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144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-19 18:25:54,987 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
2025-09-19 18:25:56,742 - future_1d - INFO - save future_daily 2025-09-17 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250918   497.9  ...   495.5      498.4      SC
1       SC2511  20250918   498.3  ...   496.3      499.8      SC
2       SC2512  20250918     496  ...   493.5      496.8      SC
3       SC2601  20250918   492.8  ...   491.9      494.7      SC
4       SC2602  20250918   489.7  ...   490.4      492.1      SC
5       SC2603  20250918     488  ...   489.8      491.8      SC
6       SC2604  20250918   490.3  ...     488      490.3      SC
7       SC2605  20250918     490  ...   487.2      490.5      SC
8       SC2606  20250918   489.4  ...     487      489.4      SC
9       SC2607  20250918   488.6  ...   485.2      488.3      SC
10      SC2608  20250918   486.4  ...   483.9      487.5      SC
11      SC2609  20250918   485.2  ...   483.8        484      SC
12      SC2612  20250918   482.3  ...   482.5        481      SC
13      SC2703  20250918          ...   475.1      475.1      SC
14      SC2706  20250918          ...   476.8      476.8      SC
15      SC2709  20250918          ...   473.2      473.2      SC
16      SC2712  20250918   476.8  ...   474.1      473.7      SC
17      SC2803  20250918   471.2  ...   471.2      473.6      SC
18      SC2806  20250918   472.5  ...   472.5        473      SC
19      SC2809  20250918   470.1  ...   465.7        469      SC
21      LU2510  20250918    3434  ...    3418       3422      LU
22      LU2511  20250918    3438  ...    3428       3447      LU
23      LU2512  20250918    3424  ...    3410       3429      LU
24      LU2601  20250918    3420  ...    3403       3421      LU
25      LU2602  20250918    3395  ...    3389       3410      LU
26      LU2603  20250918    3369  ...    3378       3387      LU
27      LU2604  20250918    3365  ...    3365       3389      LU
28      LU2605  20250918    3380  ...    3374       3388      LU
29      LU2606  20250918    3355  ...    3360       3399      LU
30      LU2607  20250918    3359  ...    3358       3379      LU
31      LU2608  20250918    3354  ...    3346       3378      LU
32      LU2609  20250918    3336  ...    3325       3360      LU
34      NR2510  20250918   12540  ...   12305      12570      NR
35      NR2511  20250918   12550  ...   12330      12595      NR
36      NR2512  20250918   12600  ...   12355      12630      NR
37      NR2601  20250918   12645  ...   12400      12660      NR
38      NR2602  20250918   12640  ...   12455      12650      NR
39      NR2603  20250918   12610  ...   12435      12635      NR
40      NR2604  20250918   12585  ...   12405      12665      NR
41      NR2605  20250918   12555  ...   12455      12670      NR
42      NR2606  20250918   12440  ...   12440      12635      NR
43      NR2607  20250918          ...   12655      12655      NR
44      NR2608  20250918          ...   12685      12685      NR
45      NR2609  20250918   12585  ...   12510      12685      NR
47      BC2510  20250918   70980  ...   70760      71650      BC
48      BC2511  20250918   71010  ...   70820      71640      BC
49      BC2512  20250918          ...   71670      71670      BC
50      BC2601  20250918          ...   71000      72000      BC
51      BC2602  20250918          ...   71100      71650      BC
52      BC2603  20250918          ...   71200      71950      BC
53      BC2604  20250918          ...   71300      71550      BC
54      BC2605  20250918          ...   71300      71550      BC
55      BC2606  20250918          ...   71400      71500      BC
56      BC2607  20250918          ...   71400      71560      BC
57      BC2608  20250918          ...   71400      71550      BC
58      BC2609  20250918          ...   71550      71550      BC
60      EC2510  20250918    1110  ...  1117.6     1129.4      EC
61      EC2512  20250918    1680  ...    1663     1665.3      EC
62      EC2602  20250918  1574.4  ...  1564.7     1572.8      EC
63      EC2604  20250918    1294  ...  1271.7     1278.3      EC
64      EC2606  20250918  1473.7  ...  1456.6     1460.7      EC
65      EC2608  20250918    1635  ...  1615.3     1618.6      EC
68  SC_TAS2510  20250918          ...                     SC_TAS
69  SC_TAS2511  20250918          ...                     SC_TAS
70  SC_TAS2512  20250918          ...                     SC_TAS
71  SC_TAS2601  20250918          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-19 18:26:02,334 - future_1d - INFO - ak.get_ine_daily('2025-09-18') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250918  53405.0  ...  53200.0     53465.0       PS
1   PS2511  20250918  53200.0  ...  53160.0     53465.0       PS
2   PS2512  20250918  56000.0  ...  55775.0     56115.0       PS
3   PS2601  20250918  55985.0  ...  55590.0     56020.0       PS
4   PS2602  20250918  55930.0  ...  55695.0     56125.0       PS
5   PS2603  20250918  55955.0  ...  55635.0     56150.0       PS
6   PS2604  20250918  55955.0  ...  55870.0     56195.0       PS
7   PS2605  20250918  56075.0  ...  55705.0     56225.0       PS
8   PS2606  20250918  58385.0  ...  58010.0     58570.0       PS
9   PS2607  20250918  58375.0  ...  57890.0     58665.0       PS
10  PS2608  20250918  58810.0  ...  57885.0     58725.0       PS
11  PS2609  20250918  58530.0  ...  57975.0     58695.0       PS
13  SI2510  20250918   8910.0  ...   8940.0      8910.0       SI
14  SI2511  20250918   8920.0  ...   8980.0      8925.0       SI
15  SI2512  20250918   9290.0  ...   9355.0      9305.0       SI
16  SI2601  20250918   9335.0  ...   9355.0      9305.0       SI
17  SI2602  20250918   9325.0  ...   9350.0      9320.0       SI
18  SI2603  20250918   9340.0  ...   9360.0      9340.0       SI
19  SI2604  20250918   9630.0  ...   9385.0      9325.0       SI
20  SI2605  20250918   9365.0  ...   9390.0      9350.0       SI
21  SI2606  20250918   9340.0  ...   9425.0      9335.0       SI
22  SI2607  20250918   9350.0  ...   9385.0      9355.0       SI
23  SI2608  20250918   9385.0  ...   9410.0      9360.0       SI
24  SI2609  20250918   9330.0  ...   9390.0      9370.0       SI
27  LC2510  20250918  73280.0  ...  72620.0     73280.0       LC
28  LC2511  20250918  73120.0  ...  72780.0     73420.0       LC
29  LC2512  20250918  73140.0  ...  72840.0     73560.0       LC
30  LC2601  20250918  73480.0  ...  72840.0     73560.0       LC
31  LC2602  20250918  73120.0  ...  72580.0     73440.0       LC
32  LC2603  20250918  73300.0  ...  72780.0     73480.0       LC
33  LC2604  20250918  73980.0  ...  73520.0     74080.0       LC
34  LC2605  20250918  74220.0  ...  73420.0     74120.0       LC
35  LC2606  20250918  74040.0  ...  73260.0     73860.0       LC
36  LC2607  20250918  74000.0  ...  73160.0     73760.0       LC
37  LC2608  20250918  74100.0  ...  73060.0     73620.0       LC
38  LC2609  20250918  75060.0  ...  72980.0     73780.0       LC

[36 rows x 12 columns]
2025-09-19 18:26:02,498 - future_1d - INFO - ak.get_gfex_daily('2025-09-18') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250918  7238.200  ...  7164.600    7244.200       IC
1   IC2510  20250918  7186.000  ...  7090.800    7186.400       IC
2   IC2512  20250918  7073.000  ...  6960.200    7068.600       IC
3   IC2603  20250918  6922.800  ...  6793.600    6904.600       IC
4   IF2509  20250918  4545.000  ...  4483.400    4548.400       IF
5   IF2510  20250918  4537.400  ...  4470.200    4538.200       IF
6   IF2512  20250918  4512.000  ...  4440.000    4514.600       IF
7   IF2603  20250918  4490.800  ...  4416.400    4488.200       IF
8   IH2509  20250918  2965.600  ...  2907.800    2953.600       IH
9   IH2510  20250918  2958.600  ...  2904.200    2952.000       IH
10  IH2512  20250918  2960.800  ...  2903.400    2952.800       IH
11  IH2603  20250918  2962.000  ...  2906.000    2956.200       IH
12  IM2509  20250918  7520.000  ...  7449.200    7544.200       IM
13  IM2510  20250918  7470.600  ...  7366.800    7477.800       IM
14  IM2512  20250918  7313.800  ...  7206.200    7324.000       IM
15  IM2603  20250918  7133.600  ...  7001.800    7119.600       IM
16   T2512  20250918   108.065  ...   108.065     108.135        T
17   T2603  20250918   107.780  ...   107.735     107.845        T
18   T2606  20250918   107.610  ...   107.565     107.670        T
19  TF2512  20250918   105.840  ...   105.815     105.870       TF
20  TF2603  20250918   105.715  ...   105.685     105.730       TF
21  TF2606  20250918   105.635  ...   105.590     105.645       TF
22  TL2512  20250918   115.700  ...   115.680     115.820       TL
23  TL2603  20250918   115.360  ...   115.360     115.490       TL
