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2025-09-15 18:32:02,937 - future_1d - INFO - ak.get_gfex_daily('2025-09-11') done
2025-09-15 18:32:06,902 - future_1d - INFO - save future_daily 2025-09-11 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-15 18:32:14,028 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-15 18:32:14,133 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-15 18:32:14,415 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

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

[240 rows x 12 columns]
2025-09-15 18:32:15,460 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-15 18:32:15,691 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
2025-09-15 18:32:52,385 - future_1d - INFO - save future_daily 2025-09-12 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250915  ...   80870      80710      CU
1        1      CU2510  20250915  ...   80830      80660      CU
2        2      CU2511  20250915  ...   80830      80650      CU
3        3      CU2512  20250915  ...   80810      80640      CU
4        4      CU2601  20250915  ...   80800      80610      CU
5        5      CU2602  20250915  ...   80770      80580      CU
6        6      CU2603  20250915  ...   80760      80660      CU
7        7      CU2604  20250915  ...   80810      80600      CU
8        8      CU2605  20250915  ...   80830      80640      CU
9        9      CU2606  20250915  ...   80810      80740      CU
10      10      CU2607  20250915  ...   80760      80620      CU
11      11      CU2608  20250915  ...   80850      80650      CU
12      12      BC2509  20250915  ...   70500      70500      BC
13      13      BC2510  20250915  ...   71780      71640      BC
14      14      BC2511  20250915  ...   71830      71660      BC
15      15      BC2512  20250915  ...   71910      71670      BC
16      16      BC2601  20250915  ...   72000      72000      BC
17      17      BC2602  20250915  ...   71650      71650      BC
18      18      BC2603  20250915  ...   72000      72000      BC
19      19      BC2604  20250915  ...   71550      71500      BC
20      20      BC2605  20250915  ...   71550      71350      BC
21      21      BC2606  20250915  ...   71500      71450      BC
22      22      BC2607  20250915  ...   71560      71560      BC
23      23      BC2608  20250915  ...   71550      71550      BC
24      24      AL2509  20250915  ...   21000      21040      AL
25      25      AL2510  20250915  ...   21045      21030      AL
26      26      AL2511  20250915  ...   21045      21020      AL
27      27      AL2512  20250915  ...   21015      20975      AL
28      28      AL2601  20250915  ...   20985      20935      AL
29      29      AL2602  20250915  ...   20970      20925      AL
30      30      AL2603  20250915  ...   20980      20925      AL
31      31      AL2604  20250915  ...   21000      20940      AL
32      32      AL2605  20250915  ...   21005      20980      AL
33      33      AL2606  20250915  ...   21015      20975      AL
34      34      AL2607  20250915  ...   20990      20970      AL
35      35      AL2608  20250915  ...   20985      20965      AL
36      36      ZN2509  20250915  ...   22240      22240      ZN
37      37      ZN2510  20250915  ...   22305      22280      ZN
38      38      ZN2511  20250915  ...   22320      22295      ZN
39      39      ZN2512  20250915  ...   22335      22310      ZN
40      40      ZN2601  20250915  ...   22345      22335      ZN
41      41      ZN2602  20250915  ...   22360      22340      ZN
42      42      ZN2603  20250915  ...   22375      22345      ZN
43      43      ZN2604  20250915  ...   22400      22375      ZN
44      44      ZN2605  20250915  ...   22405      22400      ZN
45      45      ZN2606  20250915  ...   22420      22410      ZN
46      46      ZN2607  20250915  ...   22420      22370      ZN
47      47      ZN2608  20250915  ...   22440      22390      ZN
48      48      PB2509  20250915  ...   17170      16860      PB
49      49      PB2510  20250915  ...   17120      16965      PB
50      50      PB2511  20250915  ...   17140      16985      PB
51      51      PB2512  20250915  ...   17155      16975      PB
52      52      PB2601  20250915  ...   17155      16965      PB
53      53      PB2602  20250915  ...   17180      17045      PB
54      54      PB2603  20250915  ...   17190      16945      PB
55      55      PB2604  20250915  ...   17205      17065      PB
56      56      PB2605  20250915  ...   17175      17175      PB
57      57      PB2606  20250915  ...   17105      16935      PB
58      58      PB2607  20250915  ...   17155      17005      PB
59      59      PB2608  20250915  ...   17210      17135      PB
60      60      NI2509  20250915  ...  123340     121270      NI
61      61      NI2510  20250915  ...  122170     121190      NI
62      62      NI2511  20250915  ...  122380     121470      NI
63      63      NI2512  20250915  ...  122580     121560      NI
64      64      NI2601  20250915  ...  122810     121840      NI
65      65      NI2602  20250915  ...  122970     122140      NI
66      66      NI2603  20250915  ...  123430     122210      NI
67      67      NI2604  20250915  ...  123800     122290      NI
68      68      NI2605  20250915  ...  123750     122460      NI
69      69      NI2606  20250915  ...  123960     122790      NI
70      70      NI2607  20250915  ...  124160     122790      NI
71      71      NI2608  20250915  ...  124390     123400      NI
72      72      SN2509  20250915  ...  273540     273970      SN
73      73      SN2510  20250915  ...  273890     272850      SN
74      74      SN2511  20250915  ...  273950     273260      SN
75      75      SN2512  20250915  ...  273810     273380      SN
76      76      SN2601  20250915  ...  274030     273380      SN
77      77      SN2602  20250915  ...  273700     273590      SN
78      78      SN2603  20250915  ...  274260     273110      SN
79      79      SN2604  20250915  ...  274510     273390      SN
80      80      SN2605  20250915  ...  274580     273940      SN
81      81      SN2606  20250915  ...  274940     274310      SN
82      82      SN2607  20250915  ...  275260     273480      SN
83      83      SN2608  20250915  ...  275630     274950      SN
84      84      AO2509  20250915  ...    2875       2875      AO
85      85      AO2510  20250915  ...    2907       2904      AO
86      86      AO2511  20250915  ...    2910       2908      AO
87      87      AO2512  20250915  ...    2918       2917      AO
88      88      AO2601  20250915  ...    2926       2922      AO
89      89      AO2602  20250915  ...    2935       2928      AO
90      90      AO2603  20250915  ...    3002       2995      AO
