LogViewer
141    141      WR2512  20250923  ...    3324       3324      WR
142    142      WR2601  20250923  ...    3337       3349      WR
143    143      WR2602  20250923  ...    3330       3358      WR
144    144      WR2603  20250923  ...    3399       3399      WR
145    145      WR2604  20250923  ...    3389       3389      WR
146    146      WR2605  20250923  ...    3414       3414      WR
147    147      WR2606  20250923  ...    3372       3372      WR
148    148      WR2607  20250923  ...    3390       3390      WR
149    149      WR2608  20250923  ...    3371       3399      WR
150    150      WR2609  20250923  ...    3450       3466      WR
151    151      HC2510  20250923  ...    3396       3424      HC
152    152      HC2511  20250923  ...    3377       3408      HC
153    153      HC2512  20250923  ...    3356       3392      HC
154    154      HC2601  20250923  ...    3349       3385      HC
155    155      HC2602  20250923  ...    3345       3383      HC
156    156      HC2603  20250923  ...    3350       3385      HC
157    157      HC2604  20250923  ...    3356       3388      HC
158    158      HC2605  20250923  ...    3358       3393      HC
159    159      HC2606  20250923  ...    3370       3399      HC
160    160      HC2607  20250923  ...    3376       3405      HC
161    161      HC2608  20250923  ...    3378       3392      HC
162    162      HC2609  20250923  ...    3378       3396      HC
163    163      SS2510  20250923  ...   12790      12795      SS
164    164      SS2511  20250923  ...   12905      12910      SS
165    165      SS2512  20250923  ...   12940      12945      SS
166    166      SS2601  20250923  ...   13005      13015      SS
167    167      SS2602  20250923  ...   13065      13075      SS
168    168      SS2603  20250923  ...   13125      13140      SS
169    169      SS2604  20250923  ...   13190      13195      SS
170    170      SS2605  20250923  ...   13255      13265      SS
171    171      SS2606  20250923  ...   13305      13310      SS
172    172      SS2607  20250923  ...   13340      13360      SS
173    173      SS2608  20250923  ...   13420      13395      SS
174    174      SS2609  20250923  ...   13485      13475      SS
175    175      SC2510  20250923  ...   477.6      485.5      SC
176    176      SC2511  20250923  ...   475.3      484.2      SC
177    177      SC2512  20250923  ...   475.6      483.6      SC
178    178      SC2601  20250923  ...   475.6      482.9      SC
179    179      SC2602  20250923  ...   475.1      481.8      SC
180    180      SC2603  20250923  ...   474.4      481.1      SC
181    181      SC2604  20250923  ...   475.3      481.3      SC
182    182      SC2605  20250923  ...     475      480.9      SC
183    183      SC2606  20250923  ...   474.4      480.2      SC
184    184      SC2607  20250923  ...   472.8      480.4      SC
185    185      SC2608  20250923  ...   472.8        478      SC
186    186      SC2609  20250923  ...   471.8      477.7      SC
187    187      SC2612  20250923  ...   469.8      473.9      SC
188    188      SC2703  20250923  ...     472      475.1      SC
189    189      SC2706  20250923  ...   469.2      469.2      SC
190    190      SC2709  20250923  ...     470      473.2      SC
191    191      SC2712  20250923  ...   466.3      466.3      SC
192    192      SC2803  20250923  ...     468        470      SC
193    193      SC2806  20250923  ...   458.9      462.8      SC
194    194      SC2809  20250923  ...     461      465.7      SC
195    195      LU2510  20250923  ...    3317       3351      LU
196    196      LU2511  20250923  ...    3345       3373      LU
197    197      LU2512  20250923  ...    3328       3354      LU
198    198      LU2601  20250923  ...    3318       3342      LU
199    199      LU2602  20250923  ...    3309       3334      LU
200    200      LU2603  20250923  ...    3301       3326      LU
201    201      LU2604  20250923  ...    3294       3323      LU
202    202      LU2605  20250923  ...    3304       3326      LU
203    203      LU2606  20250923  ...    3297       3319      LU
204    204      LU2607  20250923  ...    3278       3307      LU
205    205      LU2608  20250923  ...    3274       3306      LU
206    206      LU2609  20250923  ...    3268       3292      LU
207    207      FU2510  20250923  ...    2770       2803      FU
208    208      FU2511  20250923  ...    2797       2818      FU
209    209      FU2512  20250923  ...    2776       2796      FU
210    210      FU2601  20250923  ...    2758       2778      FU
211    211      FU2602  20250923  ...    2744       2761      FU
212    212      FU2603  20250923  ...    2736       2754      FU
213    213      FU2604  20250923  ...    2730       2749      FU
214    214      FU2605  20250923  ...    2718       2739      FU
215    215      FU2606  20250923  ...    2710       2732      FU
216    216      FU2607  20250923  ...    2690       2713      FU
217    217      FU2608  20250923  ...    2684       2708      FU
218    218      FU2609  20250923  ...    2674       2695      FU
219    219      BU2510  20250923  ...    3387       3421      BU
220    220      BU2511  20250923  ...    3377       3414      BU
221    221      BU2512  20250923  ...    3324       3364      BU
222    222      BU2601  20250923  ...    3291       3336      BU
223    223      BU2602  20250923  ...    3298       3340      BU
224    224      BU2603  20250923  ...    3306       3342      BU
225    225      BU2604  20250923  ...    3312       3346      BU
226    226      BU2605  20250923  ...    3308       3346      BU
227    227      BU2606  20250923  ...    3309       3337      BU
228    228      BU2607  20250923  ...    3310       3330      BU
229    229      BU2608  20250923  ...    3302       3337      BU
230    230      BU2609  20250923  ...    3304       3332      BU
231    231      BU2612  20250923  ...    3276       3297      BU
232    232      BU2703  20250923  ...    3281       3312      BU
233    233      BU2706  20250923  ...    3289       3308      BU
234    234      BU2709  20250923  ...    3297       3337      BU
235    235      BR2510  20250923  ...   11545      11565      BR
236    236      BR2511  20250923  ...   11480      11495      BR
237    237      BR2512  20250923  ...   11465      11475      BR
238    238      BR2601  20250923  ...   11460      11475      BR
239    239      BR2602  20250923  ...   11500      11485      BR
240    240      BR2603  20250923  ...   11570      11470      BR
241    241      BR2604  20250923  ...   11540      11535      BR
242    242      BR2605  20250923  ...   11510      11545      BR
243    243      BR2606  20250923  ...   11620      11630      BR
244    244      BR2607  20250923  ...   11680      11730      BR
245    245      BR2608  20250923  ...   11685      11715      BR
246    246      BR2609  20250923  ...   11675      11675      BR
247    247      RU2510  20250923  ...   14780      14745      RU
248    248      RU2511  20250923  ...   14695      14675      RU
249    249      RU2601  20250923  ...   15570      15560      RU
250    250      RU2603  20250923  ...   15510      15560      RU
251    251      RU2604  20250923  ...   15505      15550      RU
252    252      RU2605  20250923  ...   15525      15540      RU
253    253      RU2606  20250923  ...   15655      15580      RU
254    254      RU2607  20250923  ...   15575      15580      RU
255    255      RU2608  20250923  ...   15680      15735      RU
256    256      RU2609  20250923  ...   15575      15610      RU
257    257      NR2510  20250923  ...   12390      12340      NR
258    258      NR2511  20250923  ...   12435      12365      NR
259    259      NR2512  20250923  ...   12445      12385      NR
260    260      NR2601  20250923  ...   12475      12405      NR
261    261      NR2602  20250923  ...   12460      12420      NR
262    262      NR2603  20250923  ...   12505      12385      NR
263    263      NR2604  20250923  ...   12525      12440      NR
264    264      NR2605  20250923  ...   12505      12485      NR
265    265      NR2606  20250923  ...   12495      12495      NR
266    266      NR2607  20250923  ...   12650      12650      NR
267    267      NR2608  20250923  ...   12685      12685      NR
268    268      NR2609  20250923  ...   12510      12510      NR
269    269      SP2510  20250923  ...    4984       4980      SP
270    270      SP2511  20250923  ...    5006       5006      SP
271    271      SP2512  20250923  ...    5026       5024      SP
272    272      SP2601  20250923  ...    5274       5298      SP
273    273      SP2602  20250923  ...    5264       5286      SP
274    274      SP2603  20250923  ...    5282       5304      SP
275    275      SP2604  20250923  ...    5286       5320      SP
276    276      SP2605  20250923  ...    5300       5316      SP
277    277      SP2606  20250923  ...    5308       5320      SP
278    278      SP2607  20250923  ...    5310       5322      SP
279    279      SP2608  20250923  ...    5312       5330      SP