24  TL2606  20250918   115.240  ...   115.310     115.420       TL
25  TS2512  20250918   102.438  ...   102.414     102.450       TS
26  TS2603  20250918   102.352  ...   102.340     102.366       TS
27  TS2606  20250918   102.310  ...   102.302     102.324       TS

[28 rows x 12 columns]
2025-09-19 18:26:02,792 - future_1d - INFO - ak.get_cffex_daily('2025-09-18') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250918   8404.0   8455.0  ...    32883.69   8427.0      8408.0       AP
1    AP511  20250918   8216.0   8254.0  ...     2697.90   8227.0      8196.0       AP
2    AP512  20250918   8171.0   8238.0  ...      369.66   8215.0      8175.0       AP
3    AP601  20250918   8260.0   8324.0  ...   381468.68   8286.0      8252.0       AP
4    AP603  20250918   8086.0   8197.0  ...      450.19   8185.0      8151.0       AP
5    AP604  20250918   8107.0   8189.0  ...      106.28   8176.0      8144.0       AP
6    AP605  20250918   8206.0   8262.0  ...     2330.93   8237.0      8206.0       AP
7    CF511  20250918  13775.0  13790.0  ...   287741.64  13710.0     13780.0       CF
8    CF601  20250918  13900.0  13925.0  ...  1751429.51  13835.0     13915.0       CF
9    CF603  20250918  13850.0  13880.0  ...     1566.35  13800.0     13880.0       CF
10   CF605  20250918  13850.0  13885.0  ...   162867.13  13795.0     13875.0       CF
11   CF607  20250918  13890.0  13900.0  ...     1305.99  13820.0     13900.0       CF
12   CF609  20250918  14040.0  14045.0  ...      420.01  14000.0     14020.0       CF
13   CJ512  20250918  10805.0  10825.0  ...     4662.21  10670.0     10780.0       CJ
14   CJ601  20250918  10795.0  10845.0  ...   674660.94  10720.0     10800.0       CJ
15   CJ603  20250918  10855.0  10865.0  ...    15413.58  10735.0     10820.0       CJ
16   CJ605  20250918  10895.0  10955.0  ...   137640.13  10810.0     10915.0       CJ
17   CJ607  20250918  11050.0  11085.0  ...     5259.50  10935.0     11040.0       CJ
18   CJ609  20250918  11200.0  11210.0  ...      696.20  11050.0     11195.0       CJ
19   CY510  20250918      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250918  19995.0  20005.0  ...   109011.48  19880.0     19975.0       CY
21   CY512  20250918      0.0      0.0  ...        0.00  19710.0     19720.0       CY
22   CY601  20250918  19850.0  19980.0  ...     3418.93  19875.0     19970.0       CY
23   CY602  20250918  19810.0  19810.0  ...        9.91  19810.0     20090.0       CY
24   CY603  20250918      0.0      0.0  ...        0.00  20170.0     20170.0       CY
25   CY604  20250918      0.0      0.0  ...        0.00  19995.0     20030.0       CY
26   CY605  20250918      0.0      0.0  ...        0.00  20025.0     20135.0       CY
27   CY606  20250918      0.0      0.0  ...        0.00  19990.0     20010.0       CY
28   CY607  20250918      0.0      0.0  ...        0.00  20290.0     20300.0       CY
29   CY608  20250918      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250918      0.0      0.0  ...        0.00  20305.0     20365.0       CY
31   FG510  20250918   1100.0   1110.0  ...    10745.50   1096.0      1109.0       FG
32   FG511  20250918   1108.0   1113.0  ...   156092.29   1095.0      1112.0       FG
33   FG512  20250918   1226.0   1236.0  ...    89127.26   1215.0      1233.0       FG
34   FG601  20250918   1232.0   1238.0  ...  4233727.55   1219.0      1235.0       FG
35   FG602  20250918   1287.0   1290.0  ...    39262.30   1271.0      1283.0       FG
36   FG603  20250918   1289.0   1293.0  ...     2328.38   1277.0      1287.0       FG
37   FG604  20250918   1341.0   1345.0  ...     1174.93   1332.0      1340.0       FG
38   FG605  20250918   1337.0   1347.0  ...   115814.20   1333.0      1339.0       FG
39   FG606  20250918   1372.0   1373.0  ...     1035.67   1363.0      1367.0       FG
40   FG607  20250918   1365.0   1368.0  ...     1986.01   1358.0      1361.0       FG
41   FG608  20250918   1397.0   1397.0  ...     1471.15   1388.0      1387.0       FG
42   FG609  20250918   1394.0   1398.0  ...     3834.29   1390.0      1391.0       FG
43   JR511  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250918      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250918      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250918   2285.0   2288.0  ...     6458.23   2266.0      2290.0       MA
52   MA511  20250918   2309.0   2312.0  ...   146848.25   2291.0      2315.0       MA
53   MA512  20250918   2354.0   2354.0  ...    97591.61   2334.0      2356.0       MA
54   MA601  20250918   2376.0   2376.0  ...  1402531.94   2356.0      2380.0       MA
55   MA602  20250918   2397.0   2398.0  ...    38398.34   2377.0      2401.0       MA
56   MA603  20250918   2409.0   2409.0  ...      825.11   2392.0      2416.0       MA
57   MA604  20250918   2408.0   2411.0  ...       24.06   2406.0      2416.0       MA
58   MA605  20250918   2396.0   2399.0  ...    97740.83   2389.0      2401.0       MA
59   MA606  20250918   2400.0   2402.0  ...       28.75   2396.0      2407.0       MA
60   MA607  20250918   2381.0   2384.0  ...       30.93   2379.0      2389.0       MA
61   MA608  20250918   2386.0   2386.0  ...        2.39   2386.0      2383.0       MA
62   MA609  20250918   2373.0   2373.0  ...     2916.26   2367.0      2372.0       MA
63   OI511  20250918  10155.0  10176.0  ...   546559.31  10129.0     10217.0       OI
64   OI601  20250918   9991.0  10010.0  ...  2660233.71   9966.0     10055.0       OI
65   OI603  20250918   9756.0   9771.0  ...     3058.76   9741.0      9801.0       OI
66   OI605  20250918   9533.0   9541.0  ...   138039.59   9501.0      9572.0       OI
67   OI607  20250918   9470.0   9512.0  ...      937.47   9469.0      9517.0       OI
68   OI609  20250918   9457.0   9483.0  ...     1039.02   9446.0      9481.0       OI
69   PF510  20250918   6414.0   6452.0  ...    12767.35   6404.0      6392.0       PF
70   PF511  20250918   6406.0   6452.0  ...   884407.61   6406.0      6382.0       PF
71   PF512  20250918   6388.0   6426.0  ...   496371.15   6378.0      6362.0       PF
72   PF601  20250918   6418.0   6462.0  ...    59587.85   6420.0      6408.0       PF
73   PF602  20250918   6432.0   6466.0  ...   106013.77   6414.0      6410.0       PF
74   PF603  20250918   6428.0   6478.0  ...      209.81   6456.0      6412.0       PF
75   PF604  20250918   6464.0   6500.0  ...      188.24   6492.0      6438.0       PF
76   PF605  20250918   6486.0   6530.0  ...      143.14   6506.0      6470.0       PF
77   PF606  20250918   6502.0   6542.0  ...       29.32   6516.0      6480.0       PF
78   PF607  20250918   6522.0   6564.0  ...       26.17   6542.0      6504.0       PF
79   PF608  20250918   6576.0   6576.0  ...       13.13   6566.0      6524.0       PF
80   PF609  20250918   6560.0   6560.0  ...        6.55   6554.0      6580.0       PF
81   PK510  20250918   7818.0   7862.0  ...     6038.10   7842.0      7818.0       PK
82   PK511  20250918   7822.0   7872.0  ...   376133.40   7844.0      7810.0       PK
83   PK512  20250918   7842.0   7872.0  ...   127558.71   7846.0      7824.0       PK
84   PK601  20250918   7826.0   7844.0  ...    30568.69   7834.0      7830.0       PK
85   PK603  20250918   7850.0   7858.0  ...       74.61   7854.0      7850.0       PK
86   PK604  20250918   7868.0   7870.0  ...       23.59   7864.0      7862.0       PK
87   PK605  20250918   7864.0   7878.0  ...     2660.28   7872.0      7870.0       PK
88   PL601  20250918   6466.0   6474.0  ...    67376.72   6443.0      6449.0       PL
89   PL602  20250918   6480.0   6501.0  ...     1967.11   6471.0      6477.0       PL
90   PL603  20250918   6495.0   6515.0  ...       39.01   6502.0      6499.0       PL
91   PL604  20250918      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250918      0.0      0.0  ...        0.00   6419.0      6428.0       PL
93   PL606  20250918      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250918      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250918      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250918      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250918   5880.0   5912.0  ...     2120.51   5866.0      5870.0       PR
104  PR511  20250918   5860.0   5906.0  ...   815102.13   5878.0      5856.0       PR
105  PR512  20250918   5874.0   5908.0  ...   723632.37   5884.0      5858.0       PR
106  PR601  20250918   5862.0   5904.0  ...   112287.43   5866.0      5856.0       PR
107  PR602  20250918   5896.0   5928.0  ...     4506.64   5892.0      5886.0       PR
108  PR603  20250918   5916.0   5930.0  ...      292.30   5906.0      5906.0       PR
109  PR604  20250918   5928.0   5928.0  ...       17.77   5924.0      5930.0       PR
110  PR605  20250918   5960.0   5978.0  ...       35.75   5960.0      5924.0       PR