91      91      AO2604  20250915  ...    3009       3004      AO
92      92      AO2605  20250915  ...    3015       3010      AO
93      93      AO2606  20250915  ...    3021       3019      AO
94      94      AO2607  20250915  ...    3031       3035      AO
95      95      AO2608  20250915  ...    3035       3040      AO
96      96      AD2511  20250915  ...   20580      20570      AD
97      97      AD2512  20250915  ...   20600      20580      AD
98      98      AD2601  20250915  ...   20630      20570      AD
99      99      AD2602  20250915  ...   20620      20545      AD
100    100      AD2603  20250915  ...   20475      20475      AD
101    101      AD2604  20250915  ...   20485      20490      AD
102    102      AD2605  20250915  ...   20520      20455      AD
103    103      AD2606  20250915  ...   20455      20155      AD
104    104      AD2607  20250915  ...   20445      20425      AD
105    105      AD2608  20250915  ...   20515      20515      AD
106    106      AU2509  20250915  ...  820.82      832.5      AU
107    107      AU2510  20250915  ...  832.56     830.74      AU
108    108      AU2511  20250915  ...  833.64     832.94      AU
109    109      AU2512  20250915  ...   834.9     833.42      AU
110    110      AU2602  20250915  ...  837.12      835.4      AU
111    111      AU2604  20250915  ...  839.42     837.78      AU
112    112      AU2606  20250915  ...  841.46     840.26      AU
113    113      AU2608  20250915  ...  844.46      842.2      AU
114    114      AG2509  20250915  ...    9956       9865      AG
115    115      AG2510  20250915  ...   10028       9930      AG
116    116      AG2511  20250915  ...   10038       9944      AG
117    117      AG2512  20250915  ...   10052       9963      AG
118    118      AG2601  20250915  ...   10064       9965      AG
119    119      AG2602  20250915  ...   10075       9975      AG
120    120      AG2603  20250915  ...   10083      10002      AG
121    121      AG2604  20250915  ...   10097      10007      AG
122    122      AG2605  20250915  ...   10115      10035      AG
123    123      AG2606  20250915  ...   10126      10038      AG
124    124      AG2607  20250915  ...   10144      10051      AG
125    125      AG2608  20250915  ...   10159      10068      AG
126    126      RB2509  20250915  ...    2941       2941      RB
127    127      RB2510  20250915  ...    3037       3017      RB
128    128      RB2511  20250915  ...    3055       3035      RB
129    129      RB2512  20250915  ...    3102       3089      RB
130    130      RB2601  20250915  ...    3127       3107      RB
131    131      RB2602  20250915  ...    3135       3112      RB
132    132      RB2603  20250915  ...    3157       3122      RB
133    133      RB2604  20250915  ...    3171       3148      RB
134    134      RB2605  20250915  ...    3192       3163      RB
135    135      RB2606  20250915  ...    3207       3180      RB
136    136      RB2607  20250915  ...    3227       3200      RB
137    137      RB2608  20250915  ...    3235       3207      RB
138    138      WR2509  20250915  ...    3342       3342      WR
139    139      WR2510  20250915  ...    3289       3276      WR
140    140      WR2511  20250915  ...    3302       3302      WR
141    141      WR2512  20250915  ...    3324       3324      WR
142    142      WR2601  20250915  ...    3350       3366      WR
143    143      WR2602  20250915  ...    3358       3358      WR
144    144      WR2603  20250915  ...    3338       3338      WR
145    145      WR2604  20250915  ...    3389       3389      WR
146    146      WR2605  20250915  ...    3414       3414      WR
147    147      WR2606  20250915  ...    3372       3372      WR
148    148      WR2607  20250915  ...    3390       3390      WR
149    149      WR2608  20250915  ...    3399       3399      WR
150    150      HC2509  20250915  ...    3396       3396      HC
151    151      HC2510  20250915  ...    3393       3374      HC
152    152      HC2511  20250915  ...    3379       3361      HC
153    153      HC2512  20250915  ...    3372       3360      HC
154    154      HC2601  20250915  ...    3360       3341      HC
155    155      HC2602  20250915  ...    3362       3338      HC
156    156      HC2603  20250915  ...    3363       3343      HC
157    157      HC2604  20250915  ...    3365       3346      HC
158    158      HC2605  20250915  ...    3364       3345      HC
159    159      HC2606  20250915  ...    3369       3341      HC
160    160      HC2607  20250915  ...    3371       3356      HC
161    161      HC2608  20250915  ...    3377       3351      HC
162    162      SS2509  20250915  ...   12800      12800      SS
163    163      SS2510  20250915  ...   12915      12830      SS
164    164      SS2511  20250915  ...   13005      12915      SS
165    165      SS2512  20250915  ...   13045      12955      SS
166    166      SS2601  20250915  ...   13115      13010      SS
167    167      SS2602  20250915  ...   13130      13015      SS
168    168      SS2603  20250915  ...   13205      13130      SS
169    169      SS2604  20250915  ...   13235      13140      SS
170    170      SS2605  20250915  ...   13365      13290      SS
171    171      SS2606  20250915  ...   13425      13305      SS
172    172      SS2607  20250915  ...   13505      13370      SS
173    173      SS2608  20250915  ...   13515      13430      SS
174    174      SC2510  20250915  ...     488      479.2      SC
175    175      SC2511  20250915  ...   488.5      480.5      SC
176    176      SC2512  20250915  ...   487.6      479.5      SC
177    177      SC2601  20250915  ...   487.5        479      SC
178    178      SC2602  20250915  ...     487      478.4      SC
179    179      SC2603  20250915  ...   486.6      477.8      SC
180    180      SC2604  20250915  ...   485.9      477.4      SC
181    181      SC2605  20250915  ...   485.9      477.3      SC
182    182      SC2606  20250915  ...   485.8      476.6      SC
183    183      SC2607  20250915  ...   486.1      475.9      SC
184    184      SC2608  20250915  ...   482.4      474.7      SC
185    185      SC2609  20250915  ...   481.8        473      SC
186    186      SC2612  20250915  ...   475.4      472.6      SC
187    187      SC2703  20250915  ...   474.6      469.2      SC
188    188      SC2706  20250915  ...   474.7        470      SC
189    189      SC2709  20250915  ...   473.2        470      SC
190    190      SC2712  20250915  ...   472.1      466.6      SC
191    191      SC2803  20250915  ...   471.1      468.2      SC
192    192      SC2806  20250915  ...   466.7      462.8      SC
193    193      SC2809  20250915  ...     469        462      SC
194    194      LU2510  20250915  ...    3332       3261      LU