280    280      SP2609  20250923  ...    5308       5340      SP
281    281      OP2601  20250923  ...    4230       4238      OP
282    282      OP2602  20250923  ...    4228       4232      OP
283    283      OP2603  20250923  ...    4238       4258      OP
284    284      OP2604  20250923  ...    4262       4270      OP
285    285      OP2605  20250923  ...    4276       4286      OP
286    286      OP2606  20250923  ...    4242       4242      OP
287    287      OP2607  20250923  ...    4258       4258      OP
288    288      OP2608  20250923  ...    4238       4260      OP
289    289      OP2609  20250923  ...    4342       4342      OP
290    290      EC2510  20250923  ...  1085.4       1102      EC
291    291      EC2512  20250923  ...  1622.5     1669.2      EC
292    292      EC2602  20250923  ...  1536.9     1586.4      EC
293    293      EC2604  20250923  ...  1235.7     1274.4      EC
294    294      EC2606  20250923  ...  1422.5     1454.8      EC
295    295      EC2608  20250923  ...  1591.2     1606.8      EC
296    298  SC_TAS2511  20250923  ...                     SC_TAS
297    299  SC_TAS2512  20250923  ...                     SC_TAS
298    300  SC_TAS2601  20250923  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-25 18:26:04,667 - future_1d - INFO - ak.get_shfe_daily('2025-09-23') done
2025-09-25 18:26:06,428 - future_1d - INFO - save future_daily 2025-09-23 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-09-25 18:26:12,687 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-25 18:26:12,753 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-09-25 18:26:13,338 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-09-25 18:26:13,677 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-25 18:26:13,955 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-25 18:26:14,064 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
2025-09-25 18:26:15,858 - future_1d - INFO - save future_daily 2025-09-24 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250925  52135.0  ...  51595.0     51390.0       PS
1   PS2511  20250925  51480.0  ...  51360.0     50910.0       PS
2   PS2512  20250925  54010.0  ...  53675.0     53295.0       PS
3   PS2601  20250925  53500.0  ...  53200.0     52905.0       PS
4   PS2602  20250925  53460.0  ...  53205.0     52855.0       PS
5   PS2603  20250925  53235.0  ...  53035.0     52725.0       PS
6   PS2604  20250925  53280.0  ...  53005.0     52925.0       PS
7   PS2605  20250925  53200.0  ...  52930.0     52675.0       PS
8   PS2606  20250925  55500.0  ...  54935.0     54420.0       PS
9   PS2607  20250925  55160.0  ...  54870.0     54480.0       PS
10  PS2608  20250925  55155.0  ...  54605.0     54375.0       PS
11  PS2609  20250925  54815.0  ...  54620.0     54450.0       PS
13  SI2510  20250925   8980.0  ...   9020.0      8925.0       SI
14  SI2511  20250925   9035.0  ...   9030.0      8990.0       SI
15  SI2512  20250925   9405.0  ...   9425.0      9385.0       SI
16  SI2601  20250925   9400.0  ...   9390.0      9355.0       SI
17  SI2602  20250925   9370.0  ...   9390.0      9380.0       SI
18  SI2603  20250925   9395.0  ...   9420.0      9400.0       SI
19  SI2604  20250925   9405.0  ...   9405.0      9410.0       SI
20  SI2605  20250925   9445.0  ...   9420.0      9385.0       SI
21  SI2606  20250925   9435.0  ...   9445.0      9385.0       SI
22  SI2607  20250925   9460.0  ...   9465.0      9415.0       SI
23  SI2608  20250925   9420.0  ...   9425.0      9410.0       SI
24  SI2609  20250925   9405.0  ...   9425.0      9390.0       SI
27  LC2510  20250925  72720.0  ...  73100.0     73280.0       LC
28  LC2511  20250925  72980.0  ...  73580.0     73360.0       LC
29  LC2512  20250925  73060.0  ...  73660.0     73500.0       LC
30  LC2601  20250925  72900.0  ...  73620.0     73360.0       LC
31  LC2602  20250925  72680.0  ...  73360.0     73160.0       LC
32  LC2603  20250925  72800.0  ...  73480.0     73160.0       LC
33  LC2604  20250925  73260.0  ...  73760.0     73580.0       LC
34  LC2605  20250925  73260.0  ...  73740.0     73520.0       LC
35  LC2606  20250925  73040.0  ...  73460.0     73400.0       LC
36  LC2607  20250925  73040.0  ...  73360.0     73200.0       LC
37  LC2608  20250925  73040.0  ...  73480.0     73220.0       LC
38  LC2609  20250925  74000.0  ...  73540.0     73240.0       LC

[36 rows x 12 columns]
2025-09-25 18:26:22,206 - future_1d - INFO - ak.get_gfex_daily('2025-09-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250925   486.8  ...   489.3      479.3      SC
1       SC2511  20250925   486.3  ...   488.9      482.3      SC
2       SC2512  20250925   486.8  ...   489.8      482.8      SC
3       SC2601  20250925   486.5  ...   489.8      482.7      SC
4       SC2602  20250925   487.6  ...   488.9      482.1      SC
5       SC2603  20250925   481.3  ...   488.3      481.8      SC
6       SC2604  20250925   485.8  ...     488      482.5      SC
7       SC2605  20250925     485  ...   486.8      480.8      SC
8       SC2606  20250925   483.7  ...   486.3        480      SC
9       SC2607  20250925   487.4  ...   487.3        480      SC
10      SC2608  20250925   486.1  ...   485.8      478.1      SC
11      SC2609  20250925   482.5  ...   482.7      477.8      SC
12      SC2612  20250925          ...   473.5        472      SC
13      SC2703  20250925          ...   478.3      473.1      SC
14      SC2706  20250925          ...     476      469.2      SC
15      SC2709  20250925     477  ...     477        470      SC
16      SC2712  20250925   477.8  ...   477.8      469.1      SC
17      SC2803  20250925     476  ...     476        468      SC
18      SC2806  20250925   473.5  ...   473.2      465.8      SC
19      SC2809  20250925   472.9  ...   472.1      464.2      SC
21      LU2510  20250925          ...    3366       3366      LU
22      LU2511  20250925    3411  ...    3435       3397      LU
23      LU2512  20250925    3409  ...    3430       3385      LU
24      LU2601  20250925    3393  ...    3418       3377      LU
25      LU2602  20250925    3375  ...    3400       3362      LU
26      LU2603  20250925    3380  ...    3398       3358      LU
27      LU2604  20250925    3394  ...    3395       3356      LU
28      LU2605  20250925    3389  ...    3390       3356      LU
29      LU2606  20250925    3386  ...    3393       3347      LU
30      LU2607  20250925    3376  ...    3377       3344      LU
31      LU2608  20250925    3367  ...    3366       3334      LU
32      LU2609  20250925    3331  ...    3346       3320      LU
34      NR2510  20250925   12425  ...   12440      12415      NR
35      NR2511  20250925   12470  ...   12485      12455      NR
36      NR2512  20250925   12520  ...   12500      12465      NR
37      NR2601  20250925   12490  ...   12525      12490      NR
38      NR2602  20250925   12505  ...   12520      12490      NR
39      NR2603  20250925   12500  ...   12530      12510      NR
40      NR2604  20250925   12560  ...   12565      12530      NR
41      NR2605  20250925   12565  ...   12575      12600      NR
42      NR2606  20250925   12600  ...   12600      12495      NR
43      NR2607  20250925          ...   12650      12650      NR
44      NR2608  20250925          ...   12685      12685      NR
45      NR2609  20250925          ...   12510      12510      NR
47      BC2510  20250925   71790  ...   72920      70910      BC
48      BC2511  20250925   72000  ...   73030      71060      BC
49      BC2512  20250925   72500  ...   73180      71110      BC
50      BC2601  20250925   73350  ...   73160      71300      BC
51      BC2602  20250925          ...   73100      71100      BC
52      BC2603  20250925          ...   73000      71210      BC
53      BC2604  20250925          ...   73000      71300      BC
54      BC2605  20250925          ...   72900      71300      BC
55      BC2606  20250925          ...   72900      71400      BC
56      BC2607  20250925          ...   72800      71400      BC
57      BC2608  20250925          ...   73000      71400      BC
58      BC2609  20250925          ...   73000      71550      BC
60      EC2510  20250925    1161  ...  1160.6       1128      EC
61      EC2512  20250925  1740.1  ...  1746.6     1678.9      EC
62      EC2602  20250925    1620  ...  1647.8     1572.8      EC
63      EC2604  20250925  1282.6  ...  1276.4     1257.3      EC
64      EC2606  20250925    1466  ...  1467.5     1436.5      EC
65      EC2608  20250925    1626  ...  1619.8     1591.5      EC
68  SC_TAS2511  20250925          ...                     SC_TAS
69  SC_TAS2512  20250925          ...                     SC_TAS
70  SC_TAS2601  20250925          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-25 18:26:22,271 - future_1d - INFO - ak.get_ine_daily('2025-09-25') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250925   3916.0  ...   3930.00     3890.00        A
1     a2601  20250925   3898.0  ...   3912.00     3879.00        A
2     a2603  20250925   3900.0  ...   3912.00     3886.00        A
