ...     2214.62   9228.0      9257.0       OI
71   PF507  20250626   6700.0   6712.0  ...     6898.76   6670.0      6686.0       PF
72   PF508  20250626   6588.0   6618.0  ...   411622.26   6576.0      6592.0       PF
73   PF509  20250626   6468.0   6496.0  ...   182260.93   6460.0      6476.0       PF
74   PF510  20250626   6486.0   6494.0  ...    46526.82   6460.0      6482.0       PF
75   PF511  20250626   6440.0   6444.0  ...    32487.49   6410.0      6438.0       PF
76   PF512  20250626   6386.0   6408.0  ...      973.01   6380.0      6408.0       PF
77   PF601  20250626   6424.0   6424.0  ...      868.94   6390.0      6420.0       PF
78   PF602  20250626   6422.0   6422.0  ...       28.76   6390.0      6412.0       PF
79   PF603  20250626   6386.0   6404.0  ...       19.16   6388.0      6414.0       PF
80   PF604  20250626   6388.0   6388.0  ...        3.19   6388.0      6418.0       PF
81   PF605  20250626   6384.0   6404.0  ...       15.98   6392.0      6420.0       PF
82   PF606  20250626      0.0      0.0  ...        0.00   6384.0      6412.0       PF
83   PK510  20250626   8238.0   8238.0  ...   241626.37   8180.0      8246.0       PK
84   PK511  20250626   8018.0   8018.0  ...    77791.61   7948.0      8020.0       PK
85   PK512  20250626   7968.0   7974.0  ...     1759.24   7960.0      8002.0       PK
86   PK601  20250626   7996.0   7996.0  ...     6963.14   7968.0      8010.0       PK
87   PK603  20250626   7976.0   7990.0  ...      223.24   7974.0      8010.0       PK
88   PK604  20250626   7982.0   7982.0  ...      398.50   7970.0      8006.0       PK
89   PK605  20250626   7990.0   7990.0  ...     1040.30   7972.0      8006.0       PK
90   PM507  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250626   6034.0   6054.0  ...     9747.83   6024.0      6044.0       PR
97   PR508  20250626   6026.0   6040.0  ...   104522.36   6006.0      6026.0       PR
98   PR509  20250626   5948.0   5968.0  ...   540214.73   5936.0      5954.0       PR
99   PR510  20250626   5912.0   5926.0  ...   223336.02   5894.0      5916.0       PR
100  PR511  20250626   5854.0   5876.0  ...     1423.34   5858.0      5860.0       PR
101  PR512  20250626   5846.0   5860.0  ...       78.95   5848.0      5850.0       PR
102  PR601  20250626   5844.0   5860.0  ...     3274.31   5838.0      5844.0       PR
103  PR602  20250626      0.0      0.0  ...        0.00   5876.0      5884.0       PR
104  PR603  20250626   5870.0   5870.0  ...        8.81   5870.0      5886.0       PR
105  PR604  20250626      0.0      0.0  ...        0.00   5876.0      5902.0       PR
106  PR605  20250626   5870.0   5870.0  ...       26.40   5868.0      5872.0       PR
107  PR606  20250626   5848.0   5848.0  ...        8.77   5848.0      5824.0       PR
108  PX507  20250626   6878.0   6904.0  ...     3550.03   6848.0      6952.0       PX
109  PX508  20250626   6856.0   6920.0  ...   158452.84   6802.0      6850.0       PX
110  PX509  20250626   6716.0   6748.0  ...   973999.17   6710.0      6752.0       PX
111  PX510  20250626   6648.0   6664.0  ...    68787.59   6626.0      6660.0       PX
112  PX511  20250626   6582.0   6620.0  ...   107568.07   6580.0      6604.0       PX
113  PX512  20250626      0.0      0.0  ...        0.00   6568.0      6574.0       PX
114  PX601  20250626   6528.0   6556.0  ...    64639.41   6512.0      6534.0       PX
115  PX602  20250626   6482.0   6482.0  ...        9.72   6482.0      6508.0       PX
116  PX603  20250626      0.0      0.0  ...        0.00   6502.0      6502.0       PX
117  PX604  20250626      0.0      0.0  ...        0.00   6482.0      6482.0       PX
118  PX605  20250626   6466.0   6506.0  ...       67.93   6470.0      6482.0       PX
119  PX606  20250626   6460.0   6460.0  ...        6.45   6454.0      6482.0       PX
120  RI507  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250626   2472.0   2472.0  ...    40815.02   2440.0      2514.0       RM
127  RM508  20250626   2596.0   2598.0  ...    25942.60   2556.0      2625.0       RM
128  RM509  20250626   2586.0   2588.0  ...  1746127.11   2548.0      2620.0       RM
129  RM511  20250626   2424.0   2437.0  ...    11924.38   2417.0      2448.0       RM
130  RM601  20250626   2327.0   2331.0  ...   259737.76   2308.0      2341.0       RM
131  RM603  20250626   2314.0   2314.0  ...    30450.00   2293.0      2326.0       RM
132  RM605  20250626   2344.0   2344.0  ...    25020.62   2327.0      2352.0       RM
133  RS507  20250626   4995.0   5000.0  ...      153.96   4967.0      4989.0       RS
134  RS508  20250626   5191.0   5191.0  ...       10.38   5191.0      5102.0       RS
135  RS509  20250626   5177.0   5230.0  ...      114.65   5211.0      5165.0       RS
136  RS511  20250626      0.0      0.0  ...        0.00   5260.0      5260.0       RS
137  SA507  20250626   1159.0   1165.0  ...     4257.47   1162.0      1152.0       SA
138  SA508  20250626   1170.0   1182.0  ...     9398.88   1177.0      1166.0       SA
139  SA509  20250626   1164.0   1180.0  ...  2590049.22   1172.0      1160.0       SA
140  SA510  20250626   1179.0   1191.0  ...     5382.62   1188.0      1177.0       SA
141  SA511  20250626   1178.0   1186.0  ...     3516.09   1181.0      1171.0       SA
142  SA512  20250626   1184.0   1195.0  ...     2136.56   1191.0      1179.0       SA
143  SA601  20250626   1160.0   1172.0  ...   376143.80   1166.0      1154.0       SA
144  SA602  20250626   1186.0   1197.0  ...     1030.00   1192.0      1180.0       SA
145  SA603  20250626   1182.0   1196.0  ...     1286.34   1189.0      1179.0       SA
146  SA604  20250626   1207.0   1217.0  ...      608.43   1212.0      1206.0       SA
147  SA605  20250626   1196.0   1208.0  ...     8130.60   1202.0      1197.0       SA
148  SA606  20250626   1210.0   1218.0  ...      189.45   1214.0      1206.0       SA
149  SF507  20250626   5544.0   5618.0  ...    20188.03   5550.0      5524.0       SF
150  SF508  20250626   5404.0   5442.0  ...    65039.75   5412.0      5368.0       SF
151  SF509  20250626   5366.0   5410.0  ...   532018.97   5380.0      5332.0       SF
152  SF510  20250626   5292.0   5324.0  ...    82720.57   5292.0      5238.0       SF
153  SF511  20250626   5392.0   5450.0  ...   117956.04   5416.0      5360.0       SF
154  SF512  20250626   5364.0   5396.0  ...       77.75   5362.0      5318.0       SF
155  SF601  20250626   5344.0   5368.0  ...     7088.96   5344.0      5290.0       SF
156  SF602  20250626   5266.0   5300.0  ...      321.90   5278.0      5212.0       SF
157  SF603  20250626   5390.0   5392.0  ...        8.08   5386.0      5352.0       SF
158  SF604  20250626   5376.0   5376.0  ...        5.37   5374.0      5336.0       SF
159  SF605  20250626   5358.0   5388.0  ...       83.11   5362.0      5332.0       SF
160  SF606  20250626   5294.0   5320.0  ...       23.84   5298.0      5244.0       SF
161  SH507  20250626   2345.0   2394.0  ...     7476.57   2380.0      2344.0       SH
162  SH508  20250626   2260.0   2296.0  ...   198267.41   2280.0      2255.0       SH
163  SH509  20250626   2276.0   2315.0  ...  2971881.55   2299.0      2272.0       SH
164  SH510  20250626   2316.0   2356.0  ...   215865.59   2340.0      2311.0       SH
165  SH511  20250626   2304.0   2343.0  ...   165376.03   2329.0      2303.0       SH
166  SH512  20250626   2319.0   2340.0  ...     3102.79   2329.0      2306.0       SH
167  SH601  20250626   2275.0   2302.0  ...    61503.47   2291.0      2269.0       SH
168  SH602  20250626   2308.0   2314.0  ...      297.24   2304.0      2290.0       SH
169  SH603  20250626   2314.0   2319.0  ...      291.32   2312.0      2299.0       SH
170  SH604  20250626   2354.0   2362.0  ...      134.09   2352.0      2341.0       SH
171  SH605  20250626   2341.0   2363.0  ...     2713.13   2349.0      2338.0       SH
172  SH606  20250626   2348.0   2371.0  ...      113.39   2362.0      2358.0       SH
173  SM507  20250626   5632.0   5690.0  ...     3817.10   5642.0      5600.0       SM
174  SM508  20250626   5652.0   5700.0  ...    67673.27   5658.0      5614.0       SM
175  SM509  20250626   5660.0   5704.0  ...   755129.86   5664.0      5622.0       SM
176  SM510  20250626   5590.0   5668.0  ...    32125.33   5628.0      5584.0       SM
177  SM511  20250626   5716.0   5750.0  ...    54438.87   5712.0      5674.0       SM
178  SM512  20250626   5702.0   5736.0  ...       51.39   5710.0      5656.0       SM
179  SM601  20250626   5678.0   5722.0  ...    29900.14   5694.0      5650.0       SM
180  SM602  20250626   5708.0   5726.0  ...      105.39   5698.0      5644.0       SM
181  SM603  20250626   5724.0   5730.0  ...       25.75   5722.0      5642.0       SM
182  SM604  20250626   5730.0   5732.0  ...       45.77   5722.0      5648.0       SM
183  SM605  20250626   5702.0   5734.0  ...      162.58   5704.0      5678.0       SM
184  SM606  20250626   5702.0   5714.0  ...       19.99   5710.0      5694.0       SM
185  SR507  20250626   5782.0   5802.0  ...     6635.80   5790.0      5747.0       SR
186  SR509  20250626   5760.0   5796.0  ...  1265557.21   5779.0      5727.0       SR
187  SR511  20250626   5633.0   5676.0  ...   111541.92   5656.0      5607.0       SR
188  SR601  20250626   5580.0   5608.0  ...   152174.70   5595.0      5561.0       SR
189  SR603  20250626   5563.0   5583.0  ...     1487.12   5570.0      5543.0       SR
190  SR605  20250626   5538.0   5563.0  ...     9271.23   5552.0      5512.0       SR
191  TA507  20250626   5012.0   5016.0  ...    18627.72   4974.0      5014.0       TA
192  TA508  20250626   4902.0   4918.0  ...    97327.93   4884.0      4912.0       TA
193  TA509  20250626   4774.0   4794.0  ...  2524428.88   4762.0      4780.0       TA
194  TA510  20250626   4676.0   4700.0  ...    61567.57   4676.0      4684.0       TA
195  TA511  20250626   4652.0   4660.0  ...    49187.93   4640.0      4648.0       TA
196  TA512  20250626   4614.0   4628.0  ...       62.20   4608.0      4622.0       TA
197  TA601  20250626   4600.0   4614.0  ...   409166.87   4588.0      4602.0       TA
198  TA602  20250626   4580.0   4612.0  ...       73.50   4594.0      4606.0       TA
199  TA603  20250626   4592.0   4610.0  ...       80.39   4594.0      4606.0       TA
200  TA604  20250626   4592.0   4612.0  ...       13.82   4606.0      4616.0       TA
201  TA605  20250626   4620.0   4624.0  ...     1401.92   4604.0      4616.0       TA
202  TA606  20250626   4602.0   4602.0  ...        4.60   4598.0      4614.0       TA
203  UR507  20250626   1781.0   1781.0  ...      150.66   1752.0      1748.0       UR
204  UR508  20250626   1753.0   1753.0  ...     1286.65   1739.0      1739.0       UR
205  UR509  20250626   1738.0   1741.0  ...  1853143.17   1720.0      1721.0       UR
206  UR510  20250626   1724.0   1724.0  ...     1252.20   1706.0      1711.0       UR
207  UR511  20250626   1719.0   1729.0  ...       92.49   1713.0      1718.0       UR
208  UR512  20250626   1705.0   1717.0  ...       13.63   1704.0      1715.0       UR
209  UR601  20250626   1693.0   1697.0  ...   104446.29   1683.0      1678.0       UR
210  UR602  20250626   1693.0   1693.0  ...     1204.91   1678.0      1678.0       UR
211  UR603  20250626   1706.0   1719.0  ...      102.28   1705.0      1711.0       UR
212  UR604  20250626   1699.0   1709.0  ...      149.52   1699.0      1708.0       UR
213  UR605  20250626   1705.0   1705.0  ...     4102.15   1692.0      1695.0       UR
214  UR606  20250626   1691.0   1692.0  ...       80.83   1684.0      1689.0       UR
215  WH507  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:26:02,686 - future_1d - INFO - ak.get_czce_daily('2025-06-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250626  5827.000  ...  5813.400    5826.000       IC
1   IC2508  20250626  5797.200  ...  5774.000    5789.400       IC
2   IC2509  20250626  5749.800  ...  5731.800    5742.000       IC
3   IC2512  20250626  5632.600  ...  5618.800    5625.800       IC
4   IF2507  20250626  3928.600  ...  3923.000    3928.600       IF
5   IF2508  20250626  3919.200  ...  3910.600    3918.600       IF
6   IF2509  20250626  3915.200  ...  3905.600    3913.200       IF
7   IF2512  20250626  3889.800  ...  3874.200    3882.000       IF
8   IH2507  20250626  2720.400  ...  2715.200    2716.800       IH
9   IH2508  20250626  2715.200  ...  2710.800    2714.600       IH
10  IH2509  20250626  2716.000  ...  2711.800    2715.400       IH
11  IH2512  20250626  2717.400  ...  2712.200    2715.200       IH
12  IM2507  20250626  6227.200  ...  6218.000    6227.800       IM
13  IM2508  20250626  6165.400  ...  6163.800    6170.600       IM
14  IM2509  20250626  6105.000  ...  6104.800    6101.400       IM
15  IM2512  20250626  5948.200  ...  5941.600    5930.800       IM
16   T2509  20250626   108.995  ...   108.950     108.975        T
17   T2512  20250626   108.995  ...   108.975     109.005        T
18   T2603  20250626   108.985  ...   108.950     108.975        T
19  TF2509  20250626   106.205  ...   106.160     106.175       TF
20  TF2512  20250626   106.295  ...   106.240     106.250       TF
21  TF2603  20250626   106.315  ...   106.265     106.285       TF
22  TL2509  20250626   120.750  ...   120.680     120.600       TL
23  TL2512  20250626   120.620  ...   120.530     120.480       TL
24  TL2603  20250626   120.450  ...   120.340     120.300       TL
25  TS2509  20250626   102.510  ...   102.508     102.506       TS
26  TS2512  20250626   102.654  ...   102.644     102.644       TS
27  TS2603  20250626   102.742  ...   102.736     102.738       TS

[28 rows x 12 columns]
2025-07-02 16:26:03,004 - future_1d - INFO - ak.get_cffex_daily('2025-06-26') done
2025-07-02 16:26:04,770 - future_1d - INFO - save future_daily 2025-06-26 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250627  32600.0  ...  32500.0     32035.0       PS
1   PS2508  20250627  32000.0  ...  32075.0     31425.0       PS
2   PS2509  20250627  31320.0  ...  31520.0     30900.0       PS
3   PS2510  20250627  31190.0  ...  31575.0     30725.0       PS
4   PS2511  20250627  31200.0  ...  31300.0     30505.0       PS
5   PS2512  20250627  32665.0  ...  33145.0     32480.0       PS
6   PS2601  20250627  32655.0  ...  32920.0     32225.0       PS
7   PS2602  20250627  32950.0  ...  32555.0     32070.0       PS
8   PS2603  20250627  32865.0  ...  32895.0     32020.0       PS
9   PS2604  20250627  32875.0  ...  32725.0     32060.0       PS
10  PS2605  20250627  32340.0  ...  32545.0     32020.0       PS
11  PS2606  20250627  34460.0  ...  34115.0     33625.0       PS
13  SI2507  20250627   7760.0  ...   7830.0      7730.0       SI
14  SI2508  20250627   7840.0  ...   7810.0      7720.0       SI
15  SI2509  20250627   7780.0  ...   7830.0      7720.0       SI
16  SI2510  20250627   7800.0  ...   7755.0      7670.0       SI
17  SI2511  20250627   7750.0  ...   7770.0      7660.0       SI
18  SI2512  20250627   7980.0  ...   8010.0      7890.0       SI
19  SI2601  20250627   7865.0  ...   7950.0      7835.0       SI
20  SI2602  20250627   7885.0  ...   7955.0      7815.0       SI
21  SI2603  20250627   7860.0  ...   7935.0      7795.0       SI
22  SI2604  20250627   7885.0  ...   7910.0      7780.0       SI
23  SI2605  20250627   7865.0  ...   7910.0      7765.0       SI
24  SI2606  20250627   7880.0  ...   7895.0      7780.0       SI
27  LC2507  20250627  62380.0  ...  62620.0     61380.0       LC
28  LC2508  20250627  62240.0  ...  62820.0     61460.0       LC
29  LC2509  20250627  62000.0  ...  62740.0     61260.0       LC
30  LC2510  20250627  61960.0  ...  62640.0     61220.0       LC
31  LC2511  20250627  61980.0  ...  62460.0     61100.0       LC
32  LC2512  20250627  61840.0  ...  62840.0     61400.0       LC
33  LC2601  20250627  61960.0  ...  62940.0     61440.0       LC
34  LC2602  20250627  61980.0  ...  62900.0     61400.0       LC
35  LC2603  20250627  62000.0  ...  62880.0     61440.0       LC
36  LC2604  20250627  62800.0  ...  63480.0     61960.0       LC
37  LC2605  20250627  62860.0  ...  63600.0     62060.0       LC
38  LC2606  20250627  62900.0  ...  63780.0     62060.0       LC

[36 rows x 12 columns]
2025-07-02 16:26:11,867 - future_1d - INFO - ak.get_gfex_daily('2025-06-27') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250627  ...   79890      78860      CU
1        1      CU2508  20250627  ...   79740      78740      CU
2        2      CU2509  20250627  ...   79590      78560      CU
3        3      CU2510  20250627  ...   79370      78380      CU
4        4      CU2511  20250627  ...   79190      78220      CU
5        5      CU2512  20250627  ...   78940      77950      CU
6        6      CU2601  20250627  ...   78750      77820      CU
7        7      CU2602  20250627  ...   78640      77640      CU
8        8      CU2603  20250627  ...   78480      77510      CU
9        9      CU2604  20250627  ...   78380      77440      CU
10      10      CU2605  20250627  ...   78320      77420      CU
11      11      CU2606  20250627  ...   78260      77380      CU
12      12      BC2507  20250627  ...   71170      70280      BC
13      13      BC2508  20250627  ...   71090      70120      BC
14      14      BC2509  20250627  ...   70850      69910      BC
15      15      BC2510  20250627  ...   70600      69820      BC
16      16      BC2511  20250627  ...   69510      69510      BC
17      17      BC2512  20250627  ...   69450      69450      BC
18      18      BC2601  20250627  ...   69570      69570      BC
19      19      BC2602  20250627  ...   69410      69410      BC
20      20      BC2603  20250627  ...   69290      69290      BC
21      21      BC2604  20250627  ...   69760      69760      BC
22      22      BC2605  20250627  ...   68610      68610      BC
23      23      BC2606  20250627  ...   68610      68610      BC
24      24      AL2507  20250627  ...   20740      20510      AL
25      25      AL2508  20250627  ...   20575      20380      AL
26      26      AL2509  20250627  ...   20485      20305      AL
27      27      AL2510  20250627  ...   20400      20210      AL
28      28      AL2511  20250627  ...   20275      20110      AL
29      29      AL2512  20250627  ...   20145      20000      AL
30      30      AL2601  20250627  ...   20090      19940      AL
31      31      AL2602  20250627  ...   20070      19945      AL
32      32      AL2603  20250627  ...   20055      19935      AL
33      33      AL2604  20250627  ...   20050      19940      AL
34      34      AL2605  20250627  ...   20070      19935      AL
35      35      AL2606  20250627  ...   20055      19950      AL
36      36      ZN2507  20250627  ...   22510      22265      ZN
37      37      ZN2508  20250627  ...   22425      22155      ZN
38      38      ZN2509  20250627  ...   22345      22055      ZN
39      39      ZN2510  20250627  ...   22285      22000      ZN
40      40      ZN2511  20250627  ...   22200      21950      ZN
41      41      ZN2512  20250627  ...   22110      21905      ZN
42      42      ZN2601  20250627  ...   22045      21830      ZN
43      43      ZN2602  20250627  ...   21985      21795      ZN
44      44      ZN2603  20250627  ...   21970      21715      ZN
45      45      ZN2604  20250627  ...   21965      21630      ZN
46      46      ZN2605  20250627  ...   21940      21575      ZN
47      47      ZN2606  20250627  ...   21885      21625      ZN
48      48      PB2507  20250627  ...   17155      17185      PB
49      49      PB2508  20250627  ...   17195      17205      PB
50      50      PB2509  20250627  ...   17210      17215      PB
51      51      PB2510  20250627  ...   17225      17205      PB
52      52      PB2511  20250627  ...   17205      17180      PB
53      53      PB2512  20250627  ...   17210      17175      PB
54      54      PB2601  20250627  ...   17195      17175      PB
55      55      PB2602  20250627  ...   17200      17185      PB
56      56      PB2603  20250627  ...   17225      17175      PB
57      57      PB2604  20250627  ...   17165      17195      PB
58      58      PB2605  20250627  ...   17155      17155      PB
59      59      PB2606  20250627  ...   17185      17185      PB
60      60      NI2507  20250627  ...  120500     119540      NI
61      61      NI2508  20250627  ...  120630     119780      NI
62      62      NI2509  20250627  ...  120740     120030      NI
63      63      NI2510  20250627  ...  120850     120090      NI
64      64      NI2511  20250627  ...  121070     120320      NI
65      65      NI2512  20250627  ...  121260     120890      NI
66      66      NI2601  20250627  ...  121460     120790      NI
67      67      NI2602  20250627  ...  121640     120910      NI
68      68      NI2603  20250627  ...  121870     121070      NI
69      69      NI2604  20250627  ...  122200     121530      NI
70      70      NI2605  20250627  ...  122300     121700      NI
71      71      NI2606  20250627  ...  122640     121980      NI
72      72      SN2507  20250627  ...  269490     266610      SN
73      73      SN2508  20250627  ...  269730     266690      SN
74      74      SN2509  20250627  ...  269500     266570      SN
75      75      SN2510  20250627  ...  269350     266380      SN
76      76      SN2511  20250627  ...  269020     266380      SN
77      77      SN2512  20250627  ...  267930     266170      SN
78      78      SN2601  20250627  ...  269060     266410      SN
79      79      SN2602  20250627  ...  269180     266240      SN
80      80      SN2603  20250627  ...  269160     266410      SN
81      81      SN2604  20250627  ...  268950     266320      SN
82      82      SN2605  20250627  ...  268090     266480      SN
83      83      SN2606  20250627  ...  267450     265260      SN
84      84      AO2507  20250627  ...    3075       3028      AO
85      85      AO2508  20250627  ...    3010       2973      AO
86      86      AO2509  20250627  ...    2978       2935      AO
87      87      AO2510  20250627  ...    2951       2907      AO
88      88      AO2511  20250627  ...    2942       2899      AO
89      89      AO2512  20250627  ...    2935       2894      AO
90      90      AO2601  20250627  ...    2924       2883      AO
91      91      AO2602  20250627  ...    2928       2879      AO
92      92      AO2603  20250627  ...    2906       2868      AO
93      93      AO2604  20250627  ...    2906       2874      AO
94      94      AO2605  20250627  ...    2909       2869      AO
95      95      AO2606  20250627  ...    2903       2868      AO
96      96      AD2511  20250627  ...   19805      19690      AD
97      97      AD2512  20250627  ...   19700      19575      AD
98      98      AD2601  20250627  ...   19610      19465      AD
99      99      AD2602  20250627  ...   19535      19360      AD
100    100      AD2603  20250627  ...   19435      19310      AD
101    101      AD2604  20250627  ...   19360      19295      AD
102    102      AD2605  20250627  ...   19425      19300      AD
103    103      AD2606  20250627  ...   19415      19200      AD
104    104      AU2507  20250627  ...  769.52     772.22      AU
105    105      AU2508  20250627  ...  770.14     773.16      AU
106    106      AU2509  20250627  ...  771.26     774.36      AU
107    107      AU2510  20250627  ...  772.44     775.18      AU
108    108      AU2512  20250627  ...  773.94        777      AU
109    109      AU2602  20250627  ...   775.9     779.46      AU
110    110      AU2604  20250627  ...  778.04     781.84      AU
111    111      AU2606  20250627  ...  779.02     783.32      AU
112    112      AG2507  20250627  ...    8799       8742      AG
113    113      AG2508  20250627  ...    8810       8744      AG
114    114      AG2509  20250627  ...    8820       8756      AG
115    115      AG2510  20250627  ...    8831       8766      AG
116    116      AG2511  20250627  ...    8838       8782      AG
117    117      AG2512  20250627  ...    8849       8789      AG
118    118      AG2601  20250627  ...    8861       8806      AG
119    119      AG2602  20250627  ...    8873       8819      AG
120    120      AG2603  20250627  ...    8884       8825      AG
121    121      AG2604  20250627  ...    8897       8844      AG
122    122      AG2605  20250627  ...    8910       8853      AG
123    123      AG2606  20250627  ...    8926       8887      AG
124    124      RB2507  20250627  ...    2994       2985      RB
125    125      RB2508  20250627  ...    2958       2942      RB
126    126      RB2509  20250627  ...    2958       2937      RB
127    127      RB2510  20250627  ...    2990       2966      RB
128    128      RB2511  20250627  ...    2996       2970      RB
129    129      RB2512  20250627  ...    3007       2980      RB
130    130      RB2601  20250627  ...    2997       2971      RB
131    131      RB2602  20250627  ...    2990       2972      RB
132    132      RB2603  20250627  ...    2991       2971      RB
133    133      RB2604  20250627  ...    3010       2986      RB
134    134      RB2605  20250627  ...    3001       2973      RB
135    135      RB2606  20250627  ...    2997       2978      RB
136    136      WR2507  20250627  ...    3338       3338      WR
137    137      WR2508  20250627  ...    3359       3359      WR
138    138      WR2509  20250627  ...    3241       3241      WR
139    139      WR2510  20250627  ...    3322       3272      WR
140    140      WR2511  20250627  ...    3361       3361      WR
141    141      WR2512  20250627  ...    3316       3316      WR
142    142      WR2601  20250627  ...    3330       3327      WR
143    143      WR2602  20250627  ...    3396       3396      WR
144    144      WR2603  20250627  ...    3387       3387      WR
145    145      WR2604  20250627  ...    3392       3392      WR
146    146      WR2605  20250627  ...    3369       3369      WR
147    147      WR2606  20250627  ...    3366       3366      WR
148    148      HC2507  20250627  ...    3143       3126      HC
149    149      HC2508  20250627  ...    3139       3119      HC
150    150      HC2509  20250627  ...    3128       3103      HC
151    151      HC2510  20250627  ...    3119       3092      HC
152    152      HC2511  20250627  ...    3122       3091      HC
153    153      HC2512  20250627  ...    3134       3093      HC
154    154      HC2601  20250627  ...    3121       3092      HC
155    155      HC2602  20250627  ...    3130       3094      HC
156    156      HC2603  20250627  ...    3135       3103      HC
157    157      HC2604  20250627  ...    3136       3103      HC
158    158      HC2605  20250627  ...    3122       3087      HC
159    159      HC2606  20250627  ...    3129       3096      HC
160    160      SS2507  20250627  ...   12530      12570      SS
161    161      SS2508  20250627  ...   12590      12625      SS
162    162      SS2509  20250627  ...   12555      12570      SS
163    163      SS2510  20250627  ...   12515      12520      SS
164    164      SS2511  20250627  ...   12515      12520      SS
165    165      SS2512  20250627  ...   12530      12535      SS
166    166      SS2601  20250627  ...   12570      12555      SS
167    167      SS2602  20250627  ...   12620      12575      SS
168    168      SS2603  20250627  ...   12670      12615      SS
169    169      SS2604  20250627  ...   12665      12670      SS
170    170      SS2605  20250627  ...   12705      12685      SS
171    171      SS2606  20250627  ...   12720      12740      SS
172    172      SC2507  20250627  ...   496.6      504.7      SC
173    173      SC2508  20250627  ...   502.2      505.4      SC
174    174      SC2509  20250627  ...   492.7      495.1      SC
175    175      SC2510  20250627  ...   487.6      489.4      SC
176    176      SC2511  20250627  ...   485.8      485.3      SC
177    177      SC2512  20250627  ...   483.3        482      SC
178    178      SC2601  20250627  ...   481.8      480.2      SC
179    179      SC2602  20250627  ...   480.4      479.6      SC
180    180      SC2603  20250627  ...   478.5      477.6      SC
181    181      SC2604  20250627  ...   477.2        479      SC
182    182      SC2605  20250627  ...   476.5      476.1      SC
183    183      SC2606  20250627  ...   474.3      475.7      SC
184    184      SC2609  20250627  ...   472.5      472.5      SC
185    185      SC2612  20250627  ...   470.6      470.6      SC
186    186      SC2703  20250627  ...   468.4      468.4      SC
187    187      SC2706  20250627  ...     474        474      SC
188    188      SC2709  20250627  ...   465.7      469.1      SC
189    189      SC2712  20250627  ...   465.8      465.8      SC
190    190      SC2803  20250627  ...   466.5      467.2      SC
191    191      SC2806  20250627  ...   465.6      465.6      SC
192    192      LU2507  20250627  ...    3557       3774      LU
193    193      LU2508  20250627  ...    3655       3694      LU
194    194      LU2509  20250627  ...    3603       3623      LU
195    195      LU2510  20250627  ...    3568       3582      LU
196    196      LU2511  20250627  ...    3539       3553      LU
197    197      LU2512  20250627  ...    3504       3503      LU
198    198      LU2601  20250627  ...    3509       3497      LU
199    199      LU2602  20250627  ...    3476       3492      LU
200    200      LU2603  20250627  ...    3449       3458      LU
201    201      LU2604  20250627  ...    3439       3398      LU
202    202      LU2605  20250627  ...    3419       3428      LU
203    203      LU2606  20250627  ...    3418       3405      LU
204    204      FU2507  20250627  ...    2930       2967      FU
205    205      FU2508  20250627  ...    2989       2991      FU
206    206      FU2509  20250627  ...    3005       3004      FU
207    207      FU2510  20250627  ...    2954       2953      FU
208    208      FU2511  20250627  ...    2910       2911      FU
209    209      FU2512  20250627  ...    2884       2883      FU
210    210      FU2601  20250627  ...    2858       2856      FU
211    211      FU2602  20250627  ...    2838       2837      FU
212    212      FU2603  20250627  ...    2831       2826      FU
213    213      FU2604  20250627  ...    2818       2814      FU
214    214      FU2605  20250627  ...    2807       2802      FU
215    215      FU2606  20250627  ...    2795       2789      FU
216    216      BU2507  20250627  ...    3571       3569      BU
217    217      BU2508  20250627  ...    3569       3570      BU
218    218      BU2509  20250627  ...    3559       3562      BU
219    219      BU2510  20250627  ...    3522       3522      BU
220    220      BU2511  20250627  ...    3466       3466      BU
221    221      BU2512  20250627  ...    3390       3394      BU
222    222      BU2601  20250627  ...    3350       3361      BU
223    223      BU2602  20250627  ...    3341       3341      BU
224    224      BU2603  20250627  ...    3327       3320      BU
225    225      BU2604  20250627  ...    3306       3307      BU
226    226      BU2605  20250627  ...    3295       3304      BU
227    227      BU2606  20250627  ...    3275       3286      BU
228    228      BU2609  20250627  ...    3277       3295      BU
229    229      BU2612  20250627  ...    3250       3254      BU
230    230      BU2703  20250627  ...    3247       3243      BU
231    231      BU2706  20250627  ...    3250       3269      BU
232    232      BR2507  20250627  ...   11305      11225      BR
233    233      BR2508  20250627  ...   11210      11090      BR
234    234      BR2509  20250627  ...   11120      11020      BR
235    235      BR2510  20250627  ...   11085      10985      BR
236    236      BR2511  20250627  ...   11075      10930      BR
237    237      BR2512  20250627  ...   11055      10940      BR
238    238      BR2601  20250627  ...   11000      10925      BR
239    239      BR2602  20250627  ...   11030      10960      BR
240    240      BR2603  20250627  ...   11025      10925      BR
241    241      BR2604  20250627  ...   10995      10960      BR
242    242      BR2605  20250627  ...   11015      10945      BR
243    243      BR2606  20250627  ...   11040      10940      BR
244    244      RU2507  20250627  ...   13965      13835      RU
245    245      RU2508  20250627  ...   14020      13910      RU
246    246      RU2509  20250627  ...   14045      13885      RU
247    247      RU2510  20250627  ...   14080      13910      RU
248    248      RU2511  20250627  ...   14050      13920      RU
249    249      RU2601  20250627  ...   14885      14735      RU
250    250      RU2603  20250627  ...   14885      14705      RU
251    251      RU2604  20250627  ...   14915      14890      RU
252    252      RU2605  20250627  ...   14925      14765      RU
253    253      RU2606  20250627  ...   14915      14915      RU
254    254      NR2507  20250627  ...   12135      11935      NR
255    255      NR2508  20250627  ...   12180      11980      NR
256    256      NR2509  20250627  ...   12130      11975      NR
257    257      NR2510  20250627  ...   12120      11980      NR
258    258      NR2511  20250627  ...   12130      12040      NR
259    259      NR2512  20250627  ...   12125      12015      NR
260    260      NR2601  20250627  ...   12135      11990      NR
261    261      NR2602  20250627  ...   12160      12105      NR
262    262      NR2603  20250627  ...   12210      12135      NR
263    263      NR2604  20250627  ...   12055      12055      NR
264    264      NR2605  20250627  ...   12300      12210      NR
265    265      NR2606  20250627  ...   12260      12260      NR
266    266      SP2507  20250627  ...    5082       5062      SP
267    267      SP2508  20250627  ...    5088       5062      SP
268    268      SP2509  20250627  ...    5088       5070      SP
269    269      SP2510  20250627  ...    5080       5072      SP
270    270      SP2511  20250627  ...    5068       5058      SP
271    271      SP2512  20250627  ...    5070       5062      SP
272    272      SP2601  20250627  ...    5296       5284      SP
273    273      SP2602  20250627  ...    5234       5234      SP
274    274      SP2603  20250627  ...    5226       5236      SP
275    275      SP2604  20250627  ...    5230       5238      SP
276    276      SP2605  20250627  ...    5234       5236      SP
277    277      SP2606  20250627  ...    5214       5248      SP
278    278      EC2506  20250627  ...  1886.6     1885.8      EC
279    279      EC2508  20250627  ...  1795.9     1763.9      EC
280    280      EC2510  20250627  ...  1334.8     1314.5      EC
281    281      EC2512  20250627  ...  1491.1     1469.6      EC
282    282      EC2602  20250627  ...  1320.4       1296      EC
283    283      EC2604  20250627  ...  1168.3     1156.7      EC
284    285  SC_TAS2508  20250627  ...                     SC_TAS
285    286  SC_TAS2509  20250627  ...                     SC_TAS
286    287  SC_TAS2510  20250627  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 16:26:11,976 - future_1d - INFO - ak.get_shfe_daily('2025-06-27') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250627   492.2  ...   496.6      504.7      SC
1       SC2508  20250627     501  ...   502.2      505.4      SC
2       SC2509  20250627   491.2  ...   492.7      495.1      SC
3       SC2510  20250627   484.9  ...   487.6      489.4      SC
4       SC2511  20250627   483.8  ...   485.8      485.3      SC
5       SC2512  20250627     481  ...   483.3        482      SC
6       SC2601  20250627   481.8  ...   481.8      480.2      SC
7       SC2602  20250627   478.9  ...   480.4      479.6      SC
8       SC2603  20250627   477.5  ...   478.5      477.6      SC
9       SC2604  20250627          ...   477.2        479      SC
10      SC2605  20250627   476.5  ...   476.5      476.1      SC
11      SC2606  20250627     474  ...   474.3      475.7      SC
12      SC2609  20250627          ...   472.5      472.5      SC
13      SC2612  20250627          ...   470.6      470.6      SC
14      SC2703  20250627          ...   468.4      468.4      SC
15      SC2706  20250627          ...     474        474      SC
16      SC2709  20250627   465.3  ...   465.7      469.1      SC
17      SC2712  20250627          ...   465.8      465.8      SC
18      SC2803  20250627     464  ...   466.5      467.2      SC
19      SC2806  20250627          ...   465.6      465.6      SC
21      LU2507  20250627    3601  ...    3557       3774      LU
22      LU2508  20250627    3660  ...    3655       3694      LU
23      LU2509  20250627    3612  ...    3603       3623      LU
24      LU2510  20250627    3556  ...    3568       3582      LU
25      LU2511  20250627    3530  ...    3539       3553      LU
26      LU2512  20250627    3500  ...    3504       3503      LU
27      LU2601  20250627    3486  ...    3509       3497      LU
28      LU2602  20250627    3464  ...    3476       3492      LU
29      LU2603  20250627    3437  ...    3449       3458      LU
30      LU2604  20250627    3417  ...    3439       3398      LU
31      LU2605  20250627    3408  ...    3419       3428      LU
32      LU2606  20250627    3414  ...    3418       3405      LU
34      NR2507  20250627   12120  ...   12135      11935      NR
35      NR2508  20250627   12135  ...   12180      11980      NR
36      NR2509  20250627   12100  ...   12130      11975      NR
37      NR2510  20250627   12095  ...   12120      11980      NR
38      NR2511  20250627   12130  ...   12130      12040      NR
39      NR2512  20250627   12130  ...   12125      12015      NR
40      NR2601  20250627   12110  ...   12135      11990      NR
41      NR2602  20250627   12180  ...   12160      12105      NR
42      NR2603  20250627   12210  ...   12210      12135      NR
43      NR2604  20250627          ...   12055      12055      NR
44      NR2605  20250627   12300  ...   12300      12210      NR
45      NR2606  20250627          ...   12260      12260      NR
47      BC2507  20250627   70930  ...   71170      70280      BC
48      BC2508  20250627   70820  ...   71090      70120      BC
49      BC2509  20250627   70490  ...   70850      69910      BC
50      BC2510  20250627          ...   70600      69820      BC
51      BC2511  20250627          ...   69510      69510      BC
52      BC2512  20250627          ...   69450      69450      BC
53      BC2601  20250627          ...   69570      69570      BC
54      BC2602  20250627          ...   69410      69410      BC
55      BC2603  20250627          ...   69290      69290      BC
56      BC2604  20250627          ...   69760      69760      BC
57      BC2605  20250627          ...   68610      68610      BC
58      BC2606  20250627          ...   68610      68610      BC
60      EC2506  20250627    1885  ...  1886.6     1885.8      EC
61      EC2508  20250627    1770  ...  1795.9     1763.9      EC
62      EC2510  20250627  1342.1  ...  1334.8     1314.5      EC
63      EC2512  20250627    1483  ...  1491.1     1469.6      EC
64      EC2602  20250627    1318  ...  1320.4       1296      EC
65      EC2604  20250627  1161.1  ...  1168.3     1156.7      EC
68  SC_TAS2508  20250627          ...                     SC_TAS
69  SC_TAS2509  20250627          ...                     SC_TAS
70  SC_TAS2510  20250627          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 16:26:12,046 - future_1d - INFO - ak.get_ine_daily('2025-06-27') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250627   4190.00  ...   4196.00     4188.00        A
1     a2509  20250627   4154.00  ...   4144.00     4152.00        A
2     a2511  20250627   4088.00  ...   4075.00     4085.00        A
3     a2601  20250627   4072.00  ...   4059.00     4069.00        A
4     a2603  20250627   4056.00  ...   4046.00     4056.00        A
5     a2605  20250627   4086.00  ...   4078.00     4088.00        A
6     b2507  20250627   3523.00  ...   3524.00     3523.00        B
7     b2508  20250627   3570.00  ...   3567.00     3576.00        B
8     b2509  20250627   3602.00  ...   3601.00     3616.00        B
9     b2510  20250627   3660.00  ...   3652.00     3661.00        B
10    b2511  20250627   3659.00  ...   3654.00     3661.00        B
11    b2512  20250627   3668.00  ...   3663.00     3678.00        B
12    b2601  20250627   3653.00  ...   3651.00     3663.00        B
13    b2602  20250627   3605.00  ...   3606.00     3600.00        B
14    b2603  20250627   3513.00  ...   3513.00     3514.00        B
15    b2604  20250627   3419.00  ...   3419.00     3423.00        B
16    b2605  20250627   3377.00  ...   3373.00     3371.00        B
17    b2606  20250627   3378.00  ...   3375.00     3375.00        B
18   bb2509  20250627    152.55  ...    152.40      152.75       BB
19   bb2511  20250627    152.00  ...    151.75      152.10       BB
20   bb2601  20250627      0.00  ...    168.95      169.30       BB
21   bb2603  20250627      0.00  ...    169.05      169.40       BB
22   bb2605  20250627      0.00  ...    169.05      169.40       BB
23    c2507  20250627   2355.00  ...   2356.00     2355.00        C
24    c2509  20250627   2379.00  ...   2378.00     2379.00        C
25    c2511  20250627   2316.00  ...   2319.00     2318.00        C
26    c2601  20250627   2274.00  ...   2272.00     2273.00        C
27    c2603  20250627   2264.00  ...   2266.00     2266.00        C
28    c2605  20250627   2295.00  ...   2298.00     2298.00        C
29   cs2507  20250627   2709.00  ...   2727.00     2702.00       CS
30   cs2509  20250627   2730.00  ...   2733.00     2732.00       CS
31   cs2511  20250627   2676.00  ...   2674.00     2674.00       CS
32   cs2601  20250627   2673.00  ...   2670.00     2670.00       CS
33   cs2603  20250627   2654.00  ...   2650.00     2652.00       CS
34   cs2605  20250627   2687.00  ...   2685.00     2686.00       CS
35   eb2507  20250627   7454.00  ...   7448.00     7425.00       EB
36   eb2508  20250627   7316.00  ...   7312.00     7299.00       EB
37   eb2509  20250627   7200.00  ...   7227.00     7216.00       EB
38   eb2510  20250627   7124.00  ...   7142.00     7131.00       EB
39   eb2511  20250627   7057.00  ...   7066.00     7057.00       EB
40   eb2512  20250627   7048.00  ...   7036.00     7024.00       EB
41   eb2601  20250627   7092.00  ...   7031.00     7023.00       EB
42   eb2602  20250627   7101.00  ...   7072.00     7075.00       EB
43   eb2603  20250627   7066.00  ...   7078.00     7131.00       EB
44   eb2604  20250627   7048.00  ...   7037.00     7010.00       EB
45   eb2605  20250627   7045.00  ...   7046.00     7025.00       EB
46   eb2606  20250627      0.00  ...   6900.00     6898.00       EB
47   eg2507  20250627   4245.00  ...   4233.00     4261.00       EG
48   eg2508  20250627   4279.00  ...   4262.00     4287.00       EG
49   eg2509  20250627   4290.00  ...   4279.00     4302.00       EG
50   eg2510  20250627   4303.00  ...   4280.00     4298.00       EG
51   eg2511  20250627   4305.00  ...   4299.00     4292.00       EG
52   eg2512  20250627   4318.00  ...   4306.00     4301.00       EG
53   eg2601  20250627   4318.00  ...   4319.00     4321.00       EG
54   eg2602  20250627   4323.00  ...   4310.00     4312.00       EG
55   eg2603  20250627   4325.00  ...   4325.00     4327.00       EG
56   eg2604  20250627      0.00  ...   4347.00     4347.00       EG
57   eg2605  20250627   4314.00  ...   4319.00     4344.00       EG
58   eg2606  20250627      0.00  ...   4337.00     4337.00       EG
59   fb2507  20250627      0.00  ...   1313.50     1313.50       FB
60   fb2508  20250627   1303.50  ...   1305.50     1307.00       FB
61   fb2509  20250627   1300.00  ...   1301.50     1302.00       FB
62   fb2510  20250627   1326.00  ...   1326.50     1326.50       FB
63   fb2511  20250627   1322.50  ...   1324.50     1324.50       FB
64   fb2512  20250627   1321.00  ...   1323.50     1321.50       FB
65   fb2601  20250627      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250627      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250627      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250627      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250627      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250627      0.00  ...   1292.50     1292.50       FB
71    i2507  20250627    723.50  ...    724.50      720.50        I
72    i2508  20250627    718.00  ...    723.00      711.00        I
73    i2509  20250627    707.00  ...    714.00      702.50        I
74    i2510  20250627    700.00  ...    708.00      697.00        I
75    i2511  20250627    695.50  ...    703.50      691.00        I
76    i2512  20250627    689.50  ...    696.50      684.50        I
77    i2601  20250627    681.00  ...    688.00      677.00        I
78    i2602  20250627    677.50  ...    685.00      674.50        I
79    i2603  20250627    674.00  ...    681.00      673.00        I
80    i2604  20250627    672.00  ...    677.50      668.50        I
81    i2605  20250627    663.50  ...    669.50      660.00        I
82    i2606  20250627    658.50  ...    665.00      654.50        I
83    j2507  20250627      0.00  ...   1339.00     1322.50        J
84    j2508  20250627   1361.50  ...   1377.50     1355.00        J
85    j2509  20250627   1389.00  ...   1410.50     1386.50        J
86    j2510  20250627   1421.00  ...   1421.00     1405.00        J
87    j2511  20250627   1441.50  ...   1441.50     1419.00        J
88    j2512  20250627   1438.50  ...   1444.00     1425.50        J
89    j2601  20250627   1435.00  ...   1451.00     1425.00        J
90    j2602  20250627      0.00  ...   1456.50     1430.50        J
91    j2603  20250627   1469.50  ...   1470.00     1433.00        J
92    j2604  20250627      0.00  ...   1464.00     1427.50        J
93    j2605  20250627   1479.50  ...   1484.00     1453.50        J
94    j2606  20250627      0.00  ...   1474.00     1444.00        J
95   jd2507  20250627   2815.00  ...   2810.00     2828.00       JD
96   jd2508  20250627   3544.00  ...   3542.00     3555.00       JD
97   jd2509  20250627   3656.00  ...   3664.00     3657.00       JD
98   jd2510  20250627   3356.00  ...   3371.00     3356.00       JD
99   jd2511  20250627   3403.00  ...   3401.00     3406.00       JD
100  jd2512  20250627   3575.00  ...   3579.00     3573.00       JD
101  jd2601  20250627   3640.00  ...   3639.00     3638.00       JD
102  jd2602  20250627   3198.00  ...   3196.00     3195.00       JD
103  jd2603  20250627   3198.00  ...   3194.00     3195.00       JD
104  jd2604  20250627   3328.00  ...   3327.00     3328.00       JD
105  jd2605  20250627   3405.00  ...   3401.00     3400.00       JD
106  jd2606  20250627   3232.00  ...   3236.00     3228.00       JD
107  jm2507  20250627    801.00  ...    810.50      800.00       JM
108  jm2508  20250627    798.00  ...    809.00      788.00       JM
109  jm2509  20250627    821.00  ...    834.00      808.00       JM
110  jm2510  20250627    830.50  ...    844.50      820.50       JM
111  jm2511  20250627    840.50  ...    854.00      829.50       JM
112  jm2512  20250627    854.50  ...    866.00      840.50       JM
113  jm2601  20250627    856.00  ...    875.00      848.00       JM
114  jm2602  20250627    870.50  ...    879.00      852.00       JM
115  jm2603  20250627    875.00  ...    883.00      858.00       JM
116  jm2604  20250627    882.00  ...    895.00      864.50       JM
117  jm2605  20250627    885.00  ...    899.00      873.00       JM
118  jm2606  20250627    900.00  ...    909.50      886.50       JM
119   l2507  20250627   7345.00  ...   7344.00     7349.00        L
120   l2508  20250627   7296.00  ...   7321.00     7296.00        L
121   l2509  20250627   7300.00  ...   7308.00     7289.00        L
122   l2510  20250627   7259.00  ...   7271.00     7252.00        L
123   l2511  20250627   7257.00  ...   7260.00     7250.00        L
124   l2512  20250627   7252.00  ...   7259.00     7245.00        L
125   l2601  20250627   7243.00  ...   7251.00     7245.00        L
126   l2602  20250627   7225.00  ...   7228.00     7212.00        L
127   l2603  20250627      0.00  ...   7208.00     7208.00        L
128   l2604  20250627      0.00  ...   7265.00     7265.00        L
129   l2605  20250627   7227.00  ...   7231.00     7228.00        L
130   l2606  20250627   7240.00  ...   7229.00     7194.00        L
131  lg2507  20250627    820.00  ...    818.00      816.00       LG
132  lg2509  20250627    795.00  ...    789.00      794.00       LG
133  lg2511  20250627    790.50  ...    784.50      790.50       LG
134  lg2601  20250627    793.00  ...    786.50      792.50       LG
135  lg2603  20250627    797.00  ...    787.00      795.00       LG
136  lg2605  20250627    790.00  ...    788.50      796.50       LG
137  lh2507  20250627  13655.00  ...  13625.00    13630.00       LH
138  lh2509  20250627  14050.00  ...  13990.00    14025.00       LH
139  lh2511  20250627  13500.00  ...  13445.00    13470.00       LH
140  lh2601  20250627  13575.00  ...  13550.00    13560.00       LH
141  lh2603  20250627  12785.00  ...  12795.00    12775.00       LH
142  lh2605  20250627  12995.00  ...  12980.00    12975.00       LH
143   m2507  20250627   2804.00  ...   2809.00     2804.00        M
144   m2508  20250627   2925.00  ...   2923.00     2936.00        M
145   m2509  20250627   2940.00  ...   2938.00     2951.00        M
146   m2511  20250627   2973.00  ...   2975.00     2985.00        M
147   m2512  20250627   3011.00  ...   3005.00     3022.00        M
148   m2601  20250627   2987.00  ...   2982.00     2997.00        M
149   m2603  20250627   2846.00  ...   2843.00     2847.00        M
150   m2605  20250627   2710.00  ...   2706.00     2706.00        M
151   p2507  20250627   8454.00  ...   8424.00     8426.00        P
152   p2508  20250627   8400.00  ...   8410.00     8388.00        P
153   p2509  20250627   8382.00  ...   8366.00     8348.00        P
154   p2510  20250627   8374.00  ...   8364.00     8338.00        P
155   p2511  20250627   8352.00  ...   8358.00     8336.00        P
156   p2512  20250627   8360.00  ...   8360.00     8340.00        P
157   p2601  20250627   8380.00  ...   8370.00     8356.00        P
158   p2602  20250627   8352.00  ...   8350.00     8322.00        P
159   p2603  20250627   8314.00  ...   8312.00     8300.00        P
160   p2604  20250627   8280.00  ...   8276.00     8226.00        P
161   p2605  20250627   8246.00  ...   8250.00     8240.00        P
162   p2606  20250627   8226.00  ...   8258.00     8196.00        P
163  pg2507  20250627   4263.00  ...   4256.00     4265.00       PG
164  pg2508  20250627   4248.00  ...   4249.00     4253.00       PG
165  pg2509  20250627   4144.00  ...   4149.00     4148.00       PG
166  pg2510  20250627   4521.00  ...   4526.00     4514.00       PG
167  pg2511  20250627   4430.00  ...   4436.00     4423.00       PG
168  pg2512  20250627   4354.00  ...   4362.00     4344.00       PG
169  pg2601  20250627   4287.00  ...   4284.00     4267.00       PG
170  pg2602  20250627   4186.00  ...   4208.00     4191.00       PG
171  pg2603  20250627   4090.00  ...   4116.00     4079.00       PG
172  pg2604  20250627   4387.00  ...   4406.00     4376.00       PG
173  pg2605  20250627   4281.00  ...   4299.00     4283.00       PG
174  pg2606  20250627      0.00  ...   4255.00     4255.00       PG
175  pp2507  20250627   7146.00  ...   7121.00     7116.00       PP
176  pp2508  20250627   7121.00  ...   7126.00     7100.00       PP
177  pp2509  20250627   7095.00  ...   7112.00     7087.00       PP
178  pp2510  20250627   7053.00  ...   7064.00     7044.00       PP
179  pp2511  20250627   7049.00  ...   7061.00     7038.00       PP
180  pp2512  20250627   7046.00  ...   7052.00     7029.00       PP
181  pp2601  20250627   7043.00  ...   7051.00     7030.00       PP
182  pp2602  20250627   7021.00  ...   7024.00     6998.00       PP
183  pp2603  20250627      0.00  ...   7006.00     6999.00       PP
184  pp2604  20250627   7049.00  ...   7044.00     7011.00       PP
185  pp2605  20250627   7031.00  ...   7037.00     7031.00       PP
186  pp2606  20250627      0.00  ...   7046.00     7079.00       PP
187  rr2507  20250627   3595.00  ...   3589.00     3593.00       RR
188  rr2508  20250627   3587.00  ...   3587.00     3587.00       RR
189  rr2509  20250627   3604.00  ...   3607.00     3596.00       RR
190  rr2510  20250627   3588.00  ...   3596.00     3590.00       RR
191  rr2511  20250627   3601.00  ...   3601.00     3589.00       RR
192  rr2512  20250627   3602.00  ...   3605.00     3601.00       RR
193  rr2601  20250627   3610.00  ...   3608.00     3604.00       RR
194  rr2602  20250627   3612.00  ...   3613.00     3605.00       RR
195  rr2603  20250627   3605.00  ...   3605.00     3600.00       RR
196  rr2604  20250627   3618.00  ...   3618.00     3603.00       RR
197  rr2605  20250627      0.00  ...   3601.00     3597.00       RR
198  rr2606  20250627      0.00  ...   3606.00     3606.00       RR
199   v2507  20250627   4805.00  ...   4847.00     4794.00        V
200   v2508  20250627   4836.00  ...   4880.00     4829.00        V
201   v2509  20250627   4868.00  ...   4911.00     4863.00        V
202   v2510  20250627   4897.00  ...   4932.00     4886.00        V
203   v2511  20250627   4918.00  ...   4964.00     4902.00        V
204   v2512  20250627   4926.00  ...   4987.00     4920.00        V
205   v2601  20250627   4942.00  ...   4995.00     4938.00        V
206   v2602  20250627   4968.00  ...   5023.00     4955.00        V
207   v2603  20250627   4984.00  ...   5036.00     4965.00        V
208   v2604  20250627   5072.00  ...   5114.00     5045.00        V
209   v2605  20250627   5085.00  ...   5124.00     5073.00        V
210   v2606  20250627   5105.00  ...   5132.00     5087.00        V
211   y2507  20250627   8164.00  ...   8114.00     8104.00        Y
212   y2508  20250627   8080.00  ...   8064.00     8044.00        Y
213   y2509  20250627   8012.00  ...   8002.00     7982.00        Y
214   y2511  20250627   8016.00  ...   8004.00     7986.00        Y
215   y2512  20250627   8024.00  ...   8018.00     8012.00        Y
216   y2601  20250627   7962.00  ...   7944.00     7930.00        Y
217   y2603  20250627   7792.00  ...   7786.00     7778.00        Y
218   y2605  20250627   7602.00  ...   7592.00     7594.00        Y

[219 rows x 12 columns]
2025-07-02 16:26:12,740 - future_1d - INFO - ak.get_dce_daily('2025-06-27') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250627   7754.0   7754.0  ...   322297.75   7709.0      7728.0       AP
1    AP511  20250627   7586.0   7588.0  ...     2546.98   7535.0      7569.0       AP
2    AP512  20250627   7600.0   7600.0  ...      105.92   7566.0      7586.0       AP
3    AP601  20250627   7628.0   7649.0  ...     7795.17   7605.0      7616.0       AP
4    AP603  20250627   7643.0   7646.0  ...       53.48   7641.0      7631.0       AP
5    AP604  20250627   7647.0   7647.0  ...        7.65   7647.0      7684.0       AP
6    AP605  20250627   7736.0   7736.0  ...      108.11   7722.0      7744.0       AP
7    CF507  20250627  13480.0  13545.0  ...    20507.31  13525.0     13465.0       CF
8    CF509  20250627  13725.0  13775.0  ...  1273254.35  13740.0     13685.0       CF
9    CF511  20250627  13620.0  13700.0  ...    83145.91  13660.0     13590.0       CF
10   CF601  20250627  13675.0  13780.0  ...   337050.65  13730.0     13660.0       CF
11   CF603  20250627  13640.0  13740.0  ...     1459.06  13700.0     13630.0       CF
12   CF605  20250627  13655.0  13765.0  ...     7916.07  13705.0     13635.0       CF
13   CJ507  20250627   9470.0   9545.0  ...      552.92   9450.0      9545.0       CJ
14   CJ509  20250627   9600.0   9700.0  ...  1034670.35   9590.0      9690.0       CJ
15   CJ512  20250627  10495.0  10620.0  ...    14835.98  10490.0     10585.0       CJ
16   CJ601  20250627  10630.0  10760.0  ...   475395.53  10630.0     10705.0       CJ
17   CJ603  20250627  10800.0  10880.0  ...    11878.03  10705.0     10840.0       CJ
18   CJ605  20250627  10915.0  11060.0  ...    42498.81  10885.0     11005.0       CJ
19   CY507  20250627  20005.0  20115.0  ...      180.37  20040.0     19965.0       CY
20   CY508  20250627      0.0      0.0  ...        0.00  19630.0     19555.0       CY
21   CY509  20250627  20050.0  20155.0  ...    74669.76  20105.0     20080.0       CY
22   CY510  20250627      0.0      0.0  ...        0.00  19725.0     19700.0       CY
23   CY511  20250627      0.0      0.0  ...        0.00  19900.0     19900.0       CY
24   CY512  20250627      0.0      0.0  ...        0.00  19785.0     19785.0       CY
25   CY601  20250627  20055.0  20055.0  ...       10.03  20055.0     20035.0       CY
26   CY602  20250627      0.0      0.0  ...        0.00  19785.0     19505.0       CY
27   CY603  20250627      0.0      0.0  ...        0.00  20120.0     19970.0       CY
28   CY604  20250627      0.0      0.0  ...        0.00  19555.0     19410.0       CY
29   CY605  20250627      0.0      0.0  ...        0.00  20110.0     20050.0       CY
30   CY606  20250627      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250627    947.0    953.0  ...     7659.16    948.0       951.0       FG
32   FG508  20250627   1024.0   1039.0  ...    43521.58   1029.0      1024.0       FG
33   FG509  20250627   1013.0   1028.0  ...  3061282.26   1019.0      1014.0       FG
34   FG510  20250627   1043.0   1056.0  ...    30021.40   1048.0      1040.0       FG
35   FG511  20250627   1029.0   1044.0  ...    38007.30   1035.0      1028.0       FG
36   FG512  20250627   1086.0   1097.0  ...     1589.86   1087.0      1082.0       FG
37   FG601  20250627   1073.0   1086.0  ...   262678.72   1074.0      1068.0       FG
38   FG602  20250627   1104.0   1120.0  ...      512.93   1110.0      1101.0       FG
39   FG603  20250627   1099.0   1112.0  ...      679.55   1103.0      1097.0       FG
40   FG604  20250627   1123.0   1136.0  ...      430.98   1128.0      1120.0       FG
41   FG605  20250627   1113.0   1128.0  ...     6215.04   1119.0      1111.0       FG
42   FG606  20250627   1122.0   1138.0  ...      124.30   1130.0      1126.0       FG
43   JR507  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250627   2455.0   2461.0  ...      591.47   2434.0      2439.0       MA
54   MA508  20250627   2437.0   2452.0  ...    47343.41   2430.0      2423.0       MA
55   MA509  20250627   2417.0   2429.0  ...  2374059.13   2406.0      2402.0       MA
56   MA510  20250627   2422.0   2432.0  ...    38936.46   2413.0      2407.0       MA
57   MA511  20250627   2422.0   2436.0  ...    49589.86   2415.0      2411.0       MA
58   MA512  20250627   2432.0   2448.0  ...     1193.00   2435.0      2423.0       MA
59   MA601  20250627   2433.0   2444.0  ...   123323.94   2427.0      2424.0       MA
60   MA602  20250627   2406.0   2413.0  ...      262.24   2406.0      2394.0       MA
61   MA603  20250627   2400.0   2413.0  ...      120.09   2402.0      2393.0       MA
62   MA604  20250627   2374.0   2381.0  ...       42.68   2371.0      2371.0       MA
63   MA605  20250627   2343.0   2346.0  ...     2062.47   2333.0      2327.0       MA
64   MA606  20250627   2335.0   2335.0  ...        2.34   2335.0      2343.0       MA
65   OI507  20250627   9588.0   9608.0  ...     3402.50   9584.0      9576.0       OI
66   OI509  20250627   9494.0   9494.0  ...  2026945.72   9462.0      9458.0       OI
67   OI511  20250627   9468.0   9468.0  ...    80525.18   9440.0      9434.0       OI
68   OI601  20250627   9418.0   9418.0  ...   192684.71   9387.0      9382.0       OI
69   OI603  20250627   9352.0   9352.0  ...      643.95   9333.0      9324.0       OI
70   OI605  20250627   9235.0   9246.0  ...      987.83   9232.0      9228.0       OI
71   PF507  20250627   6638.0   6644.0  ...     3740.37   6620.0      6670.0       PF
72   PF508  20250627   6542.0   6562.0  ...   431418.23   6532.0      6576.0       PF
73   PF509  20250627   6450.0   6462.0  ...   168688.62   6442.0      6460.0       PF
74   PF510  20250627   6448.0   6466.0  ...    40934.27   6446.0      6460.0       PF
75   PF511  20250627   6400.0   6418.0  ...    23966.69   6402.0      6410.0       PF
76   PF512  20250627   6388.0   6388.0  ...      417.65   6376.0      6380.0       PF
77   PF601  20250627   6378.0   6400.0  ...      485.32   6386.0      6390.0       PF
78   PF602  20250627   6396.0   6396.0  ...        3.20   6396.0      6390.0       PF
79   PF603  20250627   6396.0   6396.0  ...        9.59   6396.0      6388.0       PF
80   PF604  20250627   6380.0   6380.0  ...        3.19   6380.0      6388.0       PF
81   PF605  20250627   6370.0   6370.0  ...        3.19   6370.0      6392.0       PF
82   PF606  20250627   6348.0   6348.0  ...        3.17   6348.0      6384.0       PF
83   PK510  20250627   8150.0   8184.0  ...   136464.01   8170.0      8180.0       PK
84   PK511  20250627   7924.0   7946.0  ...    50579.30   7932.0      7948.0       PK
85   PK512  20250627   7934.0   7950.0  ...      301.73   7940.0      7960.0       PK
86   PK601  20250627   7966.0   7968.0  ...     2974.39   7954.0      7968.0       PK
87   PK603  20250627   7966.0   7968.0  ...       55.68   7954.0      7974.0       PK
88   PK604  20250627   7974.0   7974.0  ...       43.77   7958.0      7970.0       PK
89   PK605  20250627   7984.0   7984.0  ...      437.62   7958.0      7972.0       PK
90   PM507  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250627   6024.0   6026.0  ...     5906.10   6012.0      6024.0       PR
97   PR508  20250627   5998.0   6022.0  ...   108047.69   6000.0      6006.0       PR
98   PR509  20250627   5918.0   5946.0  ...   401249.07   5928.0      5936.0       PR
99   PR510  20250627   5874.0   5900.0  ...   143366.41   5884.0      5894.0       PR
100  PR511  20250627   5850.0   5880.0  ...      175.73   5858.0      5858.0       PR
101  PR512  20250627   5830.0   5846.0  ...       52.51   5834.0      5848.0       PR
102  PR601  20250627   5838.0   5858.0  ...     3013.50   5824.0      5838.0       PR
103  PR602  20250627      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250627   5858.0   5868.0  ...       26.36   5860.0      5870.0       PR
105  PR604  20250627   5858.0   5874.0  ...       26.39   5864.0      5876.0       PR
106  PR605  20250627   5858.0   5858.0  ...       26.33   5852.0      5868.0       PR
107  PR606  20250627      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250627   6844.0   7230.0  ...     2505.18   6912.0      6848.0       PX
109  PX508  20250627   6788.0   6834.0  ...    70578.26   6802.0      6802.0       PX
110  PX509  20250627   6712.0   6760.0  ...   765808.10   6728.0      6710.0       PX
111  PX510  20250627   6638.0   6684.0  ...    59427.81   6652.0      6626.0       PX
112  PX511  20250627   6580.0   6636.0  ...    87061.90   6604.0      6580.0       PX
113  PX512  20250627   6584.0   6594.0  ...       75.61   6576.0      6568.0       PX
114  PX601  20250627   6512.0   6560.0  ...    21909.44   6530.0      6512.0       PX
115  PX602  20250627      0.0      0.0  ...        0.00   6520.0      6482.0       PX
116  PX603  20250627   6510.0   6510.0  ...        3.26   6510.0      6502.0       PX
117  PX604  20250627      0.0      0.0  ...        0.00   6494.0      6482.0       PX
118  PX605  20250627   6470.0   6498.0  ...      119.83   6478.0      6470.0       PX
119  PX606  20250627   6476.0   6476.0  ...        6.48   6476.0      6454.0       PX
120  RI507  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250627   2436.0   2444.0  ...    16201.58   2427.0      2440.0       RM
127  RM508  20250627   2558.0   2569.0  ...    12145.57   2552.0      2556.0       RM
128  RM509  20250627   2553.0   2562.0  ...  1116499.24   2543.0      2548.0       RM
129  RM511  20250627   2397.0   2400.0  ...     5769.00   2387.0      2417.0       RM
130  RM601  20250627   2308.0   2311.0  ...   178635.86   2295.0      2308.0       RM
131  RM603  20250627   2295.0   2297.0  ...    26500.62   2283.0      2293.0       RM
132  RM605  20250627   2330.0   2331.0  ...    14490.70   2324.0      2327.0       RM
133  RS507  20250627   4962.0   5040.0  ...      238.06   4960.0      4967.0       RS
134  RS508  20250627   5097.0   5149.0  ...       35.90   5129.0      5191.0       RS
135  RS509  20250627   5212.0   5230.0  ...       26.07   5214.0      5211.0       RS
136  RS511  20250627      0.0      0.0  ...        0.00   5260.0      5260.0       RS
137  SA507  20250627   1163.0   1188.0  ...     4821.05   1175.0      1162.0       SA
138  SA508  20250627   1180.0   1205.0  ...    19275.02   1194.0      1177.0       SA
139  SA509  20250627   1178.0   1205.0  ...  5006804.52   1192.0      1172.0       SA
140  SA510  20250627   1190.0   1214.0  ...    15246.71   1203.0      1188.0       SA
141  SA511  20250627   1185.0   1210.0  ...     9866.40   1199.0      1181.0       SA
142  SA512  20250627   1193.0   1220.0  ...     6991.07   1207.0      1191.0       SA
143  SA601  20250627   1172.0   1205.0  ...   907292.90   1190.0      1166.0       SA
144  SA602  20250627   1198.0   1223.0  ...     5888.58   1212.0      1192.0       SA
145  SA603  20250627   1195.0   1219.0  ...     6863.58   1209.0      1189.0       SA
146  SA604  20250627   1217.0   1233.0  ...     2152.27   1224.0      1212.0       SA
147  SA605  20250627   1206.0   1220.0  ...    28573.86   1212.0      1202.0       SA
148  SA606  20250627   1215.0   1234.0  ...      539.81   1227.0      1214.0       SA
149  SF507  20250627   5570.0   5618.0  ...    21507.19   5576.0      5550.0       SF
150  SF508  20250627   5450.0   5452.0  ...    65717.30   5418.0      5412.0       SF
151  SF509  20250627   5420.0   5422.0  ...   361640.36   5392.0      5380.0       SF
152  SF510  20250627   5320.0   5334.0  ...    70509.98   5302.0      5292.0       SF
153  SF511  20250627   5470.0   5470.0  ...    89270.55   5428.0      5416.0       SF
154  SF512  20250627   5418.0   5418.0  ...       64.64   5388.0      5362.0       SF
155  SF601  20250627   5380.0   5396.0  ...     4549.82   5370.0      5344.0       SF
156  SF602  20250627   5312.0   5324.0  ...      360.35   5300.0      5278.0       SF
157  SF603  20250627   5450.0   5452.0  ...        8.16   5442.0      5386.0       SF
158  SF604  20250627      0.0      0.0  ...        0.00   5378.0      5374.0       SF
159  SF605  20250627   5410.0   5416.0  ...       29.66   5394.0      5362.0       SF
160  SF606  20250627   5348.0   5348.0  ...       10.67   5336.0      5298.0       SF
161  SH507  20250627   2390.0   2414.0  ...    10887.37   2388.0      2380.0       SH
162  SH508  20250627   2293.0   2346.0  ...   316781.31   2314.0      2280.0       SH
163  SH509  20250627   2315.0   2349.0  ...  3856609.52   2330.0      2299.0       SH
164  SH510  20250627   2357.0   2383.0  ...   305402.70   2366.0      2340.0       SH
165  SH511  20250627   2346.0   2365.0  ...   183495.35   2351.0      2329.0       SH
166  SH512  20250627   2347.0   2363.0  ...     3767.44   2352.0      2329.0       SH
167  SH601  20250627   2303.0   2330.0  ...    80758.21   2316.0      2291.0       SH
168  SH602  20250627   2321.0   2343.0  ...      799.97   2339.0      2304.0       SH
169  SH603  20250627   2328.0   2349.0  ...      435.66   2342.0      2312.0       SH
170  SH604  20250627   2379.0   2388.0  ...      142.80   2380.0      2352.0       SH
171  SH605  20250627   2360.0   2388.0  ...     3389.52   2374.0      2349.0       SH
172  SH606  20250627   2383.0   2405.0  ...      201.16   2395.0      2362.0       SH
173  SM507  20250627   5668.0   5706.0  ...     5961.68   5640.0      5642.0       SM
174  SM508  20250627   5698.0   5722.0  ...    67803.39   5672.0      5658.0       SM
175  SM509  20250627   5700.0   5728.0  ...   590801.67   5684.0      5664.0       SM
176  SM510  20250627   5680.0   5694.0  ...    42559.00   5652.0      5628.0       SM
177  SM511  20250627   5750.0   5780.0  ...    54289.06   5734.0      5712.0       SM
178  SM512  20250627   5748.0   5754.0  ...       63.09   5736.0      5710.0       SM
179  SM601  20250627   5742.0   5756.0  ...    35370.92   5718.0      5694.0       SM
180  SM602  20250627   5742.0   5750.0  ...      214.96   5732.0      5698.0       SM
181  SM603  20250627   5748.0   5748.0  ...      146.15   5732.0      5722.0       SM
182  SM604  20250627   5752.0   5768.0  ...      157.70   5734.0      5722.0       SM
183  SM605  20250627   5754.0   5762.0  ...      671.21   5738.0      5704.0       SM
184  SM606  20250627   5752.0   5752.0  ...       20.08   5736.0      5710.0       SM
185  SR507  20250627   5784.0   5813.0  ...     3138.10   5801.0      5790.0       SR
186  SR509  20250627   5770.0   5805.0  ...  1237703.61   5787.0      5779.0       SR
187  SR511  20250627   5645.0   5682.0  ...   105110.62   5666.0      5656.0       SR
188  SR601  20250627   5586.0   5609.0  ...   148083.31   5591.0      5595.0       SR
189  SR603  20250627   5555.0   5580.0  ...     2815.56   5564.0      5570.0       SR
190  SR605  20250627   5541.0   5548.0  ...     8550.27   5534.0      5552.0       SR
191  TA507  20250627   4968.0   5012.0  ...     6502.47   4992.0      4974.0       TA
192  TA508  20250627   4870.0   4918.0  ...    85852.41   4894.0      4884.0       TA
193  TA509  20250627   4762.0   4790.0  ...  1904810.33   4768.0      4762.0       TA
194  TA510  20250627   4674.0   4702.0  ...   147211.51   4676.0      4676.0       TA
195  TA511  20250627   4634.0   4664.0  ...    75439.63   4640.0      4640.0       TA
196  TA512  20250627   4610.0   4630.0  ...      133.98   4620.0      4608.0       TA
197  TA601  20250627   4582.0   4614.0  ...   217858.53   4594.0      4588.0       TA
198  TA602  20250627   4598.0   4612.0  ...       78.12   4596.0      4594.0       TA
199  TA603  20250627   4602.0   4610.0  ...       69.01   4600.0      4594.0       TA
200  TA604  20250627   4590.0   4616.0  ...       20.73   4608.0      4606.0       TA
201  TA605  20250627   4618.0   4628.0  ...     1584.26   4612.0      4604.0       TA
202  TA606  20250627   4612.0   4622.0  ...        6.93   4618.0      4598.0       TA
203  UR507  20250627   1757.0   1757.0  ...      239.89   1738.0      1752.0       UR
204  UR508  20250627   1740.0   1753.0  ...      615.14   1738.0      1739.0       UR
205  UR509  20250627   1735.0   1740.0  ...   795294.73   1723.0      1720.0       UR
206  UR510  20250627   1724.0   1726.0  ...      771.69   1707.0      1706.0       UR
207  UR511  20250627   1717.0   1728.0  ...      133.64   1713.0      1713.0       UR
208  UR512  20250627   1710.0   1713.0  ...       27.32   1708.0      1704.0       UR
209  UR601  20250627   1684.0   1694.0  ...    61256.98   1685.0      1683.0       UR
210  UR602  20250627   1685.0   1690.0  ...      332.98   1682.0      1678.0       UR
211  UR603  20250627   1714.0   1714.0  ...       20.50   1709.0      1705.0       UR
212  UR604  20250627   1706.0   1710.0  ...       30.67   1704.0      1699.0       UR
213  UR605  20250627   1699.0   1703.0  ...     1714.18   1694.0      1692.0       UR
214  UR606  20250627   1692.0   1692.0  ...       81.06   1689.0      1684.0       UR
215  WH507  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:26:13,053 - future_1d - INFO - ak.get_czce_daily('2025-06-27') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250627  5828.800  ...  5829.800    5813.400       IC
1   IC2508  20250627  5787.600  ...  5793.000    5774.000       IC
2   IC2509  20250627  5748.000  ...  5748.400    5731.800       IC
3   IC2512  20250627  5647.000  ...  5635.000    5618.800       IC
4   IF2507  20250627  3931.000  ...  3895.600    3923.000       IF
5   IF2508  20250627  3911.400  ...  3884.400    3910.600       IF
6   IF2509  20250627  3911.000  ...  3878.200    3905.600       IF
7   IF2512  20250627  3880.000  ...  3849.000    3874.200       IF
8   IH2507  20250627  2719.400  ...  2684.200    2715.200       IH
9   IH2508  20250627  2713.000  ...  2681.400    2710.800       IH
10  IH2509  20250627  2714.000  ...  2681.800    2711.800       IH
11  IH2512  20250627  2714.600  ...  2683.000    2712.200       IH
12  IM2507  20250627  6235.000  ...  6234.600    6218.000       IM
13  IM2508  20250627  6177.400  ...  6178.200    6163.800       IM
14  IM2509  20250627  6120.000  ...  6118.800    6104.800       IM
15  IM2512  20250627  5962.400  ...  5952.600    5941.600       IM
16   T2509  20250627   108.980  ...   109.070     108.950        T
17   T2512  20250627   109.020  ...   109.080     108.975        T
18   T2603  20250627   109.000  ...   109.065     108.950        T
19  TF2509  20250627   106.185  ...   106.265     106.160       TF
20  TF2512  20250627   106.260  ...   106.345     106.240       TF
21  TF2603  20250627   106.285  ...   106.375     106.265       TF
22  TL2509  20250627   120.840  ...   120.940     120.680       TL
23  TL2512  20250627   120.690  ...   120.800     120.530       TL
24  TL2603  20250627   120.560  ...   120.660     120.340       TL
25  TS2509  20250627   102.516  ...   102.546     102.508       TS
26  TS2512  20250627   102.650  ...   102.676     102.644       TS
27  TS2603  20250627   102.748  ...   102.776     102.736       TS

[28 rows x 12 columns]
2025-07-02 16:26:13,368 - future_1d - INFO - ak.get_cffex_daily('2025-06-27') done
2025-07-02 16:26:15,113 - future_1d - INFO - save future_daily 2025-06-27 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250630  33490.0  ...  33640.0     32500.0       PS
1   PS2508  20250630  33295.0  ...  33500.0     32075.0       PS
2   PS2509  20250630  32770.0  ...  32860.0     31520.0       PS
3   PS2510  20250630  32610.0  ...  32660.0     31575.0       PS
4   PS2511  20250630  32545.0  ...  32525.0     31300.0       PS
5   PS2512  20250630  34535.0  ...  34605.0     33145.0       PS
6   PS2601  20250630  34100.0  ...  34375.0     32920.0       PS
7   PS2602  20250630  33880.0  ...  34205.0     32555.0       PS
8   PS2603  20250630  33740.0  ...  34110.0     32895.0       PS
9   PS2604  20250630  33575.0  ...  33900.0     32725.0       PS
10  PS2605  20250630  34750.0  ...  33990.0     32545.0       PS
11  PS2606  20250630  35240.0  ...  35360.0     34115.0       PS
13  SI2507  20250630   8040.0  ...   8150.0      7830.0       SI
14  SI2508  20250630   8255.0  ...   8125.0      7810.0       SI
15  SI2509  20250630   8075.0  ...   8115.0      7830.0       SI
16  SI2510  20250630   8105.0  ...   8105.0      7755.0       SI
17  SI2511  20250630   7955.0  ...   8030.0      7770.0       SI
18  SI2512  20250630   8200.0  ...   8295.0      8010.0       SI
19  SI2601  20250630   8020.0  ...   8240.0      7950.0       SI
20  SI2602  20250630   8125.0  ...   8225.0      7955.0       SI
21  SI2603  20250630   8105.0  ...   8215.0      7935.0       SI
22  SI2604  20250630   8090.0  ...   8210.0      7910.0       SI
23  SI2605  20250630   8060.0  ...   8210.0      7910.0       SI
24  SI2606  20250630   8365.0  ...   8200.0      7895.0       SI
27  LC2507  20250630  64040.0  ...  62880.0     62620.0       LC
28  LC2508  20250630  64020.0  ...  62780.0     62820.0       LC
29  LC2509  20250630  63460.0  ...  62680.0     62740.0       LC
30  LC2510  20250630  63240.0  ...  62600.0     62640.0       LC
31  LC2511  20250630  63500.0  ...  62460.0     62460.0       LC
32  LC2512  20250630  63500.0  ...  62860.0     62840.0       LC
33  LC2601  20250630  64200.0  ...  62920.0     62940.0       LC
34  LC2602  20250630  63980.0  ...  62760.0     62900.0       LC
35  LC2603  20250630  63880.0  ...  62920.0     62880.0       LC
36  LC2604  20250630  64260.0  ...  63400.0     63480.0       LC
37  LC2605  20250630  64340.0  ...  63500.0     63600.0       LC
38  LC2606  20250630  64240.0  ...  63480.0     63780.0       LC