195    195      LU2511  20250915  ...    3353       3288      LU
196    196      LU2512  20250915  ...    3346       3276      LU
197    197      LU2601  20250915  ...    3343       3285      LU
198    198      LU2602  20250915  ...    3333       3283      LU
199    199      LU2603  20250915  ...    3328       3276      LU
200    200      LU2604  20250915  ...    3323       3257      LU
201    201      LU2605  20250915  ...    3318       3274      LU
202    202      LU2606  20250915  ...    3317       3271      LU
203    203      LU2607  20250915  ...    3312       3265      LU
204    204      LU2608  20250915  ...    3320       3261      LU
205    205      LU2609  20250915  ...    3308       3260      LU
206    206      FU2510  20250915  ...    2820       2776      FU
207    207      FU2511  20250915  ...    2818       2768      FU
208    208      FU2512  20250915  ...    2801       2745      FU
209    209      FU2601  20250915  ...    2787       2733      FU
210    210      FU2602  20250915  ...    2777       2718      FU
211    211      FU2603  20250915  ...    2764       2714      FU
212    212      FU2604  20250915  ...    2755       2712      FU
213    213      FU2605  20250915  ...    2744       2698      FU
214    214      FU2606  20250915  ...    2736       2694      FU
215    215      FU2607  20250915  ...    2722       2687      FU
216    216      FU2608  20250915  ...    2717       2681      FU
217    217      FU2609  20250915  ...    2695       2664      FU
218    218      BU2509  20250915  ...    3306       3423      BU
219    219      BU2510  20250915  ...    3416       3421      BU
220    220      BU2511  20250915  ...    3398       3403      BU
221    221      BU2512  20250915  ...    3363       3359      BU
222    222      BU2601  20250915  ...    3344       3338      BU
223    223      BU2602  20250915  ...    3343       3336      BU
224    224      BU2603  20250915  ...    3347       3340      BU
225    225      BU2604  20250915  ...    3338       3308      BU
226    226      BU2605  20250915  ...    3344       3334      BU
227    227      BU2606  20250915  ...    3344       3329      BU
228    228      BU2607  20250915  ...    3339       3339      BU
229    229      BU2608  20250915  ...    3321       3320      BU
230    230      BU2609  20250915  ...    3331       3322      BU
231    231      BU2612  20250915  ...    3296       3281      BU
232    232      BU2703  20250915  ...    3307       3289      BU
233    233      BU2706  20250915  ...    3308       3292      BU
234    234      BR2509  20250915  ...   11675      11675      BR
235    235      BR2510  20250915  ...   11630      11575      BR
236    236      BR2511  20250915  ...   11590      11545      BR
237    237      BR2512  20250915  ...   11595      11525      BR
238    238      BR2601  20250915  ...   11600      11540      BR
239    239      BR2602  20250915  ...   11570      11685      BR
240    240      BR2603  20250915  ...   11585      11570      BR
241    241      BR2604  20250915  ...   11690      11615      BR
242    242      BR2605  20250915  ...   11675      11640      BR
243    243      BR2606  20250915  ...   11725      11715      BR
244    244      BR2607  20250915  ...   11845      11715      BR
245    245      BR2608  20250915  ...   11770      11705      BR
246    246      RU2509  20250915  ...   14940      14835      RU
247    247      RU2510  20250915  ...   14980      14910      RU
248    248      RU2511  20250915  ...   14935      14880      RU
249    249      RU2601  20250915  ...   15870      15810      RU
250    250      RU2603  20250915  ...   15905      15790      RU
251    251      RU2604  20250915  ...   15840      15770      RU
252    252      RU2605  20250915  ...   15845      15835      RU
253    253      RU2606  20250915  ...   15865      15925      RU
254    254      RU2607  20250915  ...   15870      15865      RU
255    255      RU2608  20250915  ...   16065      15970      RU
256    256      NR2509  20250915  ...   12645      12645      NR
257    257      NR2510  20250915  ...   12555      12495      NR
258    258      NR2511  20250915  ...   12595      12545      NR
259    259      NR2512  20250915  ...   12645      12590      NR
260    260      NR2601  20250915  ...   12665      12615      NR
261    261      NR2602  20250915  ...   12700      12645      NR
262    262      NR2603  20250915  ...   12690      12630      NR
263    263      NR2604  20250915  ...   12710      12675      NR
264    264      NR2605  20250915  ...   12740      12695      NR
265    265      NR2606  20250915  ...   12635      12580      NR
266    266      NR2607  20250915  ...   12650      12640      NR
267    267      NR2608  20250915  ...   12685      12685      NR
268    268      SP2509  20250915  ...    4952       4926      SP
269    269      SP2510  20250915  ...    4992       4964      SP
270    270      SP2511  20250915  ...    5024       4988      SP
271    271      SP2512  20250915  ...    5042       5004      SP
272    272      SP2601  20250915  ...    5308       5276      SP
273    273      SP2602  20250915  ...    5286       5262      SP
274    274      SP2603  20250915  ...    5300       5272      SP
275    275      SP2604  20250915  ...    5316       5278      SP
276    276      SP2605  20250915  ...    5314       5290      SP
277    277      SP2606  20250915  ...    5322       5290      SP
278    278      SP2607  20250915  ...    5332       5294      SP
279    279      SP2608  20250915  ...    5330       5296      SP
280    280      OP2601  20250915  ...    4214       4220      OP
281    281      OP2602  20250915  ...    4214       4202      OP
282    282      OP2603  20250915  ...    4226       4228      OP
283    283      OP2604  20250915  ...    4250       4250      OP
284    284      OP2605  20250915  ...    4222       4248      OP
285    285      OP2606  20250915  ...    4216       4222      OP
286    286      OP2607  20250915  ...    4240       4256      OP
287    287      OP2608  20250915  ...    4256       4250      OP
288    288      EC2510  20250915  ...  1170.9     1181.6      EC
289    289      EC2512  20250915  ...  1640.3     1594.5      EC
290    290      EC2602  20250915  ...    1521     1490.3      EC
291    291      EC2604  20250915  ...  1250.1     1235.6      EC
292    292      EC2606  20250915  ...  1425.3     1412.9      EC
293    293      EC2608  20250915  ...  1596.5     1580.3      EC
294    294  SC_TAS2510  20250915  ...                     SC_TAS
295    295  SC_TAS2511  20250915  ...                     SC_TAS
296    296  SC_TAS2512  20250915  ...                     SC_TAS