3     a2605  20250925   3929.0  ...   3944.00     3929.00        A
4     a2607  20250925   3931.0  ...   3943.00     3931.00        A
5     a2609  20250925   3941.0  ...   3951.00     3942.00        A
6     b2510  20250925   3591.0  ...   3628.00     3575.00        B
7     b2511  20250925   3618.0  ...   3636.00     3582.00        B
8     b2512  20250925   3632.0  ...   3652.00     3611.00        B
9     b2601  20250925   3645.0  ...   3651.00     3605.00        B
10    b2602  20250925   3640.0  ...   3654.00     3608.00        B
11    b2603  20250925   3605.0  ...   3618.00     3580.00        B
12    b2604  20250925   3519.0  ...   3521.00     3495.00        B
13    b2605  20250925   3437.0  ...   3450.00     3425.00        B
14    b2606  20250925   3419.0  ...   3426.00     3405.00        B
15    b2607  20250925   3452.0  ...   3429.00     3413.00        B
16    b2608  20250925   3517.0  ...   3525.00     3508.00        B
17    b2609  20250925   3539.0  ...   3538.00     3516.00        B
18   bb2511  20250925    141.9  ...    142.00      142.00       BB
19   bb2601  20250925    147.0  ...    146.95      146.80       BB
20   bb2603  20250925      0.0  ...    147.00      147.00       BB
21   bb2605  20250925      0.0  ...    141.70      141.60       BB
22   bb2607  20250925      0.0  ...    146.45      146.35       BB
23   bb2609  20250925      0.0  ...    146.45      146.35       BB
24   bz2603  20250925   5916.0  ...   5930.00     5910.00       BZ
25   bz2604  20250925   5908.0  ...   5914.00     5902.00       BZ
26   bz2605  20250925   5929.0  ...   5939.00     5916.00       BZ
27   bz2606  20250925      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250925      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250925      0.0  ...   5884.00     5884.00       BZ
30    c2511  20250925   2167.0  ...   2166.00     2158.00        C
31    c2601  20250925   2137.0  ...   2136.00     2134.00        C
32    c2603  20250925   2147.0  ...   2144.00     2146.00        C
33    c2605  20250925   2204.0  ...   2199.00     2201.00        C
34    c2607  20250925   2216.0  ...   2211.00     2214.00        C
35    c2609  20250925   2231.0  ...   2227.00     2231.00        C
36   cs2511  20250925   2474.0  ...   2476.00     2458.00       CS
37   cs2601  20250925   2469.0  ...   2466.00     2459.00       CS
38   cs2603  20250925   2465.0  ...   2466.00     2461.00       CS
39   cs2605  20250925   2545.0  ...   2546.00     2540.00       CS
40   cs2607  20250925   2558.0  ...   2551.00     2549.00       CS
41   cs2609  20250925   2593.0  ...   2590.00     2588.00       CS
42   eb2509  20250925      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250925   6915.0  ...   6919.00     6884.00       EB
44   eb2511  20250925   6938.0  ...   6958.00     6923.00       EB
45   eb2512  20250925   6970.0  ...   6974.00     6940.00       EB
46   eb2601  20250925   6994.0  ...   7000.00     6978.00       EB
47   eb2602  20250925   7028.0  ...   7030.00     7013.00       EB
48   eb2603  20250925   7064.0  ...   7069.00     7051.00       EB
49   eb2604  20250925   7090.0  ...   7098.00     7085.00       EB
50   eb2605  20250925   7118.0  ...   7111.00     7107.00       EB
51   eb2606  20250925      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250925   7134.0  ...   7134.00     7071.00       EB
53   eb2608  20250925      0.0  ...   7177.00     7178.00       EB
54   eg2509  20250925      0.0  ...   4175.00     4139.00       EG
55   eg2510  20250925   4293.0  ...   4300.00     4259.00       EG
56   eg2511  20250925   4112.0  ...   4230.00     4219.00       EG
57   eg2512  20250925   4231.0  ...   4236.00     4228.00       EG
58   eg2601  20250925   4255.0  ...   4249.00     4227.00       EG
59   eg2602  20250925   4258.0  ...   4260.00     4240.00       EG
60   eg2603  20250925   4269.0  ...   4270.00     4247.00       EG
61   eg2604  20250925      0.0  ...   4285.00     4279.00       EG
62   eg2605  20250925   4315.0  ...   4309.00     4286.00       EG
63   eg2606  20250925      0.0  ...   4300.00     4290.00       EG
64   eg2607  20250925      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250925      0.0  ...   4346.00     4346.00       EG
66   fb2510  20250925   1261.0  ...   1262.50     1259.50       FB
67   fb2511  20250925   1254.0  ...   1254.50     1254.50       FB
68   fb2512  20250925   1253.5  ...   1253.50     1254.00       FB
69   fb2601  20250925   1254.5  ...   1255.00     1254.50       FB
70   fb2602  20250925   1256.0  ...   1255.00     1255.50       FB
71   fb2603  20250925   1245.0  ...   1245.50     1246.00       FB
72   fb2604  20250925      0.0  ...   1252.00     1252.00       FB
73   fb2605  20250925      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250925      0.0  ...   1292.00     1292.00       FB
75   fb2607  20250925      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250925      0.0  ...   1308.00     1308.00       FB
77   fb2609  20250925      0.0  ...   1296.00     1296.00       FB
78    i2510  20250925    822.0  ...    821.00      820.00        I
79    i2511  20250925    816.0  ...    816.00      816.00        I
80    i2512  20250925    811.5  ...    811.00      811.00        I
81    i2601  20250925    805.5  ...    804.00      803.50        I
82    i2602  20250925    799.5  ...    799.50      799.00        I
83    i2603  20250925    795.0  ...    794.50      793.00        I
84    i2604  20250925    789.5  ...    791.00      789.50        I
85    i2605  20250925    784.0  ...    784.50      781.50        I
86    i2606  20250925    777.5  ...    779.50      777.00        I
87    i2607  20250925    772.5  ...    774.50      771.50        I
88    i2608  20250925    768.0  ...    769.50      767.00        I
89    i2609  20250925    762.0  ...    764.00      762.00        I
90    j2510  20250925   1630.0  ...   1645.00     1628.00        J
91    j2511  20250925   1657.5  ...   1667.00     1655.00        J
92    j2512  20250925   1705.0  ...   1715.50     1690.50        J
93    j2601  20250925   1730.0  ...   1741.00     1725.50        J
94    j2602  20250925      0.0  ...   1757.50     1747.50        J
95    j2603  20250925      0.0  ...   1783.00     1783.00        J
96    j2604  20250925      0.0  ...   1841.50     1841.50        J
97    j2605  20250925   1863.0  ...   1885.50     1869.50        J
98    j2606  20250925   1888.5  ...   1901.00     1869.50        J
99    j2607  20250925   1900.0  ...   1910.50     1898.50        J
100   j2608  20250925      0.0  ...   1919.50     1919.50        J
101   j2609  20250925   1938.0  ...   1956.50     1943.00        J
102  jd2509  20250925      0.0  ...   3220.00     3250.00       JD
103  jd2510  20250925   2936.0  ...   2977.00     2958.00       JD
104  jd2511  20250925   3055.0  ...   3073.00     3057.00       JD
105  jd2512  20250925   3182.0  ...   3203.00     3182.00       JD
106  jd2601  20250925   3355.0  ...   3365.00     3354.00       JD
107  jd2602  20250925   3122.0  ...   3117.00     3122.00       JD
108  jd2603  20250925   3150.0  ...   3145.00     3144.00       JD
109  jd2604  20250925   3274.0  ...   3265.00     3268.00       JD
110  jd2605  20250925   3394.0  ...   3392.00     3391.00       JD
111  jd2606  20250925   3234.0  ...   3234.00     3228.00       JD
112  jd2607  20250925   3474.0  ...   3478.00     3472.00       JD
113  jd2608  20250925   3921.0  ...   3920.00     3918.00       JD
114  jm2510  20250925   1032.5  ...   1026.00     1025.50       JM
115  jm2511  20250925   1075.0  ...   1080.50     1078.50       JM
116  jm2512  20250925   1155.0  ...   1152.50     1149.50       JM
117  jm2601  20250925   1229.5  ...   1229.00     1222.50       JM
118  jm2602  20250925   1247.5  ...   1250.50     1247.50       JM
119  jm2603  20250925   1269.0  ...   1272.00     1268.00       JM
120  jm2604  20250925   1287.0  ...   1294.50     1289.00       JM
121  jm2605  20250925   1312.0  ...   1318.00     1316.00       JM
122  jm2606  20250925   1331.0  ...   1334.00     1332.00       JM
123  jm2607  20250925   1344.0  ...   1346.50     1346.00       JM
124  jm2608  20250925   1365.5  ...   1362.00     1364.50       JM
125  jm2609  20250925   1382.0  ...   1389.00     1386.00       JM
126   l2510  20250925   7113.0  ...   7096.00     7075.00        L
127   l2511  20250925   7146.0  ...   7123.00     7109.00        L
128   l2512  20250925   7155.0  ...   7151.00     7131.00        L
129   l2601  20250925   7169.0  ...   7168.00     7138.00        L
130   l2602  20250925   7156.0  ...   7163.00     7144.00        L
131   l2603  20250925   7172.0  ...   7176.00     7146.00        L
132   l2604  20250925   7209.0  ...   7212.00     7193.00        L
133   l2605  20250925   7185.0  ...   7203.00     7179.00        L
134   l2606  20250925   7201.0  ...   7201.00     7187.00        L
135   l2607  20250925   7220.0  ...   7220.00     7208.00        L
136   l2608  20250925      0.0  ...   7230.00     7230.00        L
137   l2609  20250925   7218.0  ...   7230.00     7228.00        L