[36 rows x 12 columns]
2025-07-02 16:26:23,661 - future_1d - INFO - ak.get_gfex_daily('2025-06-30') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250630  ...   79970      79890      CU
1        1      CU2508  20250630  ...   79770      79740      CU
2        2      CU2509  20250630  ...   79620      79590      CU
3        3      CU2510  20250630  ...   79410      79370      CU
4        4      CU2511  20250630  ...   79180      79190      CU
5        5      CU2512  20250630  ...   78930      78940      CU
6        6      CU2601  20250630  ...   78750      78750      CU
7        7      CU2602  20250630  ...   78560      78640      CU
8        8      CU2603  20250630  ...   78430      78480      CU
9        9      CU2604  20250630  ...   78380      78380      CU
10      10      CU2605  20250630  ...   78350      78320      CU
11      11      CU2606  20250630  ...   78290      78260      CU
12      12      BC2507  20250630  ...   71090      71170      BC
13      13      BC2508  20250630  ...   71100      71090      BC
14      14      BC2509  20250630  ...   70860      70850      BC
15      15      BC2510  20250630  ...   70700      70600      BC
16      16      BC2511  20250630  ...   69520      69510      BC
17      17      BC2512  20250630  ...   69450      69450      BC
18      18      BC2601  20250630  ...   69570      69570      BC
19      19      BC2602  20250630  ...   69410      69410      BC
20      20      BC2603  20250630  ...   69290      69290      BC
21      21      BC2604  20250630  ...   69760      69760      BC
22      22      BC2605  20250630  ...   68610      68610      BC
23      23      BC2606  20250630  ...   68610      68610      BC
24      24      AL2507  20250630  ...   20735      20740      AL
25      25      AL2508  20250630  ...   20550      20575      AL
26      26      AL2509  20250630  ...   20455      20485      AL
27      27      AL2510  20250630  ...   20360      20400      AL
28      28      AL2511  20250630  ...   20235      20275      AL
29      29      AL2512  20250630  ...   20115      20145      AL
30      30      AL2601  20250630  ...   20055      20090      AL
31      31      AL2602  20250630  ...   20030      20070      AL
32      32      AL2603  20250630  ...   20020      20055      AL
33      33      AL2604  20250630  ...   20020      20050      AL
34      34      AL2605  20250630  ...   20050      20070      AL
35      35      AL2606  20250630  ...   20045      20055      AL
36      36      ZN2507  20250630  ...   22490      22510      ZN
37      37      ZN2508  20250630  ...   22435      22425      ZN
38      38      ZN2509  20250630  ...   22390      22345      ZN
39      39      ZN2510  20250630  ...   22330      22285      ZN
40      40      ZN2511  20250630  ...   22250      22200      ZN
41      41      ZN2512  20250630  ...   22200      22110      ZN
42      42      ZN2601  20250630  ...   22130      22045      ZN
43      43      ZN2602  20250630  ...   22100      21985      ZN
44      44      ZN2603  20250630  ...   22000      21970      ZN
45      45      ZN2604  20250630  ...   22025      21965      ZN
46      46      ZN2605  20250630  ...   22010      21940      ZN
47      47      ZN2606  20250630  ...   22010      21885      ZN
48      48      PB2507  20250630  ...   17100      17155      PB
49      49      PB2508  20250630  ...   17145      17195      PB
50      50      PB2509  20250630  ...   17170      17210      PB
51      51      PB2510  20250630  ...   17165      17225      PB
52      52      PB2511  20250630  ...   17150      17205      PB
53      53      PB2512  20250630  ...   17125      17210      PB
54      54      PB2601  20250630  ...   17155      17195      PB
55      55      PB2602  20250630  ...   17150      17200      PB
56      56      PB2603  20250630  ...   17150      17225      PB
57      57      PB2604  20250630  ...   17165      17165      PB
58      58      PB2605  20250630  ...   17155      17155      PB
59      59      PB2606  20250630  ...   17185      17185      PB
60      60      NI2507  20250630  ...  120740     120500      NI
61      61      NI2508  20250630  ...  120970     120630      NI
62      62      NI2509  20250630  ...  121030     120740      NI
63      63      NI2510  20250630  ...  121150     120850      NI
64      64      NI2511  20250630  ...  121340     121070      NI
65      65      NI2512  20250630  ...  121630     121260      NI
66      66      NI2601  20250630  ...  121770     121460      NI
67      67      NI2602  20250630  ...  121840     121640      NI
68      68      NI2603  20250630  ...  122170     121870      NI
69      69      NI2604  20250630  ...  122640     122200      NI
70      70      NI2605  20250630  ...  122520     122300      NI
71      71      NI2606  20250630  ...  122680     122640      NI
72      72      SN2507  20250630  ...  267860     269490      SN
73      73      SN2508  20250630  ...  268140     269730      SN
74      74      SN2509  20250630  ...  268090     269500      SN
75      75      SN2510  20250630  ...  267790     269350      SN
76      76      SN2511  20250630  ...  267280     269020      SN
77      77      SN2512  20250630  ...  266680     267930      SN
78      78      SN2601  20250630  ...  266910     269060      SN
79      79      SN2602  20250630  ...  267310     269180      SN
80      80      SN2603  20250630  ...  267190     269160      SN
81      81      SN2604  20250630  ...  266590     268950      SN
82      82      SN2605  20250630  ...  266070     268090      SN
83      83      SN2606  20250630  ...  266430     267450      SN
84      84      AO2507  20250630  ...    3106       3075      AO
85      85      AO2508  20250630  ...    3023       3010      AO
86      86      AO2509  20250630  ...    2987       2978      AO
87      87      AO2510  20250630  ...    2959       2951      AO
88      88      AO2511  20250630  ...    2949       2942      AO
89      89      AO2512  20250630  ...    2943       2935      AO
90      90      AO2601  20250630  ...    2933       2924      AO
91      91      AO2602  20250630  ...    2932       2928      AO
92      92      AO2603  20250630  ...    2926       2906      AO
93      93      AO2604  20250630  ...    2924       2906      AO
94      94      AO2605  20250630  ...    2918       2909      AO
95      95      AO2606  20250630  ...    2913       2903      AO
96      96      AD2511  20250630  ...   19775      19805      AD
97      97      AD2512  20250630  ...   19695      19700      AD
98      98      AD2601  20250630  ...   19625      19610      AD
99      99      AD2602  20250630  ...   19570      19535      AD
100    100      AD2603  20250630  ...   19490      19435      AD
101    101      AD2604  20250630  ...   19360      19360      AD
102    102      AD2605  20250630  ...   19410      19425      AD
103    103      AD2606  20250630  ...   19415      19415      AD
104    104      AU2507  20250630  ...   761.7     769.52      AU
105    105      AU2508  20250630  ...   762.5     770.14      AU
106    106      AU2509  20250630  ...  763.52     771.26      AU
107    107      AU2510  20250630  ...  764.86     772.44      AU
108    108      AU2512  20250630  ...   766.6     773.94      AU
109    109      AU2602  20250630  ...  768.48      775.9      AU
110    110      AU2604  20250630  ...  770.68     778.04      AU
111    111      AU2606  20250630  ...  773.18     779.02      AU
112    112      AG2507  20250630  ...    8705       8799      AG
113    113      AG2508  20250630  ...    8713       8810      AG
114    114      AG2509  20250630  ...    8724       8820      AG
115    115      AG2510  20250630  ...    8738       8831      AG
116    116      AG2511  20250630  ...    8742       8838      AG
117    117      AG2512  20250630  ...    8756       8849      AG
118    118      AG2601  20250630  ...    8763       8861      AG
119    119      AG2602  20250630  ...    8772       8873      AG
120    120      AG2603  20250630  ...    8786       8884      AG
121    121      AG2604  20250630  ...    8800       8897      AG
122    122      AG2605  20250630  ...    8815       8910      AG
123    123      AG2606  20250630  ...    8829       8926      AG
124    124      RB2507  20250630  ...    2999       2994      RB
125    125      RB2508  20250630  ...    2975       2958      RB
126    126      RB2509  20250630  ...    2971       2958      RB
127    127      RB2510  20250630  ...    3009       2990      RB
128    128      RB2511  20250630  ...    3015       2996      RB
129    129      RB2512  20250630  ...    3024       3007      RB
130    130      RB2601  20250630  ...    3023       2997      RB
131    131      RB2602  20250630  ...    3010       2990      RB
132    132      RB2603  20250630  ...    3009       2991      RB
133    133      RB2604  20250630  ...    3033       3010      RB
134    134      RB2605  20250630  ...    3026       3001      RB
135    135      RB2606  20250630  ...    3032       2997      RB
136    136      WR2507  20250630  ...    3356       3338      WR
137    137      WR2508  20250630  ...    3359       3359      WR
138    138      WR2509  20250630  ...    3245       3241      WR
139    139      WR2510  20250630  ...    3328       3322      WR
140    140      WR2511  20250630  ...    3361       3361      WR
141    141      WR2512  20250630  ...    3337       3316      WR
142    142      WR2601  20250630  ...    3330       3330      WR
143    143      WR2602  20250630  ...    3396       3396      WR
144    144      WR2603  20250630  ...    3387       3387      WR
145    145      WR2604  20250630  ...    3392       3392      WR
146    146      WR2605  20250630  ...    3369       3369      WR
147    147      WR2606  20250630  ...    3373       3366      WR
148    148      HC2507  20250630  ...    3147       3143      HC
149    149      HC2508  20250630  ...    3151       3139      HC
150    150      HC2509  20250630  ...    3141       3128      HC
151    151      HC2510  20250630  ...    3134       3119      HC
152    152      HC2511  20250630  ...    3137       3122      HC
153    153      HC2512  20250630  ...    3147       3134      HC
154    154      HC2601  20250630  ...    3140       3121      HC
155    155      HC2602  20250630  ...    3150       3130      HC
156    156      HC2603  20250630  ...    3154       3135      HC
157    157      HC2604  20250630  ...    3155       3136      HC
158    158      HC2605  20250630  ...    3142       3122      HC
159    159      HC2606  20250630  ...    3151       3129      HC
160    160      SS2507  20250630  ...   12580      12530      SS
161    161      SS2508  20250630  ...   12670      12590      SS
162    162      SS2509  20250630  ...   12620      12555      SS
163    163      SS2510  20250630  ...   12580      12515      SS
164    164      SS2511  20250630  ...   12595      12515      SS
165    165      SS2512  20250630  ...   12600      12530      SS
166    166      SS2601  20250630  ...   12635      12570      SS
167    167      SS2602  20250630  ...   12680      12620      SS
168    168      SS2603  20250630  ...   12700      12670      SS
169    169      SS2604  20250630  ...   12730      12665      SS
170    170      SS2605  20250630  ...   12765      12705      SS
171    171      SS2606  20250630  ...   12785      12720      SS
172    172      SC2507  20250630  ...   496.6      496.6      SC
173    173      SC2508  20250630  ...   496.1      502.2      SC
174    174      SC2509  20250630  ...   490.3      492.7      SC
175    175      SC2510  20250630  ...   484.8      487.6      SC
176    176      SC2511  20250630  ...   481.7      485.8      SC
177    177      SC2512  20250630  ...     480      483.3      SC
178    178      SC2601  20250630  ...   478.4      481.8      SC
179    179      SC2602  20250630  ...   476.9      480.4      SC
180    180      SC2603  20250630  ...   476.5      478.5      SC
181    181      SC2604  20250630  ...   474.9      477.2      SC
182    182      SC2605  20250630  ...   473.2      476.5      SC
183    183      SC2606  20250630  ...   472.6      474.3      SC
184    184      SC2609  20250630  ...   472.5      472.5      SC
185    185      SC2612  20250630  ...   470.6      470.6      SC
186    186      SC2703  20250630  ...   468.4      468.4      SC
187    187      SC2706  20250630  ...   466.8        474      SC
188    188      SC2709  20250630  ...   465.7      465.7      SC
189    189      SC2712  20250630  ...   465.8      465.8      SC
190    190      SC2803  20250630  ...   461.3      466.5      SC
191    191      SC2806  20250630  ...   465.6      465.6      SC
192    192      LU2507  20250630  ...    3557       3557      LU
193    193      LU2508  20250630  ...    3621       3655      LU
194    194      LU2509  20250630  ...    3591       3603      LU
195    195      LU2510  20250630  ...    3564       3568      LU
196    196      LU2511  20250630  ...    3543       3539      LU
197    197      LU2512  20250630  ...    3514       3504      LU
198    198      LU2601  20250630  ...    3518       3509      LU
199    199      LU2602  20250630  ...    3507       3476      LU
200    200      LU2603  20250630  ...    3487       3449      LU
201    201      LU2604  20250630  ...    3472       3439      LU
202    202      LU2605  20250630  ...    3437       3419      LU
203    203      LU2606  20250630  ...    3416       3418      LU
204    204      FU2507  20250630  ...    2874       2930      FU
205    205      FU2508  20250630  ...    2964       2989      FU
206    206      FU2509  20250630  ...    2990       3005      FU
207    207      FU2510  20250630  ...    2935       2954      FU
208    208      FU2511  20250630  ...    2892       2910      FU
209    209      FU2512  20250630  ...    2863       2884      FU
210    210      FU2601  20250630  ...    2849       2858      FU
211    211      FU2602  20250630  ...    2827       2838      FU
212    212      FU2603  20250630  ...    2819       2831      FU
213    213      FU2604  20250630  ...    2806       2818      FU
214    214      FU2605  20250630  ...    2800       2807      FU
215    215      FU2606  20250630  ...    2788       2795      FU
216    216      BU2507  20250630  ...    3570       3571      BU
217    217      BU2508  20250630  ...    3567       3569      BU
218    218      BU2509  20250630  ...    3556       3559      BU
219    219      BU2510  20250630  ...    3514       3522      BU
220    220      BU2511  20250630  ...    3450       3466      BU
221    221      BU2512  20250630  ...    3376       3390      BU
222    222      BU2601  20250630  ...    3338       3350      BU
223    223      BU2602  20250630  ...    3309       3341      BU
224    224      BU2603  20250630  ...    3310       3327      BU
225    225      BU2604  20250630  ...    3299       3306      BU
226    226      BU2605  20250630  ...    3282       3295      BU
227    227      BU2606  20250630  ...    3259       3275      BU
228    228      BU2609  20250630  ...    3249       3277      BU
229    229      BU2612  20250630  ...    3219       3250      BU
230    230      BU2703  20250630  ...    3229       3247      BU
231    231      BU2706  20250630  ...    3235       3250      BU
232    232      BR2507  20250630  ...   11360      11305      BR
233    233      BR2508  20250630  ...   11270      11210      BR
234    234      BR2509  20250630  ...   11165      11120      BR
235    235      BR2510  20250630  ...   11130      11085      BR
236    236      BR2511  20250630  ...   11095      11075      BR
237    237      BR2512  20250630  ...   11070      11055      BR
238    238      BR2601  20250630  ...   11035      11000      BR
239    239      BR2602  20250630  ...   11020      11030      BR
240    240      BR2603  20250630  ...   11025      11025      BR
241    241      BR2604  20250630  ...   11045      10995      BR
242    242      BR2605  20250630  ...   11060      11015      BR
243    243      BR2606  20250630  ...   11035      11040      BR
244    244      RU2507  20250630  ...   13935      13965      RU
245    245      RU2508  20250630  ...   13985      14020      RU
246    246      RU2509  20250630  ...   14010      14045      RU
247    247      RU2510  20250630  ...   14020      14080      RU
248    248      RU2511  20250630  ...   14005      14050      RU
249    249      RU2601  20250630  ...   14850      14885      RU
250    250      RU2603  20250630  ...   14890      14885      RU
251    251      RU2604  20250630  ...   14880      14915      RU
252    252      RU2605  20250630  ...   14895      14925      RU
253    253      RU2606  20250630  ...   14915      14915      RU
254    254      NR2507  20250630  ...   12130      12135      NR
255    255      NR2508  20250630  ...   12170      12180      NR
256    256      NR2509  20250630  ...   12125      12130      NR
257    257      NR2510  20250630  ...   12115      12120      NR
258    258      NR2511  20250630  ...   12130      12130      NR
259    259      NR2512  20250630  ...   12130      12125      NR
260    260      NR2601  20250630  ...   12115      12135      NR
261    261      NR2602  20250630  ...   12180      12160      NR
262    262      NR2603  20250630  ...   12115      12210      NR
263    263      NR2604  20250630  ...   12200      12055      NR
264    264      NR2605  20250630  ...   12225      12300      NR
265    265      NR2606  20250630  ...   12260      12260      NR
266    266      SP2507  20250630  ...    5048       5082      SP
267    267      SP2508  20250630  ...    5068       5088      SP
268    268      SP2509  20250630  ...    5066       5088      SP
269    269      SP2510  20250630  ...    5064       5080      SP
270    270      SP2511  20250630  ...    5052       5068      SP
271    271      SP2512  20250630  ...    5050       5070      SP
272    272      SP2601  20250630  ...    5262       5296      SP
273    273      SP2602  20250630  ...    5198       5234      SP
274    274      SP2603  20250630  ...    5186       5226      SP
275    275      SP2604  20250630  ...    5190       5230      SP
276    276      SP2605  20250630  ...    5198       5234      SP
277    277      SP2606  20250630  ...    5200       5214      SP
278    278      EC2506  20250630  ...  1889.1     1886.6      EC
279    279      EC2508  20250630  ...  1767.1     1795.9      EC
280    280      EC2510  20250630  ...  1339.8     1334.8      EC
281    281      EC2512  20250630  ...    1498     1491.1      EC
282    282      EC2602  20250630  ...  1316.5     1320.4      EC
283    283      EC2604  20250630  ...    1169     1168.3      EC
284    284  SC_TAS2508  20250630  ...                     SC_TAS
285    285  SC_TAS2509  20250630  ...                     SC_TAS
286    286  SC_TAS2510  20250630  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 16:26:23,765 - future_1d - INFO - ak.get_shfe_daily('2025-06-30') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250630          ...   496.6      496.6      SC
1       SC2508  20250630   498.6  ...   496.1      502.2      SC
2       SC2509  20250630   491.2  ...   490.3      492.7      SC
3       SC2510  20250630   486.1  ...   484.8      487.6      SC
4       SC2511  20250630   484.2  ...   481.7      485.8      SC
5       SC2512  20250630   486.5  ...     480      483.3      SC
6       SC2601  20250630     480  ...   478.4      481.8      SC
7       SC2602  20250630     479  ...   476.9      480.4      SC
8       SC2603  20250630   477.7  ...   476.5      478.5      SC
9       SC2604  20250630   479.3  ...   474.9      477.2      SC
10      SC2605  20250630     481  ...   473.2      476.5      SC
11      SC2606  20250630   470.6  ...   472.6      474.3      SC
12      SC2609  20250630          ...   472.5      472.5      SC
13      SC2612  20250630          ...   470.6      470.6      SC
14      SC2703  20250630          ...   468.4      468.4      SC
15      SC2706  20250630   453.6  ...   466.8        474      SC
16      SC2709  20250630          ...   465.7      465.7      SC
17      SC2712  20250630          ...   465.8      465.8      SC
18      SC2803  20250630     460  ...   461.3      466.5      SC
19      SC2806  20250630          ...   465.6      465.6      SC
21      LU2507  20250630    3557  ...    3557       3557      LU
22      LU2508  20250630    3631  ...    3621       3655      LU
23      LU2509  20250630    3603  ...    3591       3603      LU
24      LU2510  20250630    3568  ...    3564       3568      LU
25      LU2511  20250630    3550  ...    3543       3539      LU
26      LU2512  20250630    3533  ...    3514       3504      LU
27      LU2601  20250630    3529  ...    3518       3509      LU
28      LU2602  20250630    3506  ...    3507       3476      LU
29      LU2603  20250630    3484  ...    3487       3449      LU
30      LU2604  20250630    3472  ...    3472       3439      LU
31      LU2605  20250630    3457  ...    3437       3419      LU
32      LU2606  20250630    3417  ...    3416       3418      LU
34      NR2507  20250630   12185  ...   12130      12135      NR
35      NR2508  20250630   12185  ...   12170      12180      NR
36      NR2509  20250630   12100  ...   12125      12130      NR
37      NR2510  20250630   12110  ...   12115      12120      NR
38      NR2511  20250630   12120  ...   12130      12130      NR
39      NR2512  20250630   12100  ...   12130      12125      NR
40      NR2601  20250630   12160  ...   12115      12135      NR
41      NR2602  20250630   12180  ...   12180      12160      NR
42      NR2603  20250630   12115  ...   12115      12210      NR
43      NR2604  20250630   12200  ...   12200      12055      NR
44      NR2605  20250630   12225  ...   12225      12300      NR
45      NR2606  20250630          ...   12260      12260      NR
47      BC2507  20250630   71070  ...   71090      71170      BC
48      BC2508  20250630   70840  ...   71100      71090      BC
49      BC2509  20250630   70460  ...   70860      70850      BC
50      BC2510  20250630          ...   70700      70600      BC
51      BC2511  20250630          ...   69520      69510      BC
52      BC2512  20250630          ...   69450      69450      BC
53      BC2601  20250630          ...   69570      69570      BC
54      BC2602  20250630          ...   69410      69410      BC
55      BC2603  20250630          ...   69290      69290      BC
56      BC2604  20250630          ...   69760      69760      BC
57      BC2605  20250630          ...   68610      68610      BC
58      BC2606  20250630          ...   68610      68610      BC
60      EC2506  20250630    1889  ...  1889.1     1886.6      EC
61      EC2508  20250630    1810  ...  1767.1     1795.9      EC
62      EC2510  20250630  1328.1  ...  1339.8     1334.8      EC
63      EC2512  20250630    1496  ...    1498     1491.1      EC
64      EC2602  20250630  1321.8  ...  1316.5     1320.4      EC
65      EC2604  20250630  1177.9  ...    1169     1168.3      EC
68  SC_TAS2508  20250630          ...                     SC_TAS
69  SC_TAS2509  20250630          ...                     SC_TAS
70  SC_TAS2510  20250630          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 16:26:23,824 - future_1d - INFO - ak.get_ine_daily('2025-06-30') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250630   4196.0  ...   4209.00     4196.00        A
1     a2509  20250630   4141.0  ...   4147.00     4144.00        A
2     a2511  20250630   4078.0  ...   4080.00     4075.00        A
3     a2601  20250630   4062.0  ...   4062.00     4059.00        A
4     a2603  20250630   4049.0  ...   4050.00     4046.00        A
5     a2605  20250630   4083.0  ...   4084.00     4078.00        A
6     b2507  20250630   3528.0  ...   3479.00     3524.00        B
7     b2508  20250630   3579.0  ...   3578.00     3567.00        B
8     b2509  20250630   3601.0  ...   3611.00     3601.00        B
9     b2510  20250630   3645.0  ...   3660.00     3652.00        B
10    b2511  20250630   3663.0  ...   3667.00     3654.00        B
11    b2512  20250630   3680.0  ...   3675.00     3663.00        B
12    b2601  20250630   3663.0  ...   3662.00     3651.00        B
13    b2602  20250630   3623.0  ...   3622.00     3606.00        B
14    b2603  20250630   3525.0  ...   3523.00     3513.00        B
15    b2604  20250630   3433.0  ...   3432.00     3419.00        B
16    b2605  20250630   3373.0  ...   3378.00     3373.00        B
17    b2606  20250630   3379.0  ...   3379.00     3375.00        B
18   bb2509  20250630    153.0  ...    153.75      152.40       BB
19   bb2511  20250630    153.0  ...    152.70      151.75       BB
20   bb2601  20250630      0.0  ...    170.00      168.95       BB
21   bb2603  20250630      0.0  ...    170.10      169.05       BB
22   bb2605  20250630      0.0  ...    170.10      169.05       BB
23    c2507  20250630   2359.0  ...   2359.00     2356.00        C
24    c2509  20250630   2379.0  ...   2376.00     2378.00        C
25    c2511  20250630   2323.0  ...   2319.00     2319.00        C
26    c2601  20250630   2270.0  ...   2272.00     2272.00        C
27    c2603  20250630   2269.0  ...   2268.00     2266.00        C
28    c2605  20250630   2302.0  ...   2298.00     2298.00        C
29   cs2507  20250630   2738.0  ...   2750.00     2727.00       CS
30   cs2509  20250630   2740.0  ...   2731.00     2733.00       CS
31   cs2511  20250630   2679.0  ...   2673.00     2674.00       CS
32   cs2601  20250630   2669.0  ...   2671.00     2670.00       CS
33   cs2603  20250630   2651.0  ...   2652.00     2650.00       CS
34   cs2605  20250630   2683.0  ...   2687.00     2685.00       CS
35   eb2507  20250630   7420.0  ...   7429.00     7448.00       EB
36   eb2508  20250630   7287.0  ...   7306.00     7312.00       EB
37   eb2509  20250630   7200.0  ...   7223.00     7227.00       EB
38   eb2510  20250630   7153.0  ...   7139.00     7142.00       EB
39   eb2511  20250630   7060.0  ...   7066.00     7066.00       EB
40   eb2512  20250630   7025.0  ...   7030.00     7036.00       EB
41   eb2601  20250630   7020.0  ...   7031.00     7031.00       EB
42   eb2602  20250630   7012.0  ...   7031.00     7072.00       EB
43   eb2603  20250630   7033.0  ...   7038.00     7078.00       EB
44   eb2604  20250630   6994.0  ...   7026.00     7037.00       EB
45   eb2605  20250630   7074.0  ...   7039.00     7046.00       EB
46   eb2606  20250630      0.0  ...   6900.00     6900.00       EB
47   eg2507  20250630   4225.0  ...   4218.00     4233.00       EG
48   eg2508  20250630   4248.0  ...   4253.00     4262.00       EG
49   eg2509  20250630   4271.0  ...   4272.00     4279.00       EG
50   eg2510  20250630   4274.0  ...   4276.00     4280.00       EG
51   eg2511  20250630   4292.0  ...   4287.00     4299.00       EG
52   eg2512  20250630   4307.0  ...   4299.00     4306.00       EG
53   eg2601  20250630   4321.0  ...   4304.00     4319.00       EG
54   eg2602  20250630   4304.0  ...   4302.00     4310.00       EG
55   eg2603  20250630   4307.0  ...   4303.00     4325.00       EG
56   eg2604  20250630   4311.0  ...   4311.00     4347.00       EG
57   eg2605  20250630   4330.0  ...   4322.00     4319.00       EG
58   eg2606  20250630      0.0  ...   4337.00     4337.00       EG
59   fb2507  20250630   1360.0  ...   1341.50     1313.50       FB
60   fb2508  20250630   1311.0  ...   1309.00     1305.50       FB
61   fb2509  20250630   1305.5  ...   1303.00     1301.50       FB
62   fb2510  20250630   1327.5  ...   1322.50     1326.50       FB
63   fb2511  20250630   1325.5  ...   1322.50     1324.50       FB
64   fb2512  20250630   1326.0  ...   1323.50     1323.50       FB
65   fb2601  20250630   1284.5  ...   1284.50     1309.00       FB
66   fb2602  20250630      0.0  ...   1295.50     1295.50       FB
67   fb2603  20250630      0.0  ...   1313.50     1313.50       FB
68   fb2604  20250630      0.0  ...   1310.50     1310.50       FB
69   fb2605  20250630      0.0  ...   1292.50     1292.50       FB
70   fb2606  20250630      0.0  ...   1292.50     1292.50       FB
71    i2507  20250630    726.5  ...    723.50      724.50        I
72    i2508  20250630    722.5  ...    725.00      723.00        I
73    i2509  20250630    718.5  ...    718.00      714.00        I
74    i2510  20250630    710.0  ...    712.00      708.00        I
75    i2511  20250630    705.5  ...    706.50      703.50        I
76    i2512  20250630    699.5  ...    698.50      696.50        I
77    i2601  20250630    692.0  ...    692.50      688.00        I
78    i2602  20250630    688.0  ...    689.00      685.00        I
79    i2603  20250630    684.5  ...    687.00      681.00        I
80    i2604  20250630    680.5  ...    682.50      677.50        I
81    i2605  20250630    673.5  ...    675.00      669.50        I
82    i2606  20250630    667.5  ...    669.00      665.00        I
83    j2507  20250630   1310.5  ...   1324.00     1339.00        J
84    j2508  20250630   1388.5  ...   1395.00     1377.50        J
85    j2509  20250630   1420.0  ...   1423.50     1410.50        J
86    j2510  20250630   1452.5  ...   1441.00     1421.00        J
87    j2511  20250630   1449.0  ...   1449.00     1441.50        J
88    j2512  20250630   1462.0  ...   1465.50     1444.00        J
89    j2601  20250630   1458.5  ...   1464.00     1451.00        J
90    j2602  20250630   1472.5  ...   1472.50     1456.50        J
91    j2603  20250630      0.0  ...   1470.00     1470.00        J
92    j2604  20250630   1497.5  ...   1497.50     1464.00        J
93    j2605  20250630   1499.0  ...   1505.00     1484.00        J
94    j2606  20250630      0.0  ...   1474.00     1474.00        J
95   jd2507  20250630   2780.0  ...   2776.00     2810.00       JD
96   jd2508  20250630   3520.0  ...   3539.00     3542.00       JD
97   jd2509  20250630   3654.0  ...   3673.00     3664.00       JD
98   jd2510  20250630   3373.0  ...   3401.00     3371.00       JD
99   jd2511  20250630   3398.0  ...   3418.00     3401.00       JD
100  jd2512  20250630   3579.0  ...   3592.00     3579.00       JD
101  jd2601  20250630   3645.0  ...   3647.00     3639.00       JD
102  jd2602  20250630   3198.0  ...   3204.00     3196.00       JD
103  jd2603  20250630   3200.0  ...   3205.00     3194.00       JD
104  jd2604  20250630   3331.0  ...   3337.00     3327.00       JD
105  jd2605  20250630   3414.0  ...   3416.00     3401.00       JD
106  jd2606  20250630   3262.0  ...   3257.00     3236.00       JD
107  jm2507  20250630    813.5  ...    824.00      810.50       JM
108  jm2508  20250630    827.0  ...    817.00      809.00       JM
109  jm2509  20250630    847.0  ...    842.50      834.00       JM
110  jm2510  20250630    856.0  ...    853.50      844.50       JM
111  jm2511  20250630    867.0  ...    864.00      854.00       JM
112  jm2512  20250630    881.5  ...    874.50      866.00       JM
113  jm2601  20250630    888.0  ...    886.00      875.00       JM
114  jm2602  20250630    898.0  ...    891.50      879.00       JM
115  jm2603  20250630    900.0  ...    897.00      883.00       JM
116  jm2604  20250630    906.0  ...    903.50      895.00       JM
117  jm2605  20250630    913.0  ...    913.00      899.00       JM
118  jm2606  20250630    921.5  ...    918.50      909.50       JM
119   l2507  20250630   7376.0  ...   7337.00     7344.00        L
120   l2508  20250630   7316.0  ...   7297.00     7321.00        L
121   l2509  20250630   7302.0  ...   7286.00     7308.00        L
122   l2510  20250630   7267.0  ...   7256.00     7271.00        L
123   l2511  20250630   7258.0  ...   7246.00     7260.00        L
124   l2512  20250630   7250.0  ...   7249.00     7259.00        L
125   l2601  20250630   7227.0  ...   7236.00     7251.00        L
126   l2602  20250630   7227.0  ...   7229.00     7228.00        L
127   l2603  20250630      0.0  ...   7208.00     7208.00        L
128   l2604  20250630      0.0  ...   7265.00     7265.00        L
129   l2605  20250630   7231.0  ...   7215.00     7231.00        L
130   l2606  20250630      0.0  ...   7229.00     7229.00        L
131  lg2507  20250630    822.0  ...    820.00      818.00       LG
132  lg2509  20250630    792.0  ...    792.50      789.00       LG
133  lg2511  20250630    786.5  ...    785.00      784.50       LG
134  lg2601  20250630    786.5  ...    785.50      786.50       LG
135  lg2603  20250630    790.5  ...    787.50      787.00       LG
136  lg2605  20250630    784.5  ...    788.00      788.50       LG
137  lh2507  20250630  13650.0  ...  13825.00    13625.00       LH
138  lh2509  20250630  14020.0  ...  13890.00    13990.00       LH
139  lh2511  20250630  13450.0  ...  13365.00    13445.00       LH
140  lh2601  20250630  13570.0  ...  13505.00    13550.00       LH
141  lh2603  20250630  12820.0  ...  12800.00    12795.00       LH
142  lh2605  20250630  13000.0  ...  12975.00    12980.00       LH
143   m2507  20250630   2821.0  ...   2843.00     2809.00        M
144   m2508  20250630   2930.0  ...   2943.00     2923.00        M
145   m2509  20250630   2942.0  ...   2958.00     2938.00        M
146   m2511  20250630   2988.0  ...   2997.00     2975.00        M
147   m2512  20250630   3012.0  ...   3020.00     3005.00        M
148   m2601  20250630   2985.0  ...   2995.00     2982.00        M
149   m2603  20250630   2850.0  ...   2851.00     2843.00        M
150   m2605  20250630   2710.0  ...   2711.00     2706.00        M
151   p2507  20250630   8418.0  ...   8398.00     8424.00        P
152   p2508  20250630   8414.0  ...   8368.00     8410.00        P
153   p2509  20250630   8366.0  ...   8312.00     8366.00        P
154   p2510  20250630   8370.0  ...   8308.00     8364.00        P
155   p2511  20250630   8324.0  ...   8318.00     8358.00        P
156   p2512  20250630   8366.0  ...   8320.00     8360.00        P
157   p2601  20250630   8392.0  ...   8326.00     8370.00        P
158   p2602  20250630   8308.0  ...   8294.00     8350.00        P
159   p2603  20250630   8300.0  ...   8274.00     8312.00        P
160   p2604  20250630   8208.0  ...   8208.00     8276.00        P
161   p2605  20250630   8250.0  ...   8212.00     8250.00        P
162   p2606  20250630   8188.0  ...   8184.00     8258.00        P
163  pg2507  20250630   4259.0  ...   4235.00     4256.00       PG
164  pg2508  20250630   4254.0  ...   4230.00     4249.00       PG
165  pg2509  20250630   4162.0  ...   4136.00     4149.00       PG
166  pg2510  20250630   4532.0  ...   4507.00     4526.00       PG
167  pg2511  20250630   4447.0  ...   4421.00     4436.00       PG
168  pg2512  20250630   4369.0  ...   4344.00     4362.00       PG
169  pg2601  20250630   4279.0  ...   4266.00     4284.00       PG
170  pg2602  20250630   4202.0  ...   4201.00     4208.00       PG
171  pg2603  20250630   4118.0  ...   4109.00     4116.00       PG
172  pg2604  20250630   4410.0  ...   4394.00     4406.00       PG
173  pg2605  20250630   4300.0  ...   4296.00     4299.00       PG
174  pg2606  20250630      0.0  ...   4254.00     4255.00       PG
175  pp2507  20250630   7112.0  ...   7108.00     7121.00       PP
176  pp2508  20250630   7113.0  ...   7109.00     7126.00       PP
177  pp2509  20250630   7098.0  ...   7092.00     7112.00       PP
178  pp2510  20250630   7053.0  ...   7045.00     7064.00       PP
179  pp2511  20250630   7052.0  ...   7039.00     7061.00       PP
180  pp2512  20250630   7045.0  ...   7033.00     7052.00       PP
181  pp2601  20250630   7053.0  ...   7028.00     7051.00       PP
182  pp2602  20250630   6986.0  ...   6986.00     7024.00       PP
183  pp2603  20250630      0.0  ...   7006.00     7006.00       PP
184  pp2604  20250630      0.0  ...   7044.00     7044.00       PP
185  pp2605  20250630   7037.0  ...   7012.00     7037.00       PP
186  pp2606  20250630      0.0  ...   7046.00     7046.00       PP
187  rr2507  20250630   3590.0  ...   3578.00     3589.00       RR
188  rr2508  20250630   3586.0  ...   3585.00     3587.00       RR
189  rr2509  20250630   3608.0  ...   3607.00     3607.00       RR
190  rr2510  20250630   3591.0  ...   3591.00     3596.00       RR
191  rr2511  20250630   3596.0  ...   3596.00     3601.00       RR
192  rr2512  20250630      0.0  ...   3605.00     3605.00       RR
193  rr2601  20250630   3603.0  ...   3606.00     3608.00       RR
194  rr2602  20250630   3606.0  ...   3609.00     3613.00       RR
195  rr2603  20250630      0.0  ...   3605.00     3605.00       RR
196  rr2604  20250630   3602.0  ...   3603.00     3618.00       RR
197  rr2605  20250630      0.0  ...   3601.00     3601.00       RR
198  rr2606  20250630      0.0  ...   3606.00     3606.00       RR
199   v2507  20250630   4857.0  ...   4853.00     4847.00        V
200   v2508  20250630   4883.0  ...   4890.00     4880.00        V
201   v2509  20250630   4920.0  ...   4924.00     4911.00        V
202   v2510  20250630   4943.0  ...   4951.00     4932.00        V
203   v2511  20250630   4969.0  ...   4978.00     4964.00        V
204   v2512  20250630   4991.0  ...   5003.00     4987.00        V
205   v2601  20250630   5009.0  ...   5016.00     4995.00        V
206   v2602  20250630   5035.0  ...   5017.00     5023.00        V
207   v2603  20250630   5053.0  ...   5046.00     5036.00        V
208   v2604  20250630   5138.0  ...   5129.00     5114.00        V
209   v2605  20250630   5132.0  ...   5155.00     5124.00        V
210   v2606  20250630   5155.0  ...   5166.00     5132.00        V
211   y2507  20250630   8114.0  ...   8068.00     8114.00        Y
212   y2508  20250630   8062.0  ...   8026.00     8064.00        Y
213   y2509  20250630   7994.0  ...   7974.00     8002.00        Y
214   y2511  20250630   7996.0  ...   7980.00     8004.00        Y
215   y2512  20250630   8020.0  ...   8000.00     8018.00        Y
216   y2601  20250630   7958.0  ...   7930.00     7944.00        Y
217   y2603  20250630   7798.0  ...   7796.00     7786.00        Y
218   y2605  20250630   7598.0  ...   7598.00     7592.00        Y

[219 rows x 12 columns]
2025-07-02 16:26:24,293 - future_1d - INFO - ak.get_dce_daily('2025-06-30') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250630   7718.0   7762.0  ...   489584.85   7699.0      7709.0       AP
1    AP511  20250630   7544.0   7553.0  ...     2295.76   7527.0      7535.0       AP
2    AP512  20250630   7585.0   7605.0  ...      363.31   7569.0      7566.0       AP
3    AP601  20250630   7600.0   7653.0  ...    13356.83   7598.0      7605.0       AP
4    AP603  20250630   7631.0   7653.0  ...      183.04   7627.0      7641.0       AP
5    AP604  20250630   7647.0   7720.0  ...       69.14   7682.0      7647.0       AP
6    AP605  20250630   7739.0   7777.0  ...      262.56   7722.0      7722.0       AP
7    CF507  20250630  13750.0  13750.0  ...    16625.73  13620.0     13525.0       CF
8    CF509  20250630  13755.0  13920.0  ...  2327213.54  13815.0     13740.0       CF
9    CF511  20250630  13685.0  13825.0  ...   173420.85  13740.0     13660.0       CF
10   CF601  20250630  13765.0  13920.0  ...   618010.68  13830.0     13730.0       CF
11   CF603  20250630  13740.0  13885.0  ...     1979.87  13795.0     13700.0       CF
12   CF605  20250630  13755.0  13915.0  ...    15656.68  13820.0     13705.0       CF
13   CJ507  20250630   9470.0   9565.0  ...     1334.05   9495.0      9450.0       CJ
14   CJ509  20250630   9680.0   9690.0  ...   828281.73   9620.0      9590.0       CJ
15   CJ512  20250630  10575.0  10695.0  ...    16908.28  10580.0     10490.0       CJ
16   CJ601  20250630  10700.0  10840.0  ...   539601.91  10715.0     10630.0       CJ
17   CJ603  20250630  10790.0  10935.0  ...    12066.59  10815.0     10705.0       CJ
18   CJ605  20250630  10975.0  11115.0  ...    35185.17  11000.0     10885.0       CJ
19   CY507  20250630  20025.0  20160.0  ...      692.29  20065.0     20040.0       CY
20   CY508  20250630      0.0      0.0  ...        0.00  19630.0     19630.0       CY
21   CY509  20250630  20125.0  20245.0  ...   114674.45  20110.0     20105.0       CY
22   CY510  20250630      0.0      0.0  ...        0.00  19730.0     19725.0       CY
23   CY511  20250630  19980.0  19980.0  ...        9.99  19980.0     19900.0       CY
24   CY512  20250630  19910.0  19910.0  ...        9.96  19910.0     19785.0       CY
25   CY601  20250630  20050.0  20160.0  ...      351.51  20085.0     20055.0       CY
26   CY602  20250630      0.0      0.0  ...        0.00  19810.0     19785.0       CY
27   CY603  20250630      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250630      0.0      0.0  ...        0.00  19555.0     19555.0       CY
29   CY605  20250630      0.0      0.0  ...        0.00  20135.0     20110.0       CY
30   CY606  20250630      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250630    946.0    951.0  ...    20122.09    935.0       948.0       FG
32   FG508  20250630   1027.0   1040.0  ...    51036.52   1025.0      1029.0       FG
33   FG509  20250630   1017.0   1032.0  ...  3283151.35   1018.0      1019.0       FG
34   FG510  20250630   1049.0   1062.0  ...    30628.55   1054.0      1048.0       FG
35   FG511  20250630   1036.0   1050.0  ...    43676.13   1043.0      1035.0       FG
36   FG512  20250630   1092.0   1105.0  ...     2627.76   1099.0      1087.0       FG
37   FG601  20250630   1076.0   1093.0  ...   335523.51   1087.0      1074.0       FG
38   FG602  20250630   1088.0   1127.0  ...      771.21   1121.0      1110.0       FG
39   FG603  20250630   1085.0   1121.0  ...      836.07   1115.0      1103.0       FG
40   FG604  20250630   1132.0   1145.0  ...      633.12   1139.0      1128.0       FG
41   FG605  20250630   1124.0   1148.0  ...     6893.75   1132.0      1119.0       FG
42   FG606  20250630   1133.0   1149.0  ...      141.57   1142.0      1130.0       FG
43   JR507  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250630   2435.0   2439.0  ...      721.59   2430.0      2434.0       MA
54   MA508  20250630   2424.0   2435.0  ...    39959.53   2425.0      2430.0       MA
55   MA509  20250630   2389.0   2397.0  ...  2059225.75   2386.0      2406.0       MA
56   MA510  20250630   2398.0   2402.0  ...    47964.12   2391.0      2413.0       MA
57   MA511  20250630   2403.0   2407.0  ...    66859.49   2397.0      2415.0       MA
58   MA512  20250630   2416.0   2425.0  ...      190.92   2417.0      2435.0       MA
59   MA601  20250630   2416.0   2424.0  ...   108202.77   2415.0      2427.0       MA
60   MA602  20250630   2401.0   2405.0  ...      100.76   2399.0      2406.0       MA
61   MA603  20250630   2396.0   2402.0  ...      194.08   2396.0      2402.0       MA
62   MA604  20250630   2368.0   2373.0  ...       94.62   2366.0      2371.0       MA
63   MA605  20250630   2328.0   2331.0  ...     1620.10   2324.0      2333.0       MA
64   MA606  20250630   2338.0   2338.0  ...       49.01   2334.0      2335.0       MA
65   OI507  20250630   9536.0   9792.0  ...     7055.60   9547.0      9584.0       OI
66   OI509  20250630   9466.0   9490.0  ...  3347163.06   9427.0      9462.0       OI
67   OI511  20250630   9443.0   9479.0  ...   143044.03   9419.0      9440.0       OI
68   OI601  20250630   9390.0   9428.0  ...   368990.65   9371.0      9387.0       OI
69   OI603  20250630   9348.0   9365.0  ...     1882.40   9319.0      9333.0       OI
70   OI605  20250630   9252.0   9270.0  ...     2519.08   9227.0      9232.0       OI
71   PF507  20250630   6620.0   6724.0  ...     1951.77   6650.0      6620.0       PF
72   PF508  20250630   6534.0   6592.0  ...   432566.35   6546.0      6532.0       PF
73   PF509  20250630   6454.0   6512.0  ...   206326.80   6472.0      6442.0       PF
74   PF510  20250630   6456.0   6514.0  ...    45795.58   6476.0      6446.0       PF
75   PF511  20250630   6416.0   6466.0  ...    24095.78   6428.0      6402.0       PF
76   PF512  20250630   6404.0   6436.0  ...      585.78   6402.0      6376.0       PF
77   PF601  20250630   6712.0   6712.0  ...      955.06   6410.0      6386.0       PF
78   PF602  20250630   6706.0   6706.0  ...       26.12   6530.0      6396.0       PF
79   PF603  20250630   6402.0   6402.0  ...        3.20   6402.0      6396.0       PF
80   PF604  20250630   6436.0   6436.0  ...        3.22   6436.0      6380.0       PF
81   PF605  20250630   6370.0   6432.0  ...        9.59   6396.0      6370.0       PF
82   PF606  20250630   6372.0   6372.0  ...        3.19   6372.0      6348.0       PF
83   PK510  20250630   8178.0   8190.0  ...   100600.23   8162.0      8170.0       PK
84   PK511  20250630   7940.0   7946.0  ...    23441.29   7926.0      7932.0       PK
85   PK512  20250630   7930.0   7940.0  ...      186.37   7932.0      7940.0       PK
86   PK601  20250630   7946.0   7966.0  ...     1963.44   7950.0      7954.0       PK
87   PK603  20250630   7940.0   7960.0  ...       55.66   7952.0      7954.0       PK
88   PK604  20250630      0.0      0.0  ...        0.00   7956.0      7958.0       PK
89   PK605  20250630   7940.0   7960.0  ...      214.67   7952.0      7958.0       PK
90   PM507  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250630   6012.0   6068.0  ...     1514.42   6010.0      6012.0       PR
97   PR508  20250630   6002.0   6070.0  ...    92762.39   6022.0      6000.0       PR
98   PR509  20250630   5938.0   6002.0  ...   572909.51   5956.0      5928.0       PR
99   PR510  20250630   5892.0   5942.0  ...   256801.43   5904.0      5884.0       PR
100  PR511  20250630   5892.0   5920.0  ...      309.55   5896.0      5858.0       PR
101  PR512  20250630   5872.0   5872.0  ...       52.67   5852.0      5834.0       PR
102  PR601  20250630   5844.0   5888.0  ...      228.74   5866.0      5824.0       PR
103  PR602  20250630      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250630      0.0      0.0  ...        0.00   5874.0      5860.0       PR
105  PR604  20250630      0.0      0.0  ...        0.00   5864.0      5864.0       PR
106  PR605  20250630      0.0      0.0  ...        0.00   5860.0      5852.0       PR
107  PR606  20250630      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250630   7022.0   7130.0  ...     1445.43   6984.0      6912.0       PX
109  PX508  20250630   6850.0   6968.0  ...    38881.88   6904.0      6802.0       PX
110  PX509  20250630   6776.0   6890.0  ...  1007224.53   6826.0      6728.0       PX
111  PX510  20250630   6690.0   6794.0  ...    70390.34   6732.0      6652.0       PX
112  PX511  20250630   6636.0   6744.0  ...    94677.79   6686.0      6604.0       PX
113  PX512  20250630   6684.0   6718.0  ...       43.45   6684.0      6576.0       PX
114  PX601  20250630   6546.0   6658.0  ...    47098.92   6602.0      6530.0       PX
115  PX602  20250630      0.0      0.0  ...        0.00   6572.0      6520.0       PX
116  PX603  20250630   6510.0   6630.0  ...        6.57   6570.0      6510.0       PX
117  PX604  20250630      0.0      0.0  ...        0.00   6554.0      6494.0       PX
118  PX605  20250630   6550.0   6600.0  ...      105.00   6562.0      6478.0       PX
119  PX606  20250630   6522.0   6522.0  ...        3.26   6522.0      6476.0       PX
120  RI507  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250630   2442.0   2447.0  ...    24493.71   2437.0      2427.0       RM
127  RM508  20250630   2564.0   2590.0  ...    25685.88   2578.0      2552.0       RM
128  RM509  20250630   2558.0   2583.0  ...   960218.07   2569.0      2543.0       RM
129  RM511  20250630   2392.0   2414.0  ...     2861.58   2405.0      2387.0       RM
130  RM601  20250630   2290.0   2308.0  ...   166700.47   2300.0      2295.0       RM
131  RM603  20250630   2280.0   2289.0  ...    11835.73   2284.0      2283.0       RM
132  RM605  20250630   2325.0   2329.0  ...    21679.04   2316.0      2324.0       RM
133  RS507  20250630   4931.0   5235.0  ...      628.67   4950.0      4960.0       RS
134  RS508  20250630   5083.0   5178.0  ...       20.48   5120.0      5129.0       RS
135  RS509  20250630   5245.0   5245.0  ...      298.79   5152.0      5214.0       RS
136  RS511  20250630      0.0      0.0  ...        0.00   5252.0      5260.0       RS
137  SA507  20250630   1175.0   1200.0  ...     5906.72   1173.0      1175.0       SA
138  SA508  20250630   1201.0   1222.0  ...    25758.16   1202.0      1194.0       SA
139  SA509  20250630   1194.0   1219.0  ...  5420353.28   1199.0      1192.0       SA
140  SA510  20250630   1208.0   1228.0  ...    19638.94   1212.0      1203.0       SA
141  SA511  20250630   1204.0   1227.0  ...    13357.04   1212.0      1199.0       SA
142  SA512  20250630   1211.0   1241.0  ...    11722.28   1225.0      1207.0       SA
143  SA601  20250630   1192.0   1234.0  ...  1175558.20   1211.0      1190.0       SA
144  SA602  20250630   1211.0   1247.0  ...     9140.38   1226.0      1212.0       SA
145  SA603  20250630   1210.0   1244.0  ...     7389.14   1224.0      1209.0       SA
146  SA604  20250630   1228.0   1255.0  ...     2453.86   1243.0      1224.0       SA
147  SA605  20250630   1216.0   1246.0  ...    28474.87   1229.0      1212.0       SA
148  SA606  20250630   1231.0   1260.0  ...     1007.80   1244.0      1227.0       SA
149  SF507  20250630   5572.0   5590.0  ...    40532.86   5514.0      5576.0       SF
150  SF508  20250630   5420.0   5434.0  ...    54719.77   5400.0      5418.0       SF
151  SF509  20250630   5388.0   5412.0  ...   441775.80   5380.0      5392.0       SF
152  SF510  20250630   5310.0   5322.0  ...   117576.32   5294.0      5302.0       SF
153  SF511  20250630   5418.0   5450.0  ...   149676.05   5420.0      5428.0       SF
154  SF512  20250630   5366.0   5372.0  ...       34.83   5358.0      5388.0       SF
155  SF601  20250630   5370.0   5384.0  ...     4216.28   5348.0      5370.0       SF
156  SF602  20250630   5304.0   5316.0  ...     1116.63   5268.0      5300.0       SF
157  SF603  20250630   5404.0   5412.0  ...      105.12   5392.0      5442.0       SF
158  SF604  20250630   5364.0   5380.0  ...       13.43   5370.0      5378.0       SF
159  SF605  20250630   5396.0   5410.0  ...      225.91   5380.0      5394.0       SF
160  SF606  20250630   5330.0   5352.0  ...       90.58   5328.0      5336.0       SF
161  SH507  20250630   2381.0   2420.0  ...     7489.57   2391.0      2388.0       SH
162  SH508  20250630   2301.0   2341.0  ...   235974.92   2315.0      2314.0       SH
163  SH509  20250630   2317.0   2363.0  ...  3575553.72   2340.0      2330.0       SH
164  SH510  20250630   2357.0   2402.0  ...   255008.73   2380.0      2366.0       SH
165  SH511  20250630   2347.0   2384.0  ...   167783.73   2365.0      2351.0       SH
166  SH512  20250630   2352.0   2386.0  ...     2195.45   2368.0      2352.0       SH
167  SH601  20250630   2311.0   2356.0  ...    68415.22   2337.0      2316.0       SH
168  SH602  20250630   2340.0   2375.0  ...      665.63   2360.0      2339.0       SH
169  SH603  20250630   2366.0   2381.0  ...      675.03   2369.0      2342.0       SH
170  SH604  20250630   2405.0   2416.0  ...      302.87   2404.0      2380.0       SH
171  SH605  20250630   2370.0   2411.0  ...     1819.61   2397.0      2374.0       SH
172  SH606  20250630   2420.0   2426.0  ...       43.44   2414.0      2395.0       SH
173  SM507  20250630   5650.0   5682.0  ...     9916.77   5660.0      5640.0       SM
174  SM508  20250630   5678.0   5700.0  ...    61090.79   5670.0      5672.0       SM
175  SM509  20250630   5690.0   5708.0  ...   534901.23   5678.0      5684.0       SM
176  SM510  20250630   5660.0   5676.0  ...    34656.37   5646.0      5652.0       SM
177  SM511  20250630   5734.0   5754.0  ...    48671.73   5728.0      5734.0       SM
178  SM512  20250630   5680.0   5688.0  ...        5.68   5684.0      5736.0       SM
179  SM601  20250630   5722.0   5736.0  ...    34999.46   5708.0      5718.0       SM
180  SM602  20250630   5720.0   5724.0  ...      116.78   5696.0      5732.0       SM
181  SM603  20250630   5738.0   5738.0  ...       77.05   5708.0      5732.0       SM
182  SM604  20250630   5744.0   5744.0  ...      114.24   5712.0      5734.0       SM
183  SM605  20250630   5736.0   5756.0  ...      785.88   5736.0      5738.0       SM
184  SM606  20250630   5736.0   5740.0  ...       11.46   5728.0      5736.0       SM
185  SR507  20250630   5897.0   5954.0  ...     6550.44   5817.0      5801.0       SR
186  SR509  20250630   5808.0   5816.0  ...  1095770.25   5802.0      5787.0       SR
187  SR511  20250630   5690.0   5697.0  ...   103669.11   5681.0      5666.0       SR
188  SR601  20250630   5611.0   5635.0  ...   149575.13   5620.0      5591.0       SR
189  SR603  20250630   5584.0   5606.0  ...     2661.42   5591.0      5564.0       SR
190  SR605  20250630   5545.0   5571.0  ...     5781.87   5559.0      5534.0       SR
191  TA507  20250630   5002.0   5084.0  ...    11243.87   5016.0      4992.0       TA
192  TA508  20250630   4912.0   4992.0  ...    94085.95   4940.0      4894.0       TA
193  TA509  20250630   4796.0   4864.0  ...  2625355.39   4824.0      4768.0       TA
194  TA510  20250630   4698.0   4760.0  ...   177748.45   4738.0      4676.0       TA
195  TA511  20250630   4664.0   4726.0  ...    86232.33   4700.0      4640.0       TA
196  TA512  20250630   4672.0   4700.0  ...      112.23   4676.0      4620.0       TA
197  TA601  20250630   4616.0   4680.0  ...   470814.55   4650.0      4594.0       TA
198  TA602  20250630   4654.0   4686.0  ...      123.52   4662.0      4596.0       TA
199  TA603  20250630   4666.0   4684.0  ...      135.18   4662.0      4600.0       TA
200  TA604  20250630   4656.0   4690.0  ...       72.44   4674.0      4608.0       TA
201  TA605  20250630   4620.0   4692.0  ...     2679.07   4664.0      4612.0       TA
202  TA606  20250630   4676.0   4688.0  ...       16.36   4674.0      4618.0       TA
203  UR507  20250630   1727.0   1740.0  ...     1851.55   1724.0      1738.0       UR
204  UR508  20250630   1730.0   1737.0  ...      773.87   1727.0      1738.0       UR
205  UR509  20250630   1720.0   1727.0  ...   748813.55   1715.0      1723.0       UR
206  UR510  20250630   1705.0   1714.0  ...     1248.88   1701.0      1707.0       UR
207  UR511  20250630   1704.0   1716.0  ...      177.89   1710.0      1713.0       UR
208  UR512  20250630   1702.0   1715.0  ...       40.98   1707.0      1708.0       UR
209  UR601  20250630   1687.0   1690.0  ...    56890.24   1683.0      1685.0       UR
210  UR602  20250630   1682.0   1686.0  ...     1353.55   1679.0      1682.0       UR
211  UR603  20250630   1706.0   1722.0  ...      312.83   1700.0      1709.0       UR
212  UR604  20250630   1696.0   1717.0  ...      146.09   1699.0      1704.0       UR
213  UR605  20250630   1698.0   1700.0  ...     2363.70   1696.0      1694.0       UR
214  UR606  20250630   1690.0   1695.0  ...       64.24   1690.0      1689.0       UR
215  WH507  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:26:24,627 - future_1d - INFO - ak.get_czce_daily('2025-06-30') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250630  5864.000  ...  5867.400    5829.800       IC
1   IC2508  20250630  5806.600  ...  5825.400    5793.000       IC
2   IC2509  20250630  5766.000  ...  5775.800    5748.400       IC
3   IC2512  20250630  5640.200  ...  5655.600    5635.000       IC
4   IF2507  20250630  3899.800  ...  3907.800    3895.600       IF
5   IF2508  20250630  3887.800  ...  3894.600    3884.400       IF
6   IF2509  20250630  3881.200  ...  3887.000    3878.200       IF
7   IF2512  20250630  3849.000  ...  3856.600    3849.000       IF
8   IH2507  20250630  2685.600  ...  2691.800    2684.200       IH
9   IH2508  20250630  2679.400  ...  2687.800    2681.400       IH
10  IH2509  20250630  2683.200  ...  2687.600    2681.800       IH
11  IH2512  20250630  2677.000  ...  2687.400    2683.000       IH
12  IM2507  20250630  6267.000  ...  6289.400    6234.600       IM
13  IM2508  20250630  6185.400  ...  6224.400    6178.200       IM
14  IM2509  20250630  6140.400  ...  6155.600    6118.800       IM
15  IM2512  20250630  5955.400  ...  5979.800    5952.600       IM
16   T2509  20250630   109.025  ...   108.900     109.070        T
17   T2512  20250630   109.050  ...   108.935     109.080        T
18   T2603  20250630   108.980  ...   108.910     109.065        T
19  TF2509  20250630   106.235  ...   106.145     106.265       TF
20  TF2512  20250630   106.310  ...   106.240     106.345       TF
21  TF2603  20250630   106.355  ...   106.295     106.375       TF
22  TL2509  20250630   120.760  ...   120.400     120.940       TL
23  TL2512  20250630   120.690  ...   120.260     120.800       TL
24  TL2603  20250630   120.420  ...   120.100     120.660       TL
25  TS2509  20250630   102.542  ...   102.496     102.546       TS
26  TS2512  20250630   102.674  ...   102.640     102.676       TS
27  TS2603  20250630   102.772  ...   102.748     102.776       TS

[28 rows x 12 columns]
2025-07-02 16:26:24,925 - future_1d - INFO - ak.get_cffex_daily('2025-06-30') done
2025-07-02 16:26:26,638 - future_1d - INFO - save future_daily 2025-06-30 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250701  33640.0  ...  33355.0     33640.0       PS
1   PS2508  20250701  33470.0  ...  32760.0     33500.0       PS
2   PS2509  20250701  32640.0  ...  32065.0     32860.0       PS
3   PS2510  20250701  32490.0  ...  31840.0     32660.0       PS
4   PS2511  20250701  32500.0  ...  31725.0     32525.0       PS
5   PS2512  20250701  34230.0  ...  33800.0     34605.0       PS
6   PS2601  20250701  34045.0  ...  33565.0     34375.0       PS
7   PS2602  20250701  33660.0  ...  33425.0     34205.0       PS
8   PS2603  20250701  33555.0  ...  33460.0     34110.0       PS
9   PS2604  20250701  33610.0  ...  33235.0     33900.0       PS
10  PS2605  20250701  33600.0  ...  33315.0     33990.0       PS
11  PS2606  20250701  35130.0  ...  34660.0     35360.0       PS
13  SI2507  20250701   8130.0  ...   7950.0      8150.0       SI
14  SI2508  20250701   8095.0  ...   7845.0      8125.0       SI
15  SI2509  20250701   8000.0  ...   7835.0      8115.0       SI
16  SI2510  20250701   8020.0  ...   7790.0      8105.0       SI
17  SI2511  20250701   7970.0  ...   7775.0      8030.0       SI
18  SI2512  20250701   8245.0  ...   8055.0      8295.0       SI
19  SI2601  20250701   8195.0  ...   7980.0      8240.0       SI
20  SI2602  20250701   8075.0  ...   7945.0      8225.0       SI
21  SI2603  20250701   8090.0  ...   7945.0      8215.0       SI
22  SI2604  20250701   8085.0  ...   7960.0      8210.0       SI
23  SI2605  20250701   8150.0  ...   7955.0      8210.0       SI
24  SI2606  20250701   8265.0  ...   7960.0      8200.0       SI
27  LC2507  20250701  63120.0  ...  62120.0     62880.0       LC
28  LC2508  20250701  62440.0  ...  62200.0     62780.0       LC
29  LC2509  20250701  62140.0  ...  61980.0     62680.0       LC
30  LC2510  20250701  62000.0  ...  61800.0     62600.0       LC
31  LC2511  20250701  61940.0  ...  61700.0     62460.0       LC
32  LC2512  20250701  62300.0  ...  62020.0     62860.0       LC
33  LC2601  20250701  62520.0  ...  62080.0     62920.0       LC
34  LC2602  20250701  62360.0  ...  62040.0     62760.0       LC
35  LC2603  20250701  62580.0  ...  62020.0     62920.0       LC
36  LC2604  20250701  62840.0  ...  62580.0     63400.0       LC
37  LC2605  20250701  62700.0  ...  62600.0     63500.0       LC
38  LC2606  20250701  62860.0  ...  62480.0     63480.0       LC

[36 rows x 12 columns]
2025-07-02 16:26:33,878 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250701  ...   80140      79970      CU
1        1      CU2508  20250701  ...   80020      79770      CU
2        2      CU2509  20250701  ...   79790      79620      CU
3        3      CU2510  20250701  ...   79550      79410      CU
4        4      CU2511  20250701  ...   79320      79180      CU
5        5      CU2512  20250701  ...   79130      78930      CU
6        6      CU2601  20250701  ...   78970      78750      CU
7        7      CU2602  20250701  ...   78890      78560      CU
8        8      CU2603  20250701  ...   78560      78430      CU
9        9      CU2604  20250701  ...   78600      78380      CU
10      10      CU2605  20250701  ...   78440      78350      CU
11      11      CU2606  20250701  ...   78280      78290      CU
12      12      BC2507  20250701  ...   71500      71090      BC
13      13      BC2508  20250701  ...   71280      71100      BC
14      14      BC2509  20250701  ...   70970      70860      BC
15      15      BC2510  20250701  ...   71300      70700      BC
16      16      BC2511  20250701  ...   69520      69520      BC
17      17      BC2512  20250701  ...   69450      69450      BC
18      18      BC2601  20250701  ...   69570      69570      BC
19      19      BC2602  20250701  ...   69410      69410      BC
20      20      BC2603  20250701  ...   69290      69290      BC
21      21      BC2604  20250701  ...   69760      69760      BC
22      22      BC2605  20250701  ...   69710      68610      BC
23      23      BC2606  20250701  ...   71590      68610      BC
24      24      AL2507  20250701  ...   20750      20735      AL
25      25      AL2508  20250701  ...   20560      20550      AL
26      26      AL2509  20250701  ...   20475      20455      AL
27      27      AL2510  20250701  ...   20365      20360      AL
28      28      AL2511  20250701  ...   20255      20235      AL
29      29      AL2512  20250701  ...   20160      20115      AL
30      30      AL2601  20250701  ...   20090      20055      AL
31      31      AL2602  20250701  ...   20100      20030      AL
32      32      AL2603  20250701  ...   20100      20020      AL
33      33      AL2604  20250701  ...   20135      20020      AL
34      34      AL2605  20250701  ...   20100      20050      AL
35      35      AL2606  20250701  ...   20125      20045      AL
36      36      ZN2507  20250701  ...   22310      22490      ZN
37      37      ZN2508  20250701  ...   22255      22435      ZN
38      38      ZN2509  20250701  ...   22190      22390      ZN
39      39      ZN2510  20250701  ...   22140      22330      ZN
40      40      ZN2511  20250701  ...   22085      22250      ZN
41      41      ZN2512  20250701  ...   22060      22200      ZN
42      42      ZN2601  20250701  ...   22045      22130      ZN
43      43      ZN2602  20250701  ...   21995      22100      ZN
44      44      ZN2603  20250701  ...   21995      22000      ZN
45      45      ZN2604  20250701  ...   22005      22025      ZN
46      46      ZN2605  20250701  ...   21990      22010      ZN
47      47      ZN2606  20250701  ...   21955      22010      ZN
48      48      PB2507  20250701  ...   17085      17100      PB
49      49      PB2508  20250701  ...   17135      17145      PB
50      50      PB2509  20250701  ...   17150      17170      PB
51      51      PB2510  20250701  ...   17145      17165      PB
52      52      PB2511  20250701  ...   17125      17150      PB
53      53      PB2512  20250701  ...   17115      17125      PB
54      54      PB2601  20250701  ...   17140      17155      PB
55      55      PB2602  20250701  ...   17120      17150      PB
56      56      PB2603  20250701  ...   17150      17150      PB
57      57      PB2604  20250701  ...   17165      17165      PB
58      58      PB2605  20250701  ...   17155      17155      PB
59      59      PB2606  20250701  ...   17115      17185      PB
60      60      NI2507  20250701  ...  120250     120740      NI
61      61      NI2508  20250701  ...  120390     120970      NI
62      62      NI2509  20250701  ...  120460     121030      NI
63      63      NI2510  20250701  ...  120600     121150      NI
64      64      NI2511  20250701  ...  120750     121340      NI
65      65      NI2512  20250701  ...  121010     121630      NI
66      66      NI2601  20250701  ...  121140     121770      NI
67      67      NI2602  20250701  ...  121300     121840      NI
68      68      NI2603  20250701  ...  122170     122170      NI
69      69      NI2604  20250701  ...  122640     122640      NI
70      70      NI2605  20250701  ...  121940     122520      NI
71      71      NI2606  20250701  ...  122680     122680      NI
72      72      SN2507  20250701  ...  266880     267860      SN
73      73      SN2508  20250701  ...  267340     268140      SN
74      74      SN2509  20250701  ...  267450     268090      SN
75      75      SN2510  20250701  ...  267400     267790      SN
76      76      SN2511  20250701  ...  266490     267280      SN
77      77      SN2512  20250701  ...  265990     266680      SN
78      78      SN2601  20250701  ...  266150     266910      SN
79      79      SN2602  20250701  ...  266050     267310      SN
80      80      SN2603  20250701  ...  266060     267190      SN
81      81      SN2604  20250701  ...  266230     266590      SN
82      82      SN2605  20250701  ...  265950     266070      SN
83      83      SN2606  20250701  ...  266200     266430      SN
84      84      AO2507  20250701  ...    3071       3106      AO
85      85      AO2508  20250701  ...    2977       3023      AO
86      86      AO2509  20250701  ...    2941       2987      AO
87      87      AO2510  20250701  ...    2916       2959      AO
88      88      AO2511  20250701  ...    2907       2949      AO
89      89      AO2512  20250701  ...    2899       2943      AO
90      90      AO2601  20250701  ...    2892       2933      AO
91      91      AO2602  20250701  ...    2888       2932      AO
92      92      AO2603  20250701  ...    2886       2926      AO
93      93      AO2604  20250701  ...    2886       2924      AO
94      94      AO2605  20250701  ...    2886       2918      AO
95      95      AO2606  20250701  ...    2879       2913      AO
96      96      AD2511  20250701  ...   19795      19775      AD
97      97      AD2512  20250701  ...   19700      19695      AD
98      98      AD2601  20250701  ...   19635      19625      AD
99      99      AD2602  20250701  ...   19610      19570      AD
100    100      AD2603  20250701  ...   19490      19490      AD
101    101      AD2604  20250701  ...   19520      19360      AD
102    102      AD2605  20250701  ...   19465      19410      AD
103    103      AD2606  20250701  ...   19400      19415      AD
104    104      AU2507  20250701  ...  769.12      761.7      AU
105    105      AU2508  20250701  ...  768.62      762.5      AU
106    106      AU2509  20250701  ...  771.02     763.52      AU
107    107      AU2510  20250701  ...  770.64     764.86      AU
108    108      AU2512  20250701  ...  773.24      766.6      AU
109    109      AU2602  20250701  ...  775.18     768.48      AU
110    110      AU2604  20250701  ...   777.5     770.68      AU
111    111      AU2606  20250701  ...  779.96     773.18      AU
112    112      AG2507  20250701  ...    8728       8705      AG
113    113      AG2508  20250701  ...    8739       8713      AG
114    114      AG2509  20250701  ...    8752       8724      AG
115    115      AG2510  20250701  ...    8764       8738      AG
116    116      AG2511  20250701  ...    8777       8742      AG
117    117      AG2512  20250701  ...    8784       8756      AG
118    118      AG2601  20250701  ...    8795       8763      AG
119    119      AG2602  20250701  ...    8804       8772      AG
120    120      AG2603  20250701  ...    8821       8786      AG
121    121      AG2604  20250701  ...    8833       8800      AG
122    122      AG2605  20250701  ...    8843       8815      AG
123    123      AG2606  20250701  ...    8858       8829      AG
124    124      RB2507  20250701  ...    2988       2999      RB
125    125      RB2508  20250701  ...    2955       2975      RB
126    126      RB2509  20250701  ...    2954       2971      RB
127    127      RB2510  20250701  ...    2987       3009      RB
128    128      RB2511  20250701  ...    2996       3015      RB
129    129      RB2512  20250701  ...    3007       3024      RB
130    130      RB2601  20250701  ...    3005       3023      RB
131    131      RB2602  20250701  ...    3011       3010      RB
132    132      RB2603  20250701  ...    2996       3009      RB
133    133      RB2604  20250701  ...    3011       3033      RB
134    134      RB2605  20250701  ...    3012       3026      RB
135    135      RB2606  20250701  ...    3018       3032      RB
136    136      WR2507  20250701  ...    3356       3356      WR
137    137      WR2508  20250701  ...    3359       3359      WR
138    138      WR2509  20250701  ...    3257       3245      WR
139    139      WR2510  20250701  ...    3303       3328      WR
140    140      WR2511  20250701  ...    3361       3361      WR
141    141      WR2512  20250701  ...    3337       3337      WR
142    142      WR2601  20250701  ...    3325       3330      WR
143    143      WR2602  20250701  ...    3396       3396      WR
144    144      WR2603  20250701  ...    3387       3387      WR
145    145      WR2604  20250701  ...    3392       3392      WR
146    146      WR2605  20250701  ...    3369       3369      WR
147    147      WR2606  20250701  ...    3367       3373      WR
148    148      HC2507  20250701  ...    3124       3147      HC
149    149      HC2508  20250701  ...    3131       3151      HC
150    150      HC2509  20250701  ...    3129       3141      HC
151    151      HC2510  20250701  ...    3121       3134      HC
152    152      HC2511  20250701  ...    3120       3137      HC
153    153      HC2512  20250701  ...    3123       3147      HC
154    154      HC2601  20250701  ...    3125       3140      HC
155    155      HC2602  20250701  ...    3126       3150      HC
156    156      HC2603  20250701  ...    3127       3154      HC
157    157      HC2604  20250701  ...    3132       3155      HC
158    158      HC2605  20250701  ...    3121       3142      HC
159    159      HC2606  20250701  ...    3124       3151      HC
160    160      SS2507  20250701  ...   12440      12580      SS
161    161      SS2508  20250701  ...   12535      12670      SS
162    162      SS2509  20250701  ...   12505      12620      SS
163    163      SS2510  20250701  ...   12475      12580      SS
164    164      SS2511  20250701  ...   12490      12595      SS
165    165      SS2512  20250701  ...   12510      12600      SS
166    166      SS2601  20250701  ...   12555      12635      SS
167    167      SS2602  20250701  ...   12595      12680      SS
168    168      SS2603  20250701  ...   12635      12700      SS
169    169      SS2604  20250701  ...   12630      12730      SS
170    170      SS2605  20250701  ...   12675      12765      SS
171    171      SS2606  20250701  ...   12700      12785      SS
172    172      SC2508  20250701  ...     497      496.1      SC
173    173      SC2509  20250701  ...   490.9      490.3      SC
174    174      SC2510  20250701  ...   485.4      484.8      SC
175    175      SC2511  20250701  ...   481.8      481.7      SC
176    176      SC2512  20250701  ...   478.8        480      SC
177    177      SC2601  20250701  ...   476.5      478.4      SC
178    178      SC2602  20250701  ...     475      476.9      SC
179    179      SC2603  20250701  ...   473.9      476.5      SC
180    180      SC2604  20250701  ...   476.3      474.9      SC
181    181      SC2605  20250701  ...   470.6      473.2      SC
182    182      SC2606  20250701  ...   470.2      472.6      SC
183    183      SC2607  20250701  ...   470.9      472.6      SC
184    184      SC2609  20250701  ...   467.3      472.5      SC
185    185      SC2612  20250701  ...   470.6      470.6      SC
186    186      SC2703  20250701  ...   468.4      468.4      SC
187    187      SC2706  20250701  ...   462.7      466.8      SC
188    188      SC2709  20250701  ...   465.7      465.7      SC
189    189      SC2712  20250701  ...   465.8      465.8      SC
190    190      SC2803  20250701  ...   460.4      461.3      SC
191    191      SC2806  20250701  ...   459.9      465.6      SC
192    192      LU2508  20250701  ...    3591       3621      LU
193    193      LU2509  20250701  ...    3576       3591      LU
194    194      LU2510  20250701  ...    3553       3564      LU
195    195      LU2511  20250701  ...    3528       3543      LU
196    196      LU2512  20250701  ...    3505       3514      LU
197    197      LU2601  20250701  ...    3499       3518      LU
198    198      LU2602  20250701  ...    3480       3507      LU
199    199      LU2603  20250701  ...    3456       3487      LU
200    200      LU2604  20250701  ...    3450       3472      LU
201    201      LU2605  20250701  ...    3427       3437      LU
202    202      LU2606  20250701  ...    3423       3416      LU
203    203      LU2607  20250701  ...    3416       3416      LU
204    204      FU2508  20250701  ...    2937       2964      FU
205    205      FU2509  20250701  ...    2973       2990      FU
206    206      FU2510  20250701  ...    2921       2935      FU
207    207      FU2511  20250701  ...    2882       2892      FU
208    208      FU2512  20250701  ...    2858       2863      FU
209    209      FU2601  20250701  ...    2850       2849      FU
210    210      FU2602  20250701  ...    2832       2827      FU
211    211      FU2603  20250701  ...    2823       2819      FU
212    212      FU2604  20250701  ...    2811       2806      FU
213    213      FU2605  20250701  ...    2802       2800      FU
214    214      FU2606  20250701  ...    2790       2788      FU
215    215      FU2607  20250701  ...    2781       2788      FU
216    216      BU2507  20250701  ...    3592       3570      BU
217    217      BU2508  20250701  ...    3580       3567      BU
218    218      BU2509  20250701  ...    3566       3556      BU
219    219      BU2510  20250701  ...    3520       3514      BU
220    220      BU2511  20250701  ...    3451       3450      BU
221    221      BU2512  20250701  ...    3373       3376      BU
222    222      BU2601  20250701  ...    3334       3338      BU
223    223      BU2602  20250701  ...    3303       3309      BU
224    224      BU2603  20250701  ...    3307       3310      BU
225    225      BU2604  20250701  ...    3292       3299      BU
226    226      BU2605  20250701  ...    3274       3282      BU
227    227      BU2606  20250701  ...    3242       3259      BU
228    228      BU2609  20250701  ...    3253       3249      BU
229    229      BU2612  20250701  ...    3212       3219      BU
230    230      BU2703  20250701  ...    3215       3229      BU
231    231      BU2706  20250701  ...    3228       3235      BU
232    232      BR2507  20250701  ...   11350      11360      BR
233    233      BR2508  20250701  ...   11220      11270      BR
234    234      BR2509  20250701  ...   11110      11165      BR
235    235      BR2510  20250701  ...   11055      11130      BR
236    236      BR2511  20250701  ...   11020      11095      BR
237    237      BR2512  20250701  ...   10985      11070      BR
238    238      BR2601  20250701  ...   10980      11035      BR
239    239      BR2602  20250701  ...   11010      11020      BR
240    240      BR2603  20250701  ...   11015      11025      BR
241    241      BR2604  20250701  ...   11065      11045      BR
242    242      BR2605  20250701  ...   11000      11060      BR
243    243      BR2606  20250701  ...   11000      11035      BR
244    244      RU2507  20250701  ...   13905      13935      RU
245    245      RU2508  20250701  ...   13945      13985      RU
246    246      RU2509  20250701  ...   13975      14010      RU
247    247      RU2510  20250701  ...   13975      14020      RU
248    248      RU2511  20250701  ...   13995      14005      RU
249    249      RU2601  20250701  ...   14850      14850      RU
250    250      RU2603  20250701  ...   14875      14890      RU
251    251      RU2604  20250701  ...   14975      14880      RU
252    252      RU2605  20250701  ...   14875      14895      RU
253    253      RU2606  20250701  ...   14915      14915      RU
254    254      NR2507  20250701  ...   12175      12130      NR
255    255      NR2508  20250701  ...   12210      12170      NR
256    256      NR2509  20250701  ...   12170      12125      NR
257    257      NR2510  20250701  ...   12165      12115      NR
258    258      NR2511  20250701  ...   12180      12130      NR
259    259      NR2512  20250701  ...   12180      12130      NR
260    260      NR2601  20250701  ...   12165      12115      NR
261    261      NR2602  20250701  ...   12185      12180      NR
262    262      NR2603  20250701  ...   12175      12115      NR
263    263      NR2604  20250701  ...   12185      12200      NR
264    264      NR2605  20250701  ...   12225      12225      NR
265    265      NR2606  20250701  ...   12260      12260      NR
266    266      SP2507  20250701  ...    5024       5048      SP
267    267      SP2508  20250701  ...    5044       5068      SP
268    268      SP2509  20250701  ...    5044       5066      SP
269    269      SP2510  20250701  ...    5046       5064      SP
270    270      SP2511  20250701  ...    5034       5052      SP
271    271      SP2512  20250701  ...    5032       5050      SP
272    272      SP2601  20250701  ...    5230       5262      SP
273    273      SP2602  20250701  ...    5170       5198      SP
274    274      SP2603  20250701  ...    5170       5186      SP
275    275      SP2604  20250701  ...    5172       5190      SP
276    276      SP2605  20250701  ...    5178       5198      SP
277    277      SP2606  20250701  ...    5190       5200      SP
278    278      EC2508  20250701  ...  1852.6     1767.1      EC
279    279      EC2510  20250701  ...  1368.8     1339.8      EC
280    280      EC2512  20250701  ...  1526.5       1498      EC
281    281      EC2602  20250701  ...  1331.2     1316.5      EC
282    282      EC2604  20250701  ...  1175.5       1169      EC
283    283      EC2606  20250701  ...  1313.6       1169      EC
284    286  SC_TAS2508  20250701  ...                     SC_TAS
285    287  SC_TAS2509  20250701  ...                     SC_TAS
286    288  SC_TAS2510  20250701  ...                     SC_TAS
287    289  SC_TAS2511  20250701  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-02 16:26:34,044 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2508  20250701     498  ...     497      496.1      SC
1       SC2509  20250701   492.5  ...   490.9      490.3      SC
2       SC2510  20250701   485.8  ...   485.4      484.8      SC
3       SC2511  20250701   482.6  ...   481.8      481.7      SC
4       SC2512  20250701   477.1  ...   478.8        480      SC
5       SC2601  20250701   476.6  ...   476.5      478.4      SC
6       SC2602  20250701   475.8  ...     475      476.9      SC
7       SC2603  20250701     478  ...   473.9      476.5      SC
8       SC2604  20250701   476.3  ...   476.3      474.9      SC
9       SC2605  20250701   470.6  ...   470.6      473.2      SC
10      SC2606  20250701   463.8  ...   470.2      472.6      SC
11      SC2607  20250701   470.9  ...   470.9      472.6      SC
12      SC2609  20250701   460.7  ...   467.3      472.5      SC
13      SC2612  20250701          ...   470.6      470.6      SC
14      SC2703  20250701          ...   468.4      468.4      SC
15      SC2706  20250701   462.7  ...   462.7      466.8      SC
16      SC2709  20250701          ...   465.7      465.7      SC
17      SC2712  20250701          ...   465.8      465.8      SC
18      SC2803  20250701   461.8  ...   460.4      461.3      SC
19      SC2806  20250701   459.9  ...   459.9      465.6      SC
21      LU2508  20250701    3611  ...    3591       3621      LU
22      LU2509  20250701    3582  ...    3576       3591      LU
23      LU2510  20250701    3562  ...    3553       3564      LU
24      LU2511  20250701    3535  ...    3528       3543      LU
25      LU2512  20250701    3518  ...    3505       3514      LU
26      LU2601  20250701    3514  ...    3499       3518      LU
27      LU2602  20250701    3478  ...    3480       3507      LU
28      LU2603  20250701    3471  ...    3456       3487      LU
29      LU2604  20250701    3450  ...    3450       3472      LU
30      LU2605  20250701    3419  ...    3427       3437      LU
31      LU2606  20250701          ...    3423       3416      LU
32      LU2607  20250701          ...    3416       3416      LU
34      NR2507  20250701   12130  ...   12175      12130      NR
35      NR2508  20250701   12185  ...   12210      12170      NR
36      NR2509  20250701   12115  ...   12170      12125      NR
37      NR2510  20250701   12115  ...   12165      12115      NR
38      NR2511  20250701   12115  ...   12180      12130      NR
39      NR2512  20250701   12125  ...   12180      12130      NR
40      NR2601  20250701   12130  ...   12165      12115      NR
41      NR2602  20250701   12150  ...   12185      12180      NR
42      NR2603  20250701   12155  ...   12175      12115      NR
43      NR2604  20250701   12185  ...   12185      12200      NR
44      NR2605  20250701          ...   12225      12225      NR
45      NR2606  20250701          ...   12260      12260      NR
47      BC2507  20250701   71500  ...   71500      71090      BC
48      BC2508  20250701   70910  ...   71280      71100      BC
49      BC2509  20250701   70860  ...   70970      70860      BC
50      BC2510  20250701          ...   71300      70700      BC
51      BC2511  20250701          ...   69520      69520      BC
52      BC2512  20250701          ...   69450      69450      BC
53      BC2601  20250701          ...   69570      69570      BC
54      BC2602  20250701          ...   69410      69410      BC
55      BC2603  20250701          ...   69290      69290      BC
56      BC2604  20250701          ...   69760      69760      BC
57      BC2605  20250701          ...   69710      68610      BC
58      BC2606  20250701   71790  ...   71590      68610      BC
60      EC2508  20250701  1784.2  ...  1852.6     1767.1      EC
61      EC2510  20250701  1352.6  ...  1368.8     1339.8      EC
62      EC2512  20250701  1518.3  ...  1526.5       1498      EC
63      EC2602  20250701  1323.3  ...  1331.2     1316.5      EC
64      EC2604  20250701    1150  ...  1175.5       1169      EC
65      EC2606  20250701    1300  ...  1313.6       1169      EC
68  SC_TAS2508  20250701          ...                     SC_TAS
69  SC_TAS2509  20250701          ...                     SC_TAS
70  SC_TAS2510  20250701          ...                     SC_TAS
71  SC_TAS2511  20250701          ...                     SC_TAS

[66 rows x 12 columns]
2025-07-02 16:26:34,112 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
     symbol      date      open  ...   settle  pre_settle  variety
0     a2507  20250701   4250.00  ...   4204.0     4209.00        A
1     a2509  20250701   4136.00  ...   4129.0     4147.00        A
2     a2511  20250701   4078.00  ...   4069.0     4080.00        A
3     a2601  20250701   4057.00  ...   4051.0     4062.00        A
4     a2603  20250701   4044.00  ...   4039.0     4050.00        A
5     a2605  20250701   4067.00  ...   4075.0     4084.00        A
6     b2507  20250701   3560.00  ...   3550.0     3479.00        B
7     b2508  20250701   3592.00  ...   3576.0     3578.00        B
8     b2509  20250701   3618.00  ...   3608.0     3611.00        B
9     b2510  20250701   3670.00  ...   3660.0     3660.00        B
10    b2511  20250701   3671.00  ...   3665.0     3667.00        B
11    b2512  20250701   3674.00  ...   3677.0     3675.00        B
12    b2601  20250701   3663.00  ...   3662.0     3662.00        B
13    b2602  20250701   3629.00  ...   3618.0     3622.00        B
14    b2603  20250701   3528.00  ...   3528.0     3523.00        B
15    b2604  20250701   3439.00  ...   3434.0     3432.00        B
16    b2605  20250701   3383.00  ...   3380.0     3378.00        B
17    b2606  20250701   3381.00  ...   3380.0     3379.00        B
18   bb2509  20250701    152.75  ...    153.2      153.75       BB
19   bb2511  20250701    152.90  ...    152.8      152.70       BB
20   bb2601  20250701      0.00  ...    170.1      170.00       BB
21   bb2603  20250701      0.00  ...    170.2      170.10       BB
22   bb2605  20250701      0.00  ...    170.2      170.10       BB
23    c2507  20250701   2353.00  ...   2358.0     2359.00        C
24    c2509  20250701   2379.00  ...   2381.0     2376.00        C
25    c2511  20250701   2316.00  ...   2319.0     2319.00        C
26    c2601  20250701   2274.00  ...   2277.0     2272.00        C
27    c2603  20250701   2273.00  ...   2273.0     2268.00        C
28    c2605  20250701   2305.00  ...   2303.0     2298.00        C
29   cs2507  20250701   2740.00  ...   2727.0     2750.00       CS
30   cs2509  20250701   2732.00  ...   2743.0     2731.00       CS
31   cs2511  20250701   2673.00  ...   2678.0     2673.00       CS
32   cs2601  20250701   2674.00  ...   2677.0     2671.00       CS
33   cs2603  20250701   2656.00  ...   2659.0     2652.00       CS
34   cs2605  20250701   2691.00  ...   2694.0     2687.00       CS
35   eb2507  20250701   7408.00  ...   7422.0     7429.00       EB
36   eb2508  20250701   7307.00  ...   7273.0     7306.00       EB
37   eb2509  20250701   7223.00  ...   7186.0     7223.00       EB
38   eb2510  20250701   7118.00  ...   7104.0     7139.00       EB
39   eb2511  20250701   7052.00  ...   7033.0     7066.00       EB
40   eb2512  20250701   7032.00  ...   7006.0     7030.00       EB
41   eb2601  20250701   7031.00  ...   7015.0     7031.00       EB
42   eb2602  20250701   7057.00  ...   7047.0     7031.00       EB
43   eb2603  20250701   7053.00  ...   7099.0     7038.00       EB
44   eb2604  20250701   7101.00  ...   7042.0     7026.00       EB
45   eb2605  20250701   7099.00  ...   7065.0     7039.00       EB
46   eb2606  20250701   7020.00  ...   7014.0     6900.00       EB
47   eg2507  20250701   4201.00  ...   4203.0     4218.00       EG
48   eg2508  20250701   4246.00  ...   4245.0     4253.00       EG
49   eg2509  20250701   4272.00  ...   4262.0     4272.00       EG
50   eg2510  20250701   4281.00  ...   4269.0     4276.00       EG
51   eg2511  20250701   4289.00  ...   4271.0     4287.00       EG
52   eg2512  20250701   4289.00  ...   4276.0     4299.00       EG
53   eg2601  20250701   4294.00  ...   4286.0     4304.00       EG
54   eg2602  20250701   4283.00  ...   4284.0     4302.00       EG
55   eg2603  20250701   4308.00  ...   4288.0     4303.00       EG
56   eg2604  20250701      0.00  ...   4311.0     4311.00       EG
57   eg2605  20250701   4320.00  ...   4302.0     4322.00       EG
58   eg2606  20250701   4280.00  ...   4285.0     4337.00       EG
59   fb2507  20250701      0.00  ...   1341.5     1341.50       FB
60   fb2508  20250701   1309.00  ...   1311.0     1309.00       FB
61   fb2509  20250701   1299.50  ...   1306.0     1303.00       FB
62   fb2510  20250701   1326.50  ...   1327.5     1322.50       FB
63   fb2511  20250701   1324.00  ...   1325.5     1322.50       FB
64   fb2512  20250701   1323.00  ...   1323.5     1323.50       FB
65   fb2601  20250701   1287.50  ...   1300.5     1284.50       FB
66   fb2602  20250701      0.00  ...   1295.5     1295.50       FB
67   fb2603  20250701      0.00  ...   1313.5     1313.50       FB
68   fb2604  20250701      0.00  ...   1310.5     1310.50       FB
69   fb2605  20250701      0.00  ...   1292.5     1292.50       FB
70   fb2606  20250701      0.00  ...   1292.5     1292.50       FB
71    i2507  20250701    723.50  ...    719.0      723.50        I
72    i2508  20250701    724.00  ...    719.0      725.00        I
73    i2509  20250701    715.00  ...    710.5      718.00        I
74    i2510  20250701    709.00  ...    704.5      712.00        I
75    i2511  20250701    702.50  ...    698.5      706.50        I
76    i2512  20250701    696.50  ...    692.5      698.50        I
77    i2601  20250701    688.00  ...    686.5      692.50        I
78    i2602  20250701    686.50  ...    684.0      689.00        I
79    i2603  20250701    683.50  ...    681.0      687.00        I
80    i2604  20250701    679.00  ...    676.5      682.50        I
81    i2605  20250701    672.50  ...    669.0      675.00        I
82    i2606  20250701    666.00  ...    664.0      669.00        I
83    j2507  20250701   1304.50  ...   1304.5     1324.00        J
84    j2508  20250701   1376.00  ...   1371.5     1395.00        J
85    j2509  20250701   1404.00  ...   1398.0     1423.50        J
86    j2510  20250701   1423.50  ...   1415.0     1441.00        J
87    j2511  20250701   1431.00  ...   1428.5     1449.00        J
88    j2512  20250701   1433.50  ...   1431.5     1465.50        J
89    j2601  20250701   1439.00  ...   1433.0     1464.00        J
90    j2602  20250701   1440.00  ...   1440.0     1472.50        J
91    j2603  20250701      0.00  ...   1470.0     1470.00        J
92    j2604  20250701      0.00  ...   1497.5     1497.50        J
93    j2605  20250701   1481.00  ...   1463.5     1505.00        J
94    j2606  20250701      0.00  ...   1474.0     1474.00        J
95   jd2507  20250701   2819.00  ...   2835.0     2776.00       JD
96   jd2508  20250701   3566.00  ...   3568.0     3539.00       JD
97   jd2509  20250701   3690.00  ...   3690.0     3673.00       JD
98   jd2510  20250701   3406.00  ...   3417.0     3401.00       JD
99   jd2511  20250701   3430.00  ...   3433.0     3418.00       JD
100  jd2512  20250701   3589.00  ...   3594.0     3592.00       JD
101  jd2601  20250701   3636.00  ...   3637.0     3647.00       JD
102  jd2602  20250701   3205.00  ...   3203.0     3204.00       JD
103  jd2603  20250701   3205.00  ...   3206.0     3205.00       JD
104  jd2604  20250701   3341.00  ...   3343.0     3337.00       JD
105  jd2605  20250701   3417.00  ...   3422.0     3416.00       JD
106  jd2606  20250701   3264.00  ...   3266.0     3257.00       JD
107  jm2507  20250701    818.00  ...    821.0      824.00       JM
108  jm2508  20250701    800.00  ...    784.0      817.00       JM
109  jm2509  20250701    824.50  ...    817.5      842.50       JM
110  jm2510  20250701    838.00  ...    832.5      853.50       JM
111  jm2511  20250701    846.00  ...    840.5      864.00       JM
112  jm2512  20250701    852.50  ...    848.0      874.50       JM
113  jm2601  20250701    858.00  ...    854.0      886.00       JM
114  jm2602  20250701    861.50  ...    862.5      891.50       JM
115  jm2603  20250701    876.00  ...    868.5      897.00       JM
116  jm2604  20250701    874.00  ...    877.5      903.50       JM
117  jm2605  20250701    891.50  ...    883.5      913.00       JM
118  jm2606  20250701    902.00  ...    896.0      918.50       JM
119   l2507  20250701   7293.00  ...   7282.0     7337.00        L
120   l2508  20250701   7271.00  ...   7252.0     7297.00        L
121   l2509  20250701   7266.00  ...   7246.0     7286.00        L
122   l2510  20250701   7241.00  ...   7229.0     7256.00        L
123   l2511  20250701   7242.00  ...   7222.0     7246.00        L
124   l2512  20250701   7240.00  ...   7219.0     7249.00        L
125   l2601  20250701   7233.00  ...   7210.0     7236.00        L
126   l2602  20250701   7204.00  ...   7202.0     7229.00        L
127   l2603  20250701   7195.00  ...   7198.0     7208.00        L
128   l2604  20250701   7212.00  ...   7219.0     7265.00        L
129   l2605  20250701   7212.00  ...   7196.0     7215.00        L
130   l2606  20250701   7208.00  ...   7195.0     7229.00        L
131  lg2507  20250701    813.00  ...    815.5      820.00       LG
132  lg2509  20250701    784.00  ...    782.5      792.50       LG
133  lg2511  20250701    779.00  ...    778.5      785.00       LG
134  lg2601  20250701    780.00  ...    781.5      785.50       LG
135  lg2603  20250701    782.00  ...    784.5      787.50       LG
136  lg2605  20250701    782.00  ...    785.5      788.00       LG
137  lh2507  20250701  13945.00  ...  13820.0    13825.00       LH
138  lh2509  20250701  13880.00  ...  13895.0    13890.00       LH
139  lh2511  20250701  13370.00  ...  13400.0    13365.00       LH
140  lh2601  20250701  13485.00  ...  13495.0    13505.00       LH
141  lh2603  20250701  12810.00  ...  12800.0    12800.00       LH
142  lh2605  20250701  12940.00  ...  12955.0    12975.00       LH
143   m2507  20250701   2844.00  ...   2832.0     2843.00        M
144   m2508  20250701   2951.00  ...   2944.0     2943.00        M
145   m2509  20250701   2968.00  ...   2961.0     2958.00        M
146   m2511  20250701   3004.00  ...   3000.0     2997.00        M
147   m2512  20250701   3025.00  ...   3022.0     3020.00        M
148   m2601  20250701   3004.00  ...   3002.0     2995.00        M
149   m2603  20250701   2860.00  ...   2861.0     2851.00        M
150   m2605  20250701   2715.00  ...   2713.0     2711.00        M
151   p2507  20250701   8310.00  ...   8328.0     8398.00        P
152   p2508  20250701   8392.00  ...   8372.0     8368.00        P
153   p2509  20250701   8340.00  ...   8314.0     8312.00        P
154   p2510  20250701   8340.00  ...   8310.0     8308.00        P
155   p2511  20250701   8338.00  ...   8302.0     8318.00        P
156   p2512  20250701   8342.00  ...   8310.0     8320.00        P
157   p2601  20250701   8350.00  ...   8334.0     8326.00        P
158   p2602  20250701   8292.00  ...   8316.0     8294.00        P
159   p2603  20250701   8310.00  ...   8274.0     8274.00        P
160   p2604  20250701   8252.00  ...   8234.0     8208.00        P
161   p2605  20250701   8226.00  ...   8220.0     8212.00        P
162   p2606  20250701   8172.00  ...   8210.0     8184.00        P
163  pg2507  20250701   4209.00  ...   4203.0     4235.00       PG
164  pg2508  20250701   4231.00  ...   4194.0     4230.00       PG
165  pg2509  20250701   4125.00  ...   4098.0     4136.00       PG
166  pg2510  20250701   4500.00  ...   4470.0     4507.00       PG
167  pg2511  20250701   4406.00  ...   4383.0     4421.00       PG
168  pg2512  20250701   4316.00  ...   4305.0     4344.00       PG
169  pg2601  20250701   4239.00  ...   4236.0     4266.00       PG
170  pg2602  20250701   4156.00  ...   4155.0     4201.00       PG
171  pg2603  20250701   4096.00  ...   4072.0     4109.00       PG
172  pg2604  20250701   4356.00  ...   4360.0     4394.00       PG
173  pg2605  20250701   4253.00  ...   4245.0     4296.00       PG
174  pg2606  20250701   4204.00  ...   4202.0     4254.00       PG
175  pp2507  20250701   7083.00  ...   7073.0     7108.00       PP
176  pp2508  20250701   7095.00  ...   7055.0     7109.00       PP
177  pp2509  20250701   7077.00  ...   7048.0     7092.00       PP
178  pp2510  20250701   7019.00  ...   7003.0     7045.00       PP
179  pp2511  20250701   7016.00  ...   6999.0     7039.00       PP
180  pp2512  20250701   7011.00  ...   6993.0     7033.00       PP
181  pp2601  20250701   7013.00  ...   6997.0     7028.00       PP
182  pp2602  20250701   6987.00  ...   6978.0     6986.00       PP
183  pp2603  20250701   6969.00  ...   6976.0     7006.00       PP
184  pp2604  20250701   6993.00  ...   6989.0     7044.00       PP
185  pp2605  20250701   6992.00  ...   6976.0     7012.00       PP
186  pp2606  20250701   6993.00  ...   6985.0     7046.00       PP
187  rr2507  20250701      0.00  ...   3578.0     3578.00       RR
188  rr2508  20250701   3585.00  ...   3579.0     3585.00       RR
189  rr2509  20250701   3608.00  ...   3608.0     3607.00       RR
190  rr2510  20250701   3588.00  ...   3596.0     3591.00       RR
191  rr2511  20250701   3592.00  ...   3596.0     3596.00       RR
192  rr2512  20250701   3593.00  ...   3599.0     3605.00       RR
193  rr2601  20250701   3608.00  ...   3607.0     3606.00       RR
194  rr2602  20250701   3606.00  ...   3614.0     3609.00       RR
195  rr2603  20250701   3607.00  ...   3607.0     3605.00       RR
196  rr2604  20250701   3614.00  ...   3619.0     3603.00       RR
197  rr2605  20250701   3602.00  ...   3602.0     3601.00       RR
198  rr2606  20250701   3599.00  ...   3603.0     3606.00       RR
199   v2507  20250701   4801.00  ...   4767.0     4853.00        V
200   v2508  20250701   4850.00  ...   4800.0     4890.00        V
201   v2509  20250701   4885.00  ...   4839.0     4924.00        V
202   v2510  20250701   4910.00  ...   4867.0     4951.00        V
203   v2511  20250701   4935.00  ...   4897.0     4978.00        V
204   v2512  20250701   4958.00  ...   4922.0     5003.00        V
205   v2601  20250701   4977.00  ...   4932.0     5016.00        V
206   v2602  20250701   4988.00  ...   4959.0     5017.00        V
207   v2603  20250701   5007.00  ...   4983.0     5046.00        V
208   v2604  20250701   5100.00  ...   5078.0     5129.00        V
209   v2605  20250701   5129.00  ...   5090.0     5155.00        V
210   v2606  20250701   5110.00  ...   5100.0     5166.00        V
211   y2507  20250701   8022.00  ...   8038.0     8068.00        Y
212   y2508  20250701   8038.00  ...   8002.0     8026.00        Y
213   y2509  20250701   7996.00  ...   7968.0     7974.00        Y
214   y2511  20250701   8000.00  ...   7974.0     7980.00        Y
215   y2512  20250701   8018.00  ...   7998.0     8000.00        Y
216   y2601  20250701   7950.00  ...   7926.0     7930.00        Y
217   y2603  20250701   7808.00  ...   7804.0     7796.00        Y
218   y2605  20250701   7620.00  ...   7608.0     7598.00        Y