111  PR606  20250918      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250918      0.0      0.0  ...        0.00   5952.0      5962.0       PR
113  PR608  20250918      0.0      0.0  ...        0.00   5958.0      5966.0       PR
114  PR609  20250918      0.0      0.0  ...        0.00   5932.0      5932.0       PR
115  PX510  20250918   6788.0   6874.0  ...     1735.79   6754.0      6796.0       PX
116  PX511  20250918   6770.0   6850.0  ...   907304.33   6764.0      6782.0       PX
117  PX512  20250918   6750.0   6824.0  ...   315247.99   6748.0      6760.0       PX
118  PX601  20250918   6738.0   6798.0  ...   203714.10   6728.0      6732.0       PX
119  PX602  20250918   6724.0   6790.0  ...    22280.11   6720.0      6722.0       PX
120  PX603  20250918   6732.0   6732.0  ...        6.72   6718.0      6742.0       PX
121  PX604  20250918   6716.0   6720.0  ...        6.72   6718.0      6742.0       PX
122  PX605  20250918   6728.0   6780.0  ...     1110.31   6710.0      6728.0       PX
123  PX606  20250918      0.0      0.0  ...        0.00   6686.0      6718.0       PX
124  PX607  20250918   6736.0   6814.0  ...       87.54   6734.0      6736.0       PX
125  PX608  20250918   6694.0   6694.0  ...        3.35   6694.0      6748.0       PX
126  PX609  20250918   6770.0   6770.0  ...       16.81   6724.0      6750.0       PX
127  RI511  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250918      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250918   2490.0   2522.0  ...    29211.27   2500.0      2499.0       RM
134  RM601  20250918   2462.0   2487.0  ...   751591.08   2469.0      2485.0       RM
135  RM603  20250918   2384.0   2394.0  ...    16015.45   2378.0      2392.0       RM
136  RM605  20250918   2364.0   2374.0  ...   106627.58   2362.0      2377.0       RM
137  RM607  20250918   2354.0   2364.0  ...     7553.95   2353.0      2375.0       RM
138  RM608  20250918   2463.0   2463.0  ...      203.96   2457.0      2472.0       RM
139  RM609  20250918   2443.0   2449.0  ...     1717.99   2440.0      2466.0       RM
140  RS511  20250918   5280.0   5299.0  ...       58.03   5276.0      5295.0       RS
141  RS607  20250918   5563.0   5563.0  ...       22.23   5558.0      5548.0       RS
142  RS608  20250918   5539.0   5572.0  ...       77.81   5558.0      5560.0       RS
143  RS609  20250918      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250918   1252.0   1253.0  ...    13273.58   1227.0      1246.0       SA
145  SA511  20250918   1254.0   1265.0  ...   631576.40   1239.0      1258.0       SA
146  SA512  20250918   1322.0   1330.0  ...   256567.90   1303.0      1321.0       SA
147  SA601  20250918   1334.0   1342.0  ...  3940997.80   1317.0      1333.0       SA
148  SA602  20250918   1367.0   1372.0  ...   355908.90   1351.0      1362.0       SA
149  SA603  20250918   1370.0   1378.0  ...     5880.17   1352.0      1370.0       SA
150  SA604  20250918   1414.0   1417.0  ...     1771.09   1397.0      1411.0       SA
151  SA605  20250918   1414.0   1424.0  ...   125919.59   1405.0      1415.0       SA
152  SA606  20250918   1431.0   1433.0  ...     1787.90   1414.0      1425.0       SA
153  SA607  20250918   1428.0   1432.0  ...     3379.94   1415.0      1424.0       SA
154  SA608  20250918   1451.0   1451.0  ...     2731.40   1438.0      1443.0       SA
155  SA609  20250918   1451.0   1457.0  ...     4601.14   1446.0      1448.0       SA
156  SF510  20250918   5564.0   5660.0  ...    11038.72   5602.0      5544.0       SF
157  SF511  20250918   5746.0   5856.0  ...   924236.30   5780.0      5726.0       SF
158  SF512  20250918   5720.0   5828.0  ...   170068.38   5752.0      5700.0       SF
159  SF601  20250918   5720.0   5824.0  ...   312152.99   5760.0      5704.0       SF
160  SF602  20250918   5688.0   5782.0  ...    52658.98   5714.0      5666.0       SF
161  SF603  20250918   5848.0   5890.0  ...      134.95   5868.0      5842.0       SF
162  SF604  20250918   5920.0   5920.0  ...        8.84   5892.0      5856.0       SF
163  SF605  20250918   5840.0   5924.0  ...     5530.89   5860.0      5810.0       SF
164  SF606  20250918   5800.0   5882.0  ...       43.76   5834.0      5758.0       SF
165  SF607  20250918   5926.0   6020.0  ...      107.37   5966.0      5948.0       SF
166  SF608  20250918   5952.0   5978.0  ...       32.75   5954.0      5902.0       SF
167  SF609  20250918   5938.0   5988.0  ...       50.61   5954.0      5884.0       SF
168  SH510  20250918   2500.0   2534.0  ...    55450.55   2503.0      2511.0       SH
169  SH511  20250918   2531.0   2568.0  ...   693793.25   2538.0      2538.0       SH
170  SH512  20250918   2603.0   2621.0  ...   284811.14   2596.0      2589.0       SH
171  SH601  20250918   2610.0   2622.0  ...  3451150.83   2600.0      2593.0       SH
172  SH602  20250918   2620.0   2641.0  ...    96292.71   2623.0      2612.0       SH
173  SH603  20250918   2645.0   2657.0  ...     4184.45   2637.0      2631.0       SH
174  SH604  20250918   2683.0   2700.0  ...      273.99   2686.0      2671.0       SH
175  SH605  20250918   2695.0   2708.0  ...    18960.10   2689.0      2683.0       SH
176  SH606  20250918   2712.0   2718.0  ...       97.40   2705.0      2698.0       SH
177  SH607  20250918   2701.0   2709.0  ...       88.68   2687.0      2690.0       SH
178  SH608  20250918   2690.0   2690.0  ...       16.11   2686.0      2689.0       SH
179  SH609  20250918   2716.0   2724.0  ...      308.92   2710.0      2703.0       SH
180  SM510  20250918   5840.0   5930.0  ...    11614.66   5870.0      5848.0       SM
181  SM511  20250918   5936.0   5998.0  ...   656579.46   5946.0      5936.0       SM
182  SM512  20250918   5952.0   6008.0  ...   141399.49   5954.0      5940.0       SM
183  SM601  20250918   5970.0   6026.0  ...   735194.69   5976.0      5956.0       SM
184  SM602  20250918   5996.0   6028.0  ...   456433.58   5974.0      5964.0       SM
185  SM603  20250918   5964.0   6036.0  ...      437.46   5994.0      5978.0       SM
186  SM604  20250918   5990.0   5990.0  ...        3.00   5990.0      5986.0       SM
187  SM605  20250918   6004.0   6062.0  ...     9724.06   6010.0      5984.0       SM
188  SM606  20250918   6052.0   6052.0  ...       12.04   6020.0      6006.0       SM
189  SM607  20250918   6074.0   6076.0  ...       39.28   6042.0      6006.0       SM
190  SM608  20250918   6040.0   6052.0  ...        9.07   6048.0      6040.0       SM
191  SM609  20250918   6026.0   6088.0  ...      473.91   6038.0      6030.0       SM
192  SR511  20250918   5535.0   5546.0  ...   167263.30   5508.0      5537.0       SR
193  SR601  20250918   5526.0   5536.0  ...  1733746.50   5496.0      5538.0       SR
194  SR603  20250918   5515.0   5524.0  ...     6147.21   5484.0      5523.0       SR
195  SR605  20250918   5507.0   5517.0  ...   186984.65   5472.0      5514.0       SR
196  SR607  20250918   5508.0   5515.0  ...     9120.03   5481.0      5514.0       SR
197  SR609  20250918   5510.0   5523.0  ...     3975.11   5490.0      5524.0       SR
198  TA510  20250918   4674.0   4718.0  ...    25888.62   4674.0      4670.0       TA
199  TA511  20250918   4684.0   4734.0  ...   432739.31   4690.0      4682.0       TA
200  TA512  20250918   4702.0   4746.0  ...   212817.89   4706.0      4694.0       TA
201  TA601  20250918   4704.0   4748.0  ...  2019674.44   4708.0      4698.0       TA
202  TA602  20250918   4710.0   4756.0  ...    30094.94   4712.0      4710.0       TA
203  TA603  20250918   4736.0   4748.0  ...       21.32   4738.0      4714.0       TA
204  TA604  20250918   4744.0   4744.0  ...       52.17   4744.0      4720.0       TA
205  TA605  20250918   4740.0   4780.0  ...    62364.73   4740.0      4740.0       TA
206  TA606  20250918   4730.0   4730.0  ...        2.37   4730.0      4752.0       TA
207  TA607  20250918   4766.0   4770.0  ...       11.90   4760.0      4762.0       TA
208  TA608  20250918      0.0      0.0  ...        0.00   4746.0      4770.0       TA
209  TA609  20250918   4778.0   4810.0  ...       88.05   4760.0      4776.0       TA
210  UR510  20250918   1587.0   1588.0  ...     3670.35   1577.0      1593.0       UR
211  UR511  20250918   1660.0   1664.0  ...    52101.60   1653.0      1665.0       UR
212  UR512  20250918   1674.0   1674.0  ...    14111.41   1664.0      1675.0       UR
213  UR601  20250918   1681.0   1681.0  ...   381294.71   1671.0      1681.0       UR
214  UR602  20250918   1677.0   1683.0  ...      821.81   1677.0      1685.0       UR
215  UR603  20250918   1725.0   1729.0  ...      110.19   1722.0      1732.0       UR
216  UR604  20250918   1727.0   1730.0  ...       75.89   1725.0      1738.0       UR
217  UR605  20250918   1736.0   1736.0  ...    22637.52   1726.0      1734.0       UR
218  UR606  20250918   1729.0   1730.0  ...      306.80   1724.0      1734.0       UR