138  lg2509  20250925      0.0  ...    772.00      766.00       LG
139  lg2511  20250925    804.0  ...    804.50      804.50       LG
140  lg2601  20250925    819.0  ...    819.50      820.00       LG
141  lg2603  20250925    824.5  ...    825.00      826.00       LG
142  lg2605  20250925    825.0  ...    827.50      827.50       LG
143  lg2607  20250925    827.0  ...    827.50      828.00       LG
144  lh2509  20250925      0.0  ...  13065.00    12600.00       LH
145  lh2511  20250925  12730.0  ...  12700.00    12700.00       LH
146  lh2601  20250925  13360.0  ...  13325.00    13295.00       LH
147  lh2603  20250925  12750.0  ...  12745.00    12700.00       LH
148  lh2605  20250925  13160.0  ...  13145.00    13140.00       LH
149  lh2607  20250925  13870.0  ...  13805.00    13810.00       LH
150   m2511  20250925   2929.0  ...   2934.00     2895.00        M
151   m2512  20250925   2970.0  ...   2973.00     2937.00        M
152   m2601  20250925   2958.0  ...   2961.00     2922.00        M
153   m2603  20250925   2923.0  ...   2929.00     2897.00        M
154   m2605  20250925   2760.0  ...   2759.00     2743.00        M
155   m2607  20250925   2757.0  ...   2749.00     2737.00        M
156   m2608  20250925   2853.0  ...   2864.00     2848.00        M
157   m2609  20250925   2858.0  ...   2870.00     2851.00        M
158   p2510  20250925   8994.0  ...   9072.00     8904.00        P
159   p2511  20250925   9134.0  ...   9162.00     9044.00        P
160   p2512  20250925   9108.0  ...   9186.00     9052.00        P
161   p2601  20250925   9188.0  ...   9214.00     9078.00        P
162   p2602  20250925   9154.0  ...   9184.00     9062.00        P
163   p2603  20250925   9104.0  ...   9142.00     9018.00        P
164   p2604  20250925   9118.0  ...   9092.00     8982.00        P
165   p2605  20250925   8994.0  ...   9030.00     8902.00        P
166   p2606  20250925   8944.0  ...   8928.00     8798.00        P
167   p2607  20250925   8850.0  ...   8834.00     8718.00        P
168   p2608  20250925   8754.0  ...   8750.00     8618.00        P
169   p2609  20250925   8622.0  ...   8646.00     8546.00        P
170  pg2509  20250925      0.0  ...   3793.00     3810.00       PG
171  pg2510  20250925   4337.0  ...   4352.00     4332.00       PG
172  pg2511  20250925   4254.0  ...   4258.00     4254.00       PG
173  pg2512  20250925   4194.0  ...   4196.00     4193.00       PG
174  pg2601  20250925   4135.0  ...   4137.00     4132.00       PG
175  pg2602  20250925   4067.0  ...   4072.00     4065.00       PG
176  pg2603  20250925   3986.0  ...   3992.00     3989.00       PG
177  pg2604  20250925   4347.0  ...   4357.00     4363.00       PG
178  pg2605  20250925   4263.0  ...   4270.00     4265.00       PG
179  pg2606  20250925   4220.0  ...   4220.00     4220.00       PG
180  pg2607  20250925   4141.0  ...   4154.00     4153.00       PG
181  pg2608  20250925   4102.0  ...   4116.00     4096.00       PG
182  pp2510  20250925   6776.0  ...   6784.00     6763.00       PP
183  pp2511  20250925   6838.0  ...   6827.00     6806.00       PP
184  pp2512  20250925   6848.0  ...   6861.00     6843.00       PP
185  pp2601  20250925   6890.0  ...   6893.00     6870.00       PP
186  pp2602  20250925   6872.0  ...   6877.00     6858.00       PP
187  pp2603  20250925   6878.0  ...   6880.00     6859.00       PP
188  pp2604  20250925   6914.0  ...   6918.00     6904.00       PP
189  pp2605  20250925   6923.0  ...   6935.00     6916.00       PP
190  pp2606  20250925   6908.0  ...   6908.00     6895.00       PP
191  pp2607  20250925   6885.0  ...   6883.00     6871.00       PP
192  pp2608  20250925   6881.0  ...   6884.00     6881.00       PP
193  pp2609  20250925   6902.0  ...   6911.00     6903.00       PP
194  rr2510  20250925   3617.0  ...   3618.00     3622.00       RR
195  rr2511  20250925   3615.0  ...   3612.00     3614.00       RR
196  rr2512  20250925   3615.0  ...   3614.00     3615.00       RR
197  rr2601  20250925   3622.0  ...   3622.00     3621.00       RR
198  rr2602  20250925   3605.0  ...   3605.00     3602.00       RR
199  rr2603  20250925      0.0  ...   3612.00     3612.00       RR
200  rr2604  20250925   3616.0  ...   3616.00     3616.00       RR
201  rr2605  20250925      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250925      0.0  ...   3600.00     3600.00       RR
203  rr2607  20250925      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250925      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250925      0.0  ...   3614.00     3614.00       RR
206   v2510  20250925   4805.0  ...   4808.00     4787.00        V
207   v2511  20250925   4836.0  ...   4838.00     4823.00        V
208   v2512  20250925   4873.0  ...   4877.00     4871.00        V
209   v2601  20250925   4920.0  ...   4925.00     4906.00        V
210   v2602  20250925   4945.0  ...   4964.00     4960.00        V
211   v2603  20250925   4982.0  ...   4996.00     4994.00        V
212   v2604  20250925   5194.0  ...   5191.00     5162.00        V
213   v2605  20250925   5230.0  ...   5226.00     5208.00        V
214   v2606  20250925   5261.0  ...   5262.00     5232.00        V
215   v2607  20250925   5281.0  ...   5294.00     5262.00        V
216   v2608  20250925   5312.0  ...   5331.00     5293.00        V
217   v2609  20250925   5344.0  ...   5355.00     5328.00        V
218   y2511  20250925   8144.0  ...   8188.00     8100.00        Y
219   y2512  20250925   8200.0  ...   8238.00     8154.00        Y
220   y2601  20250925   8166.0  ...   8180.00     8096.00        Y
221   y2603  20250925   8076.0  ...   8112.00     8050.00        Y
222   y2605  20250925   7894.0  ...   7924.00     7852.00        Y
223   y2607  20250925   7848.0  ...   7878.00     7816.00        Y
224   y2608  20250925   7852.0  ...   7880.00     7816.00        Y
225   y2609  20250925   7804.0  ...   7852.00     7782.00        Y

[226 rows x 12 columns]
2025-09-25 18:26:22,963 - future_1d - INFO - ak.get_dce_daily('2025-09-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250925  7263.000  ...  7311.000    7260.400       IC
1   IC2511  20250925  7209.800  ...  7240.200    7190.400       IC
2   IC2512  20250925  7139.000  ...  7185.400    7135.800       IC
3   IC2603  20250925  6976.000  ...  7007.000    6960.000       IC
4   IF2510  20250925  4548.000  ...  4596.600    4547.200       IF
5   IF2511  20250925  4533.200  ...  4581.600    4528.800       IF
6   IF2512  20250925  4523.400  ...  4572.400    4522.600       IF
7   IF2603  20250925  4493.000  ...  4539.600    4493.600       IF
8   IH2510  20250925  2941.000  ...  2958.000    2939.200       IH
9   IH2511  20250925  2942.000  ...  2956.400    2936.600       IH
10  IH2512  20250925  2941.000  ...  2958.400    2938.200       IH
11  IH2603  20250925  2944.800  ...  2955.800    2939.000       IH
12  IM2510  20250925  7460.600  ...  7456.400    7454.800       IM
13  IM2511  20250925  7383.600  ...  7369.200    7370.800       IM
14  IM2512  20250925  7290.000  ...  7290.800    7288.400       IM
15  IM2603  20250925  7080.000  ...  7076.400    7074.000       IM
16   T2512  20250925   107.600  ...   107.540     107.620        T
17   T2603  20250925   107.235  ...   107.175     107.275        T
18   T2606  20250925   107.205  ...   107.115     107.195        T
19  TF2512  20250925   105.510  ...   105.475     105.540       TF
20  TF2603  20250925   105.380  ...   105.335     105.415       TF
21  TF2606  20250925   105.345  ...   105.335     105.360       TF
22  TL2512  20250925   113.840  ...   113.960     113.990       TL
23  TL2603  20250925   113.490  ...   113.620     113.630       TL
24  TL2606  20250925   113.400  ...   113.540     113.620       TL
25  TS2512  20250925   102.306  ...   102.300     102.324       TS
26  TS2603  20250925   102.226  ...   102.220     102.248       TS
27  TS2606  20250925   102.250  ...   102.226     102.262       TS

[28 rows x 12 columns]
2025-09-25 18:26:23,311 - future_1d - INFO - ak.get_cffex_daily('2025-09-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250925   8538.0   8648.0  ...    23753.52   8585.0      8525.0       AP
1    AP511  20250925   8378.0   8498.0  ...    20087.47   8440.0      8356.0       AP
2    AP512  20250925   8248.0   8414.0  ...     1899.21   8367.0      8296.0       AP
3    AP601  20250925   8331.0   8450.0  ...   501897.78   8385.0      8344.0       AP
4    AP603  20250925   8242.0   8303.0  ...      890.41   8244.0      8223.0       AP
5    AP604  20250925   8236.0   8269.0  ...      148.16   8231.0      8213.0       AP
6    AP605  20250925   8248.0   8312.0  ...     9355.27   8264.0      8248.0       AP
7    CF511  20250925  13710.0  13725.0  ...   312969.82  13560.0     13625.0       CF
8    CF601  20250925  13555.0  13575.0  ...  1664965.42  13515.0     13560.0       CF
9    CF603  20250925  13520.0  13540.0  ...     6561.00  13485.0     13535.0       CF
10   CF605  20250925  13550.0  13555.0  ...   191722.50  13510.0     13560.0       CF