297    297  SC_TAS2601  20250915  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-15 18:33:02,329 - future_1d - INFO - ak.get_shfe_daily('2025-09-15') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250915   486.6  ...     488      479.2      SC
1       SC2511  20250915   488.5  ...   488.5      480.5      SC
2       SC2512  20250915     488  ...   487.6      479.5      SC
3       SC2601  20250915   487.3  ...   487.5        479      SC
4       SC2602  20250915   486.6  ...     487      478.4      SC
5       SC2603  20250915   486.4  ...   486.6      477.8      SC
6       SC2604  20250915   486.1  ...   485.9      477.4      SC
7       SC2605  20250915   485.1  ...   485.9      477.3      SC
8       SC2606  20250915   485.8  ...   485.8      476.6      SC
9       SC2607  20250915     485  ...   486.1      475.9      SC
10      SC2608  20250915   483.3  ...   482.4      474.7      SC
11      SC2609  20250915   483.6  ...   481.8        473      SC
12      SC2612  20250915          ...   475.4      472.6      SC
13      SC2703  20250915          ...   474.6      469.2      SC
14      SC2706  20250915          ...   474.7        470      SC
15      SC2709  20250915          ...   473.2        470      SC
16      SC2712  20250915          ...   472.1      466.6      SC
17      SC2803  20250915   471.1  ...   471.1      468.2      SC
18      SC2806  20250915   466.7  ...   466.7      462.8      SC
19      SC2809  20250915     469  ...     469        462      SC
21      LU2510  20250915    3305  ...    3332       3261      LU
22      LU2511  20250915    3365  ...    3353       3288      LU
23      LU2512  20250915    3350  ...    3346       3276      LU
24      LU2601  20250915    3311  ...    3343       3285      LU
25      LU2602  20250915    3299  ...    3333       3283      LU
26      LU2603  20250915    3324  ...    3328       3276      LU
27      LU2604  20250915    3320  ...    3323       3257      LU
28      LU2605  20250915    3317  ...    3318       3274      LU
29      LU2606  20250915    3313  ...    3317       3271      LU
30      LU2607  20250915    3281  ...    3312       3265      LU
31      LU2608  20250915    3320  ...    3320       3261      LU
32      LU2609  20250915    3265  ...    3308       3260      LU
34      NR2509  20250915          ...   12645      12645      NR
35      NR2510  20250915   12540  ...   12555      12495      NR
36      NR2511  20250915   12600  ...   12595      12545      NR
37      NR2512  20250915   12650  ...   12645      12590      NR
38      NR2601  20250915   12665  ...   12665      12615      NR
39      NR2602  20250915   12690  ...   12700      12645      NR
40      NR2603  20250915   12700  ...   12690      12630      NR
41      NR2604  20250915   12690  ...   12710      12675      NR
42      NR2605  20250915   12615  ...   12740      12695      NR
43      NR2606  20250915          ...   12635      12580      NR
44      NR2607  20250915          ...   12650      12640      NR
45      NR2608  20250915          ...   12685      12685      NR
47      BC2509  20250915          ...   70500      70500      BC
48      BC2510  20250915   71750  ...   71780      71640      BC
49      BC2511  20250915   71920  ...   71830      71660      BC
50      BC2512  20250915   71680  ...   71910      71670      BC
51      BC2601  20250915          ...   72000      72000      BC
52      BC2602  20250915          ...   71650      71650      BC
53      BC2603  20250915          ...   72000      72000      BC
54      BC2604  20250915          ...   71550      71500      BC
55      BC2605  20250915          ...   71550      71350      BC
56      BC2606  20250915          ...   71500      71450      BC
57      BC2607  20250915          ...   71560      71560      BC
58      BC2608  20250915          ...   71550      71550      BC
60      EC2510  20250915    1150  ...  1170.9     1181.6      EC
61      EC2512  20250915    1605  ...  1640.3     1594.5      EC
62      EC2602  20250915  1496.9  ...    1521     1490.3      EC
63      EC2604  20250915  1240.3  ...  1250.1     1235.6      EC
64      EC2606  20250915  1403.6  ...  1425.3     1412.9      EC
65      EC2608  20250915  1583.2  ...  1596.5     1580.3      EC
68  SC_TAS2510  20250915          ...                     SC_TAS
69  SC_TAS2511  20250915          ...                     SC_TAS
70  SC_TAS2512  20250915          ...                     SC_TAS
71  SC_TAS2601  20250915          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-15 18:33:02,397 - future_1d - INFO - ak.get_ine_daily('2025-09-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250915  7158.200  ...  7125.800    7152.400       IC
1   IC2510  20250915  7111.000  ...  7062.800    7100.000       IC
2   IC2512  20250915  7030.200  ...  6951.400    7000.400       IC
3   IC2603  20250915  6873.000  ...  6791.200    6849.400       IC
4   IF2509  20250915  4533.000  ...  4528.000    4525.800       IF
5   IF2510  20250915  4529.800  ...  4518.800    4517.600       IF
6   IF2512  20250915  4506.800  ...  4496.400    4499.200       IF
7   IF2603  20250915  4489.400  ...  4470.800    4478.800       IF
8   IH2509  20250915  2972.000  ...  2961.200    2969.800       IH
9   IH2510  20250915  2974.000  ...  2960.800    2969.800       IH
10  IH2512  20250915  2978.000  ...  2962.400    2971.200       IH
11  IH2603  20250915  2978.400  ...  2964.200    2974.000       IH
12  IM2509  20250915  7420.000  ...  7386.400    7400.800       IM
13  IM2510  20250915  7366.600  ...  7317.000    7333.600       IM
14  IM2512  20250915  7184.600  ...  7161.400    7186.400       IM
15  IM2603  20250915  6995.000  ...  6951.200    6985.200       IM
16   T2512  20250915   107.690  ...   107.840     107.680        T
17   T2603  20250915   107.410  ...   107.525     107.385        T
18   T2606  20250915   107.210  ...   107.345     107.385        T
19  TF2512  20250915   105.580  ...   105.660     105.580       TF
20  TF2603  20250915   105.505  ...   105.540     105.470       TF
21  TF2606  20250915   105.465  ...   105.435     105.470       TF
22  TL2512  20250915   115.260  ...   115.480     115.160       TL
23  TL2603  20250915   114.960  ...   115.180     114.850       TL
24  TL2606  20250915   114.910  ...   115.100     114.850       TL
25  TS2512  20250915   102.366  ...   102.368     102.364       TS
26  TS2603  20250915   102.304  ...   102.312     102.294       TS
27  TS2606  20250915   102.260  ...   102.280     102.294       TS

[28 rows x 12 columns]
2025-09-15 18:33:02,663 - future_1d - INFO - ak.get_cffex_daily('2025-09-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250915   3958.00  ...   3942.00     3956.00        A
1     a2601  20250915   3956.00  ...   3941.00     3956.00        A
2     a2603  20250915   3965.00  ...   3943.00     3963.00        A