219  UR607  20250918   1756.0   1760.0  ...      207.29   1757.0      1761.0       UR
220  UR608  20250918   1749.0   1753.0  ...       97.96   1749.0      1758.0       UR
221  UR609  20250918   1754.0   1755.0  ...      268.94   1746.0      1755.0       UR
222  WH511  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250918      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250918      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-19 18:26:03,070 - future_1d - INFO - ak.get_czce_daily('2025-09-18') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250918   3896.00  ...   3892.00     3914.00        A
1     a2601  20250918   3910.00  ...   3893.00     3919.00        A
2     a2603  20250918   3911.00  ...   3900.00     3924.00        A
3     a2605  20250918   3953.00  ...   3940.00     3964.00        A
4     a2607  20250918   3957.00  ...   3944.00     3970.00        A
5     a2609  20250918   3972.00  ...   3953.00     3976.00        A
6     b2510  20250918   3675.00  ...   3674.00     3689.00        B
7     b2511  20250918   3683.00  ...   3670.00     3705.00        B
8     b2512  20250918   3723.00  ...   3709.00     3748.00        B
9     b2601  20250918   3719.00  ...   3704.00     3741.00        B
10    b2602  20250918   3705.00  ...   3687.00     3725.00        B
11    b2603  20250918   3670.00  ...   3654.00     3682.00        B
12    b2604  20250918   3560.00  ...   3545.00     3577.00        B
13    b2605  20250918   3495.00  ...   3484.00     3508.00        B
14    b2606  20250918   3476.00  ...   3459.00     3482.00        B
15    b2607  20250918   3468.00  ...   3457.00     3484.00        B
16    b2608  20250918   3566.00  ...   3562.00     3582.00        B
17    b2609  20250918   3585.00  ...   3574.00     3591.00        B
18   bb2511  20250918    142.15  ...    142.20      142.30       BB
19   bb2601  20250918    146.85  ...    146.65      146.95       BB
20   bb2603  20250918    146.80  ...    146.85      146.90       BB
21   bb2605  20250918      0.00  ...    141.60      141.60       BB
22   bb2607  20250918      0.00  ...    146.40      146.40       BB
23   bb2609  20250918      0.00  ...    146.40      146.40       BB
24   bz2603  20250918   6059.00  ...   6021.00     6069.00       BZ
25   bz2604  20250918   6033.00  ...   5974.00     6046.00       BZ
26   bz2605  20250918   5981.00  ...   5981.00     6072.00       BZ
27   bz2606  20250918   5954.00  ...   5954.00     6008.00       BZ
28   bz2607  20250918      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250918      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250918   2165.00  ...   2170.00     2163.00        C
31    c2601  20250918   2157.00  ...   2162.00     2155.00        C
32    c2603  20250918   2167.00  ...   2171.00     2166.00        C
33    c2605  20250918   2225.00  ...   2229.00     2226.00        C
34    c2607  20250918   2239.00  ...   2241.00     2240.00        C
35    c2609  20250918   2253.00  ...   2254.00     2254.00        C
36   cs2511  20250918   2453.00  ...   2465.00     2448.00       CS
37   cs2601  20250918   2550.00  ...   2489.00     2471.00       CS
38   cs2603  20250918   2486.00  ...   2492.00     2479.00       CS
39   cs2605  20250918   2570.00  ...   2573.00     2562.00       CS
40   cs2607  20250918   2578.00  ...   2577.00     2567.00       CS
41   cs2609  20250918   2596.00  ...   2597.00     2585.00       CS
42   eb2509  20250918      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250918   7123.00  ...   7079.00     7159.00       EB
44   eb2511  20250918   7132.00  ...   7090.00     7176.00       EB
45   eb2512  20250918   7160.00  ...   7099.00     7182.00       EB
46   eb2601  20250918   7185.00  ...   7130.00     7200.00       EB
47   eb2602  20250918   7201.00  ...   7156.00     7220.00       EB
48   eb2603  20250918   7217.00  ...   7183.00     7240.00       EB
49   eb2604  20250918   7247.00  ...   7230.00     7273.00       EB
50   eb2605  20250918   7292.00  ...   7251.00     7288.00       EB
51   eb2606  20250918   7260.00  ...   7260.00     7297.00       EB
52   eb2607  20250918   7283.00  ...   7283.00     7314.00       EB
53   eb2608  20250918      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250918      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250918   4333.00  ...   4314.00     4312.00       EG
56   eg2511  20250918   4291.00  ...   4275.00     4280.00       EG
57   eg2512  20250918   4277.00  ...   4275.00     4273.00       EG
58   eg2601  20250918   4290.00  ...   4282.00     4289.00       EG
59   eg2602  20250918   4297.00  ...   4284.00     4295.00       EG
60   eg2603  20250918   4308.00  ...   4298.00     4298.00       EG
61   eg2604  20250918   4338.00  ...   4338.00     4340.00       EG
62   eg2605  20250918   4339.00  ...   4340.00     4340.00       EG
63   eg2606  20250918   4358.00  ...   4358.00     4348.00       EG
64   eg2607  20250918      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250918      0.00  ...   4399.00     4402.00       EG
66   fb2510  20250918   1262.50  ...   1259.50     1268.50       FB
67   fb2511  20250918   1251.00  ...   1252.00     1251.00       FB
68   fb2512  20250918   1261.00  ...   1256.00     1259.50       FB
69   fb2601  20250918   1255.50  ...   1252.00     1253.50       FB
70   fb2602  20250918   1250.00  ...   1250.50     1248.50       FB
71   fb2603  20250918   1251.50  ...   1246.00     1249.00       FB
72   fb2604  20250918      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250918      0.00  ...   1292.50     1301.50       FB
74   fb2606  20250918      0.00  ...   1322.50     1330.00       FB
75   fb2607  20250918      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250918      0.00  ...   1281.00     1285.00       FB
77   fb2609  20250918      0.00  ...   1296.00     1296.00       FB
78    i2510  20250918    822.50  ...    820.50      820.00        I
79    i2511  20250918    816.50  ...    814.50      815.50        I
80    i2512  20250918    813.00  ...    809.00      809.50        I
81    i2601  20250918    805.00  ...    801.00      801.00        I
82    i2602  20250918    798.50  ...    795.50      795.50        I
83    i2603  20250918    792.00  ...    790.50      790.00        I
84    i2604  20250918    789.50  ...    786.50      786.50        I
85    i2605  20250918    782.50  ...    780.00      780.00        I
86    i2606  20250918    777.50  ...    775.00      775.00        I
87    i2607  20250918    772.50  ...    770.50      770.50        I
88    i2608  20250918    768.00  ...    765.50      766.00        I
89    i2609  20250918    762.50  ...    761.00      760.50        I
90    j2510  20250918   1628.50  ...   1626.50     1628.50        J
91    j2511  20250918   1677.50  ...   1655.00     1655.50        J
92    j2512  20250918   1698.00  ...   1691.00     1691.00        J
93    j2601  20250918   1738.00  ...   1725.50     1728.00        J
94    j2602  20250918      0.00  ...   1754.00     1754.00        J
95    j2603  20250918      0.00  ...   1763.50     1763.50        J
96    j2604  20250918      0.00  ...   1814.00     1814.00        J
97    j2605  20250918   1870.00  ...   1853.50     1857.00        J
98    j2606  20250918   1878.00  ...   1879.50     1887.00        J
99    j2607  20250918   1880.50  ...   1878.50     1885.00        J
100   j2608  20250918      0.00  ...   1906.00     1906.00        J
101   j2609  20250918   1906.50  ...   1902.00     1895.00        J
102  jd2509  20250918   3201.00  ...   3193.00     3226.00       JD
103  jd2510  20250918   3044.00  ...   3041.00     3063.00       JD
104  jd2511  20250918   3110.00  ...   3119.00     3110.00       JD
105  jd2512  20250918   3210.00  ...   3242.00     3208.00       JD
106  jd2601  20250918   3373.00  ...   3396.00     3375.00       JD
107  jd2602  20250918   3114.00  ...   3131.00     3117.00       JD
108  jd2603  20250918   3128.00  ...   3148.00     3130.00       JD
109  jd2604  20250918   3310.00  ...   3318.00     3318.00       JD
110  jd2605  20250918   3428.00  ...   3432.00     3436.00       JD
111  jd2606  20250918   3240.00  ...   3245.00     3245.00       JD
112  jd2607  20250918   3479.00  ...   3484.00     3487.00       JD
113  jd2608  20250918   3916.00  ...   3916.00     3916.00       JD
114  jm2510  20250918   1043.00  ...   1034.00     1043.00       JM
115  jm2511  20250918   1094.50  ...   1082.00     1094.50       JM
116  jm2512  20250918   1164.00  ...   1148.50     1163.50       JM
117  jm2601  20250918   1230.00  ...   1215.50     1229.50       JM
118  jm2602  20250918   1258.00  ...   1237.00     1252.50       JM
119  jm2603  20250918   1271.50  ...   1258.50     1269.50       JM
120  jm2604  20250918   1291.50  ...   1281.00     1288.50       JM