[219 rows x 12 columns]
2025-07-02 16:26:34,806 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250701   7678.0   7735.0  ...   360261.78   7700.0      7699.0       AP
1    AP511  20250701   7530.0   7554.0  ...      806.44   7537.0      7527.0       AP
2    AP512  20250701   7564.0   7591.0  ...       68.09   7566.0      7569.0       AP
3    AP601  20250701   7566.0   7630.0  ...    10522.48   7603.0      7598.0       AP
4    AP603  20250701   7625.0   7638.0  ...       99.14   7626.0      7627.0       AP
5    AP604  20250701   7676.0   7698.0  ...       23.06   7685.0      7682.0       AP
6    AP605  20250701   7745.0   7753.0  ...      208.51   7723.0      7722.0       AP
7    CF507  20250701  13505.0  13530.0  ...     3816.86  13515.0     13620.0       CF
8    CF509  20250701  13760.0  13780.0  ...  1296433.16  13735.0     13815.0       CF
9    CF511  20250701  13675.0  13700.0  ...   129178.71  13660.0     13740.0       CF
10   CF601  20250701  13725.0  13785.0  ...   318377.51  13750.0     13830.0       CF
11   CF603  20250701  13755.0  13760.0  ...     1145.27  13715.0     13795.0       CF
12   CF605  20250701  13760.0  13780.0  ...     8848.99  13750.0     13820.0       CF
13   CJ507  20250701   9465.0   9495.0  ...      236.57   9465.0      9495.0       CJ
14   CJ509  20250701   9550.0   9770.0  ...   938605.48   9650.0      9620.0       CJ
15   CJ512  20250701  10575.0  10845.0  ...    17583.73  10700.0     10580.0       CJ
16   CJ601  20250701  10730.0  10980.0  ...   720610.29  10840.0     10715.0       CJ
17   CJ603  20250701  10815.0  11125.0  ...    13006.69  10960.0     10815.0       CJ
18   CJ605  20250701  11000.0  11300.0  ...    41948.62  11155.0     11000.0       CJ
19   CY507  20250701      0.0      0.0  ...        0.00  20035.0     20065.0       CY
20   CY508  20250701      0.0      0.0  ...        0.00  19665.0     19630.0       CY
21   CY509  20250701  19965.0  20055.0  ...    73358.52  20000.0     20110.0       CY
22   CY510  20250701      0.0      0.0  ...        0.00  19620.0     19730.0       CY
23   CY511  20250701      0.0      0.0  ...        0.00  19980.0     19980.0       CY
24   CY512  20250701      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250701      0.0      0.0  ...        0.00  20030.0     20085.0       CY
26   CY602  20250701      0.0      0.0  ...        0.00  19810.0     19810.0       CY
27   CY603  20250701      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250701      0.0      0.0  ...        0.00  19725.0     19555.0       CY
29   CY605  20250701      0.0      0.0  ...        0.00  20135.0     20135.0       CY
30   CY606  20250701      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250701    902.0    905.0  ...      972.71    901.0       935.0       FG
32   FG508  20250701   1011.0   1014.0  ...    28597.26    995.0      1025.0       FG
33   FG509  20250701   1005.0   1006.0  ...  3176519.12    988.0      1018.0       FG
34   FG510  20250701   1042.0   1047.0  ...    22475.27   1034.0      1054.0       FG
35   FG511  20250701   1034.0   1036.0  ...    28432.62   1022.0      1043.0       FG
36   FG512  20250701   1100.0   1100.0  ...    10938.45   1082.0      1099.0       FG
37   FG601  20250701   1082.0   1086.0  ...   282747.65   1070.0      1087.0       FG
38   FG602  20250701   1117.0   1117.0  ...      397.80   1105.0      1121.0       FG
39   FG603  20250701   1111.0   1115.0  ...      853.33   1100.0      1115.0       FG
40   FG604  20250701   1135.0   1138.0  ...      479.88   1126.0      1139.0       FG
41   FG605  20250701   1130.0   1131.0  ...     5061.98   1116.0      1132.0       FG
42   FG606  20250701   1145.0   1145.0  ...      416.75   1132.0      1142.0       FG
43   JR507  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250701   2421.0   2425.0  ...      285.65   2421.0      2430.0       MA
54   MA508  20250701   2417.0   2429.0  ...    20543.30   2415.0      2425.0       MA
55   MA509  20250701   2380.0   2385.0  ...  1945243.80   2374.0      2386.0       MA
56   MA510  20250701   2391.0   2393.0  ...    72797.55   2384.0      2391.0       MA
57   MA511  20250701   2396.0   2401.0  ...    86742.69   2392.0      2397.0       MA
58   MA512  20250701   2414.0   2419.0  ...    12119.45   2405.0      2417.0       MA
59   MA601  20250701   2413.0   2420.0  ...   155567.38   2410.0      2415.0       MA
60   MA602  20250701   2399.0   2399.0  ...     2173.44   2399.0      2399.0       MA
61   MA603  20250701   2396.0   2399.0  ...     2180.30   2396.0      2396.0       MA
62   MA604  20250701   2359.0   2362.0  ...       14.16   2360.0      2366.0       MA
63   MA605  20250701   2324.0   2335.0  ...     2635.79   2324.0      2324.0       MA
64   MA606  20250701   2331.0   2340.0  ...       37.30   2331.0      2334.0       MA
65   OI507  20250701   9586.0   9586.0  ...        9.59   9586.0      9547.0       OI
66   OI509  20250701   9437.0   9506.0  ...  2811059.76   9461.0      9427.0       OI
67   OI511  20250701   9423.0   9501.0  ...    96915.08   9458.0      9419.0       OI
68   OI601  20250701   9386.0   9455.0  ...   325897.27   9410.0      9371.0       OI
69   OI603  20250701   9319.0   9395.0  ...     1057.51   9359.0      9319.0       OI
70   OI605  20250701   9260.0   9300.0  ...     2659.41   9266.0      9227.0       OI
71   PF507  20250701   6680.0   6860.0  ...      904.83   6678.0      6650.0       PF
72   PF508  20250701   6560.0   6626.0  ...   589383.71   6578.0      6546.0       PF
73   PF509  20250701   6472.0   6532.0  ...   242233.79   6482.0      6472.0       PF
74   PF510  20250701   6480.0   6522.0  ...   158511.41   6480.0      6476.0       PF
75   PF511  20250701   6438.0   6472.0  ...   142366.59   6426.0      6428.0       PF
76   PF512  20250701   6414.0   6440.0  ...    30760.71   6376.0      6402.0       PF
77   PF601  20250701   6420.0   6442.0  ...     1112.51   6394.0      6410.0       PF
78   PF602  20250701   6376.0   6414.0  ...       19.20   6402.0      6530.0       PF
79   PF603  20250701   6400.0   6420.0  ...       12.82   6410.0      6402.0       PF
80   PF604  20250701   6414.0   6414.0  ...        9.60   6402.0      6436.0       PF
81   PF605  20250701   6402.0   6402.0  ...        3.20   6402.0      6396.0       PF
82   PF606  20250701   6404.0   6404.0  ...        3.20   6404.0      6372.0       PF
83   PK510  20250701   8166.0   8228.0  ...   188273.69   8196.0      8162.0       PK
84   PK511  20250701   7926.0   7982.0  ...    49641.61   7958.0      7926.0       PK
85   PK512  20250701   7938.0   7968.0  ...      386.04   7960.0      7932.0       PK
86   PK601  20250701   7958.0   7968.0  ...     3335.63   7962.0      7950.0       PK
87   PK603  20250701   7950.0   7956.0  ...      135.19   7952.0      7952.0       PK
88   PK604  20250701   7948.0   7950.0  ...       27.82   7950.0      7956.0       PK
89   PK605  20250701   7950.0   7952.0  ...      119.26   7952.0      7952.0       PK
90   PM507  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250701   6010.0   6010.0  ...       98.74   5984.0      6010.0       PR
97   PR508  20250701   6010.0   6046.0  ...    48814.05   6000.0      6022.0       PR
98   PR509  20250701   5948.0   5974.0  ...   507324.11   5932.0      5956.0       PR
99   PR510  20250701   5902.0   5930.0  ...   360901.70   5884.0      5904.0       PR
100  PR511  20250701   5888.0   5912.0  ...   119335.45   5870.0      5896.0       PR
101  PR512  20250701   5860.0   5874.0  ...      166.62   5846.0      5852.0       PR
102  PR601  20250701   5862.0   5874.0  ...      253.91   5838.0      5866.0       PR
103  PR602  20250701      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250701      0.0      0.0  ...        0.00   5874.0      5874.0       PR
105  PR604  20250701      0.0      0.0  ...        0.00   5864.0      5864.0       PR
106  PR605  20250701      0.0      0.0  ...        0.00   5860.0      5860.0       PR
107  PR606  20250701      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250701   6984.0   6984.0  ...    14956.24   6984.0      6984.0       PX
109  PX508  20250701   6898.0   6938.0  ...    13268.60   6862.0      6904.0       PX
110  PX509  20250701   6816.0   6870.0  ...   954627.77   6798.0      6826.0       PX
111  PX510  20250701   6734.0   6782.0  ...    80379.82   6712.0      6732.0       PX
112  PX511  20250701   6684.0   6740.0  ...   117567.69   6668.0      6686.0       PX
113  PX512  20250701   6666.0   6696.0  ...    19741.27   6636.0      6684.0       PX
114  PX601  20250701   6618.0   6678.0  ...    48705.72   6614.0      6602.0       PX
115  PX602  20250701      0.0      0.0  ...        0.00   6606.0      6572.0       PX
116  PX603  20250701      0.0      0.0  ...        0.00   6584.0      6570.0       PX
117  PX604  20250701   6604.0   6604.0  ...       16.42   6570.0      6554.0       PX
118  PX605  20250701   6602.0   6612.0  ...      118.49   6584.0      6562.0       PX
119  PX606  20250701   6564.0   6564.0  ...        9.80   6536.0      6522.0       PX
120  RI507  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250701   2433.0   2453.0  ...     4995.96   2445.0      2437.0       RM
127  RM508  20250701   2583.0   2600.0  ...    19040.96   2590.0      2578.0       RM
128  RM509  20250701   2575.0   2597.0  ...   954504.43   2583.0      2569.0       RM
129  RM511  20250701   2405.0   2420.0  ...     8929.70   2411.0      2405.0       RM
130  RM601  20250701   2304.0   2316.0  ...   110269.55   2308.0      2300.0       RM
131  RM603  20250701   2286.0   2293.0  ...    14581.93   2288.0      2284.0       RM
132  RM605  20250701   2313.0   2323.0  ...    11338.07   2318.0      2316.0       RM
133  RS507  20250701      0.0      0.0  ...        0.00   4950.0      4950.0       RS
134  RS508  20250701   5083.0   5130.0  ...       10.21   5107.0      5120.0       RS
135  RS509  20250701   5104.0   5117.0  ...       96.85   5097.0      5152.0       RS
136  RS511  20250701      0.0      0.0  ...        0.00   5252.0      5252.0       RS
137  SA507  20250701   1255.0   1255.0  ...      235.75   1156.0      1173.0       SA
138  SA508  20250701   1182.0   1185.0  ...    22702.34   1172.0      1202.0       SA
139  SA509  20250701   1178.0   1180.0  ...  3157410.25   1169.0      1199.0       SA
140  SA510  20250701   1195.0   1197.0  ...    67075.95   1189.0      1212.0       SA
141  SA511  20250701   1191.0   1194.0  ...    78551.81   1187.0      1212.0       SA
142  SA512  20250701   1205.0   1206.0  ...    25602.63   1197.0      1225.0       SA
143  SA601  20250701   1193.0   1194.0  ...   496098.28   1182.0      1211.0       SA
144  SA602  20250701   1209.0   1209.0  ...     4357.17   1194.0      1226.0       SA
145  SA603  20250701   1204.0   1207.0  ...     6868.89   1191.0      1224.0       SA
146  SA604  20250701   1219.0   1220.0  ...     8561.90   1203.0      1243.0       SA
147  SA605  20250701   1215.0   1217.0  ...    29004.57   1202.0      1229.0       SA
148  SA606  20250701   1224.0   1225.0  ...     2829.06   1203.0      1244.0       SA
149  SF507  20250701   5386.0   5464.0  ...     4221.16   5350.0      5514.0       SF
150  SF508  20250701   5324.0   5326.0  ...    18289.05   5268.0      5400.0       SF
151  SF509  20250701   5320.0   5326.0  ...   529354.16   5258.0      5380.0       SF
152  SF510  20250701   5236.0   5242.0  ...   110075.01   5172.0      5294.0       SF
153  SF511  20250701   5360.0   5360.0  ...   142772.36   5296.0      5420.0       SF
154  SF512  20250701   5290.0   5290.0  ...    26673.38   5264.0      5358.0       SF
155  SF601  20250701   5302.0   5302.0  ...    12071.39   5236.0      5348.0       SF
156  SF602  20250701   5224.0   5232.0  ...      872.15   5176.0      5268.0       SF
157  SF603  20250701   5368.0   5368.0  ...       47.75   5306.0      5392.0       SF
158  SF604  20250701   5312.0   5312.0  ...       10.61   5304.0      5370.0       SF
159  SF605  20250701   5330.0   5330.0  ...      250.94   5284.0      5380.0       SF
160  SF606  20250701   5260.0   5260.0  ...       33.90   5216.0      5328.0       SF
161  SH507  20250701   2400.0   2414.0  ...      548.62   2406.0      2391.0       SH
162  SH508  20250701   2288.0   2347.0  ...   191005.93   2301.0      2315.0       SH
163  SH509  20250701   2317.0   2361.0  ...  4002167.99   2317.0      2340.0       SH
164  SH510  20250701   2360.0   2400.0  ...   324305.14   2358.0      2380.0       SH
165  SH511  20250701   2350.0   2386.0  ...   210076.76   2345.0      2365.0       SH
166  SH512  20250701   2345.0   2387.0  ...    20487.74   2351.0      2368.0       SH
167  SH601  20250701   2327.0   2355.0  ...    88616.44   2323.0      2337.0       SH
168  SH602  20250701   2333.0   2370.0  ...      386.17   2340.0      2360.0       SH
169  SH603  20250701   2338.0   2378.0  ...      169.28   2351.0      2369.0       SH
170  SH604  20250701   2374.0   2406.0  ...       35.77   2384.0      2404.0       SH
171  SH605  20250701   2373.0   2410.0  ...     1892.12   2380.0      2397.0       SH
172  SH606  20250701   2391.0   2426.0  ...       50.40   2400.0      2414.0       SH
173  SM507  20250701   5584.0   5604.0  ...      547.26   5584.0      5660.0       SM
174  SM508  20250701   5620.0   5638.0  ...    31535.84   5604.0      5670.0       SM
175  SM509  20250701   5638.0   5644.0  ...   565565.68   5610.0      5678.0       SM
176  SM510  20250701   5602.0   5608.0  ...    34860.60   5578.0      5646.0       SM
177  SM511  20250701   5684.0   5692.0  ...    74618.20   5666.0      5728.0       SM
178  SM512  20250701   5682.0   5682.0  ...    29246.98   5658.0      5684.0       SM
179  SM601  20250701   5676.0   5676.0  ...    21189.98   5642.0      5708.0       SM
180  SM602  20250701   5672.0   5676.0  ...      121.29   5642.0      5696.0       SM
181  SM603  20250701   5678.0   5686.0  ...       62.18   5654.0      5708.0       SM
182  SM604  20250701   5662.0   5676.0  ...       36.80   5662.0      5712.0       SM
183  SM605  20250701   5672.0   5694.0  ...      170.05   5668.0      5736.0       SM
184  SM606  20250701   5674.0   5684.0  ...        5.68   5680.0      5728.0       SM
185  SR507  20250701   5796.0   5805.0  ...     1263.63   5796.0      5817.0       SR
186  SR509  20250701   5773.0   5795.0  ...  1100524.80   5781.0      5802.0       SR
187  SR511  20250701   5661.0   5675.0  ...    98163.84   5662.0      5681.0       SR
188  SR601  20250701   5598.0   5615.0  ...   139980.50   5601.0      5620.0       SR
189  SR603  20250701   5573.0   5584.0  ...     3204.33   5573.0      5591.0       SR
190  SR605  20250701   5557.0   5557.0  ...     5138.72   5543.0      5559.0       SR
191  TA507  20250701   5016.0   5030.0  ...     6247.75   4968.0      5016.0       TA
192  TA508  20250701   4926.0   4958.0  ...    64316.04   4906.0      4940.0       TA
193  TA509  20250701   4818.0   4850.0  ...  2823690.82   4804.0      4824.0       TA
194  TA510  20250701   4730.0   4774.0  ...   131623.75   4730.0      4738.0       TA
195  TA511  20250701   4702.0   4736.0  ...    62709.24   4704.0      4700.0       TA
196  TA512  20250701   4674.0   4720.0  ...     4547.51   4676.0      4676.0       TA
197  TA601  20250701   4668.0   4702.0  ...   670356.22   4664.0      4650.0       TA
198  TA602  20250701   4676.0   4708.0  ...      312.55   4700.0      4662.0       TA
199  TA603  20250701   4668.0   4702.0  ...      135.34   4668.0      4662.0       TA
200  TA604  20250701   4666.0   4706.0  ...       18.71   4678.0      4674.0       TA
201  TA605  20250701   4674.0   4712.0  ...     2240.24   4678.0      4664.0       TA
202  TA606  20250701   4708.0   4708.0  ...        7.06   4706.0      4674.0       TA
203  UR507  20250701   1702.0   1732.0  ...      190.14   1729.0      1724.0       UR
204  UR508  20250701   1710.0   1735.0  ...      247.56   1719.0      1727.0       UR
205  UR509  20250701   1707.0   1728.0  ...   935589.85   1710.0      1715.0       UR
206  UR510  20250701   1692.0   1715.0  ...     7274.90   1700.0      1701.0       UR
207  UR511  20250701   1704.0   1724.0  ...     4820.79   1707.0      1710.0       UR
208  UR512  20250701   1701.0   1708.0  ...      156.01   1696.0      1707.0       UR
209  UR601  20250701   1677.0   1687.0  ...    66453.34   1675.0      1683.0       UR
210  UR602  20250701   1674.0   1683.0  ...      782.77   1673.0      1679.0       UR
211  UR603  20250701   1703.0   1703.0  ...       27.19   1700.0      1700.0       UR
212  UR604  20250701   1692.0   1699.0  ...       33.88   1694.0      1699.0       UR
213  UR605  20250701   1690.0   1698.0  ...     2010.32   1689.0      1696.0       UR
214  UR606  20250701   1684.0   1692.0  ...      138.21   1685.0      1690.0       UR
215  WH507  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:26:35,121 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250701  5851.000  ...  5872.000    5867.400       IC
1   IC2508  20250701  5818.800  ...  5824.000    5825.400       IC
2   IC2509  20250701  5759.000  ...  5770.600    5775.800       IC
3   IC2512  20250701  5645.000  ...  5644.400    5655.600       IC
4   IF2507  20250701  3905.000  ...  3915.000    3907.800       IF
5   IF2508  20250701  3895.400  ...  3899.200    3894.600       IF
6   IF2509  20250701  3889.200  ...  3889.400    3887.000       IF
7   IF2512  20250701  3860.600  ...  3854.800    3856.600       IF
8   IH2507  20250701  2692.000  ...  2698.400    2691.800       IH
9   IH2508  20250701  2689.400  ...  2693.600    2687.800       IH
10  IH2509  20250701  2691.000  ...  2692.600    2687.600       IH
11  IH2512  20250701  2690.000  ...  2692.200    2687.400       IH
12  IM2507  20250701  6275.000  ...  6287.000    6289.400       IM
13  IM2508  20250701  6220.000  ...  6211.000    6224.400       IM
14  IM2509  20250701  6143.000  ...  6134.000    6155.600       IM
15  IM2512  20250701  5975.000  ...  5953.400    5979.800       IM
16   T2509  20250701   108.925  ...   108.975     108.900        T
17   T2512  20250701   108.960  ...   109.010     108.935        T
18   T2603  20250701   108.960  ...   108.995     108.910        T
19  TF2509  20250701   106.170  ...   106.175     106.145       TF
20  TF2512  20250701   106.265  ...   106.270     106.240       TF
21  TF2603  20250701   106.295  ...   106.320     106.295       TF
22  TL2509  20250701   120.450  ...   120.700     120.400       TL
23  TL2512  20250701   120.310  ...   120.560     120.260       TL
24  TL2603  20250701   120.100  ...   120.390     120.100       TL
25  TS2509  20250701   102.498  ...   102.482     102.496       TS
26  TS2512  20250701   102.638  ...   102.626     102.640       TS
27  TS2603  20250701   102.740  ...   102.738     102.748       TS

[28 rows x 12 columns]
2025-07-02 16:26:35,186 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
2025-07-02 16:26:36,934 - future_1d - INFO - save future_daily 2025-07-01 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250702  35000.0  ...  35000.0     33355.0       PS
1   PS2508  20250702  33350.0  ...  34315.0     32760.0       PS
2   PS2509  20250702  34000.0  ...  33635.0     32065.0       PS
3   PS2510  20250702  33855.0  ...  33515.0     31840.0       PS
4   PS2511  20250702  32735.0  ...  33365.0     31725.0       PS
5   PS2512  20250702  33990.0  ...  35485.0     33800.0       PS
6   PS2601  20250702  34030.0  ...  35380.0     33565.0       PS
7   PS2602  20250702  34470.0  ...  35250.0     33425.0       PS
8   PS2603  20250702  34450.0  ...  35475.0     33460.0       PS
9   PS2604  20250702  34250.0  ...  35155.0     33235.0       PS
10  PS2605  20250702  33945.0  ...  35040.0     33315.0       PS
11  PS2606  20250702  35395.0  ...  36605.0     34660.0       PS
13  SI2507  20250702   7825.0  ...   8130.0      7950.0       SI
14  SI2508  20250702   7815.0  ...   8070.0      7845.0       SI
15  SI2509  20250702   7805.0  ...   8085.0      7835.0       SI
16  SI2510  20250702   7775.0  ...   8060.0      7790.0       SI
17  SI2511  20250702   7740.0  ...   8005.0      7775.0       SI
18  SI2512  20250702   7950.0  ...   8280.0      8055.0       SI
19  SI2601  20250702   7960.0  ...   8245.0      7980.0       SI
20  SI2602  20250702   7970.0  ...   8230.0      7945.0       SI
21  SI2603  20250702   7985.0  ...   8260.0      7945.0       SI
22  SI2604  20250702   7960.0  ...   8265.0      7960.0       SI
23  SI2605  20250702   7980.0  ...   8250.0      7955.0       SI
24  SI2606  20250702   8095.0  ...   8230.0      7960.0       SI
27  LC2507  20250702  62920.0  ...  63620.0     62120.0       LC
28  LC2508  20250702  63040.0  ...  63640.0     62200.0       LC
29  LC2509  20250702  62800.0  ...  63500.0     61980.0       LC
30  LC2510  20250702  62720.0  ...  63320.0     61800.0       LC
31  LC2511  20250702  62520.0  ...  63140.0     61700.0       LC
32  LC2512  20250702  62700.0  ...  63480.0     62020.0       LC
33  LC2601  20250702  62620.0  ...  63540.0     62080.0       LC
34  LC2602  20250702  62100.0  ...  63360.0     62040.0       LC
35  LC2603  20250702  62660.0  ...  63380.0     62020.0       LC
36  LC2604  20250702  63240.0  ...  63940.0     62580.0       LC
37  LC2605  20250702  63240.0  ...  63960.0     62600.0       LC
38  LC2606  20250702  63340.0  ...  64080.0     62480.0       LC

[36 rows x 12 columns]
2025-07-02 16:26:40,681 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250702  ...   80830      80140      CU
1        1      CU2508  20250702  ...   80620      80020      CU
2        2      CU2509  20250702  ...   80420      79790      CU
3        3      CU2510  20250702  ...   80150      79550      CU
4        4      CU2511  20250702  ...   79910      79320      CU
5        5      CU2512  20250702  ...   79680      79130      CU
6        6      CU2601  20250702  ...   79500      78970      CU
7        7      CU2602  20250702  ...   79400      78890      CU
8        8      CU2603  20250702  ...   79350      78560      CU
9        9      CU2604  20250702  ...   79300      78600      CU
10      10      CU2605  20250702  ...   79160      78440      CU
11      11      CU2606  20250702  ...   79160      78280      CU
12      12      BC2507  20250702  ...   71480      71500      BC
13      13      BC2508  20250702  ...   71850      71280      BC
14      14      BC2509  20250702  ...   71670      70970      BC
15      15      BC2510  20250702  ...   71350      71300      BC
16      16      BC2511  20250702  ...   72330      69520      BC
17      17      BC2512  20250702  ...   69450      69450      BC
18      18      BC2601  20250702  ...   69570      69570      BC
19      19      BC2602  20250702  ...   69410      69410      BC
20      20      BC2603  20250702  ...   69290      69290      BC
21      21      BC2604  20250702  ...   69760      69760      BC
22      22      BC2605  20250702  ...   71000      69710      BC
23      23      BC2606  20250702  ...   71590      71590      BC
24      24      AL2507  20250702  ...   20825      20750      AL
25      25      AL2508  20250702  ...   20665      20560      AL
26      26      AL2509  20250702  ...   20590      20475      AL
27      27      AL2510  20250702  ...   20490      20365      AL
28      28      AL2511  20250702  ...   20395      20255      AL
29      29      AL2512  20250702  ...   20295      20160      AL
30      30      AL2601  20250702  ...   20220      20090      AL
31      31      AL2602  20250702  ...   20215      20100      AL
32      32      AL2603  20250702  ...   20205      20100      AL
33      33      AL2604  20250702  ...   20220      20135      AL
34      34      AL2605  20250702  ...   20250      20100      AL
35      35      AL2606  20250702  ...   20245      20125      AL
36      36      ZN2507  20250702  ...   22295      22310      ZN
37      37      ZN2508  20250702  ...   22215      22255      ZN
38      38      ZN2509  20250702  ...   22160      22190      ZN
39      39      ZN2510  20250702  ...   22110      22140      ZN
40      40      ZN2511  20250702  ...   22050      22085      ZN
41      41      ZN2512  20250702  ...   22010      22060      ZN
42      42      ZN2601  20250702  ...   21965      22045      ZN
43      43      ZN2602  20250702  ...   21955      21995      ZN
44      44      ZN2603  20250702  ...   21955      21995      ZN
45      45      ZN2604  20250702  ...   21950      22005      ZN
46      46      ZN2605  20250702  ...   21945      21990      ZN
47      47      ZN2606  20250702  ...   21935      21955      ZN
48      48      PB2507  20250702  ...   17125      17085      PB
49      49      PB2508  20250702  ...   17160      17135      PB
50      50      PB2509  20250702  ...   17175      17150      PB
51      51      PB2510  20250702  ...   17180      17145      PB
52      52      PB2511  20250702  ...   17180      17125      PB
53      53      PB2512  20250702  ...   17170      17115      PB
54      54      PB2601  20250702  ...   17200      17140      PB
55      55      PB2602  20250702  ...   17160      17120      PB
56      56      PB2603  20250702  ...   17150      17150      PB
57      57      PB2604  20250702  ...   17160      17165      PB
58      58      PB2605  20250702  ...   17155      17155      PB
59      59      PB2606  20250702  ...   17115      17115      PB
60      60      NI2507  20250702  ...  120830     120250      NI
61      61      NI2508  20250702  ...  120820     120390      NI
62      62      NI2509  20250702  ...  121000     120460      NI
63      63      NI2510  20250702  ...  121180     120600      NI
64      64      NI2511  20250702  ...  121270     120750      NI
65      65      NI2512  20250702  ...  121440     121010      NI
66      66      NI2601  20250702  ...  121700     121140      NI
67      67      NI2602  20250702  ...  121970     121300      NI
68      68      NI2603  20250702  ...  122020     122170      NI
69      69      NI2604  20250702  ...  122270     122640      NI
70      70      NI2605  20250702  ...  122740     121940      NI
71      71      NI2606  20250702  ...  122860     122680      NI
72      72      SN2507  20250702  ...  269020     266880      SN
73      73      SN2508  20250702  ...  269300     267340      SN
74      74      SN2509  20250702  ...  269380     267450      SN
75      75      SN2510  20250702  ...  269210     267400      SN
76      76      SN2511  20250702  ...  268780     266490      SN
77      77      SN2512  20250702  ...  268330     265990      SN
78      78      SN2601  20250702  ...  268390     266150      SN
79      79      SN2602  20250702  ...  267960     266050      SN
80      80      SN2603  20250702  ...  267850     266060      SN
81      81      SN2604  20250702  ...  266880     266230      SN
82      82      SN2605  20250702  ...  267860     265950      SN
83      83      SN2606  20250702  ...  266640     266200      SN
84      84      AO2507  20250702  ...    3084       3071      AO
85      85      AO2508  20250702  ...    3045       2977      AO
86      86      AO2509  20250702  ...    2998       2941      AO
87      87      AO2510  20250702  ...    2980       2916      AO
88      88      AO2511  20250702  ...    2959       2907      AO
89      89      AO2512  20250702  ...    2951       2899      AO
90      90      AO2601  20250702  ...    2948       2892      AO
91      91      AO2602  20250702  ...    2921       2888      AO
92      92      AO2603  20250702  ...    2939       2886      AO
93      93      AO2604  20250702  ...    2954       2886      AO
94      94      AO2605  20250702  ...    2942       2886      AO
95      95      AO2606  20250702  ...    2939       2879      AO
96      96      AD2511  20250702  ...   19900      19795      AD
97      97      AD2512  20250702  ...   19790      19700      AD
98      98      AD2601  20250702  ...   19725      19635      AD
99      99      AD2602  20250702  ...   19695      19610      AD
100    100      AD2603  20250702  ...   19660      19490      AD
101    101      AD2604  20250702  ...   19625      19520      AD
102    102      AD2605  20250702  ...   19590      19465      AD
103    103      AD2606  20250702  ...   19495      19400      AD
104    104      AU2507  20250702  ...  775.16     769.12      AU
105    105      AU2508  20250702  ...  775.44     768.62      AU
106    106      AU2509  20250702  ...  777.08     771.02      AU
107    107      AU2510  20250702  ...  777.62     770.64      AU
108    108      AU2512  20250702  ...  779.26     773.24      AU
109    109      AU2602  20250702  ...   781.5     775.18      AU
110    110      AU2604  20250702  ...  783.62      777.5      AU
111    111      AU2606  20250702  ...  785.82     779.96      AU
112    112      AG2507  20250702  ...    8772       8728      AG
113    113      AG2508  20250702  ...    8783       8739      AG
114    114      AG2509  20250702  ...    8795       8752      AG
115    115      AG2510  20250702  ...    8806       8764      AG
116    116      AG2511  20250702  ...    8817       8777      AG
117    117      AG2512  20250702  ...    8823       8784      AG
118    118      AG2601  20250702  ...    8834       8795      AG
119    119      AG2602  20250702  ...    8845       8804      AG
120    120      AG2603  20250702  ...    8855       8821      AG
121    121      AG2604  20250702  ...    8868       8833      AG
122    122      AG2605  20250702  ...    8882       8843      AG
123    123      AG2606  20250702  ...    8896       8858      AG
124    124      RB2507  20250702  ...    3018       2988      RB
125    125      RB2508  20250702  ...    3002       2955      RB
126    126      RB2509  20250702  ...    2997       2954      RB
127    127      RB2510  20250702  ...    3032       2987      RB
128    128      RB2511  20250702  ...    3039       2996      RB
129    129      RB2512  20250702  ...    3049       3007      RB
130    130      RB2601  20250702  ...    3046       3005      RB
131    131      RB2602  20250702  ...    3045       3011      RB
132    132      RB2603  20250702  ...    3034       2996      RB
133    133      RB2604  20250702  ...    3051       3011      RB
134    134      RB2605  20250702  ...    3053       3012      RB
135    135      RB2606  20250702  ...    3056       3018      RB
136    136      WR2507  20250702  ...    3356       3356      WR
137    137      WR2508  20250702  ...    3376       3359      WR
138    138      WR2509  20250702  ...    3284       3257      WR
139    139      WR2510  20250702  ...    3328       3303      WR
140    140      WR2511  20250702  ...    3365       3361      WR
141    141      WR2512  20250702  ...    3362       3337      WR
142    142      WR2601  20250702  ...    3344       3325      WR
143    143      WR2602  20250702  ...    3396       3396      WR
144    144      WR2603  20250702  ...    3387       3387      WR
145    145      WR2604  20250702  ...    3392       3392      WR
146    146      WR2605  20250702  ...    3369       3369      WR
147    147      WR2606  20250702  ...    3367       3367      WR
148    148      HC2507  20250702  ...    3175       3124      HC
149    149      HC2508  20250702  ...    3170       3131      HC
150    150      HC2509  20250702  ...    3169       3129      HC
151    151      HC2510  20250702  ...    3162       3121      HC
152    152      HC2511  20250702  ...    3166       3120      HC
153    153      HC2512  20250702  ...    3187       3123      HC
154    154      HC2601  20250702  ...    3168       3125      HC
155    155      HC2602  20250702  ...    3165       3126      HC
156    156      HC2603  20250702  ...    3175       3127      HC
157    157      HC2604  20250702  ...    3168       3132      HC
158    158      HC2605  20250702  ...    3160       3121      HC
159    159      HC2606  20250702  ...    3163       3124      HC
160    160      SS2507  20250702  ...   12540      12440      SS
161    161      SS2508  20250702  ...   12640      12535      SS
162    162      SS2509  20250702  ...   12600      12505      SS
163    163      SS2510  20250702  ...   12570      12475      SS
164    164      SS2511  20250702  ...   12585      12490      SS
165    165      SS2512  20250702  ...   12595      12510      SS
166    166      SS2601  20250702  ...   12640      12555      SS
167    167      SS2602  20250702  ...   12680      12595      SS
168    168      SS2603  20250702  ...   12715      12635      SS
169    169      SS2604  20250702  ...   12745      12630      SS
170    170      SS2605  20250702  ...   12775      12675      SS
171    171      SS2606  20250702  ...   12810      12700      SS
172    172      SC2508  20250702  ...   498.5        497      SC
173    173      SC2509  20250702  ...     493      490.9      SC
174    174      SC2510  20250702  ...   487.4      485.4      SC
175    175      SC2511  20250702  ...   482.9      481.8      SC
176    176      SC2512  20250702  ...   480.7      478.8      SC
177    177      SC2601  20250702  ...   478.4      476.5      SC
178    178      SC2602  20250702  ...   476.5        475      SC
179    179      SC2603  20250702  ...     474      473.9      SC
180    180      SC2604  20250702  ...   473.3      476.3      SC
181    181      SC2605  20250702  ...   471.2      470.6      SC
182    182      SC2606  20250702  ...     472      470.2      SC
183    183      SC2607  20250702  ...   470.9      470.9      SC
184    184      SC2609  20250702  ...   467.3      467.3      SC
185    185      SC2612  20250702  ...   460.4      470.6      SC
186    186      SC2703  20250702  ...   468.4      468.4      SC
187    187      SC2706  20250702  ...   463.6      462.7      SC
188    188      SC2709  20250702  ...   463.9      465.7      SC
189    189      SC2712  20250702  ...   465.8      465.8      SC
190    190      SC2803  20250702  ...   460.4      460.4      SC
191    191      SC2806  20250702  ...   462.8      459.9      SC
192    192      LU2508  20250702  ...    3588       3591      LU
193    193      LU2509  20250702  ...    3591       3576      LU
194    194      LU2510  20250702  ...    3569       3553      LU
195    195      LU2511  20250702  ...    3541       3528      LU
196    196      LU2512  20250702  ...    3517       3505      LU
197    197      LU2601  20250702  ...    3497       3499      LU
198    198      LU2602  20250702  ...    3480       3480      LU
199    199      LU2603  20250702  ...    3461       3456      LU
200    200      LU2604  20250702  ...    3447       3450      LU
201    201      LU2605  20250702  ...    3429       3427      LU
202    202      LU2606  20250702  ...    3436       3423      LU
203    203      LU2607  20250702  ...    3416       3416      LU
204    204      FU2508  20250702  ...    2923       2937      FU
205    205      FU2509  20250702  ...    2956       2973      FU
206    206      FU2510  20250702  ...    2912       2921      FU
207    207      FU2511  20250702  ...    2882       2882      FU
208    208      FU2512  20250702  ...    2858       2858      FU
209    209      FU2601  20250702  ...    2852       2850      FU
210    210      FU2602  20250702  ...    2836       2832      FU
211    211      FU2603  20250702  ...    2826       2823      FU
212    212      FU2604  20250702  ...    2813       2811      FU
213    213      FU2605  20250702  ...    2800       2802      FU
214    214      FU2606  20250702  ...    2785       2790      FU
215    215      FU2607  20250702  ...    2779       2781      FU
216    216      BU2507  20250702  ...    3609       3592      BU
217    217      BU2508  20250702  ...    3598       3580      BU
218    218      BU2509  20250702  ...    3579       3566      BU
219    219      BU2510  20250702  ...    3530       3520      BU
220    220      BU2511  20250702  ...    3464       3451      BU
221    221      BU2512  20250702  ...    3382       3373      BU
222    222      BU2601  20250702  ...    3342       3334      BU
223    223      BU2602  20250702  ...    3338       3303      BU
224    224      BU2603  20250702  ...    3315       3307      BU
225    225      BU2604  20250702  ...    3304       3292      BU
226    226      BU2605  20250702  ...    3286       3274      BU
227    227      BU2606  20250702  ...    3257       3242      BU
228    228      BU2609  20250702  ...    3260       3253      BU
229    229      BU2612  20250702  ...    3230       3212      BU
230    230      BU2703  20250702  ...    3243       3215      BU
231    231      BU2706  20250702  ...    3228       3228      BU
232    232      BR2507  20250702  ...   11390      11350      BR
233    233      BR2508  20250702  ...   11230      11220      BR
234    234      BR2509  20250702  ...   11130      11110      BR
235    235      BR2510  20250702  ...   11080      11055      BR
236    236      BR2511  20250702  ...   11070      11020      BR
237    237      BR2512  20250702  ...   11060      10985      BR
238    238      BR2601  20250702  ...   11030      10980      BR
239    239      BR2602  20250702  ...   11040      11010      BR
240    240      BR2603  20250702  ...   11030      11015      BR
241    241      BR2604  20250702  ...   11010      11065      BR
242    242      BR2605  20250702  ...   11020      11000      BR
243    243      BR2606  20250702  ...   11055      11000      BR
244    244      RU2507  20250702  ...   14000      13905      RU
245    245      RU2508  20250702  ...   14070      13945      RU
246    246      RU2509  20250702  ...   14090      13975      RU
247    247      RU2510  20250702  ...   14070      13975      RU
248    248      RU2511  20250702  ...   14100      13995      RU
249    249      RU2601  20250702  ...   14955      14850      RU
250    250      RU2603  20250702  ...   14940      14875      RU
251    251      RU2604  20250702  ...   14975      14975      RU
252    252      RU2605  20250702  ...   15010      14875      RU
253    253      RU2606  20250702  ...   14980      14915      RU
254    254      NR2507  20250702  ...   12245      12175      NR
255    255      NR2508  20250702  ...   12270      12210      NR
256    256      NR2509  20250702  ...   12225      12170      NR
257    257      NR2510  20250702  ...   12210      12165      NR
258    258      NR2511  20250702  ...   12220      12180      NR
259    259      NR2512  20250702  ...   12220      12180      NR
260    260      NR2601  20250702  ...   12220      12165      NR
261    261      NR2602  20250702  ...   12255      12185      NR
262    262      NR2603  20250702  ...   12220      12175      NR
263    263      NR2604  20250702  ...   12240      12185      NR
264    264      NR2605  20250702  ...   12285      12225      NR
265    265      NR2606  20250702  ...   12260      12260      NR
266    266      SP2507  20250702  ...    5026       5024      SP
267    267      SP2508  20250702  ...    5032       5044      SP
268    268      SP2509  20250702  ...    5048       5044      SP
269    269      SP2510  20250702  ...    5052       5046      SP
270    270      SP2511  20250702  ...    5042       5034      SP
271    271      SP2512  20250702  ...    5040       5032      SP
272    272      SP2601  20250702  ...    5242       5230      SP
273    273      SP2602  20250702  ...    5192       5170      SP
274    274      SP2603  20250702  ...    5166       5170      SP
275    275      SP2604  20250702  ...    5162       5172      SP
276    276      SP2605  20250702  ...    5176       5178      SP
277    277      SP2606  20250702  ...    5198       5190      SP
278    278      EC2508  20250702  ...  1894.9     1852.6      EC
279    279      EC2510  20250702  ...  1374.5     1368.8      EC
280    280      EC2512  20250702  ...  1540.4     1526.5      EC
281    281      EC2602  20250702  ...  1338.5     1331.2      EC
282    282      EC2604  20250702  ...  1174.7     1175.5      EC
283    283      EC2606  20250702  ...  1312.7     1313.6      EC
284    285  SC_TAS2508  20250702  ...                     SC_TAS
285    286  SC_TAS2509  20250702  ...                     SC_TAS
286    287  SC_TAS2510  20250702  ...                     SC_TAS
287    288  SC_TAS2511  20250702  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-02 16:26:40,784 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
        symbol      date   open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250702  503.1   503.8  ...  6855778.27   498.5        497      SC
1       SC2509  20250702  496.2   496.8  ...  1100915.04     493      490.9      SC
2       SC2510  20250702    491     491  ...   255544.92   487.4      485.4      SC
3       SC2511  20250702    486     486  ...    57418.79   482.9      481.8      SC
4       SC2512  20250702  482.9     483  ...    12883.41   480.7      478.8      SC
5       SC2601  20250702  480.5   480.5  ...     8994.35   478.4      476.5      SC
6       SC2602  20250702  478.6   479.1  ...     6910.05   476.5        475      SC
7       SC2603  20250702  474.8   475.5  ...     5072.65     474      473.9      SC
8       SC2604  20250702  472.3   474.7  ...      189.32   473.3      476.3      SC
9       SC2605  20250702  471.2   471.2  ...       47.12   471.2      470.6      SC
10      SC2606  20250702  473.2   473.2  ...       141.6     472      470.2      SC
11      SC2607  20250702                 ...           0   470.9      470.9      SC
12      SC2609  20250702                 ...           0   467.3      467.3      SC
13      SC2612  20250702  460.4   460.4  ...       92.08   460.4      470.6      SC
14      SC2703  20250702                 ...           0   468.4      468.4      SC
15      SC2706  20250702  463.7     464  ...      185.47   463.6      462.7      SC
16      SC2709  20250702  464.1   464.1  ...       92.79   463.9      465.7      SC
17      SC2712  20250702                 ...           0   465.8      465.8      SC
18      SC2803  20250702                 ...           0   460.4      460.4      SC
19      SC2806  20250702  462.8   462.8  ...       92.56   462.8      459.9      SC
21      LU2508  20250702   3604    3620  ...   39503.524    3588       3591      LU
22      LU2509  20250702   3605    3610  ...  237458.723    3591       3576      LU
23      LU2510  20250702   3583    3586  ...  103616.981    3569       3553      LU
24      LU2511  20250702   3554    3554  ...    3183.934    3541       3528      LU
25      LU2512  20250702   3532    3532  ...      98.495    3517       3505      LU
26      LU2601  20250702   3500    3506  ...     115.427    3497       3499      LU
27      LU2602  20250702   3493    3493  ...        17.4    3480       3480      LU
28      LU2603  20250702   3463    3470  ...       31.15    3461       3456      LU
29      LU2604  20250702   3449    3449  ...      17.236    3447       3450      LU
30      LU2605  20250702   3438    3438  ...      44.584    3429       3427      LU
31      LU2606  20250702   3495    3495  ...     103.084    3436       3423      LU
32      LU2607  20250702                 ...           0    3416       3416      LU
34      NR2507  20250702  12240   12300  ...     4531.05   12245      12175      NR
35      NR2508  20250702  12290   12340  ...   918463.29   12270      12210      NR
36      NR2509  20250702  12225   12305  ...  460022.205   12225      12170      NR
37      NR2510  20250702  12230   12285  ...   43347.725   12210      12165      NR
38      NR2511  20250702  12225   12280  ...     3519.91   12220      12180      NR
39      NR2512  20250702  12210   12315  ...     1381.27   12220      12180      NR
40      NR2601  20250702  12220   12315  ...     6477.67   12220      12165      NR
41      NR2602  20250702  12255   12265  ...      36.775   12255      12185      NR
42      NR2603  20250702  12215   12290  ...      109.99   12220      12175      NR
43      NR2604  20250702  12245   12260  ...      134.65   12240      12185      NR
44      NR2605  20250702  12280   12350  ...      86.015   12285      12225      NR
45      NR2606  20250702                 ...           0   12260      12260      NR
47      BC2507  20250702  71480   71480  ...       357.4   71480      71500      BC
48      BC2508  20250702  71710   72140  ...   194978.41   71850      71280      BC
49      BC2509  20250702  71610   71880  ...    27379.02   71670      70970      BC
50      BC2510  20250702                 ...           0   71350      71300      BC
51      BC2511  20250702  72330   72340  ...      72.335   72330      69520      BC
52      BC2512  20250702                 ...           0   69450      69450      BC
53      BC2601  20250702                 ...           0   69570      69570      BC
54      BC2602  20250702                 ...           0   69410      69410      BC
55      BC2603  20250702                 ...           0   69290      69290      BC
56      BC2604  20250702                 ...           0   69760      69760      BC
57      BC2605  20250702  71000   71000  ...        35.5   71000      69710      BC
58      BC2606  20250702                 ...           0   71590      71590      BC
60      EC2508  20250702   1900  1931.4  ...  418725.264  1894.9     1852.6      EC
61      EC2510  20250702   1370    1397  ...  100077.645  1374.5     1368.8      EC
62      EC2512  20250702   1520  1578.8  ...   22983.672  1540.4     1526.5      EC
63      EC2602  20250702   1320  1359.6  ...    3366.515  1338.5     1331.2      EC
64      EC2604  20250702   1166  1182.2  ...    6566.737  1174.7     1175.5      EC
65      EC2606  20250702   1295  1327.1  ...   1404.6885  1312.7     1313.6      EC
68  SC_TAS2508  20250702                 ...                                 SC_TAS
69  SC_TAS2509  20250702                 ...                                 SC_TAS
70  SC_TAS2510  20250702                 ...                                 SC_TAS
71  SC_TAS2511  20250702                 ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-02 16:26:40,851 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250702   4200.00  ...   4200.00      4204.0        A
1     a2509  20250702   4125.00  ...   4137.00      4129.0        A
2     a2511  20250702   4061.00  ...   4070.00      4069.0        A
3     a2601  20250702   4047.00  ...   4049.00      4051.0        A
4     a2603  20250702   4039.00  ...   4039.00      4039.0        A
5     a2605  20250702   4071.00  ...   4073.00      4075.0        A
6     b2507  20250702      0.00  ...   3550.00      3550.0        B
7     b2508  20250702   3546.00  ...   3554.00      3576.0        B
8     b2509  20250702   3590.00  ...   3591.00      3608.0        B
9     b2510  20250702   3648.00  ...   3642.00      3660.0        B
10    b2511  20250702   3663.00  ...   3654.00      3665.0        B
11    b2512  20250702   3667.00  ...   3668.00      3677.0        B
12    b2601  20250702   3655.00  ...   3653.00      3662.0        B
13    b2602  20250702   3607.00  ...   3610.00      3618.0        B
14    b2603  20250702   3516.00  ...   3514.00      3528.0        B
15    b2604  20250702   3422.00  ...   3420.00      3434.0        B
16    b2605  20250702   3370.00  ...   3364.00      3380.0        B
17    b2606  20250702   3378.00  ...   3367.00      3380.0        B
18   bb2509  20250702    153.25  ...    153.35       153.2       BB
19   bb2511  20250702    153.35  ...    153.20       152.8       BB
20   bb2601  20250702      0.00  ...    170.50       170.1       BB
21   bb2603  20250702      0.00  ...    170.60       170.2       BB
22   bb2605  20250702      0.00  ...    170.60       170.2       BB
23    c2507  20250702   2358.00  ...   2356.00      2358.0        C
24    c2509  20250702   2383.00  ...   2369.00      2381.0        C
25    c2511  20250702   2328.00  ...   2309.00      2319.0        C
26    c2601  20250702   2279.00  ...   2267.00      2277.0        C
27    c2603  20250702   2274.00  ...   2263.00      2273.0        C
28    c2605  20250702   2303.00  ...   2294.00      2303.0        C
29   cs2507  20250702   2729.00  ...   2729.00      2727.0       CS
30   cs2509  20250702   2746.00  ...   2735.00      2743.0       CS
31   cs2511  20250702   2682.00  ...   2671.00      2678.0       CS
32   cs2601  20250702   2677.00  ...   2667.00      2677.0       CS
33   cs2603  20250702   2665.00  ...   2647.00      2659.0       CS
34   cs2605  20250702   2697.00  ...   2685.00      2694.0       CS
35   eb2507  20250702   7389.00  ...   7397.00      7422.0       EB
36   eb2508  20250702   7279.00  ...   7250.00      7273.0       EB
37   eb2509  20250702   7210.00  ...   7166.00      7186.0       EB
38   eb2510  20250702   7125.00  ...   7082.00      7104.0       EB
39   eb2511  20250702   7040.00  ...   7012.00      7033.0       EB
40   eb2512  20250702   7010.00  ...   6987.00      7006.0       EB
41   eb2601  20250702   7018.00  ...   6998.00      7015.0       EB
42   eb2602  20250702   7023.00  ...   7016.00      7047.0       EB
43   eb2603  20250702   7047.00  ...   7022.00      7099.0       EB
44   eb2604  20250702   7006.00  ...   7019.00      7042.0       EB
45   eb2605  20250702   7014.00  ...   7016.00      7065.0       EB
46   eb2606  20250702   7002.00  ...   7037.00      7014.0       EB
47   eg2507  20250702   4232.00  ...   4226.00      4203.0       EG
48   eg2508  20250702   4274.00  ...   4272.00      4245.0       EG
49   eg2509  20250702   4290.00  ...   4289.00      4262.0       EG
50   eg2510  20250702   4290.00  ...   4297.00      4269.0       EG
51   eg2511  20250702   4291.00  ...   4309.00      4271.0       EG
52   eg2512  20250702   4302.00  ...   4310.00      4276.0       EG
53   eg2601  20250702   4305.00  ...   4314.00      4286.0       EG
54   eg2602  20250702   4308.00  ...   4311.00      4284.0       EG
55   eg2603  20250702   4313.00  ...   4311.00      4288.0       EG
56   eg2604  20250702      0.00  ...   4345.00      4311.0       EG
57   eg2605  20250702   4314.00  ...   4321.00      4302.0       EG
58   eg2606  20250702      0.00  ...   4297.00      4285.0       EG
59   fb2507  20250702      0.00  ...   1341.50      1341.5       FB
60   fb2508  20250702   1327.50  ...   1327.50      1311.0       FB
61   fb2509  20250702   1299.50  ...   1309.00      1306.0       FB
62   fb2510  20250702   1324.50  ...   1326.50      1327.5       FB
63   fb2511  20250702   1326.50  ...   1325.00      1325.5       FB
64   fb2512  20250702   1323.00  ...   1323.50      1323.5       FB
65   fb2601  20250702   1310.50  ...   1311.00      1300.5       FB
66   fb2602  20250702      0.00  ...   1295.50      1295.5       FB
67   fb2603  20250702      0.00  ...   1313.50      1313.5       FB
68   fb2604  20250702      0.00  ...   1310.50      1310.5       FB
69   fb2605  20250702      0.00  ...   1292.50      1292.5       FB
70   fb2606  20250702      0.00  ...   1292.50      1292.5       FB
71    i2507  20250702    711.00  ...    710.50       719.0        I
72    i2508  20250702    715.00  ...    722.50       719.0        I
73    i2509  20250702    708.00  ...    715.50       710.5        I
74    i2510  20250702    702.00  ...    708.00       704.5        I
75    i2511  20250702    696.00  ...    702.00       698.5        I
76    i2512  20250702    692.50  ...    697.00       692.5        I
77    i2601  20250702    683.50  ...    689.50       686.5        I
78    i2602  20250702    682.50  ...    685.50       684.0        I
79    i2603  20250702    680.00  ...    683.00       681.0        I
80    i2604  20250702    676.50  ...    680.00       676.5        I
81    i2605  20250702    666.00  ...    672.00       669.0        I
82    i2606  20250702    663.50  ...    667.50       664.0        I
83    j2507  20250702      0.00  ...   1304.50      1304.5        J
84    j2508  20250702   1361.00  ...   1393.00      1371.5        J
85    j2509  20250702   1390.00  ...   1416.50      1398.0        J
86    j2510  20250702   1404.50  ...   1440.50      1415.0        J
87    j2511  20250702      0.00  ...   1428.50      1428.5        J
88    j2512  20250702   1432.00  ...   1432.00      1431.5        J
89    j2601  20250702   1433.50  ...   1453.50      1433.0        J
90    j2602  20250702      0.00  ...   1460.50      1440.0        J
91    j2603  20250702      0.00  ...   1491.00      1470.0        J
92    j2604  20250702      0.00  ...   1497.50      1497.5        J
93    j2605  20250702   1463.50  ...   1477.00      1463.5        J
94    j2606  20250702   1485.50  ...   1485.50      1474.0        J
95   jd2507  20250702   2845.00  ...   2836.00      2835.0       JD
96   jd2508  20250702   3561.00  ...   3561.00      3568.0       JD
97   jd2509  20250702   3683.00  ...   3687.00      3690.0       JD
98   jd2510  20250702   3415.00  ...   3412.00      3417.0       JD
99   jd2511  20250702   3430.00  ...   3418.00      3433.0       JD
100  jd2512  20250702   3598.00  ...   3583.00      3594.0       JD
101  jd2601  20250702   3633.00  ...   3629.00      3637.0       JD
102  jd2602  20250702   3200.00  ...   3199.00      3203.0       JD
103  jd2603  20250702   3206.00  ...   3202.00      3206.0       JD
104  jd2604  20250702   3349.00  ...   3329.00      3343.0       JD
105  jd2605  20250702   3422.00  ...   3404.00      3422.0       JD
106  jd2606  20250702   3262.00  ...   3250.00      3266.0       JD
107  jm2507  20250702    811.00  ...    811.00       821.0       JM
108  jm2508  20250702    780.00  ...    780.00       784.0       JM
109  jm2509  20250702    813.50  ...    825.00       817.5       JM
110  jm2510  20250702    830.00  ...    844.50       832.5       JM
111  jm2511  20250702    839.50  ...    854.50       840.5       JM
112  jm2512  20250702    849.50  ...    865.00       848.0       JM
113  jm2601  20250702    860.00  ...    871.50       854.0       JM
114  jm2602  20250702    871.00  ...    885.00       862.5       JM
115  jm2603  20250702    865.00  ...    888.00       868.5       JM
116  jm2604  20250702    872.00  ...    893.50       877.5       JM
117  jm2605  20250702    884.50  ...    896.00       883.5       JM
118  jm2606  20250702    886.00  ...    911.00       896.0       JM
119   l2507  20250702   7301.00  ...   7294.00      7282.0        L
120   l2508  20250702   7275.00  ...   7270.00      7252.0        L
121   l2509  20250702   7240.00  ...   7263.00      7246.0        L
122   l2510  20250702   7247.00  ...   7256.00      7229.0        L
123   l2511  20250702   7226.00  ...   7250.00      7222.0        L
124   l2512  20250702   7236.00  ...   7247.00      7219.0        L
125   l2601  20250702   7230.00  ...   7236.00      7210.0        L
126   l2602  20250702   7192.00  ...   7218.00      7202.0        L
127   l2603  20250702   7224.00  ...   7224.00      7198.0        L
128   l2604  20250702   7234.00  ...   7248.00      7219.0        L
129   l2605  20250702   7207.00  ...   7214.00      7196.0        L
130   l2606  20250702   7222.00  ...   7235.00      7195.0        L
131  lg2507  20250702    815.50  ...    818.50       815.5       LG
132  lg2509  20250702    789.50  ...    790.50       782.5       LG
133  lg2511  20250702    782.00  ...    784.50       778.5       LG
134  lg2601  20250702    781.50  ...    783.00       781.5       LG
135  lg2603  20250702    782.50  ...    783.50       784.5       LG
136  lg2605  20250702    789.50  ...    791.50       785.5       LG
137  lh2507  20250702  13950.00  ...  13950.00     13820.0       LH
138  lh2509  20250702  13880.00  ...  14190.00     13895.0       LH
139  lh2511  20250702  13340.00  ...  13510.00     13400.0       LH
140  lh2601  20250702  13455.00  ...  13555.00     13495.0       LH
141  lh2603  20250702  12775.00  ...  12850.00     12800.0       LH
142  lh2605  20250702  12990.00  ...  13010.00     12955.0       LH
143   m2507  20250702   2820.00  ...   2824.00      2832.0        M
144   m2508  20250702   2939.00  ...   2929.00      2944.0        M
145   m2509  20250702   2951.00  ...   2947.00      2961.0        M
146   m2511  20250702   2995.00  ...   2985.00      3000.0        M
147   m2512  20250702   3015.00  ...   3009.00      3022.0        M
148   m2601  20250702   2997.00  ...   2990.00      3002.0        M
149   m2603  20250702   2856.00  ...   2849.00      2861.0        M
150   m2605  20250702   2707.00  ...   2698.00      2713.0        M
151   p2507  20250702   8452.00  ...   8452.00      8328.0        P
152   p2508  20250702   8394.00  ...   8428.00      8372.0        P
153   p2509  20250702   8338.00  ...   8376.00      8314.0        P
154   p2510  20250702   8338.00  ...   8384.00      8310.0        P
155   p2511  20250702   8334.00  ...   8374.00      8302.0        P
156   p2512  20250702   8334.00  ...   8394.00      8310.0        P
157   p2601  20250702   8344.00  ...   8402.00      8334.0        P
158   p2602  20250702   8330.00  ...   8374.00      8316.0        P
159   p2603  20250702   8296.00  ...   8328.00      8274.0        P
160   p2604  20250702   8254.00  ...   8298.00      8234.0        P
161   p2605  20250702   8252.00  ...   8272.00      8220.0        P
162   p2606  20250702   8216.00  ...   8262.00      8210.0        P
163  pg2507  20250702   4205.00  ...   4205.00      4203.0       PG
164  pg2508  20250702   4205.00  ...   4202.00      4194.0       PG
165  pg2509  20250702   4103.00  ...   4100.00      4098.0       PG
166  pg2510  20250702   4480.00  ...   4480.00      4470.0       PG
167  pg2511  20250702   4394.00  ...   4392.00      4383.0       PG
168  pg2512  20250702   4311.00  ...   4322.00      4305.0       PG
169  pg2601  20250702   4249.00  ...   4240.00      4236.0       PG
170  pg2602  20250702   4148.00  ...   4163.00      4155.0       PG
171  pg2603  20250702   4080.00  ...   4084.00      4072.0       PG
172  pg2604  20250702   4374.00  ...   4374.00      4360.0       PG
173  pg2605  20250702   4264.00  ...   4266.00      4245.0       PG
174  pg2606  20250702   4223.00  ...   4204.00      4202.0       PG
175  pp2507  20250702   7088.00  ...   7073.00      7073.0       PP
176  pp2508  20250702   7064.00  ...   7064.00      7055.0       PP
177  pp2509  20250702   7055.00  ...   7058.00      7048.0       PP
178  pp2510  20250702   7001.00  ...   7017.00      7003.0       PP
179  pp2511  20250702   7014.00  ...   7016.00      6999.0       PP
180  pp2512  20250702   7011.00  ...   7021.00      6993.0       PP
181  pp2601  20250702   7000.00  ...   7012.00      6997.0       PP
182  pp2602  20250702   6969.00  ...   6981.00      6978.0       PP
183  pp2603  20250702   6966.00  ...   6971.00      6976.0       PP
184  pp2604  20250702      0.00  ...   6989.00      6989.0       PP
185  pp2605  20250702   6986.00  ...   6990.00      6976.0       PP
186  pp2606  20250702   6964.00  ...   6974.00      6985.0       PP
187  rr2507  20250702      0.00  ...   3578.00      3578.0       RR
188  rr2508  20250702   3568.00  ...   3549.00      3579.0       RR
189  rr2509  20250702   3602.00  ...   3600.00      3608.0       RR
190  rr2510  20250702   3598.00  ...   3602.00      3596.0       RR
191  rr2511  20250702   3601.00  ...   3608.00      3596.0       RR
192  rr2512  20250702   3605.00  ...   3608.00      3599.0       RR
193  rr2601  20250702   3606.00  ...   3610.00      3607.0       RR
194  rr2602  20250702   3612.00  ...   3612.00      3614.0       RR
195  rr2603  20250702   3607.00  ...   3607.00      3607.0       RR
196  rr2604  20250702      0.00  ...   3619.00      3619.0       RR
197  rr2605  20250702      0.00  ...   3602.00      3602.0       RR
198  rr2606  20250702      0.00  ...   3608.00      3603.0       RR
199   v2507  20250702   4760.00  ...   4819.00      4767.0        V
200   v2508  20250702   4788.00  ...   4847.00      4800.0        V
201   v2509  20250702   4819.00  ...   4877.00      4839.0        V
202   v2510  20250702   4855.00  ...   4906.00      4867.0        V
203   v2511  20250702   4886.00  ...   4932.00      4897.0        V
204   v2512  20250702   4905.00  ...   4968.00      4922.0        V
205   v2601  20250702   4916.00  ...   4975.00      4932.0        V
206   v2602  20250702   4956.00  ...   5000.00      4959.0        V
207   v2603  20250702   4970.00  ...   5029.00      4983.0        V
208   v2604  20250702   5080.00  ...   5127.00      5078.0        V
209   v2605  20250702   5085.00  ...   5146.00      5090.0        V
210   v2606  20250702   5113.00  ...   5174.00      5100.0        V
211   y2507  20250702      0.00  ...   8038.00      8038.0        Y
212   y2508  20250702   8000.00  ...   7994.00      8002.0        Y
213   y2509  20250702   8004.00  ...   7982.00      7968.0        Y
214   y2511  20250702   7980.00  ...   7980.00      7974.0        Y
215   y2512  20250702   8010.00  ...   8010.00      7998.0        Y
216   y2601  20250702   7926.00  ...   7932.00      7926.0        Y
217   y2603  20250702   7802.00  ...   7800.00      7804.0        Y
218   y2605  20250702   7610.00  ...   7586.00      7608.0        Y

[219 rows x 12 columns]
2025-07-02 16:26:41,570 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250702   7719.0   7768.0  ...   375185.48   7726.0      7700.0       AP
1    AP511  20250702   7570.0   7579.0  ...      627.37   7559.0      7537.0       AP
2    AP512  20250702   7561.0   7625.0  ...      159.64   7602.0      7566.0       AP
3    AP601  20250702   7611.0   7661.0  ...    13992.74   7625.0      7603.0       AP
4    AP603  20250702   7644.0   7679.0  ...      145.25   7645.0      7626.0       AP
5    AP604  20250702      0.0      0.0  ...        0.00   7685.0      7685.0       AP
6    AP605  20250702   7722.0   7747.0  ...      116.04   7736.0      7723.0       AP
7    CF507  20250702  13515.0  13605.0  ...     7341.40  13585.0     13515.0       CF
8    CF509  20250702  13730.0  13850.0  ...  1258431.50  13785.0     13735.0       CF
9    CF511  20250702  13660.0  13770.0  ...   148788.19  13715.0     13660.0       CF
10   CF601  20250702  13745.0  13865.0  ...   367955.66  13800.0     13750.0       CF
11   CF603  20250702  13710.0  13825.0  ...     1130.06  13780.0     13715.0       CF
12   CF605  20250702  13735.0  13850.0  ...     6521.99  13805.0     13750.0       CF
13   CJ507  20250702   9660.0   9660.0  ...       24.15   9660.0      9465.0       CJ
14   CJ509  20250702   9800.0   9855.0  ...  1289254.14   9725.0      9650.0       CJ
15   CJ512  20250702  10960.0  11145.0  ...    47087.27  10980.0     10700.0       CJ
16   CJ601  20250702  11100.0  11325.0  ...  1494422.98  11120.0     10840.0       CJ
17   CJ603  20250702  11155.0  11500.0  ...    53753.77  11300.0     10960.0       CJ
18   CJ605  20250702  11430.0  11695.0  ...   141600.74  11500.0     11155.0       CJ
19   CY507  20250702  19845.0  20035.0  ...       59.91  19970.0     20035.0       CY
20   CY508  20250702      0.0      0.0  ...        0.00  19700.0     19665.0       CY
21   CY509  20250702  20040.0  20140.0  ...    74104.71  20065.0     20000.0       CY
22   CY510  20250702      0.0      0.0  ...        0.00  19685.0     19620.0       CY
23   CY511  20250702      0.0      0.0  ...        0.00  19980.0     19980.0       CY
24   CY512  20250702      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250702  20080.0  20085.0  ...       20.08  20085.0     20030.0       CY
26   CY602  20250702      0.0      0.0  ...        0.00  19810.0     19810.0       CY
27   CY603  20250702      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250702      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250702  20090.0  20090.0  ...       20.09  20090.0     20135.0       CY
30   CY606  20250702      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250702    901.0    957.0  ...      435.09    938.0       901.0       FG
32   FG508  20250702    994.0   1056.0  ...    62101.31   1033.0       995.0       FG
33   FG509  20250702    984.0   1056.0  ...  7491517.71   1023.0       988.0       FG
34   FG510  20250702   1030.0   1099.0  ...    37790.82   1066.0      1034.0       FG
35   FG511  20250702   1021.0   1091.0  ...    59758.34   1057.0      1022.0       FG
36   FG512  20250702   1081.0   1156.0  ...    24464.52   1123.0      1082.0       FG
37   FG601  20250702   1072.0   1143.0  ...   780134.31   1114.0      1070.0       FG
38   FG602  20250702   1103.0   1175.0  ...     2240.40   1144.0      1105.0       FG
39   FG603  20250702   1097.0   1172.0  ...     2507.85   1148.0      1100.0       FG
40   FG604  20250702   1125.0   1198.0  ...     1874.01   1176.0      1126.0       FG
41   FG605  20250702   1115.0   1195.0  ...    20041.08   1171.0      1116.0       FG
42   FG606  20250702   1132.0   1203.0  ...      949.97   1185.0      1132.0       FG
43   JR507  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250702   2419.0   2443.0  ...       75.16   2424.0      2421.0       MA
54   MA508  20250702   2425.0   2439.0  ...    17255.77   2427.0      2415.0       MA
55   MA509  20250702   2386.0   2407.0  ...  1665903.10   2393.0      2374.0       MA
56   MA510  20250702   2393.0   2414.0  ...    69342.88   2399.0      2384.0       MA
57   MA511  20250702   2401.0   2422.0  ...    73814.67   2405.0      2392.0       MA
58   MA512  20250702   2425.0   2437.0  ...     8084.00   2425.0      2405.0       MA
59   MA601  20250702   2420.0   2439.0  ...   118606.01   2426.0      2410.0       MA
60   MA602  20250702   2393.0   2420.0  ...       24.11   2411.0      2399.0       MA
61   MA603  20250702   2406.0   2417.0  ...       38.48   2405.0      2396.0       MA
62   MA604  20250702   2371.0   2390.0  ...       11.92   2384.0      2360.0       MA
63   MA605  20250702   2336.0   2351.0  ...     1891.05   2340.0      2324.0       MA
64   MA606  20250702   2346.0   2358.0  ...       21.15   2350.0      2331.0       MA
65   OI507  20250702      0.0      0.0  ...        0.00   9719.0      9586.0       OI
66   OI509  20250702   9495.0   9632.0  ...  3296684.31   9543.0      9461.0       OI
67   OI511  20250702   9474.0   9624.0  ...   142673.46   9545.0      9458.0       OI
68   OI601  20250702   9440.0   9573.0  ...   537560.05   9497.0      9410.0       OI
69   OI603  20250702   9374.0   9510.0  ...     2982.54   9438.0      9359.0       OI
70   OI605  20250702   9281.0   9405.0  ...     2435.33   9331.0      9266.0       OI
71   PF507  20250702   6748.0   6748.0  ...      143.79   6688.0      6678.0       PF
72   PF508  20250702   6600.0   6640.0  ...   363015.31   6598.0      6578.0       PF
73   PF509  20250702   6486.0   6514.0  ...   143595.93   6480.0      6482.0       PF
74   PF510  20250702   6478.0   6496.0  ...    60117.08   6468.0      6480.0       PF
75   PF511  20250702   6446.0   6458.0  ...    31190.35   6428.0      6426.0       PF
76   PF512  20250702   6410.0   6424.0  ...     9159.95   6394.0      6376.0       PF
77   PF601  20250702   6410.0   6426.0  ...      512.94   6412.0      6394.0       PF
78   PF602  20250702   6382.0   6382.0  ...        6.38   6382.0      6402.0       PF
79   PF603  20250702   6408.0   6408.0  ...        6.40   6400.0      6410.0       PF
80   PF604  20250702   6424.0   6436.0  ...        9.63   6424.0      6402.0       PF
81   PF605  20250702   6408.0   6434.0  ...       16.03   6414.0      6402.0       PF
82   PF606  20250702   6390.0   6390.0  ...        3.20   6390.0      6404.0       PF
83   PK510  20250702   8210.0   8276.0  ...   182555.23   8238.0      8196.0       PK
84   PK511  20250702   7972.0   8014.0  ...    48839.94   7984.0      7958.0       PK
85   PK512  20250702   7964.0   7990.0  ...      274.99   7972.0      7960.0       PK
86   PK601  20250702   7972.0   7990.0  ...     4495.59   7978.0      7962.0       PK
87   PK603  20250702   7962.0   7978.0  ...      139.47   7970.0      7952.0       PK
88   PK604  20250702   7964.0   7976.0  ...       15.94   7970.0      7950.0       PK
89   PK605  20250702   7950.0   7972.0  ...      358.26   7962.0      7952.0       PK
90   PM507  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250702   5984.0   5984.0  ...      385.97   5984.0      5984.0       PR
97   PR508  20250702   6012.0   6026.0  ...    64670.70   5972.0      6000.0       PR
98   PR509  20250702   5944.0   5954.0  ...   421273.39   5922.0      5932.0       PR
99   PR510  20250702   5900.0   5926.0  ...   289209.23   5886.0      5884.0       PR
100  PR511  20250702   5884.0   5902.0  ...    91160.08   5860.0      5870.0       PR
101  PR512  20250702   5880.0   5880.0  ...       44.06   5876.0      5846.0       PR
102  PR601  20250702   5844.0   5878.0  ...      456.36   5852.0      5838.0       PR
103  PR602  20250702      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250702      0.0      0.0  ...        0.00   5902.0      5874.0       PR
105  PR604  20250702   5898.0   5898.0  ...        8.85   5898.0      5864.0       PR
106  PR605  20250702   5886.0   5906.0  ...       53.08   5898.0      5860.0       PR
107  PR606  20250702      0.0      0.0  ...        0.00   5860.0      5848.0       PR
108  PX507  20250702   7000.0   7000.0  ...     6933.93   6920.0      6984.0       PX
109  PX508  20250702   6892.0   6894.0  ...    10835.27   6826.0      6862.0       PX
110  PX509  20250702   6812.0   6830.0  ...   723735.28   6760.0      6798.0       PX
111  PX510  20250702   6774.0   6774.0  ...    81218.20   6716.0      6712.0       PX
112  PX511  20250702   6692.0   6726.0  ...   117408.29   6670.0      6668.0       PX
113  PX512  20250702   6668.0   6678.0  ...     6157.72   6640.0      6636.0       PX
114  PX601  20250702   6658.0   6664.0  ...    52017.03   6624.0      6614.0       PX
115  PX602  20250702   6576.0   6600.0  ...       36.22   6586.0      6606.0       PX
116  PX603  20250702      0.0      0.0  ...        0.00   6610.0      6584.0       PX
117  PX604  20250702   6570.0   6570.0  ...        6.57   6568.0      6570.0       PX
118  PX605  20250702   6618.0   6624.0  ...       62.58   6588.0      6584.0       PX
119  PX606  20250702   6538.0   6538.0  ...        3.27   6538.0      6536.0       PX
120  RI507  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250702   2447.0   2449.0  ...     4013.17   2438.0      2445.0       RM
127  RM508  20250702   2588.0   2593.0  ...    16803.55   2583.0      2590.0       RM
128  RM509  20250702   2581.0   2588.0  ...   780781.64   2577.0      2583.0       RM
129  RM511  20250702   2408.0   2410.0  ...     4145.31   2403.0      2411.0       RM
130  RM601  20250702   2303.0   2309.0  ...   112056.32   2301.0      2308.0       RM
131  RM603  20250702   2285.0   2290.0  ...     9047.03   2283.0      2288.0       RM
132  RM605  20250702   2318.0   2322.0  ...    10646.88   2316.0      2318.0       RM
133  RS507  20250702      0.0      0.0  ...        0.00   4950.0      4950.0       RS
134  RS508  20250702      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250702   5141.0   5185.0  ...      195.92   5156.0      5097.0       RS
136  RS511  20250702      0.0      0.0  ...        0.00   5252.0      5252.0       RS
137  SA507  20250702   1145.0   1187.0  ...     1315.73   1166.0      1156.0       SA
138  SA508  20250702   1168.0   1206.0  ...    32348.74   1186.0      1172.0       SA
139  SA509  20250702   1163.0   1211.0  ...  6406411.38   1185.0      1169.0       SA
140  SA510  20250702   1182.0   1219.0  ...   103125.93   1191.0      1189.0       SA
141  SA511  20250702   1179.0   1219.0  ...   118144.79   1190.0      1187.0       SA
142  SA512  20250702   1191.0   1230.0  ...    47118.44   1210.0      1197.0       SA
143  SA601  20250702   1180.0   1231.0  ...  1321284.24   1210.0      1182.0       SA
144  SA602  20250702   1192.0   1236.0  ...     7685.99   1223.0      1194.0       SA
145  SA603  20250702   1188.0   1236.0  ...     8360.74   1218.0      1191.0       SA
146  SA604  20250702   1199.0   1244.0  ...     7468.79   1232.0      1203.0       SA
147  SA605  20250702   1195.0   1243.0  ...    43896.95   1225.0      1202.0       SA
148  SA606  20250702   1201.0   1245.0  ...     3839.08   1236.0      1203.0       SA
149  SF507  20250702   5352.0   5550.0  ...     6850.37   5396.0      5350.0       SF
150  SF508  20250702   5282.0   5476.0  ...    24057.99   5374.0      5268.0       SF
151  SF509  20250702   5280.0   5468.0  ...   736112.59   5368.0      5258.0       SF
152  SF510  20250702   5198.0   5380.0  ...   112883.22   5280.0      5172.0       SF
153  SF511  20250702   5318.0   5514.0  ...   164170.99   5402.0      5296.0       SF
154  SF512  20250702   5276.0   5474.0  ...    30020.24   5358.0      5264.0       SF
155  SF601  20250702   5258.0   5446.0  ...    20501.80   5322.0      5236.0       SF
156  SF602  20250702   5172.0   5380.0  ...     2395.26   5312.0      5176.0       SF
157  SF603  20250702   5318.0   5502.0  ...       97.91   5440.0      5306.0       SF
158  SF604  20250702   5372.0   5488.0  ...       27.23   5446.0      5304.0       SF
159  SF605  20250702   5248.0   5476.0  ...      314.37   5420.0      5284.0       SF
160  SF606  20250702   5296.0   5400.0  ...       21.50   5376.0      5216.0       SF
161  SH507  20250702   2370.0   2370.0  ...      387.61   2349.0      2406.0       SH
162  SH508  20250702   2349.0   2394.0  ...   224774.89   2368.0      2301.0       SH
163  SH509  20250702   2363.0   2396.0  ...  4350271.76   2374.0      2317.0       SH
164  SH510  20250702   2403.0   2434.0  ...   310963.14   2415.0      2358.0       SH
165  SH511  20250702   2391.0   2420.0  ...   186434.50   2402.0      2345.0       SH
166  SH512  20250702   2396.0   2424.0  ...    37010.77   2405.0      2351.0       SH
167  SH601  20250702   2356.0   2390.0  ...    84687.08   2371.0      2323.0       SH
168  SH602  20250702   2380.0   2403.0  ...      871.68   2382.0      2340.0       SH
169  SH603  20250702   2382.0   2409.0  ...      273.01   2395.0      2351.0       SH
170  SH604  20250702   2422.0   2447.0  ...       51.05   2431.0      2384.0       SH
171  SH605  20250702   2412.0   2446.0  ...     2256.75   2427.0      2380.0       SH
172  SH606  20250702   2430.0   2449.0  ...      167.37   2426.0      2400.0       SH
173  SM507  20250702   5614.0   5732.0  ...     1455.32   5696.0      5584.0       SM
174  SM508  20250702   5598.0   5752.0  ...    19786.84   5684.0      5604.0       SM
175  SM509  20250702   5624.0   5758.0  ...   869273.36   5694.0      5610.0       SM
176  SM510  20250702   5592.0   5720.0  ...    57503.64   5652.0      5578.0       SM
177  SM511  20250702   5680.0   5802.0  ...   102222.05   5740.0      5666.0       SM
178  SM512  20250702   5666.0   5784.0  ...    33088.87   5720.0      5658.0       SM
179  SM601  20250702   5660.0   5788.0  ...    45573.84   5718.0      5642.0       SM
180  SM602  20250702   5662.0   5786.0  ...      282.13   5700.0      5642.0       SM
181  SM603  20250702   5672.0   5802.0  ...      262.68   5710.0      5654.0       SM
182  SM604  20250702   5672.0   5814.0  ...      171.51   5718.0      5662.0       SM
183  SM605  20250702   5702.0   5814.0  ...     1003.23   5750.0      5668.0       SM
184  SM606  20250702   5694.0   5808.0  ...       37.43   5758.0      5680.0       SM
185  SR507  20250702   5790.0   5800.0  ...    11164.37   5779.0      5796.0       SR
186  SR509  20250702   5740.0   5772.0  ...  1628936.65   5735.0      5781.0       SR
187  SR511  20250702   5624.0   5638.0  ...   154161.54   5606.0      5662.0       SR
188  SR601  20250702   5567.0   5583.0  ...   203284.02   5557.0      5601.0       SR
189  SR603  20250702   5550.0   5557.0  ...     4151.26   5535.0      5573.0       SR
190  SR605  20250702   5525.0   5528.0  ...    15391.61   5509.0      5543.0       SR
191  TA507  20250702   4946.0   4950.0  ...    10507.50   4918.0      4968.0       TA
192  TA508  20250702   4898.0   4904.0  ...    90380.90   4854.0      4906.0       TA
193  TA509  20250702   4810.0   4818.0  ...  2236780.06   4778.0      4804.0       TA
194  TA510  20250702   4748.0   4760.0  ...    75416.51   4724.0      4730.0       TA
195  TA511  20250702   4728.0   4732.0  ...    48069.96   4700.0      4704.0       TA
196  TA512  20250702   4704.0   4710.0  ...     4818.34   4680.0      4676.0       TA
197  TA601  20250702   4678.0   4692.0  ...   423862.03   4662.0      4664.0       TA
198  TA602  20250702   4676.0   4690.0  ...      107.31   4666.0      4700.0       TA
199  TA603  20250702   4666.0   4680.0  ...       74.44   4654.0      4668.0       TA
200  TA604  20250702   4668.0   4688.0  ...       23.35   4672.0      4678.0       TA
201  TA605  20250702   4696.0   4702.0  ...     1798.52   4678.0      4678.0       TA
202  TA606  20250702   4678.0   4678.0  ...        2.34   4678.0      4706.0       TA
203  UR507  20250702   1740.0   1751.0  ...      791.96   1744.0      1729.0       UR
204  UR508  20250702   1730.0   1754.0  ...      554.10   1742.0      1719.0       UR
205  UR509  20250702   1717.0   1747.0  ...   915051.52   1730.0      1710.0       UR
206  UR510  20250702   1707.0   1734.0  ...    18134.29   1720.0      1700.0       UR
207  UR511  20250702   1717.0   1740.0  ...     8336.03   1727.0      1707.0       UR
208  UR512  20250702   1699.0   1720.0  ...       75.33   1712.0      1696.0       UR
209  UR601  20250702   1680.0   1706.0  ...    77513.22   1691.0      1675.0       UR
210  UR602  20250702   1679.0   1702.0  ...      873.85   1687.0      1673.0       UR
211  UR603  20250702   1711.0   1726.0  ...       78.88   1715.0      1700.0       UR
212  UR604  20250702   1704.0   1716.0  ...       61.45   1707.0      1694.0       UR
213  UR605  20250702   1699.0   1716.0  ...     3118.89   1702.0      1689.0       UR
214  UR606  20250702   1690.0   1714.0  ...      430.07   1707.0      1685.0       UR
215  WH507  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 16:26:41,877 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250702  5857.400  ...  5849.600    5872.000       IC
1   IC2508  20250702  5813.200  ...  5799.000    5824.000       IC
2   IC2509  20250702  5748.000  ...  5748.800    5770.600       IC
3   IC2512  20250702  5635.000  ...  5625.000    5644.400       IC
4   IF2507  20250702  3915.000  ...  3919.600    3915.000       IF
5   IF2508  20250702  3899.000  ...  3902.200    3899.200       IF
6   IF2509  20250702  3890.200  ...  3891.800    3889.400       IF
7   IF2512  20250702  3850.600  ...  3854.200    3854.800       IF
8   IH2507  20250702  2697.200  ...  2703.400    2698.400       IH
9   IH2508  20250702  2694.400  ...  2698.200    2693.600       IH
10  IH2509  20250702  2692.000  ...  2696.800    2692.600       IH
11  IH2512  20250702  2690.600  ...  2695.000    2692.200       IH
12  IM2507  20250702  6280.800  ...  6251.800    6287.000       IM
13  IM2508  20250702  6200.000  ...  6177.200    6211.000       IM
14  IM2509  20250702  6130.000  ...  6107.400    6134.000       IM
15  IM2512  20250702  5945.000  ...  5929.000    5953.400       IM
16   T2509  20250702   109.030  ...   109.110     108.975        T
17   T2512  20250702   109.055  ...   109.185     109.010        T
18   T2603  20250702   109.080  ...   109.140     108.995        T
19  TF2509  20250702   106.205  ...   106.240     106.175       TF
20  TF2512  20250702   106.300  ...   106.335     106.270       TF
21  TF2603  20250702   106.335  ...   106.375     106.320       TF
22  TL2509  20250702   120.980  ...   121.160     120.700       TL
23  TL2512  20250702   120.770  ...   121.020     120.560       TL
24  TL2603  20250702   120.610  ...   120.800     120.390       TL
25  TS2509  20250702   102.490  ...   102.506     102.482       TS
26  TS2512  20250702   102.638  ...   102.638     102.626       TS
27  TS2603  20250702   102.752  ...   102.744     102.738       TS