3     a2605  20250915   3998.00  ...   3993.00     4002.00        A
4     a2607  20250915   4008.00  ...   3992.00     4006.00        A
5     a2609  20250915   4102.00  ...   4017.00     4006.00        A
6     b2510  20250915   3743.00  ...   3700.00     3726.00        B
7     b2511  20250915   3761.00  ...   3737.00     3760.00        B
8     b2512  20250915   3788.00  ...   3769.00     3787.00        B
9     b2601  20250915   3781.00  ...   3758.00     3785.00        B
10    b2602  20250915   3765.00  ...   3737.00     3765.00        B
11    b2603  20250915   3713.00  ...   3696.00     3713.00        B
12    b2604  20250915   3598.00  ...   3581.00     3598.00        B
13    b2605  20250915   3523.00  ...   3514.00     3518.00        B
14    b2606  20250915   3489.00  ...   3482.00     3487.00        B
15    b2607  20250915   3491.00  ...   3482.00     3487.00        B
16    b2608  20250915   3592.00  ...   3581.00     3588.00        B
17    b2609  20250915   3633.00  ...   3610.00     3588.00        B
18   bb2511  20250915    141.85  ...    142.05      141.95       BB
19   bb2601  20250915    146.50  ...    146.60      146.80       BB
20   bb2603  20250915    147.00  ...    146.80      146.90       BB
21   bb2605  20250915      0.00  ...    141.85      141.90       BB
22   bb2607  20250915      0.00  ...    146.65      146.70       BB
23   bb2609  20250915      0.00  ...    146.65      146.70       BB
24   bz2603  20250915   6015.00  ...   6021.00     5989.00       BZ
25   bz2604  20250915   5983.00  ...   6007.00     5953.00       BZ
26   bz2605  20250915   6028.00  ...   6039.00     6011.00       BZ
27   bz2606  20250915   6008.00  ...   6008.00     5953.00       BZ
28   bz2607  20250915      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250915      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250915   2199.00  ...   2178.00     2199.00        C
31    c2601  20250915   2170.00  ...   2159.00     2169.00        C
32    c2603  20250915   2184.00  ...   2176.00     2185.00        C
33    c2605  20250915   2239.00  ...   2232.00     2238.00        C
34    c2607  20250915   2253.00  ...   2247.00     2255.00        C
35    c2609  20250915   2260.00  ...   2258.00     2255.00        C
36   cs2511  20250915   2478.00  ...   2457.00     2476.00       CS
37   cs2601  20250915   2488.00  ...   2481.00     2493.00       CS
38   cs2603  20250915   2497.00  ...   2490.00     2502.00       CS
39   cs2605  20250915   2582.00  ...   2574.00     2584.00       CS
40   cs2607  20250915   2581.00  ...   2581.00     2588.00       CS
41   cs2609  20250915      0.00  ...   2588.00     2588.00       CS
42   eb2509  20250915   6589.00  ...   6789.00     6962.00       EB
43   eb2510  20250915   7073.00  ...   7072.00     7027.00       EB
44   eb2511  20250915   7082.00  ...   7083.00     7040.00       EB
45   eb2512  20250915   7091.00  ...   7093.00     7045.00       EB
46   eb2601  20250915   7111.00  ...   7116.00     7069.00       EB
47   eb2602  20250915   7134.00  ...   7142.00     7093.00       EB
48   eb2603  20250915   7166.00  ...   7183.00     7127.00       EB
49   eb2604  20250915   7216.00  ...   7214.00     7158.00       EB
50   eb2605  20250915   7208.00  ...   7226.00     7177.00       EB
51   eb2606  20250915      0.00  ...   7169.00     7169.00       EB
52   eb2607  20250915      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250915      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250915   4374.00  ...   4338.00     4408.00       EG
55   eg2510  20250915   4322.00  ...   4308.00     4308.00       EG
56   eg2511  20250915   4298.00  ...   4274.00     4270.00       EG
57   eg2512  20250915   4278.00  ...   4268.00     4269.00       EG
58   eg2601  20250915   4285.00  ...   4277.00     4279.00       EG
59   eg2602  20250915   4267.00  ...   4269.00     4286.00       EG
60   eg2603  20250915   4281.00  ...   4278.00     4288.00       EG
61   eg2604  20250915   4312.00  ...   4317.00     4313.00       EG
62   eg2605  20250915   4335.00  ...   4327.00     4326.00       EG
63   eg2606  20250915   4322.00  ...   4332.00     4333.00       EG
64   eg2607  20250915      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250915      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250915   1266.50  ...   1266.50     1268.50       FB
67   fb2511  20250915   1260.50  ...   1257.50     1261.50       FB
68   fb2512  20250915   1261.00  ...   1263.00     1258.50       FB
69   fb2601  20250915   1253.00  ...   1255.00     1253.50       FB
70   fb2602  20250915   1254.00  ...   1249.00     1247.00       FB
71   fb2603  20250915   1254.50  ...   1249.00     1249.00       FB
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-15 18:33:03,332 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250915   8395.0   8456.0  ...   101669.16   8404.0      8382.0       AP
1    AP511  20250915   8233.0   8263.0  ...     5346.45   8213.0      8199.0       AP
2    AP512  20250915   8273.0   8285.0  ...      806.68   8231.0      8218.0       AP
3    AP601  20250915   8325.0   8363.0  ...   594291.79   8310.0      8287.0       AP
4    AP603  20250915   8231.0   8238.0  ...      345.22   8220.0      8186.0       AP
5    AP604  20250915   8233.0   8243.0  ...      369.68   8215.0      8206.0       AP
6    AP605  20250915   8288.0   8310.0  ...     5216.00   8266.0      8269.0       AP
7    CF511  20250915  13725.0  13790.0  ...   254178.51  13740.0     13675.0       CF
8    CF601  20250915  13865.0  13930.0  ...  1542409.58  13885.0     13830.0       CF
9    CF603  20250915  13825.0  13895.0  ...     2035.05  13845.0     13795.0       CF
10   CF605  20250915  13830.0  13895.0  ...   134633.97  13850.0     13795.0       CF
11   CF607  20250915  13860.0  13900.0  ...     1899.77  13865.0     13825.0       CF
12   CF609  20250915  13995.0  13995.0  ...       90.85  13975.0     13825.0       CF
13   CJ512  20250915  11045.0  11065.0  ...     6958.04  10865.0     11125.0       CJ
14   CJ601  20250915  11130.0  11130.0  ...  1072454.11  10905.0     11190.0       CJ
15   CJ603  20250915  11170.0  11170.0  ...    17649.24  10960.0     11230.0       CJ
16   CJ605  20250915  11280.0  11280.0  ...   173292.86  11040.0     11320.0       CJ
17   CJ607  20250915  11375.0  11385.0  ...     3275.31  11180.0     11450.0       CJ
18   CJ609  20250915  11545.0  11545.0  ...      358.57  11385.0     11450.0       CJ
19   CY510  20250915      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250915  19855.0  19940.0  ...   114884.12  19890.0     19855.0       CY
21   CY512  20250915      0.0      0.0  ...        0.00  19635.0     19635.0       CY
22   CY601  20250915  19955.0  19955.0  ...     1423.50  19910.0     19860.0       CY