121  jm2605  20250918   1304.00  ...   1302.50     1309.00       JM
122  jm2606  20250918   1323.50  ...   1316.00     1326.00       JM
123  jm2607  20250918   1340.00  ...   1326.00     1331.50       JM
124  jm2608  20250918   1346.50  ...   1339.00     1342.50       JM
125  jm2609  20250918   1363.50  ...   1360.50     1363.50       JM
126   l2510  20250918   7131.00  ...   7142.00     7165.00        L
127   l2511  20250918   7193.00  ...   7159.00     7195.00        L
128   l2512  20250918   7218.00  ...   7188.00     7225.00        L
129   l2601  20250918   7235.00  ...   7219.00     7249.00        L
130   l2602  20250918   7229.00  ...   7211.00     7241.00        L
131   l2603  20250918   7259.00  ...   7238.00     7257.00        L
132   l2604  20250918   7295.00  ...   7281.00     7290.00        L
133   l2605  20250918   7292.00  ...   7265.00     7290.00        L
134   l2606  20250918   7296.00  ...   7247.00     7280.00        L
135   l2607  20250918   7301.00  ...   7284.00     7302.00        L
136   l2608  20250918   7299.00  ...   7282.00     7310.00        L
137   l2609  20250918   7302.00  ...   7296.00     7311.00        L
138  lg2509  20250918    770.00  ...    770.00      770.00       LG
139  lg2511  20250918    809.00  ...    806.00      808.50       LG
140  lg2601  20250918    823.50  ...    819.50      822.50       LG
141  lg2603  20250918    825.50  ...    824.50      827.00       LG
142  lg2605  20250918    833.00  ...    828.50      831.50       LG
143  lg2607  20250918    832.00  ...    830.50      832.50       LG
144  lh2509  20250918      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250918  12900.00  ...  12885.00    13055.00       LH
146  lh2601  20250918  13350.00  ...  13395.00    13575.00       LH
147  lh2603  20250918  12985.00  ...  12915.00    13005.00       LH
148  lh2605  20250918  13530.00  ...  13460.00    13540.00       LH
149  lh2607  20250918  14285.00  ...  14215.00    14315.00       LH
150   m2511  20250918   2977.00  ...   2968.00     2980.00        M
151   m2512  20250918   3020.00  ...   3015.00     3031.00        M
152   m2601  20250918   3008.00  ...   3001.00     3019.00        M
153   m2603  20250918   2949.00  ...   2942.00     2960.00        M
154   m2605  20250918   2784.00  ...   2775.00     2790.00        M
155   m2607  20250918   2773.00  ...   2760.00     2774.00        M
156   m2608  20250918   2894.00  ...   2886.00     2901.00        M
157   m2609  20250918   2905.00  ...   2889.00     2904.00        M
158   p2510  20250918   9342.00  ...   9254.00     9408.00        P
159   p2511  20250918   9320.00  ...   9286.00     9416.00        P
160   p2512  20250918   9386.00  ...   9320.00     9464.00        P
161   p2601  20250918   9408.00  ...   9344.00     9494.00        P
162   p2602  20250918   9386.00  ...   9312.00     9464.00        P
163   p2603  20250918   9362.00  ...   9318.00     9416.00        P
164   p2604  20250918   9296.00  ...   9246.00     9340.00        P
165   p2605  20250918   9198.00  ...   9138.00     9258.00        P
166   p2606  20250918   9100.00  ...   9042.00     9140.00        P
167   p2607  20250918   8982.00  ...   8922.00     9060.00        P
168   p2608  20250918   8896.00  ...   8872.00     8988.00        P
169   p2609  20250918   8890.00  ...   8844.00     8922.00        P
170  pg2509  20250918   3805.00  ...   3805.00     3752.00       PG
171  pg2510  20250918   4498.00  ...   4466.00     4485.00       PG
172  pg2511  20250918   4436.00  ...   4400.00     4431.00       PG
173  pg2512  20250918   4370.00  ...   4336.00     4372.00       PG
174  pg2601  20250918   4305.00  ...   4270.00     4305.00       PG
175  pg2602  20250918   4240.00  ...   4209.00     4240.00       PG
176  pg2603  20250918   4148.00  ...   4123.00     4148.00       PG
177  pg2604  20250918   4471.00  ...   4451.00     4476.00       PG
178  pg2605  20250918   4383.00  ...   4379.00     4383.00       PG
179  pg2606  20250918   4300.00  ...   4297.00     4327.00       PG
180  pg2607  20250918   4255.00  ...   4247.00     4270.00       PG
181  pg2608  20250918      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250918   6885.00  ...   6862.00     6878.00       PP
183  pp2511  20250918   6909.00  ...   6886.00     6916.00       PP
184  pp2512  20250918   6951.00  ...   6921.00     6951.00       PP
185  pp2601  20250918   6983.00  ...   6955.00     6982.00       PP
186  pp2602  20250918   6962.00  ...   6930.00     6958.00       PP
187  pp2603  20250918   6969.00  ...   6953.00     6969.00       PP
188  pp2604  20250918   6986.00  ...   6961.00     6996.00       PP
189  pp2605  20250918   7019.00  ...   6993.00     7013.00       PP
190  pp2606  20250918   6981.00  ...   6951.00     6982.00       PP
191  pp2607  20250918   6953.00  ...   6941.00     6950.00       PP
192  pp2608  20250918   6954.00  ...   6950.00     6958.00       PP
193  pp2609  20250918   6974.00  ...   6966.00     6983.00       PP
194  rr2510  20250918   3596.00  ...   3603.00     3604.00       RR
195  rr2511  20250918   3605.00  ...   3605.00     3605.00       RR
196  rr2512  20250918   3597.00  ...   3597.00     3599.00       RR
197  rr2601  20250918   3616.00  ...   3617.00     3621.00       RR
198  rr2602  20250918      0.00  ...   3599.00     3599.00       RR
199  rr2603  20250918      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250918      0.00  ...   3611.00     3611.00       RR
201  rr2605  20250918      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250918      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250918      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250918      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250918      0.00  ...   3614.00     3614.00       RR
206   v2510  20250918   4844.00  ...   4828.00     4852.00        V
207   v2511  20250918   4887.00  ...   4848.00     4883.00        V
208   v2512  20250918   4924.00  ...   4895.00     4924.00        V
209   v2601  20250918   4975.00  ...   4939.00     4967.00        V
210   v2602  20250918   5027.00  ...   4973.00     5005.00        V
211   v2603  20250918   5041.00  ...   5003.00     5035.00        V
212   v2604  20250918   5231.00  ...   5206.00     5228.00        V
213   v2605  20250918   5279.00  ...   5241.00     5268.00        V
214   v2606  20250918   5301.00  ...   5269.00     5299.00        V
215   v2607  20250918   5320.00  ...   5301.00     5329.00        V
216   v2608  20250918   5359.00  ...   5337.00     5366.00        V
217   v2609  20250918   5393.00  ...   5370.00     5382.00        V
218   y2511  20250918   8368.00  ...   8308.00     8440.00        Y
219   y2512  20250918   8422.00  ...   8346.00     8476.00        Y
220   y2601  20250918   8352.00  ...   8306.00     8422.00        Y
221   y2603  20250918   8290.00  ...   8276.00     8350.00        Y
222   y2605  20250918   8090.00  ...   8052.00     8132.00        Y
223   y2607  20250918   8058.00  ...   7998.00     8088.00        Y
224   y2608  20250918   8086.00  ...   8016.00     8104.00        Y
225   y2609  20250918   8038.00  ...   7988.00     8080.00        Y

[226 rows x 12 columns]
2025-09-19 18:26:03,605 - future_1d - INFO - ak.get_dce_daily('2025-09-18') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250918  ...   79800      80720      CU
1        1      CU2511  20250918  ...   79780      80750      CU
2        2      CU2512  20250918  ...   79760      80730      CU
3        3      CU2601  20250918  ...   79800      80730      CU
4        4      CU2602  20250918  ...   79780      80720      CU
5        5      CU2603  20250918  ...   79840      80730      CU
6        6      CU2604  20250918  ...   79790      80700      CU
7        7      CU2605  20250918  ...   79820      80830      CU
8        8      CU2606  20250918  ...   79780      80700      CU
9        9      CU2607  20250918  ...   79720      80680      CU
10      10      CU2608  20250918  ...   79790      80600      CU
11      11      CU2609  20250918  ...   79830      80650      CU
12      12      BC2510  20250918  ...   70760      71650      BC
13      13      BC2511  20250918  ...   70820      71640      BC
14      14      BC2512  20250918  ...   71670      71670      BC
15      15      BC2601  20250918  ...   71000      72000      BC
16      16      BC2602  20250918  ...   71100      71650      BC
17      17      BC2603  20250918  ...   71200      71950      BC
18      18      BC2604  20250918  ...   71300      71550      BC
19      19      BC2605  20250918  ...   71300      71550      BC
20      20      BC2606  20250918  ...   71400      71500      BC
21      21      BC2607  20250918  ...   71400      71560      BC
22      22      BC2608  20250918  ...   71400      71550      BC
23      23      BC2609  20250918  ...   71550      71550      BC