[28 rows x 12 columns]
2025-07-02 16:26:41,939 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
2025-07-02 16:26:43,720 - future_1d - INFO - save future_daily 2025-07-02 add
2025-07-02 16:26:43,727 - future_1d - INFO -                          0            1           2           3           4
symbol              PS2507       PS2508      PS2509      PS2510      PS2511
date            2025-07-02   2025-07-02  2025-07-02  2025-07-02  2025-07-02
opencol            35000.0      33350.0     34000.0     33855.0     32735.0
high               35000.0      35050.0     34305.0     34065.0     33945.0
low                35000.0      33035.0     32515.0     32310.0     32215.0
close              35000.0      35050.0     34305.0     34065.0     33945.0
volume                 1.0     411586.0     90743.0     11137.0     41712.0
open_interest        999.0      95005.0     67217.0     10754.0     40540.0
turnover              10.5  4237377.801  915654.735  111979.266  417532.833
settle             35000.0      34315.0     33635.0     33515.0     33365.0
pre_settle         33355.0      32760.0     32065.0     31840.0     31725.0
variety                 PS           PS          PS          PS          PS
exchange              GFEX         GFEX        GFEX        GFEX        GFEX
comd                    ps           ps          ps          ps          ps
contract            ps2507       ps2508      ps2509      ps2510      ps2511
contract_yymm         2507         2508        2509        2510        2511
maturity_month           0            1           2           3           4
maturity_day            -1           30          61          91         122
=========================================================================
2025-07-02 18:25:50 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-07-02 18:25:52,595 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250624  5638.200  ...  5719.800    5630.600       IC
1   IC2508  20250624  5590.200  ...  5671.800    5578.000       IC
2   IC2509  20250624  5537.400  ...  5626.200    5530.000       IC
3   IC2512  20250624  5416.200  ...  5507.200    5411.400       IC
4   IF2507  20250624  3829.600  ...  3870.000    3826.000       IF
5   IF2508  20250624  3816.000  ...  3856.000    3811.200       IF
6   IF2509  20250624  3804.600  ...  3848.600    3799.800       IF
7   IF2512  20250624  3776.000  ...  3816.600    3771.000       IF
8   IH2507  20250624  2655.200  ...  2682.000    2655.200       IH
9   IH2508  20250624  2655.400  ...  2679.600    2653.000       IH
10  IH2509  20250624  2654.000  ...  2680.000    2655.000       IH
11  IH2512  20250624  2657.000  ...  2680.000    2653.400       IH
12  IM2507  20250624  6021.000  ...  6128.000    6005.200       IM
13  IM2508  20250624  5939.800  ...  6059.800    5930.800       IM
14  IM2509  20250624  5869.000  ...  5988.600    5856.200       IM
15  IM2512  20250624  5689.800  ...  5811.200    5682.400       IM
16   T2509  20250624   109.150  ...   109.035     109.140        T
17   T2512  20250624   109.160  ...   109.060     109.155        T
18   T2603  20250624   109.080  ...   109.025     109.085        T
19  TF2509  20250624   106.275  ...   106.190     106.255       TF
20  TF2512  20250624   106.335  ...   106.260     106.325       TF
21  TF2603  20250624   106.350  ...   106.300     106.350       TF
22  TL2509  20250624   121.230  ...   120.940     121.260       TL
23  TL2512  20250624   121.050  ...   120.810     121.120       TL
24  TL2603  20250624   120.870  ...   120.620     120.920       TL
25  TS2509  20250624   102.510  ...   102.500     102.526       TS
26  TS2512  20250624   102.680  ...   102.644     102.676       TS
27  TS2603  20250624   102.732  ...   102.732     102.766       TS

[28 rows x 12 columns]
2025-07-02 18:25:53,015 - future_1d - INFO - ak.get_cffex_daily('2025-06-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250624  ...   78440      78330      CU
1        1      CU2508  20250624  ...   78270      78130      CU
2        2      CU2509  20250624  ...   78060      77920      CU
3        3      CU2510  20250624  ...   77870      77720      CU
4        4      CU2511  20250624  ...   77680      77530      CU
5        5      CU2512  20250624  ...   77450      77330      CU
6        6      CU2601  20250624  ...   77370      77160      CU
7        7      CU2602  20250624  ...   77260      77070      CU
8        8      CU2603  20250624  ...   77250      76990      CU
9        9      CU2604  20250624  ...   77170      77040      CU
10      10      CU2605  20250624  ...   77140      76950      CU
11      11      CU2606  20250624  ...   77070      76950      CU
12      12      BC2507  20250624  ...   69780      69610      BC
13      13      BC2508  20250624  ...   69640      69510      BC
14      14      BC2509  20250624  ...   69470      69330      BC
15      15      BC2510  20250624  ...   69820      69820      BC
16      16      BC2511  20250624  ...   69510      67140      BC
17      17      BC2512  20250624  ...   69160      69160      BC
18      18      BC2601  20250624  ...   68900      68900      BC
19      19      BC2602  20250624  ...   69410      67050      BC
20      20      BC2603  20250624  ...   69290      69290      BC
21      21      BC2604  20250624  ...   69760      67390      BC
22      22      BC2605  20250624  ...   68610      68610      BC
23      23      BC2606  20250624  ...   68610      68610      BC
24      24      AL2507  20250624  ...   20410      20515      AL
25      25      AL2508  20250624  ...   20330      20420      AL
26      26      AL2509  20250624  ...   20250      20310      AL
27      27      AL2510  20250624  ...   20150      20215      AL
28      28      AL2511  20250624  ...   20055      20110      AL
29      29      AL2512  20250624  ...   19970      19995      AL
30      30      AL2601  20250624  ...   19905      19950      AL
31      31      AL2602  20250624  ...   19880      19920      AL
32      32      AL2603  20250624  ...   19880      19930      AL
33      33      AL2604  20250624  ...   19890      19925      AL
34      34      AL2605  20250624  ...   19925      19930      AL
35      35      AL2606  20250624  ...   19935      19925      AL
36      36      ZN2507  20250624  ...   22080      21930      ZN
37      37      ZN2508  20250624  ...   21920      21735      ZN
38      38      ZN2509  20250624  ...   21795      21605      ZN
39      39      ZN2510  20250624  ...   21730      21520      ZN
40      40      ZN2511  20250624  ...   21635      21460      ZN
41      41      ZN2512  20250624  ...   21595      21375      ZN
42      42      ZN2601  20250624  ...   21490      21290      ZN
43      43      ZN2602  20250624  ...   21440      21200      ZN
44      44      ZN2603  20250624  ...   21360      21180      ZN
45      45      ZN2604  20250624  ...   21315      21155      ZN
46      46      ZN2605  20250624  ...   21290      21125      ZN
47      47      ZN2606  20250624  ...   21225      21125      ZN
48      48      PB2507  20250624  ...   16930      16870      PB
49      49      PB2508  20250624  ...   16940      16885      PB
50      50      PB2509  20250624  ...   16935      16895      PB
51      51      PB2510  20250624  ...   16945      16890      PB
52      52      PB2511  20250624  ...   16905      16875      PB
53      53      PB2512  20250624  ...   16900      16860      PB
54      54      PB2601  20250624  ...   16890      16890      PB
55      55      PB2602  20250624  ...   16920      16890      PB
56      56      PB2603  20250624  ...   16915      16905      PB
57      57      PB2604  20250624  ...   16930      16920      PB
58      58      PB2605  20250624  ...   16930      16915      PB
59      59      PB2606  20250624  ...   16970      16930      PB
60      60      NI2507  20250624  ...  117230     117970      NI
61      61      NI2508  20250624  ...  117360     118050      NI
62      62      NI2509  20250624  ...  117580     118280      NI
63      63      NI2510  20250624  ...  117750     118450      NI
64      64      NI2511  20250624  ...  117960     118410      NI
65      65      NI2512  20250624  ...  118110     118690      NI
66      66      NI2601  20250624  ...  118380     118920      NI
67      67      NI2602  20250624  ...  118580     119270      NI
68      68      NI2603  20250624  ...  118790     119600      NI
69      69      NI2604  20250624  ...  119200     120280      NI
70      70      NI2605  20250624  ...  119230     120430      NI
71      71      NI2606  20250624  ...  119210     119940      NI
72      72      SN2507  20250624  ...  263190     263020      SN
73      73      SN2508  20250624  ...  263140     262840      SN
74      74      SN2509  20250624  ...  262950     262580      SN
75      75      SN2510  20250624  ...  262870     262420      SN
76      76      SN2511  20250624  ...  262490     262090      SN
77      77      SN2512  20250624  ...  262530     262440      SN
78      78      SN2601  20250624  ...  262720     262120      SN
79      79      SN2602  20250624  ...  262600     262520      SN
80      80      SN2603  20250624  ...  263000     262110      SN
81      81      SN2604  20250624  ...  262830     262030      SN
82      82      SN2605  20250624  ...  262930     261780      SN
83      83      SN2606  20250624  ...  262250     260120      SN
84      84      AO2507  20250624  ...    3002       3003      AO
85      85      AO2508  20250624  ...    2947       2947      AO
86      86      AO2509  20250624  ...    2911       2907      AO
87      87      AO2510  20250624  ...    2883       2876      AO
88      88      AO2511  20250624  ...    2874       2872      AO
89      89      AO2512  20250624  ...    2867       2865      AO
90      90      AO2601  20250624  ...    2859       2852      AO
91      91      AO2602  20250624  ...    2860       2839      AO
92      92      AO2603  20250624  ...    2861       2848      AO
93      93      AO2604  20250624  ...    2852       2849      AO
94      94      AO2605  20250624  ...    2851       2844      AO
95      95      AO2606  20250624  ...    2849       2846      AO
96      96      AD2511  20250624  ...   19625      19695      AD
97      97      AD2512  20250624  ...   19515      19600      AD
98      98      AD2601  20250624  ...   19425      19500      AD
99      99      AD2602  20250624  ...   19350      19430      AD
100    100      AD2603  20250624  ...   19355      19355      AD
101    101      AD2604  20250624  ...   19295      19295      AD
102    102      AD2605  20250624  ...   19275      19305      AD
103    103      AD2606  20250624  ...   19200      19200      AD
104    104      AU2507  20250624  ...  777.58     779.84      AU
105    105      AU2508  20250624  ...  779.78     781.74      AU
106    106      AU2509  20250624  ...  780.68     783.32      AU
107    107      AU2510  20250624  ...  782.06     783.52      AU
108    108      AU2512  20250624  ...  782.32     785.22      AU
109    109      AU2602  20250624  ...  783.74     787.28      AU
110    110      AU2604  20250624  ...  784.84     789.56      AU
111    111      AU2606  20250624  ...  785.12      791.5      AU
112    112      AG2507  20250624  ...    8747       8725      AG
113    113      AG2508  20250624  ...    8765       8731      AG
114    114      AG2509  20250624  ...    8775       8743      AG
115    115      AG2510  20250624  ...    8784       8753      AG
116    116      AG2511  20250624  ...    8791       8761      AG
117    117      AG2512  20250624  ...    8800       8773      AG
118    118      AG2601  20250624  ...    8817       8787      AG
119    119      AG2602  20250624  ...    8823       8801      AG
120    120      AG2603  20250624  ...    8836       8808      AG
121    121      AG2604  20250624  ...    8850       8823      AG
122    122      AG2605  20250624  ...    8859       8835      AG
123    123      AG2606  20250624  ...    8874       8857      AG
124    124      RB2507  20250624  ...    3013       3018      RB
125    125      RB2508  20250624  ...    2960       2966      RB
126    126      RB2509  20250624  ...    2952       2964      RB
127    127      RB2510  20250624  ...    2986       2993      RB
128    128      RB2511  20250624  ...    2991       2994      RB
129    129      RB2512  20250624  ...    2994       2997      RB
130    130      RB2601  20250624  ...    2987       2987      RB
131    131      RB2602  20250624  ...    2987       2987      RB
132    132      RB2603  20250624  ...    2988       2992      RB
133    133      RB2604  20250624  ...    2998       3002      RB
134    134      RB2605  20250624  ...    2988       2988      RB
135    135      RB2606  20250624  ...    2988       2991      RB
136    136      WR2507  20250624  ...    3338       3338      WR
137    137      WR2508  20250624  ...    3359       3359      WR
138    138      WR2509  20250624  ...    3241       3241      WR
139    139      WR2510  20250624  ...    3290       3318      WR
140    140      WR2511  20250624  ...    3361       3361      WR
141    141      WR2512  20250624  ...    3316       3316      WR
142    142      WR2601  20250624  ...    3339       3324      WR
143    143      WR2602  20250624  ...    3396       3396      WR
144    144      WR2603  20250624  ...    3387       3387      WR
145    145      WR2604  20250624  ...    3392       3392      WR
146    146      WR2605  20250624  ...    3369       3369      WR
147    147      WR2606  20250624  ...    3379       3364      WR
148    148      HC2507  20250624  ...    3132       3143      HC
149    149      HC2508  20250624  ...    3133       3143      HC
150    150      HC2509  20250624  ...    3118       3128      HC
151    151      HC2510  20250624  ...    3106       3115      HC
152    152      HC2511  20250624  ...    3107       3112      HC
153    153      HC2512  20250624  ...    3115       3118      HC
154    154      HC2601  20250624  ...    3105       3111      HC
155    155      HC2602  20250624  ...    3110       3125      HC
156    156      HC2603  20250624  ...    3110       3122      HC
157    157      HC2604  20250624  ...    3119       3118      HC
158    158      HC2605  20250624  ...    3100       3105      HC
159    159      HC2606  20250624  ...    3112       3112      HC
160    160      SS2507  20250624  ...   12335      12440      SS
161    161      SS2508  20250624  ...   12385      12475      SS
162    162      SS2509  20250624  ...   12330      12425      SS
163    163      SS2510  20250624  ...   12275      12375      SS
164    164      SS2511  20250624  ...   12295      12380      SS
165    165      SS2512  20250624  ...   12305      12375      SS
166    166      SS2601  20250624  ...   12350      12445      SS
167    167      SS2602  20250624  ...   12425      12490      SS
168    168      SS2603  20250624  ...   12440      12490      SS
169    169      SS2604  20250624  ...   12485      12535      SS
170    170      SS2605  20250624  ...   12525      12565      SS
171    171      SS2606  20250624  ...   12565      12570      SS
172    172      SC2507  20250624  ...   566.8      570.4      SC
173    173      SC2508  20250624  ...   553.6      569.9      SC
174    174      SC2509  20250624  ...   532.1      558.3      SC
175    175      SC2510  20250624  ...   520.2      547.1      SC
176    176      SC2511  20250624  ...   507.8      539.7      SC
177    177      SC2512  20250624  ...   500.4      533.5      SC
178    178      SC2601  20250624  ...   496.8      528.1      SC
179    179      SC2602  20250624  ...     489      524.2      SC
180    180      SC2603  20250624  ...   483.7      517.1      SC
181    181      SC2604  20250624  ...   484.6        514      SC
182    182      SC2605  20250624  ...   479.1      507.2      SC
183    183      SC2606  20250624  ...     482      509.8      SC
184    184      SC2609  20250624  ...   481.8      511.1      SC
185    185      SC2612  20250624  ...   480.4      502.5      SC
186    186      SC2703  20250624  ...     470        493      SC
187    187      SC2706  20250624  ...     485        496      SC
188    188      SC2709  20250624  ...   499.3        505      SC
189    189      SC2712  20250624  ...   470.7      501.8      SC
190    190      SC2803  20250624  ...   469.6      498.6      SC
191    191      SC2806  20250624  ...   477.4      495.6      SC
192    192      LU2507  20250624  ...    4198       3964      LU
193    193      LU2508  20250624  ...    3825       3990      LU
194    194      LU2509  20250624  ...    3756       3936      LU
195    195      LU2510  20250624  ...    3724       3885      LU
196    196      LU2511  20250624  ...    3639       3827      LU
197    197      LU2512  20250624  ...    3560       3800      LU
198    198      LU2601  20250624  ...    3549       3782      LU
199    199      LU2602  20250624  ...    3563       3739      LU
200    200      LU2603  20250624  ...    3482       3729      LU
201    201      LU2604  20250624  ...    3445       3727      LU
202    202      LU2605  20250624  ...    3439       3701      LU
203    203      LU2606  20250624  ...    3423       3696      LU
204    204      FU2507  20250624  ...    3234       3357      FU
205    205      FU2508  20250624  ...    3225       3394      FU
206    206      FU2509  20250624  ...    3206       3369      FU
207    207      FU2510  20250624  ...    3155       3307      FU
208    208      FU2511  20250624  ...    3100       3253      FU
209    209      FU2512  20250624  ...    3019       3214      FU
210    210      FU2601  20250624  ...    2973       3163      FU
211    211      FU2602  20250624  ...    2940       3139      FU
212    212      FU2603  20250624  ...    2925       3113      FU
213    213      FU2604  20250624  ...    2904       3109      FU
214    214      FU2605  20250624  ...    2919       3090      FU
215    215      FU2606  20250624  ...    2890       3064      FU
216    216      BU2507  20250624  ...    3655       3784      BU
217    217      BU2508  20250624  ...    3647       3785      BU
218    218      BU2509  20250624  ...    3643       3769      BU
219    219      BU2510  20250624  ...    3610       3731      BU
220    220      BU2511  20250624  ...    3549       3677      BU
221    221      BU2512  20250624  ...    3459       3609      BU
222    222      BU2601  20250624  ...    3422       3567      BU
223    223      BU2602  20250624  ...    3389       3534      BU
224    224      BU2603  20250624  ...    3346       3513      BU
225    225      BU2604  20250624  ...    3330       3495      BU
226    226      BU2605  20250624  ...    3310       3464      BU
227    227      BU2606  20250624  ...    3311       3458      BU
228    228      BU2609  20250624  ...    3330       3485      BU
229    229      BU2612  20250624  ...    3300       3416      BU
230    230      BU2703  20250624  ...    3322       3426      BU
231    231      BU2706  20250624  ...    3345       3446      BU
232    232      BR2507  20250624  ...   11330      11585      BR
233    233      BR2508  20250624  ...   11190      11465      BR
234    234      BR2509  20250624  ...   11105      11375      BR
235    235      BR2510  20250624  ...   11060      11315      BR
236    236      BR2511  20250624  ...   11015      11310      BR
237    237      BR2512  20250624  ...   11025      11270      BR
238    238      BR2601  20250624  ...   10985      11240      BR
239    239      BR2602  20250624  ...   10975      11225      BR
240    240      BR2603  20250624  ...   10955      11280      BR
241    241      BR2604  20250624  ...   10980      11230      BR
242    242      BR2605  20250624  ...   10945      11185      BR
243    243      BR2606  20250624  ...   10850      11155      BR
244    244      RU2507  20250624  ...   13720      13860      RU
245    245      RU2508  20250624  ...   13735      13855      RU
246    246      RU2509  20250624  ...   13775      13885      RU
247    247      RU2510  20250624  ...   13760      13940      RU
248    248      RU2511  20250624  ...   13780      13900      RU
249    249      RU2601  20250624  ...   14630      14735      RU
250    250      RU2603  20250624  ...   14615      14655      RU
251    251      RU2604  20250624  ...   14565      14835      RU
252    252      RU2605  20250624  ...   14645      14775      RU
253    253      RU2606  20250624  ...   14915      14945      RU
254    254      NR2507  20250624  ...   11900      12005      NR
255    255      NR2508  20250624  ...   11890      11960      NR
256    256      NR2509  20250624  ...   11885      11940      NR
257    257      NR2510  20250624  ...   11865      11925      NR
258    258      NR2511  20250624  ...   11890      11925      NR
259    259      NR2512  20250624  ...   11965      11940      NR
260    260      NR2601  20250624  ...   11920      11955      NR
261    261      NR2602  20250624  ...   11910      11900      NR
262    262      NR2603  20250624  ...   11970      12180      NR
263    263      NR2604  20250624  ...   12070      12070      NR
264    264      NR2605  20250624  ...   11960      12110      NR
265    265      NR2606  20250624  ...   12195      12195      NR
266    266      SP2507  20250624  ...    5166       5300      SP
267    267      SP2508  20250624  ...    5170       5320      SP
268    268      SP2509  20250624  ...    5174       5328      SP
269    269      SP2510  20250624  ...    5172       5316      SP
270    270      SP2511  20250624  ...    5164       5290      SP
271    271      SP2512  20250624  ...    5160       5282      SP
272    272      SP2601  20250624  ...    5388       5466      SP
273    273      SP2602  20250624  ...    5358       5418      SP
274    274      SP2603  20250624  ...    5338       5382      SP
275    275      SP2604  20250624  ...    5336       5376      SP
276    276      SP2605  20250624  ...    5320       5372      SP
277    277      SP2606  20250624  ...    5334       5374      SP
278    278      EC2506  20250624  ...  1889.3     1885.1      EC
279    279      EC2508  20250624  ...  1795.3     1905.3      EC
280    280      EC2510  20250624  ...  1323.4     1380.9      EC
281    281      EC2512  20250624  ...  1484.4     1536.6      EC
282    282      EC2602  20250624  ...  1327.1     1384.3      EC
283    283      EC2604  20250624  ...    1174     1209.8      EC
284    285  SC_TAS2508  20250624  ...                     SC_TAS
285    286  SC_TAS2509  20250624  ...                     SC_TAS
286    287  SC_TAS2510  20250624  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 18:25:53,129 - future_1d - INFO - ak.get_shfe_daily('2025-06-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250624  31500.0  ...  31815.0     31630.0       PS
1   PS2508  20250624  30615.0  ...  31120.0     30935.0       PS
2   PS2509  20250624  30200.0  ...  30670.0     30635.0       PS
3   PS2510  20250624  30005.0  ...  30470.0     30475.0       PS
4   PS2511  20250624  30000.0  ...  30225.0     30405.0       PS
5   PS2512  20250624  31950.0  ...  32040.0     32220.0       PS
6   PS2601  20250624  31465.0  ...  31740.0     31790.0       PS
7   PS2602  20250624  31335.0  ...  31510.0     31725.0       PS
8   PS2603  20250624  31550.0  ...  31640.0     31755.0       PS
9   PS2604  20250624  31425.0  ...  31760.0     31735.0       PS
10  PS2605  20250624  31325.0  ...  31555.0     31705.0       PS
11  PS2606  20250624  31925.0  ...  32155.0     32055.0       PS
13  SI2507  20250624   7450.0  ...   7470.0      7440.0       SI
14  SI2508  20250624   7430.0  ...   7465.0      7430.0       SI
15  SI2509  20250624   7380.0  ...   7440.0      7405.0       SI
16  SI2510  20250624   7385.0  ...   7400.0      7380.0       SI
17  SI2511  20250624   7315.0  ...   7380.0      7345.0       SI
18  SI2512  20250624   7580.0  ...   7610.0      7560.0       SI
19  SI2601  20250624   7500.0  ...   7565.0      7520.0       SI
20  SI2602  20250624   7480.0  ...   7565.0      7520.0       SI
21  SI2603  20250624   7520.0  ...   7530.0      7520.0       SI
22  SI2604  20250624   7545.0  ...   7565.0      7530.0       SI
23  SI2605  20250624   7515.0  ...   7550.0      7515.0       SI
24  SI2606  20250624   7500.0  ...   7565.0      7510.0       SI
27  LC2507  20250624  60000.0  ...  60560.0     59820.0       LC
28  LC2508  20250624  59620.0  ...  60540.0     59320.0       LC
29  LC2509  20250624  58940.0  ...  60300.0     58900.0       LC
30  LC2510  20250624  58880.0  ...  60340.0     58720.0       LC
31  LC2511  20250624  58720.0  ...  60020.0     58580.0       LC
32  LC2512  20250624  59060.0  ...  60500.0     58940.0       LC
33  LC2601  20250624  59120.0  ...  60420.0     58920.0       LC
34  LC2602  20250624  58820.0  ...  60100.0     58800.0       LC
35  LC2603  20250624  58880.0  ...  59900.0     58940.0       LC
36  LC2604  20250624  59520.0  ...  60480.0     59340.0       LC
37  LC2605  20250624  59620.0  ...  60660.0     59420.0       LC
38  LC2606  20250624  59540.0  ...  60340.0     59380.0       LC

[36 rows x 12 columns]
2025-07-02 18:25:53,346 - future_1d - INFO - ak.get_gfex_daily('2025-06-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250624   4240.00  ...   4235.00     4248.00        A
1     a2509  20250624   4236.00  ...   4235.00     4256.00        A
2     a2511  20250624   4162.00  ...   4148.00     4171.00        A
3     a2601  20250624   4149.00  ...   4133.00     4154.00        A
4     a2603  20250624   4130.00  ...   4113.00     4136.00        A
5     a2605  20250624   4164.00  ...   4145.00     4175.00        A
6     b2507  20250624   3605.00  ...   3580.00     3625.00        B
7     b2508  20250624   3677.00  ...   3643.00     3681.00        B
8     b2509  20250624   3708.00  ...   3686.00     3729.00        B
9     b2510  20250624   3769.00  ...   3730.00     3772.00        B
10    b2511  20250624   3748.00  ...   3725.00     3765.00        B
11    b2512  20250624   3754.00  ...   3726.00     3769.00        B
12    b2601  20250624   3738.00  ...   3715.00     3748.00        B
13    b2602  20250624   3683.00  ...   3660.00     3685.00        B
14    b2603  20250624   3572.00  ...   3559.00     3589.00        B
15    b2604  20250624   3476.00  ...   3466.00     3487.00        B
16    b2605  20250624   3415.00  ...   3409.00     3423.00        B
17    b2606  20250624   3419.00  ...   3411.00     3420.00        B
18   bb2509  20250624    154.35  ...    154.45      155.70       BB
19   bb2511  20250624    151.85  ...    151.50      152.40       BB
20   bb2601  20250624      0.00  ...    168.65      169.65       BB
21   bb2603  20250624      0.00  ...    168.75      169.75       BB
22   bb2605  20250624      0.00  ...    168.75      169.75       BB
23    c2507  20250624   2372.00  ...   2360.00     2376.00        C
24    c2509  20250624   2407.00  ...   2393.00     2412.00        C
25    c2511  20250624   2334.00  ...   2325.00     2336.00        C
26    c2601  20250624   2290.00  ...   2282.00     2291.00        C
27    c2603  20250624   2287.00  ...   2278.00     2286.00        C
28    c2605  20250624   2318.00  ...   2312.00     2317.00        C
29   cs2507  20250624   2696.00  ...   2677.00     2700.00       CS
30   cs2509  20250624   2784.00  ...   2761.00     2788.00       CS
31   cs2511  20250624   2714.00  ...   2692.00     2716.00       CS
32   cs2601  20250624   2699.00  ...   2684.00     2698.00       CS
33   cs2603  20250624   2677.00  ...   2665.00     2679.00       CS
34   cs2605  20250624   2703.00  ...   2697.00     2713.00       CS
35   eb2506  20250624   7575.00  ...   7411.00     7820.00       EB
36   eb2507  20250624   7626.00  ...   7477.00     7708.00       EB
37   eb2508  20250624   7545.00  ...   7339.00     7595.00       EB
38   eb2509  20250624   7476.00  ...   7256.00     7522.00       EB
39   eb2510  20250624   7399.00  ...   7181.00     7447.00       EB
40   eb2511  20250624   7332.00  ...   7110.00     7370.00       EB
41   eb2512  20250624   7291.00  ...   7081.00     7343.00       EB
42   eb2601  20250624   7318.00  ...   7041.00     7312.00       EB
43   eb2602  20250624   7254.00  ...   7026.00     7323.00       EB
44   eb2603  20250624   7219.00  ...   7020.00     7313.00       EB
45   eb2604  20250624   7238.00  ...   7077.00     7282.00       EB
46   eb2605  20250624   7240.00  ...   7071.00     7295.00       EB
47   eg2506  20250624   4288.00  ...   4288.00     4255.00       EG
48   eg2507  20250624   4451.00  ...   4332.00     4458.00       EG
49   eg2508  20250624   4473.00  ...   4377.00     4496.00       EG
50   eg2509  20250624   4479.00  ...   4375.00     4504.00       EG
51   eg2510  20250624   4468.00  ...   4343.00     4498.00       EG
52   eg2511  20250624   4449.00  ...   4326.00     4514.00       EG
53   eg2512  20250624   4321.00  ...   4330.00     4480.00       EG
54   eg2601  20250624   4473.00  ...   4377.00     4485.00       EG
55   eg2602  20250624   4445.00  ...   4357.00     4493.00       EG
56   eg2603  20250624   4352.00  ...   4371.00     4476.00       EG
57   eg2604  20250624   4454.00  ...   4353.00     4452.00       EG
58   eg2605  20250624   4458.00  ...   4387.00     4508.00       EG
59   fb2507  20250624   1339.50  ...   1339.50     1331.50       FB
60   fb2508  20250624   1306.00  ...   1305.50     1307.00       FB
61   fb2509  20250624   1301.50  ...   1298.50     1299.50       FB
62   fb2510  20250624   1328.50  ...   1324.00     1326.00       FB
63   fb2511  20250624   1323.50  ...   1320.50     1325.00       FB
64   fb2512  20250624   1321.00  ...   1320.00     1322.50       FB
65   fb2601  20250624      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250624      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250624      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250624      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250624      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250624      0.00  ...   1292.50     1292.50       FB
71    i2507  20250624    726.00  ...    727.00      727.00        I
72    i2508  20250624    716.00  ...    715.00      715.50        I
73    i2509  20250624    705.50  ...    705.50      706.00        I
74    i2510  20250624    699.00  ...    699.00      699.00        I
75    i2511  20250624    692.50  ...    692.00      691.50        I
76    i2512  20250624    685.50  ...    686.50      685.50        I
77    i2601  20250624    679.00  ...    678.00      677.00        I
78    i2602  20250624    674.00  ...    675.00      674.00        I
79    i2603  20250624    671.50  ...    672.00      670.50        I
80    i2604  20250624    667.50  ...    668.50      666.50        I
81    i2605  20250624    661.00  ...    661.00      659.00        I
82    i2606  20250624    655.00  ...    655.00      653.50        I
83    j2507  20250624   1288.00  ...   1315.50     1328.50        J
84    j2508  20250624   1355.00  ...   1344.50     1353.50        J
85    j2509  20250624   1385.00  ...   1367.50     1379.50        J
86    j2510  20250624   1400.50  ...   1384.50     1401.50        J
87    j2511  20250624   1413.50  ...   1403.00     1412.50        J
88    j2512  20250624   1424.50  ...   1412.50     1411.00        J
89    j2601  20250624   1415.50  ...   1411.00     1412.00        J
90    j2602  20250624      0.00  ...   1425.00     1425.00        J
91    j2603  20250624      0.00  ...   1422.50     1422.50        J
92    j2604  20250624      0.00  ...   1410.00     1410.00        J
93    j2605  20250624   1450.00  ...   1441.50     1439.00        J
94    j2606  20250624   1432.00  ...   1432.00     1442.00        J
95   jd2506  20250624      0.00  ...   2694.00     2694.00       JD
96   jd2507  20250624   2837.00  ...   2833.00     2881.00       JD
97   jd2508  20250624   3543.00  ...   3555.00     3579.00       JD
98   jd2509  20250624   3622.00  ...   3636.00     3637.00       JD
99   jd2510  20250624   3360.00  ...   3365.00     3370.00       JD
100  jd2511  20250624   3408.00  ...   3421.00     3418.00       JD
101  jd2512  20250624   3560.00  ...   3564.00     3553.00       JD
102  jd2601  20250624   3601.00  ...   3606.00     3598.00       JD
103  jd2602  20250624   3175.00  ...   3180.00     3175.00       JD
104  jd2603  20250624   3185.00  ...   3188.00     3189.00       JD
105  jd2604  20250624   3323.00  ...   3318.00     3318.00       JD
106  jd2605  20250624   3391.00  ...   3397.00     3392.00       JD
107  jm2507  20250624    782.50  ...    765.00      772.50       JM
108  jm2508  20250624    785.50  ...    779.50      784.00       JM
109  jm2509  20250624    806.50  ...    798.50      799.50       JM
110  jm2510  20250624    817.00  ...    812.50      810.50       JM
111  jm2511  20250624    830.50  ...    824.50      821.50       JM
112  jm2512  20250624    839.50  ...    834.50      827.50       JM
113  jm2601  20250624    843.50  ...    839.00      830.50       JM
114  jm2602  20250624    855.50  ...    849.50      842.00       JM
115  jm2603  20250624    856.50  ...    857.00      849.00       JM
116  jm2604  20250624    858.50  ...    857.00      850.50       JM
117  jm2605  20250624    866.00  ...    860.00      853.50       JM
118  jm2606  20250624    883.50  ...    871.00      867.50       JM
119   l2507  20250624   7425.00  ...   7306.00     7455.00        L
120   l2508  20250624   7424.00  ...   7311.00     7424.00        L
121   l2509  20250624   7421.00  ...   7291.00     7422.00        L
122   l2510  20250624   7402.00  ...   7249.00     7391.00        L
123   l2511  20250624   7395.00  ...   7255.00     7391.00        L
124   l2512  20250624   7384.00  ...   7230.00     7369.00        L
125   l2601  20250624   7352.00  ...   7234.00     7357.00        L
126   l2602  20250624   7334.00  ...   7189.00     7343.00        L
127   l2603  20250624   7146.00  ...   7212.00     7339.00        L
128   l2604  20250624   7299.00  ...   7239.00     7330.00        L
129   l2605  20250624   7350.00  ...   7198.00     7348.00        L
130   l2606  20250624   7205.00  ...   7175.00     7367.00        L
131  lg2507  20250624    816.00  ...    810.00      818.50       LG
132  lg2509  20250624    797.00  ...    797.00      800.00       LG
133  lg2511  20250624    793.00  ...    794.00      795.00       LG
134  lg2601  20250624    795.50  ...    794.50      797.00       LG
135  lg2603  20250624    798.00  ...    796.50      798.50       LG
136  lg2605  20250624    804.00  ...    800.00      801.00       LG
137  lh2507  20250624  13460.00  ...  13500.00    13440.00       LH
138  lh2509  20250624  13980.00  ...  13975.00    13960.00       LH
139  lh2511  20250624  13480.00  ...  13460.00    13465.00       LH
140  lh2601  20250624  13595.00  ...  13570.00    13595.00       LH
141  lh2603  20250624  12785.00  ...  12770.00    12775.00       LH
142  lh2605  20250624  12990.00  ...  12965.00    12985.00       LH
143   m2507  20250624   2852.00  ...   2864.00     2880.00        M
144   m2508  20250624   3010.00  ...   3012.00     3023.00        M
145   m2509  20250624   3033.00  ...   3029.00     3042.00        M
146   m2511  20250624   3068.00  ...   3067.00     3077.00        M
147   m2512  20250624   3087.00  ...   3082.00     3094.00        M
148   m2601  20250624   3074.00  ...   3064.00     3076.00        M
149   m2603  20250624   2906.00  ...   2897.00     2912.00        M
150   m2605  20250624   2753.00  ...   2743.00     2757.00        M
151   p2507  20250624   8606.00  ...   8488.00     8606.00        P
152   p2508  20250624   8556.00  ...   8418.00     8552.00        P
153   p2509  20250624   8496.00  ...   8374.00     8508.00        P
154   p2510  20250624   8422.00  ...   8312.00     8486.00        P
155   p2511  20250624   8436.00  ...   8334.00     8452.00        P
156   p2512  20250624   8466.00  ...   8364.00     8470.00        P
157   p2601  20250624   8506.00  ...   8360.00     8492.00        P
158   p2602  20250624   8430.00  ...   8326.00     8452.00        P
159   p2603  20250624   8374.00  ...   8288.00     8414.00        P
160   p2604  20250624   8318.00  ...   8276.00     8402.00        P
161   p2605  20250624   8380.00  ...   8248.00     8376.00        P
162   p2606  20250624   8208.00  ...   8188.00     8344.00        P
163  pg2506  20250624      0.00  ...   4574.00     4574.00       PG
164  pg2507  20250624   4502.00  ...   4393.00     4547.00       PG
165  pg2508  20250624   4495.00  ...   4351.00     4528.00       PG
166  pg2509  20250624   4400.00  ...   4263.00     4442.00       PG
167  pg2510  20250624   4758.00  ...   4597.00     4773.00       PG
168  pg2511  20250624   4664.00  ...   4523.00     4668.00       PG
169  pg2512  20250624   4581.00  ...   4407.00     4589.00       PG
170  pg2601  20250624   4490.00  ...   4329.00     4503.00       PG
171  pg2602  20250624   4381.00  ...   4288.00     4477.00       PG
172  pg2603  20250624   4265.00  ...   4173.00     4317.00       PG
173  pg2604  20250624   4563.00  ...   4505.00     4578.00       PG
174  pg2605  20250624   4461.00  ...   4434.00     4486.00       PG
175  pp2507  20250624   7255.00  ...   7145.00     7249.00       PP
176  pp2508  20250624   7243.00  ...   7149.00     7246.00       PP
177  pp2509  20250624   7238.00  ...   7114.00     7237.00       PP
178  pp2510  20250624   7209.00  ...   7104.00     7206.00       PP
179  pp2511  20250624   7203.00  ...   7092.00     7206.00       PP
180  pp2512  20250624   7193.00  ...   7065.00     7203.00       PP
181  pp2601  20250624   7183.00  ...   7053.00     7193.00       PP
182  pp2602  20250624   7115.00  ...   7009.00     7178.00       PP
183  pp2603  20250624   7113.00  ...   7019.00     7165.00       PP
184  pp2604  20250624   7029.00  ...   7006.00     7179.00       PP
185  pp2605  20250624   7164.00  ...   7033.00     7185.00       PP
186  pp2606  20250624      0.00  ...   7173.00     7176.00       PP
187  rr2507  20250624   3624.00  ...   3630.00     3616.00       RR
188  rr2508  20250624   3598.00  ...   3595.00     3605.00       RR
189  rr2509  20250624   3609.00  ...   3608.00     3615.00       RR
190  rr2510  20250624   3597.00  ...   3595.00     3604.00       RR
191  rr2511  20250624   3601.00  ...   3598.00     3602.00       RR
192  rr2512  20250624   3603.00  ...   3602.00     3602.00       RR
193  rr2601  20250624   3598.00  ...   3605.00     3610.00       RR
194  rr2602  20250624   3611.00  ...   3607.00     3610.00       RR
195  rr2603  20250624   3605.00  ...   3605.00     3609.00       RR
196  rr2604  20250624   3622.00  ...   3617.00     3614.00       RR
197  rr2605  20250624   3620.00  ...   3619.00     3628.00       RR
198  rr2606  20250624   3612.00  ...   3612.00     3628.00       RR
199   v2507  20250624   4824.00  ...   4769.00     4838.00        V
200   v2508  20250624   4850.00  ...   4806.00     4871.00        V
201   v2509  20250624   4881.00  ...   4842.00     4907.00        V
202   v2510  20250624   4907.00  ...   4866.00     4929.00        V
203   v2511  20250624   4922.00  ...   4891.00     4959.00        V
204   v2512  20250624   4940.00  ...   4907.00     4979.00        V
205   v2601  20250624   4962.00  ...   4913.00     4986.00        V
206   v2602  20250624   4991.00  ...   4931.00     5022.00        V
207   v2603  20250624   5011.00  ...   4951.00     5034.00        V
208   v2604  20250624   5083.00  ...   5041.00     5119.00        V
209   v2605  20250624   5096.00  ...   5053.00     5130.00        V
210   v2606  20250624   5120.00  ...   5089.00     5138.00        V
211   y2507  20250624   8212.00  ...   8110.00     8246.00        Y
212   y2508  20250624   8172.00  ...   8072.00     8196.00        Y
213   y2509  20250624   8100.00  ...   8004.00     8130.00        Y
214   y2511  20250624   8084.00  ...   7988.00     8088.00        Y
215   y2512  20250624   8098.00  ...   8000.00     8116.00        Y
216   y2601  20250624   8044.00  ...   7940.00     8064.00        Y
217   y2603  20250624   7858.00  ...   7788.00     7886.00        Y
218   y2605  20250624   7720.00  ...   7648.00     7738.00        Y

[219 rows x 12 columns]
2025-07-02 18:25:53,864 - future_1d - INFO - ak.get_dce_daily('2025-06-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250624   569.6  ...   566.8      570.4      SC
1       SC2508  20250624   566.9  ...   553.6      569.9      SC
2       SC2509  20250624     555  ...   532.1      558.3      SC
3       SC2510  20250624   543.3  ...   520.2      547.1      SC
4       SC2511  20250624   535.8  ...   507.8      539.7      SC
5       SC2512  20250624     528  ...   500.4      533.5      SC
6       SC2601  20250624   524.4  ...   496.8      528.1      SC
7       SC2602  20250624   519.5  ...     489      524.2      SC
8       SC2603  20250624   519.8  ...   483.7      517.1      SC
9       SC2604  20250624   514.9  ...   484.6        514      SC
10      SC2605  20250624   500.1  ...   479.1      507.2      SC
11      SC2606  20250624   511.5  ...     482      509.8      SC
12      SC2609  20250624   506.2  ...   481.8      511.1      SC
13      SC2612  20250624   502.3  ...   480.4      502.5      SC
14      SC2703  20250624     470  ...     470        493      SC
15      SC2706  20250624          ...     485        496      SC
16      SC2709  20250624   499.3  ...   499.3        505      SC
17      SC2712  20250624   477.4  ...   470.7      501.8      SC
18      SC2803  20250624     467  ...   469.6      498.6      SC
19      SC2806  20250624   501.2  ...   477.4      495.6      SC
21      LU2507  20250624    4210  ...    4198       3964      LU
22      LU2508  20250624    3982  ...    3825       3990      LU
23      LU2509  20250624    3940  ...    3756       3936      LU
24      LU2510  20250624    3890  ...    3724       3885      LU
25      LU2511  20250624    3838  ...    3639       3827      LU
26      LU2512  20250624    3781  ...    3560       3800      LU
27      LU2601  20250624    3789  ...    3549       3782      LU
28      LU2602  20250624    3759  ...    3563       3739      LU
29      LU2603  20250624    3727  ...    3482       3729      LU
30      LU2604  20250624    3442  ...    3445       3727      LU
31      LU2605  20250624    3467  ...    3439       3701      LU
32      LU2606  20250624    3432  ...    3423       3696      LU
34      NR2507  20250624   12055  ...   11900      12005      NR
35      NR2508  20250624   12000  ...   11890      11960      NR
36      NR2509  20250624   11995  ...   11885      11940      NR
37      NR2510  20250624   11970  ...   11865      11925      NR
38      NR2511  20250624   11910  ...   11890      11925      NR
39      NR2512  20250624   11940  ...   11965      11940      NR
40      NR2601  20250624   11980  ...   11920      11955      NR
41      NR2602  20250624   11970  ...   11910      11900      NR
42      NR2603  20250624   11970  ...   11970      12180      NR
43      NR2604  20250624          ...   12070      12070      NR
44      NR2605  20250624   11975  ...   11960      12110      NR
45      NR2606  20250624          ...   12195      12195      NR
47      BC2507  20250624   69720  ...   69780      69610      BC
48      BC2508  20250624   69510  ...   69640      69510      BC
49      BC2509  20250624   69400  ...   69470      69330      BC
50      BC2510  20250624          ...   69820      69820      BC
51      BC2511  20250624   69510  ...   69510      67140      BC
52      BC2512  20250624          ...   69160      69160      BC
53      BC2601  20250624          ...   68900      68900      BC
54      BC2602  20250624          ...   69410      67050      BC
55      BC2603  20250624          ...   69290      69290      BC
56      BC2604  20250624          ...   69760      67390      BC
57      BC2605  20250624          ...   68610      68610      BC
58      BC2606  20250624          ...   68610      68610      BC
60      EC2506  20250624    1880  ...  1889.3     1885.1      EC
61      EC2508  20250624    1825  ...  1795.3     1905.3      EC
62      EC2510  20250624  1349.8  ...  1323.4     1380.9      EC
63      EC2512  20250624  1490.2  ...  1484.4     1536.6      EC
64      EC2602  20250624    1370  ...  1327.1     1384.3      EC
65      EC2604  20250624    1180  ...    1174     1209.8      EC
68  SC_TAS2508  20250624          ...                     SC_TAS
69  SC_TAS2509  20250624          ...                     SC_TAS
70  SC_TAS2510  20250624          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 18:25:53,963 - future_1d - INFO - ak.get_ine_daily('2025-06-24') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250624   7650.0   7719.0  ...   403382.59   7683.0      7632.0       AP
1    AP511  20250624   7519.0   7560.0  ...     2417.21   7530.0      7485.0       AP
2    AP512  20250624   7560.0   7570.0  ...      158.75   7559.0      7510.0       AP
3    AP601  20250624   7564.0   7613.0  ...    14689.82   7580.0      7534.0       AP
4    AP603  20250624   7610.0   7610.0  ...      129.31   7606.0      7554.0       AP
5    AP604  20250624   7653.0   7662.0  ...       38.30   7660.0      7635.0       AP
6    AP605  20250624   7731.0   7732.0  ...      177.35   7711.0      7680.0       AP
7    CF507  20250624  13215.0  13405.0  ...    24504.88  13280.0     13250.0       CF
8    CF509  20250624  13460.0  13640.0  ...  1657149.63  13535.0     13480.0       CF
9    CF511  20250624  13460.0  13565.0  ...   135480.18  13475.0     13470.0       CF
10   CF601  20250624  13475.0  13620.0  ...   358214.80  13545.0     13510.0       CF
11   CF603  20250624  13460.0  13570.0  ...     1552.74  13500.0     13465.0       CF
12   CF605  20250624  13470.0  13585.0  ...     4577.39  13505.0     13490.0       CF
13   CJ507  20250624   9325.0   9430.0  ...      694.80   9325.0      9295.0       CJ
14   CJ509  20250624   9395.0   9605.0  ...   859131.83   9485.0      9445.0       CJ
15   CJ512  20250624  10295.0  10465.0  ...    14522.59  10315.0     10295.0       CJ
16   CJ601  20250624  10335.0  10545.0  ...   440423.46  10395.0     10370.0       CJ
17   CJ603  20250624  10400.0  10590.0  ...     6219.29  10460.0     10410.0       CJ
18   CJ605  20250624  10600.0  10780.0  ...    22319.58  10665.0     10595.0       CJ
19   CY507  20250624  19690.0  19820.0  ...     2584.54  19730.0     19735.0       CY
20   CY508  20250624      0.0      0.0  ...        0.00  19435.0     19425.0       CY
21   CY509  20250624  19700.0  19935.0  ...    77208.01  19780.0     19730.0       CY
22   CY510  20250624      0.0      0.0  ...        0.00  19410.0     19360.0       CY
23   CY511  20250624      0.0      0.0  ...        0.00  19730.0     19705.0       CY
24   CY512  20250624      0.0      0.0  ...        0.00  19635.0     19635.0       CY
25   CY601  20250624  19820.0  19870.0  ...       39.69  19845.0     19765.0       CY
26   CY602  20250624      0.0      0.0  ...        0.00  19455.0     19455.0       CY
27   CY603  20250624      0.0      0.0  ...        0.00  19845.0     19845.0       CY
28   CY604  20250624      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250624      0.0      0.0  ...        0.00  19870.0     19735.0       CY
30   CY606  20250624      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250624    957.0    968.0  ...    10567.47    963.0       959.0       FG
32   FG508  20250624   1018.0   1036.0  ...    36488.82   1026.0      1017.0       FG
33   FG509  20250624   1004.0   1025.0  ...  3965022.01   1014.0      1004.0       FG
34   FG510  20250624   1034.0   1046.0  ...    24286.10   1038.0      1031.0       FG
35   FG511  20250624   1021.0   1035.0  ...    33728.24   1027.0      1018.0       FG
36   FG512  20250624   1075.0   1088.0  ...     1146.14   1081.0      1073.0       FG
37   FG601  20250624   1061.0   1075.0  ...   219217.89   1067.0      1061.0       FG
38   FG602  20250624   1095.0   1105.0  ...      202.45   1100.0      1095.0       FG
39   FG603  20250624   1088.0   1100.0  ...      312.78   1094.0      1088.0       FG
40   FG604  20250624   1116.0   1125.0  ...      340.46   1120.0      1115.0       FG
41   FG605  20250624   1102.0   1114.0  ...     3214.41   1106.0      1101.0       FG
42   FG606  20250624   1119.0   1126.0  ...       80.75   1122.0      1116.0       FG
43   JR507  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250624      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250624      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250624   2526.0   2526.0  ...     3704.82   2421.0      2546.0       MA
54   MA508  20250624   2524.0   2524.0  ...   121624.91   2423.0      2540.0       MA
55   MA509  20250624   2488.0   2495.0  ...  6980720.44   2414.0      2512.0       MA
56   MA510  20250624   2489.0   2490.0  ...    63349.35   2420.0      2499.0       MA
57   MA511  20250624   2484.0   2488.0  ...    91260.11   2421.0      2497.0       MA
58   MA512  20250624   2487.0   2493.0  ...     1238.65   2429.0      2511.0       MA
59   MA601  20250624   2480.0   2491.0  ...   587241.56   2428.0      2499.0       MA
60   MA602  20250624   2461.0   2461.0  ...      148.26   2391.0      2478.0       MA
61   MA603  20250624   2459.0   2459.0  ...      268.05   2393.0      2479.0       MA
62   MA604  20250624   2430.0   2434.0  ...      149.03   2366.0      2452.0       MA
63   MA605  20250624   2403.0   2407.0  ...    10842.52   2357.0      2412.0       MA
64   MA606  20250624   2408.0   2410.0  ...      132.63   2368.0      2437.0       MA
65   OI507  20250624   9767.0   9768.0  ...    10874.58   9684.0      9778.0       OI
66   OI509  20250624   9718.0   9718.0  ...  3972048.18   9607.0      9721.0       OI
67   OI511  20250624   9685.0   9686.0  ...   128257.84   9574.0      9686.0       OI
68   OI601  20250624   9633.0   9633.0  ...   434054.25   9515.0      9623.0       OI
69   OI603  20250624   9565.0   9570.0  ...     4020.55   9460.0      9555.0       OI
70   OI605  20250624   9439.0   9439.0  ...     1465.83   9336.0      9422.0       OI
71   PF507  20250624   6890.0   6904.0  ...    12402.08   6732.0      6906.0       PF
72   PF508  20250624   6800.0   6818.0  ...   692708.30   6672.0      6808.0       PF
73   PF509  20250624   6700.0   6716.0  ...   354589.12   6536.0      6700.0       PF
74   PF510  20250624   6694.0   6716.0  ...    96232.20   6530.0      6700.0       PF
75   PF511  20250624   6644.0   6664.0  ...    60110.49   6480.0      6646.0       PF
76   PF512  20250624   6614.0   6620.0  ...     1653.23   6434.0      6612.0       PF
77   PF601  20250624   6616.0   6616.0  ...     1762.14   6456.0      6624.0       PF
78   PF602  20250624   6392.0   6460.0  ...       25.72   6430.0      6588.0       PF
79   PF603  20250624   6440.0   6462.0  ...       51.37   6422.0      6624.0       PF
80   PF604  20250624   6604.0   6604.0  ...       44.96   6424.0      6614.0       PF
81   PF605  20250624   6606.0   6606.0  ...      188.92   6404.0      6550.0       PF
82   PF606  20250624      0.0      0.0  ...        0.00   6416.0      6494.0       PF
83   PK510  20250624   8202.0   8238.0  ...   164157.98   8218.0      8224.0       PK
84   PK511  20250624   7992.0   8028.0  ...    46420.87   8004.0      8022.0       PK
85   PK512  20250624   7982.0   8016.0  ...      769.67   7976.0      8010.0       PK
86   PK601  20250624   8006.0   8044.0  ...     4997.93   8004.0      8022.0       PK
87   PK603  20250624   8036.0   8054.0  ...      280.44   8014.0      8040.0       PK
88   PK604  20250624   8028.0   8046.0  ...      452.31   8006.0      8052.0       PK
89   PK605  20250624   8040.0   8060.0  ...      925.41   8012.0      8066.0       PK
90   PM507  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250624      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250624   6274.0   6280.0  ...    22914.38   6126.0      6274.0       PR
97   PR508  20250624   6240.0   6260.0  ...   184395.76   6108.0      6242.0       PR
98   PR509  20250624   6186.0   6198.0  ...   779684.19   6038.0      6186.0       PR
99   PR510  20250624   6146.0   6162.0  ...   143941.37   6046.0      6158.0       PR
100  PR511  20250624   6050.0   6064.0  ...      566.20   5898.0      6072.0       PR
101  PR512  20250624   6024.0   6024.0  ...      237.45   5864.0      6032.0       PR
102  PR601  20250624   6004.0   6034.0  ...      485.38   5884.0      6016.0       PR
103  PR602  20250624   6022.0   6042.0  ...       18.10   6032.0      6014.0       PR
104  PR603  20250624   6044.0   6044.0  ...       44.68   5958.0      6012.0       PR
105  PR604  20250624   6038.0   6038.0  ...       17.86   5954.0      6004.0       PR
106  PR605  20250624   6022.0   6022.0  ...       61.82   5888.0      6002.0       PR
107  PR606  20250624      0.0      0.0  ...        0.00   5928.0      5962.0       PR
108  PX507  20250624   7328.0   7342.0  ...     2499.02   7100.0      7294.0       PX
109  PX508  20250624   7262.0   7262.0  ...    63991.35   6960.0      7214.0       PX
110  PX509  20250624   7080.0   7124.0  ...  1548727.38   6868.0      7084.0       PX
111  PX510  20250624   6980.0   7008.0  ...    74731.95   6774.0      6968.0       PX
112  PX511  20250624   6916.0   6946.0  ...   158294.64   6720.0      6904.0       PX
113  PX512  20250624      0.0      0.0  ...        0.00   6572.0      6916.0       PX
114  PX601  20250624   6844.0   6858.0  ...    55497.38   6622.0      6832.0       PX
115  PX602  20250624   6556.0   6556.0  ...       13.05   6524.0      6842.0       PX
116  PX603  20250624   6834.0   6834.0  ...       16.73   6690.0      6816.0       PX
117  PX604  20250624   6476.0   6546.0  ...       19.48   6494.0      6818.0       PX
118  PX605  20250624   6794.0   6794.0  ...      312.00   6500.0      6784.0       PX
119  PX606  20250624   6482.0   6482.0  ...        3.24   6482.0      6768.0       PX
120  RI507  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250624      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250624   2560.0   2560.0  ...    21466.16   2548.0      2567.0       RM
127  RM508  20250624   2654.0   2675.0  ...     8201.69   2659.0      2666.0       RM
128  RM509  20250624   2650.0   2669.0  ...   624069.93   2653.0      2662.0       RM
129  RM511  20250624   2487.0   2487.0  ...    27594.20   2469.0      2495.0       RM
130  RM601  20250624   2375.0   2381.0  ...   125598.77   2369.0      2385.0       RM
131  RM603  20250624   2357.0   2360.0  ...     8466.88   2352.0      2361.0       RM
132  RM605  20250624   2382.0   2382.0  ...     4509.22   2377.0      2384.0       RM
133  RS507  20250624   5023.0   5224.0  ...      238.24   5069.0      5127.0       RS
134  RS508  20250624      0.0      0.0  ...        0.00   5253.0      5325.0       RS
135  RS509  20250624   5175.0   5235.0  ...      124.60   5192.0      5340.0       RS
136  RS511  20250624      0.0      0.0  ...        0.00   5329.0      5338.0       RS
137  SA507  20250624   1162.0   1162.0  ...     3612.52   1154.0      1159.0       SA
138  SA508  20250624   1175.0   1181.0  ...     8705.00   1168.0      1174.0       SA
139  SA509  20250624   1169.0   1177.0  ...  3507793.21   1165.0      1168.0       SA
140  SA510  20250624   1184.0   1191.0  ...     5246.27   1180.0      1182.0       SA
141  SA511  20250624   1177.0   1185.0  ...     5645.06   1175.0      1176.0       SA
142  SA512  20250624   1185.0   1192.0  ...     1975.04   1183.0      1183.0       SA
143  SA601  20250624   1160.0   1167.0  ...   491690.54   1157.0      1158.0       SA
144  SA602  20250624   1183.0   1192.0  ...     1529.71   1182.0      1183.0       SA
145  SA603  20250624   1182.0   1191.0  ...     1759.49   1181.0      1183.0       SA
146  SA604  20250624   1210.0   1217.0  ...      718.70   1206.0      1210.0       SA
147  SA605  20250624   1207.0   1210.0  ...    10763.06   1201.0      1203.0       SA
148  SA606  20250624   1219.0   1224.0  ...      246.98   1211.0      1219.0       SA
149  SF507  20250624   5486.0   5508.0  ...    13911.57   5484.0      5496.0       SF
150  SF508  20250624   5320.0   5342.0  ...    33316.02   5306.0      5344.0       SF
151  SF509  20250624   5290.0   5308.0  ...   398780.84   5276.0      5316.0       SF
152  SF510  20250624   5200.0   5218.0  ...    64909.36   5184.0      5230.0       SF
153  SF511  20250624   5324.0   5330.0  ...   108195.23   5296.0      5346.0       SF
154  SF512  20250624   5244.0   5274.0  ...       28.88   5252.0      5310.0       SF
155  SF601  20250624   5260.0   5268.0  ...     6427.26   5228.0      5282.0       SF
156  SF602  20250624   5216.0   5216.0  ...      480.15   5164.0      5212.0       SF
157  SF603  20250624   5312.0   5324.0  ...        5.32   5318.0      5322.0       SF
158  SF604  20250624      0.0      0.0  ...        0.00   5312.0      5316.0       SF
159  SF605  20250624   5306.0   5306.0  ...      102.68   5266.0      5308.0       SF
160  SF606  20250624   5246.0   5248.0  ...       49.47   5208.0      5252.0       SF
161  SH507  20250624   2355.0   2370.0  ...    13534.38   2351.0      2354.0       SH
162  SH508  20250624   2267.0   2281.0  ...   169475.84   2267.0      2256.0       SH
163  SH509  20250624   2270.0   2294.0  ...  2878368.17   2277.0      2262.0       SH
164  SH510  20250624   2294.0   2325.0  ...   210446.03   2306.0      2289.0       SH
165  SH511  20250624   2287.0   2314.0  ...   153849.74   2296.0      2282.0       SH
166  SH512  20250624   2294.0   2315.0  ...     2331.56   2306.0      2292.0       SH
167  SH601  20250624   2265.0   2282.0  ...    43051.59   2272.0      2262.0       SH
168  SH602  20250624   2287.0   2300.0  ...      192.47   2291.0      2279.0       SH
169  SH603  20250624   2290.0   2306.0  ...      199.97   2299.0      2287.0       SH
170  SH604  20250624   2340.0   2348.0  ...       77.27   2342.0      2329.0       SH
171  SH605  20250624   2323.0   2347.0  ...     1066.56   2339.0      2329.0       SH
172  SH606  20250624   2350.0   2374.0  ...       63.80   2363.0      2355.0       SH
173  SM507  20250624   5562.0   5604.0  ...     4734.92   5562.0      5602.0       SM
174  SM508  20250624   5600.0   5614.0  ...    77171.61   5550.0      5610.0       SM
175  SM509  20250624   5590.0   5620.0  ...  1012493.82   5554.0      5618.0       SM
176  SM510  20250624   5564.0   5594.0  ...    40929.78   5530.0      5594.0       SM
177  SM511  20250624   5662.0   5668.0  ...    72006.20   5612.0      5666.0       SM
178  SM512  20250624   5634.0   5652.0  ...       22.56   5640.0      5666.0       SM
179  SM601  20250624   5632.0   5652.0  ...    40061.22   5592.0      5650.0       SM
180  SM602  20250624   5628.0   5638.0  ...       44.88   5610.0      5672.0       SM
181  SM603  20250624      0.0      0.0  ...        0.00   5638.0      5678.0       SM
182  SM604  20250624   5598.0   5652.0  ...        8.44   5630.0      5672.0       SM
183  SM605  20250624   5648.0   5662.0  ...      409.77   5614.0      5668.0       SM
184  SM606  20250624   5652.0   5652.0  ...        2.83   5652.0      5688.0       SM
185  SR507  20250624   5750.0   5756.0  ...    10425.70   5738.0      5750.0       SR
186  SR509  20250624   5724.0   5736.0  ...   982588.24   5717.0      5726.0       SR
187  SR511  20250624   5628.0   5631.0  ...   126131.89   5611.0      5625.0       SR
188  SR601  20250624   5575.0   5587.0  ...   104377.23   5566.0      5582.0       SR
189  SR603  20250624   5551.0   5560.0  ...     1279.79   5540.0      5558.0       SR
190  SR605  20250624   5531.0   5537.0  ...     6926.22   5519.0      5538.0       SR
191  TA507  20250624   5212.0   5234.0  ...    20791.05   5060.0      5224.0       TA
192  TA508  20250624   5112.0   5134.0  ...   179043.44   4948.0      5112.0       TA
193  TA509  20250624   4982.0   5012.0  ...  4759586.54   4834.0      4984.0       TA
194  TA510  20250624   4892.0   4906.0  ...    89463.59   4762.0      4884.0       TA
195  TA511  20250624   4848.0   4866.0  ...    67558.00   4736.0      4844.0       TA
196  TA512  20250624   4794.0   4802.0  ...      148.09   4628.0      4806.0       TA
197  TA601  20250624   4796.0   4814.0  ...   616440.95   4632.0      4798.0       TA
198  TA602  20250624   4728.0   4728.0  ...      121.97   4604.0      4796.0       TA
199  TA603  20250624   4800.0   4800.0  ...      152.57   4624.0      4794.0       TA
200  TA604  20250624   4780.0   4784.0  ...       83.08   4616.0      4802.0       TA
201  TA605  20250624   4806.0   4820.0  ...     2982.52   4624.0      4808.0       TA
202  TA606  20250624   4798.0   4798.0  ...       67.15   4632.0      4834.0       TA
203  UR507  20250624   1708.0   1753.0  ...     1341.49   1715.0      1723.0       UR
204  UR508  20250624   1691.0   1735.0  ...     1306.26   1705.0      1723.0       UR
205  UR509  20250624   1679.0   1726.0  ...  1493083.96   1698.0      1714.0       UR
206  UR510  20250624   1690.0   1712.0  ...     1332.33   1686.0      1702.0       UR
207  UR511  20250624   1686.0   1717.0  ...      230.51   1695.0      1717.0       UR
208  UR512  20250624   1682.0   1705.0  ...       47.36   1692.0      1712.0       UR
209  UR601  20250624   1663.0   1697.0  ...   138145.59   1673.0      1686.0       UR
210  UR602  20250624   1668.0   1693.0  ...     1518.09   1672.0      1682.0       UR
211  UR603  20250624   1694.0   1717.0  ...      590.60   1707.0      1715.0       UR
212  UR604  20250624   1692.0   1709.0  ...      666.11   1699.0      1715.0       UR
213  UR605  20250624   1691.0   1700.0  ...     6581.16   1693.0      1707.0       UR
214  UR606  20250624   1688.0   1693.0  ...      134.80   1685.0      1700.0       UR
215  WH507  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250624      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250624      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:25:54,311 - future_1d - INFO - ak.get_czce_daily('2025-06-24') done
2025-07-02 18:25:56,048 - future_1d - INFO - save future_daily 2025-06-24 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250625  5736.400  ...  5826.000    5719.800       IC
1   IC2508  20250625  5687.200  ...  5789.400    5671.800       IC
2   IC2509  20250625  5634.000  ...  5742.000    5626.200       IC
3   IC2512  20250625  5529.800  ...  5625.800    5507.200       IC
4   IF2507  20250625  3875.000  ...  3928.600    3870.000       IF
5   IF2508  20250625  3862.000  ...  3918.600    3856.000       IF
6   IF2509  20250625  3856.000  ...  3913.200    3848.600       IF
7   IF2512  20250625  3824.000  ...  3882.000    3816.600       IF
8   IH2507  20250625  2681.000  ...  2716.800    2682.000       IH
9   IH2508  20250625  2680.200  ...  2714.600    2679.600       IH
10  IH2509  20250625  2678.200  ...  2715.400    2680.000       IH
11  IH2512  20250625  2682.000  ...  2715.200    2680.000       IH
12  IM2507  20250625  6140.000  ...  6227.800    6128.000       IM
13  IM2508  20250625  6068.600  ...  6170.600    6059.800       IM
14  IM2509  20250625  5995.000  ...  6101.400    5988.600       IM
15  IM2512  20250625  5829.000  ...  5930.800    5811.200       IM
16   T2509  20250625   109.040  ...   108.975     109.035        T
17   T2512  20250625   109.035  ...   109.005     109.060        T
18   T2603  20250625   109.035  ...   108.975     109.025        T
19  TF2509  20250625   106.195  ...   106.175     106.190       TF
20  TF2512  20250625   106.285  ...   106.250     106.260       TF
21  TF2603  20250625   106.340  ...   106.285     106.300       TF
22  TL2509  20250625   120.940  ...   120.600     120.940       TL
23  TL2512  20250625   120.790  ...   120.480     120.810       TL
24  TL2603  20250625   120.600  ...   120.300     120.620       TL
25  TS2509  20250625   102.510  ...   102.506     102.500       TS
26  TS2512  20250625   102.658  ...   102.644     102.644       TS
27  TS2603  20250625   102.750  ...   102.738     102.732       TS

[28 rows x 12 columns]
2025-07-02 18:26:05,498 - future_1d - INFO - ak.get_cffex_daily('2025-06-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250625  ...   78550      78440      CU
1        1      CU2508  20250625  ...   78440      78270      CU
2        2      CU2509  20250625  ...   78260      78060      CU
3        3      CU2510  20250625  ...   78090      77870      CU
4        4      CU2511  20250625  ...   77940      77680      CU
5        5      CU2512  20250625  ...   77660      77450      CU
6        6      CU2601  20250625  ...   77580      77370      CU
7        7      CU2602  20250625  ...   77450      77260      CU
8        8      CU2603  20250625  ...   77350      77250      CU
9        9      CU2604  20250625  ...   77330      77170      CU
10      10      CU2605  20250625  ...   77270      77140      CU
11      11      CU2606  20250625  ...   77230      77070      CU
12      12      BC2507  20250625  ...   69940      69780      BC
13      13      BC2508  20250625  ...   69740      69640      BC
14      14      BC2509  20250625  ...   69620      69470      BC
15      15      BC2510  20250625  ...   69820      69820      BC
16      16      BC2511  20250625  ...   69510      69510      BC
17      17      BC2512  20250625  ...   69160      69160      BC
18      18      BC2601  20250625  ...   69020      68900      BC
19      19      BC2602  20250625  ...   69410      69410      BC
20      20      BC2603  20250625  ...   69290      69290      BC
21      21      BC2604  20250625  ...   69760      69760      BC
22      22      BC2605  20250625  ...   68610      68610      BC
23      23      BC2606  20250625  ...   68610      68610      BC
24      24      AL2507  20250625  ...   20395      20410      AL
25      25      AL2508  20250625  ...   20295      20330      AL
26      26      AL2509  20250625  ...   20230      20250      AL
27      27      AL2510  20250625  ...   20145      20150      AL
28      28      AL2511  20250625  ...   20050      20055      AL
29      29      AL2512  20250625  ...   19940      19970      AL
30      30      AL2601  20250625  ...   19900      19905      AL
31      31      AL2602  20250625  ...   19885      19880      AL
32      32      AL2603  20250625  ...   19855      19880      AL
33      33      AL2604  20250625  ...   19890      19890      AL
34      34      AL2605  20250625  ...   19895      19925      AL
35      35      AL2606  20250625  ...   19895      19935      AL
36      36      ZN2507  20250625  ...   22125      22080      ZN
37      37      ZN2508  20250625  ...   21965      21920      ZN
38      38      ZN2509  20250625  ...   21870      21795      ZN
39      39      ZN2510  20250625  ...   21800      21730      ZN
40      40      ZN2511  20250625  ...   21740      21635      ZN
41      41      ZN2512  20250625  ...   21660      21595      ZN
42      42      ZN2601  20250625  ...   21585      21490      ZN
43      43      ZN2602  20250625  ...   21505      21440      ZN
44      44      ZN2603  20250625  ...   21485      21360      ZN
45      45      ZN2604  20250625  ...   21470      21315      ZN
46      46      ZN2605  20250625  ...   21455      21290      ZN
47      47      ZN2606  20250625  ...   21395      21225      ZN
48      48      PB2507  20250625  ...   17105      16930      PB
49      49      PB2508  20250625  ...   17120      16940      PB
50      50      PB2509  20250625  ...   17125      16935      PB
51      51      PB2510  20250625  ...   17110      16945      PB
52      52      PB2511  20250625  ...   17090      16905      PB
53      53      PB2512  20250625  ...   17100      16900      PB
54      54      PB2601  20250625  ...   17090      16890      PB
55      55      PB2602  20250625  ...   17110      16920      PB
56      56      PB2603  20250625  ...   17090      16915      PB
57      57      PB2604  20250625  ...   17140      16930      PB
58      58      PB2605  20250625  ...   16930      16930      PB
59      59      PB2606  20250625  ...   17105      16970      PB
60      60      NI2507  20250625  ...  117940     117230      NI
61      61      NI2508  20250625  ...  118080     117360      NI
62      62      NI2509  20250625  ...  118270     117580      NI
63      63      NI2510  20250625  ...  118430     117750      NI
64      64      NI2511  20250625  ...  118800     117960      NI
65      65      NI2512  20250625  ...  118940     118110      NI
66      66      NI2601  20250625  ...  119160     118380      NI
67      67      NI2602  20250625  ...  119150     118580      NI
68      68      NI2603  20250625  ...  119530     118790      NI
69      69      NI2604  20250625  ...  119690     119200      NI
70      70      NI2605  20250625  ...  120000     119230      NI
71      71      NI2606  20250625  ...  119750     119210      NI
72      72      SN2507  20250625  ...  262150     263190      SN
73      73      SN2508  20250625  ...  262240     263140      SN
74      74      SN2509  20250625  ...  262250     262950      SN
75      75      SN2510  20250625  ...  262160     262870      SN
76      76      SN2511  20250625  ...  262030     262490      SN
77      77      SN2512  20250625  ...  261760     262530      SN
78      78      SN2601  20250625  ...  262210     262720      SN
79      79      SN2602  20250625  ...  262600     262600      SN
80      80      SN2603  20250625  ...  263000     263000      SN
81      81      SN2604  20250625  ...  262830     262830      SN
82      82      SN2605  20250625  ...  261950     262930      SN
83      83      SN2606  20250625  ...  262250     262250      SN
84      84      AO2507  20250625  ...    3001       3002      AO
85      85      AO2508  20250625  ...    2942       2947      AO
86      86      AO2509  20250625  ...    2906       2911      AO
87      87      AO2510  20250625  ...    2879       2883      AO
88      88      AO2511  20250625  ...    2872       2874      AO
89      89      AO2512  20250625  ...    2864       2867      AO
90      90      AO2601  20250625  ...    2854       2859      AO
91      91      AO2602  20250625  ...    2847       2860      AO
92      92      AO2603  20250625  ...    2853       2861      AO
93      93      AO2604  20250625  ...    2853       2852      AO
94      94      AO2605  20250625  ...    2844       2851      AO
95      95      AO2606  20250625  ...    2841       2849      AO
96      96      AD2511  20250625  ...   19600      19625      AD
97      97      AD2512  20250625  ...   19495      19515      AD
98      98      AD2601  20250625  ...   19435      19425      AD
99      99      AD2602  20250625  ...   19315      19350      AD
100    100      AD2603  20250625  ...   19295      19355      AD
101    101      AD2604  20250625  ...   19265      19295      AD
102    102      AD2605  20250625  ...   19235      19275      AD
103    103      AD2606  20250625  ...   19200      19200      AD
104    104      AU2507  20250625  ...  769.34     777.58      AU
105    105      AU2508  20250625  ...  769.98     779.78      AU
106    106      AU2509  20250625  ...  775.02     780.68      AU
107    107      AU2510  20250625  ...  771.82     782.06      AU
108    108      AU2512  20250625  ...  774.52     782.32      AU
109    109      AU2602  20250625  ...   777.5     783.74      AU
110    110      AU2604  20250625  ...  780.36     784.84      AU
111    111      AU2606  20250625  ...     782     785.12      AU
112    112      AG2507  20250625  ...    8669       8747      AG
113    113      AG2508  20250625  ...    8649       8765      AG
114    114      AG2509  20250625  ...    8657       8775      AG
115    115      AG2510  20250625  ...    8670       8784      AG
116    116      AG2511  20250625  ...    8671       8791      AG
117    117      AG2512  20250625  ...    8690       8800      AG
118    118      AG2601  20250625  ...    8704       8817      AG
119    119      AG2602  20250625  ...    8717       8823      AG
120    120      AG2603  20250625  ...    8716       8836      AG
121    121      AG2604  20250625  ...    8728       8850      AG
122    122      AG2605  20250625  ...    8746       8859      AG
123    123      AG2606  20250625  ...    8766       8874      AG
124    124      RB2507  20250625  ...    2987       3013      RB
125    125      RB2508  20250625  ...    2941       2960      RB
126    126      RB2509  20250625  ...    2939       2952      RB
127    127      RB2510  20250625  ...    2970       2986      RB
128    128      RB2511  20250625  ...    2974       2991      RB
129    129      RB2512  20250625  ...    2980       2994      RB
130    130      RB2601  20250625  ...    2973       2987      RB
131    131      RB2602  20250625  ...    2978       2987      RB
132    132      RB2603  20250625  ...    2976       2988      RB
133    133      RB2604  20250625  ...    2985       2998      RB
134    134      RB2605  20250625  ...    2970       2988      RB
135    135      RB2606  20250625  ...    2975       2988      RB
136    136      WR2507  20250625  ...    3338       3338      WR
137    137      WR2508  20250625  ...    3359       3359      WR
138    138      WR2509  20250625  ...    3241       3241      WR
139    139      WR2510  20250625  ...    3273       3290      WR
140    140      WR2511  20250625  ...    3361       3361      WR
141    141      WR2512  20250625  ...    3316       3316      WR
142    142      WR2601  20250625  ...    3339       3339      WR
143    143      WR2602  20250625  ...    3396       3396      WR
144    144      WR2603  20250625  ...    3387       3387      WR
145    145      WR2604  20250625  ...    3392       3392      WR
146    146      WR2605  20250625  ...    3369       3369      WR
147    147      WR2606  20250625  ...    3379       3379      WR
148    148      HC2507  20250625  ...    3121       3132      HC
149    149      HC2508  20250625  ...    3119       3133      HC
150    150      HC2509  20250625  ...    3099       3118      HC
151    151      HC2510  20250625  ...    3091       3106      HC
152    152      HC2511  20250625  ...    3092       3107      HC
153    153      HC2512  20250625  ...    3100       3115      HC
154    154      HC2601  20250625  ...    3092       3105      HC
155    155      HC2602  20250625  ...    3103       3110      HC
156    156      HC2603  20250625  ...    3110       3110      HC
157    157      HC2604  20250625  ...    3106       3119      HC
158    158      HC2605  20250625  ...    3086       3100      HC
159    159      HC2606  20250625  ...    3096       3112      HC
160    160      SS2507  20250625  ...   12435      12335      SS
161    161      SS2508  20250625  ...   12490      12385      SS
162    162      SS2509  20250625  ...   12430      12330      SS
163    163      SS2510  20250625  ...   12360      12275      SS
164    164      SS2511  20250625  ...   12360      12295      SS
165    165      SS2512  20250625  ...   12375      12305      SS
166    166      SS2601  20250625  ...   12420      12350      SS
167    167      SS2602  20250625  ...   12475      12425      SS
168    168      SS2603  20250625  ...   12505      12440      SS
169    169      SS2604  20250625  ...   12520      12485      SS
170    170      SS2605  20250625  ...   12565      12525      SS
171    171      SS2606  20250625  ...   12615      12565      SS
172    172      SC2507  20250625  ...   517.2      566.8      SC
173    173      SC2508  20250625  ...   508.7      553.6      SC
174    174      SC2509  20250625  ...   499.4      532.1      SC
175    175      SC2510  20250625  ...   493.3      520.2      SC
176    176      SC2511  20250625  ...   488.7      507.8      SC
177    177      SC2512  20250625  ...   485.4      500.4      SC
178    178      SC2601  20250625  ...   485.6      496.8      SC
179    179      SC2602  20250625  ...     481        489      SC
180    180      SC2603  20250625  ...   477.3      483.7      SC
181    181      SC2604  20250625  ...   474.2      484.6      SC
182    182      SC2605  20250625  ...   477.9      479.1      SC
183    183      SC2606  20250625  ...   476.9        482      SC
184    184      SC2609  20250625  ...   472.4      481.8      SC
185    185      SC2612  20250625  ...     475      480.4      SC
186    186      SC2703  20250625  ...     470        470      SC
187    187      SC2706  20250625  ...     478        485      SC
188    188      SC2709  20250625  ...   466.6      499.3      SC
189    189      SC2712  20250625  ...   467.7      470.7      SC
190    190      SC2803  20250625  ...   468.9      469.6      SC
191    191      SC2806  20250625  ...   468.1      477.4      SC
192    192      LU2507  20250625  ...    3833       4198      LU
193    193      LU2508  20250625  ...    3686       3825      LU
194    194      LU2509  20250625  ...    3623       3756      LU
195    195      LU2510  20250625  ...    3584       3724      LU
196    196      LU2511  20250625  ...    3550       3639      LU
197    197      LU2512  20250625  ...    3517       3560      LU
198    198      LU2601  20250625  ...    3480       3549      LU
199    199      LU2602  20250625  ...    3458       3563      LU
200    200      LU2603  20250625  ...    3445       3482      LU
201    201      LU2604  20250625  ...    3386       3445      LU
202    202      LU2605  20250625  ...    3420       3439      LU
203    203      LU2606  20250625  ...    3405       3423      LU
204    204      FU2507  20250625  ...    2951       3234      FU
205    205      FU2508  20250625  ...    3011       3225      FU
206    206      FU2509  20250625  ...    3020       3206      FU
207    207      FU2510  20250625  ...    2971       3155      FU
208    208      FU2511  20250625  ...    2926       3100      FU
209    209      FU2512  20250625  ...    2901       3019      FU
210    210      FU2601  20250625  ...    2874       2973      FU
211    211      FU2602  20250625  ...    2854       2940      FU
212    212      FU2603  20250625  ...    2844       2925      FU
213    213      FU2604  20250625  ...    2829       2904      FU
214    214      FU2605  20250625  ...    2821       2919      FU
215    215      FU2606  20250625  ...    2808       2890      FU
216    216      BU2507  20250625  ...    3563       3655      BU
217    217      BU2508  20250625  ...    3567       3647      BU
218    218      BU2509  20250625  ...    3556       3643      BU
219    219      BU2510  20250625  ...    3516       3610      BU
220    220      BU2511  20250625  ...    3463       3549      BU
221    221      BU2512  20250625  ...    3393       3459      BU
222    222      BU2601  20250625  ...    3361       3422      BU
223    223      BU2602  20250625  ...    3345       3389      BU
224    224      BU2603  20250625  ...    3313       3346      BU
225    225      BU2604  20250625  ...    3300       3330      BU
226    226      BU2605  20250625  ...    3299       3310      BU
227    227      BU2606  20250625  ...    3272       3311      BU
228    228      BU2609  20250625  ...    3288       3330      BU
229    229      BU2612  20250625  ...    3252       3300      BU
230    230      BU2703  20250625  ...    3268       3322      BU
231    231      BU2706  20250625  ...    3259       3345      BU
232    232      BR2507  20250625  ...   11245      11330      BR
233    233      BR2508  20250625  ...   11065      11190      BR
234    234      BR2509  20250625  ...   10980      11105      BR
235    235      BR2510  20250625  ...   10935      11060      BR
236    236      BR2511  20250625  ...   10955      11015      BR
237    237      BR2512  20250625  ...   10955      11025      BR
238    238      BR2601  20250625  ...   10895      10985      BR
239    239      BR2602  20250625  ...   10895      10975      BR
240    240      BR2603  20250625  ...   10895      10955      BR
241    241      BR2604  20250625  ...   10885      10980      BR
242    242      BR2605  20250625  ...   10875      10945      BR
243    243      BR2606  20250625  ...   10945      10850      BR
244    244      RU2507  20250625  ...   13690      13720      RU
245    245      RU2508  20250625  ...   13720      13735      RU
246    246      RU2509  20250625  ...   13750      13775      RU
247    247      RU2510  20250625  ...   13765      13760      RU
248    248      RU2511  20250625  ...   13765      13780      RU
249    249      RU2601  20250625  ...   14605      14630      RU
250    250      RU2603  20250625  ...   14630      14615      RU
251    251      RU2604  20250625  ...   14615      14565      RU
252    252      RU2605  20250625  ...   14640      14645      RU
253    253      RU2606  20250625  ...   14915      14915      RU
254    254      NR2507  20250625  ...   11825      11900      NR
255    255      NR2508  20250625  ...   11840      11890      NR
256    256      NR2509  20250625  ...   11850      11885      NR
257    257      NR2510  20250625  ...   11850      11865      NR
258    258      NR2511  20250625  ...   11870      11890      NR
259    259      NR2512  20250625  ...   11890      11965      NR
260    260      NR2601  20250625  ...   11905      11920      NR
261    261      NR2602  20250625  ...   11920      11910      NR
262    262      NR2603  20250625  ...   11935      11970      NR
263    263      NR2604  20250625  ...   12070      12070      NR
264    264      NR2605  20250625  ...   11975      11960      NR
265    265      NR2606  20250625  ...   12025      12195      NR
266    266      SP2507  20250625  ...    5074       5166      SP
267    267      SP2508  20250625  ...    5086       5170      SP
268    268      SP2509  20250625  ...    5080       5174      SP
269    269      SP2510  20250625  ...    5088       5172      SP
270    270      SP2511  20250625  ...    5064       5164      SP
271    271      SP2512  20250625  ...    5070       5160      SP
272    272      SP2601  20250625  ...    5302       5388      SP
273    273      SP2602  20250625  ...    5252       5358      SP
274    274      SP2603  20250625  ...    5240       5338      SP
275    275      SP2604  20250625  ...    5248       5336      SP
276    276      SP2605  20250625  ...    5258       5320      SP
277    277      SP2606  20250625  ...    5274       5334      SP
278    278      EC2506  20250625  ...  1887.1     1889.3      EC
279    279      EC2508  20250625  ...  1738.3     1795.3      EC
280    280      EC2510  20250625  ...  1288.5     1323.4      EC
281    281      EC2512  20250625  ...  1430.2     1484.4      EC
282    282      EC2602  20250625  ...  1271.6     1327.1      EC
283    283      EC2604  20250625  ...    1131       1174      EC
284    284  SC_TAS2508  20250625  ...                     SC_TAS
285    285  SC_TAS2509  20250625  ...                     SC_TAS
286    286  SC_TAS2510  20250625  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 18:26:05,611 - future_1d - INFO - ak.get_shfe_daily('2025-06-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250625  32175.0  ...  31560.0     31815.0       PS
1   PS2508  20250625  31000.0  ...  30655.0     31120.0       PS
2   PS2509  20250625  30700.0  ...  30290.0     30670.0       PS
3   PS2510  20250625  30360.0  ...  30165.0     30470.0       PS
4   PS2511  20250625  30180.0  ...  29970.0     30225.0       PS
5   PS2512  20250625  32000.0  ...  31885.0     32040.0       PS
6   PS2601  20250625  31720.0  ...  31600.0     31740.0       PS
7   PS2602  20250625  31705.0  ...  31530.0     31510.0       PS
8   PS2603  20250625  31660.0  ...  31525.0     31640.0       PS
9   PS2604  20250625  31640.0  ...  31505.0     31760.0       PS
10  PS2605  20250625  31580.0  ...  31390.0     31555.0       PS
11  PS2606  20250625  32000.0  ...  32090.0     32155.0       PS
13  SI2507  20250625   7605.0  ...   7540.0      7470.0       SI
14  SI2508  20250625   7480.0  ...   7540.0      7465.0       SI
15  SI2509  20250625   7450.0  ...   7520.0      7440.0       SI
16  SI2510  20250625   7445.0  ...   7500.0      7400.0       SI
17  SI2511  20250625   7435.0  ...   7455.0      7380.0       SI
18  SI2512  20250625   7665.0  ...   7710.0      7610.0       SI
19  SI2601  20250625   7615.0  ...   7665.0      7565.0       SI
20  SI2602  20250625   7630.0  ...   7655.0      7565.0       SI
21  SI2603  20250625   7615.0  ...   7645.0      7530.0       SI
22  SI2604  20250625   7640.0  ...   7630.0      7565.0       SI
23  SI2605  20250625   7565.0  ...   7625.0      7550.0       SI
24  SI2606  20250625   7620.0  ...   7630.0      7565.0       SI
27  LC2507  20250625  61200.0  ...  61180.0     60560.0       LC
28  LC2508  20250625  61000.0  ...  61060.0     60540.0       LC
29  LC2509  20250625  60700.0  ...  60800.0     60300.0       LC
30  LC2510  20250625  60660.0  ...  60720.0     60340.0       LC
31  LC2511  20250625  60500.0  ...  60600.0     60020.0       LC
32  LC2512  20250625  60840.0  ...  60920.0     60500.0       LC
33  LC2601  20250625  60780.0  ...  61020.0     60420.0       LC
34  LC2602  20250625  60900.0  ...  60960.0     60100.0       LC
35  LC2603  20250625  60800.0  ...  60960.0     59900.0       LC
36  LC2604  20250625  61040.0  ...  61380.0     60480.0       LC
37  LC2605  20250625  61080.0  ...  61480.0     60660.0       LC
38  LC2606  20250625  61340.0  ...  61540.0     60340.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:05,837 - future_1d - INFO - ak.get_gfex_daily('2025-06-25') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250625   4232.00  ...   4208.00     4235.00        A
1     a2509  20250625   4227.00  ...   4186.00     4235.00        A
2     a2511  20250625   4142.00  ...   4114.00     4148.00        A
3     a2601  20250625   4125.00  ...   4094.00     4133.00        A
4     a2603  20250625   4109.00  ...   4080.00     4113.00        A
5     a2605  20250625   4132.00  ...   4113.00     4145.00        A
6     b2507  20250625   3573.00  ...   3549.00     3580.00        B
7     b2508  20250625   3636.00  ...   3614.00     3643.00        B
8     b2509  20250625   3682.00  ...   3661.00     3686.00        B
9     b2510  20250625   3730.00  ...   3702.00     3730.00        B
10    b2511  20250625   3719.00  ...   3705.00     3725.00        B
11    b2512  20250625   3730.00  ...   3709.00     3726.00        B
12    b2601  20250625   3709.00  ...   3694.00     3715.00        B
13    b2602  20250625   3647.00  ...   3642.00     3660.00        B
14    b2603  20250625   3540.00  ...   3545.00     3559.00        B
15    b2604  20250625   3450.00  ...   3445.00     3466.00        B
16    b2605  20250625   3407.00  ...   3393.00     3409.00        B
17    b2606  20250625   3401.00  ...   3392.00     3411.00        B
18   bb2509  20250625    154.00  ...    153.15      154.45       BB
19   bb2511  20250625    151.35  ...    151.25      151.50       BB
20   bb2601  20250625      0.00  ...    168.40      168.65       BB
21   bb2603  20250625      0.00  ...    168.50      168.75       BB
22   bb2605  20250625      0.00  ...    168.50      168.75       BB
23    c2507  20250625   2363.00  ...   2353.00     2360.00        C
24    c2509  20250625   2388.00  ...   2381.00     2393.00        C
25    c2511  20250625   2328.00  ...   2316.00     2325.00        C
26    c2601  20250625   2280.00  ...   2273.00     2282.00        C
27    c2603  20250625   2277.00  ...   2269.00     2278.00        C
28    c2605  20250625   2313.00  ...   2301.00     2312.00        C
29   cs2507  20250625   2681.00  ...   2687.00     2677.00       CS
30   cs2509  20250625   2744.00  ...   2737.00     2761.00       CS
31   cs2511  20250625   2685.00  ...   2674.00     2692.00       CS
32   cs2601  20250625   2681.00  ...   2670.00     2684.00       CS
33   cs2603  20250625   2660.00  ...   2653.00     2665.00       CS
34   cs2605  20250625   2688.00  ...   2688.00     2697.00       CS
35   eb2506  20250625   7450.00  ...   7642.00     7411.00       EB
36   eb2507  20250625   7369.00  ...   7365.00     7477.00       EB
37   eb2508  20250625   7249.00  ...   7248.00     7339.00       EB
38   eb2509  20250625   7140.00  ...   7172.00     7256.00       EB
39   eb2510  20250625   7091.00  ...   7105.00     7181.00       EB
40   eb2511  20250625   7026.00  ...   7043.00     7110.00       EB
41   eb2512  20250625   7000.00  ...   7017.00     7081.00       EB
42   eb2601  20250625   7015.00  ...   7002.00     7041.00       EB
43   eb2602  20250625   6992.00  ...   7000.00     7026.00       EB
44   eb2603  20250625   6977.00  ...   6997.00     7020.00       EB
45   eb2604  20250625   6986.00  ...   6987.00     7077.00       EB
46   eb2605  20250625   7000.00  ...   7001.00     7071.00       EB
47   eg2506  20250625      0.00  ...   4288.00     4288.00       EG
48   eg2507  20250625   4279.00  ...   4272.00     4332.00       EG
49   eg2508  20250625   4319.00  ...   4304.00     4377.00       EG
50   eg2509  20250625   4321.00  ...   4319.00     4375.00       EG
51   eg2510  20250625   4326.00  ...   4317.00     4343.00       EG
52   eg2511  20250625   4316.00  ...   4311.00     4326.00       EG
53   eg2512  20250625   4323.00  ...   4317.00     4330.00       EG
54   eg2601  20250625   4318.00  ...   4331.00     4377.00       EG
55   eg2602  20250625   4335.00  ...   4336.00     4357.00       EG
56   eg2603  20250625   4340.00  ...   4339.00     4371.00       EG
57   eg2604  20250625   4348.00  ...   4348.00     4353.00       EG
58   eg2605  20250625   4337.00  ...   4337.00     4387.00       EG
59   fb2507  20250625   1314.00  ...   1313.50     1339.50       FB
60   fb2508  20250625   1306.50  ...   1304.50     1305.50       FB
61   fb2509  20250625   1299.00  ...   1300.50     1298.50       FB
62   fb2510  20250625   1323.50  ...   1324.00     1324.00       FB
63   fb2511  20250625   1321.50  ...   1320.50     1320.50       FB
64   fb2512  20250625   1314.00  ...   1319.50     1320.00       FB
65   fb2601  20250625      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250625      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250625      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250625      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250625      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250625      0.00  ...   1292.50     1292.50       FB
71    i2507  20250625    725.00  ...    719.50      727.00        I
72    i2508  20250625    711.00  ...    709.50      715.00        I
73    i2509  20250625    701.00  ...    701.00      705.50        I
74    i2510  20250625    696.50  ...    695.00      699.00        I
75    i2511  20250625    689.50  ...    688.50      692.00        I
76    i2512  20250625    683.00  ...    682.50      686.50        I
77    i2601  20250625    675.50  ...    674.50      678.00        I
78    i2602  20250625    672.00  ...    671.00      675.00        I
79    i2603  20250625    669.00  ...    669.00      672.00        I
80    i2604  20250625    666.50  ...    665.50      668.50        I
81    i2605  20250625    659.00  ...    658.50      661.00        I
82    i2606  20250625    652.50  ...    652.50      655.00        I
83    j2507  20250625   1359.00  ...   1296.00     1315.50        J
84    j2508  20250625   1317.50  ...   1341.50     1344.50        J
85    j2509  20250625   1352.00  ...   1370.00     1367.50        J
86    j2510  20250625   1383.00  ...   1393.50     1384.50        J
87    j2511  20250625   1377.50  ...   1398.00     1403.00        J
88    j2512  20250625   1420.50  ...   1415.50     1412.50        J
89    j2601  20250625   1402.00  ...   1410.00     1411.00        J
90    j2602  20250625      0.00  ...   1425.00     1425.00        J
91    j2603  20250625      0.00  ...   1422.50     1422.50        J
92    j2604  20250625   1417.50  ...   1417.50     1410.00        J
93    j2605  20250625   1425.00  ...   1440.50     1441.50        J
94    j2606  20250625      0.00  ...   1431.50     1432.00        J
95   jd2506  20250625      0.00  ...   2664.00     2694.00       JD
96   jd2507  20250625   2825.00  ...   2847.00     2833.00       JD
97   jd2508  20250625   3553.00  ...   3565.00     3555.00       JD
98   jd2509  20250625   3650.00  ...   3654.00     3636.00       JD
99   jd2510  20250625   3366.00  ...   3365.00     3365.00       JD
100  jd2511  20250625   3425.00  ...   3419.00     3421.00       JD
101  jd2512  20250625   3569.00  ...   3569.00     3564.00       JD
102  jd2601  20250625   3608.00  ...   3619.00     3606.00       JD
103  jd2602  20250625   3185.00  ...   3187.00     3180.00       JD
104  jd2603  20250625   3189.00  ...   3190.00     3188.00       JD
105  jd2604  20250625   3324.00  ...   3321.00     3318.00       JD
106  jd2605  20250625   3399.00  ...   3396.00     3397.00       JD
107  jm2507  20250625    760.00  ...    777.50      765.00       JM
108  jm2508  20250625    765.00  ...    774.50      779.50       JM
109  jm2509  20250625    784.00  ...    791.00      798.50       JM
110  jm2510  20250625    800.00  ...    805.50      812.50       JM
111  jm2511  20250625    809.00  ...    813.50      824.50       JM
112  jm2512  20250625    821.00  ...    823.50      834.50       JM
113  jm2601  20250625    822.50  ...    832.50      839.00       JM
114  jm2602  20250625    830.00  ...    841.00      849.50       JM
115  jm2603  20250625    846.50  ...    851.50      857.00       JM
116  jm2604  20250625    846.00  ...    857.50      857.00       JM
117  jm2605  20250625    851.50  ...    858.50      860.00       JM
118  jm2606  20250625    859.50  ...    869.00      871.00       JM
119   l2507  20250625   7258.00  ...   7288.00     7306.00        L
120   l2508  20250625   7279.00  ...   7254.00     7311.00        L
121   l2509  20250625   7240.00  ...   7248.00     7291.00        L
122   l2510  20250625   7211.00  ...   7213.00     7249.00        L
123   l2511  20250625   7207.00  ...   7208.00     7255.00        L
124   l2512  20250625   7201.00  ...   7206.00     7230.00        L
125   l2601  20250625   7186.00  ...   7196.00     7234.00        L
126   l2602  20250625   7165.00  ...   7181.00     7189.00        L
127   l2603  20250625   7162.00  ...   7172.00     7212.00        L
128   l2604  20250625   7181.00  ...   7193.00     7239.00        L
129   l2605  20250625   7158.00  ...   7175.00     7198.00        L
130   l2606  20250625   7206.00  ...   7185.00     7175.00        L
131  lg2507  20250625    806.50  ...    806.50      810.00       LG
132  lg2509  20250625    799.00  ...    795.00      797.00       LG
133  lg2511  20250625    795.00  ...    794.00      794.00       LG
134  lg2601  20250625    794.50  ...    794.50      794.50       LG
135  lg2603  20250625    793.50  ...    794.00      796.50       LG
136  lg2605  20250625    803.00  ...    796.50      800.00       LG
137  lh2507  20250625  13530.00  ...  13605.00    13500.00       LH
138  lh2509  20250625  13935.00  ...  13980.00    13975.00       LH
139  lh2511  20250625  13450.00  ...  13465.00    13460.00       LH
140  lh2601  20250625  13560.00  ...  13565.00    13570.00       LH
141  lh2603  20250625  12760.00  ...  12780.00    12770.00       LH
142  lh2605  20250625  12980.00  ...  12975.00    12965.00       LH
143   m2507  20250625   2869.00  ...   2851.00     2864.00        M
144   m2508  20250625   3019.00  ...   2991.00     3012.00        M
145   m2509  20250625   3031.00  ...   3009.00     3029.00        M
146   m2511  20250625   3068.00  ...   3043.00     3067.00        M
147   m2512  20250625   3085.00  ...   3060.00     3082.00        M
148   m2601  20250625   3063.00  ...   3045.00     3064.00        M
149   m2603  20250625   2897.00  ...   2881.00     2897.00        M
150   m2605  20250625   2744.00  ...   2729.00     2743.00        M
151   p2507  20250625   8464.00  ...   8440.00     8488.00        P
152   p2508  20250625   8358.00  ...   8366.00     8418.00        P
153   p2509  20250625   8310.00  ...   8324.00     8374.00        P
154   p2510  20250625   8294.00  ...   8300.00     8312.00        P
155   p2511  20250625   8286.00  ...   8298.00     8334.00        P
156   p2512  20250625   8302.00  ...   8300.00     8364.00        P
157   p2601  20250625   8318.00  ...   8322.00     8360.00        P
158   p2602  20250625   8296.00  ...   8296.00     8326.00        P
159   p2603  20250625   8268.00  ...   8256.00     8288.00        P
160   p2604  20250625   8230.00  ...   8244.00     8276.00        P
161   p2605  20250625   8202.00  ...   8212.00     8248.00        P
162   p2606  20250625   8160.00  ...   8186.00     8188.00        P
163  pg2506  20250625      0.00  ...   4379.00     4574.00       PG
164  pg2507  20250625   4270.00  ...   4237.00     4393.00       PG
165  pg2508  20250625   4244.00  ...   4209.00     4351.00       PG
166  pg2509  20250625   4167.00  ...   4129.00     4263.00       PG
167  pg2510  20250625   4520.00  ...   4501.00     4597.00       PG
168  pg2511  20250625   4429.00  ...   4406.00     4523.00       PG
169  pg2512  20250625   4311.00  ...   4335.00     4407.00       PG
170  pg2601  20250625   4229.00  ...   4254.00     4329.00       PG
171  pg2602  20250625   4168.00  ...   4176.00     4288.00       PG
172  pg2603  20250625   4118.00  ...   4081.00     4173.00       PG
173  pg2604  20250625   4344.00  ...   4388.00     4505.00       PG
174  pg2605  20250625   4239.00  ...   4286.00     4434.00       PG
175  pp2507  20250625   7096.00  ...   7098.00     7145.00       PP
176  pp2508  20250625   7108.00  ...   7081.00     7149.00       PP
177  pp2509  20250625   7080.00  ...   7070.00     7114.00       PP
178  pp2510  20250625   7054.00  ...   7033.00     7104.00       PP
179  pp2511  20250625   7050.00  ...   7028.00     7092.00       PP
180  pp2512  20250625   7031.00  ...   7024.00     7065.00       PP
181  pp2601  20250625   7013.00  ...   7016.00     7053.00       PP
182  pp2602  20250625   6993.00  ...   6993.00     7009.00       PP
183  pp2603  20250625   6988.00  ...   6988.00     7019.00       PP
184  pp2604  20250625   7000.00  ...   6991.00     7006.00       PP
185  pp2605  20250625   7006.00  ...   7000.00     7033.00       PP
186  pp2606  20250625      0.00  ...   7079.00     7173.00       PP
187  rr2507  20250625   3622.00  ...   3622.00     3630.00       RR
188  rr2508  20250625   3583.00  ...   3576.00     3595.00       RR
189  rr2509  20250625   3601.00  ...   3594.00     3608.00       RR
190  rr2510  20250625   3590.00  ...   3584.00     3595.00       RR
191  rr2511  20250625   3592.00  ...   3587.00     3598.00       RR
192  rr2512  20250625   3590.00  ...   3591.00     3602.00       RR
193  rr2601  20250625   3596.00  ...   3590.00     3605.00       RR
194  rr2602  20250625   3601.00  ...   3599.00     3607.00       RR
195  rr2603  20250625   3596.00  ...   3595.00     3605.00       RR
196  rr2604  20250625   3594.00  ...   3603.00     3617.00       RR
197  rr2605  20250625   3609.00  ...   3596.00     3619.00       RR
198  rr2606  20250625   3611.00  ...   3606.00     3612.00       RR
199   v2507  20250625   4776.00  ...   4782.00     4769.00        V
200   v2508  20250625   4807.00  ...   4817.00     4806.00        V
201   v2509  20250625   4836.00  ...   4850.00     4842.00        V
202   v2510  20250625   4864.00  ...   4874.00     4866.00        V
203   v2511  20250625   4885.00  ...   4887.00     4891.00        V
204   v2512  20250625   4900.00  ...   4913.00     4907.00        V
205   v2601  20250625   4914.00  ...   4924.00     4913.00        V
206   v2602  20250625   4935.00  ...   4939.00     4931.00        V
207   v2603  20250625   4948.00  ...   4954.00     4951.00        V
208   v2604  20250625   5048.00  ...   5048.00     5041.00        V
209   v2605  20250625   5061.00  ...   5067.00     5053.00        V
210   v2606  20250625   5081.00  ...   5080.00     5089.00        V
211   y2507  20250625   8062.00  ...   8076.00     8110.00        Y
212   y2508  20250625   8020.00  ...   8020.00     8072.00        Y
213   y2509  20250625   7948.00  ...   7954.00     8004.00        Y
214   y2511  20250625   7950.00  ...   7962.00     7988.00        Y
215   y2512  20250625   7966.00  ...   7978.00     8000.00        Y
216   y2601  20250625   7880.00  ...   7906.00     7940.00        Y
217   y2603  20250625   7748.00  ...   7770.00     7788.00        Y
218   y2605  20250625   7606.00  ...   7614.00     7648.00        Y