23   CY602  20250915  20090.0  20090.0  ...       10.05  20090.0     19995.0       CY
24   CY603  20250915      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250915      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250915      0.0      0.0  ...        0.00  20065.0     20055.0       CY
27   CY606  20250915      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250915      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250915      0.0      0.0  ...        0.00  20100.0     20160.0       CY
30   CY609  20250915      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG510  20250915   1069.0   1098.0  ...    37229.74   1084.0      1080.0       FG
32   FG511  20250915   1081.0   1108.0  ...   198245.21   1092.0      1080.0       FG
33   FG512  20250915   1186.0   1216.0  ...    99759.94   1197.0      1181.0       FG
34   FG601  20250915   1178.0   1214.0  ...  4939549.26   1193.0      1175.0       FG
35   FG602  20250915   1231.0   1264.0  ...    41236.83   1239.0      1226.0       FG
36   FG603  20250915   1236.0   1267.0  ...     2050.87   1247.0      1228.0       FG
37   FG604  20250915   1287.0   1317.0  ...      538.30   1300.0      1279.0       FG
38   FG605  20250915   1280.0   1317.0  ...   130486.35   1296.0      1275.0       FG
39   FG606  20250915   1309.0   1345.0  ...     1286.24   1329.0      1309.0       FG
40   FG607  20250915   1308.0   1338.0  ...     1710.36   1324.0      1299.0       FG
41   FG608  20250915   1343.0   1363.0  ...     1389.69   1349.0      1329.0       FG
42   FG609  20250915   1309.0   1358.0  ...     2113.57   1341.0      1329.0       FG
43   JR511  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250915      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250915      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250915   2289.0   2305.0  ...    13355.35   2290.0      2281.0       MA
52   MA511  20250915   2323.0   2338.0  ...    98265.26   2318.0      2313.0       MA
53   MA512  20250915   2364.0   2380.0  ...    71639.91   2357.0      2354.0       MA
54   MA601  20250915   2385.0   2405.0  ...  1188647.22   2386.0      2378.0       MA
55   MA602  20250915   2405.0   2416.0  ...    54150.44   2394.0      2394.0       MA
56   MA603  20250915   2407.0   2423.0  ...      320.68   2411.0      2402.0       MA
57   MA604  20250915   2401.0   2401.0  ...        4.80   2401.0      2403.0       MA
58   MA605  20250915   2390.0   2410.0  ...    89005.19   2394.0      2386.0       MA
59   MA606  20250915   2417.0   2417.0  ...        2.42   2417.0      2394.0       MA
60   MA607  20250915   2393.0   2400.0  ...       88.28   2386.0      2376.0       MA
61   MA608  20250915   2386.0   2387.0  ...       28.58   2381.0      2380.0       MA
62   MA609  20250915   2376.0   2382.0  ...      289.26   2371.0      2380.0       MA
63   OI511  20250915  10063.0  10091.0  ...   396029.62  10049.0     10090.0       OI
64   OI601  20250915   9883.0   9914.0  ...  2218323.28   9877.0      9904.0       OI
65   OI603  20250915   9698.0   9723.0  ...     2608.61   9697.0      9700.0       OI
66   OI605  20250915   9512.0   9555.0  ...    75130.21   9517.0      9523.0       OI
67   OI607  20250915   9469.0   9504.0  ...      398.06   9478.0      9481.0       OI
68   OI609  20250915   9483.0   9485.0  ...      255.31   9456.0      9481.0       OI
69   PF510  20250915   6354.0   6402.0  ...    20160.15   6366.0      6330.0       PF
70   PF511  20250915   6358.0   6398.0  ...   702762.08   6362.0      6324.0       PF
71   PF512  20250915   6348.0   6376.0  ...   450357.59   6340.0      6308.0       PF
72   PF601  20250915   6378.0   6410.0  ...    28751.09   6382.0      6350.0       PF
73   PF602  20250915   6392.0   6418.0  ...    73675.53   6390.0      6364.0       PF
74   PF603  20250915   6416.0   6416.0  ...       79.93   6394.0      6364.0       PF
75   PF604  20250915   6458.0   6460.0  ...       54.76   6444.0      6410.0       PF
76   PF605  20250915   6466.0   6466.0  ...       51.67   6460.0      6428.0       PF
77   PF606  20250915   6490.0   6490.0  ...        9.72   6480.0      6456.0       PF
78   PF607  20250915   6514.0   6514.0  ...        9.75   6502.0      6470.0       PF
79   PF608  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250915      0.0      0.0  ...        0.00   6504.0      6504.0       PF
81   PK510  20250915   7806.0   7818.0  ...    26131.80   7808.0      7822.0       PK
82   PK511  20250915   7764.0   7770.0  ...   482878.23   7752.0      7766.0       PK
83   PK512  20250915   7762.0   7780.0  ...   282723.80   7770.0      7772.0       PK
84   PK601  20250915   7794.0   7810.0  ...    38406.58   7798.0      7812.0       PK
85   PK603  20250915   7818.0   7846.0  ...      180.16   7834.0      7834.0       PK
86   PK604  20250915   7856.0   7858.0  ...       98.06   7846.0      7850.0       PK
87   PK605  20250915   7850.0   7858.0  ...     2163.00   7852.0      7854.0       PK
88   PL601  20250915   6428.0   6556.0  ...    50850.82   6434.0      6382.0       PL
89   PL602  20250915   6454.0   6479.0  ...      206.62   6457.0      6416.0       PL
90   PL603  20250915   6498.0   6498.0  ...       13.00   6498.0      6433.0       PL
91   PL604  20250915   6477.0   6477.0  ...       12.95   6477.0      6455.0       PL
92   PL605  20250915   6397.0   6397.0  ...       12.79   6397.0      6352.0       PL
93   PL606  20250915      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250915      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250915      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250915      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250915   5844.0   5872.0  ...     3575.66   5844.0      5804.0       PR
104  PR511  20250915   5830.0   5866.0  ...   328694.04   5838.0      5798.0       PR
105  PR512  20250915   5838.0   5874.0  ...   261110.92   5846.0      5806.0       PR
106  PR601  20250915   5822.0   5866.0  ...    96781.06   5844.0      5808.0       PR
107  PR602  20250915   5882.0   5890.0  ...      255.77   5880.0      5836.0       PR
108  PR603  20250915   5876.0   5888.0  ...      211.43   5874.0      5854.0       PR
109  PR604  20250915   5924.0   5924.0  ...       44.17   5890.0      5858.0       PR
110  PR605  20250915   5936.0   5936.0  ...       44.27   5904.0      5870.0       PR
111  PR606  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
112  PR607  20250915   5936.0   5936.0  ...        8.90   5936.0      5922.0       PR
113  PR608  20250915      0.0      0.0  ...        0.00   5934.0      5920.0       PR
114  PR609  20250915      0.0      0.0  ...        0.00   5920.0      5920.0       PR
115  PX510  20250915   6786.0   6838.0  ...     2199.23   6788.0      6708.0       PX