24      24      AL2510  20250918  ...   20775      20965      AL
25      25      AL2511  20250918  ...   20795      20980      AL
26      26      AL2512  20250918  ...   20790      20965      AL
27      27      AL2601  20250918  ...   20790      20940      AL
28      28      AL2602  20250918  ...   20790      20930      AL
29      29      AL2603  20250918  ...   20810      20935      AL
30      30      AL2604  20250918  ...   20820      20955      AL
31      31      AL2605  20250918  ...   20825      20965      AL
32      32      AL2606  20250918  ...   20845      20960      AL
33      33      AL2607  20250918  ...   20825      20950      AL
34      34      AL2608  20250918  ...   20830      20960      AL
35      35      AL2609  20250918  ...   20835      21010      AL
36      36      ZN2510  20250918  ...   22075      22280      ZN
37      37      ZN2511  20250918  ...   22085      22285      ZN
38      38      ZN2512  20250918  ...   22115      22300      ZN
39      39      ZN2601  20250918  ...   22150      22330      ZN
40      40      ZN2602  20250918  ...   22180      22370      ZN
41      41      ZN2603  20250918  ...   22175      22360      ZN
42      42      ZN2604  20250918  ...   22225      22410      ZN
43      43      ZN2605  20250918  ...   22260      22410      ZN
44      44      ZN2606  20250918  ...   22265      22445      ZN
45      45      ZN2607  20250918  ...   22275      22465      ZN
46      46      ZN2608  20250918  ...   22295      22460      ZN
47      47      ZN2609  20250918  ...   22335      22475      ZN
48      48      PB2510  20250918  ...   17110      17080      PB
49      49      PB2511  20250918  ...   17130      17095      PB
50      50      PB2512  20250918  ...   17135      17105      PB
51      51      PB2601  20250918  ...   17135      17115      PB
52      52      PB2602  20250918  ...   17175      17125      PB
53      53      PB2603  20250918  ...   17190      17190      PB
54      54      PB2604  20250918  ...   17195      17195      PB
55      55      PB2605  20250918  ...   17180      17170      PB
56      56      PB2606  20250918  ...   17145      17145      PB
57      57      PB2607  20250918  ...   17185      17150      PB
58      58      PB2608  20250918  ...   17190      17220      PB
59      59      PB2609  20250918  ...   17220      17220      PB
60      60      NI2510  20250918  ...  121570     122030      NI
61      61      NI2511  20250918  ...  121700     122160      NI
62      62      NI2512  20250918  ...  121890     122290      NI
63      63      NI2601  20250918  ...  122100     122520      NI
64      64      NI2602  20250918  ...  122330     122720      NI
65      65      NI2603  20250918  ...  122460     122830      NI
66      66      NI2604  20250918  ...  122640     122970      NI
67      67      NI2605  20250918  ...  122910     123320      NI
68      68      NI2606  20250918  ...  123030     123320      NI
69      69      NI2607  20250918  ...  123210     123610      NI
70      70      NI2608  20250918  ...  123600     124070      NI
71      71      NI2609  20250918  ...  123850     124300      NI
72      72      SN2510  20250918  ...  270240     273090      SN
73      73      SN2511  20250918  ...  270460     273310      SN
74      74      SN2512  20250918  ...  270420     273260      SN
75      75      SN2601  20250918  ...  270430     272970      SN
76      76      SN2602  20250918  ...  270580     273360      SN
77      77      SN2603  20250918  ...  270650     272790      SN
78      78      SN2604  20250918  ...  271420     274190      SN
79      79      SN2605  20250918  ...  270780     273160      SN
80      80      SN2606  20250918  ...  271460     272960      SN
81      81      SN2607  20250918  ...  272240     273500      SN
82      82      SN2608  20250918  ...  272130     273820      SN
83      83      SN2609  20250918  ...  271810     274140      SN
84      84      AO2510  20250918  ...    2923       2917      AO
85      85      AO2511  20250918  ...    2927       2920      AO
86      86      AO2512  20250918  ...    2935       2934      AO
87      87      AO2601  20250918  ...    2948       2941      AO
88      88      AO2602  20250918  ...    2949       2947      AO
89      89      AO2603  20250918  ...    3019       3018      AO
90      90      AO2604  20250918  ...    3025       3022      AO
91      91      AO2605  20250918  ...    3032       3027      AO
92      92      AO2606  20250918  ...    3036       3035      AO
93      93      AO2607  20250918  ...    3043       3050      AO
94      94      AO2608  20250918  ...    3059       3051      AO
95      95      AO2609  20250918  ...    3081       3069      AO
96      96      AD2511  20250918  ...   20325      20480      AD
97      97      AD2512  20250918  ...   20355      20515      AD
98      98      AD2601  20250918  ...   20345      20540      AD
99      99      AD2602  20250918  ...   20365      20540      AD
100    100      AD2603  20250918  ...   20500      20500      AD
101    101      AD2604  20250918  ...   20485      20485      AD
102    102      AD2605  20250918  ...   20355      20520      AD
103    103      AD2606  20250918  ...   20305      20455      AD
104    104      AD2607  20250918  ...   20510      20510      AD
105    105      AD2608  20250918  ...   20515      20515      AD
106    106      AD2609  20250918  ...   20515      20515      AD
107    107      AU2510  20250918  ...   831.8        839      AU
108    108      AU2511  20250918  ...  832.92      839.9      AU
109    109      AU2512  20250918  ...  833.96      841.3      AU
110    110      AU2602  20250918  ...  836.52      843.8      AU
111    111      AU2604  20250918  ...  838.64     846.48      AU
112    112      AU2606  20250918  ...  840.78     848.26      AU
113    113      AU2608  20250918  ...  843.44     850.82      AU
114    114      AU2610  20250918  ...  846.74     853.12      AU
115    115      AG2510  20250918  ...    9882      10014      AG
116    116      AG2511  20250918  ...    9884      10025      AG
117    117      AG2512  20250918  ...    9908      10030      AG
118    118      AG2601  20250918  ...    9921      10048      AG
119    119      AG2602  20250918  ...    9934      10059      AG
120    120      AG2603  20250918  ...    9939      10069      AG
121    121      AG2604  20250918  ...    9961      10087      AG
122    122      AG2605  20250918  ...    9971      10088      AG
123    123      AG2606  20250918  ...    9976      10098      AG
124    124      AG2607  20250918  ...   10001      10116      AG
125    125      AG2608  20250918  ...   10003      10136      AG
126    126      AG2609  20250918  ...   10025      10132      AG
127    127      RB2510  20250918  ...    3057       3061      RB
128    128      RB2511  20250918  ...    3075       3080      RB
129    129      RB2512  20250918  ...    3131       3133      RB
130    130      RB2601  20250918  ...    3149       3155      RB
131    131      RB2602  20250918  ...    3155       3157      RB
132    132      RB2603  20250918  ...    3179       3180      RB
133    133      RB2604  20250918  ...    3217       3206      RB
134    134      RB2605  20250918  ...    3208       3226      RB
135    135      RB2606  20250918  ...    3227       3241      RB
136    136      RB2607  20250918  ...    3240       3258      RB
137    137      RB2608  20250918  ...    3238       3258      RB
138    138      RB2609  20250918  ...    3242       3270      RB
139    139      WR2510  20250918  ...    3279       3288      WR
140    140      WR2511  20250918  ...    3302       3302      WR
141    141      WR2512  20250918  ...    3324       3324      WR
142    142      WR2601  20250918  ...    3349       3349      WR
143    143      WR2602  20250918  ...    3358       3358      WR
144    144      WR2603  20250918  ...    3395       3395      WR
145    145      WR2604  20250918  ...    3389       3389      WR
146    146      WR2605  20250918  ...    3414       3414      WR
147    147      WR2606  20250918  ...    3372       3372      WR
148    148      WR2607  20250918  ...    3390       3390      WR
149    149      WR2608  20250918  ...    3399       3399      WR
150    150      WR2609  20250918  ...    3553       3558      WR
151    151      HC2510  20250918  ...    3403       3413      HC
152    152      HC2511  20250918  ...    3390       3401      HC
153    153      HC2512  20250918  ...    3383       3391      HC
154    154      HC2601  20250918  ...    3368       3384      HC
155    155      HC2602  20250918  ...    3374       3390      HC
156    156      HC2603  20250918  ...    3370       3385      HC
157    157      HC2604  20250918  ...    3373       3388      HC
158    158      HC2605  20250918  ...    3377       3395      HC
159    159      HC2606  20250918  ...    3395       3394      HC