[219 rows x 12 columns]
2025-07-02 18:26:06,251 - future_1d - INFO - ak.get_dce_daily('2025-06-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250625   520.9  ...   517.2      566.8      SC
1       SC2508  20250625     513  ...   508.7      553.6      SC
2       SC2509  20250625     500  ...   499.4      532.1      SC
3       SC2510  20250625   497.7  ...   493.3      520.2      SC
4       SC2511  20250625   491.9  ...   488.7      507.8      SC
5       SC2512  20250625   486.1  ...   485.4      500.4      SC
6       SC2601  20250625   480.5  ...   485.6      496.8      SC
7       SC2602  20250625   480.3  ...     481        489      SC
8       SC2603  20250625   481.5  ...   477.3      483.7      SC
9       SC2604  20250625   478.3  ...   474.2      484.6      SC
10      SC2605  20250625   476.5  ...   477.9      479.1      SC
11      SC2606  20250625   472.5  ...   476.9        482      SC
12      SC2609  20250625   469.1  ...   472.4      481.8      SC
13      SC2612  20250625     475  ...     475      480.4      SC
14      SC2703  20250625          ...     470        470      SC
15      SC2706  20250625          ...     478        485      SC
16      SC2709  20250625   463.1  ...   466.6      499.3      SC
17      SC2712  20250625   467.5  ...   467.7      470.7      SC
18      SC2803  20250625     469  ...   468.9      469.6      SC
19      SC2806  20250625     462  ...   468.1      477.4      SC
21      LU2507  20250625    3850  ...    3833       4198      LU
22      LU2508  20250625    3689  ...    3686       3825      LU
23      LU2509  20250625    3640  ...    3623       3756      LU
24      LU2510  20250625    3595  ...    3584       3724      LU
25      LU2511  20250625    3572  ...    3550       3639      LU
26      LU2512  20250625    3531  ...    3517       3560      LU
27      LU2601  20250625    3504  ...    3480       3549      LU
28      LU2602  20250625    3461  ...    3458       3563      LU
29      LU2603  20250625    3446  ...    3445       3482      LU
30      LU2604  20250625    3386  ...    3386       3445      LU
31      LU2605  20250625    3420  ...    3420       3439      LU
32      LU2606  20250625    3411  ...    3405       3423      LU
34      NR2507  20250625   11840  ...   11825      11900      NR
35      NR2508  20250625   11845  ...   11840      11890      NR
36      NR2509  20250625   11810  ...   11850      11885      NR
37      NR2510  20250625   11830  ...   11850      11865      NR
38      NR2511  20250625   11870  ...   11870      11890      NR
39      NR2512  20250625   11905  ...   11890      11965      NR
40      NR2601  20250625   11900  ...   11905      11920      NR
41      NR2602  20250625   11920  ...   11920      11910      NR
42      NR2603  20250625   11935  ...   11935      11970      NR
43      NR2604  20250625          ...   12070      12070      NR
44      NR2605  20250625   11985  ...   11975      11960      NR
45      NR2606  20250625          ...   12025      12195      NR
47      BC2507  20250625   69720  ...   69940      69780      BC
48      BC2508  20250625   69750  ...   69740      69640      BC
49      BC2509  20250625   69560  ...   69620      69470      BC
50      BC2510  20250625          ...   69820      69820      BC
51      BC2511  20250625          ...   69510      69510      BC
52      BC2512  20250625          ...   69160      69160      BC
53      BC2601  20250625          ...   69020      68900      BC
54      BC2602  20250625          ...   69410      69410      BC
55      BC2603  20250625          ...   69290      69290      BC
56      BC2604  20250625          ...   69760      69760      BC
57      BC2605  20250625          ...   68610      68610      BC
58      BC2606  20250625          ...   68610      68610      BC
60      EC2506  20250625  1881.1  ...  1887.1     1889.3      EC
61      EC2508  20250625    1780  ...  1738.3     1795.3      EC
62      EC2510  20250625    1288  ...  1288.5     1323.4      EC
63      EC2512  20250625    1448  ...  1430.2     1484.4      EC
64      EC2602  20250625    1300  ...  1271.6     1327.1      EC
65      EC2604  20250625  1140.5  ...    1131       1174      EC
68  SC_TAS2508  20250625          ...                     SC_TAS
69  SC_TAS2509  20250625          ...                     SC_TAS
70  SC_TAS2510  20250625          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 18:26:06,314 - future_1d - INFO - ak.get_ine_daily('2025-06-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250625   7675.0   7708.0  ...   309556.31   7677.0      7683.0       AP
1    AP511  20250625   7527.0   7540.0  ...      654.24   7520.0      7530.0       AP
2    AP512  20250625   7559.0   7562.0  ...       83.07   7552.0      7559.0       AP
3    AP601  20250625   7570.0   7598.0  ...    10138.48   7572.0      7580.0       AP
4    AP603  20250625   7603.0   7603.0  ...       38.00   7599.0      7606.0       AP
5    AP604  20250625   7644.0   7651.0  ...       22.94   7647.0      7660.0       AP
6    AP605  20250625   7703.0   7703.0  ...       69.26   7695.0      7711.0       AP
7    CF507  20250625  13385.0  13445.0  ...    16408.31  13385.0     13280.0       CF
8    CF509  20250625  13610.0  13665.0  ...  1599446.64  13615.0     13535.0       CF
9    CF511  20250625  13545.0  13575.0  ...   114432.05  13530.0     13475.0       CF
10   CF601  20250625  13590.0  13650.0  ...   324731.33  13610.0     13545.0       CF
11   CF603  20250625  13560.0  13615.0  ...     1065.53  13575.0     13500.0       CF
12   CF605  20250625  13555.0  13625.0  ...     6399.15  13570.0     13505.0       CF
13   CJ507  20250625   9430.0   9535.0  ...     2332.50   9425.0      9325.0       CJ
14   CJ509  20250625   9570.0   9705.0  ...   902969.13   9570.0      9485.0       CJ
15   CJ512  20250625  10455.0  10615.0  ...    18551.61  10450.0     10315.0       CJ
16   CJ601  20250625  10540.0  10735.0  ...   520014.70  10550.0     10395.0       CJ
17   CJ603  20250625  11000.0  11000.0  ...    10735.37  10650.0     10460.0       CJ
18   CJ605  20250625  10740.0  11100.0  ...    32178.24  10855.0     10665.0       CJ
19   CY507  20250625  19810.0  19945.0  ...     1210.78  19850.0     19730.0       CY
20   CY508  20250625      0.0      0.0  ...        0.00  19555.0     19435.0       CY
21   CY509  20250625  19925.0  20050.0  ...    91389.97  19935.0     19780.0       CY
22   CY510  20250625      0.0      0.0  ...        0.00  19560.0     19410.0       CY
23   CY511  20250625  19830.0  19830.0  ...        9.92  19830.0     19730.0       CY
24   CY512  20250625  19785.0  19785.0  ...        9.89  19785.0     19635.0       CY
25   CY601  20250625  19830.0  19990.0  ...      129.57  19935.0     19845.0       CY
26   CY602  20250625      0.0      0.0  ...        0.00  19455.0     19455.0       CY
27   CY603  20250625      0.0      0.0  ...        0.00  19845.0     19845.0       CY
28   CY604  20250625      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250625  20055.0  20055.0  ...       10.03  20055.0     19870.0       CY
30   CY606  20250625      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250625    962.0    965.0  ...     2575.12    959.0       963.0       FG
32   FG508  20250625   1027.0   1029.0  ...    31056.93   1024.0      1026.0       FG
33   FG509  20250625   1015.0   1019.0  ...  2153652.13   1012.0      1014.0       FG
34   FG510  20250625   1040.0   1042.0  ...    20952.58   1037.0      1038.0       FG
35   FG511  20250625   1030.0   1031.0  ...    29559.67   1025.0      1027.0       FG
36   FG512  20250625   1081.0   1084.0  ...      722.96   1076.0      1081.0       FG
37   FG601  20250625   1064.0   1069.0  ...   132374.04   1063.0      1067.0       FG
38   FG602  20250625   1101.0   1102.0  ...      219.19   1096.0      1100.0       FG
39   FG603  20250625   1093.0   1096.0  ...      337.65   1089.0      1094.0       FG
40   FG604  20250625   1121.0   1122.0  ...      165.41   1118.0      1120.0       FG
41   FG605  20250625   1106.0   1110.0  ...     1533.63   1103.0      1106.0       FG
42   FG606  20250625   1116.0   1121.0  ...       46.93   1117.0      1122.0       FG
43   JR507  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250625      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250625      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250625   2435.0   2449.0  ...     1505.04   2431.0      2421.0       MA
54   MA508  20250625   2393.0   2422.0  ...    49469.03   2405.0      2423.0       MA
55   MA509  20250625   2383.0   2400.0  ...  2513787.39   2388.0      2414.0       MA
56   MA510  20250625   2388.0   2405.0  ...    26763.68   2395.0      2420.0       MA
57   MA511  20250625   2393.0   2408.0  ...    40501.57   2398.0      2421.0       MA
58   MA512  20250625   2409.0   2424.0  ...      256.29   2418.0      2429.0       MA
59   MA601  20250625   2401.0   2425.0  ...   193859.29   2412.0      2428.0       MA
60   MA602  20250625   2381.0   2394.0  ...       42.96   2387.0      2391.0       MA
61   MA603  20250625   2383.0   2390.0  ...       45.32   2385.0      2393.0       MA
62   MA604  20250625   2362.0   2365.0  ...       30.68   2360.0      2366.0       MA
63   MA605  20250625   2322.0   2330.0  ...     2775.94   2323.0      2357.0       MA
64   MA606  20250625   2338.0   2342.0  ...       16.37   2338.0      2368.0       MA
65   OI507  20250625   9675.0   9675.0  ...     5870.35   9624.0      9684.0       OI
66   OI509  20250625   9563.0   9575.0  ...  3718674.33   9510.0      9607.0       OI
67   OI511  20250625   9540.0   9542.0  ...   124789.39   9485.0      9574.0       OI
68   OI601  20250625   9477.0   9480.0  ...   360591.85   9423.0      9515.0       OI
69   OI603  20250625   9415.0   9417.0  ...     1854.87   9368.0      9460.0       OI
70   OI605  20250625   9310.0   9310.0  ...     1194.16   9257.0      9336.0       OI
71   PF507  20250625   6712.0   6712.0  ...     6769.21   6686.0      6732.0       PF
72   PF508  20250625   6610.0   6614.0  ...   417467.69   6592.0      6672.0       PF
73   PF509  20250625   6488.0   6496.0  ...   173899.31   6476.0      6536.0       PF
74   PF510  20250625   6484.0   6500.0  ...    39696.80   6482.0      6530.0       PF
75   PF511  20250625   6448.0   6456.0  ...    23695.10   6438.0      6480.0       PF
76   PF512  20250625   6414.0   6430.0  ...     1131.08   6408.0      6434.0       PF
77   PF601  20250625   6440.0   6444.0  ...     1039.88   6420.0      6456.0       PF
78   PF602  20250625   6418.0   6418.0  ...       16.03   6412.0      6430.0       PF
79   PF603  20250625   6416.0   6426.0  ...       22.45   6414.0      6422.0       PF
80   PF604  20250625   6412.0   6424.0  ...       16.04   6418.0      6424.0       PF
81   PF605  20250625   6420.0   6420.0  ...        9.63   6420.0      6404.0       PF
82   PF606  20250625      0.0      0.0  ...        0.00   6412.0      6416.0       PF
83   PK510  20250625   8220.0   8268.0  ...   156371.01   8246.0      8218.0       PK
84   PK511  20250625   7998.0   8040.0  ...    61024.98   8020.0      8004.0       PK
85   PK512  20250625   7990.0   8014.0  ...      296.07   8002.0      7976.0       PK
86   PK601  20250625   8000.0   8022.0  ...     4513.85   8010.0      8004.0       PK
87   PK603  20250625   8002.0   8016.0  ...       88.10   8010.0      8014.0       PK
88   PK604  20250625   8004.0   8012.0  ...       32.02   8006.0      8006.0       PK
89   PK605  20250625   8018.0   8018.0  ...      288.20   8006.0      8012.0       PK
90   PM507  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250625      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250625   6046.0   6060.0  ...     6689.89   6044.0      6126.0       PR
97   PR508  20250625   6018.0   6044.0  ...    77623.28   6026.0      6108.0       PR
98   PR509  20250625   5954.0   5970.0  ...   411041.65   5954.0      6038.0       PR
99   PR510  20250625   5922.0   5940.0  ...   145930.17   5916.0      6046.0       PR
100  PR511  20250625   5862.0   5886.0  ...      492.23   5860.0      5898.0       PR
101  PR512  20250625   5846.0   5874.0  ...      149.16   5850.0      5864.0       PR
102  PR601  20250625   5852.0   5860.0  ...     2077.33   5844.0      5884.0       PR
103  PR602  20250625   5876.0   5890.0  ...       17.65   5884.0      6032.0       PR
104  PR603  20250625   5878.0   5892.0  ...       17.66   5886.0      5958.0       PR
105  PR604  20250625      0.0      0.0  ...        0.00   5902.0      5954.0       PR
106  PR605  20250625   5862.0   5880.0  ...       44.03   5872.0      5888.0       PR
107  PR606  20250625   5824.0   5824.0  ...        8.74   5824.0      5928.0       PR
108  PX507  20250625   6982.0   6984.0  ...     6842.95   6952.0      7100.0       PX
109  PX508  20250625   6864.0   6888.0  ...    38990.80   6850.0      6960.0       PX
110  PX509  20250625   6754.0   6784.0  ...   760179.52   6752.0      6868.0       PX
111  PX510  20250625   6670.0   6688.0  ...    39791.17   6660.0      6774.0       PX
112  PX511  20250625   6610.0   6630.0  ...    84802.13   6604.0      6720.0       PX
113  PX512  20250625      0.0      0.0  ...        0.00   6574.0      6572.0       PX
114  PX601  20250625   6522.0   6556.0  ...    20896.99   6534.0      6622.0       PX
115  PX602  20250625   6508.0   6508.0  ...        3.25   6508.0      6524.0       PX
116  PX603  20250625   6502.0   6502.0  ...        3.25   6502.0      6690.0       PX
117  PX604  20250625   6478.0   6484.0  ...        9.72   6482.0      6494.0       PX
118  PX605  20250625   6474.0   6492.0  ...       32.41   6482.0      6500.0       PX
119  PX606  20250625      0.0      0.0  ...        0.00   6482.0      6482.0       PX
120  RI507  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250625      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250625   2548.0   2560.0  ...    35031.91   2514.0      2548.0       RM
127  RM508  20250625   2663.0   2679.0  ...    22874.98   2625.0      2659.0       RM
128  RM509  20250625   2658.0   2674.0  ...  1370215.32   2620.0      2653.0       RM
129  RM511  20250625   2473.0   2481.0  ...     6646.31   2448.0      2469.0       RM
130  RM601  20250625   2372.0   2376.0  ...   212622.67   2341.0      2369.0       RM
131  RM603  20250625   2353.0   2353.0  ...    12804.89   2326.0      2352.0       RM
132  RM605  20250625   2373.0   2376.0  ...    14190.38   2352.0      2377.0       RM
133  RS507  20250625   5035.0   5065.0  ...      259.45   4989.0      5069.0       RS
134  RS508  20250625   5102.0   5102.0  ...        5.10   5102.0      5253.0       RS
135  RS509  20250625   5151.0   5246.0  ...      175.62   5165.0      5192.0       RS
136  RS511  20250625   5260.0   5260.0  ...        5.26   5260.0      5329.0       RS
137  SA507  20250625   1150.0   1160.0  ...     2543.28   1152.0      1154.0       SA
138  SA508  20250625   1166.0   1173.0  ...     6189.32   1166.0      1168.0       SA
139  SA509  20250625   1158.0   1168.0  ...  2211464.87   1160.0      1165.0       SA
140  SA510  20250625   1176.0   1182.0  ...     4630.73   1177.0      1180.0       SA
141  SA511  20250625   1171.0   1177.0  ...     2921.65   1171.0      1175.0       SA
142  SA512  20250625   1178.0   1184.0  ...     1619.68   1179.0      1183.0       SA
143  SA601  20250625   1150.0   1160.0  ...   290321.64   1154.0      1157.0       SA
144  SA602  20250625   1178.0   1187.0  ...     1231.93   1180.0      1182.0       SA
145  SA603  20250625   1175.0   1185.0  ...     1535.32   1179.0      1181.0       SA
146  SA604  20250625   1203.0   1210.0  ...      412.60   1206.0      1206.0       SA
147  SA605  20250625   1197.0   1201.0  ...     6135.47   1197.0      1201.0       SA
148  SA606  20250625   1205.0   1211.0  ...      142.29   1206.0      1211.0       SA
149  SF507  20250625   5478.0   5576.0  ...    15072.88   5524.0      5484.0       SF
150  SF508  20250625   5314.0   5410.0  ...    56670.68   5368.0      5306.0       SF
151  SF509  20250625   5272.0   5374.0  ...   475567.95   5332.0      5276.0       SF
152  SF510  20250625   5194.0   5288.0  ...    81784.76   5238.0      5184.0       SF
153  SF511  20250625   5296.0   5416.0  ...   139340.63   5360.0      5296.0       SF
154  SF512  20250625   5278.0   5328.0  ...      215.38   5318.0      5252.0       SF
155  SF601  20250625   5218.0   5334.0  ...     7418.41   5290.0      5228.0       SF
156  SF602  20250625   5176.0   5264.0  ...      336.13   5212.0      5164.0       SF
157  SF603  20250625   5310.0   5392.0  ...        8.03   5352.0      5318.0       SF
158  SF604  20250625   5336.0   5336.0  ...        2.67   5336.0      5312.0       SF
159  SF605  20250625   5264.0   5358.0  ...       69.32   5332.0      5266.0       SF
160  SF606  20250625   5236.0   5284.0  ...       28.84   5244.0      5208.0       SF
161  SH507  20250625   2351.0   2361.0  ...     7293.68   2344.0      2351.0       SH
162  SH508  20250625   2258.0   2270.0  ...   158918.81   2255.0      2267.0       SH
163  SH509  20250625   2269.0   2284.0  ...  2519208.00   2272.0      2277.0       SH
164  SH510  20250625   2302.0   2323.0  ...   255791.41   2311.0      2306.0       SH
165  SH511  20250625   2303.0   2312.0  ...   171292.61   2303.0      2296.0       SH
166  SH512  20250625   2295.0   2315.0  ...     2359.12   2306.0      2306.0       SH
167  SH601  20250625   2271.0   2279.0  ...    38448.01   2269.0      2272.0       SH
168  SH602  20250625   2285.0   2296.0  ...      267.89   2290.0      2291.0       SH
169  SH603  20250625   2288.0   2310.0  ...      186.19   2299.0      2299.0       SH
170  SH604  20250625   2329.0   2351.0  ...      112.35   2341.0      2342.0       SH
171  SH605  20250625   2330.0   2342.0  ...     1304.34   2338.0      2339.0       SH
172  SH606  20250625   2351.0   2361.0  ...       35.37   2358.0      2363.0       SH
173  SM507  20250625   5542.0   5654.0  ...     6665.39   5600.0      5562.0       SM
174  SM508  20250625   5560.0   5664.0  ...    80292.32   5614.0      5550.0       SM
175  SM509  20250625   5566.0   5670.0  ...   921224.30   5622.0      5554.0       SM
176  SM510  20250625   5540.0   5636.0  ...    43531.11   5584.0      5530.0       SM
177  SM511  20250625   5624.0   5722.0  ...    72039.61   5674.0      5612.0       SM
178  SM512  20250625   5616.0   5702.0  ...       36.77   5656.0      5640.0       SM
179  SM601  20250625   5598.0   5698.0  ...    26541.53   5650.0      5592.0       SM
180  SM602  20250625   5620.0   5696.0  ...       53.61   5644.0      5610.0       SM
181  SM603  20250625   5628.0   5678.0  ...       45.13   5642.0      5638.0       SM
182  SM604  20250625   5632.0   5682.0  ...       62.13   5648.0      5630.0       SM
183  SM605  20250625   5622.0   5710.0  ...      258.30   5678.0      5614.0       SM
184  SM606  20250625   5670.0   5716.0  ...       14.24   5694.0      5652.0       SM
185  SR507  20250625   5730.0   5766.0  ...     4878.89   5747.0      5738.0       SR
186  SR509  20250625   5696.0   5757.0  ...  1291779.41   5727.0      5717.0       SR
187  SR511  20250625   5589.0   5637.0  ...   126783.08   5607.0      5611.0       SR
188  SR601  20250625   5530.0   5585.0  ...   130731.30   5561.0      5566.0       SR
189  SR603  20250625   5522.0   5560.0  ...     1679.52   5543.0      5540.0       SR
190  SR605  20250625   5517.0   5531.0  ...    16584.44   5512.0      5519.0       SR
191  TA507  20250625   5026.0   5036.0  ...    26494.86   5014.0      5060.0       TA
192  TA508  20250625   4912.0   4926.0  ...    86452.40   4912.0      4948.0       TA
193  TA509  20250625   4784.0   4796.0  ...  2155318.07   4780.0      4834.0       TA
194  TA510  20250625   4688.0   4700.0  ...    61639.05   4684.0      4762.0       TA
195  TA511  20250625   4644.0   4664.0  ...    51474.64   4648.0      4736.0       TA
196  TA512  20250625   4622.0   4626.0  ...       25.42   4622.0      4628.0       TA
197  TA601  20250625   4586.0   4618.0  ...   324770.16   4602.0      4632.0       TA
198  TA602  20250625   4606.0   4614.0  ...       69.08   4606.0      4604.0       TA
199  TA603  20250625   4594.0   4618.0  ...       87.51   4606.0      4624.0       TA
200  TA604  20250625   4606.0   4622.0  ...       27.69   4616.0      4616.0       TA
201  TA605  20250625   4604.0   4630.0  ...      579.35   4616.0      4624.0       TA
202  TA606  20250625   4614.0   4614.0  ...        4.61   4614.0      4632.0       TA
203  UR507  20250625   1715.0   1763.0  ...      751.57   1748.0      1715.0       UR
204  UR508  20250625   1707.0   1757.0  ...     1628.09   1739.0      1705.0       UR
205  UR509  20250625   1692.0   1743.0  ...  1898223.12   1721.0      1698.0       UR
206  UR510  20250625   1689.0   1728.0  ...     1556.62   1711.0      1686.0       UR
207  UR511  20250625   1693.0   1732.0  ...      226.79   1718.0      1695.0       UR
208  UR512  20250625   1708.0   1723.0  ...       51.44   1715.0      1692.0       UR
209  UR601  20250625   1665.0   1699.0  ...    95526.99   1678.0      1673.0       UR
210  UR602  20250625   1660.0   1696.0  ...     2564.17   1678.0      1672.0       UR
211  UR603  20250625   1685.0   1724.0  ...      581.78   1711.0      1707.0       UR
212  UR604  20250625   1684.0   1716.0  ...      447.52   1708.0      1699.0       UR
213  UR605  20250625   1685.0   1707.0  ...     4589.83   1695.0      1693.0       UR
214  UR606  20250625   1678.0   1699.0  ...      148.61   1689.0      1685.0       UR
215  WH507  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250625      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250625      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:06,610 - future_1d - INFO - ak.get_czce_daily('2025-06-25') done
2025-07-02 18:26:08,353 - future_1d - INFO - save future_daily 2025-06-25 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250626  5827.000  ...  5813.400    5826.000       IC
1   IC2508  20250626  5797.200  ...  5774.000    5789.400       IC
2   IC2509  20250626  5749.800  ...  5731.800    5742.000       IC
3   IC2512  20250626  5632.600  ...  5618.800    5625.800       IC
4   IF2507  20250626  3928.600  ...  3923.000    3928.600       IF
5   IF2508  20250626  3919.200  ...  3910.600    3918.600       IF
6   IF2509  20250626  3915.200  ...  3905.600    3913.200       IF
7   IF2512  20250626  3889.800  ...  3874.200    3882.000       IF
8   IH2507  20250626  2720.400  ...  2715.200    2716.800       IH
9   IH2508  20250626  2715.200  ...  2710.800    2714.600       IH
10  IH2509  20250626  2716.000  ...  2711.800    2715.400       IH
11  IH2512  20250626  2717.400  ...  2712.200    2715.200       IH
12  IM2507  20250626  6227.200  ...  6218.000    6227.800       IM
13  IM2508  20250626  6165.400  ...  6163.800    6170.600       IM
14  IM2509  20250626  6105.000  ...  6104.800    6101.400       IM
15  IM2512  20250626  5948.200  ...  5941.600    5930.800       IM
16   T2509  20250626   108.995  ...   108.950     108.975        T
17   T2512  20250626   108.995  ...   108.975     109.005        T
18   T2603  20250626   108.985  ...   108.950     108.975        T
19  TF2509  20250626   106.205  ...   106.160     106.175       TF
20  TF2512  20250626   106.295  ...   106.240     106.250       TF
21  TF2603  20250626   106.315  ...   106.265     106.285       TF
22  TL2509  20250626   120.750  ...   120.680     120.600       TL
23  TL2512  20250626   120.620  ...   120.530     120.480       TL
24  TL2603  20250626   120.450  ...   120.340     120.300       TL
25  TS2509  20250626   102.510  ...   102.508     102.506       TS
26  TS2512  20250626   102.654  ...   102.644     102.644       TS
27  TS2603  20250626   102.742  ...   102.736     102.738       TS

[28 rows x 12 columns]
2025-07-02 18:26:17,972 - future_1d - INFO - ak.get_cffex_daily('2025-06-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250626  ...   78860      78550      CU
1        1      CU2508  20250626  ...   78740      78440      CU
2        2      CU2509  20250626  ...   78560      78260      CU
3        3      CU2510  20250626  ...   78380      78090      CU
4        4      CU2511  20250626  ...   78220      77940      CU
5        5      CU2512  20250626  ...   77950      77660      CU
6        6      CU2601  20250626  ...   77820      77580      CU
7        7      CU2602  20250626  ...   77640      77450      CU
8        8      CU2603  20250626  ...   77510      77350      CU
9        9      CU2604  20250626  ...   77440      77330      CU
10      10      CU2605  20250626  ...   77420      77270      CU
11      11      CU2606  20250626  ...   77380      77230      CU
12      12      BC2507  20250626  ...   70280      69940      BC
13      13      BC2508  20250626  ...   70120      69740      BC
14      14      BC2509  20250626  ...   69910      69620      BC
15      15      BC2510  20250626  ...   69820      69820      BC
16      16      BC2511  20250626  ...   69510      69510      BC
17      17      BC2512  20250626  ...   69450      69160      BC
18      18      BC2601  20250626  ...   69570      69020      BC
19      19      BC2602  20250626  ...   69410      69410      BC
20      20      BC2603  20250626  ...   69290      69290      BC
21      21      BC2604  20250626  ...   69760      69760      BC
22      22      BC2605  20250626  ...   68610      68610      BC
23      23      BC2606  20250626  ...   68610      68610      BC
24      24      AL2507  20250626  ...   20510      20395      AL
25      25      AL2508  20250626  ...   20380      20295      AL
26      26      AL2509  20250626  ...   20305      20230      AL
27      27      AL2510  20250626  ...   20210      20145      AL
28      28      AL2511  20250626  ...   20110      20050      AL
29      29      AL2512  20250626  ...   20000      19940      AL
30      30      AL2601  20250626  ...   19940      19900      AL
31      31      AL2602  20250626  ...   19945      19885      AL
32      32      AL2603  20250626  ...   19935      19855      AL
33      33      AL2604  20250626  ...   19940      19890      AL
34      34      AL2605  20250626  ...   19935      19895      AL
35      35      AL2606  20250626  ...   19950      19895      AL
36      36      ZN2507  20250626  ...   22265      22125      ZN
37      37      ZN2508  20250626  ...   22155      21965      ZN
38      38      ZN2509  20250626  ...   22055      21870      ZN
39      39      ZN2510  20250626  ...   22000      21800      ZN
40      40      ZN2511  20250626  ...   21950      21740      ZN
41      41      ZN2512  20250626  ...   21905      21660      ZN
42      42      ZN2601  20250626  ...   21830      21585      ZN
43      43      ZN2602  20250626  ...   21795      21505      ZN
44      44      ZN2603  20250626  ...   21715      21485      ZN
45      45      ZN2604  20250626  ...   21630      21470      ZN
46      46      ZN2605  20250626  ...   21575      21455      ZN
47      47      ZN2606  20250626  ...   21625      21395      ZN
48      48      PB2507  20250626  ...   17185      17105      PB
49      49      PB2508  20250626  ...   17205      17120      PB
50      50      PB2509  20250626  ...   17215      17125      PB
51      51      PB2510  20250626  ...   17205      17110      PB
52      52      PB2511  20250626  ...   17180      17090      PB
53      53      PB2512  20250626  ...   17175      17100      PB
54      54      PB2601  20250626  ...   17175      17090      PB
55      55      PB2602  20250626  ...   17185      17110      PB
56      56      PB2603  20250626  ...   17175      17090      PB
57      57      PB2604  20250626  ...   17195      17140      PB
58      58      PB2605  20250626  ...   17155      16930      PB
59      59      PB2606  20250626  ...   17185      17105      PB
60      60      NI2507  20250626  ...  119540     117940      NI
61      61      NI2508  20250626  ...  119780     118080      NI
62      62      NI2509  20250626  ...  120030     118270      NI
63      63      NI2510  20250626  ...  120090     118430      NI
64      64      NI2511  20250626  ...  120320     118800      NI
65      65      NI2512  20250626  ...  120890     118940      NI
66      66      NI2601  20250626  ...  120790     119160      NI
67      67      NI2602  20250626  ...  120910     119150      NI
68      68      NI2603  20250626  ...  121070     119530      NI
69      69      NI2604  20250626  ...  121530     119690      NI
70      70      NI2605  20250626  ...  121700     120000      NI
71      71      NI2606  20250626  ...  121980     119750      NI
72      72      SN2507  20250626  ...  266610     262150      SN
73      73      SN2508  20250626  ...  266690     262240      SN
74      74      SN2509  20250626  ...  266570     262250      SN
75      75      SN2510  20250626  ...  266380     262160      SN
76      76      SN2511  20250626  ...  266380     262030      SN
77      77      SN2512  20250626  ...  266170     261760      SN
78      78      SN2601  20250626  ...  266410     262210      SN
79      79      SN2602  20250626  ...  266240     262600      SN
80      80      SN2603  20250626  ...  266410     263000      SN
81      81      SN2604  20250626  ...  266320     262830      SN
82      82      SN2605  20250626  ...  266480     261950      SN
83      83      SN2606  20250626  ...  265260     262250      SN
84      84      AO2507  20250626  ...    3028       3001      AO
85      85      AO2508  20250626  ...    2973       2942      AO
86      86      AO2509  20250626  ...    2935       2906      AO
87      87      AO2510  20250626  ...    2907       2879      AO
88      88      AO2511  20250626  ...    2899       2872      AO
89      89      AO2512  20250626  ...    2894       2864      AO
90      90      AO2601  20250626  ...    2883       2854      AO
91      91      AO2602  20250626  ...    2879       2847      AO
92      92      AO2603  20250626  ...    2868       2853      AO
93      93      AO2604  20250626  ...    2874       2853      AO
94      94      AO2605  20250626  ...    2869       2844      AO
95      95      AO2606  20250626  ...    2868       2841      AO
96      96      AD2511  20250626  ...   19690      19600      AD
97      97      AD2512  20250626  ...   19575      19495      AD
98      98      AD2601  20250626  ...   19465      19435      AD
99      99      AD2602  20250626  ...   19360      19315      AD
100    100      AD2603  20250626  ...   19310      19295      AD
101    101      AD2604  20250626  ...   19295      19265      AD
102    102      AD2605  20250626  ...   19300      19235      AD
103    103      AD2606  20250626  ...   19200      19200      AD
104    104      AU2507  20250626  ...  772.22     769.34      AU
105    105      AU2508  20250626  ...  773.16     769.98      AU
106    106      AU2509  20250626  ...  774.36     775.02      AU
107    107      AU2510  20250626  ...  775.18     771.82      AU
108    108      AU2512  20250626  ...     777     774.52      AU
109    109      AU2602  20250626  ...  779.46      777.5      AU
110    110      AU2604  20250626  ...  781.84     780.36      AU
111    111      AU2606  20250626  ...  783.32        782      AU
112    112      AG2507  20250626  ...    8742       8669      AG
113    113      AG2508  20250626  ...    8744       8649      AG
114    114      AG2509  20250626  ...    8756       8657      AG
115    115      AG2510  20250626  ...    8766       8670      AG
116    116      AG2511  20250626  ...    8782       8671      AG
117    117      AG2512  20250626  ...    8789       8690      AG
118    118      AG2601  20250626  ...    8806       8704      AG
119    119      AG2602  20250626  ...    8819       8717      AG
120    120      AG2603  20250626  ...    8825       8716      AG
121    121      AG2604  20250626  ...    8844       8728      AG
122    122      AG2605  20250626  ...    8853       8746      AG
123    123      AG2606  20250626  ...    8887       8766      AG
124    124      RB2507  20250626  ...    2985       2987      RB
125    125      RB2508  20250626  ...    2942       2941      RB
126    126      RB2509  20250626  ...    2937       2939      RB
127    127      RB2510  20250626  ...    2966       2970      RB
128    128      RB2511  20250626  ...    2970       2974      RB
129    129      RB2512  20250626  ...    2980       2980      RB
130    130      RB2601  20250626  ...    2971       2973      RB
131    131      RB2602  20250626  ...    2972       2978      RB
132    132      RB2603  20250626  ...    2971       2976      RB
133    133      RB2604  20250626  ...    2986       2985      RB
134    134      RB2605  20250626  ...    2973       2970      RB
135    135      RB2606  20250626  ...    2978       2975      RB
136    136      WR2507  20250626  ...    3338       3338      WR
137    137      WR2508  20250626  ...    3359       3359      WR
138    138      WR2509  20250626  ...    3241       3241      WR
139    139      WR2510  20250626  ...    3272       3273      WR
140    140      WR2511  20250626  ...    3361       3361      WR
141    141      WR2512  20250626  ...    3316       3316      WR
142    142      WR2601  20250626  ...    3327       3339      WR
143    143      WR2602  20250626  ...    3396       3396      WR
144    144      WR2603  20250626  ...    3387       3387      WR
145    145      WR2604  20250626  ...    3392       3392      WR
146    146      WR2605  20250626  ...    3369       3369      WR
147    147      WR2606  20250626  ...    3366       3379      WR
148    148      HC2507  20250626  ...    3126       3121      HC
149    149      HC2508  20250626  ...    3119       3119      HC
150    150      HC2509  20250626  ...    3103       3099      HC
151    151      HC2510  20250626  ...    3092       3091      HC
152    152      HC2511  20250626  ...    3091       3092      HC
153    153      HC2512  20250626  ...    3093       3100      HC
154    154      HC2601  20250626  ...    3092       3092      HC
155    155      HC2602  20250626  ...    3094       3103      HC
156    156      HC2603  20250626  ...    3103       3110      HC
157    157      HC2604  20250626  ...    3103       3106      HC
158    158      HC2605  20250626  ...    3087       3086      HC
159    159      HC2606  20250626  ...    3096       3096      HC
160    160      SS2507  20250626  ...   12570      12435      SS
161    161      SS2508  20250626  ...   12625      12490      SS
162    162      SS2509  20250626  ...   12570      12430      SS
163    163      SS2510  20250626  ...   12520      12360      SS
164    164      SS2511  20250626  ...   12520      12360      SS
165    165      SS2512  20250626  ...   12535      12375      SS
166    166      SS2601  20250626  ...   12555      12420      SS
167    167      SS2602  20250626  ...   12575      12475      SS
168    168      SS2603  20250626  ...   12615      12505      SS
169    169      SS2604  20250626  ...   12670      12520      SS
170    170      SS2605  20250626  ...   12685      12565      SS
171    171      SS2606  20250626  ...   12740      12615      SS
172    172      SC2507  20250626  ...   504.7      517.2      SC
173    173      SC2508  20250626  ...   505.4      508.7      SC
174    174      SC2509  20250626  ...   495.1      499.4      SC
175    175      SC2510  20250626  ...   489.4      493.3      SC
176    176      SC2511  20250626  ...   485.3      488.7      SC
177    177      SC2512  20250626  ...     482      485.4      SC
178    178      SC2601  20250626  ...   480.2      485.6      SC
179    179      SC2602  20250626  ...   479.6        481      SC
180    180      SC2603  20250626  ...   477.6      477.3      SC
181    181      SC2604  20250626  ...     479      474.2      SC
182    182      SC2605  20250626  ...   476.1      477.9      SC
183    183      SC2606  20250626  ...   475.7      476.9      SC
184    184      SC2609  20250626  ...   472.5      472.4      SC
185    185      SC2612  20250626  ...   470.6        475      SC
186    186      SC2703  20250626  ...   468.4        470      SC
187    187      SC2706  20250626  ...     474        478      SC
188    188      SC2709  20250626  ...   469.1      466.6      SC
189    189      SC2712  20250626  ...   465.8      467.7      SC
190    190      SC2803  20250626  ...   467.2      468.9      SC
191    191      SC2806  20250626  ...   465.6      468.1      SC
192    192      LU2507  20250626  ...    3774       3833      LU
193    193      LU2508  20250626  ...    3694       3686      LU
194    194      LU2509  20250626  ...    3623       3623      LU
195    195      LU2510  20250626  ...    3582       3584      LU
196    196      LU2511  20250626  ...    3553       3550      LU
197    197      LU2512  20250626  ...    3503       3517      LU
198    198      LU2601  20250626  ...    3497       3480      LU
199    199      LU2602  20250626  ...    3492       3458      LU
200    200      LU2603  20250626  ...    3458       3445      LU
201    201      LU2604  20250626  ...    3398       3386      LU
202    202      LU2605  20250626  ...    3428       3420      LU
203    203      LU2606  20250626  ...    3405       3405      LU
204    204      FU2507  20250626  ...    2967       2951      FU
205    205      FU2508  20250626  ...    2991       3011      FU
206    206      FU2509  20250626  ...    3004       3020      FU
207    207      FU2510  20250626  ...    2953       2971      FU
208    208      FU2511  20250626  ...    2911       2926      FU
209    209      FU2512  20250626  ...    2883       2901      FU
210    210      FU2601  20250626  ...    2856       2874      FU
211    211      FU2602  20250626  ...    2837       2854      FU
212    212      FU2603  20250626  ...    2826       2844      FU
213    213      FU2604  20250626  ...    2814       2829      FU
214    214      FU2605  20250626  ...    2802       2821      FU
215    215      FU2606  20250626  ...    2789       2808      FU
216    216      BU2507  20250626  ...    3569       3563      BU
217    217      BU2508  20250626  ...    3570       3567      BU
218    218      BU2509  20250626  ...    3562       3556      BU
219    219      BU2510  20250626  ...    3522       3516      BU
220    220      BU2511  20250626  ...    3466       3463      BU
221    221      BU2512  20250626  ...    3394       3393      BU
222    222      BU2601  20250626  ...    3361       3361      BU
223    223      BU2602  20250626  ...    3341       3345      BU
224    224      BU2603  20250626  ...    3320       3313      BU
225    225      BU2604  20250626  ...    3307       3300      BU
226    226      BU2605  20250626  ...    3304       3299      BU
227    227      BU2606  20250626  ...    3286       3272      BU
228    228      BU2609  20250626  ...    3295       3288      BU
229    229      BU2612  20250626  ...    3254       3252      BU
230    230      BU2703  20250626  ...    3243       3268      BU
231    231      BU2706  20250626  ...    3269       3259      BU
232    232      BR2507  20250626  ...   11225      11245      BR
233    233      BR2508  20250626  ...   11090      11065      BR
234    234      BR2509  20250626  ...   11020      10980      BR
235    235      BR2510  20250626  ...   10985      10935      BR
236    236      BR2511  20250626  ...   10930      10955      BR
237    237      BR2512  20250626  ...   10940      10955      BR
238    238      BR2601  20250626  ...   10925      10895      BR
239    239      BR2602  20250626  ...   10960      10895      BR
240    240      BR2603  20250626  ...   10925      10895      BR
241    241      BR2604  20250626  ...   10960      10885      BR
242    242      BR2605  20250626  ...   10945      10875      BR
243    243      BR2606  20250626  ...   10940      10945      BR
244    244      RU2507  20250626  ...   13835      13690      RU
245    245      RU2508  20250626  ...   13910      13720      RU
246    246      RU2509  20250626  ...   13885      13750      RU
247    247      RU2510  20250626  ...   13910      13765      RU
248    248      RU2511  20250626  ...   13920      13765      RU
249    249      RU2601  20250626  ...   14735      14605      RU
250    250      RU2603  20250626  ...   14705      14630      RU
251    251      RU2604  20250626  ...   14890      14615      RU
252    252      RU2605  20250626  ...   14765      14640      RU
253    253      RU2606  20250626  ...   14915      14915      RU
254    254      NR2507  20250626  ...   11935      11825      NR
255    255      NR2508  20250626  ...   11980      11840      NR
256    256      NR2509  20250626  ...   11975      11850      NR
257    257      NR2510  20250626  ...   11980      11850      NR
258    258      NR2511  20250626  ...   12040      11870      NR
259    259      NR2512  20250626  ...   12015      11890      NR
260    260      NR2601  20250626  ...   11990      11905      NR
261    261      NR2602  20250626  ...   12105      11920      NR
262    262      NR2603  20250626  ...   12135      11935      NR
263    263      NR2604  20250626  ...   12055      12070      NR
264    264      NR2605  20250626  ...   12210      11975      NR
265    265      NR2606  20250626  ...   12260      12025      NR
266    266      SP2507  20250626  ...    5062       5074      SP
267    267      SP2508  20250626  ...    5062       5086      SP
268    268      SP2509  20250626  ...    5070       5080      SP
269    269      SP2510  20250626  ...    5072       5088      SP
270    270      SP2511  20250626  ...    5058       5064      SP
271    271      SP2512  20250626  ...    5062       5070      SP
272    272      SP2601  20250626  ...    5284       5302      SP
273    273      SP2602  20250626  ...    5234       5252      SP
274    274      SP2603  20250626  ...    5236       5240      SP
275    275      SP2604  20250626  ...    5238       5248      SP
276    276      SP2605  20250626  ...    5236       5258      SP
277    277      SP2606  20250626  ...    5248       5274      SP
278    278      EC2506  20250626  ...  1885.8     1887.1      EC
279    279      EC2508  20250626  ...  1763.9     1738.3      EC
280    280      EC2510  20250626  ...  1314.5     1288.5      EC
281    281      EC2512  20250626  ...  1469.6     1430.2      EC
282    282      EC2602  20250626  ...    1296     1271.6      EC
283    283      EC2604  20250626  ...  1156.7       1131      EC
284    285  SC_TAS2508  20250626  ...                     SC_TAS
285    286  SC_TAS2509  20250626  ...                     SC_TAS
286    287  SC_TAS2510  20250626  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 18:26:18,110 - future_1d - INFO - ak.get_shfe_daily('2025-06-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250626  31225.0  ...  32035.0     31560.0       PS
1   PS2508  20250626  30745.0  ...  31425.0     30655.0       PS
2   PS2509  20250626  30220.0  ...  30900.0     30290.0       PS
3   PS2510  20250626  30245.0  ...  30725.0     30165.0       PS
4   PS2511  20250626  29980.0  ...  30505.0     29970.0       PS
5   PS2512  20250626  31960.0  ...  32480.0     31885.0       PS
6   PS2601  20250626  31750.0  ...  32225.0     31600.0       PS
7   PS2602  20250626  31660.0  ...  32070.0     31530.0       PS
8   PS2603  20250626  31760.0  ...  32020.0     31525.0       PS
9   PS2604  20250626  31700.0  ...  32060.0     31505.0       PS
10  PS2605  20250626  31600.0  ...  32020.0     31390.0       PS
11  PS2606  20250626  32525.0  ...  33625.0     32090.0       PS
13  SI2507  20250626   7575.0  ...   7730.0      7540.0       SI
14  SI2508  20250626   7555.0  ...   7720.0      7540.0       SI
15  SI2509  20250626   7600.0  ...   7720.0      7520.0       SI
16  SI2510  20250626   7575.0  ...   7670.0      7500.0       SI
17  SI2511  20250626   7550.0  ...   7660.0      7455.0       SI
18  SI2512  20250626   7785.0  ...   7890.0      7710.0       SI
19  SI2601  20250626   7760.0  ...   7835.0      7665.0       SI
20  SI2602  20250626   7775.0  ...   7815.0      7655.0       SI
21  SI2603  20250626   7690.0  ...   7795.0      7645.0       SI
22  SI2604  20250626   7735.0  ...   7780.0      7630.0       SI
23  SI2605  20250626   7690.0  ...   7765.0      7625.0       SI
24  SI2606  20250626   7675.0  ...   7780.0      7630.0       SI
27  LC2507  20250626  60580.0  ...  61380.0     61180.0       LC
28  LC2508  20250626  60660.0  ...  61460.0     61060.0       LC
29  LC2509  20250626  60680.0  ...  61260.0     60800.0       LC
30  LC2510  20250626  60820.0  ...  61220.0     60720.0       LC
31  LC2511  20250626  60700.0  ...  61100.0     60600.0       LC
32  LC2512  20250626  61060.0  ...  61400.0     60920.0       LC
33  LC2601  20250626  61200.0  ...  61440.0     61020.0       LC
34  LC2602  20250626  61060.0  ...  61400.0     60960.0       LC
35  LC2603  20250626  60920.0  ...  61440.0     60960.0       LC
36  LC2604  20250626  61500.0  ...  61960.0     61380.0       LC
37  LC2605  20250626  61460.0  ...  62060.0     61480.0       LC
38  LC2606  20250626  61580.0  ...  62060.0     61540.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:18,308 - future_1d - INFO - ak.get_gfex_daily('2025-06-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250626   4195.0  ...   4188.00     4208.00        A
1     a2509  20250626   4169.0  ...   4152.00     4186.00        A
2     a2511  20250626   4105.0  ...   4085.00     4114.00        A
3     a2601  20250626   4084.0  ...   4069.00     4094.00        A
4     a2603  20250626   4069.0  ...   4056.00     4080.00        A
5     a2605  20250626   4090.0  ...   4088.00     4113.00        A
6     b2507  20250626   3541.0  ...   3523.00     3549.00        B
7     b2508  20250626   3597.0  ...   3576.00     3614.00        B
8     b2509  20250626   3640.0  ...   3616.00     3661.00        B
9     b2510  20250626   3695.0  ...   3661.00     3702.00        B
10    b2511  20250626   3687.0  ...   3661.00     3705.00        B
11    b2512  20250626   3705.0  ...   3678.00     3709.00        B
12    b2601  20250626   3679.0  ...   3663.00     3694.00        B
13    b2602  20250626   3625.0  ...   3600.00     3642.00        B
14    b2603  20250626   3531.0  ...   3514.00     3545.00        B
15    b2604  20250626   3435.0  ...   3423.00     3445.00        B
16    b2605  20250626   3380.0  ...   3371.00     3393.00        B
17    b2606  20250626   3380.0  ...   3375.00     3392.00        B
18   bb2509  20250626    151.9  ...    152.75      153.15       BB
19   bb2511  20250626    152.0  ...    152.10      151.25       BB
20   bb2601  20250626      0.0  ...    169.30      168.40       BB
21   bb2603  20250626      0.0  ...    169.40      168.50       BB
22   bb2605  20250626      0.0  ...    169.40      168.50       BB
23    c2507  20250626   2356.0  ...   2355.00     2353.00        C
24    c2509  20250626   2377.0  ...   2379.00     2381.00        C
25    c2511  20250626   2311.0  ...   2318.00     2316.00        C
26    c2601  20250626   2270.0  ...   2273.00     2273.00        C
27    c2603  20250626   2268.0  ...   2266.00     2269.00        C
28    c2605  20250626   2300.0  ...   2298.00     2301.00        C
29   cs2507  20250626   2685.0  ...   2702.00     2687.00       CS
30   cs2509  20250626   2733.0  ...   2732.00     2737.00       CS
31   cs2511  20250626   2670.0  ...   2674.00     2674.00       CS
32   cs2601  20250626   2666.0  ...   2670.00     2670.00       CS
33   cs2603  20250626   2647.0  ...   2652.00     2653.00       CS
34   cs2605  20250626   2686.0  ...   2686.00     2688.00       CS
35   eb2507  20250626   7416.0  ...   7425.00     7365.00       EB
36   eb2508  20250626   7265.0  ...   7299.00     7248.00       EB
37   eb2509  20250626   7196.0  ...   7216.00     7172.00       EB
38   eb2510  20250626   7116.0  ...   7131.00     7105.00       EB
39   eb2511  20250626   7041.0  ...   7057.00     7043.00       EB
40   eb2512  20250626   7014.0  ...   7024.00     7017.00       EB
41   eb2601  20250626   7041.0  ...   7023.00     7002.00       EB
42   eb2602  20250626   7040.0  ...   7075.00     7000.00       EB
43   eb2603  20250626   7045.0  ...   7131.00     6997.00       EB
44   eb2604  20250626   7117.0  ...   7010.00     6987.00       EB
45   eb2605  20250626   7029.0  ...   7025.00     7001.00       EB
46   eb2606  20250626   6847.0  ...   6898.00     7001.00       EB
47   eg2507  20250626   4300.0  ...   4261.00     4272.00       EG
48   eg2508  20250626   4295.0  ...   4287.00     4304.00       EG
49   eg2509  20250626   4314.0  ...   4302.00     4319.00       EG
50   eg2510  20250626   4328.0  ...   4298.00     4317.00       EG
51   eg2511  20250626   4317.0  ...   4292.00     4311.00       EG
52   eg2512  20250626   4320.0  ...   4301.00     4317.00       EG
53   eg2601  20250626   4331.0  ...   4321.00     4331.00       EG
54   eg2602  20250626   4310.0  ...   4312.00     4336.00       EG
55   eg2603  20250626   4339.0  ...   4327.00     4339.00       EG
56   eg2604  20250626   4345.0  ...   4347.00     4348.00       EG
57   eg2605  20250626   4344.0  ...   4344.00     4337.00       EG
58   eg2606  20250626      0.0  ...   4337.00     4337.00       EG
59   fb2507  20250626      0.0  ...   1313.50     1313.50       FB
60   fb2508  20250626   1309.0  ...   1307.00     1304.50       FB
61   fb2509  20250626   1300.0  ...   1302.00     1300.50       FB
62   fb2510  20250626   1325.0  ...   1326.50     1324.00       FB
63   fb2511  20250626   1320.0  ...   1324.50     1320.50       FB
64   fb2512  20250626   1318.0  ...   1321.50     1319.50       FB
65   fb2601  20250626      0.0  ...   1309.00     1309.00       FB
66   fb2602  20250626      0.0  ...   1295.50     1295.50       FB
67   fb2603  20250626      0.0  ...   1313.50     1313.50       FB
68   fb2604  20250626      0.0  ...   1310.50     1310.50       FB
69   fb2605  20250626      0.0  ...   1292.50     1292.50       FB
70   fb2606  20250626      0.0  ...   1292.50     1292.50       FB
71    i2507  20250626    720.5  ...    720.50      719.50        I
72    i2508  20250626    711.0  ...    711.00      709.50        I
73    i2509  20250626    702.5  ...    702.50      701.00        I
74    i2510  20250626    696.5  ...    697.00      695.00        I
75    i2511  20250626    690.5  ...    691.00      688.50        I
76    i2512  20250626    684.0  ...    684.50      682.50        I
77    i2601  20250626    675.5  ...    677.00      674.50        I
78    i2602  20250626    674.0  ...    674.50      671.00        I
79    i2603  20250626    671.0  ...    673.00      669.00        I
80    i2604  20250626    667.5  ...    668.50      665.50        I
81    i2605  20250626    659.5  ...    660.00      658.50        I
82    i2606  20250626    654.5  ...    654.50      652.50        I
83    j2507  20250626   1322.5  ...   1322.50     1296.00        J
84    j2508  20250626   1351.5  ...   1355.00     1341.50        J
85    j2509  20250626   1387.0  ...   1386.50     1370.00        J
86    j2510  20250626   1405.5  ...   1405.00     1393.50        J
87    j2511  20250626   1417.0  ...   1419.00     1398.00        J
88    j2512  20250626   1423.5  ...   1425.50     1415.50        J
89    j2601  20250626   1427.0  ...   1425.00     1410.00        J
90    j2602  20250626   1427.5  ...   1430.50     1425.00        J
91    j2603  20250626   1429.5  ...   1433.00     1422.50        J
92    j2604  20250626      0.0  ...   1427.50     1417.50        J
93    j2605  20250626   1451.0  ...   1453.50     1440.50        J
94    j2606  20250626      0.0  ...   1444.00     1431.50        J
95   jd2507  20250626   2820.0  ...   2828.00     2847.00       JD
96   jd2508  20250626   3550.0  ...   3555.00     3565.00       JD
97   jd2509  20250626   3653.0  ...   3657.00     3654.00       JD
98   jd2510  20250626   3360.0  ...   3356.00     3365.00       JD
99   jd2511  20250626   3409.0  ...   3406.00     3419.00       JD
100  jd2512  20250626   3566.0  ...   3573.00     3569.00       JD
101  jd2601  20250626   3628.0  ...   3638.00     3619.00       JD
102  jd2602  20250626   3188.0  ...   3195.00     3187.00       JD
103  jd2603  20250626   3194.0  ...   3195.00     3190.00       JD
104  jd2604  20250626   3326.0  ...   3328.00     3321.00       JD
105  jd2605  20250626   3396.0  ...   3400.00     3396.00       JD
106  jd2606  20250626   3275.0  ...   3228.00     3396.00       JD
107  jm2507  20250626    792.5  ...    800.00      777.50       JM
108  jm2508  20250626    784.0  ...    788.00      774.50       JM
109  jm2509  20250626    804.0  ...    808.00      791.00       JM
110  jm2510  20250626    817.5  ...    820.50      805.50       JM
111  jm2511  20250626    828.0  ...    829.50      813.50       JM
112  jm2512  20250626    838.5  ...    840.50      823.50       JM
113  jm2601  20250626    845.0  ...    848.00      832.50       JM
114  jm2602  20250626    849.5  ...    852.00      841.00       JM
115  jm2603  20250626    858.0  ...    858.00      851.50       JM
116  jm2604  20250626    864.0  ...    864.50      857.50       JM
117  jm2605  20250626    873.5  ...    873.00      858.50       JM
118  jm2606  20250626    876.5  ...    886.50      869.00       JM
119   l2507  20250626   7327.0  ...   7349.00     7288.00        L
120   l2508  20250626   7254.0  ...   7296.00     7254.00        L
121   l2509  20250626   7261.0  ...   7289.00     7248.00        L
122   l2510  20250626   7232.0  ...   7252.00     7213.00        L
123   l2511  20250626   7229.0  ...   7250.00     7208.00        L
124   l2512  20250626   7227.0  ...   7245.00     7206.00        L
125   l2601  20250626   7219.0  ...   7245.00     7196.00        L
126   l2602  20250626   7212.0  ...   7212.00     7181.00        L
127   l2603  20250626      0.0  ...   7208.00     7172.00        L
128   l2604  20250626   7265.0  ...   7265.00     7193.00        L
129   l2605  20250626   7199.0  ...   7228.00     7175.00        L
130   l2606  20250626   7192.0  ...   7194.00     7185.00        L
131  lg2507  20250626    807.0  ...    816.00      806.50       LG
132  lg2509  20250626    799.0  ...    794.00      795.00       LG
133  lg2511  20250626    793.5  ...    790.50      794.00       LG
134  lg2601  20250626    794.5  ...    792.50      794.50       LG
135  lg2603  20250626    795.5  ...    795.00      794.00       LG
136  lg2605  20250626      0.0  ...    796.50      796.50       LG
137  lh2507  20250626  13620.0  ...  13630.00    13605.00       LH
138  lh2509  20250626  14010.0  ...  14025.00    13980.00       LH
139  lh2511  20250626  13470.0  ...  13470.00    13465.00       LH
140  lh2601  20250626  13560.0  ...  13560.00    13565.00       LH
141  lh2603  20250626  12780.0  ...  12775.00    12780.00       LH
142  lh2605  20250626  12995.0  ...  12975.00    12975.00       LH
143   m2507  20250626   2825.0  ...   2804.00     2851.00        M
144   m2508  20250626   2970.0  ...   2936.00     2991.00        M
145   m2509  20250626   2986.0  ...   2951.00     3009.00        M
146   m2511  20250626   3025.0  ...   2985.00     3043.00        M
147   m2512  20250626   3046.0  ...   3022.00     3060.00        M
148   m2601  20250626   3025.0  ...   2997.00     3045.00        M
149   m2603  20250626   2869.0  ...   2847.00     2881.00        M
150   m2605  20250626   2720.0  ...   2706.00     2729.00        M
151   p2507  20250626   8440.0  ...   8426.00     8440.00        P
152   p2508  20250626   8366.0  ...   8388.00     8366.00        P
153   p2509  20250626   8308.0  ...   8348.00     8324.00        P
154   p2510  20250626   8314.0  ...   8338.00     8300.00        P
155   p2511  20250626   8274.0  ...   8336.00     8298.00        P
156   p2512  20250626   8322.0  ...   8340.00     8300.00        P
157   p2601  20250626   8308.0  ...   8356.00     8322.00        P
158   p2602  20250626   8338.0  ...   8322.00     8296.00        P
159   p2603  20250626   8250.0  ...   8300.00     8256.00        P
160   p2604  20250626   8218.0  ...   8226.00     8244.00        P
161   p2605  20250626   8230.0  ...   8240.00     8212.00        P
162   p2606  20250626   8172.0  ...   8196.00     8186.00        P
163  pg2507  20250626   4237.0  ...   4265.00     4237.00       PG
164  pg2508  20250626   4225.0  ...   4253.00     4209.00       PG
165  pg2509  20250626   4139.0  ...   4148.00     4129.00       PG
166  pg2510  20250626   4515.0  ...   4514.00     4501.00       PG
167  pg2511  20250626   4423.0  ...   4423.00     4406.00       PG
168  pg2512  20250626   4341.0  ...   4344.00     4335.00       PG
169  pg2601  20250626   4247.0  ...   4267.00     4254.00       PG
170  pg2602  20250626   4170.0  ...   4191.00     4176.00       PG
171  pg2603  20250626   4066.0  ...   4079.00     4081.00       PG
172  pg2604  20250626   4372.0  ...   4376.00     4388.00       PG
173  pg2605  20250626   4280.0  ...   4283.00     4286.00       PG
174  pg2606  20250626      0.0  ...   4255.00     4286.00       PG
175  pp2507  20250626   7098.0  ...   7116.00     7098.00       PP
176  pp2508  20250626   7095.0  ...   7100.00     7081.00       PP
177  pp2509  20250626   7084.0  ...   7087.00     7070.00       PP
178  pp2510  20250626   7039.0  ...   7044.00     7033.00       PP
179  pp2511  20250626   7031.0  ...   7038.00     7028.00       PP
180  pp2512  20250626   7027.0  ...   7029.00     7024.00       PP
181  pp2601  20250626   7025.0  ...   7030.00     7016.00       PP
182  pp2602  20250626   6994.0  ...   6998.00     6993.00       PP
183  pp2603  20250626   6993.0  ...   6999.00     6988.00       PP
184  pp2604  20250626   7006.0  ...   7011.00     6991.00       PP
185  pp2605  20250626   7000.0  ...   7031.00     7000.00       PP
186  pp2606  20250626      0.0  ...   7079.00     7079.00       PP
187  rr2507  20250626   3636.0  ...   3593.00     3622.00       RR
188  rr2508  20250626   3576.0  ...   3587.00     3576.00       RR
189  rr2509  20250626   3589.0  ...   3596.00     3594.00       RR
190  rr2510  20250626   3586.0  ...   3590.00     3584.00       RR
191  rr2511  20250626   3588.0  ...   3589.00     3587.00       RR
192  rr2512  20250626   3598.0  ...   3601.00     3591.00       RR
193  rr2601  20250626   3595.0  ...   3604.00     3590.00       RR
194  rr2602  20250626   3605.0  ...   3605.00     3599.00       RR
195  rr2603  20250626   3600.0  ...   3600.00     3595.00       RR
196  rr2604  20250626      0.0  ...   3603.00     3603.00       RR
197  rr2605  20250626   3593.0  ...   3597.00     3596.00       RR
198  rr2606  20250626   3606.0  ...   3606.00     3606.00       RR
199   v2507  20250626   4782.0  ...   4794.00     4782.00        V
200   v2508  20250626   4827.0  ...   4829.00     4817.00        V
201   v2509  20250626   4853.0  ...   4863.00     4850.00        V
202   v2510  20250626   4886.0  ...   4886.00     4874.00        V
203   v2511  20250626   4906.0  ...   4902.00     4887.00        V
204   v2512  20250626   4922.0  ...   4920.00     4913.00        V
205   v2601  20250626   4944.0  ...   4938.00     4924.00        V
206   v2602  20250626   4967.0  ...   4955.00     4939.00        V
207   v2603  20250626   4973.0  ...   4965.00     4954.00        V
208   v2604  20250626   5072.0  ...   5045.00     5048.00        V
209   v2605  20250626   5080.0  ...   5073.00     5067.00        V
210   v2606  20250626   5096.0  ...   5087.00     5080.00        V
211   y2507  20250626   8076.0  ...   8104.00     8076.00        Y
212   y2508  20250626   8022.0  ...   8044.00     8020.00        Y
213   y2509  20250626   7956.0  ...   7982.00     7954.00        Y
214   y2511  20250626   7976.0  ...   7986.00     7962.00        Y
215   y2512  20250626   7982.0  ...   8012.00     7978.00        Y
216   y2601  20250626   7916.0  ...   7930.00     7906.00        Y
217   y2603  20250626   7776.0  ...   7778.00     7770.00        Y
218   y2605  20250626   7606.0  ...   7594.00     7614.00        Y