116  PX511  20250915   6748.0   6806.0  ...   533174.78   6762.0      6700.0       PX
117  PX512  20250915   6726.0   6766.0  ...   161716.09   6732.0      6672.0       PX
118  PX601  20250915   6698.0   6738.0  ...   113859.39   6712.0      6656.0       PX
119  PX602  20250915   6692.0   6728.0  ...    10348.24   6700.0      6644.0       PX
120  PX603  20250915      0.0      0.0  ...        0.00   6690.0      6640.0       PX
121  PX604  20250915   6714.0   6714.0  ...       10.07   6714.0      6668.0       PX
122  PX605  20250915   6688.0   6728.0  ...      629.53   6698.0      6650.0       PX
123  PX606  20250915      0.0      0.0  ...        0.00   6684.0      6668.0       PX
124  PX607  20250915   6736.0   6736.0  ...        3.37   6736.0      6660.0       PX
125  PX608  20250915   6748.0   6748.0  ...        3.37   6748.0      6646.0       PX
126  PX609  20250915   6744.0   6750.0  ...       13.49   6744.0      6646.0       PX
127  RI511  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250915      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250915   2532.0   2538.0  ...    20447.80   2516.0      2545.0       RM
134  RM601  20250915   2533.0   2534.0  ...  1009536.44   2509.0      2555.0       RM
135  RM603  20250915   2427.0   2432.0  ...    17391.21   2417.0      2441.0       RM
136  RM605  20250915   2408.0   2411.0  ...   161566.09   2399.0      2416.0       RM
137  RM607  20250915   2390.0   2395.0  ...    14537.16   2384.0      2398.0       RM
138  RM608  20250915   2493.0   2494.0  ...     1271.74   2484.0      2498.0       RM
139  RM609  20250915   2498.0   2498.0  ...     2390.04   2472.0      2498.0       RM
140  RS511  20250915   5230.0   5345.0  ...       73.54   5253.0      5152.0       RS
141  RS607  20250915   5519.0   5561.0  ...      116.46   5546.0      5543.0       RS
142  RS608  20250915   5599.0   5599.0  ...      178.03   5563.0      5555.0       RS
143  RS609  20250915      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250915   1201.0   1223.0  ...    34915.56   1209.0      1200.0       SA
145  SA511  20250915   1218.0   1238.0  ...   283060.12   1224.0      1214.0       SA
146  SA512  20250915   1279.0   1302.0  ...   154423.99   1287.0      1274.0       SA
147  SA601  20250915   1294.0   1314.0  ...  3679034.38   1298.0      1286.0       SA
148  SA602  20250915   1319.0   1342.0  ...    40580.10   1327.0      1315.0       SA
149  SA603  20250915   1328.0   1348.0  ...     3224.07   1332.0      1318.0       SA
150  SA604  20250915   1358.0   1384.0  ...     1130.23   1372.0      1358.0       SA
151  SA605  20250915   1370.0   1390.0  ...   117957.36   1375.0      1361.0       SA
152  SA606  20250915   1384.0   1399.0  ...     1488.77   1389.0      1369.0       SA
153  SA607  20250915   1387.0   1400.0  ...     3203.64   1392.0      1372.0       SA
154  SA608  20250915   1400.0   1414.0  ...     3761.14   1408.0      1389.0       SA
155  SA609  20250915   1405.0   1418.0  ...     7168.67   1411.0      1389.0       SA
156  SF510  20250915   5432.0   5524.0  ...    17459.90   5488.0      5446.0       SF
157  SF511  20250915   5606.0   5708.0  ...   566446.62   5660.0      5620.0       SF
158  SF512  20250915   5580.0   5670.0  ...   168663.47   5622.0      5576.0       SF
159  SF601  20250915   5574.0   5668.0  ...   174261.32   5628.0      5584.0       SF
160  SF602  20250915   5540.0   5628.0  ...    23965.68   5586.0      5542.0       SF
161  SF603  20250915   5736.0   5794.0  ...       89.26   5760.0      5698.0       SF
162  SF604  20250915   5726.0   5726.0  ...        2.86   5726.0      5732.0       SF
163  SF605  20250915   5682.0   5770.0  ...     2942.51   5730.0      5692.0       SF
164  SF606  20250915   5652.0   5732.0  ...       68.34   5696.0      5654.0       SF
165  SF607  20250915   5828.0   5878.0  ...       20.49   5856.0      5826.0       SF
166  SF608  20250915   5772.0   5804.0  ...       23.16   5790.0      5738.0       SF
167  SF609  20250915   5780.0   5804.0  ...       14.47   5788.0      5738.0       SF
168  SH510  20250915   2509.0   2528.0  ...    34125.08   2511.0      2533.0       SH
169  SH511  20250915   2535.0   2547.0  ...   683354.31   2528.0      2548.0       SH
170  SH512  20250915   2565.0   2576.0  ...   317701.37   2561.0      2573.0       SH
171  SH601  20250915   2559.0   2582.0  ...  2152792.74   2566.0      2567.0       SH
172  SH602  20250915   2581.0   2599.0  ...    18572.06   2584.0      2585.0       SH
173  SH603  20250915   2598.0   2616.0  ...     2311.28   2603.0      2600.0       SH
174  SH604  20250915   2645.0   2657.0  ...      151.00   2649.0      2644.0       SH
175  SH605  20250915   2648.0   2667.0  ...    12122.62   2653.0      2652.0       SH
176  SH606  20250915   2659.0   2676.0  ...       95.78   2661.0      2659.0       SH
177  SH607  20250915   2656.0   2672.0  ...       24.00   2666.0      2654.0       SH
178  SH608  20250915   2665.0   2681.0  ...       72.14   2672.0      2673.0       SH
179  SH609  20250915   2650.0   2683.0  ...       95.98   2666.0      2673.0       SH
180  SM510  20250915   5728.0   5820.0  ...    23472.81   5792.0      5746.0       SM
181  SM511  20250915   5866.0   5906.0  ...   295803.60   5864.0      5820.0       SM
182  SM512  20250915   5840.0   5914.0  ...   100712.45   5880.0      5828.0       SM
183  SM601  20250915   5830.0   5922.0  ...   541456.24   5884.0      5836.0       SM
184  SM602  20250915   5838.0   5920.0  ...   141499.19   5876.0      5830.0       SM
185  SM603  20250915   5844.0   5932.0  ...       47.20   5900.0      5858.0       SM
186  SM604  20250915      0.0      0.0  ...        0.00   5926.0      5878.0       SM
187  SM605  20250915   5880.0   5958.0  ...     6166.83   5918.0      5866.0       SM
188  SM606  20250915   5928.0   5932.0  ...        5.93   5930.0      5878.0       SM
189  SM607  20250915   5908.0   5950.0  ...       14.83   5934.0      5886.0       SM
190  SM608  20250915   5958.0   5980.0  ...       32.76   5956.0      5886.0       SM
191  SM609  20250915   5978.0   5980.0  ...       11.96   5980.0      5886.0       SM
192  SR511  20250915   5530.0   5570.0  ...    95695.22   5546.0      5550.0       SR
193  SR601  20250915   5535.0   5564.0  ...   827128.27   5545.0      5544.0       SR
194  SR603  20250915   5527.0   5548.0  ...     2334.32   5532.0      5529.0       SR
195  SR605  20250915   5519.0   5538.0  ...    38362.97   5521.0      5519.0       SR
196  SR607  20250915   5509.0   5534.0  ...     2257.04   5518.0      5515.0       SR
197  SR609  20250915   5551.0   5551.0  ...     1941.01   5530.0      5515.0       SR
198  TA510  20250915   4648.0   4674.0  ...    31704.41   4652.0      4616.0       TA