160    160      HC2607  20250918  ...    3402       3407      HC
161    161      HC2608  20250918  ...    3385       3410      HC
162    162      HC2609  20250918  ...    3407       3412      HC
163    163      SS2510  20250918  ...   12790      12825      SS
164    164      SS2511  20250918  ...   12910      12935      SS
165    165      SS2512  20250918  ...   12950      12980      SS
166    166      SS2601  20250918  ...   13020      13055      SS
167    167      SS2602  20250918  ...   13095      13115      SS
168    168      SS2603  20250918  ...   13145      13165      SS
169    169      SS2604  20250918  ...   13205      13245      SS
170    170      SS2605  20250918  ...   13280      13320      SS
171    171      SS2606  20250918  ...   13315      13350      SS
172    172      SS2607  20250918  ...   13350      13405      SS
173    173      SS2608  20250918  ...   13415      13445      SS
174    174      SS2609  20250918  ...   13495      13515      SS
175    175      SC2510  20250918  ...   495.5      498.4      SC
176    176      SC2511  20250918  ...   496.3      499.8      SC
177    177      SC2512  20250918  ...   493.5      496.8      SC
178    178      SC2601  20250918  ...   491.9      494.7      SC
179    179      SC2602  20250918  ...   490.4      492.1      SC
180    180      SC2603  20250918  ...   489.8      491.8      SC
181    181      SC2604  20250918  ...     488      490.3      SC
182    182      SC2605  20250918  ...   487.2      490.5      SC
183    183      SC2606  20250918  ...     487      489.4      SC
184    184      SC2607  20250918  ...   485.2      488.3      SC
185    185      SC2608  20250918  ...   483.9      487.5      SC
186    186      SC2609  20250918  ...   483.8        484      SC
187    187      SC2612  20250918  ...   482.5        481      SC
188    188      SC2703  20250918  ...   475.1      475.1      SC
189    189      SC2706  20250918  ...   476.8      476.8      SC
190    190      SC2709  20250918  ...   473.2      473.2      SC
191    191      SC2712  20250918  ...   474.1      473.7      SC
192    192      SC2803  20250918  ...   471.2      473.6      SC
193    193      SC2806  20250918  ...   472.5        473      SC
194    194      SC2809  20250918  ...   465.7        469      SC
195    195      LU2510  20250918  ...    3418       3422      LU
196    196      LU2511  20250918  ...    3428       3447      LU
197    197      LU2512  20250918  ...    3410       3429      LU
198    198      LU2601  20250918  ...    3403       3421      LU
199    199      LU2602  20250918  ...    3389       3410      LU
200    200      LU2603  20250918  ...    3378       3387      LU
201    201      LU2604  20250918  ...    3365       3389      LU
202    202      LU2605  20250918  ...    3374       3388      LU
203    203      LU2606  20250918  ...    3360       3399      LU
204    204      LU2607  20250918  ...    3358       3379      LU
205    205      LU2608  20250918  ...    3346       3378      LU
206    206      LU2609  20250918  ...    3325       3360      LU
207    207      FU2510  20250918  ...    2811       2857      FU
208    208      FU2511  20250918  ...    2834       2863      FU
209    209      FU2512  20250918  ...    2821       2847      FU
210    210      FU2601  20250918  ...    2807       2833      FU
211    211      FU2602  20250918  ...    2788       2812      FU
212    212      FU2603  20250918  ...    2779       2803      FU
213    213      FU2604  20250918  ...    2773       2796      FU
214    214      FU2605  20250918  ...    2763       2785      FU
215    215      FU2606  20250918  ...    2749       2774      FU
216    216      FU2607  20250918  ...    2738       2754      FU
217    217      FU2608  20250918  ...    2727       2746      FU
218    218      FU2609  20250918  ...    2707       2723      FU
219    219      BU2510  20250918  ...    3443       3448      BU
220    220      BU2511  20250918  ...    3436       3439      BU
221    221      BU2512  20250918  ...    3393       3401      BU
222    222      BU2601  20250918  ...    3375       3382      BU
223    223      BU2602  20250918  ...    3377       3380      BU
224    224      BU2603  20250918  ...    3382       3383      BU
225    225      BU2604  20250918  ...    3367       3375      BU
226    226      BU2605  20250918  ...    3375       3374      BU
227    227      BU2606  20250918  ...    3371       3374      BU
228    228      BU2607  20250918  ...    3348       3363      BU
229    229      BU2608  20250918  ...    3369       3367      BU
230    230      BU2609  20250918  ...    3356       3357      BU
231    231      BU2612  20250918  ...    3314       3321      BU
232    232      BU2703  20250918  ...    3322       3325      BU
233    233      BU2706  20250918  ...    3331       3325      BU
234    234      BU2709  20250918  ...    3314       3314      BU
235    235      BR2510  20250918  ...   11510      11665      BR
236    236      BR2511  20250918  ...   11455      11620      BR
237    237      BR2512  20250918  ...   11450      11620      BR
238    238      BR2601  20250918  ...   11470      11625      BR
239    239      BR2602  20250918  ...   11460      11605      BR
240    240      BR2603  20250918  ...   11490      11640      BR
241    241      BR2604  20250918  ...   11560      11670      BR
242    242      BR2605  20250918  ...   11500      11635      BR
243    243      BR2606  20250918  ...   11635      11775      BR
244    244      BR2607  20250918  ...   11715      11880      BR
245    245      BR2608  20250918  ...   11780      11855      BR
246    246      BR2609  20250918  ...   11675      11780      BR
247    247      RU2510  20250918  ...   14740      15015      RU
248    248      RU2511  20250918  ...   14700      14960      RU
249    249      RU2601  20250918  ...   15630      15900      RU
250    250      RU2603  20250918  ...   15705      15860      RU
251    251      RU2604  20250918  ...   15650      15830      RU
252    252      RU2605  20250918  ...   15610      15885      RU
253    253      RU2606  20250918  ...   15670      15875      RU
254    254      RU2607  20250918  ...   15780      15960      RU
255    255      RU2608  20250918  ...   15660      15965      RU
256    256      RU2609  20250918  ...   15665      15975      RU
257    257      NR2510  20250918  ...   12305      12570      NR
258    258      NR2511  20250918  ...   12330      12595      NR
259    259      NR2512  20250918  ...   12355      12630      NR
260    260      NR2601  20250918  ...   12400      12660      NR
261    261      NR2602  20250918  ...   12455      12650      NR
262    262      NR2603  20250918  ...   12435      12635      NR
263    263      NR2604  20250918  ...   12405      12665      NR
264    264      NR2605  20250918  ...   12455      12670      NR
265    265      NR2606  20250918  ...   12440      12635      NR
266    266      NR2607  20250918  ...   12655      12655      NR
267    267      NR2608  20250918  ...   12685      12685      NR
268    268      NR2609  20250918  ...   12510      12685      NR
269    269      SP2510  20250918  ...    4986       5030      SP
270    270      SP2511  20250918  ...    5008       5054      SP
271    271      SP2512  20250918  ...    5026       5068      SP
272    272      SP2601  20250918  ...    5318       5344      SP
273    273      SP2602  20250918  ...    5316       5328      SP
274    274      SP2603  20250918  ...    5328       5342      SP
275    275      SP2604  20250918  ...    5318       5346      SP
276    276      SP2605  20250918  ...    5336       5356      SP
277    277      SP2606  20250918  ...    5342       5362      SP
278    278      SP2607  20250918  ...    5346       5366      SP
279    279      SP2608  20250918  ...    5338       5372      SP
280    280      SP2609  20250918  ...    5352       5368      SP
281    281      OP2601  20250918  ...    4232       4258      OP
282    282      OP2602  20250918  ...    4234       4256      OP
283    283      OP2603  20250918  ...    4228       4260      OP
284    284      OP2604  20250918  ...    4260       4278      OP
285    285      OP2605  20250918  ...    4256       4280      OP
286    286      OP2606  20250918  ...    4242       4252      OP
287    287      OP2607  20250918  ...    4262       4262      OP
288    288      OP2608  20250918  ...    4242       4272      OP
289    289      OP2609  20250918  ...    4256       4256      OP
290    290      EC2510  20250918  ...  1117.6     1129.4      EC
291    291      EC2512  20250918  ...    1663     1665.3      EC
292    292      EC2602  20250918  ...  1564.7     1572.8      EC
293    293      EC2604  20250918  ...  1271.7     1278.3      EC
294    294      EC2606  20250918  ...  1456.6     1460.7      EC