[219 rows x 12 columns]
2025-07-02 18:26:18,750 - future_1d - INFO - ak.get_dce_daily('2025-06-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250626     505  ...   504.7      517.2      SC
1       SC2508  20250626   506.7  ...   505.4      508.7      SC
2       SC2509  20250626     498  ...   495.1      499.4      SC
3       SC2510  20250626   491.5  ...   489.4      493.3      SC
4       SC2511  20250626   488.2  ...   485.3      488.7      SC
5       SC2512  20250626   485.1  ...     482      485.4      SC
6       SC2601  20250626   485.2  ...   480.2      485.6      SC
7       SC2602  20250626   480.3  ...   479.6        481      SC
8       SC2603  20250626   479.2  ...   477.6      477.3      SC
9       SC2604  20250626   477.1  ...     479      474.2      SC
10      SC2605  20250626   475.7  ...   476.1      477.9      SC
11      SC2606  20250626   484.3  ...   475.7      476.9      SC
12      SC2609  20250626   473.7  ...   472.5      472.4      SC
13      SC2612  20250626   470.7  ...   470.6        475      SC
14      SC2703  20250626     465  ...   468.4        470      SC
15      SC2706  20250626          ...     474        478      SC
16      SC2709  20250626     471  ...   469.1      466.6      SC
17      SC2712  20250626   465.8  ...   465.8      467.7      SC
18      SC2803  20250626   467.2  ...   467.2      468.9      SC
19      SC2806  20250626   465.1  ...   465.6      468.1      SC
21      LU2507  20250626    3832  ...    3774       3833      LU
22      LU2508  20250626    3697  ...    3694       3686      LU
23      LU2509  20250626    3624  ...    3623       3623      LU
24      LU2510  20250626    3596  ...    3582       3584      LU
25      LU2511  20250626    3558  ...    3553       3550      LU
26      LU2512  20250626    3515  ...    3503       3517      LU
27      LU2601  20250626    3492  ...    3497       3480      LU
28      LU2602  20250626    3492  ...    3492       3458      LU
29      LU2603  20250626    3466  ...    3458       3445      LU
30      LU2604  20250626          ...    3398       3386      LU
31      LU2605  20250626    3441  ...    3428       3420      LU
32      LU2606  20250626          ...    3405       3405      LU
34      NR2507  20250626   11775  ...   11935      11825      NR
35      NR2508  20250626   11810  ...   11980      11840      NR
36      NR2509  20250626   11870  ...   11975      11850      NR
37      NR2510  20250626   11835  ...   11980      11850      NR
38      NR2511  20250626   11835  ...   12040      11870      NR
39      NR2512  20250626   11890  ...   12015      11890      NR
40      NR2601  20250626   11875  ...   11990      11905      NR
41      NR2602  20250626   12090  ...   12105      11920      NR
42      NR2603  20250626   11930  ...   12135      11935      NR
43      NR2604  20250626   11945  ...   12055      12070      NR
44      NR2605  20250626   12210  ...   12210      11975      NR
45      NR2606  20250626          ...   12260      12025      NR
47      BC2507  20250626   70200  ...   70280      69940      BC
48      BC2508  20250626   70060  ...   70120      69740      BC
49      BC2509  20250626   69790  ...   69910      69620      BC
50      BC2510  20250626          ...   69820      69820      BC
51      BC2511  20250626          ...   69510      69510      BC
52      BC2512  20250626          ...   69450      69160      BC
53      BC2601  20250626   69570  ...   69570      69020      BC
54      BC2602  20250626          ...   69410      69410      BC
55      BC2603  20250626          ...   69290      69290      BC
56      BC2604  20250626          ...   69760      69760      BC
57      BC2605  20250626          ...   68610      68610      BC
58      BC2606  20250626          ...   68610      68610      BC
60      EC2506  20250626    1885  ...  1885.8     1887.1      EC
61      EC2508  20250626    1720  ...  1763.9     1738.3      EC
62      EC2510  20250626  1307.4  ...  1314.5     1288.5      EC
63      EC2512  20250626    1413  ...  1469.6     1430.2      EC
64      EC2602  20250626    1260  ...    1296     1271.6      EC
65      EC2604  20250626  1126.4  ...  1156.7       1131      EC
69  SC_TAS2508  20250626          ...                     SC_TAS
70  SC_TAS2509  20250626          ...                     SC_TAS
71  SC_TAS2510  20250626          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 18:26:18,814 - future_1d - INFO - ak.get_ine_daily('2025-06-26') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250626   7691.0   7749.0  ...   358350.16   7728.0      7677.0       AP
1    AP511  20250626   7577.0   7584.0  ...     1052.08   7569.0      7520.0       AP
2    AP512  20250626   7594.0   7598.0  ...      197.22   7586.0      7552.0       AP
3    AP601  20250626   7580.0   7635.0  ...    12498.15   7616.0      7572.0       AP
4    AP603  20250626   7648.0   7648.0  ...      335.76   7631.0      7599.0       AP
5    AP604  20250626   7693.0   7693.0  ...       38.42   7684.0      7647.0       AP
6    AP605  20250626   7736.0   7763.0  ...      123.90   7744.0      7695.0       AP
7    CF507  20250626  13435.0  13505.0  ...    16299.83  13465.0     13385.0       CF
8    CF509  20250626  13635.0  13730.0  ...  1315653.53  13685.0     13615.0       CF
9    CF511  20250626  13570.0  13635.0  ...   104440.74  13590.0     13530.0       CF
10   CF601  20250626  13615.0  13695.0  ...   278558.06  13660.0     13610.0       CF
11   CF603  20250626  13595.0  13660.0  ...     1655.79  13630.0     13575.0       CF
12   CF605  20250626  13600.0  13670.0  ...     5071.59  13635.0     13570.0       CF
13   CJ507  20250626   9550.0   9610.0  ...     1875.64   9545.0      9425.0       CJ
14   CJ509  20250626   9690.0   9780.0  ...  1152276.16   9690.0      9570.0       CJ
15   CJ512  20250626  10630.0  10685.0  ...    23381.16  10585.0     10450.0       CJ
16   CJ601  20250626  10725.0  10815.0  ...   602265.75  10705.0     10550.0       CJ
17   CJ603  20250626  10895.0  10920.0  ...     9277.66  10840.0     10650.0       CJ
18   CJ605  20250626  11045.0  11100.0  ...    35144.75  11005.0     10855.0       CJ
19   CY507  20250626  19970.0  20005.0  ...      978.40  19965.0     19850.0       CY
20   CY508  20250626      0.0      0.0  ...        0.00  19555.0     19555.0       CY
21   CY509  20250626  20000.0  20135.0  ...   103466.43  20080.0     19935.0       CY
22   CY510  20250626      0.0      0.0  ...        0.00  19700.0     19560.0       CY
23   CY511  20250626  19900.0  19900.0  ...       29.85  19900.0     19830.0       CY
24   CY512  20250626      0.0      0.0  ...        0.00  19785.0     19785.0       CY
25   CY601  20250626  20040.0  20070.0  ...       90.15  20035.0     19935.0       CY
26   CY602  20250626      0.0      0.0  ...        0.00  19505.0     19455.0       CY
27   CY603  20250626      0.0      0.0  ...        0.00  19970.0     19845.0       CY
28   CY604  20250626      0.0      0.0  ...        0.00  19410.0     19410.0       CY
29   CY605  20250626  20050.0  20050.0  ...       10.03  20050.0     20055.0       CY
30   CY606  20250626      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250626    960.0    962.0  ...     6940.97    951.0       959.0       FG
32   FG508  20250626   1026.0   1033.0  ...    29287.82   1024.0      1024.0       FG
33   FG509  20250626   1015.0   1023.0  ...  2253256.67   1014.0      1012.0       FG
34   FG510  20250626   1039.0   1047.0  ...    21507.53   1040.0      1037.0       FG
35   FG511  20250626   1029.0   1035.0  ...    33695.67   1028.0      1025.0       FG
36   FG512  20250626   1082.0   1087.0  ...     1287.12   1082.0      1076.0       FG
37   FG601  20250626   1065.0   1074.0  ...   136489.63   1068.0      1063.0       FG
38   FG602  20250626   1097.0   1105.0  ...      283.98   1101.0      1096.0       FG
39   FG603  20250626   1095.0   1100.0  ...      331.27   1097.0      1089.0       FG
40   FG604  20250626   1115.0   1126.0  ...      266.61   1120.0      1118.0       FG
41   FG605  20250626   1107.0   1116.0  ...     1941.76   1111.0      1103.0       FG
42   FG606  20250626   1129.0   1131.0  ...       83.34   1126.0      1117.0       FG
43   JR507  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250626      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250626      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250626   2437.0   2460.0  ...     1002.59   2439.0      2431.0       MA
54   MA508  20250626   2404.0   2446.0  ...    69225.07   2423.0      2405.0       MA
55   MA509  20250626   2384.0   2429.0  ...  3893299.10   2402.0      2388.0       MA
56   MA510  20250626   2396.0   2433.0  ...    39181.64   2407.0      2395.0       MA
57   MA511  20250626   2399.0   2435.0  ...    50267.84   2411.0      2398.0       MA
58   MA512  20250626   2416.0   2442.0  ...      220.50   2423.0      2418.0       MA
59   MA601  20250626   2410.0   2440.0  ...   253429.26   2424.0      2412.0       MA
60   MA602  20250626   2390.0   2405.0  ...       26.33   2394.0      2387.0       MA
61   MA603  20250626   2375.0   2417.0  ...       55.03   2393.0      2385.0       MA
62   MA604  20250626   2361.0   2390.0  ...       23.71   2371.0      2360.0       MA
63   MA605  20250626   2325.0   2342.0  ...     3679.70   2327.0      2323.0       MA
64   MA606  20250626   2345.0   2348.0  ...      145.25   2343.0      2338.0       MA
65   OI507  20250626   9576.0   9614.0  ...     6703.04   9576.0      9624.0       OI
66   OI509  20250626   9450.0   9492.0  ...  2847106.69   9458.0      9510.0       OI
67   OI511  20250626   9446.0   9468.0  ...    98790.05   9434.0      9485.0       OI
68   OI601  20250626   9378.0   9419.0  ...   206910.18   9382.0      9423.0       OI
69   OI603  20250626   9319.0   9367.0  ...     1687.56   9324.0      9368.0       OI
70   OI605  20250626   9217.0   9272.0  ...     2214.62   9228.0      9257.0       OI
71   PF507  20250626   6700.0   6712.0  ...     6898.76   6670.0      6686.0       PF
72   PF508  20250626   6588.0   6618.0  ...   411622.26   6576.0      6592.0       PF
73   PF509  20250626   6468.0   6496.0  ...   182260.93   6460.0      6476.0       PF
74   PF510  20250626   6486.0   6494.0  ...    46526.82   6460.0      6482.0       PF
75   PF511  20250626   6440.0   6444.0  ...    32487.49   6410.0      6438.0       PF
76   PF512  20250626   6386.0   6408.0  ...      973.01   6380.0      6408.0       PF
77   PF601  20250626   6424.0   6424.0  ...      868.94   6390.0      6420.0       PF
78   PF602  20250626   6422.0   6422.0  ...       28.76   6390.0      6412.0       PF
79   PF603  20250626   6386.0   6404.0  ...       19.16   6388.0      6414.0       PF
80   PF604  20250626   6388.0   6388.0  ...        3.19   6388.0      6418.0       PF
81   PF605  20250626   6384.0   6404.0  ...       15.98   6392.0      6420.0       PF
82   PF606  20250626      0.0      0.0  ...        0.00   6384.0      6412.0       PF
83   PK510  20250626   8238.0   8238.0  ...   241626.37   8180.0      8246.0       PK
84   PK511  20250626   8018.0   8018.0  ...    77791.61   7948.0      8020.0       PK
85   PK512  20250626   7968.0   7974.0  ...     1759.24   7960.0      8002.0       PK
86   PK601  20250626   7996.0   7996.0  ...     6963.14   7968.0      8010.0       PK
87   PK603  20250626   7976.0   7990.0  ...      223.24   7974.0      8010.0       PK
88   PK604  20250626   7982.0   7982.0  ...      398.50   7970.0      8006.0       PK
89   PK605  20250626   7990.0   7990.0  ...     1040.30   7972.0      8006.0       PK
90   PM507  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250626      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250626   6034.0   6054.0  ...     9747.83   6024.0      6044.0       PR
97   PR508  20250626   6026.0   6040.0  ...   104522.36   6006.0      6026.0       PR
98   PR509  20250626   5948.0   5968.0  ...   540214.73   5936.0      5954.0       PR
99   PR510  20250626   5912.0   5926.0  ...   223336.02   5894.0      5916.0       PR
100  PR511  20250626   5854.0   5876.0  ...     1423.34   5858.0      5860.0       PR
101  PR512  20250626   5846.0   5860.0  ...       78.95   5848.0      5850.0       PR
102  PR601  20250626   5844.0   5860.0  ...     3274.31   5838.0      5844.0       PR
103  PR602  20250626      0.0      0.0  ...        0.00   5876.0      5884.0       PR
104  PR603  20250626   5870.0   5870.0  ...        8.81   5870.0      5886.0       PR
105  PR604  20250626      0.0      0.0  ...        0.00   5876.0      5902.0       PR
106  PR605  20250626   5870.0   5870.0  ...       26.40   5868.0      5872.0       PR
107  PR606  20250626   5848.0   5848.0  ...        8.77   5848.0      5824.0       PR
108  PX507  20250626   6878.0   6904.0  ...     3550.03   6848.0      6952.0       PX
109  PX508  20250626   6856.0   6920.0  ...   158452.84   6802.0      6850.0       PX
110  PX509  20250626   6716.0   6748.0  ...   973999.17   6710.0      6752.0       PX
111  PX510  20250626   6648.0   6664.0  ...    68787.59   6626.0      6660.0       PX
112  PX511  20250626   6582.0   6620.0  ...   107568.07   6580.0      6604.0       PX
113  PX512  20250626      0.0      0.0  ...        0.00   6568.0      6574.0       PX
114  PX601  20250626   6528.0   6556.0  ...    64639.41   6512.0      6534.0       PX
115  PX602  20250626   6482.0   6482.0  ...        9.72   6482.0      6508.0       PX
116  PX603  20250626      0.0      0.0  ...        0.00   6502.0      6502.0       PX
117  PX604  20250626      0.0      0.0  ...        0.00   6482.0      6482.0       PX
118  PX605  20250626   6466.0   6506.0  ...       67.93   6470.0      6482.0       PX
119  PX606  20250626   6460.0   6460.0  ...        6.45   6454.0      6482.0       PX
120  RI507  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250626      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250626   2472.0   2472.0  ...    40815.02   2440.0      2514.0       RM
127  RM508  20250626   2596.0   2598.0  ...    25942.60   2556.0      2625.0       RM
128  RM509  20250626   2586.0   2588.0  ...  1746127.11   2548.0      2620.0       RM
129  RM511  20250626   2424.0   2437.0  ...    11924.38   2417.0      2448.0       RM
130  RM601  20250626   2327.0   2331.0  ...   259737.76   2308.0      2341.0       RM
131  RM603  20250626   2314.0   2314.0  ...    30450.00   2293.0      2326.0       RM
132  RM605  20250626   2344.0   2344.0  ...    25020.62   2327.0      2352.0       RM
133  RS507  20250626   4995.0   5000.0  ...      153.96   4967.0      4989.0       RS
134  RS508  20250626   5191.0   5191.0  ...       10.38   5191.0      5102.0       RS
135  RS509  20250626   5177.0   5230.0  ...      114.65   5211.0      5165.0       RS
136  RS511  20250626      0.0      0.0  ...        0.00   5260.0      5260.0       RS
137  SA507  20250626   1159.0   1165.0  ...     4257.47   1162.0      1152.0       SA
138  SA508  20250626   1170.0   1182.0  ...     9398.88   1177.0      1166.0       SA
139  SA509  20250626   1164.0   1180.0  ...  2590049.22   1172.0      1160.0       SA
140  SA510  20250626   1179.0   1191.0  ...     5382.62   1188.0      1177.0       SA
141  SA511  20250626   1178.0   1186.0  ...     3516.09   1181.0      1171.0       SA
142  SA512  20250626   1184.0   1195.0  ...     2136.56   1191.0      1179.0       SA
143  SA601  20250626   1160.0   1172.0  ...   376143.80   1166.0      1154.0       SA
144  SA602  20250626   1186.0   1197.0  ...     1030.00   1192.0      1180.0       SA
145  SA603  20250626   1182.0   1196.0  ...     1286.34   1189.0      1179.0       SA
146  SA604  20250626   1207.0   1217.0  ...      608.43   1212.0      1206.0       SA
147  SA605  20250626   1196.0   1208.0  ...     8130.60   1202.0      1197.0       SA
148  SA606  20250626   1210.0   1218.0  ...      189.45   1214.0      1206.0       SA
149  SF507  20250626   5544.0   5618.0  ...    20188.03   5550.0      5524.0       SF
150  SF508  20250626   5404.0   5442.0  ...    65039.75   5412.0      5368.0       SF
151  SF509  20250626   5366.0   5410.0  ...   532018.97   5380.0      5332.0       SF
152  SF510  20250626   5292.0   5324.0  ...    82720.57   5292.0      5238.0       SF
153  SF511  20250626   5392.0   5450.0  ...   117956.04   5416.0      5360.0       SF
154  SF512  20250626   5364.0   5396.0  ...       77.75   5362.0      5318.0       SF
155  SF601  20250626   5344.0   5368.0  ...     7088.96   5344.0      5290.0       SF
156  SF602  20250626   5266.0   5300.0  ...      321.90   5278.0      5212.0       SF
157  SF603  20250626   5390.0   5392.0  ...        8.08   5386.0      5352.0       SF
158  SF604  20250626   5376.0   5376.0  ...        5.37   5374.0      5336.0       SF
159  SF605  20250626   5358.0   5388.0  ...       83.11   5362.0      5332.0       SF
160  SF606  20250626   5294.0   5320.0  ...       23.84   5298.0      5244.0       SF
161  SH507  20250626   2345.0   2394.0  ...     7476.57   2380.0      2344.0       SH
162  SH508  20250626   2260.0   2296.0  ...   198267.41   2280.0      2255.0       SH
163  SH509  20250626   2276.0   2315.0  ...  2971881.55   2299.0      2272.0       SH
164  SH510  20250626   2316.0   2356.0  ...   215865.59   2340.0      2311.0       SH
165  SH511  20250626   2304.0   2343.0  ...   165376.03   2329.0      2303.0       SH
166  SH512  20250626   2319.0   2340.0  ...     3102.79   2329.0      2306.0       SH
167  SH601  20250626   2275.0   2302.0  ...    61503.47   2291.0      2269.0       SH
168  SH602  20250626   2308.0   2314.0  ...      297.24   2304.0      2290.0       SH
169  SH603  20250626   2314.0   2319.0  ...      291.32   2312.0      2299.0       SH
170  SH604  20250626   2354.0   2362.0  ...      134.09   2352.0      2341.0       SH
171  SH605  20250626   2341.0   2363.0  ...     2713.13   2349.0      2338.0       SH
172  SH606  20250626   2348.0   2371.0  ...      113.39   2362.0      2358.0       SH
173  SM507  20250626   5632.0   5690.0  ...     3817.10   5642.0      5600.0       SM
174  SM508  20250626   5652.0   5700.0  ...    67673.27   5658.0      5614.0       SM
175  SM509  20250626   5660.0   5704.0  ...   755129.86   5664.0      5622.0       SM
176  SM510  20250626   5590.0   5668.0  ...    32125.33   5628.0      5584.0       SM
177  SM511  20250626   5716.0   5750.0  ...    54438.87   5712.0      5674.0       SM
178  SM512  20250626   5702.0   5736.0  ...       51.39   5710.0      5656.0       SM
179  SM601  20250626   5678.0   5722.0  ...    29900.14   5694.0      5650.0       SM
180  SM602  20250626   5708.0   5726.0  ...      105.39   5698.0      5644.0       SM
181  SM603  20250626   5724.0   5730.0  ...       25.75   5722.0      5642.0       SM
182  SM604  20250626   5730.0   5732.0  ...       45.77   5722.0      5648.0       SM
183  SM605  20250626   5702.0   5734.0  ...      162.58   5704.0      5678.0       SM
184  SM606  20250626   5702.0   5714.0  ...       19.99   5710.0      5694.0       SM
185  SR507  20250626   5782.0   5802.0  ...     6635.80   5790.0      5747.0       SR
186  SR509  20250626   5760.0   5796.0  ...  1265557.21   5779.0      5727.0       SR
187  SR511  20250626   5633.0   5676.0  ...   111541.92   5656.0      5607.0       SR
188  SR601  20250626   5580.0   5608.0  ...   152174.70   5595.0      5561.0       SR
189  SR603  20250626   5563.0   5583.0  ...     1487.12   5570.0      5543.0       SR
190  SR605  20250626   5538.0   5563.0  ...     9271.23   5552.0      5512.0       SR
191  TA507  20250626   5012.0   5016.0  ...    18627.72   4974.0      5014.0       TA
192  TA508  20250626   4902.0   4918.0  ...    97327.93   4884.0      4912.0       TA
193  TA509  20250626   4774.0   4794.0  ...  2524428.88   4762.0      4780.0       TA
194  TA510  20250626   4676.0   4700.0  ...    61567.57   4676.0      4684.0       TA
195  TA511  20250626   4652.0   4660.0  ...    49187.93   4640.0      4648.0       TA
196  TA512  20250626   4614.0   4628.0  ...       62.20   4608.0      4622.0       TA
197  TA601  20250626   4600.0   4614.0  ...   409166.87   4588.0      4602.0       TA
198  TA602  20250626   4580.0   4612.0  ...       73.50   4594.0      4606.0       TA
199  TA603  20250626   4592.0   4610.0  ...       80.39   4594.0      4606.0       TA
200  TA604  20250626   4592.0   4612.0  ...       13.82   4606.0      4616.0       TA
201  TA605  20250626   4620.0   4624.0  ...     1401.92   4604.0      4616.0       TA
202  TA606  20250626   4602.0   4602.0  ...        4.60   4598.0      4614.0       TA
203  UR507  20250626   1781.0   1781.0  ...      150.66   1752.0      1748.0       UR
204  UR508  20250626   1753.0   1753.0  ...     1286.65   1739.0      1739.0       UR
205  UR509  20250626   1738.0   1741.0  ...  1853143.17   1720.0      1721.0       UR
206  UR510  20250626   1724.0   1724.0  ...     1252.20   1706.0      1711.0       UR
207  UR511  20250626   1719.0   1729.0  ...       92.49   1713.0      1718.0       UR
208  UR512  20250626   1705.0   1717.0  ...       13.63   1704.0      1715.0       UR
209  UR601  20250626   1693.0   1697.0  ...   104446.29   1683.0      1678.0       UR
210  UR602  20250626   1693.0   1693.0  ...     1204.91   1678.0      1678.0       UR
211  UR603  20250626   1706.0   1719.0  ...      102.28   1705.0      1711.0       UR
212  UR604  20250626   1699.0   1709.0  ...      149.52   1699.0      1708.0       UR
213  UR605  20250626   1705.0   1705.0  ...     4102.15   1692.0      1695.0       UR
214  UR606  20250626   1691.0   1692.0  ...       80.83   1684.0      1689.0       UR
215  WH507  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250626      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250626      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:19,155 - future_1d - INFO - ak.get_czce_daily('2025-06-26') done
2025-07-02 18:26:20,876 - future_1d - INFO - save future_daily 2025-06-26 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250627  5828.800  ...  5829.800    5813.400       IC
1   IC2508  20250627  5787.600  ...  5793.000    5774.000       IC
2   IC2509  20250627  5748.000  ...  5748.400    5731.800       IC
3   IC2512  20250627  5647.000  ...  5635.000    5618.800       IC
4   IF2507  20250627  3931.000  ...  3895.600    3923.000       IF
5   IF2508  20250627  3911.400  ...  3884.400    3910.600       IF
6   IF2509  20250627  3911.000  ...  3878.200    3905.600       IF
7   IF2512  20250627  3880.000  ...  3849.000    3874.200       IF
8   IH2507  20250627  2719.400  ...  2684.200    2715.200       IH
9   IH2508  20250627  2713.000  ...  2681.400    2710.800       IH
10  IH2509  20250627  2714.000  ...  2681.800    2711.800       IH
11  IH2512  20250627  2714.600  ...  2683.000    2712.200       IH
12  IM2507  20250627  6235.000  ...  6234.600    6218.000       IM
13  IM2508  20250627  6177.400  ...  6178.200    6163.800       IM
14  IM2509  20250627  6120.000  ...  6118.800    6104.800       IM
15  IM2512  20250627  5962.400  ...  5952.600    5941.600       IM
16   T2509  20250627   108.980  ...   109.070     108.950        T
17   T2512  20250627   109.020  ...   109.080     108.975        T
18   T2603  20250627   109.000  ...   109.065     108.950        T
19  TF2509  20250627   106.185  ...   106.265     106.160       TF
20  TF2512  20250627   106.260  ...   106.345     106.240       TF
21  TF2603  20250627   106.285  ...   106.375     106.265       TF
22  TL2509  20250627   120.840  ...   120.940     120.680       TL
23  TL2512  20250627   120.690  ...   120.800     120.530       TL
24  TL2603  20250627   120.560  ...   120.660     120.340       TL
25  TS2509  20250627   102.516  ...   102.546     102.508       TS
26  TS2512  20250627   102.650  ...   102.676     102.644       TS
27  TS2603  20250627   102.748  ...   102.776     102.736       TS

[28 rows x 12 columns]
2025-07-02 18:26:30,439 - future_1d - INFO - ak.get_cffex_daily('2025-06-27') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250627  ...   79890      78860      CU
1        1      CU2508  20250627  ...   79740      78740      CU
2        2      CU2509  20250627  ...   79590      78560      CU
3        3      CU2510  20250627  ...   79370      78380      CU
4        4      CU2511  20250627  ...   79190      78220      CU
5        5      CU2512  20250627  ...   78940      77950      CU
6        6      CU2601  20250627  ...   78750      77820      CU
7        7      CU2602  20250627  ...   78640      77640      CU
8        8      CU2603  20250627  ...   78480      77510      CU
9        9      CU2604  20250627  ...   78380      77440      CU
10      10      CU2605  20250627  ...   78320      77420      CU
11      11      CU2606  20250627  ...   78260      77380      CU
12      12      BC2507  20250627  ...   71170      70280      BC
13      13      BC2508  20250627  ...   71090      70120      BC
14      14      BC2509  20250627  ...   70850      69910      BC
15      15      BC2510  20250627  ...   70600      69820      BC
16      16      BC2511  20250627  ...   69510      69510      BC
17      17      BC2512  20250627  ...   69450      69450      BC
18      18      BC2601  20250627  ...   69570      69570      BC
19      19      BC2602  20250627  ...   69410      69410      BC
20      20      BC2603  20250627  ...   69290      69290      BC
21      21      BC2604  20250627  ...   69760      69760      BC
22      22      BC2605  20250627  ...   68610      68610      BC
23      23      BC2606  20250627  ...   68610      68610      BC
24      24      AL2507  20250627  ...   20740      20510      AL
25      25      AL2508  20250627  ...   20575      20380      AL
26      26      AL2509  20250627  ...   20485      20305      AL
27      27      AL2510  20250627  ...   20400      20210      AL
28      28      AL2511  20250627  ...   20275      20110      AL
29      29      AL2512  20250627  ...   20145      20000      AL
30      30      AL2601  20250627  ...   20090      19940      AL
31      31      AL2602  20250627  ...   20070      19945      AL
32      32      AL2603  20250627  ...   20055      19935      AL
33      33      AL2604  20250627  ...   20050      19940      AL
34      34      AL2605  20250627  ...   20070      19935      AL
35      35      AL2606  20250627  ...   20055      19950      AL
36      36      ZN2507  20250627  ...   22510      22265      ZN
37      37      ZN2508  20250627  ...   22425      22155      ZN
38      38      ZN2509  20250627  ...   22345      22055      ZN
39      39      ZN2510  20250627  ...   22285      22000      ZN
40      40      ZN2511  20250627  ...   22200      21950      ZN
41      41      ZN2512  20250627  ...   22110      21905      ZN
42      42      ZN2601  20250627  ...   22045      21830      ZN
43      43      ZN2602  20250627  ...   21985      21795      ZN
44      44      ZN2603  20250627  ...   21970      21715      ZN
45      45      ZN2604  20250627  ...   21965      21630      ZN
46      46      ZN2605  20250627  ...   21940      21575      ZN
47      47      ZN2606  20250627  ...   21885      21625      ZN
48      48      PB2507  20250627  ...   17155      17185      PB
49      49      PB2508  20250627  ...   17195      17205      PB
50      50      PB2509  20250627  ...   17210      17215      PB
51      51      PB2510  20250627  ...   17225      17205      PB
52      52      PB2511  20250627  ...   17205      17180      PB
53      53      PB2512  20250627  ...   17210      17175      PB
54      54      PB2601  20250627  ...   17195      17175      PB
55      55      PB2602  20250627  ...   17200      17185      PB
56      56      PB2603  20250627  ...   17225      17175      PB
57      57      PB2604  20250627  ...   17165      17195      PB
58      58      PB2605  20250627  ...   17155      17155      PB
59      59      PB2606  20250627  ...   17185      17185      PB
60      60      NI2507  20250627  ...  120500     119540      NI
61      61      NI2508  20250627  ...  120630     119780      NI
62      62      NI2509  20250627  ...  120740     120030      NI
63      63      NI2510  20250627  ...  120850     120090      NI
64      64      NI2511  20250627  ...  121070     120320      NI
65      65      NI2512  20250627  ...  121260     120890      NI
66      66      NI2601  20250627  ...  121460     120790      NI
67      67      NI2602  20250627  ...  121640     120910      NI
68      68      NI2603  20250627  ...  121870     121070      NI
69      69      NI2604  20250627  ...  122200     121530      NI
70      70      NI2605  20250627  ...  122300     121700      NI
71      71      NI2606  20250627  ...  122640     121980      NI
72      72      SN2507  20250627  ...  269490     266610      SN
73      73      SN2508  20250627  ...  269730     266690      SN
74      74      SN2509  20250627  ...  269500     266570      SN
75      75      SN2510  20250627  ...  269350     266380      SN
76      76      SN2511  20250627  ...  269020     266380      SN
77      77      SN2512  20250627  ...  267930     266170      SN
78      78      SN2601  20250627  ...  269060     266410      SN
79      79      SN2602  20250627  ...  269180     266240      SN
80      80      SN2603  20250627  ...  269160     266410      SN
81      81      SN2604  20250627  ...  268950     266320      SN
82      82      SN2605  20250627  ...  268090     266480      SN
83      83      SN2606  20250627  ...  267450     265260      SN
84      84      AO2507  20250627  ...    3075       3028      AO
85      85      AO2508  20250627  ...    3010       2973      AO
86      86      AO2509  20250627  ...    2978       2935      AO
87      87      AO2510  20250627  ...    2951       2907      AO
88      88      AO2511  20250627  ...    2942       2899      AO
89      89      AO2512  20250627  ...    2935       2894      AO
90      90      AO2601  20250627  ...    2924       2883      AO
91      91      AO2602  20250627  ...    2928       2879      AO
92      92      AO2603  20250627  ...    2906       2868      AO
93      93      AO2604  20250627  ...    2906       2874      AO
94      94      AO2605  20250627  ...    2909       2869      AO
95      95      AO2606  20250627  ...    2903       2868      AO
96      96      AD2511  20250627  ...   19805      19690      AD
97      97      AD2512  20250627  ...   19700      19575      AD
98      98      AD2601  20250627  ...   19610      19465      AD
99      99      AD2602  20250627  ...   19535      19360      AD
100    100      AD2603  20250627  ...   19435      19310      AD
101    101      AD2604  20250627  ...   19360      19295      AD
102    102      AD2605  20250627  ...   19425      19300      AD
103    103      AD2606  20250627  ...   19415      19200      AD
104    104      AU2507  20250627  ...  769.52     772.22      AU
105    105      AU2508  20250627  ...  770.14     773.16      AU
106    106      AU2509  20250627  ...  771.26     774.36      AU
107    107      AU2510  20250627  ...  772.44     775.18      AU
108    108      AU2512  20250627  ...  773.94        777      AU
109    109      AU2602  20250627  ...   775.9     779.46      AU
110    110      AU2604  20250627  ...  778.04     781.84      AU
111    111      AU2606  20250627  ...  779.02     783.32      AU
112    112      AG2507  20250627  ...    8799       8742      AG
113    113      AG2508  20250627  ...    8810       8744      AG
114    114      AG2509  20250627  ...    8820       8756      AG
115    115      AG2510  20250627  ...    8831       8766      AG
116    116      AG2511  20250627  ...    8838       8782      AG
117    117      AG2512  20250627  ...    8849       8789      AG
118    118      AG2601  20250627  ...    8861       8806      AG
119    119      AG2602  20250627  ...    8873       8819      AG
120    120      AG2603  20250627  ...    8884       8825      AG
121    121      AG2604  20250627  ...    8897       8844      AG
122    122      AG2605  20250627  ...    8910       8853      AG
123    123      AG2606  20250627  ...    8926       8887      AG
124    124      RB2507  20250627  ...    2994       2985      RB
125    125      RB2508  20250627  ...    2958       2942      RB
126    126      RB2509  20250627  ...    2958       2937      RB
127    127      RB2510  20250627  ...    2990       2966      RB
128    128      RB2511  20250627  ...    2996       2970      RB
129    129      RB2512  20250627  ...    3007       2980      RB
130    130      RB2601  20250627  ...    2997       2971      RB
131    131      RB2602  20250627  ...    2990       2972      RB
132    132      RB2603  20250627  ...    2991       2971      RB
133    133      RB2604  20250627  ...    3010       2986      RB
134    134      RB2605  20250627  ...    3001       2973      RB
135    135      RB2606  20250627  ...    2997       2978      RB
136    136      WR2507  20250627  ...    3338       3338      WR
137    137      WR2508  20250627  ...    3359       3359      WR
138    138      WR2509  20250627  ...    3241       3241      WR
139    139      WR2510  20250627  ...    3322       3272      WR
140    140      WR2511  20250627  ...    3361       3361      WR
141    141      WR2512  20250627  ...    3316       3316      WR
142    142      WR2601  20250627  ...    3330       3327      WR
143    143      WR2602  20250627  ...    3396       3396      WR
144    144      WR2603  20250627  ...    3387       3387      WR
145    145      WR2604  20250627  ...    3392       3392      WR
146    146      WR2605  20250627  ...    3369       3369      WR
147    147      WR2606  20250627  ...    3366       3366      WR
148    148      HC2507  20250627  ...    3143       3126      HC
149    149      HC2508  20250627  ...    3139       3119      HC
150    150      HC2509  20250627  ...    3128       3103      HC
151    151      HC2510  20250627  ...    3119       3092      HC
152    152      HC2511  20250627  ...    3122       3091      HC
153    153      HC2512  20250627  ...    3134       3093      HC
154    154      HC2601  20250627  ...    3121       3092      HC
155    155      HC2602  20250627  ...    3130       3094      HC
156    156      HC2603  20250627  ...    3135       3103      HC
157    157      HC2604  20250627  ...    3136       3103      HC
158    158      HC2605  20250627  ...    3122       3087      HC
159    159      HC2606  20250627  ...    3129       3096      HC
160    160      SS2507  20250627  ...   12530      12570      SS
161    161      SS2508  20250627  ...   12590      12625      SS
162    162      SS2509  20250627  ...   12555      12570      SS
163    163      SS2510  20250627  ...   12515      12520      SS
164    164      SS2511  20250627  ...   12515      12520      SS
165    165      SS2512  20250627  ...   12530      12535      SS
166    166      SS2601  20250627  ...   12570      12555      SS
167    167      SS2602  20250627  ...   12620      12575      SS
168    168      SS2603  20250627  ...   12670      12615      SS
169    169      SS2604  20250627  ...   12665      12670      SS
170    170      SS2605  20250627  ...   12705      12685      SS
171    171      SS2606  20250627  ...   12720      12740      SS
172    172      SC2507  20250627  ...   496.6      504.7      SC
173    173      SC2508  20250627  ...   502.2      505.4      SC
174    174      SC2509  20250627  ...   492.7      495.1      SC
175    175      SC2510  20250627  ...   487.6      489.4      SC
176    176      SC2511  20250627  ...   485.8      485.3      SC
177    177      SC2512  20250627  ...   483.3        482      SC
178    178      SC2601  20250627  ...   481.8      480.2      SC
179    179      SC2602  20250627  ...   480.4      479.6      SC
180    180      SC2603  20250627  ...   478.5      477.6      SC
181    181      SC2604  20250627  ...   477.2        479      SC
182    182      SC2605  20250627  ...   476.5      476.1      SC
183    183      SC2606  20250627  ...   474.3      475.7      SC
184    184      SC2609  20250627  ...   472.5      472.5      SC
185    185      SC2612  20250627  ...   470.6      470.6      SC
186    186      SC2703  20250627  ...   468.4      468.4      SC
187    187      SC2706  20250627  ...     474        474      SC
188    188      SC2709  20250627  ...   465.7      469.1      SC
189    189      SC2712  20250627  ...   465.8      465.8      SC
190    190      SC2803  20250627  ...   466.5      467.2      SC
191    191      SC2806  20250627  ...   465.6      465.6      SC
192    192      LU2507  20250627  ...    3557       3774      LU
193    193      LU2508  20250627  ...    3655       3694      LU
194    194      LU2509  20250627  ...    3603       3623      LU
195    195      LU2510  20250627  ...    3568       3582      LU
196    196      LU2511  20250627  ...    3539       3553      LU
197    197      LU2512  20250627  ...    3504       3503      LU
198    198      LU2601  20250627  ...    3509       3497      LU
199    199      LU2602  20250627  ...    3476       3492      LU
200    200      LU2603  20250627  ...    3449       3458      LU
201    201      LU2604  20250627  ...    3439       3398      LU
202    202      LU2605  20250627  ...    3419       3428      LU
203    203      LU2606  20250627  ...    3418       3405      LU
204    204      FU2507  20250627  ...    2930       2967      FU
205    205      FU2508  20250627  ...    2989       2991      FU
206    206      FU2509  20250627  ...    3005       3004      FU
207    207      FU2510  20250627  ...    2954       2953      FU
208    208      FU2511  20250627  ...    2910       2911      FU
209    209      FU2512  20250627  ...    2884       2883      FU
210    210      FU2601  20250627  ...    2858       2856      FU
211    211      FU2602  20250627  ...    2838       2837      FU
212    212      FU2603  20250627  ...    2831       2826      FU
213    213      FU2604  20250627  ...    2818       2814      FU
214    214      FU2605  20250627  ...    2807       2802      FU
215    215      FU2606  20250627  ...    2795       2789      FU
216    216      BU2507  20250627  ...    3571       3569      BU
217    217      BU2508  20250627  ...    3569       3570      BU
218    218      BU2509  20250627  ...    3559       3562      BU
219    219      BU2510  20250627  ...    3522       3522      BU
220    220      BU2511  20250627  ...    3466       3466      BU
221    221      BU2512  20250627  ...    3390       3394      BU
222    222      BU2601  20250627  ...    3350       3361      BU
223    223      BU2602  20250627  ...    3341       3341      BU
224    224      BU2603  20250627  ...    3327       3320      BU
225    225      BU2604  20250627  ...    3306       3307      BU
226    226      BU2605  20250627  ...    3295       3304      BU
227    227      BU2606  20250627  ...    3275       3286      BU
228    228      BU2609  20250627  ...    3277       3295      BU
229    229      BU2612  20250627  ...    3250       3254      BU
230    230      BU2703  20250627  ...    3247       3243      BU
231    231      BU2706  20250627  ...    3250       3269      BU
232    232      BR2507  20250627  ...   11305      11225      BR
233    233      BR2508  20250627  ...   11210      11090      BR
234    234      BR2509  20250627  ...   11120      11020      BR
235    235      BR2510  20250627  ...   11085      10985      BR
236    236      BR2511  20250627  ...   11075      10930      BR
237    237      BR2512  20250627  ...   11055      10940      BR
238    238      BR2601  20250627  ...   11000      10925      BR
239    239      BR2602  20250627  ...   11030      10960      BR
240    240      BR2603  20250627  ...   11025      10925      BR
241    241      BR2604  20250627  ...   10995      10960      BR
242    242      BR2605  20250627  ...   11015      10945      BR
243    243      BR2606  20250627  ...   11040      10940      BR
244    244      RU2507  20250627  ...   13965      13835      RU
245    245      RU2508  20250627  ...   14020      13910      RU
246    246      RU2509  20250627  ...   14045      13885      RU
247    247      RU2510  20250627  ...   14080      13910      RU
248    248      RU2511  20250627  ...   14050      13920      RU
249    249      RU2601  20250627  ...   14885      14735      RU
250    250      RU2603  20250627  ...   14885      14705      RU
251    251      RU2604  20250627  ...   14915      14890      RU
252    252      RU2605  20250627  ...   14925      14765      RU
253    253      RU2606  20250627  ...   14915      14915      RU
254    254      NR2507  20250627  ...   12135      11935      NR
255    255      NR2508  20250627  ...   12180      11980      NR
256    256      NR2509  20250627  ...   12130      11975      NR
257    257      NR2510  20250627  ...   12120      11980      NR
258    258      NR2511  20250627  ...   12130      12040      NR
259    259      NR2512  20250627  ...   12125      12015      NR
260    260      NR2601  20250627  ...   12135      11990      NR
261    261      NR2602  20250627  ...   12160      12105      NR
262    262      NR2603  20250627  ...   12210      12135      NR
263    263      NR2604  20250627  ...   12055      12055      NR
264    264      NR2605  20250627  ...   12300      12210      NR
265    265      NR2606  20250627  ...   12260      12260      NR
266    266      SP2507  20250627  ...    5082       5062      SP
267    267      SP2508  20250627  ...    5088       5062      SP
268    268      SP2509  20250627  ...    5088       5070      SP
269    269      SP2510  20250627  ...    5080       5072      SP
270    270      SP2511  20250627  ...    5068       5058      SP
271    271      SP2512  20250627  ...    5070       5062      SP
272    272      SP2601  20250627  ...    5296       5284      SP
273    273      SP2602  20250627  ...    5234       5234      SP
274    274      SP2603  20250627  ...    5226       5236      SP
275    275      SP2604  20250627  ...    5230       5238      SP
276    276      SP2605  20250627  ...    5234       5236      SP
277    277      SP2606  20250627  ...    5214       5248      SP
278    278      EC2506  20250627  ...  1886.6     1885.8      EC
279    279      EC2508  20250627  ...  1795.9     1763.9      EC
280    280      EC2510  20250627  ...  1334.8     1314.5      EC
281    281      EC2512  20250627  ...  1491.1     1469.6      EC
282    282      EC2602  20250627  ...  1320.4       1296      EC
283    283      EC2604  20250627  ...  1168.3     1156.7      EC
284    285  SC_TAS2508  20250627  ...                     SC_TAS
285    286  SC_TAS2509  20250627  ...                     SC_TAS
286    287  SC_TAS2510  20250627  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 18:26:30,548 - future_1d - INFO - ak.get_shfe_daily('2025-06-27') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250627  32600.0  ...  32500.0     32035.0       PS
1   PS2508  20250627  32000.0  ...  32075.0     31425.0       PS
2   PS2509  20250627  31320.0  ...  31520.0     30900.0       PS
3   PS2510  20250627  31190.0  ...  31575.0     30725.0       PS
4   PS2511  20250627  31200.0  ...  31300.0     30505.0       PS
5   PS2512  20250627  32665.0  ...  33145.0     32480.0       PS
6   PS2601  20250627  32655.0  ...  32920.0     32225.0       PS
7   PS2602  20250627  32950.0  ...  32555.0     32070.0       PS
8   PS2603  20250627  32865.0  ...  32895.0     32020.0       PS
9   PS2604  20250627  32875.0  ...  32725.0     32060.0       PS
10  PS2605  20250627  32340.0  ...  32545.0     32020.0       PS
11  PS2606  20250627  34460.0  ...  34115.0     33625.0       PS
13  SI2507  20250627   7760.0  ...   7830.0      7730.0       SI
14  SI2508  20250627   7840.0  ...   7810.0      7720.0       SI
15  SI2509  20250627   7780.0  ...   7830.0      7720.0       SI
16  SI2510  20250627   7800.0  ...   7755.0      7670.0       SI
17  SI2511  20250627   7750.0  ...   7770.0      7660.0       SI
18  SI2512  20250627   7980.0  ...   8010.0      7890.0       SI
19  SI2601  20250627   7865.0  ...   7950.0      7835.0       SI
20  SI2602  20250627   7885.0  ...   7955.0      7815.0       SI
21  SI2603  20250627   7860.0  ...   7935.0      7795.0       SI
22  SI2604  20250627   7885.0  ...   7910.0      7780.0       SI
23  SI2605  20250627   7865.0  ...   7910.0      7765.0       SI
24  SI2606  20250627   7880.0  ...   7895.0      7780.0       SI
27  LC2507  20250627  62380.0  ...  62620.0     61380.0       LC
28  LC2508  20250627  62240.0  ...  62820.0     61460.0       LC
29  LC2509  20250627  62000.0  ...  62740.0     61260.0       LC
30  LC2510  20250627  61960.0  ...  62640.0     61220.0       LC
31  LC2511  20250627  61980.0  ...  62460.0     61100.0       LC
32  LC2512  20250627  61840.0  ...  62840.0     61400.0       LC
33  LC2601  20250627  61960.0  ...  62940.0     61440.0       LC
34  LC2602  20250627  61980.0  ...  62900.0     61400.0       LC
35  LC2603  20250627  62000.0  ...  62880.0     61440.0       LC
36  LC2604  20250627  62800.0  ...  63480.0     61960.0       LC
37  LC2605  20250627  62860.0  ...  63600.0     62060.0       LC
38  LC2606  20250627  62900.0  ...  63780.0     62060.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:30,747 - future_1d - INFO - ak.get_gfex_daily('2025-06-27') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250627   4190.00  ...   4196.00     4188.00        A
1     a2509  20250627   4154.00  ...   4144.00     4152.00        A
2     a2511  20250627   4088.00  ...   4075.00     4085.00        A
3     a2601  20250627   4072.00  ...   4059.00     4069.00        A
4     a2603  20250627   4056.00  ...   4046.00     4056.00        A
5     a2605  20250627   4086.00  ...   4078.00     4088.00        A
6     b2507  20250627   3523.00  ...   3524.00     3523.00        B
7     b2508  20250627   3570.00  ...   3567.00     3576.00        B
8     b2509  20250627   3602.00  ...   3601.00     3616.00        B
9     b2510  20250627   3660.00  ...   3652.00     3661.00        B
10    b2511  20250627   3659.00  ...   3654.00     3661.00        B
11    b2512  20250627   3668.00  ...   3663.00     3678.00        B
12    b2601  20250627   3653.00  ...   3651.00     3663.00        B
13    b2602  20250627   3605.00  ...   3606.00     3600.00        B
14    b2603  20250627   3513.00  ...   3513.00     3514.00        B
15    b2604  20250627   3419.00  ...   3419.00     3423.00        B
16    b2605  20250627   3377.00  ...   3373.00     3371.00        B
17    b2606  20250627   3378.00  ...   3375.00     3375.00        B
18   bb2509  20250627    152.55  ...    152.40      152.75       BB
19   bb2511  20250627    152.00  ...    151.75      152.10       BB
20   bb2601  20250627      0.00  ...    168.95      169.30       BB
21   bb2603  20250627      0.00  ...    169.05      169.40       BB
22   bb2605  20250627      0.00  ...    169.05      169.40       BB
23    c2507  20250627   2355.00  ...   2356.00     2355.00        C
24    c2509  20250627   2379.00  ...   2378.00     2379.00        C
25    c2511  20250627   2316.00  ...   2319.00     2318.00        C
26    c2601  20250627   2274.00  ...   2272.00     2273.00        C
27    c2603  20250627   2264.00  ...   2266.00     2266.00        C
28    c2605  20250627   2295.00  ...   2298.00     2298.00        C
29   cs2507  20250627   2709.00  ...   2727.00     2702.00       CS
30   cs2509  20250627   2730.00  ...   2733.00     2732.00       CS
31   cs2511  20250627   2676.00  ...   2674.00     2674.00       CS
32   cs2601  20250627   2673.00  ...   2670.00     2670.00       CS
33   cs2603  20250627   2654.00  ...   2650.00     2652.00       CS
34   cs2605  20250627   2687.00  ...   2685.00     2686.00       CS
35   eb2507  20250627   7454.00  ...   7448.00     7425.00       EB
36   eb2508  20250627   7316.00  ...   7312.00     7299.00       EB
37   eb2509  20250627   7200.00  ...   7227.00     7216.00       EB
38   eb2510  20250627   7124.00  ...   7142.00     7131.00       EB
39   eb2511  20250627   7057.00  ...   7066.00     7057.00       EB
40   eb2512  20250627   7048.00  ...   7036.00     7024.00       EB
41   eb2601  20250627   7092.00  ...   7031.00     7023.00       EB
42   eb2602  20250627   7101.00  ...   7072.00     7075.00       EB
43   eb2603  20250627   7066.00  ...   7078.00     7131.00       EB
44   eb2604  20250627   7048.00  ...   7037.00     7010.00       EB
45   eb2605  20250627   7045.00  ...   7046.00     7025.00       EB
46   eb2606  20250627      0.00  ...   6900.00     6898.00       EB
47   eg2507  20250627   4245.00  ...   4233.00     4261.00       EG
48   eg2508  20250627   4279.00  ...   4262.00     4287.00       EG
49   eg2509  20250627   4290.00  ...   4279.00     4302.00       EG
50   eg2510  20250627   4303.00  ...   4280.00     4298.00       EG
51   eg2511  20250627   4305.00  ...   4299.00     4292.00       EG
52   eg2512  20250627   4318.00  ...   4306.00     4301.00       EG
53   eg2601  20250627   4318.00  ...   4319.00     4321.00       EG
54   eg2602  20250627   4323.00  ...   4310.00     4312.00       EG
55   eg2603  20250627   4325.00  ...   4325.00     4327.00       EG
56   eg2604  20250627      0.00  ...   4347.00     4347.00       EG
57   eg2605  20250627   4314.00  ...   4319.00     4344.00       EG
58   eg2606  20250627      0.00  ...   4337.00     4337.00       EG
59   fb2507  20250627      0.00  ...   1313.50     1313.50       FB
60   fb2508  20250627   1303.50  ...   1305.50     1307.00       FB
61   fb2509  20250627   1300.00  ...   1301.50     1302.00       FB
62   fb2510  20250627   1326.00  ...   1326.50     1326.50       FB
63   fb2511  20250627   1322.50  ...   1324.50     1324.50       FB
64   fb2512  20250627   1321.00  ...   1323.50     1321.50       FB
65   fb2601  20250627      0.00  ...   1309.00     1309.00       FB
66   fb2602  20250627      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250627      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250627      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250627      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250627      0.00  ...   1292.50     1292.50       FB
71    i2507  20250627    723.50  ...    724.50      720.50        I
72    i2508  20250627    718.00  ...    723.00      711.00        I
73    i2509  20250627    707.00  ...    714.00      702.50        I
74    i2510  20250627    700.00  ...    708.00      697.00        I
75    i2511  20250627    695.50  ...    703.50      691.00        I
76    i2512  20250627    689.50  ...    696.50      684.50        I
77    i2601  20250627    681.00  ...    688.00      677.00        I
78    i2602  20250627    677.50  ...    685.00      674.50        I
79    i2603  20250627    674.00  ...    681.00      673.00        I
80    i2604  20250627    672.00  ...    677.50      668.50        I
81    i2605  20250627    663.50  ...    669.50      660.00        I
82    i2606  20250627    658.50  ...    665.00      654.50        I
83    j2507  20250627      0.00  ...   1339.00     1322.50        J
84    j2508  20250627   1361.50  ...   1377.50     1355.00        J
85    j2509  20250627   1389.00  ...   1410.50     1386.50        J
86    j2510  20250627   1421.00  ...   1421.00     1405.00        J
87    j2511  20250627   1441.50  ...   1441.50     1419.00        J
88    j2512  20250627   1438.50  ...   1444.00     1425.50        J
89    j2601  20250627   1435.00  ...   1451.00     1425.00        J
90    j2602  20250627      0.00  ...   1456.50     1430.50        J
91    j2603  20250627   1469.50  ...   1470.00     1433.00        J
92    j2604  20250627      0.00  ...   1464.00     1427.50        J
93    j2605  20250627   1479.50  ...   1484.00     1453.50        J
94    j2606  20250627      0.00  ...   1474.00     1444.00        J
95   jd2507  20250627   2815.00  ...   2810.00     2828.00       JD
96   jd2508  20250627   3544.00  ...   3542.00     3555.00       JD
97   jd2509  20250627   3656.00  ...   3664.00     3657.00       JD
98   jd2510  20250627   3356.00  ...   3371.00     3356.00       JD
99   jd2511  20250627   3403.00  ...   3401.00     3406.00       JD
100  jd2512  20250627   3575.00  ...   3579.00     3573.00       JD
101  jd2601  20250627   3640.00  ...   3639.00     3638.00       JD
102  jd2602  20250627   3198.00  ...   3196.00     3195.00       JD
103  jd2603  20250627   3198.00  ...   3194.00     3195.00       JD
104  jd2604  20250627   3328.00  ...   3327.00     3328.00       JD
105  jd2605  20250627   3405.00  ...   3401.00     3400.00       JD
106  jd2606  20250627   3232.00  ...   3236.00     3228.00       JD
107  jm2507  20250627    801.00  ...    810.50      800.00       JM
108  jm2508  20250627    798.00  ...    809.00      788.00       JM
109  jm2509  20250627    821.00  ...    834.00      808.00       JM
110  jm2510  20250627    830.50  ...    844.50      820.50       JM
111  jm2511  20250627    840.50  ...    854.00      829.50       JM
112  jm2512  20250627    854.50  ...    866.00      840.50       JM
113  jm2601  20250627    856.00  ...    875.00      848.00       JM
114  jm2602  20250627    870.50  ...    879.00      852.00       JM
115  jm2603  20250627    875.00  ...    883.00      858.00       JM
116  jm2604  20250627    882.00  ...    895.00      864.50       JM
117  jm2605  20250627    885.00  ...    899.00      873.00       JM
118  jm2606  20250627    900.00  ...    909.50      886.50       JM
119   l2507  20250627   7345.00  ...   7344.00     7349.00        L
120   l2508  20250627   7296.00  ...   7321.00     7296.00        L
121   l2509  20250627   7300.00  ...   7308.00     7289.00        L
122   l2510  20250627   7259.00  ...   7271.00     7252.00        L
123   l2511  20250627   7257.00  ...   7260.00     7250.00        L
124   l2512  20250627   7252.00  ...   7259.00     7245.00        L
125   l2601  20250627   7243.00  ...   7251.00     7245.00        L
126   l2602  20250627   7225.00  ...   7228.00     7212.00        L
127   l2603  20250627      0.00  ...   7208.00     7208.00        L
128   l2604  20250627      0.00  ...   7265.00     7265.00        L
129   l2605  20250627   7227.00  ...   7231.00     7228.00        L
130   l2606  20250627   7240.00  ...   7229.00     7194.00        L
131  lg2507  20250627    820.00  ...    818.00      816.00       LG
132  lg2509  20250627    795.00  ...    789.00      794.00       LG
133  lg2511  20250627    790.50  ...    784.50      790.50       LG
134  lg2601  20250627    793.00  ...    786.50      792.50       LG
135  lg2603  20250627    797.00  ...    787.00      795.00       LG
136  lg2605  20250627    790.00  ...    788.50      796.50       LG
137  lh2507  20250627  13655.00  ...  13625.00    13630.00       LH
138  lh2509  20250627  14050.00  ...  13990.00    14025.00       LH
139  lh2511  20250627  13500.00  ...  13445.00    13470.00       LH
140  lh2601  20250627  13575.00  ...  13550.00    13560.00       LH
141  lh2603  20250627  12785.00  ...  12795.00    12775.00       LH
142  lh2605  20250627  12995.00  ...  12980.00    12975.00       LH
143   m2507  20250627   2804.00  ...   2809.00     2804.00        M
144   m2508  20250627   2925.00  ...   2923.00     2936.00        M
145   m2509  20250627   2940.00  ...   2938.00     2951.00        M
146   m2511  20250627   2973.00  ...   2975.00     2985.00        M
147   m2512  20250627   3011.00  ...   3005.00     3022.00        M
148   m2601  20250627   2987.00  ...   2982.00     2997.00        M
149   m2603  20250627   2846.00  ...   2843.00     2847.00        M
150   m2605  20250627   2710.00  ...   2706.00     2706.00        M
151   p2507  20250627   8454.00  ...   8424.00     8426.00        P
152   p2508  20250627   8400.00  ...   8410.00     8388.00        P
153   p2509  20250627   8382.00  ...   8366.00     8348.00        P
154   p2510  20250627   8374.00  ...   8364.00     8338.00        P
155   p2511  20250627   8352.00  ...   8358.00     8336.00        P
156   p2512  20250627   8360.00  ...   8360.00     8340.00        P
157   p2601  20250627   8380.00  ...   8370.00     8356.00        P
158   p2602  20250627   8352.00  ...   8350.00     8322.00        P
159   p2603  20250627   8314.00  ...   8312.00     8300.00        P
160   p2604  20250627   8280.00  ...   8276.00     8226.00        P
161   p2605  20250627   8246.00  ...   8250.00     8240.00        P
162   p2606  20250627   8226.00  ...   8258.00     8196.00        P
163  pg2507  20250627   4263.00  ...   4256.00     4265.00       PG
164  pg2508  20250627   4248.00  ...   4249.00     4253.00       PG
165  pg2509  20250627   4144.00  ...   4149.00     4148.00       PG
166  pg2510  20250627   4521.00  ...   4526.00     4514.00       PG
167  pg2511  20250627   4430.00  ...   4436.00     4423.00       PG
168  pg2512  20250627   4354.00  ...   4362.00     4344.00       PG
169  pg2601  20250627   4287.00  ...   4284.00     4267.00       PG
170  pg2602  20250627   4186.00  ...   4208.00     4191.00       PG
171  pg2603  20250627   4090.00  ...   4116.00     4079.00       PG
172  pg2604  20250627   4387.00  ...   4406.00     4376.00       PG
173  pg2605  20250627   4281.00  ...   4299.00     4283.00       PG
174  pg2606  20250627      0.00  ...   4255.00     4255.00       PG
175  pp2507  20250627   7146.00  ...   7121.00     7116.00       PP
176  pp2508  20250627   7121.00  ...   7126.00     7100.00       PP
177  pp2509  20250627   7095.00  ...   7112.00     7087.00       PP
178  pp2510  20250627   7053.00  ...   7064.00     7044.00       PP
179  pp2511  20250627   7049.00  ...   7061.00     7038.00       PP
180  pp2512  20250627   7046.00  ...   7052.00     7029.00       PP
181  pp2601  20250627   7043.00  ...   7051.00     7030.00       PP
182  pp2602  20250627   7021.00  ...   7024.00     6998.00       PP
183  pp2603  20250627      0.00  ...   7006.00     6999.00       PP
184  pp2604  20250627   7049.00  ...   7044.00     7011.00       PP
185  pp2605  20250627   7031.00  ...   7037.00     7031.00       PP
186  pp2606  20250627      0.00  ...   7046.00     7079.00       PP
187  rr2507  20250627   3595.00  ...   3589.00     3593.00       RR
188  rr2508  20250627   3587.00  ...   3587.00     3587.00       RR
189  rr2509  20250627   3604.00  ...   3607.00     3596.00       RR
190  rr2510  20250627   3588.00  ...   3596.00     3590.00       RR
191  rr2511  20250627   3601.00  ...   3601.00     3589.00       RR
192  rr2512  20250627   3602.00  ...   3605.00     3601.00       RR
193  rr2601  20250627   3610.00  ...   3608.00     3604.00       RR
194  rr2602  20250627   3612.00  ...   3613.00     3605.00       RR
195  rr2603  20250627   3605.00  ...   3605.00     3600.00       RR
196  rr2604  20250627   3618.00  ...   3618.00     3603.00       RR
197  rr2605  20250627      0.00  ...   3601.00     3597.00       RR
198  rr2606  20250627      0.00  ...   3606.00     3606.00       RR
199   v2507  20250627   4805.00  ...   4847.00     4794.00        V
200   v2508  20250627   4836.00  ...   4880.00     4829.00        V
201   v2509  20250627   4868.00  ...   4911.00     4863.00        V
202   v2510  20250627   4897.00  ...   4932.00     4886.00        V
203   v2511  20250627   4918.00  ...   4964.00     4902.00        V
204   v2512  20250627   4926.00  ...   4987.00     4920.00        V
205   v2601  20250627   4942.00  ...   4995.00     4938.00        V
206   v2602  20250627   4968.00  ...   5023.00     4955.00        V
207   v2603  20250627   4984.00  ...   5036.00     4965.00        V
208   v2604  20250627   5072.00  ...   5114.00     5045.00        V
209   v2605  20250627   5085.00  ...   5124.00     5073.00        V
210   v2606  20250627   5105.00  ...   5132.00     5087.00        V
211   y2507  20250627   8164.00  ...   8114.00     8104.00        Y
212   y2508  20250627   8080.00  ...   8064.00     8044.00        Y
213   y2509  20250627   8012.00  ...   8002.00     7982.00        Y
214   y2511  20250627   8016.00  ...   8004.00     7986.00        Y
215   y2512  20250627   8024.00  ...   8018.00     8012.00        Y
216   y2601  20250627   7962.00  ...   7944.00     7930.00        Y
217   y2603  20250627   7792.00  ...   7786.00     7778.00        Y
218   y2605  20250627   7602.00  ...   7592.00     7594.00        Y

[219 rows x 12 columns]
2025-07-02 18:26:31,278 - future_1d - INFO - ak.get_dce_daily('2025-06-27') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250627   492.2  ...   496.6      504.7      SC
1       SC2508  20250627     501  ...   502.2      505.4      SC
2       SC2509  20250627   491.2  ...   492.7      495.1      SC
3       SC2510  20250627   484.9  ...   487.6      489.4      SC
4       SC2511  20250627   483.8  ...   485.8      485.3      SC
5       SC2512  20250627     481  ...   483.3        482      SC
6       SC2601  20250627   481.8  ...   481.8      480.2      SC
7       SC2602  20250627   478.9  ...   480.4      479.6      SC
8       SC2603  20250627   477.5  ...   478.5      477.6      SC
9       SC2604  20250627          ...   477.2        479      SC
10      SC2605  20250627   476.5  ...   476.5      476.1      SC
11      SC2606  20250627     474  ...   474.3      475.7      SC
12      SC2609  20250627          ...   472.5      472.5      SC
13      SC2612  20250627          ...   470.6      470.6      SC
14      SC2703  20250627          ...   468.4      468.4      SC
15      SC2706  20250627          ...     474        474      SC
16      SC2709  20250627   465.3  ...   465.7      469.1      SC
17      SC2712  20250627          ...   465.8      465.8      SC
18      SC2803  20250627     464  ...   466.5      467.2      SC
19      SC2806  20250627          ...   465.6      465.6      SC
21      LU2507  20250627    3601  ...    3557       3774      LU
22      LU2508  20250627    3660  ...    3655       3694      LU
23      LU2509  20250627    3612  ...    3603       3623      LU
24      LU2510  20250627    3556  ...    3568       3582      LU
25      LU2511  20250627    3530  ...    3539       3553      LU
26      LU2512  20250627    3500  ...    3504       3503      LU
27      LU2601  20250627    3486  ...    3509       3497      LU
28      LU2602  20250627    3464  ...    3476       3492      LU
29      LU2603  20250627    3437  ...    3449       3458      LU
30      LU2604  20250627    3417  ...    3439       3398      LU
31      LU2605  20250627    3408  ...    3419       3428      LU
32      LU2606  20250627    3414  ...    3418       3405      LU
34      NR2507  20250627   12120  ...   12135      11935      NR
35      NR2508  20250627   12135  ...   12180      11980      NR
36      NR2509  20250627   12100  ...   12130      11975      NR
37      NR2510  20250627   12095  ...   12120      11980      NR
38      NR2511  20250627   12130  ...   12130      12040      NR
39      NR2512  20250627   12130  ...   12125      12015      NR
40      NR2601  20250627   12110  ...   12135      11990      NR
41      NR2602  20250627   12180  ...   12160      12105      NR
42      NR2603  20250627   12210  ...   12210      12135      NR
43      NR2604  20250627          ...   12055      12055      NR
44      NR2605  20250627   12300  ...   12300      12210      NR
45      NR2606  20250627          ...   12260      12260      NR
47      BC2507  20250627   70930  ...   71170      70280      BC
48      BC2508  20250627   70820  ...   71090      70120      BC
49      BC2509  20250627   70490  ...   70850      69910      BC
50      BC2510  20250627          ...   70600      69820      BC
51      BC2511  20250627          ...   69510      69510      BC
52      BC2512  20250627          ...   69450      69450      BC
53      BC2601  20250627          ...   69570      69570      BC
54      BC2602  20250627          ...   69410      69410      BC
55      BC2603  20250627          ...   69290      69290      BC
56      BC2604  20250627          ...   69760      69760      BC
57      BC2605  20250627          ...   68610      68610      BC
58      BC2606  20250627          ...   68610      68610      BC
60      EC2506  20250627    1885  ...  1886.6     1885.8      EC
61      EC2508  20250627    1770  ...  1795.9     1763.9      EC
62      EC2510  20250627  1342.1  ...  1334.8     1314.5      EC
63      EC2512  20250627    1483  ...  1491.1     1469.6      EC
64      EC2602  20250627    1318  ...  1320.4       1296      EC
65      EC2604  20250627  1161.1  ...  1168.3     1156.7      EC
68  SC_TAS2508  20250627          ...                     SC_TAS
69  SC_TAS2509  20250627          ...                     SC_TAS
70  SC_TAS2510  20250627          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 18:26:31,385 - future_1d - INFO - ak.get_ine_daily('2025-06-27') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250627   7754.0   7754.0  ...   322297.75   7709.0      7728.0       AP
1    AP511  20250627   7586.0   7588.0  ...     2546.98   7535.0      7569.0       AP
2    AP512  20250627   7600.0   7600.0  ...      105.92   7566.0      7586.0       AP
3    AP601  20250627   7628.0   7649.0  ...     7795.17   7605.0      7616.0       AP
4    AP603  20250627   7643.0   7646.0  ...       53.48   7641.0      7631.0       AP
5    AP604  20250627   7647.0   7647.0  ...        7.65   7647.0      7684.0       AP
6    AP605  20250627   7736.0   7736.0  ...      108.11   7722.0      7744.0       AP
7    CF507  20250627  13480.0  13545.0  ...    20507.31  13525.0     13465.0       CF
8    CF509  20250627  13725.0  13775.0  ...  1273254.35  13740.0     13685.0       CF
9    CF511  20250627  13620.0  13700.0  ...    83145.91  13660.0     13590.0       CF
10   CF601  20250627  13675.0  13780.0  ...   337050.65  13730.0     13660.0       CF
11   CF603  20250627  13640.0  13740.0  ...     1459.06  13700.0     13630.0       CF
12   CF605  20250627  13655.0  13765.0  ...     7916.07  13705.0     13635.0       CF
13   CJ507  20250627   9470.0   9545.0  ...      552.92   9450.0      9545.0       CJ
14   CJ509  20250627   9600.0   9700.0  ...  1034670.35   9590.0      9690.0       CJ
15   CJ512  20250627  10495.0  10620.0  ...    14835.98  10490.0     10585.0       CJ
16   CJ601  20250627  10630.0  10760.0  ...   475395.53  10630.0     10705.0       CJ
17   CJ603  20250627  10800.0  10880.0  ...    11878.03  10705.0     10840.0       CJ
18   CJ605  20250627  10915.0  11060.0  ...    42498.81  10885.0     11005.0       CJ
19   CY507  20250627  20005.0  20115.0  ...      180.37  20040.0     19965.0       CY
20   CY508  20250627      0.0      0.0  ...        0.00  19630.0     19555.0       CY
21   CY509  20250627  20050.0  20155.0  ...    74669.76  20105.0     20080.0       CY
22   CY510  20250627      0.0      0.0  ...        0.00  19725.0     19700.0       CY
23   CY511  20250627      0.0      0.0  ...        0.00  19900.0     19900.0       CY
24   CY512  20250627      0.0      0.0  ...        0.00  19785.0     19785.0       CY
25   CY601  20250627  20055.0  20055.0  ...       10.03  20055.0     20035.0       CY
26   CY602  20250627      0.0      0.0  ...        0.00  19785.0     19505.0       CY
27   CY603  20250627      0.0      0.0  ...        0.00  20120.0     19970.0       CY
28   CY604  20250627      0.0      0.0  ...        0.00  19555.0     19410.0       CY
29   CY605  20250627      0.0      0.0  ...        0.00  20110.0     20050.0       CY
30   CY606  20250627      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250627    947.0    953.0  ...     7659.16    948.0       951.0       FG
32   FG508  20250627   1024.0   1039.0  ...    43521.58   1029.0      1024.0       FG
33   FG509  20250627   1013.0   1028.0  ...  3061282.26   1019.0      1014.0       FG
34   FG510  20250627   1043.0   1056.0  ...    30021.40   1048.0      1040.0       FG
35   FG511  20250627   1029.0   1044.0  ...    38007.30   1035.0      1028.0       FG
36   FG512  20250627   1086.0   1097.0  ...     1589.86   1087.0      1082.0       FG
37   FG601  20250627   1073.0   1086.0  ...   262678.72   1074.0      1068.0       FG
38   FG602  20250627   1104.0   1120.0  ...      512.93   1110.0      1101.0       FG
39   FG603  20250627   1099.0   1112.0  ...      679.55   1103.0      1097.0       FG
40   FG604  20250627   1123.0   1136.0  ...      430.98   1128.0      1120.0       FG
41   FG605  20250627   1113.0   1128.0  ...     6215.04   1119.0      1111.0       FG
42   FG606  20250627   1122.0   1138.0  ...      124.30   1130.0      1126.0       FG
43   JR507  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250627      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250627      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250627   2455.0   2461.0  ...      591.47   2434.0      2439.0       MA
54   MA508  20250627   2437.0   2452.0  ...    47343.41   2430.0      2423.0       MA
55   MA509  20250627   2417.0   2429.0  ...  2374059.13   2406.0      2402.0       MA
56   MA510  20250627   2422.0   2432.0  ...    38936.46   2413.0      2407.0       MA
57   MA511  20250627   2422.0   2436.0  ...    49589.86   2415.0      2411.0       MA
58   MA512  20250627   2432.0   2448.0  ...     1193.00   2435.0      2423.0       MA
59   MA601  20250627   2433.0   2444.0  ...   123323.94   2427.0      2424.0       MA
60   MA602  20250627   2406.0   2413.0  ...      262.24   2406.0      2394.0       MA
61   MA603  20250627   2400.0   2413.0  ...      120.09   2402.0      2393.0       MA
62   MA604  20250627   2374.0   2381.0  ...       42.68   2371.0      2371.0       MA
63   MA605  20250627   2343.0   2346.0  ...     2062.47   2333.0      2327.0       MA
64   MA606  20250627   2335.0   2335.0  ...        2.34   2335.0      2343.0       MA
65   OI507  20250627   9588.0   9608.0  ...     3402.50   9584.0      9576.0       OI
66   OI509  20250627   9494.0   9494.0  ...  2026945.72   9462.0      9458.0       OI
67   OI511  20250627   9468.0   9468.0  ...    80525.18   9440.0      9434.0       OI
68   OI601  20250627   9418.0   9418.0  ...   192684.71   9387.0      9382.0       OI
69   OI603  20250627   9352.0   9352.0  ...      643.95   9333.0      9324.0       OI
70   OI605  20250627   9235.0   9246.0  ...      987.83   9232.0      9228.0       OI
71   PF507  20250627   6638.0   6644.0  ...     3740.37   6620.0      6670.0       PF
72   PF508  20250627   6542.0   6562.0  ...   431418.23   6532.0      6576.0       PF
73   PF509  20250627   6450.0   6462.0  ...   168688.62   6442.0      6460.0       PF
74   PF510  20250627   6448.0   6466.0  ...    40934.27   6446.0      6460.0       PF
75   PF511  20250627   6400.0   6418.0  ...    23966.69   6402.0      6410.0       PF
76   PF512  20250627   6388.0   6388.0  ...      417.65   6376.0      6380.0       PF
77   PF601  20250627   6378.0   6400.0  ...      485.32   6386.0      6390.0       PF
78   PF602  20250627   6396.0   6396.0  ...        3.20   6396.0      6390.0       PF
79   PF603  20250627   6396.0   6396.0  ...        9.59   6396.0      6388.0       PF
80   PF604  20250627   6380.0   6380.0  ...        3.19   6380.0      6388.0       PF
81   PF605  20250627   6370.0   6370.0  ...        3.19   6370.0      6392.0       PF
82   PF606  20250627   6348.0   6348.0  ...        3.17   6348.0      6384.0       PF
83   PK510  20250627   8150.0   8184.0  ...   136464.01   8170.0      8180.0       PK
84   PK511  20250627   7924.0   7946.0  ...    50579.30   7932.0      7948.0       PK
85   PK512  20250627   7934.0   7950.0  ...      301.73   7940.0      7960.0       PK
86   PK601  20250627   7966.0   7968.0  ...     2974.39   7954.0      7968.0       PK
87   PK603  20250627   7966.0   7968.0  ...       55.68   7954.0      7974.0       PK
88   PK604  20250627   7974.0   7974.0  ...       43.77   7958.0      7970.0       PK
89   PK605  20250627   7984.0   7984.0  ...      437.62   7958.0      7972.0       PK
90   PM507  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250627      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250627   6024.0   6026.0  ...     5906.10   6012.0      6024.0       PR
97   PR508  20250627   5998.0   6022.0  ...   108047.69   6000.0      6006.0       PR
98   PR509  20250627   5918.0   5946.0  ...   401249.07   5928.0      5936.0       PR
99   PR510  20250627   5874.0   5900.0  ...   143366.41   5884.0      5894.0       PR
100  PR511  20250627   5850.0   5880.0  ...      175.73   5858.0      5858.0       PR
101  PR512  20250627   5830.0   5846.0  ...       52.51   5834.0      5848.0       PR
102  PR601  20250627   5838.0   5858.0  ...     3013.50   5824.0      5838.0       PR
103  PR602  20250627      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250627   5858.0   5868.0  ...       26.36   5860.0      5870.0       PR
105  PR604  20250627   5858.0   5874.0  ...       26.39   5864.0      5876.0       PR
106  PR605  20250627   5858.0   5858.0  ...       26.33   5852.0      5868.0       PR
107  PR606  20250627      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250627   6844.0   7230.0  ...     2505.18   6912.0      6848.0       PX
109  PX508  20250627   6788.0   6834.0  ...    70578.26   6802.0      6802.0       PX
110  PX509  20250627   6712.0   6760.0  ...   765808.10   6728.0      6710.0       PX
111  PX510  20250627   6638.0   6684.0  ...    59427.81   6652.0      6626.0       PX
112  PX511  20250627   6580.0   6636.0  ...    87061.90   6604.0      6580.0       PX
113  PX512  20250627   6584.0   6594.0  ...       75.61   6576.0      6568.0       PX
114  PX601  20250627   6512.0   6560.0  ...    21909.44   6530.0      6512.0       PX
115  PX602  20250627      0.0      0.0  ...        0.00   6520.0      6482.0       PX
116  PX603  20250627   6510.0   6510.0  ...        3.26   6510.0      6502.0       PX
117  PX604  20250627      0.0      0.0  ...        0.00   6494.0      6482.0       PX
118  PX605  20250627   6470.0   6498.0  ...      119.83   6478.0      6470.0       PX
119  PX606  20250627   6476.0   6476.0  ...        6.48   6476.0      6454.0       PX
120  RI507  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250627      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250627   2436.0   2444.0  ...    16201.58   2427.0      2440.0       RM
127  RM508  20250627   2558.0   2569.0  ...    12145.57   2552.0      2556.0       RM
128  RM509  20250627   2553.0   2562.0  ...  1116499.24   2543.0      2548.0       RM
129  RM511  20250627   2397.0   2400.0  ...     5769.00   2387.0      2417.0       RM
130  RM601  20250627   2308.0   2311.0  ...   178635.86   2295.0      2308.0       RM
131  RM603  20250627   2295.0   2297.0  ...    26500.62   2283.0      2293.0       RM
132  RM605  20250627   2330.0   2331.0  ...    14490.70   2324.0      2327.0       RM
133  RS507  20250627   4962.0   5040.0  ...      238.06   4960.0      4967.0       RS
134  RS508  20250627   5097.0   5149.0  ...       35.90   5129.0      5191.0       RS
135  RS509  20250627   5212.0   5230.0  ...       26.07   5214.0      5211.0       RS
136  RS511  20250627      0.0      0.0  ...        0.00   5260.0      5260.0       RS
137  SA507  20250627   1163.0   1188.0  ...     4821.05   1175.0      1162.0       SA
138  SA508  20250627   1180.0   1205.0  ...    19275.02   1194.0      1177.0       SA
139  SA509  20250627   1178.0   1205.0  ...  5006804.52   1192.0      1172.0       SA
140  SA510  20250627   1190.0   1214.0  ...    15246.71   1203.0      1188.0       SA
141  SA511  20250627   1185.0   1210.0  ...     9866.40   1199.0      1181.0       SA
142  SA512  20250627   1193.0   1220.0  ...     6991.07   1207.0      1191.0       SA
143  SA601  20250627   1172.0   1205.0  ...   907292.90   1190.0      1166.0       SA
144  SA602  20250627   1198.0   1223.0  ...     5888.58   1212.0      1192.0       SA
145  SA603  20250627   1195.0   1219.0  ...     6863.58   1209.0      1189.0       SA
146  SA604  20250627   1217.0   1233.0  ...     2152.27   1224.0      1212.0       SA
147  SA605  20250627   1206.0   1220.0  ...    28573.86   1212.0      1202.0       SA
148  SA606  20250627   1215.0   1234.0  ...      539.81   1227.0      1214.0       SA
149  SF507  20250627   5570.0   5618.0  ...    21507.19   5576.0      5550.0       SF
150  SF508  20250627   5450.0   5452.0  ...    65717.30   5418.0      5412.0       SF
151  SF509  20250627   5420.0   5422.0  ...   361640.36   5392.0      5380.0       SF
152  SF510  20250627   5320.0   5334.0  ...    70509.98   5302.0      5292.0       SF
153  SF511  20250627   5470.0   5470.0  ...    89270.55   5428.0      5416.0       SF
154  SF512  20250627   5418.0   5418.0  ...       64.64   5388.0      5362.0       SF
155  SF601  20250627   5380.0   5396.0  ...     4549.82   5370.0      5344.0       SF
156  SF602  20250627   5312.0   5324.0  ...      360.35   5300.0      5278.0       SF
157  SF603  20250627   5450.0   5452.0  ...        8.16   5442.0      5386.0       SF
158  SF604  20250627      0.0      0.0  ...        0.00   5378.0      5374.0       SF
159  SF605  20250627   5410.0   5416.0  ...       29.66   5394.0      5362.0       SF
160  SF606  20250627   5348.0   5348.0  ...       10.67   5336.0      5298.0       SF
161  SH507  20250627   2390.0   2414.0  ...    10887.37   2388.0      2380.0       SH
162  SH508  20250627   2293.0   2346.0  ...   316781.31   2314.0      2280.0       SH
163  SH509  20250627   2315.0   2349.0  ...  3856609.52   2330.0      2299.0       SH
164  SH510  20250627   2357.0   2383.0  ...   305402.70   2366.0      2340.0       SH
165  SH511  20250627   2346.0   2365.0  ...   183495.35   2351.0      2329.0       SH
166  SH512  20250627   2347.0   2363.0  ...     3767.44   2352.0      2329.0       SH
167  SH601  20250627   2303.0   2330.0  ...    80758.21   2316.0      2291.0       SH
168  SH602  20250627   2321.0   2343.0  ...      799.97   2339.0      2304.0       SH
169  SH603  20250627   2328.0   2349.0  ...      435.66   2342.0      2312.0       SH
170  SH604  20250627   2379.0   2388.0  ...      142.80   2380.0      2352.0       SH
171  SH605  20250627   2360.0   2388.0  ...     3389.52   2374.0      2349.0       SH
172  SH606  20250627   2383.0   2405.0  ...      201.16   2395.0      2362.0       SH
173  SM507  20250627   5668.0   5706.0  ...     5961.68   5640.0      5642.0       SM
174  SM508  20250627   5698.0   5722.0  ...    67803.39   5672.0      5658.0       SM
175  SM509  20250627   5700.0   5728.0  ...   590801.67   5684.0      5664.0       SM
176  SM510  20250627   5680.0   5694.0  ...    42559.00   5652.0      5628.0       SM
177  SM511  20250627   5750.0   5780.0  ...    54289.06   5734.0      5712.0       SM
178  SM512  20250627   5748.0   5754.0  ...       63.09   5736.0      5710.0       SM
179  SM601  20250627   5742.0   5756.0  ...    35370.92   5718.0      5694.0       SM
180  SM602  20250627   5742.0   5750.0  ...      214.96   5732.0      5698.0       SM
181  SM603  20250627   5748.0   5748.0  ...      146.15   5732.0      5722.0       SM
182  SM604  20250627   5752.0   5768.0  ...      157.70   5734.0      5722.0       SM
183  SM605  20250627   5754.0   5762.0  ...      671.21   5738.0      5704.0       SM
184  SM606  20250627   5752.0   5752.0  ...       20.08   5736.0      5710.0       SM
185  SR507  20250627   5784.0   5813.0  ...     3138.10   5801.0      5790.0       SR
186  SR509  20250627   5770.0   5805.0  ...  1237703.61   5787.0      5779.0       SR
187  SR511  20250627   5645.0   5682.0  ...   105110.62   5666.0      5656.0       SR
188  SR601  20250627   5586.0   5609.0  ...   148083.31   5591.0      5595.0       SR
189  SR603  20250627   5555.0   5580.0  ...     2815.56   5564.0      5570.0       SR
190  SR605  20250627   5541.0   5548.0  ...     8550.27   5534.0      5552.0       SR
191  TA507  20250627   4968.0   5012.0  ...     6502.47   4992.0      4974.0       TA
192  TA508  20250627   4870.0   4918.0  ...    85852.41   4894.0      4884.0       TA
193  TA509  20250627   4762.0   4790.0  ...  1904810.33   4768.0      4762.0       TA
194  TA510  20250627   4674.0   4702.0  ...   147211.51   4676.0      4676.0       TA
195  TA511  20250627   4634.0   4664.0  ...    75439.63   4640.0      4640.0       TA
196  TA512  20250627   4610.0   4630.0  ...      133.98   4620.0      4608.0       TA
197  TA601  20250627   4582.0   4614.0  ...   217858.53   4594.0      4588.0       TA
198  TA602  20250627   4598.0   4612.0  ...       78.12   4596.0      4594.0       TA
199  TA603  20250627   4602.0   4610.0  ...       69.01   4600.0      4594.0       TA
200  TA604  20250627   4590.0   4616.0  ...       20.73   4608.0      4606.0       TA
201  TA605  20250627   4618.0   4628.0  ...     1584.26   4612.0      4604.0       TA
202  TA606  20250627   4612.0   4622.0  ...        6.93   4618.0      4598.0       TA
203  UR507  20250627   1757.0   1757.0  ...      239.89   1738.0      1752.0       UR
204  UR508  20250627   1740.0   1753.0  ...      615.14   1738.0      1739.0       UR
205  UR509  20250627   1735.0   1740.0  ...   795294.73   1723.0      1720.0       UR
206  UR510  20250627   1724.0   1726.0  ...      771.69   1707.0      1706.0       UR
207  UR511  20250627   1717.0   1728.0  ...      133.64   1713.0      1713.0       UR
208  UR512  20250627   1710.0   1713.0  ...       27.32   1708.0      1704.0       UR
209  UR601  20250627   1684.0   1694.0  ...    61256.98   1685.0      1683.0       UR
210  UR602  20250627   1685.0   1690.0  ...      332.98   1682.0      1678.0       UR
211  UR603  20250627   1714.0   1714.0  ...       20.50   1709.0      1705.0       UR
212  UR604  20250627   1706.0   1710.0  ...       30.67   1704.0      1699.0       UR
213  UR605  20250627   1699.0   1703.0  ...     1714.18   1694.0      1692.0       UR
214  UR606  20250627   1692.0   1692.0  ...       81.06   1689.0      1684.0       UR
215  WH507  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250627      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250627      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:31,679 - future_1d - INFO - ak.get_czce_daily('2025-06-27') done
2025-07-02 18:26:33,402 - future_1d - INFO - save future_daily 2025-06-27 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250630  5864.000  ...  5867.400    5829.800       IC
1   IC2508  20250630  5806.600  ...  5825.400    5793.000       IC
2   IC2509  20250630  5766.000  ...  5775.800    5748.400       IC
3   IC2512  20250630  5640.200  ...  5655.600    5635.000       IC
4   IF2507  20250630  3899.800  ...  3907.800    3895.600       IF
5   IF2508  20250630  3887.800  ...  3894.600    3884.400       IF
6   IF2509  20250630  3881.200  ...  3887.000    3878.200       IF
7   IF2512  20250630  3849.000  ...  3856.600    3849.000       IF
8   IH2507  20250630  2685.600  ...  2691.800    2684.200       IH
9   IH2508  20250630  2679.400  ...  2687.800    2681.400       IH
10  IH2509  20250630  2683.200  ...  2687.600    2681.800       IH
11  IH2512  20250630  2677.000  ...  2687.400    2683.000       IH
12  IM2507  20250630  6267.000  ...  6289.400    6234.600       IM
13  IM2508  20250630  6185.400  ...  6224.400    6178.200       IM
14  IM2509  20250630  6140.400  ...  6155.600    6118.800       IM
15  IM2512  20250630  5955.400  ...  5979.800    5952.600       IM
16   T2509  20250630   109.025  ...   108.900     109.070        T
17   T2512  20250630   109.050  ...   108.935     109.080        T
18   T2603  20250630   108.980  ...   108.910     109.065        T
19  TF2509  20250630   106.235  ...   106.145     106.265       TF
20  TF2512  20250630   106.310  ...   106.240     106.345       TF
21  TF2603  20250630   106.355  ...   106.295     106.375       TF
22  TL2509  20250630   120.760  ...   120.400     120.940       TL
23  TL2512  20250630   120.690  ...   120.260     120.800       TL
24  TL2603  20250630   120.420  ...   120.100     120.660       TL
25  TS2509  20250630   102.542  ...   102.496     102.546       TS
26  TS2512  20250630   102.674  ...   102.640     102.676       TS
27  TS2603  20250630   102.772  ...   102.748     102.776       TS

[28 rows x 12 columns]
2025-07-02 18:26:37,047 - future_1d - INFO - ak.get_cffex_daily('2025-06-30') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250630  ...   79970      79890      CU
1        1      CU2508  20250630  ...   79770      79740      CU
2        2      CU2509  20250630  ...   79620      79590      CU
3        3      CU2510  20250630  ...   79410      79370      CU
4        4      CU2511  20250630  ...   79180      79190      CU
5        5      CU2512  20250630  ...   78930      78940      CU
6        6      CU2601  20250630  ...   78750      78750      CU
7        7      CU2602  20250630  ...   78560      78640      CU
8        8      CU2603  20250630  ...   78430      78480      CU
9        9      CU2604  20250630  ...   78380      78380      CU
10      10      CU2605  20250630  ...   78350      78320      CU
11      11      CU2606  20250630  ...   78290      78260      CU
12      12      BC2507  20250630  ...   71090      71170      BC
13      13      BC2508  20250630  ...   71100      71090      BC
14      14      BC2509  20250630  ...   70860      70850      BC
15      15      BC2510  20250630  ...   70700      70600      BC
16      16      BC2511  20250630  ...   69520      69510      BC
17      17      BC2512  20250630  ...   69450      69450      BC
18      18      BC2601  20250630  ...   69570      69570      BC
19      19      BC2602  20250630  ...   69410      69410      BC
20      20      BC2603  20250630  ...   69290      69290      BC
21      21      BC2604  20250630  ...   69760      69760      BC
22      22      BC2605  20250630  ...   68610      68610      BC
23      23      BC2606  20250630  ...   68610      68610      BC
24      24      AL2507  20250630  ...   20735      20740      AL
25      25      AL2508  20250630  ...   20550      20575      AL
26      26      AL2509  20250630  ...   20455      20485      AL
27      27      AL2510  20250630  ...   20360      20400      AL
28      28      AL2511  20250630  ...   20235      20275      AL
29      29      AL2512  20250630  ...   20115      20145      AL
30      30      AL2601  20250630  ...   20055      20090      AL
31      31      AL2602  20250630  ...   20030      20070      AL
32      32      AL2603  20250630  ...   20020      20055      AL
33      33      AL2604  20250630  ...   20020      20050      AL
34      34      AL2605  20250630  ...   20050      20070      AL
35      35      AL2606  20250630  ...   20045      20055      AL
36      36      ZN2507  20250630  ...   22490      22510      ZN
37      37      ZN2508  20250630  ...   22435      22425      ZN
38      38      ZN2509  20250630  ...   22390      22345      ZN
39      39      ZN2510  20250630  ...   22330      22285      ZN
40      40      ZN2511  20250630  ...   22250      22200      ZN
41      41      ZN2512  20250630  ...   22200      22110      ZN
42      42      ZN2601  20250630  ...   22130      22045      ZN
43      43      ZN2602  20250630  ...   22100      21985      ZN
44      44      ZN2603  20250630  ...   22000      21970      ZN
45      45      ZN2604  20250630  ...   22025      21965      ZN
46      46      ZN2605  20250630  ...   22010      21940      ZN
47      47      ZN2606  20250630  ...   22010      21885      ZN
48      48      PB2507  20250630  ...   17100      17155      PB
49      49      PB2508  20250630  ...   17145      17195      PB
50      50      PB2509  20250630  ...   17170      17210      PB
51      51      PB2510  20250630  ...   17165      17225      PB
52      52      PB2511  20250630  ...   17150      17205      PB
53      53      PB2512  20250630  ...   17125      17210      PB
54      54      PB2601  20250630  ...   17155      17195      PB
55      55      PB2602  20250630  ...   17150      17200      PB
56      56      PB2603  20250630  ...   17150      17225      PB
57      57      PB2604  20250630  ...   17165      17165      PB
58      58      PB2605  20250630  ...   17155      17155      PB
59      59      PB2606  20250630  ...   17185      17185      PB
60      60      NI2507  20250630  ...  120740     120500      NI
61      61      NI2508  20250630  ...  120970     120630      NI
62      62      NI2509  20250630  ...  121030     120740      NI
63      63      NI2510  20250630  ...  121150     120850      NI
64      64      NI2511  20250630  ...  121340     121070      NI
65      65      NI2512  20250630  ...  121630     121260      NI
66      66      NI2601  20250630  ...  121770     121460      NI
67      67      NI2602  20250630  ...  121840     121640      NI
68      68      NI2603  20250630  ...  122170     121870      NI
69      69      NI2604  20250630  ...  122640     122200      NI
70      70      NI2605  20250630  ...  122520     122300      NI
71      71      NI2606  20250630  ...  122680     122640      NI
72      72      SN2507  20250630  ...  267860     269490      SN
73      73      SN2508  20250630  ...  268140     269730      SN
74      74      SN2509  20250630  ...  268090     269500      SN
75      75      SN2510  20250630  ...  267790     269350      SN
76      76      SN2511  20250630  ...  267280     269020      SN
77      77      SN2512  20250630  ...  266680     267930      SN
78      78      SN2601  20250630  ...  266910     269060      SN
79      79      SN2602  20250630  ...  267310     269180      SN
80      80      SN2603  20250630  ...  267190     269160      SN
81      81      SN2604  20250630  ...  266590     268950      SN
82      82      SN2605  20250630  ...  266070     268090      SN
83      83      SN2606  20250630  ...  266430     267450      SN
84      84      AO2507  20250630  ...    3106       3075      AO
85      85      AO2508  20250630  ...    3023       3010      AO
86      86      AO2509  20250630  ...    2987       2978      AO
87      87      AO2510  20250630  ...    2959       2951      AO
88      88      AO2511  20250630  ...    2949       2942      AO
89      89      AO2512  20250630  ...    2943       2935      AO
90      90      AO2601  20250630  ...    2933       2924      AO
91      91      AO2602  20250630  ...    2932       2928      AO
92      92      AO2603  20250630  ...    2926       2906      AO
93      93      AO2604  20250630  ...    2924       2906      AO
94      94      AO2605  20250630  ...    2918       2909      AO
95      95      AO2606  20250630  ...    2913       2903      AO
96      96      AD2511  20250630  ...   19775      19805      AD
97      97      AD2512  20250630  ...   19695      19700      AD
98      98      AD2601  20250630  ...   19625      19610      AD
99      99      AD2602  20250630  ...   19570      19535      AD
100    100      AD2603  20250630  ...   19490      19435      AD
101    101      AD2604  20250630  ...   19360      19360      AD
102    102      AD2605  20250630  ...   19410      19425      AD
103    103      AD2606  20250630  ...   19415      19415      AD
104    104      AU2507  20250630  ...   761.7     769.52      AU
105    105      AU2508  20250630  ...   762.5     770.14      AU
106    106      AU2509  20250630  ...  763.52     771.26      AU
107    107      AU2510  20250630  ...  764.86     772.44      AU
108    108      AU2512  20250630  ...   766.6     773.94      AU
109    109      AU2602  20250630  ...  768.48      775.9      AU
110    110      AU2604  20250630  ...  770.68     778.04      AU
111    111      AU2606  20250630  ...  773.18     779.02      AU
112    112      AG2507  20250630  ...    8705       8799      AG
113    113      AG2508  20250630  ...    8713       8810      AG
114    114      AG2509  20250630  ...    8724       8820      AG
115    115      AG2510  20250630  ...    8738       8831      AG
116    116      AG2511  20250630  ...    8742       8838      AG
117    117      AG2512  20250630  ...    8756       8849      AG
118    118      AG2601  20250630  ...    8763       8861      AG
119    119      AG2602  20250630  ...    8772       8873      AG
120    120      AG2603  20250630  ...    8786       8884      AG
121    121      AG2604  20250630  ...    8800       8897      AG
122    122      AG2605  20250630  ...    8815       8910      AG
123    123      AG2606  20250630  ...    8829       8926      AG
124    124      RB2507  20250630  ...    2999       2994      RB
125    125      RB2508  20250630  ...    2975       2958      RB
126    126      RB2509  20250630  ...    2971       2958      RB
127    127      RB2510  20250630  ...    3009       2990      RB
128    128      RB2511  20250630  ...    3015       2996      RB
129    129      RB2512  20250630  ...    3024       3007      RB
130    130      RB2601  20250630  ...    3023       2997      RB
131    131      RB2602  20250630  ...    3010       2990      RB
132    132      RB2603  20250630  ...    3009       2991      RB
133    133      RB2604  20250630  ...    3033       3010      RB
134    134      RB2605  20250630  ...    3026       3001      RB
135    135      RB2606  20250630  ...    3032       2997      RB
136    136      WR2507  20250630  ...    3356       3338      WR
137    137      WR2508  20250630  ...    3359       3359      WR
138    138      WR2509  20250630  ...    3245       3241      WR
139    139      WR2510  20250630  ...    3328       3322      WR
140    140      WR2511  20250630  ...    3361       3361      WR
141    141      WR2512  20250630  ...    3337       3316      WR
142    142      WR2601  20250630  ...    3330       3330      WR
143    143      WR2602  20250630  ...    3396       3396      WR
144    144      WR2603  20250630  ...    3387       3387      WR
145    145      WR2604  20250630  ...    3392       3392      WR
146    146      WR2605  20250630  ...    3369       3369      WR
147    147      WR2606  20250630  ...    3373       3366      WR
148    148      HC2507  20250630  ...    3147       3143      HC
149    149      HC2508  20250630  ...    3151       3139      HC
150    150      HC2509  20250630  ...    3141       3128      HC
151    151      HC2510  20250630  ...    3134       3119      HC
152    152      HC2511  20250630  ...    3137       3122      HC
153    153      HC2512  20250630  ...    3147       3134      HC
154    154      HC2601  20250630  ...    3140       3121      HC
155    155      HC2602  20250630  ...    3150       3130      HC
156    156      HC2603  20250630  ...    3154       3135      HC
157    157      HC2604  20250630  ...    3155       3136      HC
158    158      HC2605  20250630  ...    3142       3122      HC
159    159      HC2606  20250630  ...    3151       3129      HC
160    160      SS2507  20250630  ...   12580      12530      SS
161    161      SS2508  20250630  ...   12670      12590      SS
162    162      SS2509  20250630  ...   12620      12555      SS
163    163      SS2510  20250630  ...   12580      12515      SS
164    164      SS2511  20250630  ...   12595      12515      SS
165    165      SS2512  20250630  ...   12600      12530      SS
166    166      SS2601  20250630  ...   12635      12570      SS
167    167      SS2602  20250630  ...   12680      12620      SS
168    168      SS2603  20250630  ...   12700      12670      SS
169    169      SS2604  20250630  ...   12730      12665      SS
170    170      SS2605  20250630  ...   12765      12705      SS
171    171      SS2606  20250630  ...   12785      12720      SS
172    172      SC2507  20250630  ...   496.6      496.6      SC
173    173      SC2508  20250630  ...   496.1      502.2      SC
174    174      SC2509  20250630  ...   490.3      492.7      SC
175    175      SC2510  20250630  ...   484.8      487.6      SC
176    176      SC2511  20250630  ...   481.7      485.8      SC
177    177      SC2512  20250630  ...     480      483.3      SC
178    178      SC2601  20250630  ...   478.4      481.8      SC
179    179      SC2602  20250630  ...   476.9      480.4      SC
180    180      SC2603  20250630  ...   476.5      478.5      SC
181    181      SC2604  20250630  ...   474.9      477.2      SC
182    182      SC2605  20250630  ...   473.2      476.5      SC
183    183      SC2606  20250630  ...   472.6      474.3      SC
184    184      SC2609  20250630  ...   472.5      472.5      SC
185    185      SC2612  20250630  ...   470.6      470.6      SC
186    186      SC2703  20250630  ...   468.4      468.4      SC
187    187      SC2706  20250630  ...   466.8        474      SC
188    188      SC2709  20250630  ...   465.7      465.7      SC
189    189      SC2712  20250630  ...   465.8      465.8      SC
190    190      SC2803  20250630  ...   461.3      466.5      SC
191    191      SC2806  20250630  ...   465.6      465.6      SC
192    192      LU2507  20250630  ...    3557       3557      LU
193    193      LU2508  20250630  ...    3621       3655      LU
194    194      LU2509  20250630  ...    3591       3603      LU
195    195      LU2510  20250630  ...    3564       3568      LU
196    196      LU2511  20250630  ...    3543       3539      LU
197    197      LU2512  20250630  ...    3514       3504      LU
198    198      LU2601  20250630  ...    3518       3509      LU
199    199      LU2602  20250630  ...    3507       3476      LU
200    200      LU2603  20250630  ...    3487       3449      LU
201    201      LU2604  20250630  ...    3472       3439      LU
202    202      LU2605  20250630  ...    3437       3419      LU
203    203      LU2606  20250630  ...    3416       3418      LU
204    204      FU2507  20250630  ...    2874       2930      FU
205    205      FU2508  20250630  ...    2964       2989      FU
206    206      FU2509  20250630  ...    2990       3005      FU
207    207      FU2510  20250630  ...    2935       2954      FU
208    208      FU2511  20250630  ...    2892       2910      FU
209    209      FU2512  20250630  ...    2863       2884      FU
210    210      FU2601  20250630  ...    2849       2858      FU
211    211      FU2602  20250630  ...    2827       2838      FU
212    212      FU2603  20250630  ...    2819       2831      FU
213    213      FU2604  20250630  ...    2806       2818      FU
214    214      FU2605  20250630  ...    2800       2807      FU
215    215      FU2606  20250630  ...    2788       2795      FU
216    216      BU2507  20250630  ...    3570       3571      BU
217    217      BU2508  20250630  ...    3567       3569      BU
218    218      BU2509  20250630  ...    3556       3559      BU
219    219      BU2510  20250630  ...    3514       3522      BU
220    220      BU2511  20250630  ...    3450       3466      BU
221    221      BU2512  20250630  ...    3376       3390      BU
222    222      BU2601  20250630  ...    3338       3350      BU
223    223      BU2602  20250630  ...    3309       3341      BU
224    224      BU2603  20250630  ...    3310       3327      BU
225    225      BU2604  20250630  ...    3299       3306      BU
226    226      BU2605  20250630  ...    3282       3295      BU
227    227      BU2606  20250630  ...    3259       3275      BU
228    228      BU2609  20250630  ...    3249       3277      BU
229    229      BU2612  20250630  ...    3219       3250      BU
230    230      BU2703  20250630  ...    3229       3247      BU
231    231      BU2706  20250630  ...    3235       3250      BU
232    232      BR2507  20250630  ...   11360      11305      BR
233    233      BR2508  20250630  ...   11270      11210      BR
234    234      BR2509  20250630  ...   11165      11120      BR
235    235      BR2510  20250630  ...   11130      11085      BR
236    236      BR2511  20250630  ...   11095      11075      BR
237    237      BR2512  20250630  ...   11070      11055      BR
238    238      BR2601  20250630  ...   11035      11000      BR
239    239      BR2602  20250630  ...   11020      11030      BR
240    240      BR2603  20250630  ...   11025      11025      BR
241    241      BR2604  20250630  ...   11045      10995      BR
242    242      BR2605  20250630  ...   11060      11015      BR
243    243      BR2606  20250630  ...   11035      11040      BR
244    244      RU2507  20250630  ...   13935      13965      RU
245    245      RU2508  20250630  ...   13985      14020      RU
246    246      RU2509  20250630  ...   14010      14045      RU
247    247      RU2510  20250630  ...   14020      14080      RU
248    248      RU2511  20250630  ...   14005      14050      RU
249    249      RU2601  20250630  ...   14850      14885      RU
250    250      RU2603  20250630  ...   14890      14885      RU
251    251      RU2604  20250630  ...   14880      14915      RU
252    252      RU2605  20250630  ...   14895      14925      RU
253    253      RU2606  20250630  ...   14915      14915      RU
254    254      NR2507  20250630  ...   12130      12135      NR
255    255      NR2508  20250630  ...   12170      12180      NR
256    256      NR2509  20250630  ...   12125      12130      NR
257    257      NR2510  20250630  ...   12115      12120      NR
258    258      NR2511  20250630  ...   12130      12130      NR
259    259      NR2512  20250630  ...   12130      12125      NR
260    260      NR2601  20250630  ...   12115      12135      NR
261    261      NR2602  20250630  ...   12180      12160      NR
262    262      NR2603  20250630  ...   12115      12210      NR
263    263      NR2604  20250630  ...   12200      12055      NR
264    264      NR2605  20250630  ...   12225      12300      NR
265    265      NR2606  20250630  ...   12260      12260      NR
266    266      SP2507  20250630  ...    5048       5082      SP
267    267      SP2508  20250630  ...    5068       5088      SP
268    268      SP2509  20250630  ...    5066       5088      SP
269    269      SP2510  20250630  ...    5064       5080      SP
270    270      SP2511  20250630  ...    5052       5068      SP
271    271      SP2512  20250630  ...    5050       5070      SP
272    272      SP2601  20250630  ...    5262       5296      SP
273    273      SP2602  20250630  ...    5198       5234      SP
274    274      SP2603  20250630  ...    5186       5226      SP
275    275      SP2604  20250630  ...    5190       5230      SP
276    276      SP2605  20250630  ...    5198       5234      SP
277    277      SP2606  20250630  ...    5200       5214      SP
278    278      EC2506  20250630  ...  1889.1     1886.6      EC
279    279      EC2508  20250630  ...  1767.1     1795.9      EC
280    280      EC2510  20250630  ...  1339.8     1334.8      EC
281    281      EC2512  20250630  ...    1498     1491.1      EC
282    282      EC2602  20250630  ...  1316.5     1320.4      EC
283    283      EC2604  20250630  ...    1169     1168.3      EC
284    284  SC_TAS2508  20250630  ...                     SC_TAS
285    285  SC_TAS2509  20250630  ...                     SC_TAS
286    286  SC_TAS2510  20250630  ...                     SC_TAS