11   CF607  20250925  13575.0  13580.0  ...     2219.85  13535.0     13590.0       CF
12   CF609  20250925  13730.0  13730.0  ...      691.62  13695.0     13735.0       CF
13   CJ512  20250925  10740.0  11070.0  ...     6390.30  10905.0     10760.0       CJ
14   CJ601  20250925  10825.0  11130.0  ...  1254628.63  10960.0     10795.0       CJ
15   CJ603  20250925  10795.0  11095.0  ...    14645.96  10925.0     10785.0       CJ
16   CJ605  20250925  10875.0  11160.0  ...   208459.47  10990.0     10830.0       CJ
17   CJ607  20250925  10935.0  11255.0  ...     2647.11  11075.0     10935.0       CJ
18   CJ609  20250925  11065.0  11370.0  ...     1031.54  11210.0     11025.0       CJ
19   CY510  20250925      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250925  19880.0  19905.0  ...   119620.88  19780.0     19775.0       CY
21   CY512  20250925  19515.0  19515.0  ...        9.76  19515.0     19495.0       CY
22   CY601  20250925  19710.0  19730.0  ...     6459.10  19690.0     19690.0       CY
23   CY602  20250925      0.0      0.0  ...        0.00  19745.0     19745.0       CY
24   CY603  20250925      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250925      0.0      0.0  ...        0.00  19730.0     19730.0       CY
26   CY605  20250925  19705.0  19765.0  ...       19.74  19735.0     19795.0       CY
27   CY606  20250925      0.0      0.0  ...        0.00  19735.0     19735.0       CY
28   CY607  20250925      0.0      0.0  ...        0.00  20005.0     20005.0       CY
29   CY608  20250925      0.0      0.0  ...        0.00  19930.0     19940.0       CY
30   CY609  20250925      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250925   1130.0   1150.0  ...     9834.72   1135.0      1109.0       FG
32   FG511  20250925   1133.0   1164.0  ...   394480.86   1145.0      1106.0       FG
33   FG512  20250925   1253.0   1282.0  ...   151791.67   1265.0      1228.0       FG
34   FG601  20250925   1252.0   1282.0  ...  9137130.71   1260.0      1232.0       FG
35   FG602  20250925   1298.0   1331.0  ...   113762.92   1308.0      1274.0       FG
36   FG603  20250925   1319.0   1330.0  ...     8819.65   1314.0      1289.0       FG
37   FG604  20250925   1372.0   1391.0  ...     2719.36   1380.0      1354.0       FG
38   FG605  20250925   1365.0   1392.0  ...   335024.93   1373.0      1354.0       FG
39   FG606  20250925   1398.0   1419.0  ...     1893.04   1402.0      1382.0       FG
40   FG607  20250925   1372.0   1412.0  ...     2289.70   1398.0      1375.0       FG
41   FG608  20250925   1434.0   1449.0  ...     1630.58   1435.0      1417.0       FG
42   FG609  20250925   1426.0   1452.0  ...    12590.62   1440.0      1414.0       FG
43   JR511  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250925   2262.0   2269.0  ...     2975.32   2263.0      2263.0       MA
52   MA511  20250925   2303.0   2307.0  ...   129297.32   2298.0      2294.0       MA
53   MA512  20250925   2333.0   2340.0  ...    92047.38   2333.0      2332.0       MA
54   MA601  20250925   2356.0   2364.0  ...   822244.57   2357.0      2355.0       MA
55   MA602  20250925   2382.0   2387.0  ...    33142.05   2380.0      2380.0       MA
56   MA603  20250925   2392.0   2400.0  ...      908.62   2397.0      2396.0       MA
57   MA604  20250925   2395.0   2395.0  ...       23.94   2394.0      2396.0       MA
58   MA605  20250925   2382.0   2391.0  ...    59705.76   2383.0      2382.0       MA
59   MA606  20250925   2394.0   2399.0  ...       45.45   2392.0      2389.0       MA
60   MA607  20250925   2366.0   2371.0  ...       28.43   2369.0      2364.0       MA
61   MA608  20250925   2370.0   2370.0  ...        2.37   2370.0      2362.0       MA
62   MA609  20250925   2347.0   2350.0  ...      264.98   2345.0      2341.0       MA
63   OI511  20250925  10136.0  10344.0  ...   679752.78  10195.0     10110.0       OI
64   OI601  20250925   9949.0  10154.0  ...  4025663.97  10033.0      9923.0       OI
65   OI603  20250925   9703.0   9912.0  ...     6903.28   9792.0      9681.0       OI
66   OI605  20250925   9456.0   9668.0  ...   210491.42   9551.0      9437.0       OI
67   OI607  20250925   9406.0   9611.0  ...     2158.04   9549.0      9387.0       OI
68   OI609  20250925   9385.0   9566.0  ...     2685.78   9524.0      9343.0       OI
69   PF510  20250925   6308.0   6382.0  ...     3524.96   6358.0      6274.0       PF
70   PF511  20250925   6310.0   6380.0  ...   613970.31   6328.0      6272.0       PF
71   PF512  20250925   6262.0   6344.0  ...   338379.21   6288.0      6238.0       PF
72   PF601  20250925   6324.0   6386.0  ...    51277.92   6346.0      6284.0       PF
73   PF602  20250925   6316.0   6390.0  ...   136637.20   6334.0      6288.0       PF
74   PF603  20250925   6340.0   6392.0  ...       34.93   6350.0      6304.0       PF
75   PF604  20250925   6386.0   6418.0  ...       25.63   6408.0      6342.0       PF
76   PF605  20250925   6400.0   6454.0  ...       25.73   6434.0      6378.0       PF
77   PF606  20250925   6414.0   6414.0  ...        3.21   6414.0      6380.0       PF
78   PF607  20250925   6484.0   6484.0  ...        3.24   6484.0      6394.0       PF
79   PF608  20250925      0.0      0.0  ...        0.00   6496.0      6402.0       PF
80   PF609  20250925   6508.0   6508.0  ...        3.25   6508.0      6442.0       PF
81   PK510  20250925   7780.0   7790.0  ...     3624.73   7770.0      7796.0       PK
82   PK511  20250925   7762.0   7784.0  ...   221707.73   7766.0      7762.0       PK
83   PK512  20250925   7762.0   7776.0  ...    85187.60   7762.0      7770.0       PK
84   PK601  20250925   7778.0   7788.0  ...    57441.67   7776.0      7790.0       PK
85   PK603  20250925   7816.0   7818.0  ...       70.30   7812.0      7830.0       PK
86   PK604  20250925   7826.0   7838.0  ...       74.44   7836.0      7836.0       PK
87   PK605  20250925   7832.0   7840.0  ...     1946.70   7834.0      7836.0       PK
88   PL601  20250925   6358.0   6384.0  ...    18325.21   6372.0      6344.0       PL
89   PL602  20250925   6399.0   6409.0  ...      563.36   6402.0      6385.0       PL
90   PL603  20250925      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250925      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250925      0.0      0.0  ...        0.00   6350.0      6330.0       PL
93   PL606  20250925      0.0      0.0  ...        0.00   6419.0      6402.0       PL
94   PL607  20250925      0.0      0.0  ...        0.00   6410.0      6410.0       PL
95   PL608  20250925      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250925      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250925   5832.0   5880.0  ...     2354.18   5856.0      5798.0       PR
104  PR511  20250925   5800.0   5846.0  ...   249600.32   5816.0      5756.0       PR
105  PR512  20250925   5792.0   5850.0  ...   209730.17   5814.0      5764.0       PR
106  PR601  20250925   5794.0   5846.0  ...   127445.00   5812.0      5746.0       PR
107  PR602  20250925   5830.0   5866.0  ...     1534.81   5848.0      5790.0       PR
108  PR603  20250925   5830.0   5866.0  ...       52.56   5840.0      5808.0       PR
109  PR604  20250925   5850.0   5886.0  ...       17.60   5868.0      5826.0       PR
110  PR605  20250925   5852.0   5904.0  ...       61.75   5882.0      5830.0       PR
111  PR606  20250925      0.0      0.0  ...        0.00   5918.0      5860.0       PR
112  PR607  20250925   5902.0   5902.0  ...        8.85   5902.0      5876.0       PR
113  PR608  20250925      0.0      0.0  ...        0.00   5940.0      5892.0       PR
114  PR609  20250925      0.0      0.0  ...        0.00   5924.0      5882.0       PR
115  PX510  20250925   6334.0   6690.0  ...    26287.94   6470.0      6604.0       PX
116  PX511  20250925   6620.0   6686.0  ...   615785.56   6640.0      6568.0       PX
117  PX512  20250925   6614.0   6678.0  ...   210198.60   6638.0      6576.0       PX
118  PX601  20250925   6610.0   6672.0  ...   168342.39   6636.0      6570.0       PX
119  PX602  20250925   6624.0   6688.0  ...     7754.97   6654.0      6582.0       PX
120  PX603  20250925   6628.0   6632.0  ...        9.94   6630.0      6570.0       PX
121  PX604  20250925   6690.0   6690.0  ...        3.35   6690.0      6616.0       PX
122  PX605  20250925   6632.0   6706.0  ...     2464.91   6672.0      6596.0       PX
123  PX606  20250925      0.0      0.0  ...        0.00   6692.0      6622.0       PX
124  PX607  20250925   6700.0   6700.0  ...        3.35   6700.0      6608.0       PX
125  PX608  20250925      0.0      0.0  ...        0.00   6674.0      6620.0       PX
126  PX609  20250925   6658.0   6698.0  ...        6.68   6678.0      6626.0       PX
127  RI511  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250925   2471.0   2494.0  ...    11208.27   2479.0      2459.0       RM
134  RM601  20250925   2408.0   2450.0  ...   897937.89   2424.0      2406.0       RM
135  RM603  20250925   2334.0   2362.0  ...     9498.76   2343.0      2334.0       RM
136  RM605  20250925   2328.0   2345.0  ...   180100.32   2328.0      2321.0       RM