199  TA511  20250915   4654.0   4690.0  ...   374953.31   4664.0      4628.0       TA
200  TA512  20250915   4664.0   4700.0  ...   206066.17   4676.0      4638.0       TA
201  TA601  20250915   4678.0   4704.0  ...  1315250.22   4684.0      4648.0       TA
202  TA602  20250915   4680.0   4714.0  ...    18388.51   4694.0      4658.0       TA
203  TA603  20250915   4706.0   4716.0  ...      181.26   4708.0      4668.0       TA
204  TA604  20250915   4722.0   4722.0  ...       37.69   4712.0      4672.0       TA
205  TA605  20250915   4704.0   4736.0  ...    31497.76   4718.0      4686.0       TA
206  TA606  20250915   4722.0   4722.0  ...        4.72   4722.0      4692.0       TA
207  TA607  20250915      0.0      0.0  ...        0.00   4732.0      4710.0       TA
208  TA608  20250915   4766.0   4766.0  ...        2.38   4766.0      4718.0       TA
209  TA609  20250915   4764.0   4764.0  ...       56.78   4732.0      4718.0       TA
210  UR510  20250915   1586.0   1605.0  ...     8284.00   1596.0      1595.0       UR
211  UR511  20250915   1650.0   1671.0  ...    52655.07   1664.0      1650.0       UR
212  UR512  20250915   1656.0   1682.0  ...    14534.18   1675.0      1662.0       UR
213  UR601  20250915   1666.0   1688.0  ...   558323.98   1679.0      1667.0       UR
214  UR602  20250915   1674.0   1690.0  ...      572.46   1684.0      1669.0       UR
215  UR603  20250915   1723.0   1732.0  ...      127.85   1728.0      1715.0       UR
216  UR604  20250915   1724.0   1728.0  ...       20.71   1726.0      1718.0       UR
217  UR605  20250915   1716.0   1736.0  ...    17773.51   1729.0      1718.0       UR
218  UR606  20250915   1722.0   1735.0  ...      238.54   1729.0      1717.0       UR
219  UR607  20250915   1757.0   1765.0  ...       42.29   1762.0      1745.0       UR
220  UR608  20250915   1750.0   1761.0  ...      140.62   1758.0      1738.0       UR
221  UR609  20250915   1757.0   1757.0  ...      252.10   1751.0      1738.0       UR
222  WH511  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250915      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250915      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-15 18:33:03,691 - future_1d - INFO - ak.get_czce_daily('2025-09-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250915  54125.0  ...  53505.0     53935.0       PS
1   PS2511  20250915  53630.0  ...  53400.0     53730.0       PS
2   PS2512  20250915  56720.0  ...  55890.0     56225.0       PS
3   PS2601  20250915  56450.0  ...  55780.0     56110.0       PS
4   PS2602  20250915  56085.0  ...  55835.0     56305.0       PS
5   PS2603  20250915  56075.0  ...  55620.0     56265.0       PS
6   PS2604  20250915  56575.0  ...  55840.0     56410.0       PS
7   PS2605  20250915  56545.0  ...  55975.0     56225.0       PS
8   PS2606  20250915  58880.0  ...  58160.0     58330.0       PS
9   PS2607  20250915  58500.0  ...  58285.0     58370.0       PS
10  PS2608  20250915  58750.0  ...  58340.0     58405.0       PS
11  PS2609  20250915  56790.0  ...  57875.0     58405.0       PS
13  SI2510  20250915   8785.0  ...   8755.0      8705.0       SI
14  SI2511  20250915   8725.0  ...   8840.0      8725.0       SI
15  SI2512  20250915   9165.0  ...   9215.0      9090.0       SI
16  SI2601  20250915   9145.0  ...   9205.0      9080.0       SI
17  SI2602  20250915   9090.0  ...   9175.0      9080.0       SI
18  SI2603  20250915   9080.0  ...   9215.0      9100.0       SI
19  SI2604  20250915   9050.0  ...   9215.0      9095.0       SI
20  SI2605  20250915   9115.0  ...   9220.0      9105.0       SI
21  SI2606  20250915   9070.0  ...   9220.0      9105.0       SI
22  SI2607  20250915   9080.0  ...   9260.0      9110.0       SI
23  SI2608  20250915   9075.0  ...   9290.0      9115.0       SI
24  SI2609  20250915   9080.0  ...   9245.0      9115.0       SI
27  LC2510  20250915  71400.0  ...  72160.0     70900.0       LC
28  LC2511  20250915  71260.0  ...  72240.0     71040.0       LC
29  LC2512  20250915  71400.0  ...  72420.0     71240.0       LC
30  LC2601  20250915  71480.0  ...  72420.0     71200.0       LC
31  LC2602  20250915  71520.0  ...  72480.0     71240.0       LC
32  LC2603  20250915  71500.0  ...  72340.0     71120.0       LC
33  LC2604  20250915  71920.0  ...  72720.0     71680.0       LC
34  LC2605  20250915  72000.0  ...  72780.0     71620.0       LC
35  LC2606  20250915  71800.0  ...  72540.0     71520.0       LC
36  LC2607  20250915  71600.0  ...  72520.0     71420.0       LC
37  LC2608  20250915  71740.0  ...  72540.0     71380.0       LC
38  LC2609  20250915  71520.0  ...  72440.0     71380.0       LC

[36 rows x 12 columns]
2025-09-15 18:33:03,834 - future_1d - INFO - ak.get_gfex_daily('2025-09-15') done
2025-09-15 18:33:20,392 - future_1d - INFO - save future_daily 2025-09-15 completed
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

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

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 10, in 
    client.save_future_daily(check=True, check_last=7)
  File "/root/project/future_1d/future1d_request.py", line 1065, in save_future_daily
    df_db = pd.read_sql(f"select * from {tablebase.__tablename__} where date = '{td.strftime('%Y%m%d')}'", self.engine)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 736, in read_sql
    return pandas_sql.read_query(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1848, in read_query
    result = self.execute(sql, params)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1671, in execute
    return self.con.exec_driver_sql(sql, *args)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1779, in exec_driver_sql
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: select * from future_daily where date = '20250910']
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

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

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 10, in 
    client.save_future_daily(check=True, check_last=7)
  File "/root/project/future_1d/future1d_request.py", line 1065, in save_future_daily
    df_db = pd.read_sql(f"select * from {tablebase.__tablename__} where date = '{td.strftime('%Y%m%d')}'", self.engine)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 736, in read_sql
    return pandas_sql.read_query(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1848, in read_query
    result = self.execute(sql, params)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1671, in execute
    return self.con.exec_driver_sql(sql, *args)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1779, in exec_driver_sql
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: select * from future_daily where date = '20250909']
(Background on this error at: https://sqlalche.me/e/20/e3q8)