[287 rows x 13 columns]
2025-07-02 18:26:37,156 - future_1d - INFO - ak.get_shfe_daily('2025-06-30') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250630  33490.0  ...  33640.0     32500.0       PS
1   PS2508  20250630  33295.0  ...  33500.0     32075.0       PS
2   PS2509  20250630  32770.0  ...  32860.0     31520.0       PS
3   PS2510  20250630  32610.0  ...  32660.0     31575.0       PS
4   PS2511  20250630  32545.0  ...  32525.0     31300.0       PS
5   PS2512  20250630  34535.0  ...  34605.0     33145.0       PS
6   PS2601  20250630  34100.0  ...  34375.0     32920.0       PS
7   PS2602  20250630  33880.0  ...  34205.0     32555.0       PS
8   PS2603  20250630  33740.0  ...  34110.0     32895.0       PS
9   PS2604  20250630  33575.0  ...  33900.0     32725.0       PS
10  PS2605  20250630  34750.0  ...  33990.0     32545.0       PS
11  PS2606  20250630  35240.0  ...  35360.0     34115.0       PS
13  SI2507  20250630   8040.0  ...   8150.0      7830.0       SI
14  SI2508  20250630   8255.0  ...   8125.0      7810.0       SI
15  SI2509  20250630   8075.0  ...   8115.0      7830.0       SI
16  SI2510  20250630   8105.0  ...   8105.0      7755.0       SI
17  SI2511  20250630   7955.0  ...   8030.0      7770.0       SI
18  SI2512  20250630   8200.0  ...   8295.0      8010.0       SI
19  SI2601  20250630   8020.0  ...   8240.0      7950.0       SI
20  SI2602  20250630   8125.0  ...   8225.0      7955.0       SI
21  SI2603  20250630   8105.0  ...   8215.0      7935.0       SI
22  SI2604  20250630   8090.0  ...   8210.0      7910.0       SI
23  SI2605  20250630   8060.0  ...   8210.0      7910.0       SI
24  SI2606  20250630   8365.0  ...   8200.0      7895.0       SI
27  LC2507  20250630  64040.0  ...  62880.0     62620.0       LC
28  LC2508  20250630  64020.0  ...  62780.0     62820.0       LC
29  LC2509  20250630  63460.0  ...  62680.0     62740.0       LC
30  LC2510  20250630  63240.0  ...  62600.0     62640.0       LC
31  LC2511  20250630  63500.0  ...  62460.0     62460.0       LC
32  LC2512  20250630  63500.0  ...  62860.0     62840.0       LC
33  LC2601  20250630  64200.0  ...  62920.0     62940.0       LC
34  LC2602  20250630  63980.0  ...  62760.0     62900.0       LC
35  LC2603  20250630  63880.0  ...  62920.0     62880.0       LC
36  LC2604  20250630  64260.0  ...  63400.0     63480.0       LC
37  LC2605  20250630  64340.0  ...  63500.0     63600.0       LC
38  LC2606  20250630  64240.0  ...  63480.0     63780.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:37,288 - future_1d - INFO - ak.get_gfex_daily('2025-06-30') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250630   4196.0  ...   4209.00     4196.00        A
1     a2509  20250630   4141.0  ...   4147.00     4144.00        A
2     a2511  20250630   4078.0  ...   4080.00     4075.00        A
3     a2601  20250630   4062.0  ...   4062.00     4059.00        A
4     a2603  20250630   4049.0  ...   4050.00     4046.00        A
5     a2605  20250630   4083.0  ...   4084.00     4078.00        A
6     b2507  20250630   3528.0  ...   3479.00     3524.00        B
7     b2508  20250630   3579.0  ...   3578.00     3567.00        B
8     b2509  20250630   3601.0  ...   3611.00     3601.00        B
9     b2510  20250630   3645.0  ...   3660.00     3652.00        B
10    b2511  20250630   3663.0  ...   3667.00     3654.00        B
11    b2512  20250630   3680.0  ...   3675.00     3663.00        B
12    b2601  20250630   3663.0  ...   3662.00     3651.00        B
13    b2602  20250630   3623.0  ...   3622.00     3606.00        B
14    b2603  20250630   3525.0  ...   3523.00     3513.00        B
15    b2604  20250630   3433.0  ...   3432.00     3419.00        B
16    b2605  20250630   3373.0  ...   3378.00     3373.00        B
17    b2606  20250630   3379.0  ...   3379.00     3375.00        B
18   bb2509  20250630    153.0  ...    153.75      152.40       BB
19   bb2511  20250630    153.0  ...    152.70      151.75       BB
20   bb2601  20250630      0.0  ...    170.00      168.95       BB
21   bb2603  20250630      0.0  ...    170.10      169.05       BB
22   bb2605  20250630      0.0  ...    170.10      169.05       BB
23    c2507  20250630   2359.0  ...   2359.00     2356.00        C
24    c2509  20250630   2379.0  ...   2376.00     2378.00        C
25    c2511  20250630   2323.0  ...   2319.00     2319.00        C
26    c2601  20250630   2270.0  ...   2272.00     2272.00        C
27    c2603  20250630   2269.0  ...   2268.00     2266.00        C
28    c2605  20250630   2302.0  ...   2298.00     2298.00        C
29   cs2507  20250630   2738.0  ...   2750.00     2727.00       CS
30   cs2509  20250630   2740.0  ...   2731.00     2733.00       CS
31   cs2511  20250630   2679.0  ...   2673.00     2674.00       CS
32   cs2601  20250630   2669.0  ...   2671.00     2670.00       CS
33   cs2603  20250630   2651.0  ...   2652.00     2650.00       CS
34   cs2605  20250630   2683.0  ...   2687.00     2685.00       CS
35   eb2507  20250630   7420.0  ...   7429.00     7448.00       EB
36   eb2508  20250630   7287.0  ...   7306.00     7312.00       EB
37   eb2509  20250630   7200.0  ...   7223.00     7227.00       EB
38   eb2510  20250630   7153.0  ...   7139.00     7142.00       EB
39   eb2511  20250630   7060.0  ...   7066.00     7066.00       EB
40   eb2512  20250630   7025.0  ...   7030.00     7036.00       EB
41   eb2601  20250630   7020.0  ...   7031.00     7031.00       EB
42   eb2602  20250630   7012.0  ...   7031.00     7072.00       EB
43   eb2603  20250630   7033.0  ...   7038.00     7078.00       EB
44   eb2604  20250630   6994.0  ...   7026.00     7037.00       EB
45   eb2605  20250630   7074.0  ...   7039.00     7046.00       EB
46   eb2606  20250630      0.0  ...   6900.00     6900.00       EB
47   eg2507  20250630   4225.0  ...   4218.00     4233.00       EG
48   eg2508  20250630   4248.0  ...   4253.00     4262.00       EG
49   eg2509  20250630   4271.0  ...   4272.00     4279.00       EG
50   eg2510  20250630   4274.0  ...   4276.00     4280.00       EG
51   eg2511  20250630   4292.0  ...   4287.00     4299.00       EG
52   eg2512  20250630   4307.0  ...   4299.00     4306.00       EG
53   eg2601  20250630   4321.0  ...   4304.00     4319.00       EG
54   eg2602  20250630   4304.0  ...   4302.00     4310.00       EG
55   eg2603  20250630   4307.0  ...   4303.00     4325.00       EG
56   eg2604  20250630   4311.0  ...   4311.00     4347.00       EG
57   eg2605  20250630   4330.0  ...   4322.00     4319.00       EG
58   eg2606  20250630      0.0  ...   4337.00     4337.00       EG
59   fb2507  20250630   1360.0  ...   1341.50     1313.50       FB
60   fb2508  20250630   1311.0  ...   1309.00     1305.50       FB
61   fb2509  20250630   1305.5  ...   1303.00     1301.50       FB
62   fb2510  20250630   1327.5  ...   1322.50     1326.50       FB
63   fb2511  20250630   1325.5  ...   1322.50     1324.50       FB
64   fb2512  20250630   1326.0  ...   1323.50     1323.50       FB
65   fb2601  20250630   1284.5  ...   1284.50     1309.00       FB
66   fb2602  20250630      0.0  ...   1295.50     1295.50       FB
67   fb2603  20250630      0.0  ...   1313.50     1313.50       FB
68   fb2604  20250630      0.0  ...   1310.50     1310.50       FB
69   fb2605  20250630      0.0  ...   1292.50     1292.50       FB
70   fb2606  20250630      0.0  ...   1292.50     1292.50       FB
71    i2507  20250630    726.5  ...    723.50      724.50        I
72    i2508  20250630    722.5  ...    725.00      723.00        I
73    i2509  20250630    718.5  ...    718.00      714.00        I
74    i2510  20250630    710.0  ...    712.00      708.00        I
75    i2511  20250630    705.5  ...    706.50      703.50        I
76    i2512  20250630    699.5  ...    698.50      696.50        I
77    i2601  20250630    692.0  ...    692.50      688.00        I
78    i2602  20250630    688.0  ...    689.00      685.00        I
79    i2603  20250630    684.5  ...    687.00      681.00        I
80    i2604  20250630    680.5  ...    682.50      677.50        I
81    i2605  20250630    673.5  ...    675.00      669.50        I
82    i2606  20250630    667.5  ...    669.00      665.00        I
83    j2507  20250630   1310.5  ...   1324.00     1339.00        J
84    j2508  20250630   1388.5  ...   1395.00     1377.50        J
85    j2509  20250630   1420.0  ...   1423.50     1410.50        J
86    j2510  20250630   1452.5  ...   1441.00     1421.00        J
87    j2511  20250630   1449.0  ...   1449.00     1441.50        J
88    j2512  20250630   1462.0  ...   1465.50     1444.00        J
89    j2601  20250630   1458.5  ...   1464.00     1451.00        J
90    j2602  20250630   1472.5  ...   1472.50     1456.50        J
91    j2603  20250630      0.0  ...   1470.00     1470.00        J
92    j2604  20250630   1497.5  ...   1497.50     1464.00        J
93    j2605  20250630   1499.0  ...   1505.00     1484.00        J
94    j2606  20250630      0.0  ...   1474.00     1474.00        J
95   jd2507  20250630   2780.0  ...   2776.00     2810.00       JD
96   jd2508  20250630   3520.0  ...   3539.00     3542.00       JD
97   jd2509  20250630   3654.0  ...   3673.00     3664.00       JD
98   jd2510  20250630   3373.0  ...   3401.00     3371.00       JD
99   jd2511  20250630   3398.0  ...   3418.00     3401.00       JD
100  jd2512  20250630   3579.0  ...   3592.00     3579.00       JD
101  jd2601  20250630   3645.0  ...   3647.00     3639.00       JD
102  jd2602  20250630   3198.0  ...   3204.00     3196.00       JD
103  jd2603  20250630   3200.0  ...   3205.00     3194.00       JD
104  jd2604  20250630   3331.0  ...   3337.00     3327.00       JD
105  jd2605  20250630   3414.0  ...   3416.00     3401.00       JD
106  jd2606  20250630   3262.0  ...   3257.00     3236.00       JD
107  jm2507  20250630    813.5  ...    824.00      810.50       JM
108  jm2508  20250630    827.0  ...    817.00      809.00       JM
109  jm2509  20250630    847.0  ...    842.50      834.00       JM
110  jm2510  20250630    856.0  ...    853.50      844.50       JM
111  jm2511  20250630    867.0  ...    864.00      854.00       JM
112  jm2512  20250630    881.5  ...    874.50      866.00       JM
113  jm2601  20250630    888.0  ...    886.00      875.00       JM
114  jm2602  20250630    898.0  ...    891.50      879.00       JM
115  jm2603  20250630    900.0  ...    897.00      883.00       JM
116  jm2604  20250630    906.0  ...    903.50      895.00       JM
117  jm2605  20250630    913.0  ...    913.00      899.00       JM
118  jm2606  20250630    921.5  ...    918.50      909.50       JM
119   l2507  20250630   7376.0  ...   7337.00     7344.00        L
120   l2508  20250630   7316.0  ...   7297.00     7321.00        L
121   l2509  20250630   7302.0  ...   7286.00     7308.00        L
122   l2510  20250630   7267.0  ...   7256.00     7271.00        L
123   l2511  20250630   7258.0  ...   7246.00     7260.00        L
124   l2512  20250630   7250.0  ...   7249.00     7259.00        L
125   l2601  20250630   7227.0  ...   7236.00     7251.00        L
126   l2602  20250630   7227.0  ...   7229.00     7228.00        L
127   l2603  20250630      0.0  ...   7208.00     7208.00        L
128   l2604  20250630      0.0  ...   7265.00     7265.00        L
129   l2605  20250630   7231.0  ...   7215.00     7231.00        L
130   l2606  20250630      0.0  ...   7229.00     7229.00        L
131  lg2507  20250630    822.0  ...    820.00      818.00       LG
132  lg2509  20250630    792.0  ...    792.50      789.00       LG
133  lg2511  20250630    786.5  ...    785.00      784.50       LG
134  lg2601  20250630    786.5  ...    785.50      786.50       LG
135  lg2603  20250630    790.5  ...    787.50      787.00       LG
136  lg2605  20250630    784.5  ...    788.00      788.50       LG
137  lh2507  20250630  13650.0  ...  13825.00    13625.00       LH
138  lh2509  20250630  14020.0  ...  13890.00    13990.00       LH
139  lh2511  20250630  13450.0  ...  13365.00    13445.00       LH
140  lh2601  20250630  13570.0  ...  13505.00    13550.00       LH
141  lh2603  20250630  12820.0  ...  12800.00    12795.00       LH
142  lh2605  20250630  13000.0  ...  12975.00    12980.00       LH
143   m2507  20250630   2821.0  ...   2843.00     2809.00        M
144   m2508  20250630   2930.0  ...   2943.00     2923.00        M
145   m2509  20250630   2942.0  ...   2958.00     2938.00        M
146   m2511  20250630   2988.0  ...   2997.00     2975.00        M
147   m2512  20250630   3012.0  ...   3020.00     3005.00        M
148   m2601  20250630   2985.0  ...   2995.00     2982.00        M
149   m2603  20250630   2850.0  ...   2851.00     2843.00        M
150   m2605  20250630   2710.0  ...   2711.00     2706.00        M
151   p2507  20250630   8418.0  ...   8398.00     8424.00        P
152   p2508  20250630   8414.0  ...   8368.00     8410.00        P
153   p2509  20250630   8366.0  ...   8312.00     8366.00        P
154   p2510  20250630   8370.0  ...   8308.00     8364.00        P
155   p2511  20250630   8324.0  ...   8318.00     8358.00        P
156   p2512  20250630   8366.0  ...   8320.00     8360.00        P
157   p2601  20250630   8392.0  ...   8326.00     8370.00        P
158   p2602  20250630   8308.0  ...   8294.00     8350.00        P
159   p2603  20250630   8300.0  ...   8274.00     8312.00        P
160   p2604  20250630   8208.0  ...   8208.00     8276.00        P
161   p2605  20250630   8250.0  ...   8212.00     8250.00        P
162   p2606  20250630   8188.0  ...   8184.00     8258.00        P
163  pg2507  20250630   4259.0  ...   4235.00     4256.00       PG
164  pg2508  20250630   4254.0  ...   4230.00     4249.00       PG
165  pg2509  20250630   4162.0  ...   4136.00     4149.00       PG
166  pg2510  20250630   4532.0  ...   4507.00     4526.00       PG
167  pg2511  20250630   4447.0  ...   4421.00     4436.00       PG
168  pg2512  20250630   4369.0  ...   4344.00     4362.00       PG
169  pg2601  20250630   4279.0  ...   4266.00     4284.00       PG
170  pg2602  20250630   4202.0  ...   4201.00     4208.00       PG
171  pg2603  20250630   4118.0  ...   4109.00     4116.00       PG
172  pg2604  20250630   4410.0  ...   4394.00     4406.00       PG
173  pg2605  20250630   4300.0  ...   4296.00     4299.00       PG
174  pg2606  20250630      0.0  ...   4254.00     4255.00       PG
175  pp2507  20250630   7112.0  ...   7108.00     7121.00       PP
176  pp2508  20250630   7113.0  ...   7109.00     7126.00       PP
177  pp2509  20250630   7098.0  ...   7092.00     7112.00       PP
178  pp2510  20250630   7053.0  ...   7045.00     7064.00       PP
179  pp2511  20250630   7052.0  ...   7039.00     7061.00       PP
180  pp2512  20250630   7045.0  ...   7033.00     7052.00       PP
181  pp2601  20250630   7053.0  ...   7028.00     7051.00       PP
182  pp2602  20250630   6986.0  ...   6986.00     7024.00       PP
183  pp2603  20250630      0.0  ...   7006.00     7006.00       PP
184  pp2604  20250630      0.0  ...   7044.00     7044.00       PP
185  pp2605  20250630   7037.0  ...   7012.00     7037.00       PP
186  pp2606  20250630      0.0  ...   7046.00     7046.00       PP
187  rr2507  20250630   3590.0  ...   3578.00     3589.00       RR
188  rr2508  20250630   3586.0  ...   3585.00     3587.00       RR
189  rr2509  20250630   3608.0  ...   3607.00     3607.00       RR
190  rr2510  20250630   3591.0  ...   3591.00     3596.00       RR
191  rr2511  20250630   3596.0  ...   3596.00     3601.00       RR
192  rr2512  20250630      0.0  ...   3605.00     3605.00       RR
193  rr2601  20250630   3603.0  ...   3606.00     3608.00       RR
194  rr2602  20250630   3606.0  ...   3609.00     3613.00       RR
195  rr2603  20250630      0.0  ...   3605.00     3605.00       RR
196  rr2604  20250630   3602.0  ...   3603.00     3618.00       RR
197  rr2605  20250630      0.0  ...   3601.00     3601.00       RR
198  rr2606  20250630      0.0  ...   3606.00     3606.00       RR
199   v2507  20250630   4857.0  ...   4853.00     4847.00        V
200   v2508  20250630   4883.0  ...   4890.00     4880.00        V
201   v2509  20250630   4920.0  ...   4924.00     4911.00        V
202   v2510  20250630   4943.0  ...   4951.00     4932.00        V
203   v2511  20250630   4969.0  ...   4978.00     4964.00        V
204   v2512  20250630   4991.0  ...   5003.00     4987.00        V
205   v2601  20250630   5009.0  ...   5016.00     4995.00        V
206   v2602  20250630   5035.0  ...   5017.00     5023.00        V
207   v2603  20250630   5053.0  ...   5046.00     5036.00        V
208   v2604  20250630   5138.0  ...   5129.00     5114.00        V
209   v2605  20250630   5132.0  ...   5155.00     5124.00        V
210   v2606  20250630   5155.0  ...   5166.00     5132.00        V
211   y2507  20250630   8114.0  ...   8068.00     8114.00        Y
212   y2508  20250630   8062.0  ...   8026.00     8064.00        Y
213   y2509  20250630   7994.0  ...   7974.00     8002.00        Y
214   y2511  20250630   7996.0  ...   7980.00     8004.00        Y
215   y2512  20250630   8020.0  ...   8000.00     8018.00        Y
216   y2601  20250630   7958.0  ...   7930.00     7944.00        Y
217   y2603  20250630   7798.0  ...   7796.00     7786.00        Y
218   y2605  20250630   7598.0  ...   7598.00     7592.00        Y

[219 rows x 12 columns]
2025-07-02 18:26:37,797 - future_1d - INFO - ak.get_dce_daily('2025-06-30') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2507  20250630          ...   496.6      496.6      SC
1       SC2508  20250630   498.6  ...   496.1      502.2      SC
2       SC2509  20250630   491.2  ...   490.3      492.7      SC
3       SC2510  20250630   486.1  ...   484.8      487.6      SC
4       SC2511  20250630   484.2  ...   481.7      485.8      SC
5       SC2512  20250630   486.5  ...     480      483.3      SC
6       SC2601  20250630     480  ...   478.4      481.8      SC
7       SC2602  20250630     479  ...   476.9      480.4      SC
8       SC2603  20250630   477.7  ...   476.5      478.5      SC
9       SC2604  20250630   479.3  ...   474.9      477.2      SC
10      SC2605  20250630     481  ...   473.2      476.5      SC
11      SC2606  20250630   470.6  ...   472.6      474.3      SC
12      SC2609  20250630          ...   472.5      472.5      SC
13      SC2612  20250630          ...   470.6      470.6      SC
14      SC2703  20250630          ...   468.4      468.4      SC
15      SC2706  20250630   453.6  ...   466.8        474      SC
16      SC2709  20250630          ...   465.7      465.7      SC
17      SC2712  20250630          ...   465.8      465.8      SC
18      SC2803  20250630     460  ...   461.3      466.5      SC
19      SC2806  20250630          ...   465.6      465.6      SC
21      LU2507  20250630    3557  ...    3557       3557      LU
22      LU2508  20250630    3631  ...    3621       3655      LU
23      LU2509  20250630    3603  ...    3591       3603      LU
24      LU2510  20250630    3568  ...    3564       3568      LU
25      LU2511  20250630    3550  ...    3543       3539      LU
26      LU2512  20250630    3533  ...    3514       3504      LU
27      LU2601  20250630    3529  ...    3518       3509      LU
28      LU2602  20250630    3506  ...    3507       3476      LU
29      LU2603  20250630    3484  ...    3487       3449      LU
30      LU2604  20250630    3472  ...    3472       3439      LU
31      LU2605  20250630    3457  ...    3437       3419      LU
32      LU2606  20250630    3417  ...    3416       3418      LU
34      NR2507  20250630   12185  ...   12130      12135      NR
35      NR2508  20250630   12185  ...   12170      12180      NR
36      NR2509  20250630   12100  ...   12125      12130      NR
37      NR2510  20250630   12110  ...   12115      12120      NR
38      NR2511  20250630   12120  ...   12130      12130      NR
39      NR2512  20250630   12100  ...   12130      12125      NR
40      NR2601  20250630   12160  ...   12115      12135      NR
41      NR2602  20250630   12180  ...   12180      12160      NR
42      NR2603  20250630   12115  ...   12115      12210      NR
43      NR2604  20250630   12200  ...   12200      12055      NR
44      NR2605  20250630   12225  ...   12225      12300      NR
45      NR2606  20250630          ...   12260      12260      NR
47      BC2507  20250630   71070  ...   71090      71170      BC
48      BC2508  20250630   70840  ...   71100      71090      BC
49      BC2509  20250630   70460  ...   70860      70850      BC
50      BC2510  20250630          ...   70700      70600      BC
51      BC2511  20250630          ...   69520      69510      BC
52      BC2512  20250630          ...   69450      69450      BC
53      BC2601  20250630          ...   69570      69570      BC
54      BC2602  20250630          ...   69410      69410      BC
55      BC2603  20250630          ...   69290      69290      BC
56      BC2604  20250630          ...   69760      69760      BC
57      BC2605  20250630          ...   68610      68610      BC
58      BC2606  20250630          ...   68610      68610      BC
60      EC2506  20250630    1889  ...  1889.1     1886.6      EC
61      EC2508  20250630    1810  ...  1767.1     1795.9      EC
62      EC2510  20250630  1328.1  ...  1339.8     1334.8      EC
63      EC2512  20250630    1496  ...    1498     1491.1      EC
64      EC2602  20250630  1321.8  ...  1316.5     1320.4      EC
65      EC2604  20250630  1177.9  ...    1169     1168.3      EC
68  SC_TAS2508  20250630          ...                     SC_TAS
69  SC_TAS2509  20250630          ...                     SC_TAS
70  SC_TAS2510  20250630          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-02 18:26:37,865 - future_1d - INFO - ak.get_ine_daily('2025-06-30') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250630   7718.0   7762.0  ...   489584.85   7699.0      7709.0       AP
1    AP511  20250630   7544.0   7553.0  ...     2295.76   7527.0      7535.0       AP
2    AP512  20250630   7585.0   7605.0  ...      363.31   7569.0      7566.0       AP
3    AP601  20250630   7600.0   7653.0  ...    13356.83   7598.0      7605.0       AP
4    AP603  20250630   7631.0   7653.0  ...      183.04   7627.0      7641.0       AP
5    AP604  20250630   7647.0   7720.0  ...       69.14   7682.0      7647.0       AP
6    AP605  20250630   7739.0   7777.0  ...      262.56   7722.0      7722.0       AP
7    CF507  20250630  13750.0  13750.0  ...    16625.73  13620.0     13525.0       CF
8    CF509  20250630  13755.0  13920.0  ...  2327213.54  13815.0     13740.0       CF
9    CF511  20250630  13685.0  13825.0  ...   173420.85  13740.0     13660.0       CF
10   CF601  20250630  13765.0  13920.0  ...   618010.68  13830.0     13730.0       CF
11   CF603  20250630  13740.0  13885.0  ...     1979.87  13795.0     13700.0       CF
12   CF605  20250630  13755.0  13915.0  ...    15656.68  13820.0     13705.0       CF
13   CJ507  20250630   9470.0   9565.0  ...     1334.05   9495.0      9450.0       CJ
14   CJ509  20250630   9680.0   9690.0  ...   828281.73   9620.0      9590.0       CJ
15   CJ512  20250630  10575.0  10695.0  ...    16908.28  10580.0     10490.0       CJ
16   CJ601  20250630  10700.0  10840.0  ...   539601.91  10715.0     10630.0       CJ
17   CJ603  20250630  10790.0  10935.0  ...    12066.59  10815.0     10705.0       CJ
18   CJ605  20250630  10975.0  11115.0  ...    35185.17  11000.0     10885.0       CJ
19   CY507  20250630  20025.0  20160.0  ...      692.29  20065.0     20040.0       CY
20   CY508  20250630      0.0      0.0  ...        0.00  19630.0     19630.0       CY
21   CY509  20250630  20125.0  20245.0  ...   114674.45  20110.0     20105.0       CY
22   CY510  20250630      0.0      0.0  ...        0.00  19730.0     19725.0       CY
23   CY511  20250630  19980.0  19980.0  ...        9.99  19980.0     19900.0       CY
24   CY512  20250630  19910.0  19910.0  ...        9.96  19910.0     19785.0       CY
25   CY601  20250630  20050.0  20160.0  ...      351.51  20085.0     20055.0       CY
26   CY602  20250630      0.0      0.0  ...        0.00  19810.0     19785.0       CY
27   CY603  20250630      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250630      0.0      0.0  ...        0.00  19555.0     19555.0       CY
29   CY605  20250630      0.0      0.0  ...        0.00  20135.0     20110.0       CY
30   CY606  20250630      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250630    946.0    951.0  ...    20122.09    935.0       948.0       FG
32   FG508  20250630   1027.0   1040.0  ...    51036.52   1025.0      1029.0       FG
33   FG509  20250630   1017.0   1032.0  ...  3283151.35   1018.0      1019.0       FG
34   FG510  20250630   1049.0   1062.0  ...    30628.55   1054.0      1048.0       FG
35   FG511  20250630   1036.0   1050.0  ...    43676.13   1043.0      1035.0       FG
36   FG512  20250630   1092.0   1105.0  ...     2627.76   1099.0      1087.0       FG
37   FG601  20250630   1076.0   1093.0  ...   335523.51   1087.0      1074.0       FG
38   FG602  20250630   1088.0   1127.0  ...      771.21   1121.0      1110.0       FG
39   FG603  20250630   1085.0   1121.0  ...      836.07   1115.0      1103.0       FG
40   FG604  20250630   1132.0   1145.0  ...      633.12   1139.0      1128.0       FG
41   FG605  20250630   1124.0   1148.0  ...     6893.75   1132.0      1119.0       FG
42   FG606  20250630   1133.0   1149.0  ...      141.57   1142.0      1130.0       FG
43   JR507  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250630      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250630      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250630   2435.0   2439.0  ...      721.59   2430.0      2434.0       MA
54   MA508  20250630   2424.0   2435.0  ...    39959.53   2425.0      2430.0       MA
55   MA509  20250630   2389.0   2397.0  ...  2059225.75   2386.0      2406.0       MA
56   MA510  20250630   2398.0   2402.0  ...    47964.12   2391.0      2413.0       MA
57   MA511  20250630   2403.0   2407.0  ...    66859.49   2397.0      2415.0       MA
58   MA512  20250630   2416.0   2425.0  ...      190.92   2417.0      2435.0       MA
59   MA601  20250630   2416.0   2424.0  ...   108202.77   2415.0      2427.0       MA
60   MA602  20250630   2401.0   2405.0  ...      100.76   2399.0      2406.0       MA
61   MA603  20250630   2396.0   2402.0  ...      194.08   2396.0      2402.0       MA
62   MA604  20250630   2368.0   2373.0  ...       94.62   2366.0      2371.0       MA
63   MA605  20250630   2328.0   2331.0  ...     1620.10   2324.0      2333.0       MA
64   MA606  20250630   2338.0   2338.0  ...       49.01   2334.0      2335.0       MA
65   OI507  20250630   9536.0   9792.0  ...     7055.60   9547.0      9584.0       OI
66   OI509  20250630   9466.0   9490.0  ...  3347163.06   9427.0      9462.0       OI
67   OI511  20250630   9443.0   9479.0  ...   143044.03   9419.0      9440.0       OI
68   OI601  20250630   9390.0   9428.0  ...   368990.65   9371.0      9387.0       OI
69   OI603  20250630   9348.0   9365.0  ...     1882.40   9319.0      9333.0       OI
70   OI605  20250630   9252.0   9270.0  ...     2519.08   9227.0      9232.0       OI
71   PF507  20250630   6620.0   6724.0  ...     1951.77   6650.0      6620.0       PF
72   PF508  20250630   6534.0   6592.0  ...   432566.35   6546.0      6532.0       PF
73   PF509  20250630   6454.0   6512.0  ...   206326.80   6472.0      6442.0       PF
74   PF510  20250630   6456.0   6514.0  ...    45795.58   6476.0      6446.0       PF
75   PF511  20250630   6416.0   6466.0  ...    24095.78   6428.0      6402.0       PF
76   PF512  20250630   6404.0   6436.0  ...      585.78   6402.0      6376.0       PF
77   PF601  20250630   6712.0   6712.0  ...      955.06   6410.0      6386.0       PF
78   PF602  20250630   6706.0   6706.0  ...       26.12   6530.0      6396.0       PF
79   PF603  20250630   6402.0   6402.0  ...        3.20   6402.0      6396.0       PF
80   PF604  20250630   6436.0   6436.0  ...        3.22   6436.0      6380.0       PF
81   PF605  20250630   6370.0   6432.0  ...        9.59   6396.0      6370.0       PF
82   PF606  20250630   6372.0   6372.0  ...        3.19   6372.0      6348.0       PF
83   PK510  20250630   8178.0   8190.0  ...   100600.23   8162.0      8170.0       PK
84   PK511  20250630   7940.0   7946.0  ...    23441.29   7926.0      7932.0       PK
85   PK512  20250630   7930.0   7940.0  ...      186.37   7932.0      7940.0       PK
86   PK601  20250630   7946.0   7966.0  ...     1963.44   7950.0      7954.0       PK
87   PK603  20250630   7940.0   7960.0  ...       55.66   7952.0      7954.0       PK
88   PK604  20250630      0.0      0.0  ...        0.00   7956.0      7958.0       PK
89   PK605  20250630   7940.0   7960.0  ...      214.67   7952.0      7958.0       PK
90   PM507  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250630      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250630   6012.0   6068.0  ...     1514.42   6010.0      6012.0       PR
97   PR508  20250630   6002.0   6070.0  ...    92762.39   6022.0      6000.0       PR
98   PR509  20250630   5938.0   6002.0  ...   572909.51   5956.0      5928.0       PR
99   PR510  20250630   5892.0   5942.0  ...   256801.43   5904.0      5884.0       PR
100  PR511  20250630   5892.0   5920.0  ...      309.55   5896.0      5858.0       PR
101  PR512  20250630   5872.0   5872.0  ...       52.67   5852.0      5834.0       PR
102  PR601  20250630   5844.0   5888.0  ...      228.74   5866.0      5824.0       PR
103  PR602  20250630      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250630      0.0      0.0  ...        0.00   5874.0      5860.0       PR
105  PR604  20250630      0.0      0.0  ...        0.00   5864.0      5864.0       PR
106  PR605  20250630      0.0      0.0  ...        0.00   5860.0      5852.0       PR
107  PR606  20250630      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250630   7022.0   7130.0  ...     1445.43   6984.0      6912.0       PX
109  PX508  20250630   6850.0   6968.0  ...    38881.88   6904.0      6802.0       PX
110  PX509  20250630   6776.0   6890.0  ...  1007224.53   6826.0      6728.0       PX
111  PX510  20250630   6690.0   6794.0  ...    70390.34   6732.0      6652.0       PX
112  PX511  20250630   6636.0   6744.0  ...    94677.79   6686.0      6604.0       PX
113  PX512  20250630   6684.0   6718.0  ...       43.45   6684.0      6576.0       PX
114  PX601  20250630   6546.0   6658.0  ...    47098.92   6602.0      6530.0       PX
115  PX602  20250630      0.0      0.0  ...        0.00   6572.0      6520.0       PX
116  PX603  20250630   6510.0   6630.0  ...        6.57   6570.0      6510.0       PX
117  PX604  20250630      0.0      0.0  ...        0.00   6554.0      6494.0       PX
118  PX605  20250630   6550.0   6600.0  ...      105.00   6562.0      6478.0       PX
119  PX606  20250630   6522.0   6522.0  ...        3.26   6522.0      6476.0       PX
120  RI507  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250630      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250630   2442.0   2447.0  ...    24493.71   2437.0      2427.0       RM
127  RM508  20250630   2564.0   2590.0  ...    25685.88   2578.0      2552.0       RM
128  RM509  20250630   2558.0   2583.0  ...   960218.07   2569.0      2543.0       RM
129  RM511  20250630   2392.0   2414.0  ...     2861.58   2405.0      2387.0       RM
130  RM601  20250630   2290.0   2308.0  ...   166700.47   2300.0      2295.0       RM
131  RM603  20250630   2280.0   2289.0  ...    11835.73   2284.0      2283.0       RM
132  RM605  20250630   2325.0   2329.0  ...    21679.04   2316.0      2324.0       RM
133  RS507  20250630   4931.0   5235.0  ...      628.67   4950.0      4960.0       RS
134  RS508  20250630   5083.0   5178.0  ...       20.48   5120.0      5129.0       RS
135  RS509  20250630   5245.0   5245.0  ...      298.79   5152.0      5214.0       RS
136  RS511  20250630      0.0      0.0  ...        0.00   5252.0      5260.0       RS
137  SA507  20250630   1175.0   1200.0  ...     5906.72   1173.0      1175.0       SA
138  SA508  20250630   1201.0   1222.0  ...    25758.16   1202.0      1194.0       SA
139  SA509  20250630   1194.0   1219.0  ...  5420353.28   1199.0      1192.0       SA
140  SA510  20250630   1208.0   1228.0  ...    19638.94   1212.0      1203.0       SA
141  SA511  20250630   1204.0   1227.0  ...    13357.04   1212.0      1199.0       SA
142  SA512  20250630   1211.0   1241.0  ...    11722.28   1225.0      1207.0       SA
143  SA601  20250630   1192.0   1234.0  ...  1175558.20   1211.0      1190.0       SA
144  SA602  20250630   1211.0   1247.0  ...     9140.38   1226.0      1212.0       SA
145  SA603  20250630   1210.0   1244.0  ...     7389.14   1224.0      1209.0       SA
146  SA604  20250630   1228.0   1255.0  ...     2453.86   1243.0      1224.0       SA
147  SA605  20250630   1216.0   1246.0  ...    28474.87   1229.0      1212.0       SA
148  SA606  20250630   1231.0   1260.0  ...     1007.80   1244.0      1227.0       SA
149  SF507  20250630   5572.0   5590.0  ...    40532.86   5514.0      5576.0       SF
150  SF508  20250630   5420.0   5434.0  ...    54719.77   5400.0      5418.0       SF
151  SF509  20250630   5388.0   5412.0  ...   441775.80   5380.0      5392.0       SF
152  SF510  20250630   5310.0   5322.0  ...   117576.32   5294.0      5302.0       SF
153  SF511  20250630   5418.0   5450.0  ...   149676.05   5420.0      5428.0       SF
154  SF512  20250630   5366.0   5372.0  ...       34.83   5358.0      5388.0       SF
155  SF601  20250630   5370.0   5384.0  ...     4216.28   5348.0      5370.0       SF
156  SF602  20250630   5304.0   5316.0  ...     1116.63   5268.0      5300.0       SF
157  SF603  20250630   5404.0   5412.0  ...      105.12   5392.0      5442.0       SF
158  SF604  20250630   5364.0   5380.0  ...       13.43   5370.0      5378.0       SF
159  SF605  20250630   5396.0   5410.0  ...      225.91   5380.0      5394.0       SF
160  SF606  20250630   5330.0   5352.0  ...       90.58   5328.0      5336.0       SF
161  SH507  20250630   2381.0   2420.0  ...     7489.57   2391.0      2388.0       SH
162  SH508  20250630   2301.0   2341.0  ...   235974.92   2315.0      2314.0       SH
163  SH509  20250630   2317.0   2363.0  ...  3575553.72   2340.0      2330.0       SH
164  SH510  20250630   2357.0   2402.0  ...   255008.73   2380.0      2366.0       SH
165  SH511  20250630   2347.0   2384.0  ...   167783.73   2365.0      2351.0       SH
166  SH512  20250630   2352.0   2386.0  ...     2195.45   2368.0      2352.0       SH
167  SH601  20250630   2311.0   2356.0  ...    68415.22   2337.0      2316.0       SH
168  SH602  20250630   2340.0   2375.0  ...      665.63   2360.0      2339.0       SH
169  SH603  20250630   2366.0   2381.0  ...      675.03   2369.0      2342.0       SH
170  SH604  20250630   2405.0   2416.0  ...      302.87   2404.0      2380.0       SH
171  SH605  20250630   2370.0   2411.0  ...     1819.61   2397.0      2374.0       SH
172  SH606  20250630   2420.0   2426.0  ...       43.44   2414.0      2395.0       SH
173  SM507  20250630   5650.0   5682.0  ...     9916.77   5660.0      5640.0       SM
174  SM508  20250630   5678.0   5700.0  ...    61090.79   5670.0      5672.0       SM
175  SM509  20250630   5690.0   5708.0  ...   534901.23   5678.0      5684.0       SM
176  SM510  20250630   5660.0   5676.0  ...    34656.37   5646.0      5652.0       SM
177  SM511  20250630   5734.0   5754.0  ...    48671.73   5728.0      5734.0       SM
178  SM512  20250630   5680.0   5688.0  ...        5.68   5684.0      5736.0       SM
179  SM601  20250630   5722.0   5736.0  ...    34999.46   5708.0      5718.0       SM
180  SM602  20250630   5720.0   5724.0  ...      116.78   5696.0      5732.0       SM
181  SM603  20250630   5738.0   5738.0  ...       77.05   5708.0      5732.0       SM
182  SM604  20250630   5744.0   5744.0  ...      114.24   5712.0      5734.0       SM
183  SM605  20250630   5736.0   5756.0  ...      785.88   5736.0      5738.0       SM
184  SM606  20250630   5736.0   5740.0  ...       11.46   5728.0      5736.0       SM
185  SR507  20250630   5897.0   5954.0  ...     6550.44   5817.0      5801.0       SR
186  SR509  20250630   5808.0   5816.0  ...  1095770.25   5802.0      5787.0       SR
187  SR511  20250630   5690.0   5697.0  ...   103669.11   5681.0      5666.0       SR
188  SR601  20250630   5611.0   5635.0  ...   149575.13   5620.0      5591.0       SR
189  SR603  20250630   5584.0   5606.0  ...     2661.42   5591.0      5564.0       SR
190  SR605  20250630   5545.0   5571.0  ...     5781.87   5559.0      5534.0       SR
191  TA507  20250630   5002.0   5084.0  ...    11243.87   5016.0      4992.0       TA
192  TA508  20250630   4912.0   4992.0  ...    94085.95   4940.0      4894.0       TA
193  TA509  20250630   4796.0   4864.0  ...  2625355.39   4824.0      4768.0       TA
194  TA510  20250630   4698.0   4760.0  ...   177748.45   4738.0      4676.0       TA
195  TA511  20250630   4664.0   4726.0  ...    86232.33   4700.0      4640.0       TA
196  TA512  20250630   4672.0   4700.0  ...      112.23   4676.0      4620.0       TA
197  TA601  20250630   4616.0   4680.0  ...   470814.55   4650.0      4594.0       TA
198  TA602  20250630   4654.0   4686.0  ...      123.52   4662.0      4596.0       TA
199  TA603  20250630   4666.0   4684.0  ...      135.18   4662.0      4600.0       TA
200  TA604  20250630   4656.0   4690.0  ...       72.44   4674.0      4608.0       TA
201  TA605  20250630   4620.0   4692.0  ...     2679.07   4664.0      4612.0       TA
202  TA606  20250630   4676.0   4688.0  ...       16.36   4674.0      4618.0       TA
203  UR507  20250630   1727.0   1740.0  ...     1851.55   1724.0      1738.0       UR
204  UR508  20250630   1730.0   1737.0  ...      773.87   1727.0      1738.0       UR
205  UR509  20250630   1720.0   1727.0  ...   748813.55   1715.0      1723.0       UR
206  UR510  20250630   1705.0   1714.0  ...     1248.88   1701.0      1707.0       UR
207  UR511  20250630   1704.0   1716.0  ...      177.89   1710.0      1713.0       UR
208  UR512  20250630   1702.0   1715.0  ...       40.98   1707.0      1708.0       UR
209  UR601  20250630   1687.0   1690.0  ...    56890.24   1683.0      1685.0       UR
210  UR602  20250630   1682.0   1686.0  ...     1353.55   1679.0      1682.0       UR
211  UR603  20250630   1706.0   1722.0  ...      312.83   1700.0      1709.0       UR
212  UR604  20250630   1696.0   1717.0  ...      146.09   1699.0      1704.0       UR
213  UR605  20250630   1698.0   1700.0  ...     2363.70   1696.0      1694.0       UR
214  UR606  20250630   1690.0   1695.0  ...       64.24   1690.0      1689.0       UR
215  WH507  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250630      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250630      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:38,159 - future_1d - INFO - ak.get_czce_daily('2025-06-30') done
2025-07-02 18:26:39,912 - future_1d - INFO - save future_daily 2025-06-30 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250701  5851.000  ...  5872.000    5867.400       IC
1   IC2508  20250701  5818.800  ...  5824.000    5825.400       IC
2   IC2509  20250701  5759.000  ...  5770.600    5775.800       IC
3   IC2512  20250701  5645.000  ...  5644.400    5655.600       IC
4   IF2507  20250701  3905.000  ...  3915.000    3907.800       IF
5   IF2508  20250701  3895.400  ...  3899.200    3894.600       IF
6   IF2509  20250701  3889.200  ...  3889.400    3887.000       IF
7   IF2512  20250701  3860.600  ...  3854.800    3856.600       IF
8   IH2507  20250701  2692.000  ...  2698.400    2691.800       IH
9   IH2508  20250701  2689.400  ...  2693.600    2687.800       IH
10  IH2509  20250701  2691.000  ...  2692.600    2687.600       IH
11  IH2512  20250701  2690.000  ...  2692.200    2687.400       IH
12  IM2507  20250701  6275.000  ...  6287.000    6289.400       IM
13  IM2508  20250701  6220.000  ...  6211.000    6224.400       IM
14  IM2509  20250701  6143.000  ...  6134.000    6155.600       IM
15  IM2512  20250701  5975.000  ...  5953.400    5979.800       IM
16   T2509  20250701   108.925  ...   108.975     108.900        T
17   T2512  20250701   108.960  ...   109.010     108.935        T
18   T2603  20250701   108.960  ...   108.995     108.910        T
19  TF2509  20250701   106.170  ...   106.175     106.145       TF
20  TF2512  20250701   106.265  ...   106.270     106.240       TF
21  TF2603  20250701   106.295  ...   106.320     106.295       TF
22  TL2509  20250701   120.450  ...   120.700     120.400       TL
23  TL2512  20250701   120.310  ...   120.560     120.260       TL
24  TL2603  20250701   120.100  ...   120.390     120.100       TL
25  TS2509  20250701   102.498  ...   102.482     102.496       TS
26  TS2512  20250701   102.638  ...   102.626     102.640       TS
27  TS2603  20250701   102.740  ...   102.738     102.748       TS

[28 rows x 12 columns]
2025-07-02 18:26:49,005 - future_1d - INFO - ak.get_cffex_daily('2025-07-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250701  ...   80140      79970      CU
1        1      CU2508  20250701  ...   80020      79770      CU
2        2      CU2509  20250701  ...   79790      79620      CU
3        3      CU2510  20250701  ...   79550      79410      CU
4        4      CU2511  20250701  ...   79320      79180      CU
5        5      CU2512  20250701  ...   79130      78930      CU
6        6      CU2601  20250701  ...   78970      78750      CU
7        7      CU2602  20250701  ...   78890      78560      CU
8        8      CU2603  20250701  ...   78560      78430      CU
9        9      CU2604  20250701  ...   78600      78380      CU
10      10      CU2605  20250701  ...   78440      78350      CU
11      11      CU2606  20250701  ...   78280      78290      CU
12      12      BC2507  20250701  ...   71500      71090      BC
13      13      BC2508  20250701  ...   71280      71100      BC
14      14      BC2509  20250701  ...   70970      70860      BC
15      15      BC2510  20250701  ...   71300      70700      BC
16      16      BC2511  20250701  ...   69520      69520      BC
17      17      BC2512  20250701  ...   69450      69450      BC
18      18      BC2601  20250701  ...   69570      69570      BC
19      19      BC2602  20250701  ...   69410      69410      BC
20      20      BC2603  20250701  ...   69290      69290      BC
21      21      BC2604  20250701  ...   69760      69760      BC
22      22      BC2605  20250701  ...   69710      68610      BC
23      23      BC2606  20250701  ...   71590      68610      BC
24      24      AL2507  20250701  ...   20750      20735      AL
25      25      AL2508  20250701  ...   20560      20550      AL
26      26      AL2509  20250701  ...   20475      20455      AL
27      27      AL2510  20250701  ...   20365      20360      AL
28      28      AL2511  20250701  ...   20255      20235      AL
29      29      AL2512  20250701  ...   20160      20115      AL
30      30      AL2601  20250701  ...   20090      20055      AL
31      31      AL2602  20250701  ...   20100      20030      AL
32      32      AL2603  20250701  ...   20100      20020      AL
33      33      AL2604  20250701  ...   20135      20020      AL
34      34      AL2605  20250701  ...   20100      20050      AL
35      35      AL2606  20250701  ...   20125      20045      AL
36      36      ZN2507  20250701  ...   22310      22490      ZN
37      37      ZN2508  20250701  ...   22255      22435      ZN
38      38      ZN2509  20250701  ...   22190      22390      ZN
39      39      ZN2510  20250701  ...   22140      22330      ZN
40      40      ZN2511  20250701  ...   22085      22250      ZN
41      41      ZN2512  20250701  ...   22060      22200      ZN
42      42      ZN2601  20250701  ...   22045      22130      ZN
43      43      ZN2602  20250701  ...   21995      22100      ZN
44      44      ZN2603  20250701  ...   21995      22000      ZN
45      45      ZN2604  20250701  ...   22005      22025      ZN
46      46      ZN2605  20250701  ...   21990      22010      ZN
47      47      ZN2606  20250701  ...   21955      22010      ZN
48      48      PB2507  20250701  ...   17085      17100      PB
49      49      PB2508  20250701  ...   17135      17145      PB
50      50      PB2509  20250701  ...   17150      17170      PB
51      51      PB2510  20250701  ...   17145      17165      PB
52      52      PB2511  20250701  ...   17125      17150      PB
53      53      PB2512  20250701  ...   17115      17125      PB
54      54      PB2601  20250701  ...   17140      17155      PB
55      55      PB2602  20250701  ...   17120      17150      PB
56      56      PB2603  20250701  ...   17150      17150      PB
57      57      PB2604  20250701  ...   17165      17165      PB
58      58      PB2605  20250701  ...   17155      17155      PB
59      59      PB2606  20250701  ...   17115      17185      PB
60      60      NI2507  20250701  ...  120250     120740      NI
61      61      NI2508  20250701  ...  120390     120970      NI
62      62      NI2509  20250701  ...  120460     121030      NI
63      63      NI2510  20250701  ...  120600     121150      NI
64      64      NI2511  20250701  ...  120750     121340      NI
65      65      NI2512  20250701  ...  121010     121630      NI
66      66      NI2601  20250701  ...  121140     121770      NI
67      67      NI2602  20250701  ...  121300     121840      NI
68      68      NI2603  20250701  ...  122170     122170      NI
69      69      NI2604  20250701  ...  122640     122640      NI
70      70      NI2605  20250701  ...  121940     122520      NI
71      71      NI2606  20250701  ...  122680     122680      NI
72      72      SN2507  20250701  ...  266880     267860      SN
73      73      SN2508  20250701  ...  267340     268140      SN
74      74      SN2509  20250701  ...  267450     268090      SN
75      75      SN2510  20250701  ...  267400     267790      SN
76      76      SN2511  20250701  ...  266490     267280      SN
77      77      SN2512  20250701  ...  265990     266680      SN
78      78      SN2601  20250701  ...  266150     266910      SN
79      79      SN2602  20250701  ...  266050     267310      SN
80      80      SN2603  20250701  ...  266060     267190      SN
81      81      SN2604  20250701  ...  266230     266590      SN
82      82      SN2605  20250701  ...  265950     266070      SN
83      83      SN2606  20250701  ...  266200     266430      SN
84      84      AO2507  20250701  ...    3071       3106      AO
85      85      AO2508  20250701  ...    2977       3023      AO
86      86      AO2509  20250701  ...    2941       2987      AO
87      87      AO2510  20250701  ...    2916       2959      AO
88      88      AO2511  20250701  ...    2907       2949      AO
89      89      AO2512  20250701  ...    2899       2943      AO
90      90      AO2601  20250701  ...    2892       2933      AO
91      91      AO2602  20250701  ...    2888       2932      AO
92      92      AO2603  20250701  ...    2886       2926      AO
93      93      AO2604  20250701  ...    2886       2924      AO
94      94      AO2605  20250701  ...    2886       2918      AO
95      95      AO2606  20250701  ...    2879       2913      AO
96      96      AD2511  20250701  ...   19795      19775      AD
97      97      AD2512  20250701  ...   19700      19695      AD
98      98      AD2601  20250701  ...   19635      19625      AD
99      99      AD2602  20250701  ...   19610      19570      AD
100    100      AD2603  20250701  ...   19490      19490      AD
101    101      AD2604  20250701  ...   19520      19360      AD
102    102      AD2605  20250701  ...   19465      19410      AD
103    103      AD2606  20250701  ...   19400      19415      AD
104    104      AU2507  20250701  ...  769.12      761.7      AU
105    105      AU2508  20250701  ...  768.62      762.5      AU
106    106      AU2509  20250701  ...  771.02     763.52      AU
107    107      AU2510  20250701  ...  770.64     764.86      AU
108    108      AU2512  20250701  ...  773.24      766.6      AU
109    109      AU2602  20250701  ...  775.18     768.48      AU
110    110      AU2604  20250701  ...   777.5     770.68      AU
111    111      AU2606  20250701  ...  779.96     773.18      AU
112    112      AG2507  20250701  ...    8728       8705      AG
113    113      AG2508  20250701  ...    8739       8713      AG
114    114      AG2509  20250701  ...    8752       8724      AG
115    115      AG2510  20250701  ...    8764       8738      AG
116    116      AG2511  20250701  ...    8777       8742      AG
117    117      AG2512  20250701  ...    8784       8756      AG
118    118      AG2601  20250701  ...    8795       8763      AG
119    119      AG2602  20250701  ...    8804       8772      AG
120    120      AG2603  20250701  ...    8821       8786      AG
121    121      AG2604  20250701  ...    8833       8800      AG
122    122      AG2605  20250701  ...    8843       8815      AG
123    123      AG2606  20250701  ...    8858       8829      AG
124    124      RB2507  20250701  ...    2988       2999      RB
125    125      RB2508  20250701  ...    2955       2975      RB
126    126      RB2509  20250701  ...    2954       2971      RB
127    127      RB2510  20250701  ...    2987       3009      RB
128    128      RB2511  20250701  ...    2996       3015      RB
129    129      RB2512  20250701  ...    3007       3024      RB
130    130      RB2601  20250701  ...    3005       3023      RB
131    131      RB2602  20250701  ...    3011       3010      RB
132    132      RB2603  20250701  ...    2996       3009      RB
133    133      RB2604  20250701  ...    3011       3033      RB
134    134      RB2605  20250701  ...    3012       3026      RB
135    135      RB2606  20250701  ...    3018       3032      RB
136    136      WR2507  20250701  ...    3356       3356      WR
137    137      WR2508  20250701  ...    3359       3359      WR
138    138      WR2509  20250701  ...    3257       3245      WR
139    139      WR2510  20250701  ...    3303       3328      WR
140    140      WR2511  20250701  ...    3361       3361      WR
141    141      WR2512  20250701  ...    3337       3337      WR
142    142      WR2601  20250701  ...    3325       3330      WR
143    143      WR2602  20250701  ...    3396       3396      WR
144    144      WR2603  20250701  ...    3387       3387      WR
145    145      WR2604  20250701  ...    3392       3392      WR
146    146      WR2605  20250701  ...    3369       3369      WR
147    147      WR2606  20250701  ...    3367       3373      WR
148    148      HC2507  20250701  ...    3124       3147      HC
149    149      HC2508  20250701  ...    3131       3151      HC
150    150      HC2509  20250701  ...    3129       3141      HC
151    151      HC2510  20250701  ...    3121       3134      HC
152    152      HC2511  20250701  ...    3120       3137      HC
153    153      HC2512  20250701  ...    3123       3147      HC
154    154      HC2601  20250701  ...    3125       3140      HC
155    155      HC2602  20250701  ...    3126       3150      HC
156    156      HC2603  20250701  ...    3127       3154      HC
157    157      HC2604  20250701  ...    3132       3155      HC
158    158      HC2605  20250701  ...    3121       3142      HC
159    159      HC2606  20250701  ...    3124       3151      HC
160    160      SS2507  20250701  ...   12440      12580      SS
161    161      SS2508  20250701  ...   12535      12670      SS
162    162      SS2509  20250701  ...   12505      12620      SS
163    163      SS2510  20250701  ...   12475      12580      SS
164    164      SS2511  20250701  ...   12490      12595      SS
165    165      SS2512  20250701  ...   12510      12600      SS
166    166      SS2601  20250701  ...   12555      12635      SS
167    167      SS2602  20250701  ...   12595      12680      SS
168    168      SS2603  20250701  ...   12635      12700      SS
169    169      SS2604  20250701  ...   12630      12730      SS
170    170      SS2605  20250701  ...   12675      12765      SS
171    171      SS2606  20250701  ...   12700      12785      SS
172    172      SC2508  20250701  ...     497      496.1      SC
173    173      SC2509  20250701  ...   490.9      490.3      SC
174    174      SC2510  20250701  ...   485.4      484.8      SC
175    175      SC2511  20250701  ...   481.8      481.7      SC
176    176      SC2512  20250701  ...   478.8        480      SC
177    177      SC2601  20250701  ...   476.5      478.4      SC
178    178      SC2602  20250701  ...     475      476.9      SC
179    179      SC2603  20250701  ...   473.9      476.5      SC
180    180      SC2604  20250701  ...   476.3      474.9      SC
181    181      SC2605  20250701  ...   470.6      473.2      SC
182    182      SC2606  20250701  ...   470.2      472.6      SC
183    183      SC2607  20250701  ...   470.9      472.6      SC
184    184      SC2609  20250701  ...   467.3      472.5      SC
185    185      SC2612  20250701  ...   470.6      470.6      SC
186    186      SC2703  20250701  ...   468.4      468.4      SC
187    187      SC2706  20250701  ...   462.7      466.8      SC
188    188      SC2709  20250701  ...   465.7      465.7      SC
189    189      SC2712  20250701  ...   465.8      465.8      SC
190    190      SC2803  20250701  ...   460.4      461.3      SC
191    191      SC2806  20250701  ...   459.9      465.6      SC
192    192      LU2508  20250701  ...    3591       3621      LU
193    193      LU2509  20250701  ...    3576       3591      LU
194    194      LU2510  20250701  ...    3553       3564      LU
195    195      LU2511  20250701  ...    3528       3543      LU
196    196      LU2512  20250701  ...    3505       3514      LU
197    197      LU2601  20250701  ...    3499       3518      LU
198    198      LU2602  20250701  ...    3480       3507      LU
199    199      LU2603  20250701  ...    3456       3487      LU
200    200      LU2604  20250701  ...    3450       3472      LU
201    201      LU2605  20250701  ...    3427       3437      LU
202    202      LU2606  20250701  ...    3423       3416      LU
203    203      LU2607  20250701  ...    3416       3416      LU
204    204      FU2508  20250701  ...    2937       2964      FU
205    205      FU2509  20250701  ...    2973       2990      FU
206    206      FU2510  20250701  ...    2921       2935      FU
207    207      FU2511  20250701  ...    2882       2892      FU
208    208      FU2512  20250701  ...    2858       2863      FU
209    209      FU2601  20250701  ...    2850       2849      FU
210    210      FU2602  20250701  ...    2832       2827      FU
211    211      FU2603  20250701  ...    2823       2819      FU
212    212      FU2604  20250701  ...    2811       2806      FU
213    213      FU2605  20250701  ...    2802       2800      FU
214    214      FU2606  20250701  ...    2790       2788      FU
215    215      FU2607  20250701  ...    2781       2788      FU
216    216      BU2507  20250701  ...    3592       3570      BU
217    217      BU2508  20250701  ...    3580       3567      BU
218    218      BU2509  20250701  ...    3566       3556      BU
219    219      BU2510  20250701  ...    3520       3514      BU
220    220      BU2511  20250701  ...    3451       3450      BU
221    221      BU2512  20250701  ...    3373       3376      BU
222    222      BU2601  20250701  ...    3334       3338      BU
223    223      BU2602  20250701  ...    3303       3309      BU
224    224      BU2603  20250701  ...    3307       3310      BU
225    225      BU2604  20250701  ...    3292       3299      BU
226    226      BU2605  20250701  ...    3274       3282      BU
227    227      BU2606  20250701  ...    3242       3259      BU
228    228      BU2609  20250701  ...    3253       3249      BU
229    229      BU2612  20250701  ...    3212       3219      BU
230    230      BU2703  20250701  ...    3215       3229      BU
231    231      BU2706  20250701  ...    3228       3235      BU
232    232      BR2507  20250701  ...   11350      11360      BR
233    233      BR2508  20250701  ...   11220      11270      BR
234    234      BR2509  20250701  ...   11110      11165      BR
235    235      BR2510  20250701  ...   11055      11130      BR
236    236      BR2511  20250701  ...   11020      11095      BR
237    237      BR2512  20250701  ...   10985      11070      BR
238    238      BR2601  20250701  ...   10980      11035      BR
239    239      BR2602  20250701  ...   11010      11020      BR
240    240      BR2603  20250701  ...   11015      11025      BR
241    241      BR2604  20250701  ...   11065      11045      BR
242    242      BR2605  20250701  ...   11000      11060      BR
243    243      BR2606  20250701  ...   11000      11035      BR
244    244      RU2507  20250701  ...   13905      13935      RU
245    245      RU2508  20250701  ...   13945      13985      RU
246    246      RU2509  20250701  ...   13975      14010      RU
247    247      RU2510  20250701  ...   13975      14020      RU
248    248      RU2511  20250701  ...   13995      14005      RU
249    249      RU2601  20250701  ...   14850      14850      RU
250    250      RU2603  20250701  ...   14875      14890      RU
251    251      RU2604  20250701  ...   14975      14880      RU
252    252      RU2605  20250701  ...   14875      14895      RU
253    253      RU2606  20250701  ...   14915      14915      RU
254    254      NR2507  20250701  ...   12175      12130      NR
255    255      NR2508  20250701  ...   12210      12170      NR
256    256      NR2509  20250701  ...   12170      12125      NR
257    257      NR2510  20250701  ...   12165      12115      NR
258    258      NR2511  20250701  ...   12180      12130      NR
259    259      NR2512  20250701  ...   12180      12130      NR
260    260      NR2601  20250701  ...   12165      12115      NR
261    261      NR2602  20250701  ...   12185      12180      NR
262    262      NR2603  20250701  ...   12175      12115      NR
263    263      NR2604  20250701  ...   12185      12200      NR
264    264      NR2605  20250701  ...   12225      12225      NR
265    265      NR2606  20250701  ...   12260      12260      NR
266    266      SP2507  20250701  ...    5024       5048      SP
267    267      SP2508  20250701  ...    5044       5068      SP
268    268      SP2509  20250701  ...    5044       5066      SP
269    269      SP2510  20250701  ...    5046       5064      SP
270    270      SP2511  20250701  ...    5034       5052      SP
271    271      SP2512  20250701  ...    5032       5050      SP
272    272      SP2601  20250701  ...    5230       5262      SP
273    273      SP2602  20250701  ...    5170       5198      SP
274    274      SP2603  20250701  ...    5170       5186      SP
275    275      SP2604  20250701  ...    5172       5190      SP
276    276      SP2605  20250701  ...    5178       5198      SP
277    277      SP2606  20250701  ...    5190       5200      SP
278    278      EC2508  20250701  ...  1852.6     1767.1      EC
279    279      EC2510  20250701  ...  1368.8     1339.8      EC
280    280      EC2512  20250701  ...  1526.5       1498      EC
281    281      EC2602  20250701  ...  1331.2     1316.5      EC
282    282      EC2604  20250701  ...  1175.5       1169      EC
283    283      EC2606  20250701  ...  1313.6       1169      EC
284    286  SC_TAS2508  20250701  ...                     SC_TAS
285    287  SC_TAS2509  20250701  ...                     SC_TAS
286    288  SC_TAS2510  20250701  ...                     SC_TAS
287    289  SC_TAS2511  20250701  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-02 18:26:49,096 - future_1d - INFO - ak.get_shfe_daily('2025-07-01') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250701  33640.0  ...  33355.0     33640.0       PS
1   PS2508  20250701  33470.0  ...  32760.0     33500.0       PS
2   PS2509  20250701  32640.0  ...  32065.0     32860.0       PS
3   PS2510  20250701  32490.0  ...  31840.0     32660.0       PS
4   PS2511  20250701  32500.0  ...  31725.0     32525.0       PS
5   PS2512  20250701  34230.0  ...  33800.0     34605.0       PS
6   PS2601  20250701  34045.0  ...  33565.0     34375.0       PS
7   PS2602  20250701  33660.0  ...  33425.0     34205.0       PS
8   PS2603  20250701  33555.0  ...  33460.0     34110.0       PS
9   PS2604  20250701  33610.0  ...  33235.0     33900.0       PS
10  PS2605  20250701  33600.0  ...  33315.0     33990.0       PS
11  PS2606  20250701  35130.0  ...  34660.0     35360.0       PS
13  SI2507  20250701   8130.0  ...   7950.0      8150.0       SI
14  SI2508  20250701   8095.0  ...   7845.0      8125.0       SI
15  SI2509  20250701   8000.0  ...   7835.0      8115.0       SI
16  SI2510  20250701   8020.0  ...   7790.0      8105.0       SI
17  SI2511  20250701   7970.0  ...   7775.0      8030.0       SI
18  SI2512  20250701   8245.0  ...   8055.0      8295.0       SI
19  SI2601  20250701   8195.0  ...   7980.0      8240.0       SI
20  SI2602  20250701   8075.0  ...   7945.0      8225.0       SI
21  SI2603  20250701   8090.0  ...   7945.0      8215.0       SI
22  SI2604  20250701   8085.0  ...   7960.0      8210.0       SI
23  SI2605  20250701   8150.0  ...   7955.0      8210.0       SI
24  SI2606  20250701   8265.0  ...   7960.0      8200.0       SI
27  LC2507  20250701  63120.0  ...  62120.0     62880.0       LC
28  LC2508  20250701  62440.0  ...  62200.0     62780.0       LC
29  LC2509  20250701  62140.0  ...  61980.0     62680.0       LC
30  LC2510  20250701  62000.0  ...  61800.0     62600.0       LC
31  LC2511  20250701  61940.0  ...  61700.0     62460.0       LC
32  LC2512  20250701  62300.0  ...  62020.0     62860.0       LC
33  LC2601  20250701  62520.0  ...  62080.0     62920.0       LC
34  LC2602  20250701  62360.0  ...  62040.0     62760.0       LC
35  LC2603  20250701  62580.0  ...  62020.0     62920.0       LC
36  LC2604  20250701  62840.0  ...  62580.0     63400.0       LC
37  LC2605  20250701  62700.0  ...  62600.0     63500.0       LC
38  LC2606  20250701  62860.0  ...  62480.0     63480.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:49,324 - future_1d - INFO - ak.get_gfex_daily('2025-07-01') done
     symbol      date      open  ...   settle  pre_settle  variety
0     a2507  20250701   4250.00  ...   4204.0     4209.00        A
1     a2509  20250701   4136.00  ...   4129.0     4147.00        A
2     a2511  20250701   4078.00  ...   4069.0     4080.00        A
3     a2601  20250701   4057.00  ...   4051.0     4062.00        A
4     a2603  20250701   4044.00  ...   4039.0     4050.00        A
5     a2605  20250701   4067.00  ...   4075.0     4084.00        A
6     b2507  20250701   3560.00  ...   3550.0     3479.00        B
7     b2508  20250701   3592.00  ...   3576.0     3578.00        B
8     b2509  20250701   3618.00  ...   3608.0     3611.00        B
9     b2510  20250701   3670.00  ...   3660.0     3660.00        B
10    b2511  20250701   3671.00  ...   3665.0     3667.00        B
11    b2512  20250701   3674.00  ...   3677.0     3675.00        B
12    b2601  20250701   3663.00  ...   3662.0     3662.00        B
13    b2602  20250701   3629.00  ...   3618.0     3622.00        B
14    b2603  20250701   3528.00  ...   3528.0     3523.00        B
15    b2604  20250701   3439.00  ...   3434.0     3432.00        B
16    b2605  20250701   3383.00  ...   3380.0     3378.00        B
17    b2606  20250701   3381.00  ...   3380.0     3379.00        B
18   bb2509  20250701    152.75  ...    153.2      153.75       BB
19   bb2511  20250701    152.90  ...    152.8      152.70       BB
20   bb2601  20250701      0.00  ...    170.1      170.00       BB
21   bb2603  20250701      0.00  ...    170.2      170.10       BB
22   bb2605  20250701      0.00  ...    170.2      170.10       BB
23    c2507  20250701   2353.00  ...   2358.0     2359.00        C
24    c2509  20250701   2379.00  ...   2381.0     2376.00        C
25    c2511  20250701   2316.00  ...   2319.0     2319.00        C
26    c2601  20250701   2274.00  ...   2277.0     2272.00        C
27    c2603  20250701   2273.00  ...   2273.0     2268.00        C
28    c2605  20250701   2305.00  ...   2303.0     2298.00        C
29   cs2507  20250701   2740.00  ...   2727.0     2750.00       CS
30   cs2509  20250701   2732.00  ...   2743.0     2731.00       CS
31   cs2511  20250701   2673.00  ...   2678.0     2673.00       CS
32   cs2601  20250701   2674.00  ...   2677.0     2671.00       CS
33   cs2603  20250701   2656.00  ...   2659.0     2652.00       CS
34   cs2605  20250701   2691.00  ...   2694.0     2687.00       CS
35   eb2507  20250701   7408.00  ...   7422.0     7429.00       EB
36   eb2508  20250701   7307.00  ...   7273.0     7306.00       EB
37   eb2509  20250701   7223.00  ...   7186.0     7223.00       EB
38   eb2510  20250701   7118.00  ...   7104.0     7139.00       EB
39   eb2511  20250701   7052.00  ...   7033.0     7066.00       EB
40   eb2512  20250701   7032.00  ...   7006.0     7030.00       EB
41   eb2601  20250701   7031.00  ...   7015.0     7031.00       EB
42   eb2602  20250701   7057.00  ...   7047.0     7031.00       EB
43   eb2603  20250701   7053.00  ...   7099.0     7038.00       EB
44   eb2604  20250701   7101.00  ...   7042.0     7026.00       EB
45   eb2605  20250701   7099.00  ...   7065.0     7039.00       EB
46   eb2606  20250701   7020.00  ...   7014.0     6900.00       EB
47   eg2507  20250701   4201.00  ...   4203.0     4218.00       EG
48   eg2508  20250701   4246.00  ...   4245.0     4253.00       EG
49   eg2509  20250701   4272.00  ...   4262.0     4272.00       EG
50   eg2510  20250701   4281.00  ...   4269.0     4276.00       EG
51   eg2511  20250701   4289.00  ...   4271.0     4287.00       EG
52   eg2512  20250701   4289.00  ...   4276.0     4299.00       EG
53   eg2601  20250701   4294.00  ...   4286.0     4304.00       EG
54   eg2602  20250701   4283.00  ...   4284.0     4302.00       EG
55   eg2603  20250701   4308.00  ...   4288.0     4303.00       EG
56   eg2604  20250701      0.00  ...   4311.0     4311.00       EG
57   eg2605  20250701   4320.00  ...   4302.0     4322.00       EG
58   eg2606  20250701   4280.00  ...   4285.0     4337.00       EG
59   fb2507  20250701      0.00  ...   1341.5     1341.50       FB
60   fb2508  20250701   1309.00  ...   1311.0     1309.00       FB
61   fb2509  20250701   1299.50  ...   1306.0     1303.00       FB
62   fb2510  20250701   1326.50  ...   1327.5     1322.50       FB
63   fb2511  20250701   1324.00  ...   1325.5     1322.50       FB
64   fb2512  20250701   1323.00  ...   1323.5     1323.50       FB
65   fb2601  20250701   1287.50  ...   1300.5     1284.50       FB
66   fb2602  20250701      0.00  ...   1295.5     1295.50       FB
67   fb2603  20250701      0.00  ...   1313.5     1313.50       FB
68   fb2604  20250701      0.00  ...   1310.5     1310.50       FB
69   fb2605  20250701      0.00  ...   1292.5     1292.50       FB
70   fb2606  20250701      0.00  ...   1292.5     1292.50       FB
71    i2507  20250701    723.50  ...    719.0      723.50        I
72    i2508  20250701    724.00  ...    719.0      725.00        I
73    i2509  20250701    715.00  ...    710.5      718.00        I
74    i2510  20250701    709.00  ...    704.5      712.00        I
75    i2511  20250701    702.50  ...    698.5      706.50        I
76    i2512  20250701    696.50  ...    692.5      698.50        I
77    i2601  20250701    688.00  ...    686.5      692.50        I
78    i2602  20250701    686.50  ...    684.0      689.00        I
79    i2603  20250701    683.50  ...    681.0      687.00        I
80    i2604  20250701    679.00  ...    676.5      682.50        I
81    i2605  20250701    672.50  ...    669.0      675.00        I
82    i2606  20250701    666.00  ...    664.0      669.00        I
83    j2507  20250701   1304.50  ...   1304.5     1324.00        J
84    j2508  20250701   1376.00  ...   1371.5     1395.00        J
85    j2509  20250701   1404.00  ...   1398.0     1423.50        J
86    j2510  20250701   1423.50  ...   1415.0     1441.00        J
87    j2511  20250701   1431.00  ...   1428.5     1449.00        J
88    j2512  20250701   1433.50  ...   1431.5     1465.50        J
89    j2601  20250701   1439.00  ...   1433.0     1464.00        J
90    j2602  20250701   1440.00  ...   1440.0     1472.50        J
91    j2603  20250701      0.00  ...   1470.0     1470.00        J
92    j2604  20250701      0.00  ...   1497.5     1497.50        J
93    j2605  20250701   1481.00  ...   1463.5     1505.00        J
94    j2606  20250701      0.00  ...   1474.0     1474.00        J
95   jd2507  20250701   2819.00  ...   2835.0     2776.00       JD
96   jd2508  20250701   3566.00  ...   3568.0     3539.00       JD
97   jd2509  20250701   3690.00  ...   3690.0     3673.00       JD
98   jd2510  20250701   3406.00  ...   3417.0     3401.00       JD
99   jd2511  20250701   3430.00  ...   3433.0     3418.00       JD
100  jd2512  20250701   3589.00  ...   3594.0     3592.00       JD
101  jd2601  20250701   3636.00  ...   3637.0     3647.00       JD
102  jd2602  20250701   3205.00  ...   3203.0     3204.00       JD
103  jd2603  20250701   3205.00  ...   3206.0     3205.00       JD
104  jd2604  20250701   3341.00  ...   3343.0     3337.00       JD
105  jd2605  20250701   3417.00  ...   3422.0     3416.00       JD
106  jd2606  20250701   3264.00  ...   3266.0     3257.00       JD
107  jm2507  20250701    818.00  ...    821.0      824.00       JM
108  jm2508  20250701    800.00  ...    784.0      817.00       JM
109  jm2509  20250701    824.50  ...    817.5      842.50       JM
110  jm2510  20250701    838.00  ...    832.5      853.50       JM
111  jm2511  20250701    846.00  ...    840.5      864.00       JM
112  jm2512  20250701    852.50  ...    848.0      874.50       JM
113  jm2601  20250701    858.00  ...    854.0      886.00       JM
114  jm2602  20250701    861.50  ...    862.5      891.50       JM
115  jm2603  20250701    876.00  ...    868.5      897.00       JM
116  jm2604  20250701    874.00  ...    877.5      903.50       JM
117  jm2605  20250701    891.50  ...    883.5      913.00       JM
118  jm2606  20250701    902.00  ...    896.0      918.50       JM
119   l2507  20250701   7293.00  ...   7282.0     7337.00        L
120   l2508  20250701   7271.00  ...   7252.0     7297.00        L
121   l2509  20250701   7266.00  ...   7246.0     7286.00        L
122   l2510  20250701   7241.00  ...   7229.0     7256.00        L
123   l2511  20250701   7242.00  ...   7222.0     7246.00        L
124   l2512  20250701   7240.00  ...   7219.0     7249.00        L
125   l2601  20250701   7233.00  ...   7210.0     7236.00        L
126   l2602  20250701   7204.00  ...   7202.0     7229.00        L
127   l2603  20250701   7195.00  ...   7198.0     7208.00        L
128   l2604  20250701   7212.00  ...   7219.0     7265.00        L
129   l2605  20250701   7212.00  ...   7196.0     7215.00        L
130   l2606  20250701   7208.00  ...   7195.0     7229.00        L
131  lg2507  20250701    813.00  ...    815.5      820.00       LG
132  lg2509  20250701    784.00  ...    782.5      792.50       LG
133  lg2511  20250701    779.00  ...    778.5      785.00       LG
134  lg2601  20250701    780.00  ...    781.5      785.50       LG
135  lg2603  20250701    782.00  ...    784.5      787.50       LG
136  lg2605  20250701    782.00  ...    785.5      788.00       LG
137  lh2507  20250701  13945.00  ...  13820.0    13825.00       LH
138  lh2509  20250701  13880.00  ...  13895.0    13890.00       LH
139  lh2511  20250701  13370.00  ...  13400.0    13365.00       LH
140  lh2601  20250701  13485.00  ...  13495.0    13505.00       LH
141  lh2603  20250701  12810.00  ...  12800.0    12800.00       LH
142  lh2605  20250701  12940.00  ...  12955.0    12975.00       LH
143   m2507  20250701   2844.00  ...   2832.0     2843.00        M
144   m2508  20250701   2951.00  ...   2944.0     2943.00        M
145   m2509  20250701   2968.00  ...   2961.0     2958.00        M
146   m2511  20250701   3004.00  ...   3000.0     2997.00        M
147   m2512  20250701   3025.00  ...   3022.0     3020.00        M
148   m2601  20250701   3004.00  ...   3002.0     2995.00        M
149   m2603  20250701   2860.00  ...   2861.0     2851.00        M
150   m2605  20250701   2715.00  ...   2713.0     2711.00        M
151   p2507  20250701   8310.00  ...   8328.0     8398.00        P
152   p2508  20250701   8392.00  ...   8372.0     8368.00        P
153   p2509  20250701   8340.00  ...   8314.0     8312.00        P
154   p2510  20250701   8340.00  ...   8310.0     8308.00        P
155   p2511  20250701   8338.00  ...   8302.0     8318.00        P
156   p2512  20250701   8342.00  ...   8310.0     8320.00        P
157   p2601  20250701   8350.00  ...   8334.0     8326.00        P
158   p2602  20250701   8292.00  ...   8316.0     8294.00        P
159   p2603  20250701   8310.00  ...   8274.0     8274.00        P
160   p2604  20250701   8252.00  ...   8234.0     8208.00        P
161   p2605  20250701   8226.00  ...   8220.0     8212.00        P
162   p2606  20250701   8172.00  ...   8210.0     8184.00        P
163  pg2507  20250701   4209.00  ...   4203.0     4235.00       PG
164  pg2508  20250701   4231.00  ...   4194.0     4230.00       PG
165  pg2509  20250701   4125.00  ...   4098.0     4136.00       PG
166  pg2510  20250701   4500.00  ...   4470.0     4507.00       PG
167  pg2511  20250701   4406.00  ...   4383.0     4421.00       PG
168  pg2512  20250701   4316.00  ...   4305.0     4344.00       PG
169  pg2601  20250701   4239.00  ...   4236.0     4266.00       PG
170  pg2602  20250701   4156.00  ...   4155.0     4201.00       PG
171  pg2603  20250701   4096.00  ...   4072.0     4109.00       PG
172  pg2604  20250701   4356.00  ...   4360.0     4394.00       PG
173  pg2605  20250701   4253.00  ...   4245.0     4296.00       PG
174  pg2606  20250701   4204.00  ...   4202.0     4254.00       PG
175  pp2507  20250701   7083.00  ...   7073.0     7108.00       PP
176  pp2508  20250701   7095.00  ...   7055.0     7109.00       PP
177  pp2509  20250701   7077.00  ...   7048.0     7092.00       PP
178  pp2510  20250701   7019.00  ...   7003.0     7045.00       PP
179  pp2511  20250701   7016.00  ...   6999.0     7039.00       PP
180  pp2512  20250701   7011.00  ...   6993.0     7033.00       PP
181  pp2601  20250701   7013.00  ...   6997.0     7028.00       PP
182  pp2602  20250701   6987.00  ...   6978.0     6986.00       PP
183  pp2603  20250701   6969.00  ...   6976.0     7006.00       PP
184  pp2604  20250701   6993.00  ...   6989.0     7044.00       PP
185  pp2605  20250701   6992.00  ...   6976.0     7012.00       PP
186  pp2606  20250701   6993.00  ...   6985.0     7046.00       PP
187  rr2507  20250701      0.00  ...   3578.0     3578.00       RR
188  rr2508  20250701   3585.00  ...   3579.0     3585.00       RR
189  rr2509  20250701   3608.00  ...   3608.0     3607.00       RR
190  rr2510  20250701   3588.00  ...   3596.0     3591.00       RR
191  rr2511  20250701   3592.00  ...   3596.0     3596.00       RR
192  rr2512  20250701   3593.00  ...   3599.0     3605.00       RR
193  rr2601  20250701   3608.00  ...   3607.0     3606.00       RR
194  rr2602  20250701   3606.00  ...   3614.0     3609.00       RR
195  rr2603  20250701   3607.00  ...   3607.0     3605.00       RR
196  rr2604  20250701   3614.00  ...   3619.0     3603.00       RR
197  rr2605  20250701   3602.00  ...   3602.0     3601.00       RR
198  rr2606  20250701   3599.00  ...   3603.0     3606.00       RR
199   v2507  20250701   4801.00  ...   4767.0     4853.00        V
200   v2508  20250701   4850.00  ...   4800.0     4890.00        V
201   v2509  20250701   4885.00  ...   4839.0     4924.00        V
202   v2510  20250701   4910.00  ...   4867.0     4951.00        V
203   v2511  20250701   4935.00  ...   4897.0     4978.00        V
204   v2512  20250701   4958.00  ...   4922.0     5003.00        V
205   v2601  20250701   4977.00  ...   4932.0     5016.00        V
206   v2602  20250701   4988.00  ...   4959.0     5017.00        V
207   v2603  20250701   5007.00  ...   4983.0     5046.00        V
208   v2604  20250701   5100.00  ...   5078.0     5129.00        V
209   v2605  20250701   5129.00  ...   5090.0     5155.00        V
210   v2606  20250701   5110.00  ...   5100.0     5166.00        V
211   y2507  20250701   8022.00  ...   8038.0     8068.00        Y
212   y2508  20250701   8038.00  ...   8002.0     8026.00        Y
213   y2509  20250701   7996.00  ...   7968.0     7974.00        Y
214   y2511  20250701   8000.00  ...   7974.0     7980.00        Y
215   y2512  20250701   8018.00  ...   7998.0     8000.00        Y
216   y2601  20250701   7950.00  ...   7926.0     7930.00        Y
217   y2603  20250701   7808.00  ...   7804.0     7796.00        Y
218   y2605  20250701   7620.00  ...   7608.0     7598.00        Y