137  RM607  20250925   2315.0   2335.0  ...    12049.28   2319.0      2311.0       RM
138  RM608  20250925   2411.0   2435.0  ...     1529.32   2420.0      2409.0       RM
139  RM609  20250925   2401.0   2426.0  ...     4909.94   2412.0      2396.0       RM
140  RS511  20250925   5270.0   5331.0  ...      100.91   5311.0      5278.0       RS
141  RS607  20250925   5588.0   5588.0  ...      194.69   5562.0      5552.0       RS
142  RS608  20250925   5551.0   5574.0  ...      161.01   5552.0      5543.0       RS
143  RS609  20250925   5576.0   5579.0  ...      133.34   5556.0      5549.0       RS
144  SA510  20250925   1225.0   1229.0  ...     6547.04   1222.0      1213.0       SA
145  SA511  20250925   1229.0   1241.0  ...   438284.40   1232.0      1218.0       SA
146  SA512  20250925   1298.0   1308.0  ...   342124.54   1298.0      1282.0       SA
147  SA601  20250925   1311.0   1320.0  ...  3084478.49   1311.0      1300.0       SA
148  SA602  20250925   1335.0   1349.0  ...    93123.96   1340.0      1318.0       SA
149  SA603  20250925   1344.0   1356.0  ...     3208.99   1347.0      1340.0       SA
150  SA604  20250925   1388.0   1401.0  ...      735.53   1393.0      1382.0       SA
151  SA605  20250925   1395.0   1408.0  ...   115820.62   1400.0      1389.0       SA
152  SA606  20250925   1411.0   1420.0  ...      924.29   1413.0      1401.0       SA
153  SA607  20250925   1416.0   1423.0  ...     1259.04   1418.0      1407.0       SA
154  SA608  20250925   1452.0   1453.0  ...     2568.25   1449.0      1437.0       SA
155  SA609  20250925   1449.0   1460.0  ...     5968.90   1455.0      1440.0       SA
156  SF510  20250925   5540.0   5584.0  ...     2278.10   5544.0      5536.0       SF
157  SF511  20250925   5722.0   5790.0  ...   575802.32   5724.0      5732.0       SF
158  SF512  20250925   5686.0   5758.0  ...   139267.93   5698.0      5708.0       SF
159  SF601  20250925   5692.0   5746.0  ...   169962.64   5692.0      5700.0       SF
160  SF602  20250925   5658.0   5708.0  ...    27586.73   5648.0      5662.0       SF
161  SF603  20250925   5790.0   5878.0  ...      449.34   5836.0      5858.0       SF
162  SF604  20250925   5814.0   5814.0  ...        2.91   5814.0      5832.0       SF
163  SF605  20250925   5808.0   5846.0  ...     3268.64   5790.0      5810.0       SF
164  SF606  20250925   5730.0   5800.0  ...       54.93   5782.0      5786.0       SF
165  SF607  20250925   5880.0   5940.0  ...       20.68   5910.0      5936.0       SF
166  SF608  20250925   5872.0   5950.0  ...       11.83   5914.0      5896.0       SF
167  SF609  20250925   5864.0   5922.0  ...       35.29   5882.0      5904.0       SF
168  SH510  20250925   2484.0   2485.0  ...     6882.09   2467.0      2471.0       SH
169  SH511  20250925   2502.0   2507.0  ...   542872.48   2488.0      2486.0       SH
170  SH512  20250925   2549.0   2555.0  ...   371357.74   2540.0      2533.0       SH
171  SH601  20250925   2552.0   2555.0  ...  1738819.77   2542.0      2533.0       SH
172  SH602  20250925   2572.0   2575.0  ...    38919.23   2565.0      2558.0       SH
173  SH603  20250925   2589.0   2591.0  ...     1092.08   2582.0      2574.0       SH
174  SH604  20250925   2624.0   2624.0  ...       31.47   2623.0      2620.0       SH
175  SH605  20250925   2640.0   2643.0  ...     8540.13   2633.0      2626.0       SH
176  SH606  20250925   2652.0   2652.0  ...       79.43   2648.0      2637.0       SH
177  SH607  20250925   2636.0   2647.0  ...       55.42   2639.0      2631.0       SH
178  SH608  20250925   2650.0   2650.0  ...       15.89   2648.0      2652.0       SH
179  SH609  20250925   2678.0   2678.0  ...      152.05   2668.0      2665.0       SH
180  SM510  20250925   5818.0   5832.0  ...    37009.46   5732.0      5814.0       SM
181  SM511  20250925   5908.0   5938.0  ...   461939.29   5892.0      5898.0       SM
182  SM512  20250925   5880.0   5942.0  ...   229503.51   5910.0      5898.0       SM
183  SM601  20250925   5916.0   5954.0  ...   648883.48   5904.0      5910.0       SM
184  SM602  20250925   5928.0   5960.0  ...   189915.34   5902.0      5928.0       SM
185  SM603  20250925   5948.0   5956.0  ...      940.16   5932.0      5948.0       SM
186  SM604  20250925   5920.0   5962.0  ...      130.54   5934.0      5954.0       SM
187  SM605  20250925   5946.0   5988.0  ...    12387.44   5944.0      5946.0       SM
188  SM606  20250925   5928.0   5968.0  ...       41.50   5928.0      5966.0       SM
189  SM607  20250925   5932.0   5980.0  ...       38.60   5938.0      5978.0       SM
190  SM608  20250925      0.0      0.0  ...        0.00   5988.0      5960.0       SM
191  SM609  20250925   5952.0   6016.0  ...      394.92   5984.0      5976.0       SM
192  SR511  20250925   5542.0   5556.0  ...   197387.15   5533.0      5538.0       SR
193  SR601  20250925   5492.0   5518.0  ...  1170834.61   5497.0      5483.0       SR
194  SR603  20250925   5472.0   5498.0  ...     2998.31   5481.0      5457.0       SR
195  SR605  20250925   5468.0   5483.0  ...    67385.76   5463.0      5446.0       SR
196  SR607  20250925   5466.0   5483.0  ...     3340.88   5468.0      5452.0       SR
197  SR609  20250925   5477.0   5495.0  ...     2114.39   5478.0      5466.0       SR
198  TA510  20250925   4596.0   4654.0  ...    16455.61   4630.0      4558.0       TA
199  TA511  20250925   4608.0   4668.0  ...   326553.23   4638.0      4576.0       TA
200  TA512  20250925   4626.0   4678.0  ...   129291.73   4652.0      4588.0       TA
201  TA601  20250925   4640.0   4688.0  ...  1632322.69   4658.0      4598.0       TA
202  TA602  20250925   4654.0   4698.0  ...    24535.75   4672.0      4610.0       TA
203  TA603  20250925   4620.0   4706.0  ...      437.42   4630.0      4620.0       TA
204  TA604  20250925   4664.0   4712.0  ...       32.80   4686.0      4660.0       TA
205  TA605  20250925   4668.0   4722.0  ...    57245.87   4696.0      4640.0       TA
206  TA606  20250925   4684.0   4732.0  ...       16.45   4700.0      4626.0       TA
207  TA607  20250925   4716.0   4720.0  ...        7.08   4718.0      4662.0       TA
208  TA608  20250925      0.0      0.0  ...        0.00   4744.0      4690.0       TA
209  TA609  20250925   4700.0   4768.0  ...      170.82   4746.0      4694.0       TA
210  UR510  20250925   1570.0   1571.0  ...     1056.31   1567.0      1563.0       UR
211  UR511  20250925   1657.0   1657.0  ...    71609.71   1651.0      1649.0       UR
212  UR512  20250925   1665.0   1668.0  ...    15708.84   1664.0      1663.0       UR
213  UR601  20250925   1677.0   1679.0  ...   320987.42   1675.0      1672.0       UR
214  UR602  20250925   1684.0   1686.0  ...      390.24   1682.0      1681.0       UR
215  UR603  20250925   1725.0   1728.0  ...       37.97   1726.0      1724.0       UR
216  UR604  20250925   1725.0   1727.0  ...       24.16   1726.0      1726.0       UR
217  UR605  20250925   1730.0   1730.0  ...    13083.72   1727.0      1723.0       UR
218  UR606  20250925   1725.0   1730.0  ...      110.60   1728.0      1725.0       UR
219  UR607  20250925   1753.0   1758.0  ...       21.08   1757.0      1757.0       UR
220  UR608  20250925   1750.0   1750.0  ...       14.00   1750.0      1751.0       UR
221  UR609  20250925   1740.0   1749.0  ...      338.83   1747.0      1741.0       UR
222  WH511  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-25 18:26:23,576 - future_1d - INFO - ak.get_czce_daily('2025-09-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250925  ...   82080      79990      CU
1        1      CU2511  20250925  ...   82160      79990      CU
2        2      CU2512  20250925  ...   82110      79980      CU
3        3      CU2601  20250925  ...   82090      79970      CU
4        4      CU2602  20250925  ...   81970      79960      CU
5        5      CU2603  20250925  ...   82050      79950      CU
6        6      CU2604  20250925  ...   81900      79970      CU
7        7      CU2605  20250925  ...   82230      79910      CU
8        8      CU2606  20250925  ...   81760      79860      CU
9        9      CU2607  20250925  ...   81710      79840      CU
10      10      CU2608  20250925  ...   81680      79880      CU
11      11      CU2609  20250925  ...   81920      79890      CU
12      12      BC2510  20250925  ...   72920      70910      BC
13      13      BC2511  20250925  ...   73030      71060      BC
14      14      BC2512  20250925  ...   73180      71110      BC
15      15      BC2601  20250925  ...   73160      71300      BC
16      16      BC2602  20250925  ...   73100      71100      BC
17      17      BC2603  20250925  ...   73000      71210      BC
18      18      BC2604  20250925  ...   73000      71300      BC
19      19      BC2605  20250925  ...   72900      71300      BC
20      20      BC2606  20250925  ...   72900      71400      BC
21      21      BC2607  20250925  ...   72800      71400      BC
22      22      BC2608  20250925  ...   73000      71400      BC
23      23      BC2609  20250925  ...   73000      71550      BC