[219 rows x 12 columns]
2025-07-02 18:26:49,836 - future_1d - INFO - ak.get_dce_daily('2025-07-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2508  20250701     498  ...     497      496.1      SC
1       SC2509  20250701   492.5  ...   490.9      490.3      SC
2       SC2510  20250701   485.8  ...   485.4      484.8      SC
3       SC2511  20250701   482.6  ...   481.8      481.7      SC
4       SC2512  20250701   477.1  ...   478.8        480      SC
5       SC2601  20250701   476.6  ...   476.5      478.4      SC
6       SC2602  20250701   475.8  ...     475      476.9      SC
7       SC2603  20250701     478  ...   473.9      476.5      SC
8       SC2604  20250701   476.3  ...   476.3      474.9      SC
9       SC2605  20250701   470.6  ...   470.6      473.2      SC
10      SC2606  20250701   463.8  ...   470.2      472.6      SC
11      SC2607  20250701   470.9  ...   470.9      472.6      SC
12      SC2609  20250701   460.7  ...   467.3      472.5      SC
13      SC2612  20250701          ...   470.6      470.6      SC
14      SC2703  20250701          ...   468.4      468.4      SC
15      SC2706  20250701   462.7  ...   462.7      466.8      SC
16      SC2709  20250701          ...   465.7      465.7      SC
17      SC2712  20250701          ...   465.8      465.8      SC
18      SC2803  20250701   461.8  ...   460.4      461.3      SC
19      SC2806  20250701   459.9  ...   459.9      465.6      SC
21      LU2508  20250701    3611  ...    3591       3621      LU
22      LU2509  20250701    3582  ...    3576       3591      LU
23      LU2510  20250701    3562  ...    3553       3564      LU
24      LU2511  20250701    3535  ...    3528       3543      LU
25      LU2512  20250701    3518  ...    3505       3514      LU
26      LU2601  20250701    3514  ...    3499       3518      LU
27      LU2602  20250701    3478  ...    3480       3507      LU
28      LU2603  20250701    3471  ...    3456       3487      LU
29      LU2604  20250701    3450  ...    3450       3472      LU
30      LU2605  20250701    3419  ...    3427       3437      LU
31      LU2606  20250701          ...    3423       3416      LU
32      LU2607  20250701          ...    3416       3416      LU
34      NR2507  20250701   12130  ...   12175      12130      NR
35      NR2508  20250701   12185  ...   12210      12170      NR
36      NR2509  20250701   12115  ...   12170      12125      NR
37      NR2510  20250701   12115  ...   12165      12115      NR
38      NR2511  20250701   12115  ...   12180      12130      NR
39      NR2512  20250701   12125  ...   12180      12130      NR
40      NR2601  20250701   12130  ...   12165      12115      NR
41      NR2602  20250701   12150  ...   12185      12180      NR
42      NR2603  20250701   12155  ...   12175      12115      NR
43      NR2604  20250701   12185  ...   12185      12200      NR
44      NR2605  20250701          ...   12225      12225      NR
45      NR2606  20250701          ...   12260      12260      NR
47      BC2507  20250701   71500  ...   71500      71090      BC
48      BC2508  20250701   70910  ...   71280      71100      BC
49      BC2509  20250701   70860  ...   70970      70860      BC
50      BC2510  20250701          ...   71300      70700      BC
51      BC2511  20250701          ...   69520      69520      BC
52      BC2512  20250701          ...   69450      69450      BC
53      BC2601  20250701          ...   69570      69570      BC
54      BC2602  20250701          ...   69410      69410      BC
55      BC2603  20250701          ...   69290      69290      BC
56      BC2604  20250701          ...   69760      69760      BC
57      BC2605  20250701          ...   69710      68610      BC
58      BC2606  20250701   71790  ...   71590      68610      BC
60      EC2508  20250701  1784.2  ...  1852.6     1767.1      EC
61      EC2510  20250701  1352.6  ...  1368.8     1339.8      EC
62      EC2512  20250701  1518.3  ...  1526.5       1498      EC
63      EC2602  20250701  1323.3  ...  1331.2     1316.5      EC
64      EC2604  20250701    1150  ...  1175.5       1169      EC
65      EC2606  20250701    1300  ...  1313.6       1169      EC
68  SC_TAS2508  20250701          ...                     SC_TAS
69  SC_TAS2509  20250701          ...                     SC_TAS
70  SC_TAS2510  20250701          ...                     SC_TAS
71  SC_TAS2511  20250701          ...                     SC_TAS

[66 rows x 12 columns]
2025-07-02 18:26:49,910 - future_1d - INFO - ak.get_ine_daily('2025-07-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250701   7678.0   7735.0  ...   360261.78   7700.0      7699.0       AP
1    AP511  20250701   7530.0   7554.0  ...      806.44   7537.0      7527.0       AP
2    AP512  20250701   7564.0   7591.0  ...       68.09   7566.0      7569.0       AP
3    AP601  20250701   7566.0   7630.0  ...    10522.48   7603.0      7598.0       AP
4    AP603  20250701   7625.0   7638.0  ...       99.14   7626.0      7627.0       AP
5    AP604  20250701   7676.0   7698.0  ...       23.06   7685.0      7682.0       AP
6    AP605  20250701   7745.0   7753.0  ...      208.51   7723.0      7722.0       AP
7    CF507  20250701  13505.0  13530.0  ...     3816.86  13515.0     13620.0       CF
8    CF509  20250701  13760.0  13780.0  ...  1296433.16  13735.0     13815.0       CF
9    CF511  20250701  13675.0  13700.0  ...   129178.71  13660.0     13740.0       CF
10   CF601  20250701  13725.0  13785.0  ...   318377.51  13750.0     13830.0       CF
11   CF603  20250701  13755.0  13760.0  ...     1145.27  13715.0     13795.0       CF
12   CF605  20250701  13760.0  13780.0  ...     8848.99  13750.0     13820.0       CF
13   CJ507  20250701   9465.0   9495.0  ...      236.57   9465.0      9495.0       CJ
14   CJ509  20250701   9550.0   9770.0  ...   938605.48   9650.0      9620.0       CJ
15   CJ512  20250701  10575.0  10845.0  ...    17583.73  10700.0     10580.0       CJ
16   CJ601  20250701  10730.0  10980.0  ...   720610.29  10840.0     10715.0       CJ
17   CJ603  20250701  10815.0  11125.0  ...    13006.69  10960.0     10815.0       CJ
18   CJ605  20250701  11000.0  11300.0  ...    41948.62  11155.0     11000.0       CJ
19   CY507  20250701      0.0      0.0  ...        0.00  20035.0     20065.0       CY
20   CY508  20250701      0.0      0.0  ...        0.00  19665.0     19630.0       CY
21   CY509  20250701  19965.0  20055.0  ...    73358.52  20000.0     20110.0       CY
22   CY510  20250701      0.0      0.0  ...        0.00  19620.0     19730.0       CY
23   CY511  20250701      0.0      0.0  ...        0.00  19980.0     19980.0       CY
24   CY512  20250701      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250701      0.0      0.0  ...        0.00  20030.0     20085.0       CY
26   CY602  20250701      0.0      0.0  ...        0.00  19810.0     19810.0       CY
27   CY603  20250701      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250701      0.0      0.0  ...        0.00  19725.0     19555.0       CY
29   CY605  20250701      0.0      0.0  ...        0.00  20135.0     20135.0       CY
30   CY606  20250701      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250701    902.0    905.0  ...      972.71    901.0       935.0       FG
32   FG508  20250701   1011.0   1014.0  ...    28597.26    995.0      1025.0       FG
33   FG509  20250701   1005.0   1006.0  ...  3176519.12    988.0      1018.0       FG
34   FG510  20250701   1042.0   1047.0  ...    22475.27   1034.0      1054.0       FG
35   FG511  20250701   1034.0   1036.0  ...    28432.62   1022.0      1043.0       FG
36   FG512  20250701   1100.0   1100.0  ...    10938.45   1082.0      1099.0       FG
37   FG601  20250701   1082.0   1086.0  ...   282747.65   1070.0      1087.0       FG
38   FG602  20250701   1117.0   1117.0  ...      397.80   1105.0      1121.0       FG
39   FG603  20250701   1111.0   1115.0  ...      853.33   1100.0      1115.0       FG
40   FG604  20250701   1135.0   1138.0  ...      479.88   1126.0      1139.0       FG
41   FG605  20250701   1130.0   1131.0  ...     5061.98   1116.0      1132.0       FG
42   FG606  20250701   1145.0   1145.0  ...      416.75   1132.0      1142.0       FG
43   JR507  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250701      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250701      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250701   2421.0   2425.0  ...      285.65   2421.0      2430.0       MA
54   MA508  20250701   2417.0   2429.0  ...    20543.30   2415.0      2425.0       MA
55   MA509  20250701   2380.0   2385.0  ...  1945243.80   2374.0      2386.0       MA
56   MA510  20250701   2391.0   2393.0  ...    72797.55   2384.0      2391.0       MA
57   MA511  20250701   2396.0   2401.0  ...    86742.69   2392.0      2397.0       MA
58   MA512  20250701   2414.0   2419.0  ...    12119.45   2405.0      2417.0       MA
59   MA601  20250701   2413.0   2420.0  ...   155567.38   2410.0      2415.0       MA
60   MA602  20250701   2399.0   2399.0  ...     2173.44   2399.0      2399.0       MA
61   MA603  20250701   2396.0   2399.0  ...     2180.30   2396.0      2396.0       MA
62   MA604  20250701   2359.0   2362.0  ...       14.16   2360.0      2366.0       MA
63   MA605  20250701   2324.0   2335.0  ...     2635.79   2324.0      2324.0       MA
64   MA606  20250701   2331.0   2340.0  ...       37.30   2331.0      2334.0       MA
65   OI507  20250701   9586.0   9586.0  ...        9.59   9586.0      9547.0       OI
66   OI509  20250701   9437.0   9506.0  ...  2811059.76   9461.0      9427.0       OI
67   OI511  20250701   9423.0   9501.0  ...    96915.08   9458.0      9419.0       OI
68   OI601  20250701   9386.0   9455.0  ...   325897.27   9410.0      9371.0       OI
69   OI603  20250701   9319.0   9395.0  ...     1057.51   9359.0      9319.0       OI
70   OI605  20250701   9260.0   9300.0  ...     2659.41   9266.0      9227.0       OI
71   PF507  20250701   6680.0   6860.0  ...      904.83   6678.0      6650.0       PF
72   PF508  20250701   6560.0   6626.0  ...   589383.71   6578.0      6546.0       PF
73   PF509  20250701   6472.0   6532.0  ...   242233.79   6482.0      6472.0       PF
74   PF510  20250701   6480.0   6522.0  ...   158511.41   6480.0      6476.0       PF
75   PF511  20250701   6438.0   6472.0  ...   142366.59   6426.0      6428.0       PF
76   PF512  20250701   6414.0   6440.0  ...    30760.71   6376.0      6402.0       PF
77   PF601  20250701   6420.0   6442.0  ...     1112.51   6394.0      6410.0       PF
78   PF602  20250701   6376.0   6414.0  ...       19.20   6402.0      6530.0       PF
79   PF603  20250701   6400.0   6420.0  ...       12.82   6410.0      6402.0       PF
80   PF604  20250701   6414.0   6414.0  ...        9.60   6402.0      6436.0       PF
81   PF605  20250701   6402.0   6402.0  ...        3.20   6402.0      6396.0       PF
82   PF606  20250701   6404.0   6404.0  ...        3.20   6404.0      6372.0       PF
83   PK510  20250701   8166.0   8228.0  ...   188273.69   8196.0      8162.0       PK
84   PK511  20250701   7926.0   7982.0  ...    49641.61   7958.0      7926.0       PK
85   PK512  20250701   7938.0   7968.0  ...      386.04   7960.0      7932.0       PK
86   PK601  20250701   7958.0   7968.0  ...     3335.63   7962.0      7950.0       PK
87   PK603  20250701   7950.0   7956.0  ...      135.19   7952.0      7952.0       PK
88   PK604  20250701   7948.0   7950.0  ...       27.82   7950.0      7956.0       PK
89   PK605  20250701   7950.0   7952.0  ...      119.26   7952.0      7952.0       PK
90   PM507  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250701      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250701   6010.0   6010.0  ...       98.74   5984.0      6010.0       PR
97   PR508  20250701   6010.0   6046.0  ...    48814.05   6000.0      6022.0       PR
98   PR509  20250701   5948.0   5974.0  ...   507324.11   5932.0      5956.0       PR
99   PR510  20250701   5902.0   5930.0  ...   360901.70   5884.0      5904.0       PR
100  PR511  20250701   5888.0   5912.0  ...   119335.45   5870.0      5896.0       PR
101  PR512  20250701   5860.0   5874.0  ...      166.62   5846.0      5852.0       PR
102  PR601  20250701   5862.0   5874.0  ...      253.91   5838.0      5866.0       PR
103  PR602  20250701      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250701      0.0      0.0  ...        0.00   5874.0      5874.0       PR
105  PR604  20250701      0.0      0.0  ...        0.00   5864.0      5864.0       PR
106  PR605  20250701      0.0      0.0  ...        0.00   5860.0      5860.0       PR
107  PR606  20250701      0.0      0.0  ...        0.00   5848.0      5848.0       PR
108  PX507  20250701   6984.0   6984.0  ...    14956.24   6984.0      6984.0       PX
109  PX508  20250701   6898.0   6938.0  ...    13268.60   6862.0      6904.0       PX
110  PX509  20250701   6816.0   6870.0  ...   954627.77   6798.0      6826.0       PX
111  PX510  20250701   6734.0   6782.0  ...    80379.82   6712.0      6732.0       PX
112  PX511  20250701   6684.0   6740.0  ...   117567.69   6668.0      6686.0       PX
113  PX512  20250701   6666.0   6696.0  ...    19741.27   6636.0      6684.0       PX
114  PX601  20250701   6618.0   6678.0  ...    48705.72   6614.0      6602.0       PX
115  PX602  20250701      0.0      0.0  ...        0.00   6606.0      6572.0       PX
116  PX603  20250701      0.0      0.0  ...        0.00   6584.0      6570.0       PX
117  PX604  20250701   6604.0   6604.0  ...       16.42   6570.0      6554.0       PX
118  PX605  20250701   6602.0   6612.0  ...      118.49   6584.0      6562.0       PX
119  PX606  20250701   6564.0   6564.0  ...        9.80   6536.0      6522.0       PX
120  RI507  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250701      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250701   2433.0   2453.0  ...     4995.96   2445.0      2437.0       RM
127  RM508  20250701   2583.0   2600.0  ...    19040.96   2590.0      2578.0       RM
128  RM509  20250701   2575.0   2597.0  ...   954504.43   2583.0      2569.0       RM
129  RM511  20250701   2405.0   2420.0  ...     8929.70   2411.0      2405.0       RM
130  RM601  20250701   2304.0   2316.0  ...   110269.55   2308.0      2300.0       RM
131  RM603  20250701   2286.0   2293.0  ...    14581.93   2288.0      2284.0       RM
132  RM605  20250701   2313.0   2323.0  ...    11338.07   2318.0      2316.0       RM
133  RS507  20250701      0.0      0.0  ...        0.00   4950.0      4950.0       RS
134  RS508  20250701   5083.0   5130.0  ...       10.21   5107.0      5120.0       RS
135  RS509  20250701   5104.0   5117.0  ...       96.85   5097.0      5152.0       RS
136  RS511  20250701      0.0      0.0  ...        0.00   5252.0      5252.0       RS
137  SA507  20250701   1255.0   1255.0  ...      235.75   1156.0      1173.0       SA
138  SA508  20250701   1182.0   1185.0  ...    22702.34   1172.0      1202.0       SA
139  SA509  20250701   1178.0   1180.0  ...  3157410.25   1169.0      1199.0       SA
140  SA510  20250701   1195.0   1197.0  ...    67075.95   1189.0      1212.0       SA
141  SA511  20250701   1191.0   1194.0  ...    78551.81   1187.0      1212.0       SA
142  SA512  20250701   1205.0   1206.0  ...    25602.63   1197.0      1225.0       SA
143  SA601  20250701   1193.0   1194.0  ...   496098.28   1182.0      1211.0       SA
144  SA602  20250701   1209.0   1209.0  ...     4357.17   1194.0      1226.0       SA
145  SA603  20250701   1204.0   1207.0  ...     6868.89   1191.0      1224.0       SA
146  SA604  20250701   1219.0   1220.0  ...     8561.90   1203.0      1243.0       SA
147  SA605  20250701   1215.0   1217.0  ...    29004.57   1202.0      1229.0       SA
148  SA606  20250701   1224.0   1225.0  ...     2829.06   1203.0      1244.0       SA
149  SF507  20250701   5386.0   5464.0  ...     4221.16   5350.0      5514.0       SF
150  SF508  20250701   5324.0   5326.0  ...    18289.05   5268.0      5400.0       SF
151  SF509  20250701   5320.0   5326.0  ...   529354.16   5258.0      5380.0       SF
152  SF510  20250701   5236.0   5242.0  ...   110075.01   5172.0      5294.0       SF
153  SF511  20250701   5360.0   5360.0  ...   142772.36   5296.0      5420.0       SF
154  SF512  20250701   5290.0   5290.0  ...    26673.38   5264.0      5358.0       SF
155  SF601  20250701   5302.0   5302.0  ...    12071.39   5236.0      5348.0       SF
156  SF602  20250701   5224.0   5232.0  ...      872.15   5176.0      5268.0       SF
157  SF603  20250701   5368.0   5368.0  ...       47.75   5306.0      5392.0       SF
158  SF604  20250701   5312.0   5312.0  ...       10.61   5304.0      5370.0       SF
159  SF605  20250701   5330.0   5330.0  ...      250.94   5284.0      5380.0       SF
160  SF606  20250701   5260.0   5260.0  ...       33.90   5216.0      5328.0       SF
161  SH507  20250701   2400.0   2414.0  ...      548.62   2406.0      2391.0       SH
162  SH508  20250701   2288.0   2347.0  ...   191005.93   2301.0      2315.0       SH
163  SH509  20250701   2317.0   2361.0  ...  4002167.99   2317.0      2340.0       SH
164  SH510  20250701   2360.0   2400.0  ...   324305.14   2358.0      2380.0       SH
165  SH511  20250701   2350.0   2386.0  ...   210076.76   2345.0      2365.0       SH
166  SH512  20250701   2345.0   2387.0  ...    20487.74   2351.0      2368.0       SH
167  SH601  20250701   2327.0   2355.0  ...    88616.44   2323.0      2337.0       SH
168  SH602  20250701   2333.0   2370.0  ...      386.17   2340.0      2360.0       SH
169  SH603  20250701   2338.0   2378.0  ...      169.28   2351.0      2369.0       SH
170  SH604  20250701   2374.0   2406.0  ...       35.77   2384.0      2404.0       SH
171  SH605  20250701   2373.0   2410.0  ...     1892.12   2380.0      2397.0       SH
172  SH606  20250701   2391.0   2426.0  ...       50.40   2400.0      2414.0       SH
173  SM507  20250701   5584.0   5604.0  ...      547.26   5584.0      5660.0       SM
174  SM508  20250701   5620.0   5638.0  ...    31535.84   5604.0      5670.0       SM
175  SM509  20250701   5638.0   5644.0  ...   565565.68   5610.0      5678.0       SM
176  SM510  20250701   5602.0   5608.0  ...    34860.60   5578.0      5646.0       SM
177  SM511  20250701   5684.0   5692.0  ...    74618.20   5666.0      5728.0       SM
178  SM512  20250701   5682.0   5682.0  ...    29246.98   5658.0      5684.0       SM
179  SM601  20250701   5676.0   5676.0  ...    21189.98   5642.0      5708.0       SM
180  SM602  20250701   5672.0   5676.0  ...      121.29   5642.0      5696.0       SM
181  SM603  20250701   5678.0   5686.0  ...       62.18   5654.0      5708.0       SM
182  SM604  20250701   5662.0   5676.0  ...       36.80   5662.0      5712.0       SM
183  SM605  20250701   5672.0   5694.0  ...      170.05   5668.0      5736.0       SM
184  SM606  20250701   5674.0   5684.0  ...        5.68   5680.0      5728.0       SM
185  SR507  20250701   5796.0   5805.0  ...     1263.63   5796.0      5817.0       SR
186  SR509  20250701   5773.0   5795.0  ...  1100524.80   5781.0      5802.0       SR
187  SR511  20250701   5661.0   5675.0  ...    98163.84   5662.0      5681.0       SR
188  SR601  20250701   5598.0   5615.0  ...   139980.50   5601.0      5620.0       SR
189  SR603  20250701   5573.0   5584.0  ...     3204.33   5573.0      5591.0       SR
190  SR605  20250701   5557.0   5557.0  ...     5138.72   5543.0      5559.0       SR
191  TA507  20250701   5016.0   5030.0  ...     6247.75   4968.0      5016.0       TA
192  TA508  20250701   4926.0   4958.0  ...    64316.04   4906.0      4940.0       TA
193  TA509  20250701   4818.0   4850.0  ...  2823690.82   4804.0      4824.0       TA
194  TA510  20250701   4730.0   4774.0  ...   131623.75   4730.0      4738.0       TA
195  TA511  20250701   4702.0   4736.0  ...    62709.24   4704.0      4700.0       TA
196  TA512  20250701   4674.0   4720.0  ...     4547.51   4676.0      4676.0       TA
197  TA601  20250701   4668.0   4702.0  ...   670356.22   4664.0      4650.0       TA
198  TA602  20250701   4676.0   4708.0  ...      312.55   4700.0      4662.0       TA
199  TA603  20250701   4668.0   4702.0  ...      135.34   4668.0      4662.0       TA
200  TA604  20250701   4666.0   4706.0  ...       18.71   4678.0      4674.0       TA
201  TA605  20250701   4674.0   4712.0  ...     2240.24   4678.0      4664.0       TA
202  TA606  20250701   4708.0   4708.0  ...        7.06   4706.0      4674.0       TA
203  UR507  20250701   1702.0   1732.0  ...      190.14   1729.0      1724.0       UR
204  UR508  20250701   1710.0   1735.0  ...      247.56   1719.0      1727.0       UR
205  UR509  20250701   1707.0   1728.0  ...   935589.85   1710.0      1715.0       UR
206  UR510  20250701   1692.0   1715.0  ...     7274.90   1700.0      1701.0       UR
207  UR511  20250701   1704.0   1724.0  ...     4820.79   1707.0      1710.0       UR
208  UR512  20250701   1701.0   1708.0  ...      156.01   1696.0      1707.0       UR
209  UR601  20250701   1677.0   1687.0  ...    66453.34   1675.0      1683.0       UR
210  UR602  20250701   1674.0   1683.0  ...      782.77   1673.0      1679.0       UR
211  UR603  20250701   1703.0   1703.0  ...       27.19   1700.0      1700.0       UR
212  UR604  20250701   1692.0   1699.0  ...       33.88   1694.0      1699.0       UR
213  UR605  20250701   1690.0   1698.0  ...     2010.32   1689.0      1696.0       UR
214  UR606  20250701   1684.0   1692.0  ...      138.21   1685.0      1690.0       UR
215  WH507  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250701      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250701      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:50,210 - future_1d - INFO - ak.get_czce_daily('2025-07-01') done
2025-07-02 18:26:51,927 - future_1d - INFO - save future_daily 2025-07-01 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250702  5857.400  ...  5849.600    5872.000       IC
1   IC2508  20250702  5813.200  ...  5799.000    5824.000       IC
2   IC2509  20250702  5748.000  ...  5748.800    5770.600       IC
3   IC2512  20250702  5635.000  ...  5625.000    5644.400       IC
4   IF2507  20250702  3915.000  ...  3919.600    3915.000       IF
5   IF2508  20250702  3899.000  ...  3902.200    3899.200       IF
6   IF2509  20250702  3890.200  ...  3891.800    3889.400       IF
7   IF2512  20250702  3850.600  ...  3854.200    3854.800       IF
8   IH2507  20250702  2697.200  ...  2703.400    2698.400       IH
9   IH2508  20250702  2694.400  ...  2698.200    2693.600       IH
10  IH2509  20250702  2692.000  ...  2696.800    2692.600       IH
11  IH2512  20250702  2690.600  ...  2695.000    2692.200       IH
12  IM2507  20250702  6280.800  ...  6251.800    6287.000       IM
13  IM2508  20250702  6200.000  ...  6177.200    6211.000       IM
14  IM2509  20250702  6130.000  ...  6107.400    6134.000       IM
15  IM2512  20250702  5945.000  ...  5929.000    5953.400       IM
16   T2509  20250702   109.030  ...   109.110     108.975        T
17   T2512  20250702   109.055  ...   109.185     109.010        T
18   T2603  20250702   109.080  ...   109.140     108.995        T
19  TF2509  20250702   106.205  ...   106.240     106.175       TF
20  TF2512  20250702   106.300  ...   106.335     106.270       TF
21  TF2603  20250702   106.335  ...   106.375     106.320       TF
22  TL2509  20250702   120.980  ...   121.160     120.700       TL
23  TL2512  20250702   120.770  ...   121.020     120.560       TL
24  TL2603  20250702   120.610  ...   120.800     120.390       TL
25  TS2509  20250702   102.490  ...   102.506     102.482       TS
26  TS2512  20250702   102.638  ...   102.638     102.626       TS
27  TS2603  20250702   102.752  ...   102.744     102.738       TS

[28 rows x 12 columns]
2025-07-02 18:26:57,070 - future_1d - INFO - ak.get_cffex_daily('2025-07-02') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250702  ...   80830      80140      CU
1        1      CU2508  20250702  ...   80620      80020      CU
2        2      CU2509  20250702  ...   80420      79790      CU
3        3      CU2510  20250702  ...   80150      79550      CU
4        4      CU2511  20250702  ...   79910      79320      CU
5        5      CU2512  20250702  ...   79680      79130      CU
6        6      CU2601  20250702  ...   79500      78970      CU
7        7      CU2602  20250702  ...   79400      78890      CU
8        8      CU2603  20250702  ...   79350      78560      CU
9        9      CU2604  20250702  ...   79300      78600      CU
10      10      CU2605  20250702  ...   79160      78440      CU
11      11      CU2606  20250702  ...   79160      78280      CU
12      12      BC2507  20250702  ...   71480      71500      BC
13      13      BC2508  20250702  ...   71850      71280      BC
14      14      BC2509  20250702  ...   71670      70970      BC
15      15      BC2510  20250702  ...   71350      71300      BC
16      16      BC2511  20250702  ...   72330      69520      BC
17      17      BC2512  20250702  ...   69450      69450      BC
18      18      BC2601  20250702  ...   69570      69570      BC
19      19      BC2602  20250702  ...   69410      69410      BC
20      20      BC2603  20250702  ...   69290      69290      BC
21      21      BC2604  20250702  ...   69760      69760      BC
22      22      BC2605  20250702  ...   71000      69710      BC
23      23      BC2606  20250702  ...   71590      71590      BC
24      24      AL2507  20250702  ...   20825      20750      AL
25      25      AL2508  20250702  ...   20665      20560      AL
26      26      AL2509  20250702  ...   20590      20475      AL
27      27      AL2510  20250702  ...   20490      20365      AL
28      28      AL2511  20250702  ...   20395      20255      AL
29      29      AL2512  20250702  ...   20295      20160      AL
30      30      AL2601  20250702  ...   20220      20090      AL
31      31      AL2602  20250702  ...   20215      20100      AL
32      32      AL2603  20250702  ...   20205      20100      AL
33      33      AL2604  20250702  ...   20220      20135      AL
34      34      AL2605  20250702  ...   20250      20100      AL
35      35      AL2606  20250702  ...   20245      20125      AL
36      36      ZN2507  20250702  ...   22295      22310      ZN
37      37      ZN2508  20250702  ...   22215      22255      ZN
38      38      ZN2509  20250702  ...   22160      22190      ZN
39      39      ZN2510  20250702  ...   22110      22140      ZN
40      40      ZN2511  20250702  ...   22050      22085      ZN
41      41      ZN2512  20250702  ...   22010      22060      ZN
42      42      ZN2601  20250702  ...   21965      22045      ZN
43      43      ZN2602  20250702  ...   21955      21995      ZN
44      44      ZN2603  20250702  ...   21955      21995      ZN
45      45      ZN2604  20250702  ...   21950      22005      ZN
46      46      ZN2605  20250702  ...   21945      21990      ZN
47      47      ZN2606  20250702  ...   21935      21955      ZN
48      48      PB2507  20250702  ...   17125      17085      PB
49      49      PB2508  20250702  ...   17160      17135      PB
50      50      PB2509  20250702  ...   17175      17150      PB
51      51      PB2510  20250702  ...   17180      17145      PB
52      52      PB2511  20250702  ...   17180      17125      PB
53      53      PB2512  20250702  ...   17170      17115      PB
54      54      PB2601  20250702  ...   17200      17140      PB
55      55      PB2602  20250702  ...   17160      17120      PB
56      56      PB2603  20250702  ...   17150      17150      PB
57      57      PB2604  20250702  ...   17160      17165      PB
58      58      PB2605  20250702  ...   17155      17155      PB
59      59      PB2606  20250702  ...   17115      17115      PB
60      60      NI2507  20250702  ...  120830     120250      NI
61      61      NI2508  20250702  ...  120820     120390      NI
62      62      NI2509  20250702  ...  121000     120460      NI
63      63      NI2510  20250702  ...  121180     120600      NI
64      64      NI2511  20250702  ...  121270     120750      NI
65      65      NI2512  20250702  ...  121440     121010      NI
66      66      NI2601  20250702  ...  121700     121140      NI
67      67      NI2602  20250702  ...  121970     121300      NI
68      68      NI2603  20250702  ...  122020     122170      NI
69      69      NI2604  20250702  ...  122270     122640      NI
70      70      NI2605  20250702  ...  122740     121940      NI
71      71      NI2606  20250702  ...  122860     122680      NI
72      72      SN2507  20250702  ...  269020     266880      SN
73      73      SN2508  20250702  ...  269300     267340      SN
74      74      SN2509  20250702  ...  269380     267450      SN
75      75      SN2510  20250702  ...  269210     267400      SN
76      76      SN2511  20250702  ...  268780     266490      SN
77      77      SN2512  20250702  ...  268330     265990      SN
78      78      SN2601  20250702  ...  268390     266150      SN
79      79      SN2602  20250702  ...  267960     266050      SN
80      80      SN2603  20250702  ...  267850     266060      SN
81      81      SN2604  20250702  ...  266880     266230      SN
82      82      SN2605  20250702  ...  267860     265950      SN
83      83      SN2606  20250702  ...  266640     266200      SN
84      84      AO2507  20250702  ...    3084       3071      AO
85      85      AO2508  20250702  ...    3045       2977      AO
86      86      AO2509  20250702  ...    2998       2941      AO
87      87      AO2510  20250702  ...    2980       2916      AO
88      88      AO2511  20250702  ...    2959       2907      AO
89      89      AO2512  20250702  ...    2951       2899      AO
90      90      AO2601  20250702  ...    2948       2892      AO
91      91      AO2602  20250702  ...    2921       2888      AO
92      92      AO2603  20250702  ...    2939       2886      AO
93      93      AO2604  20250702  ...    2954       2886      AO
94      94      AO2605  20250702  ...    2942       2886      AO
95      95      AO2606  20250702  ...    2939       2879      AO
96      96      AD2511  20250702  ...   19900      19795      AD
97      97      AD2512  20250702  ...   19790      19700      AD
98      98      AD2601  20250702  ...   19725      19635      AD
99      99      AD2602  20250702  ...   19695      19610      AD
100    100      AD2603  20250702  ...   19660      19490      AD
101    101      AD2604  20250702  ...   19625      19520      AD
102    102      AD2605  20250702  ...   19590      19465      AD
103    103      AD2606  20250702  ...   19495      19400      AD
104    104      AU2507  20250702  ...  775.16     769.12      AU
105    105      AU2508  20250702  ...  775.44     768.62      AU
106    106      AU2509  20250702  ...  777.08     771.02      AU
107    107      AU2510  20250702  ...  777.62     770.64      AU
108    108      AU2512  20250702  ...  779.26     773.24      AU
109    109      AU2602  20250702  ...   781.5     775.18      AU
110    110      AU2604  20250702  ...  783.62      777.5      AU
111    111      AU2606  20250702  ...  785.82     779.96      AU
112    112      AG2507  20250702  ...    8772       8728      AG
113    113      AG2508  20250702  ...    8783       8739      AG
114    114      AG2509  20250702  ...    8795       8752      AG
115    115      AG2510  20250702  ...    8806       8764      AG
116    116      AG2511  20250702  ...    8817       8777      AG
117    117      AG2512  20250702  ...    8823       8784      AG
118    118      AG2601  20250702  ...    8834       8795      AG
119    119      AG2602  20250702  ...    8845       8804      AG
120    120      AG2603  20250702  ...    8855       8821      AG
121    121      AG2604  20250702  ...    8868       8833      AG
122    122      AG2605  20250702  ...    8882       8843      AG
123    123      AG2606  20250702  ...    8896       8858      AG
124    124      RB2507  20250702  ...    3018       2988      RB
125    125      RB2508  20250702  ...    3002       2955      RB
126    126      RB2509  20250702  ...    2997       2954      RB
127    127      RB2510  20250702  ...    3032       2987      RB
128    128      RB2511  20250702  ...    3039       2996      RB
129    129      RB2512  20250702  ...    3049       3007      RB
130    130      RB2601  20250702  ...    3046       3005      RB
131    131      RB2602  20250702  ...    3045       3011      RB
132    132      RB2603  20250702  ...    3034       2996      RB
133    133      RB2604  20250702  ...    3051       3011      RB
134    134      RB2605  20250702  ...    3053       3012      RB
135    135      RB2606  20250702  ...    3056       3018      RB
136    136      WR2507  20250702  ...    3356       3356      WR
137    137      WR2508  20250702  ...    3376       3359      WR
138    138      WR2509  20250702  ...    3284       3257      WR
139    139      WR2510  20250702  ...    3328       3303      WR
140    140      WR2511  20250702  ...    3365       3361      WR
141    141      WR2512  20250702  ...    3362       3337      WR
142    142      WR2601  20250702  ...    3344       3325      WR
143    143      WR2602  20250702  ...    3396       3396      WR
144    144      WR2603  20250702  ...    3387       3387      WR
145    145      WR2604  20250702  ...    3392       3392      WR
146    146      WR2605  20250702  ...    3369       3369      WR
147    147      WR2606  20250702  ...    3367       3367      WR
148    148      HC2507  20250702  ...    3175       3124      HC
149    149      HC2508  20250702  ...    3170       3131      HC
150    150      HC2509  20250702  ...    3169       3129      HC
151    151      HC2510  20250702  ...    3162       3121      HC
152    152      HC2511  20250702  ...    3166       3120      HC
153    153      HC2512  20250702  ...    3187       3123      HC
154    154      HC2601  20250702  ...    3168       3125      HC
155    155      HC2602  20250702  ...    3165       3126      HC
156    156      HC2603  20250702  ...    3175       3127      HC
157    157      HC2604  20250702  ...    3168       3132      HC
158    158      HC2605  20250702  ...    3160       3121      HC
159    159      HC2606  20250702  ...    3163       3124      HC
160    160      SS2507  20250702  ...   12540      12440      SS
161    161      SS2508  20250702  ...   12640      12535      SS
162    162      SS2509  20250702  ...   12600      12505      SS
163    163      SS2510  20250702  ...   12570      12475      SS
164    164      SS2511  20250702  ...   12585      12490      SS
165    165      SS2512  20250702  ...   12595      12510      SS
166    166      SS2601  20250702  ...   12640      12555      SS
167    167      SS2602  20250702  ...   12680      12595      SS
168    168      SS2603  20250702  ...   12715      12635      SS
169    169      SS2604  20250702  ...   12745      12630      SS
170    170      SS2605  20250702  ...   12775      12675      SS
171    171      SS2606  20250702  ...   12810      12700      SS
172    172      SC2508  20250702  ...   498.5        497      SC
173    173      SC2509  20250702  ...     493      490.9      SC
174    174      SC2510  20250702  ...   487.4      485.4      SC
175    175      SC2511  20250702  ...   482.9      481.8      SC
176    176      SC2512  20250702  ...   480.7      478.8      SC
177    177      SC2601  20250702  ...   478.4      476.5      SC
178    178      SC2602  20250702  ...   476.5        475      SC
179    179      SC2603  20250702  ...     474      473.9      SC
180    180      SC2604  20250702  ...   473.3      476.3      SC
181    181      SC2605  20250702  ...   471.2      470.6      SC
182    182      SC2606  20250702  ...     472      470.2      SC
183    183      SC2607  20250702  ...   470.9      470.9      SC
184    184      SC2609  20250702  ...   467.3      467.3      SC
185    185      SC2612  20250702  ...   460.4      470.6      SC
186    186      SC2703  20250702  ...   468.4      468.4      SC
187    187      SC2706  20250702  ...   463.6      462.7      SC
188    188      SC2709  20250702  ...   463.9      465.7      SC
189    189      SC2712  20250702  ...   465.8      465.8      SC
190    190      SC2803  20250702  ...   460.4      460.4      SC
191    191      SC2806  20250702  ...   462.8      459.9      SC
192    192      LU2508  20250702  ...    3588       3591      LU
193    193      LU2509  20250702  ...    3591       3576      LU
194    194      LU2510  20250702  ...    3569       3553      LU
195    195      LU2511  20250702  ...    3541       3528      LU
196    196      LU2512  20250702  ...    3517       3505      LU
197    197      LU2601  20250702  ...    3497       3499      LU
198    198      LU2602  20250702  ...    3480       3480      LU
199    199      LU2603  20250702  ...    3461       3456      LU
200    200      LU2604  20250702  ...    3447       3450      LU
201    201      LU2605  20250702  ...    3429       3427      LU
202    202      LU2606  20250702  ...    3436       3423      LU
203    203      LU2607  20250702  ...    3416       3416      LU
204    204      FU2508  20250702  ...    2923       2937      FU
205    205      FU2509  20250702  ...    2956       2973      FU
206    206      FU2510  20250702  ...    2912       2921      FU
207    207      FU2511  20250702  ...    2882       2882      FU
208    208      FU2512  20250702  ...    2858       2858      FU
209    209      FU2601  20250702  ...    2852       2850      FU
210    210      FU2602  20250702  ...    2836       2832      FU
211    211      FU2603  20250702  ...    2826       2823      FU
212    212      FU2604  20250702  ...    2813       2811      FU
213    213      FU2605  20250702  ...    2800       2802      FU
214    214      FU2606  20250702  ...    2785       2790      FU
215    215      FU2607  20250702  ...    2779       2781      FU
216    216      BU2507  20250702  ...    3609       3592      BU
217    217      BU2508  20250702  ...    3598       3580      BU
218    218      BU2509  20250702  ...    3579       3566      BU
219    219      BU2510  20250702  ...    3530       3520      BU
220    220      BU2511  20250702  ...    3464       3451      BU
221    221      BU2512  20250702  ...    3382       3373      BU
222    222      BU2601  20250702  ...    3342       3334      BU
223    223      BU2602  20250702  ...    3338       3303      BU
224    224      BU2603  20250702  ...    3315       3307      BU
225    225      BU2604  20250702  ...    3304       3292      BU
226    226      BU2605  20250702  ...    3286       3274      BU
227    227      BU2606  20250702  ...    3257       3242      BU
228    228      BU2609  20250702  ...    3260       3253      BU
229    229      BU2612  20250702  ...    3230       3212      BU
230    230      BU2703  20250702  ...    3243       3215      BU
231    231      BU2706  20250702  ...    3228       3228      BU
232    232      BR2507  20250702  ...   11390      11350      BR
233    233      BR2508  20250702  ...   11230      11220      BR
234    234      BR2509  20250702  ...   11130      11110      BR
235    235      BR2510  20250702  ...   11080      11055      BR
236    236      BR2511  20250702  ...   11070      11020      BR
237    237      BR2512  20250702  ...   11060      10985      BR
238    238      BR2601  20250702  ...   11030      10980      BR
239    239      BR2602  20250702  ...   11040      11010      BR
240    240      BR2603  20250702  ...   11030      11015      BR
241    241      BR2604  20250702  ...   11010      11065      BR
242    242      BR2605  20250702  ...   11020      11000      BR
243    243      BR2606  20250702  ...   11055      11000      BR
244    244      RU2507  20250702  ...   14000      13905      RU
245    245      RU2508  20250702  ...   14070      13945      RU
246    246      RU2509  20250702  ...   14090      13975      RU
247    247      RU2510  20250702  ...   14070      13975      RU
248    248      RU2511  20250702  ...   14100      13995      RU
249    249      RU2601  20250702  ...   14955      14850      RU
250    250      RU2603  20250702  ...   14940      14875      RU
251    251      RU2604  20250702  ...   14975      14975      RU
252    252      RU2605  20250702  ...   15010      14875      RU
253    253      RU2606  20250702  ...   14980      14915      RU
254    254      NR2507  20250702  ...   12245      12175      NR
255    255      NR2508  20250702  ...   12270      12210      NR
256    256      NR2509  20250702  ...   12225      12170      NR
257    257      NR2510  20250702  ...   12210      12165      NR
258    258      NR2511  20250702  ...   12220      12180      NR
259    259      NR2512  20250702  ...   12220      12180      NR
260    260      NR2601  20250702  ...   12220      12165      NR
261    261      NR2602  20250702  ...   12255      12185      NR
262    262      NR2603  20250702  ...   12220      12175      NR
263    263      NR2604  20250702  ...   12240      12185      NR
264    264      NR2605  20250702  ...   12285      12225      NR
265    265      NR2606  20250702  ...   12260      12260      NR
266    266      SP2507  20250702  ...    5026       5024      SP
267    267      SP2508  20250702  ...    5032       5044      SP
268    268      SP2509  20250702  ...    5048       5044      SP
269    269      SP2510  20250702  ...    5052       5046      SP
270    270      SP2511  20250702  ...    5042       5034      SP
271    271      SP2512  20250702  ...    5040       5032      SP
272    272      SP2601  20250702  ...    5242       5230      SP
273    273      SP2602  20250702  ...    5192       5170      SP
274    274      SP2603  20250702  ...    5166       5170      SP
275    275      SP2604  20250702  ...    5162       5172      SP
276    276      SP2605  20250702  ...    5176       5178      SP
277    277      SP2606  20250702  ...    5198       5190      SP
278    278      EC2508  20250702  ...  1894.9     1852.6      EC
279    279      EC2510  20250702  ...  1374.5     1368.8      EC
280    280      EC2512  20250702  ...  1540.4     1526.5      EC
281    281      EC2602  20250702  ...  1338.5     1331.2      EC
282    282      EC2604  20250702  ...  1174.7     1175.5      EC
283    283      EC2606  20250702  ...  1312.7     1313.6      EC
284    285  SC_TAS2508  20250702  ...                     SC_TAS
285    286  SC_TAS2509  20250702  ...                     SC_TAS
286    287  SC_TAS2510  20250702  ...                     SC_TAS
287    288  SC_TAS2511  20250702  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-02 18:26:57,176 - future_1d - INFO - ak.get_shfe_daily('2025-07-02') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250702  35000.0  ...  35000.0     33355.0       PS
1   PS2508  20250702  33350.0  ...  34315.0     32760.0       PS
2   PS2509  20250702  34000.0  ...  33635.0     32065.0       PS
3   PS2510  20250702  33855.0  ...  33515.0     31840.0       PS
4   PS2511  20250702  32735.0  ...  33365.0     31725.0       PS
5   PS2512  20250702  33990.0  ...  35485.0     33800.0       PS
6   PS2601  20250702  34030.0  ...  35380.0     33565.0       PS
7   PS2602  20250702  34470.0  ...  35250.0     33425.0       PS
8   PS2603  20250702  34450.0  ...  35475.0     33460.0       PS
9   PS2604  20250702  34250.0  ...  35155.0     33235.0       PS
10  PS2605  20250702  33945.0  ...  35040.0     33315.0       PS
11  PS2606  20250702  35395.0  ...  36605.0     34660.0       PS
13  SI2507  20250702   7825.0  ...   8130.0      7950.0       SI
14  SI2508  20250702   7815.0  ...   8070.0      7845.0       SI
15  SI2509  20250702   7805.0  ...   8085.0      7835.0       SI
16  SI2510  20250702   7775.0  ...   8060.0      7790.0       SI
17  SI2511  20250702   7740.0  ...   8005.0      7775.0       SI
18  SI2512  20250702   7950.0  ...   8280.0      8055.0       SI
19  SI2601  20250702   7960.0  ...   8245.0      7980.0       SI
20  SI2602  20250702   7970.0  ...   8230.0      7945.0       SI
21  SI2603  20250702   7985.0  ...   8260.0      7945.0       SI
22  SI2604  20250702   7960.0  ...   8265.0      7960.0       SI
23  SI2605  20250702   7980.0  ...   8250.0      7955.0       SI
24  SI2606  20250702   8095.0  ...   8230.0      7960.0       SI
27  LC2507  20250702  62920.0  ...  63620.0     62120.0       LC
28  LC2508  20250702  63040.0  ...  63640.0     62200.0       LC
29  LC2509  20250702  62800.0  ...  63500.0     61980.0       LC
30  LC2510  20250702  62720.0  ...  63320.0     61800.0       LC
31  LC2511  20250702  62520.0  ...  63140.0     61700.0       LC
32  LC2512  20250702  62700.0  ...  63480.0     62020.0       LC
33  LC2601  20250702  62620.0  ...  63540.0     62080.0       LC
34  LC2602  20250702  62100.0  ...  63360.0     62040.0       LC
35  LC2603  20250702  62660.0  ...  63380.0     62020.0       LC
36  LC2604  20250702  63240.0  ...  63940.0     62580.0       LC
37  LC2605  20250702  63240.0  ...  63960.0     62600.0       LC
38  LC2606  20250702  63340.0  ...  64080.0     62480.0       LC

[36 rows x 12 columns]
2025-07-02 18:26:57,390 - future_1d - INFO - ak.get_gfex_daily('2025-07-02') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250702   4200.00  ...   4200.00      4204.0        A
1     a2509  20250702   4125.00  ...   4137.00      4129.0        A
2     a2511  20250702   4061.00  ...   4070.00      4069.0        A
3     a2601  20250702   4047.00  ...   4049.00      4051.0        A
4     a2603  20250702   4039.00  ...   4039.00      4039.0        A
5     a2605  20250702   4071.00  ...   4073.00      4075.0        A
6     b2507  20250702      0.00  ...   3550.00      3550.0        B
7     b2508  20250702   3546.00  ...   3554.00      3576.0        B
8     b2509  20250702   3590.00  ...   3591.00      3608.0        B
9     b2510  20250702   3648.00  ...   3642.00      3660.0        B
10    b2511  20250702   3663.00  ...   3654.00      3665.0        B
11    b2512  20250702   3667.00  ...   3668.00      3677.0        B
12    b2601  20250702   3655.00  ...   3653.00      3662.0        B
13    b2602  20250702   3607.00  ...   3610.00      3618.0        B
14    b2603  20250702   3516.00  ...   3514.00      3528.0        B
15    b2604  20250702   3422.00  ...   3420.00      3434.0        B
16    b2605  20250702   3370.00  ...   3364.00      3380.0        B
17    b2606  20250702   3378.00  ...   3367.00      3380.0        B
18   bb2509  20250702    153.25  ...    153.35       153.2       BB
19   bb2511  20250702    153.35  ...    153.20       152.8       BB
20   bb2601  20250702      0.00  ...    170.50       170.1       BB
21   bb2603  20250702      0.00  ...    170.60       170.2       BB
22   bb2605  20250702      0.00  ...    170.60       170.2       BB
23    c2507  20250702   2358.00  ...   2356.00      2358.0        C
24    c2509  20250702   2383.00  ...   2369.00      2381.0        C
25    c2511  20250702   2328.00  ...   2309.00      2319.0        C
26    c2601  20250702   2279.00  ...   2267.00      2277.0        C
27    c2603  20250702   2274.00  ...   2263.00      2273.0        C
28    c2605  20250702   2303.00  ...   2294.00      2303.0        C
29   cs2507  20250702   2729.00  ...   2729.00      2727.0       CS
30   cs2509  20250702   2746.00  ...   2735.00      2743.0       CS
31   cs2511  20250702   2682.00  ...   2671.00      2678.0       CS
32   cs2601  20250702   2677.00  ...   2667.00      2677.0       CS
33   cs2603  20250702   2665.00  ...   2647.00      2659.0       CS
34   cs2605  20250702   2697.00  ...   2685.00      2694.0       CS
35   eb2507  20250702   7389.00  ...   7397.00      7422.0       EB
36   eb2508  20250702   7279.00  ...   7250.00      7273.0       EB
37   eb2509  20250702   7210.00  ...   7166.00      7186.0       EB
38   eb2510  20250702   7125.00  ...   7082.00      7104.0       EB
39   eb2511  20250702   7040.00  ...   7012.00      7033.0       EB
40   eb2512  20250702   7010.00  ...   6987.00      7006.0       EB
41   eb2601  20250702   7018.00  ...   6998.00      7015.0       EB
42   eb2602  20250702   7023.00  ...   7016.00      7047.0       EB
43   eb2603  20250702   7047.00  ...   7022.00      7099.0       EB
44   eb2604  20250702   7006.00  ...   7019.00      7042.0       EB
45   eb2605  20250702   7014.00  ...   7016.00      7065.0       EB
46   eb2606  20250702   7002.00  ...   7037.00      7014.0       EB
47   eg2507  20250702   4232.00  ...   4226.00      4203.0       EG
48   eg2508  20250702   4274.00  ...   4272.00      4245.0       EG
49   eg2509  20250702   4290.00  ...   4289.00      4262.0       EG
50   eg2510  20250702   4290.00  ...   4297.00      4269.0       EG
51   eg2511  20250702   4291.00  ...   4309.00      4271.0       EG
52   eg2512  20250702   4302.00  ...   4310.00      4276.0       EG
53   eg2601  20250702   4305.00  ...   4314.00      4286.0       EG
54   eg2602  20250702   4308.00  ...   4311.00      4284.0       EG
55   eg2603  20250702   4313.00  ...   4311.00      4288.0       EG
56   eg2604  20250702      0.00  ...   4345.00      4311.0       EG
57   eg2605  20250702   4314.00  ...   4321.00      4302.0       EG
58   eg2606  20250702      0.00  ...   4297.00      4285.0       EG
59   fb2507  20250702      0.00  ...   1341.50      1341.5       FB
60   fb2508  20250702   1327.50  ...   1327.50      1311.0       FB
61   fb2509  20250702   1299.50  ...   1309.00      1306.0       FB
62   fb2510  20250702   1324.50  ...   1326.50      1327.5       FB
63   fb2511  20250702   1326.50  ...   1325.00      1325.5       FB
64   fb2512  20250702   1323.00  ...   1323.50      1323.5       FB
65   fb2601  20250702   1310.50  ...   1311.00      1300.5       FB
66   fb2602  20250702      0.00  ...   1295.50      1295.5       FB
67   fb2603  20250702      0.00  ...   1313.50      1313.5       FB
68   fb2604  20250702      0.00  ...   1310.50      1310.5       FB
69   fb2605  20250702      0.00  ...   1292.50      1292.5       FB
70   fb2606  20250702      0.00  ...   1292.50      1292.5       FB
71    i2507  20250702    711.00  ...    710.50       719.0        I
72    i2508  20250702    715.00  ...    722.50       719.0        I
73    i2509  20250702    708.00  ...    715.50       710.5        I
74    i2510  20250702    702.00  ...    708.00       704.5        I
75    i2511  20250702    696.00  ...    702.00       698.5        I
76    i2512  20250702    692.50  ...    697.00       692.5        I
77    i2601  20250702    683.50  ...    689.50       686.5        I
78    i2602  20250702    682.50  ...    685.50       684.0        I
79    i2603  20250702    680.00  ...    683.00       681.0        I
80    i2604  20250702    676.50  ...    680.00       676.5        I
81    i2605  20250702    666.00  ...    672.00       669.0        I
82    i2606  20250702    663.50  ...    667.50       664.0        I
83    j2507  20250702      0.00  ...   1304.50      1304.5        J
84    j2508  20250702   1361.00  ...   1393.00      1371.5        J
85    j2509  20250702   1390.00  ...   1416.50      1398.0        J
86    j2510  20250702   1404.50  ...   1440.50      1415.0        J
87    j2511  20250702      0.00  ...   1428.50      1428.5        J
88    j2512  20250702   1432.00  ...   1432.00      1431.5        J
89    j2601  20250702   1433.50  ...   1453.50      1433.0        J
90    j2602  20250702      0.00  ...   1460.50      1440.0        J
91    j2603  20250702      0.00  ...   1491.00      1470.0        J
92    j2604  20250702      0.00  ...   1497.50      1497.5        J
93    j2605  20250702   1463.50  ...   1477.00      1463.5        J
94    j2606  20250702   1485.50  ...   1485.50      1474.0        J
95   jd2507  20250702   2845.00  ...   2836.00      2835.0       JD
96   jd2508  20250702   3561.00  ...   3561.00      3568.0       JD
97   jd2509  20250702   3683.00  ...   3687.00      3690.0       JD
98   jd2510  20250702   3415.00  ...   3412.00      3417.0       JD
99   jd2511  20250702   3430.00  ...   3418.00      3433.0       JD
100  jd2512  20250702   3598.00  ...   3583.00      3594.0       JD
101  jd2601  20250702   3633.00  ...   3629.00      3637.0       JD
102  jd2602  20250702   3200.00  ...   3199.00      3203.0       JD
103  jd2603  20250702   3206.00  ...   3202.00      3206.0       JD
104  jd2604  20250702   3349.00  ...   3329.00      3343.0       JD
105  jd2605  20250702   3422.00  ...   3404.00      3422.0       JD
106  jd2606  20250702   3262.00  ...   3250.00      3266.0       JD
107  jm2507  20250702    811.00  ...    811.00       821.0       JM
108  jm2508  20250702    780.00  ...    780.00       784.0       JM
109  jm2509  20250702    813.50  ...    825.00       817.5       JM
110  jm2510  20250702    830.00  ...    844.50       832.5       JM
111  jm2511  20250702    839.50  ...    854.50       840.5       JM
112  jm2512  20250702    849.50  ...    865.00       848.0       JM
113  jm2601  20250702    860.00  ...    871.50       854.0       JM
114  jm2602  20250702    871.00  ...    885.00       862.5       JM
115  jm2603  20250702    865.00  ...    888.00       868.5       JM
116  jm2604  20250702    872.00  ...    893.50       877.5       JM
117  jm2605  20250702    884.50  ...    896.00       883.5       JM
118  jm2606  20250702    886.00  ...    911.00       896.0       JM
119   l2507  20250702   7301.00  ...   7294.00      7282.0        L
120   l2508  20250702   7275.00  ...   7270.00      7252.0        L
121   l2509  20250702   7240.00  ...   7263.00      7246.0        L
122   l2510  20250702   7247.00  ...   7256.00      7229.0        L
123   l2511  20250702   7226.00  ...   7250.00      7222.0        L
124   l2512  20250702   7236.00  ...   7247.00      7219.0        L
125   l2601  20250702   7230.00  ...   7236.00      7210.0        L
126   l2602  20250702   7192.00  ...   7218.00      7202.0        L
127   l2603  20250702   7224.00  ...   7224.00      7198.0        L
128   l2604  20250702   7234.00  ...   7248.00      7219.0        L
129   l2605  20250702   7207.00  ...   7214.00      7196.0        L
130   l2606  20250702   7222.00  ...   7235.00      7195.0        L
131  lg2507  20250702    815.50  ...    818.50       815.5       LG
132  lg2509  20250702    789.50  ...    790.50       782.5       LG
133  lg2511  20250702    782.00  ...    784.50       778.5       LG
134  lg2601  20250702    781.50  ...    783.00       781.5       LG
135  lg2603  20250702    782.50  ...    783.50       784.5       LG
136  lg2605  20250702    789.50  ...    791.50       785.5       LG
137  lh2507  20250702  13950.00  ...  13950.00     13820.0       LH
138  lh2509  20250702  13880.00  ...  14190.00     13895.0       LH
139  lh2511  20250702  13340.00  ...  13510.00     13400.0       LH
140  lh2601  20250702  13455.00  ...  13555.00     13495.0       LH
141  lh2603  20250702  12775.00  ...  12850.00     12800.0       LH
142  lh2605  20250702  12990.00  ...  13010.00     12955.0       LH
143   m2507  20250702   2820.00  ...   2824.00      2832.0        M
144   m2508  20250702   2939.00  ...   2929.00      2944.0        M
145   m2509  20250702   2951.00  ...   2947.00      2961.0        M
146   m2511  20250702   2995.00  ...   2985.00      3000.0        M
147   m2512  20250702   3015.00  ...   3009.00      3022.0        M
148   m2601  20250702   2997.00  ...   2990.00      3002.0        M
149   m2603  20250702   2856.00  ...   2849.00      2861.0        M
150   m2605  20250702   2707.00  ...   2698.00      2713.0        M
151   p2507  20250702   8452.00  ...   8452.00      8328.0        P
152   p2508  20250702   8394.00  ...   8428.00      8372.0        P
153   p2509  20250702   8338.00  ...   8376.00      8314.0        P
154   p2510  20250702   8338.00  ...   8384.00      8310.0        P
155   p2511  20250702   8334.00  ...   8374.00      8302.0        P
156   p2512  20250702   8334.00  ...   8394.00      8310.0        P
157   p2601  20250702   8344.00  ...   8402.00      8334.0        P
158   p2602  20250702   8330.00  ...   8374.00      8316.0        P
159   p2603  20250702   8296.00  ...   8328.00      8274.0        P
160   p2604  20250702   8254.00  ...   8298.00      8234.0        P
161   p2605  20250702   8252.00  ...   8272.00      8220.0        P
162   p2606  20250702   8216.00  ...   8262.00      8210.0        P
163  pg2507  20250702   4205.00  ...   4205.00      4203.0       PG
164  pg2508  20250702   4205.00  ...   4202.00      4194.0       PG
165  pg2509  20250702   4103.00  ...   4100.00      4098.0       PG
166  pg2510  20250702   4480.00  ...   4480.00      4470.0       PG
167  pg2511  20250702   4394.00  ...   4392.00      4383.0       PG
168  pg2512  20250702   4311.00  ...   4322.00      4305.0       PG
169  pg2601  20250702   4249.00  ...   4240.00      4236.0       PG
170  pg2602  20250702   4148.00  ...   4163.00      4155.0       PG
171  pg2603  20250702   4080.00  ...   4084.00      4072.0       PG
172  pg2604  20250702   4374.00  ...   4374.00      4360.0       PG
173  pg2605  20250702   4264.00  ...   4266.00      4245.0       PG
174  pg2606  20250702   4223.00  ...   4204.00      4202.0       PG
175  pp2507  20250702   7088.00  ...   7073.00      7073.0       PP
176  pp2508  20250702   7064.00  ...   7064.00      7055.0       PP
177  pp2509  20250702   7055.00  ...   7058.00      7048.0       PP
178  pp2510  20250702   7001.00  ...   7017.00      7003.0       PP
179  pp2511  20250702   7014.00  ...   7016.00      6999.0       PP
180  pp2512  20250702   7011.00  ...   7021.00      6993.0       PP
181  pp2601  20250702   7000.00  ...   7012.00      6997.0       PP
182  pp2602  20250702   6969.00  ...   6981.00      6978.0       PP
183  pp2603  20250702   6966.00  ...   6971.00      6976.0       PP
184  pp2604  20250702      0.00  ...   6989.00      6989.0       PP
185  pp2605  20250702   6986.00  ...   6990.00      6976.0       PP
186  pp2606  20250702   6964.00  ...   6974.00      6985.0       PP
187  rr2507  20250702      0.00  ...   3578.00      3578.0       RR
188  rr2508  20250702   3568.00  ...   3549.00      3579.0       RR
189  rr2509  20250702   3602.00  ...   3600.00      3608.0       RR
190  rr2510  20250702   3598.00  ...   3602.00      3596.0       RR
191  rr2511  20250702   3601.00  ...   3608.00      3596.0       RR
192  rr2512  20250702   3605.00  ...   3608.00      3599.0       RR
193  rr2601  20250702   3606.00  ...   3610.00      3607.0       RR
194  rr2602  20250702   3612.00  ...   3612.00      3614.0       RR
195  rr2603  20250702   3607.00  ...   3607.00      3607.0       RR
196  rr2604  20250702      0.00  ...   3619.00      3619.0       RR
197  rr2605  20250702      0.00  ...   3602.00      3602.0       RR
198  rr2606  20250702      0.00  ...   3608.00      3603.0       RR
199   v2507  20250702   4760.00  ...   4819.00      4767.0        V
200   v2508  20250702   4788.00  ...   4847.00      4800.0        V
201   v2509  20250702   4819.00  ...   4877.00      4839.0        V
202   v2510  20250702   4855.00  ...   4906.00      4867.0        V
203   v2511  20250702   4886.00  ...   4932.00      4897.0        V
204   v2512  20250702   4905.00  ...   4968.00      4922.0        V
205   v2601  20250702   4916.00  ...   4975.00      4932.0        V
206   v2602  20250702   4956.00  ...   5000.00      4959.0        V
207   v2603  20250702   4970.00  ...   5029.00      4983.0        V
208   v2604  20250702   5080.00  ...   5127.00      5078.0        V
209   v2605  20250702   5085.00  ...   5146.00      5090.0        V
210   v2606  20250702   5113.00  ...   5174.00      5100.0        V
211   y2507  20250702      0.00  ...   8038.00      8038.0        Y
212   y2508  20250702   8000.00  ...   7994.00      8002.0        Y
213   y2509  20250702   8004.00  ...   7982.00      7968.0        Y
214   y2511  20250702   7980.00  ...   7980.00      7974.0        Y
215   y2512  20250702   8010.00  ...   8010.00      7998.0        Y
216   y2601  20250702   7926.00  ...   7932.00      7926.0        Y
217   y2603  20250702   7802.00  ...   7800.00      7804.0        Y
218   y2605  20250702   7610.00  ...   7586.00      7608.0        Y

[219 rows x 12 columns]
2025-07-02 18:26:57,943 - future_1d - INFO - ak.get_dce_daily('2025-07-02') done
        symbol      date   open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250702  503.1   503.8  ...  6855778.27   498.5        497      SC
1       SC2509  20250702  496.2   496.8  ...  1100915.04     493      490.9      SC
2       SC2510  20250702    491     491  ...   255544.92   487.4      485.4      SC
3       SC2511  20250702    486     486  ...    57418.79   482.9      481.8      SC
4       SC2512  20250702  482.9     483  ...    12883.41   480.7      478.8      SC
5       SC2601  20250702  480.5   480.5  ...     8994.35   478.4      476.5      SC
6       SC2602  20250702  478.6   479.1  ...     6910.05   476.5        475      SC
7       SC2603  20250702  474.8   475.5  ...     5072.65     474      473.9      SC
8       SC2604  20250702  472.3   474.7  ...      189.32   473.3      476.3      SC
9       SC2605  20250702  471.2   471.2  ...       47.12   471.2      470.6      SC
10      SC2606  20250702  473.2   473.2  ...       141.6     472      470.2      SC
11      SC2607  20250702                 ...           0   470.9      470.9      SC
12      SC2609  20250702                 ...           0   467.3      467.3      SC
13      SC2612  20250702  460.4   460.4  ...       92.08   460.4      470.6      SC
14      SC2703  20250702                 ...           0   468.4      468.4      SC
15      SC2706  20250702  463.7     464  ...      185.47   463.6      462.7      SC
16      SC2709  20250702  464.1   464.1  ...       92.79   463.9      465.7      SC
17      SC2712  20250702                 ...           0   465.8      465.8      SC
18      SC2803  20250702                 ...           0   460.4      460.4      SC
19      SC2806  20250702  462.8   462.8  ...       92.56   462.8      459.9      SC
21      LU2508  20250702   3604    3620  ...   39503.524    3588       3591      LU
22      LU2509  20250702   3605    3610  ...  237458.723    3591       3576      LU
23      LU2510  20250702   3583    3586  ...  103616.981    3569       3553      LU
24      LU2511  20250702   3554    3554  ...    3183.934    3541       3528      LU
25      LU2512  20250702   3532    3532  ...      98.495    3517       3505      LU
26      LU2601  20250702   3500    3506  ...     115.427    3497       3499      LU
27      LU2602  20250702   3493    3493  ...        17.4    3480       3480      LU
28      LU2603  20250702   3463    3470  ...       31.15    3461       3456      LU
29      LU2604  20250702   3449    3449  ...      17.236    3447       3450      LU
30      LU2605  20250702   3438    3438  ...      44.584    3429       3427      LU
31      LU2606  20250702   3495    3495  ...     103.084    3436       3423      LU
32      LU2607  20250702                 ...           0    3416       3416      LU
34      NR2507  20250702  12240   12300  ...     4531.05   12245      12175      NR
35      NR2508  20250702  12290   12340  ...   918463.29   12270      12210      NR
36      NR2509  20250702  12225   12305  ...  460022.205   12225      12170      NR
37      NR2510  20250702  12230   12285  ...   43347.725   12210      12165      NR
38      NR2511  20250702  12225   12280  ...     3519.91   12220      12180      NR
39      NR2512  20250702  12210   12315  ...     1381.27   12220      12180      NR
40      NR2601  20250702  12220   12315  ...     6477.67   12220      12165      NR
41      NR2602  20250702  12255   12265  ...      36.775   12255      12185      NR
42      NR2603  20250702  12215   12290  ...      109.99   12220      12175      NR
43      NR2604  20250702  12245   12260  ...      134.65   12240      12185      NR
44      NR2605  20250702  12280   12350  ...      86.015   12285      12225      NR
45      NR2606  20250702                 ...           0   12260      12260      NR
47      BC2507  20250702  71480   71480  ...       357.4   71480      71500      BC
48      BC2508  20250702  71710   72140  ...   194978.41   71850      71280      BC
49      BC2509  20250702  71610   71880  ...    27379.02   71670      70970      BC
50      BC2510  20250702                 ...           0   71350      71300      BC
51      BC2511  20250702  72330   72340  ...      72.335   72330      69520      BC
52      BC2512  20250702                 ...           0   69450      69450      BC
53      BC2601  20250702                 ...           0   69570      69570      BC
54      BC2602  20250702                 ...           0   69410      69410      BC
55      BC2603  20250702                 ...           0   69290      69290      BC
56      BC2604  20250702                 ...           0   69760      69760      BC
57      BC2605  20250702  71000   71000  ...        35.5   71000      69710      BC
58      BC2606  20250702                 ...           0   71590      71590      BC
60      EC2508  20250702   1900  1931.4  ...  418725.264  1894.9     1852.6      EC
61      EC2510  20250702   1370    1397  ...  100077.645  1374.5     1368.8      EC
62      EC2512  20250702   1520  1578.8  ...   22983.672  1540.4     1526.5      EC
63      EC2602  20250702   1320  1359.6  ...    3366.515  1338.5     1331.2      EC
64      EC2604  20250702   1166  1182.2  ...    6566.737  1174.7     1175.5      EC
65      EC2606  20250702   1295  1327.1  ...   1404.6885  1312.7     1313.6      EC
68  SC_TAS2508  20250702                 ...                                 SC_TAS
69  SC_TAS2509  20250702                 ...                                 SC_TAS
70  SC_TAS2510  20250702                 ...                                 SC_TAS
71  SC_TAS2511  20250702                 ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-02 18:26:58,022 - future_1d - INFO - ak.get_ine_daily('2025-07-02') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250702   7719.0   7768.0  ...   375185.48   7726.0      7700.0       AP
1    AP511  20250702   7570.0   7579.0  ...      627.37   7559.0      7537.0       AP
2    AP512  20250702   7561.0   7625.0  ...      159.64   7602.0      7566.0       AP
3    AP601  20250702   7611.0   7661.0  ...    13992.74   7625.0      7603.0       AP
4    AP603  20250702   7644.0   7679.0  ...      145.25   7645.0      7626.0       AP
5    AP604  20250702      0.0      0.0  ...        0.00   7685.0      7685.0       AP
6    AP605  20250702   7722.0   7747.0  ...      116.04   7736.0      7723.0       AP
7    CF507  20250702  13515.0  13605.0  ...     7341.40  13585.0     13515.0       CF
8    CF509  20250702  13730.0  13850.0  ...  1258431.50  13785.0     13735.0       CF
9    CF511  20250702  13660.0  13770.0  ...   148788.19  13715.0     13660.0       CF
10   CF601  20250702  13745.0  13865.0  ...   367955.66  13800.0     13750.0       CF
11   CF603  20250702  13710.0  13825.0  ...     1130.06  13780.0     13715.0       CF
12   CF605  20250702  13735.0  13850.0  ...     6521.99  13805.0     13750.0       CF
13   CJ507  20250702   9660.0   9660.0  ...       24.15   9660.0      9465.0       CJ
14   CJ509  20250702   9800.0   9855.0  ...  1289254.14   9725.0      9650.0       CJ
15   CJ512  20250702  10960.0  11145.0  ...    47087.27  10980.0     10700.0       CJ
16   CJ601  20250702  11100.0  11325.0  ...  1494422.98  11120.0     10840.0       CJ
17   CJ603  20250702  11155.0  11500.0  ...    53753.77  11300.0     10960.0       CJ
18   CJ605  20250702  11430.0  11695.0  ...   141600.74  11500.0     11155.0       CJ
19   CY507  20250702  19845.0  20035.0  ...       59.91  19970.0     20035.0       CY
20   CY508  20250702      0.0      0.0  ...        0.00  19700.0     19665.0       CY
21   CY509  20250702  20040.0  20140.0  ...    74104.71  20065.0     20000.0       CY
22   CY510  20250702      0.0      0.0  ...        0.00  19685.0     19620.0       CY
23   CY511  20250702      0.0      0.0  ...        0.00  19980.0     19980.0       CY
24   CY512  20250702      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250702  20080.0  20085.0  ...       20.08  20085.0     20030.0       CY
26   CY602  20250702      0.0      0.0  ...        0.00  19810.0     19810.0       CY
27   CY603  20250702      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250702      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250702  20090.0  20090.0  ...       20.09  20090.0     20135.0       CY
30   CY606  20250702      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250702    901.0    957.0  ...      435.09    938.0       901.0       FG
32   FG508  20250702    994.0   1056.0  ...    62101.31   1033.0       995.0       FG
33   FG509  20250702    984.0   1056.0  ...  7491517.71   1023.0       988.0       FG
34   FG510  20250702   1030.0   1099.0  ...    37790.82   1066.0      1034.0       FG
35   FG511  20250702   1021.0   1091.0  ...    59758.34   1057.0      1022.0       FG
36   FG512  20250702   1081.0   1156.0  ...    24464.52   1123.0      1082.0       FG
37   FG601  20250702   1072.0   1143.0  ...   780134.31   1114.0      1070.0       FG
38   FG602  20250702   1103.0   1175.0  ...     2240.40   1144.0      1105.0       FG
39   FG603  20250702   1097.0   1172.0  ...     2507.85   1148.0      1100.0       FG
40   FG604  20250702   1125.0   1198.0  ...     1874.01   1176.0      1126.0       FG
41   FG605  20250702   1115.0   1195.0  ...    20041.08   1171.0      1116.0       FG
42   FG606  20250702   1132.0   1203.0  ...      949.97   1185.0      1132.0       FG
43   JR507  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250702      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250702      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250702   2419.0   2443.0  ...       75.16   2424.0      2421.0       MA
54   MA508  20250702   2425.0   2439.0  ...    17255.77   2427.0      2415.0       MA
55   MA509  20250702   2386.0   2407.0  ...  1665903.10   2393.0      2374.0       MA
56   MA510  20250702   2393.0   2414.0  ...    69342.88   2399.0      2384.0       MA
57   MA511  20250702   2401.0   2422.0  ...    73814.67   2405.0      2392.0       MA
58   MA512  20250702   2425.0   2437.0  ...     8084.00   2425.0      2405.0       MA
59   MA601  20250702   2420.0   2439.0  ...   118606.01   2426.0      2410.0       MA
60   MA602  20250702   2393.0   2420.0  ...       24.11   2411.0      2399.0       MA
61   MA603  20250702   2406.0   2417.0  ...       38.48   2405.0      2396.0       MA
62   MA604  20250702   2371.0   2390.0  ...       11.92   2384.0      2360.0       MA
63   MA605  20250702   2336.0   2351.0  ...     1891.05   2340.0      2324.0       MA
64   MA606  20250702   2346.0   2358.0  ...       21.15   2350.0      2331.0       MA
65   OI507  20250702      0.0      0.0  ...        0.00   9719.0      9586.0       OI
66   OI509  20250702   9495.0   9632.0  ...  3296684.31   9543.0      9461.0       OI
67   OI511  20250702   9474.0   9624.0  ...   142673.46   9545.0      9458.0       OI
68   OI601  20250702   9440.0   9573.0  ...   537560.05   9497.0      9410.0       OI
69   OI603  20250702   9374.0   9510.0  ...     2982.54   9438.0      9359.0       OI
70   OI605  20250702   9281.0   9405.0  ...     2435.33   9331.0      9266.0       OI
71   PF507  20250702   6748.0   6748.0  ...      143.79   6688.0      6678.0       PF
72   PF508  20250702   6600.0   6640.0  ...   363015.31   6598.0      6578.0       PF
73   PF509  20250702   6486.0   6514.0  ...   143595.93   6480.0      6482.0       PF
74   PF510  20250702   6478.0   6496.0  ...    60117.08   6468.0      6480.0       PF
75   PF511  20250702   6446.0   6458.0  ...    31190.35   6428.0      6426.0       PF
76   PF512  20250702   6410.0   6424.0  ...     9159.95   6394.0      6376.0       PF
77   PF601  20250702   6410.0   6426.0  ...      512.94   6412.0      6394.0       PF
78   PF602  20250702   6382.0   6382.0  ...        6.38   6382.0      6402.0       PF
79   PF603  20250702   6408.0   6408.0  ...        6.40   6400.0      6410.0       PF
80   PF604  20250702   6424.0   6436.0  ...        9.63   6424.0      6402.0       PF
81   PF605  20250702   6408.0   6434.0  ...       16.03   6414.0      6402.0       PF
82   PF606  20250702   6390.0   6390.0  ...        3.20   6390.0      6404.0       PF
83   PK510  20250702   8210.0   8276.0  ...   182555.23   8238.0      8196.0       PK
84   PK511  20250702   7972.0   8014.0  ...    48839.94   7984.0      7958.0       PK
85   PK512  20250702   7964.0   7990.0  ...      274.99   7972.0      7960.0       PK
86   PK601  20250702   7972.0   7990.0  ...     4495.59   7978.0      7962.0       PK
87   PK603  20250702   7962.0   7978.0  ...      139.47   7970.0      7952.0       PK
88   PK604  20250702   7964.0   7976.0  ...       15.94   7970.0      7950.0       PK
89   PK605  20250702   7950.0   7972.0  ...      358.26   7962.0      7952.0       PK
90   PM507  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250702      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250702   5984.0   5984.0  ...      385.97   5984.0      5984.0       PR
97   PR508  20250702   6012.0   6026.0  ...    64670.70   5972.0      6000.0       PR
98   PR509  20250702   5944.0   5954.0  ...   421273.39   5922.0      5932.0       PR
99   PR510  20250702   5900.0   5926.0  ...   289209.23   5886.0      5884.0       PR
100  PR511  20250702   5884.0   5902.0  ...    91160.08   5860.0      5870.0       PR
101  PR512  20250702   5880.0   5880.0  ...       44.06   5876.0      5846.0       PR
102  PR601  20250702   5844.0   5878.0  ...      456.36   5852.0      5838.0       PR
103  PR602  20250702      0.0      0.0  ...        0.00   5876.0      5876.0       PR
104  PR603  20250702      0.0      0.0  ...        0.00   5902.0      5874.0       PR
105  PR604  20250702   5898.0   5898.0  ...        8.85   5898.0      5864.0       PR
106  PR605  20250702   5886.0   5906.0  ...       53.08   5898.0      5860.0       PR
107  PR606  20250702      0.0      0.0  ...        0.00   5860.0      5848.0       PR
108  PX507  20250702   7000.0   7000.0  ...     6933.93   6920.0      6984.0       PX
109  PX508  20250702   6892.0   6894.0  ...    10835.27   6826.0      6862.0       PX
110  PX509  20250702   6812.0   6830.0  ...   723735.28   6760.0      6798.0       PX
111  PX510  20250702   6774.0   6774.0  ...    81218.20   6716.0      6712.0       PX
112  PX511  20250702   6692.0   6726.0  ...   117408.29   6670.0      6668.0       PX
113  PX512  20250702   6668.0   6678.0  ...     6157.72   6640.0      6636.0       PX
114  PX601  20250702   6658.0   6664.0  ...    52017.03   6624.0      6614.0       PX
115  PX602  20250702   6576.0   6600.0  ...       36.22   6586.0      6606.0       PX
116  PX603  20250702      0.0      0.0  ...        0.00   6610.0      6584.0       PX
117  PX604  20250702   6570.0   6570.0  ...        6.57   6568.0      6570.0       PX
118  PX605  20250702   6618.0   6624.0  ...       62.58   6588.0      6584.0       PX
119  PX606  20250702   6538.0   6538.0  ...        3.27   6538.0      6536.0       PX
120  RI507  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250702      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250702   2447.0   2449.0  ...     4013.17   2438.0      2445.0       RM
127  RM508  20250702   2588.0   2593.0  ...    16803.55   2583.0      2590.0       RM
128  RM509  20250702   2581.0   2588.0  ...   780781.64   2577.0      2583.0       RM
129  RM511  20250702   2408.0   2410.0  ...     4145.31   2403.0      2411.0       RM
130  RM601  20250702   2303.0   2309.0  ...   112056.32   2301.0      2308.0       RM
131  RM603  20250702   2285.0   2290.0  ...     9047.03   2283.0      2288.0       RM
132  RM605  20250702   2318.0   2322.0  ...    10646.88   2316.0      2318.0       RM
133  RS507  20250702      0.0      0.0  ...        0.00   4950.0      4950.0       RS
134  RS508  20250702      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250702   5141.0   5185.0  ...      195.92   5156.0      5097.0       RS
136  RS511  20250702      0.0      0.0  ...        0.00   5252.0      5252.0       RS
137  SA507  20250702   1145.0   1187.0  ...     1315.73   1166.0      1156.0       SA
138  SA508  20250702   1168.0   1206.0  ...    32348.74   1186.0      1172.0       SA
139  SA509  20250702   1163.0   1211.0  ...  6406411.38   1185.0      1169.0       SA
140  SA510  20250702   1182.0   1219.0  ...   103125.93   1191.0      1189.0       SA
141  SA511  20250702   1179.0   1219.0  ...   118144.79   1190.0      1187.0       SA
142  SA512  20250702   1191.0   1230.0  ...    47118.44   1210.0      1197.0       SA
143  SA601  20250702   1180.0   1231.0  ...  1321284.24   1210.0      1182.0       SA
144  SA602  20250702   1192.0   1236.0  ...     7685.99   1223.0      1194.0       SA
145  SA603  20250702   1188.0   1236.0  ...     8360.74   1218.0      1191.0       SA
146  SA604  20250702   1199.0   1244.0  ...     7468.79   1232.0      1203.0       SA
147  SA605  20250702   1195.0   1243.0  ...    43896.95   1225.0      1202.0       SA
148  SA606  20250702   1201.0   1245.0  ...     3839.08   1236.0      1203.0       SA
149  SF507  20250702   5352.0   5550.0  ...     6850.37   5396.0      5350.0       SF
150  SF508  20250702   5282.0   5476.0  ...    24057.99   5374.0      5268.0       SF
151  SF509  20250702   5280.0   5468.0  ...   736112.59   5368.0      5258.0       SF
152  SF510  20250702   5198.0   5380.0  ...   112883.22   5280.0      5172.0       SF
153  SF511  20250702   5318.0   5514.0  ...   164170.99   5402.0      5296.0       SF
154  SF512  20250702   5276.0   5474.0  ...    30020.24   5358.0      5264.0       SF
155  SF601  20250702   5258.0   5446.0  ...    20501.80   5322.0      5236.0       SF
156  SF602  20250702   5172.0   5380.0  ...     2395.26   5312.0      5176.0       SF
157  SF603  20250702   5318.0   5502.0  ...       97.91   5440.0      5306.0       SF
158  SF604  20250702   5372.0   5488.0  ...       27.23   5446.0      5304.0       SF
159  SF605  20250702   5248.0   5476.0  ...      314.37   5420.0      5284.0       SF
160  SF606  20250702   5296.0   5400.0  ...       21.50   5376.0      5216.0       SF
161  SH507  20250702   2370.0   2370.0  ...      387.61   2349.0      2406.0       SH
162  SH508  20250702   2349.0   2394.0  ...   224774.89   2368.0      2301.0       SH
163  SH509  20250702   2363.0   2396.0  ...  4350271.76   2374.0      2317.0       SH
164  SH510  20250702   2403.0   2434.0  ...   310963.14   2415.0      2358.0       SH
165  SH511  20250702   2391.0   2420.0  ...   186434.50   2402.0      2345.0       SH
166  SH512  20250702   2396.0   2424.0  ...    37010.77   2405.0      2351.0       SH
167  SH601  20250702   2356.0   2390.0  ...    84687.08   2371.0      2323.0       SH
168  SH602  20250702   2380.0   2403.0  ...      871.68   2382.0      2340.0       SH
169  SH603  20250702   2382.0   2409.0  ...      273.01   2395.0      2351.0       SH
170  SH604  20250702   2422.0   2447.0  ...       51.05   2431.0      2384.0       SH
171  SH605  20250702   2412.0   2446.0  ...     2256.75   2427.0      2380.0       SH
172  SH606  20250702   2430.0   2449.0  ...      167.37   2426.0      2400.0       SH
173  SM507  20250702   5614.0   5732.0  ...     1455.32   5696.0      5584.0       SM
174  SM508  20250702   5598.0   5752.0  ...    19786.84   5684.0      5604.0       SM
175  SM509  20250702   5624.0   5758.0  ...   869273.36   5694.0      5610.0       SM
176  SM510  20250702   5592.0   5720.0  ...    57503.64   5652.0      5578.0       SM
177  SM511  20250702   5680.0   5802.0  ...   102222.05   5740.0      5666.0       SM
178  SM512  20250702   5666.0   5784.0  ...    33088.87   5720.0      5658.0       SM
179  SM601  20250702   5660.0   5788.0  ...    45573.84   5718.0      5642.0       SM
180  SM602  20250702   5662.0   5786.0  ...      282.13   5700.0      5642.0       SM
181  SM603  20250702   5672.0   5802.0  ...      262.68   5710.0      5654.0       SM
182  SM604  20250702   5672.0   5814.0  ...      171.51   5718.0      5662.0       SM
183  SM605  20250702   5702.0   5814.0  ...     1003.23   5750.0      5668.0       SM
184  SM606  20250702   5694.0   5808.0  ...       37.43   5758.0      5680.0       SM
185  SR507  20250702   5790.0   5800.0  ...    11164.37   5779.0      5796.0       SR
186  SR509  20250702   5740.0   5772.0  ...  1628936.65   5735.0      5781.0       SR
187  SR511  20250702   5624.0   5638.0  ...   154161.54   5606.0      5662.0       SR
188  SR601  20250702   5567.0   5583.0  ...   203284.02   5557.0      5601.0       SR
189  SR603  20250702   5550.0   5557.0  ...     4151.26   5535.0      5573.0       SR
190  SR605  20250702   5525.0   5528.0  ...    15391.61   5509.0      5543.0       SR
191  TA507  20250702   4946.0   4950.0  ...    10507.50   4918.0      4968.0       TA
192  TA508  20250702   4898.0   4904.0  ...    90380.90   4854.0      4906.0       TA
193  TA509  20250702   4810.0   4818.0  ...  2236780.06   4778.0      4804.0       TA
194  TA510  20250702   4748.0   4760.0  ...    75416.51   4724.0      4730.0       TA
195  TA511  20250702   4728.0   4732.0  ...    48069.96   4700.0      4704.0       TA
196  TA512  20250702   4704.0   4710.0  ...     4818.34   4680.0      4676.0       TA
197  TA601  20250702   4678.0   4692.0  ...   423862.03   4662.0      4664.0       TA
198  TA602  20250702   4676.0   4690.0  ...      107.31   4666.0      4700.0       TA
199  TA603  20250702   4666.0   4680.0  ...       74.44   4654.0      4668.0       TA
200  TA604  20250702   4668.0   4688.0  ...       23.35   4672.0      4678.0       TA
201  TA605  20250702   4696.0   4702.0  ...     1798.52   4678.0      4678.0       TA
202  TA606  20250702   4678.0   4678.0  ...        2.34   4678.0      4706.0       TA
203  UR507  20250702   1740.0   1751.0  ...      791.96   1744.0      1729.0       UR
204  UR508  20250702   1730.0   1754.0  ...      554.10   1742.0      1719.0       UR
205  UR509  20250702   1717.0   1747.0  ...   915051.52   1730.0      1710.0       UR
206  UR510  20250702   1707.0   1734.0  ...    18134.29   1720.0      1700.0       UR
207  UR511  20250702   1717.0   1740.0  ...     8336.03   1727.0      1707.0       UR
208  UR512  20250702   1699.0   1720.0  ...       75.33   1712.0      1696.0       UR
209  UR601  20250702   1680.0   1706.0  ...    77513.22   1691.0      1675.0       UR
210  UR602  20250702   1679.0   1702.0  ...      873.85   1687.0      1673.0       UR
211  UR603  20250702   1711.0   1726.0  ...       78.88   1715.0      1700.0       UR
212  UR604  20250702   1704.0   1716.0  ...       61.45   1707.0      1694.0       UR
213  UR605  20250702   1699.0   1716.0  ...     3118.89   1702.0      1689.0       UR
214  UR606  20250702   1690.0   1714.0  ...      430.07   1707.0      1685.0       UR
215  WH507  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250702      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250702      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-02 18:26:58,308 - future_1d - INFO - ak.get_czce_daily('2025-07-02') done
2025-07-02 18:27:00,033 - future_1d - INFO - save future_daily 2025-07-02 completed