24      24      AL2510  20250925  ...   20765      20680      AL
25      25      AL2511  20250925  ...   20780      20685      AL
26      26      AL2512  20250925  ...   20780      20690      AL
27      27      AL2601  20250925  ...   20780      20695      AL
28      28      AL2602  20250925  ...   20785      20695      AL
29      29      AL2603  20250925  ...   20815      20725      AL
30      30      AL2604  20250925  ...   20830      20750      AL
31      31      AL2605  20250925  ...   20845      20755      AL
32      32      AL2606  20250925  ...   20850      20785      AL
33      33      AL2607  20250925  ...   20850      20780      AL
34      34      AL2608  20250925  ...   20860      20775      AL
35      35      AL2609  20250925  ...   20860      20775      AL
36      36      ZN2510  20250925  ...   21960      21905      ZN
37      37      ZN2511  20250925  ...   21965      21915      ZN
38      38      ZN2512  20250925  ...   21980      21915      ZN
39      39      ZN2601  20250925  ...   21995      21930      ZN
40      40      ZN2602  20250925  ...   22030      21955      ZN
41      41      ZN2603  20250925  ...   22040      21970      ZN
42      42      ZN2604  20250925  ...   22090      22010      ZN
43      43      ZN2605  20250925  ...   22160      22045      ZN
44      44      ZN2606  20250925  ...   22185      22080      ZN
45      45      ZN2607  20250925  ...   22095      22095      ZN
46      46      ZN2608  20250925  ...   22185      22115      ZN
47      47      ZN2609  20250925  ...   22195      22145      ZN
48      48      PB2510  20250925  ...   17070      17035      PB
49      49      PB2511  20250925  ...   17110      17075      PB
50      50      PB2512  20250925  ...   17125      17090      PB
51      51      PB2601  20250925  ...   17135      17085      PB
52      52      PB2602  20250925  ...   17090      17090      PB
53      53      PB2603  20250925  ...   17175      17125      PB
54      54      PB2604  20250925  ...   17215      17215      PB
55      55      PB2605  20250925  ...   17170      17140      PB
56      56      PB2606  20250925  ...   17190      17160      PB
57      57      PB2607  20250925  ...   17175      17175      PB
58      58      PB2608  20250925  ...   17210      17140      PB
59      59      PB2609  20250925  ...   17230      17185      PB
60      60      NI2510  20250925  ...  122390     121450      NI
61      61      NI2511  20250925  ...  122730     121680      NI
62      62      NI2512  20250925  ...  122960     121810      NI
63      63      NI2601  20250925  ...  123080     122020      NI
64      64      NI2602  20250925  ...  123580     122250      NI
65      65      NI2603  20250925  ...  123430     122510      NI
66      66      NI2604  20250925  ...  123660     122640      NI
67      67      NI2605  20250925  ...  123980     122920      NI
68      68      NI2606  20250925  ...  123830     123050      NI
69      69      NI2607  20250925  ...  124190     123340      NI
70      70      NI2608  20250925  ...  125100     123750      NI
71      71      NI2609  20250925  ...  125630     124090      NI
72      72      SN2510  20250925  ...  273150     271570      SN
73      73      SN2511  20250925  ...  273490     271840      SN
74      74      SN2512  20250925  ...  273700     272030      SN
75      75      SN2601  20250925  ...  273840     272140      SN
76      76      SN2602  20250925  ...  273860     272100      SN
77      77      SN2603  20250925  ...  274180     272640      SN
78      78      SN2604  20250925  ...  274410     272870      SN
79      79      SN2605  20250925  ...  274840     273140      SN
80      80      SN2606  20250925  ...  274920     273310      SN
81      81      SN2607  20250925  ...  274910     273200      SN
82      82      SN2608  20250925  ...  275220     273380      SN
83      83      SN2609  20250925  ...  276240     273670      SN
84      84      AO2510  20250925  ...    2875       2858      AO
85      85      AO2511  20250925  ...    2897       2871      AO
86      86      AO2512  20250925  ...    2912       2882      AO
87      87      AO2601  20250925  ...    2927       2894      AO
88      88      AO2602  20250925  ...    2936       2906      AO
89      89      AO2603  20250925  ...    3003       2975      AO
90      90      AO2604  20250925  ...    3007       2980      AO
91      91      AO2605  20250925  ...    3016       2986      AO
92      92      AO2606  20250925  ...    3023       2993      AO
93      93      AO2607  20250925  ...    3032       2996      AO
94      94      AO2608  20250925  ...    3036       3007      AO
95      95      AO2609  20250925  ...    3045       3020      AO
96      96      AD2511  20250925  ...   20360      20320      AD
97      97      AD2512  20250925  ...   20405      20315      AD
98      98      AD2601  20250925  ...   20410      20320      AD
99      99      AD2602  20250925  ...   20440      20320      AD
100    100      AD2603  20250925  ...   20300      20300      AD
101    101      AD2604  20250925  ...   20320      20320      AD
102    102      AD2605  20250925  ...   20320      20320      AD
103    103      AD2606  20250925  ...   20385      20305      AD
104    104      AD2607  20250925  ...   20510      20510      AD
105    105      AD2608  20250925  ...   20515      20515      AD
106    106      AD2609  20250925  ...   20335      20335      AD
107    107      AU2510  20250925  ...  853.14     854.98      AU
108    108      AU2511  20250925  ...  854.06     856.34      AU
109    109      AU2512  20250925  ...  855.96      858.6      AU
110    110      AU2602  20250925  ...   858.8     860.92      AU
111    111      AU2604  20250925  ...  860.04     863.22      AU
112    112      AU2606  20250925  ...  863.34     865.94      AU
113    113      AU2608  20250925  ...  865.28     869.22      AU
114    114      AU2610  20250925  ...  869.38     872.52      AU
115    115      AG2510  20250925  ...   10358      10356      AG
116    116      AG2511  20250925  ...   10374      10388      AG
117    117      AG2512  20250925  ...   10396      10403      AG
118    118      AG2601  20250925  ...   10407      10415      AG
119    119      AG2602  20250925  ...   10420      10423      AG
120    120      AG2603  20250925  ...   10441      10438      AG
121    121      AG2604  20250925  ...   10454      10454      AG
122    122      AG2605  20250925  ...   10463      10468      AG
123    123      AG2606  20250925  ...   10478      10479      AG
124    124      AG2607  20250925  ...   10491      10496      AG
125    125      AG2608  20250925  ...   10504      10509      AG
126    126      AG2609  20250925  ...   10512      10514      AG
127    127      RB2510  20250925  ...    3072       3066      RB
128    128      RB2511  20250925  ...    3087       3082      RB
129    129      RB2512  20250925  ...    3144       3136      RB
130    130      RB2601  20250925  ...    3164       3157      RB
131    131      RB2602  20250925  ...    3165       3159      RB
132    132      RB2603  20250925  ...    3183       3175      RB
133    133      RB2604  20250925  ...    3204       3193      RB
134    134      RB2605  20250925  ...    3223       3217      RB
135    135      RB2606  20250925  ...    3238       3235      RB
136    136      RB2607  20250925  ...    3247       3246      RB
137    137      RB2608  20250925  ...    3248       3241      RB
138    138      RB2609  20250925  ...    3255       3244      RB
139    139      WR2510  20250925  ...    3233       3233      WR
140    140      WR2511  20250925  ...    3330       3343      WR
141    141      WR2512  20250925  ...    3324       3324      WR
142    142      WR2601  20250925  ...    3339       3349      WR
143    143      WR2602  20250925  ...    3353       3339      WR
144    144      WR2603  20250925  ...    3399       3399      WR
145    145      WR2604  20250925  ...    3389       3389      WR
146    146      WR2605  20250925  ...    3413       3414      WR
147    147      WR2606  20250925  ...    3372       3372      WR
148    148      WR2607  20250925  ...    3390       3390      WR
149    149      WR2608  20250925  ...    3371       3371      WR
150    150      WR2609  20250925  ...    3418       3418      WR
151    151      HC2510  20250925  ...    3415       3401      HC
152    152      HC2511  20250925  ...    3391       3380      HC
153    153      HC2512  20250925  ...    3378       3368      HC
154    154      HC2601  20250925  ...    3354       3350      HC
155    155      HC2602  20250925  ...    3353       3346      HC
156    156      HC2603  20250925  ...    3357       3351      HC
157    157      HC2604  20250925  ...    3358       3349      HC
158    158      HC2605  20250925  ...    3364       3358      HC
159    159      HC2606  20250925  ...    3360       3362      HC
160    160      HC2607  20250925  ...    3376       3369      HC
161    161      HC2608  20250925  ...    3371       3371      HC
162    162      HC2609  20250925  ...    3383       3383      HC
163    163      SS2510  20250925  ...   12800      12790      SS
164    164      SS2511  20250925  ...   12915      12905      SS
165    165      SS2512  20250925  ...   12960      12945      SS
166    166      SS2601  20250925  ...   13020      13005      SS
167    167      SS2602  20250925  ...   13070      13040      SS
168    168      SS2603  20250925  ...   13175      13125      SS
169    169      SS2604  20250925  ...   13215      13180      SS
170    170      SS2605  20250925  ...   13295      13260      SS
171    171      SS2606  20250925  ...   13340      13305      SS
172    172      SS2607  20250925  ...   13410      13395      SS
173    173      SS2608  20250925  ...   13465      13420      SS
174    174      SS2609  20250925  ...   13535      13485      SS
175    175      SC2510  20250925  ...   489.3      479.3      SC
176    176      SC2511  20250925  ...   488.9      482.3      SC
177    177      SC2512  20250925  ...   489.8      482.8      SC
178    178      SC2601  20250925  ...   489.8      482.7      SC
179    179      SC2602  20250925  ...   488.9      482.1      SC
180    180      SC2603  20250925  ...   488.3      481.8      SC
181    181      SC2604  20250925  ...     488      482.5      SC
182    182      SC2605  20250925  ...   486.8      480.8      SC
183    183      SC2606  20250925  ...   486.3        480      SC
184    184      SC2607  20250925  ...   487.3        480      SC
185    185      SC2608  20250925  ...   485.8      478.1      SC
186    186      SC2609  20250925  ...   482.7      477.8      SC
187    187      SC2612  20250925  ...   473.5        472      SC
188    188      SC2703  20250925  ...   478.3      473.1      SC
189    189      SC2706  20250925  ...     476      469.2      SC
190    190      SC2709  20250925  ...     477        470      SC
191    191      SC2712  20250925  ...   477.8      469.1      SC
192    192      SC2803  20250925  ...     476        468      SC
193    193      SC2806  20250925  ...   473.2      465.8      SC
194    194      SC2809  20250925  ...   472.1      464.2      SC
195    195      LU2510  20250925  ...    3366       3366      LU
196    196      LU2511  20250925  ...    3435       3397      LU
197    197      LU2512  20250925  ...    3430       3385      LU
198    198      LU2601  20250925  ...    3418       3377      LU
199    199      LU2602  20250925  ...    3400       3362      LU
200    200      LU2603  20250925  ...    3398       3358      LU
201    201      LU2604  20250925  ...    3395       3356      LU
202    202      LU2605  20250925  ...    3390       3356      LU
203    203      LU2606  20250925  ...    3393       3347      LU
204    204      LU2607  20250925  ...    3377       3344      LU
205    205      LU2608  20250925  ...    3366       3334      LU
206    206      LU2609  20250925  ...    3346       3320      LU
207    207      FU2510  20250925  ...    2933       2879      FU
208    208      FU2511  20250925  ...    2948       2888      FU
209    209      FU2512  20250925  ...    2905       2867      FU
210    210      FU2601  20250925  ...    2883       2850      FU
211    211      FU2602  20250925  ...    2865       2837      FU
212    212      FU2603  20250925  ...    2853       2822      FU
213    213      FU2604  20250925  ...    2840       2808      FU
214    214      FU2605  20250925  ...    2827       2800      FU
215    215      FU2606  20250925  ...    2811       2782      FU
216    216      FU2607  20250925  ...    2784       2753      FU
217    217      FU2608  20250925  ...    2758       2728      FU
218    218      FU2609  20250925  ...    2737       2719      FU
219    219      BU2510  20250925  ...    3444       3413      BU
220    220      BU2511  20250925  ...    3426       3396      BU
221    221      BU2512  20250925  ...    3373       3346      BU
222    222      BU2601  20250925  ...    3341       3314      BU
223    223      BU2602  20250925  ...    3348       3318      BU
224    224      BU2603  20250925  ...    3361       3335      BU
225    225      BU2604  20250925  ...    3337       3312      BU
226    226      BU2605  20250925  ...    3365       3332      BU
227    227      BU2606  20250925  ...    3362       3333      BU
228    228      BU2607  20250925  ...    3365       3327      BU
229    229      BU2608  20250925  ...    3344       3323      BU
230    230      BU2609  20250925  ...    3352       3333      BU
231    231      BU2612  20250925  ...    3319       3300      BU
232    232      BU2703  20250925  ...    3329       3281      BU
233    233      BU2706  20250925  ...    3327       3312      BU
234    234      BU2709  20250925  ...    3333       3320      BU
235    235      BR2510  20250925  ...   11560      11595      BR
236    236      BR2511  20250925  ...   11555      11545      BR
237    237      BR2512  20250925  ...   11555      11535      BR
238    238      BR2601  20250925  ...   11545      11525      BR
239    239      BR2602  20250925  ...   11555      11545      BR
240    240      BR2603  20250925  ...   11595      11605      BR
241    241      BR2604  20250925  ...   11640      11640      BR
242    242      BR2605  20250925  ...   11615      11580      BR
243    243      BR2606  20250925  ...   11620      11620      BR
244    244      BR2607  20250925  ...   11745      11680      BR
245    245      BR2608  20250925  ...   11745      11745      BR
246    246      BR2609  20250925  ...   11750      11750      BR
247    247      RU2510  20250925  ...   14680      14740      RU
248    248      RU2511  20250925  ...   14705      14715      RU
249    249      RU2601  20250925  ...   15630      15605      RU
250    250      RU2603  20250925  ...   15625      15590      RU
251    251      RU2604  20250925  ...   15625      15570      RU
252    252      RU2605  20250925  ...   15575      15545      RU
253    253      RU2606  20250925  ...   15635      15585      RU
254    254      RU2607  20250925  ...   15580      15600      RU
255    255      RU2608  20250925  ...   15625      15685      RU
256    256      RU2609  20250925  ...   15550      15600      RU
257    257      NR2510  20250925  ...   12440      12415      NR
258    258      NR2511  20250925  ...   12485      12455      NR
259    259      NR2512  20250925  ...   12500      12465      NR
260    260      NR2601  20250925  ...   12525      12490      NR
261    261      NR2602  20250925  ...   12520      12490      NR
262    262      NR2603  20250925  ...   12530      12510      NR
263    263      NR2604  20250925  ...   12565      12530      NR
264    264      NR2605  20250925  ...   12575      12600      NR
265    265      NR2606  20250925  ...   12600      12495      NR
266    266      NR2607  20250925  ...   12650      12650      NR
267    267      NR2608  20250925  ...   12685      12685      NR
268    268      NR2609  20250925  ...   12510      12510      NR
269    269      SP2510  20250925  ...    5018       4984      SP
270    270      SP2511  20250925  ...    5050       5010      SP
271    271      SP2512  20250925  ...    5068       5026      SP
272    272      SP2601  20250925  ...    5304       5268      SP
273    273      SP2602  20250925  ...    5292       5258      SP
274    274      SP2603  20250925  ...    5310       5272      SP
275    275      SP2604  20250925  ...    5318       5282      SP
276    276      SP2605  20250925  ...    5318       5286      SP
277    277      SP2606  20250925  ...    5324       5282      SP
278    278      SP2607  20250925  ...    5320       5268      SP
279    279      SP2608  20250925  ...    5326       5292      SP
280    280      SP2609  20250925  ...    5328       5280      SP
281    281      OP2601  20250925  ...    4238       4230      OP
282    282      OP2602  20250925  ...    4228       4228      OP
283    283      OP2603  20250925  ...    4266       4246      OP
284    284      OP2604  20250925  ...    4262       4262      OP
285    285      OP2605  20250925  ...    4266       4266      OP
286    286      OP2606  20250925  ...    4236       4242      OP
287    287      OP2607  20250925  ...    4238       4238      OP
288    288      OP2608  20250925  ...    4240       4238      OP
289    289      OP2609  20250925  ...    4336       4338      OP
290    290      EC2510  20250925  ...  1160.6       1128      EC
291    291      EC2512  20250925  ...  1746.6     1678.9      EC
292    292      EC2602  20250925  ...  1647.8     1572.8      EC
293    293      EC2604  20250925  ...  1276.4     1257.3      EC
294    294      EC2606  20250925  ...  1467.5     1436.5      EC
295    295      EC2608  20250925  ...  1619.8     1591.5      EC
296    298  SC_TAS2511  20250925  ...                     SC_TAS
297    299  SC_TAS2512  20250925  ...                     SC_TAS
298    300  SC_TAS2601  20250925  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-25 18:26:23,678 - future_1d - INFO - ak.get_shfe_daily('2025-09-25') done
2025-09-25 18:26:25,447 - future_1d - INFO - save future_daily 2025-09-25 completed