295    295      EC2608  20250918  ...  1615.3     1618.6      EC
296    297  SC_TAS2510  20250918  ...                     SC_TAS
297    298  SC_TAS2511  20250918  ...                     SC_TAS
298    299  SC_TAS2512  20250918  ...                     SC_TAS
299    300  SC_TAS2601  20250918  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-19 18:26:03,698 - future_1d - INFO - ak.get_shfe_daily('2025-09-18') done
2025-09-19 18:26:05,468 - future_1d - INFO - save future_daily 2025-09-18 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250919   492.4     497  ...     79529.8   492.1      495.5      SC
1       SC2511  20250919     496   496.8  ...  5350084.38   491.2      496.3      SC
2       SC2512  20250919   492.5   495.2  ...   691817.35   489.8      493.5      SC
3       SC2601  20250919   491.4     494  ...   197806.98   488.5      491.9      SC
4       SC2602  20250919   490.2     492  ...    26665.74   486.6      490.4      SC
5       SC2603  20250919   489.5   491.1  ...    17934.02     486      489.8      SC
6       SC2604  20250919   489.4   490.2  ...    12977.04     486        488      SC
7       SC2605  20250919   487.4   488.9  ...     3203.87   485.4      487.2      SC
8       SC2606  20250919   486.1   488.8  ...    10883.51   485.8        487      SC
9       SC2607  20250919   486.3   486.3  ...      484.66   484.6      485.2      SC
10      SC2608  20250919   483.8   483.8  ...        96.6     483      483.9      SC
11      SC2609  20250919   480.2   482.1  ...      144.25   480.8      483.8      SC
12      SC2612  20250919   477.9   477.9  ...       95.42   477.1      482.5      SC
13      SC2703  20250919                  ...           0   475.1      475.1      SC
14      SC2706  20250919   469.2   469.2  ...       93.84   469.2      476.8      SC
15      SC2709  20250919                  ...           0   473.2      473.2      SC
16      SC2712  20250919   475.8   475.8  ...      331.07   472.9      474.1      SC
17      SC2803  20250919                  ...           0     471      471.2      SC
18      SC2806  20250919   466.3   470.4  ...      280.52   467.5      472.5      SC
19      SC2809  20250919                  ...           0   465.7      465.7      SC
21      LU2510  20250919    3386    3403  ...    1433.485    3372       3418      LU
22      LU2511  20250919    3423    3435  ...  264241.092    3405       3428      LU
23      LU2512  20250919    3406    3423  ...  124304.829    3388       3410      LU
24      LU2601  20250919    3402    3415  ...   30635.477    3382       3403      LU
25      LU2602  20250919    3384    3400  ...    1701.261    3362       3389      LU
26      LU2603  20250919    3412    3412  ...      43.712    3362       3378      LU
27      LU2604  20250919    3345    3345  ...       3.345    3345       3365      LU
28      LU2605  20250919    3352    3352  ...      10.038    3346       3374      LU
29      LU2606  20250919    3375    3375  ...      13.411    3352       3360      LU
30      LU2607  20250919    3371    3371  ...      10.051    3350       3358      LU
31      LU2608  20250919    3356    3356  ...        23.4    3342       3346      LU
32      LU2609  20250919    3335    3351  ...      43.282    3329       3325      LU
34      NR2510  20250919   12305   12350  ...   45954.425   12280      12305      NR
35      NR2511  20250919   12350   12365  ...  1022204.27   12290      12330      NR
36      NR2512  20250919   12380   12410  ...   203639.26   12335      12355      NR
37      NR2601  20250919   12425   12445  ...  177399.435   12370      12400      NR
38      NR2602  20250919   12440   12440  ...     2394.74   12405      12455      NR
39      NR2603  20250919   12405   12405  ...      136.14   12375      12435      NR
40      NR2604  20250919   12500   12500  ...      410.47   12435      12405      NR
41      NR2605  20250919   12480   12480  ...      24.945   12470      12455      NR
42      NR2606  20250919                  ...           0   12440      12440      NR
43      NR2607  20250919                  ...           0   12650      12655      NR
44      NR2608  20250919                  ...           0   12685      12685      NR
45      NR2609  20250919                  ...           0   12510      12510      NR
47      BC2510  20250919   70680   71010  ...   115551.94   70760      70760      BC
48      BC2511  20250919   70700   71080  ...   29847.295   70890      70820      BC
49      BC2512  20250919                  ...           0   71670      71670      BC
50      BC2601  20250919                  ...           0   71000      71000      BC
51      BC2602  20250919                  ...           0   71100      71100      BC
52      BC2603  20250919                  ...           0   71200      71200      BC
53      BC2604  20250919                  ...           0   71300      71300      BC
54      BC2605  20250919                  ...           0   71300      71300      BC
55      BC2606  20250919                  ...           0   71400      71400      BC
56      BC2607  20250919                  ...           0   71400      71400      BC
57      BC2608  20250919                  ...           0   71400      71400      BC
58      BC2609  20250919                  ...           0   71550      71550      BC
60      EC2510  20250919    1105    1106  ...  177534.134  1072.3     1117.6      EC
61      EC2512  20250919  1666.1  1666.1  ...  94181.2335  1626.1       1663      EC
62      EC2602  20250919  1564.5    1565  ...   17841.469  1552.7     1564.7      EC
63      EC2604  20250919  1260.5  1262.7  ...   8086.0645  1250.7     1271.7      EC
64      EC2606  20250919  1437.7  1451.6  ...     949.307  1438.3     1456.6      EC
65      EC2608  20250919  1601.2  1606.5  ...     925.154    1595     1615.3      EC
68  SC_TAS2511  20250919                  ...                                 SC_TAS
69  SC_TAS2512  20250919                  ...                                 SC_TAS
70  SC_TAS2601  20250919                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-19 18:26:15,450 - future_1d - INFO - ak.get_ine_daily('2025-09-19') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250919  53200.0  ...  53040.0     53200.0       PS
1   PS2511  20250919  53365.0  ...  52910.0     53160.0       PS
2   PS2512  20250919  56000.0  ...  55320.0     55775.0       PS
3   PS2601  20250919  55600.0  ...  55030.0     55590.0       PS
4   PS2602  20250919  55800.0  ...  55135.0     55695.0       PS
5   PS2603  20250919  55775.0  ...  55205.0     55635.0       PS
6   PS2604  20250919  55840.0  ...  54950.0     55870.0       PS
7   PS2605  20250919  55750.0  ...  54930.0     55705.0       PS
8   PS2606  20250919  57620.0  ...  56920.0     58010.0       PS
9   PS2607  20250919  58010.0  ...  56815.0     57890.0       PS
10  PS2608  20250919  58160.0  ...  57180.0     57885.0       PS
11  PS2609  20250919  58200.0  ...  56995.0     57975.0       PS
13  SI2510  20250919   8900.0  ...   8975.0      8940.0       SI
14  SI2511  20250919   8885.0  ...   9025.0      8980.0       SI
15  SI2512  20250919   9300.0  ...   9420.0      9355.0       SI
16  SI2601  20250919   9260.0  ...   9405.0      9355.0       SI
17  SI2602  20250919   9255.0  ...   9425.0      9350.0       SI
18  SI2603  20250919   9365.0  ...   9500.0      9360.0       SI
19  SI2604  20250919   9360.0  ...   9550.0      9385.0       SI
20  SI2605  20250919   9365.0  ...   9405.0      9390.0       SI
21  SI2606  20250919   9375.0  ...   9470.0      9425.0       SI
22  SI2607  20250919   9365.0  ...   9480.0      9385.0       SI
23  SI2608  20250919   9425.0  ...   9475.0      9410.0       SI
24  SI2609  20250919   9345.0  ...   9440.0      9390.0       SI
27  LC2510  20250919  72500.0  ...  73320.0     72620.0       LC
28  LC2511  20250919  72500.0  ...  73460.0     72780.0       LC
29  LC2512  20250919  73000.0  ...  73600.0     72840.0       LC
30  LC2601  20250919  73080.0  ...  73620.0     72840.0       LC
31  LC2602  20250919  72660.0  ...  73280.0     72580.0       LC
32  LC2603  20250919  72520.0  ...  73480.0     72780.0       LC
33  LC2604  20250919  73500.0  ...  74060.0     73520.0       LC
34  LC2605  20250919  73620.0  ...  74040.0     73420.0       LC
35  LC2606  20250919  73280.0  ...  73840.0     73260.0       LC
36  LC2607  20250919  72960.0  ...  73700.0     73160.0       LC
37  LC2608  20250919  73120.0  ...  73740.0     73060.0       LC
38  LC2609  20250919  73320.0  ...  73820.0     72980.0       LC

[36 rows x 12 columns]
2025-09-19 18:26:15,608 - future_1d - INFO - ak.get_gfex_daily('2025-09-19') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250919  7177.200  ...  7182.620    7164.600       IC
1   IC2510  20250919  7120.000  ...  7117.800    7090.800       IC
2   IC2512  20250919  6995.600  ...  6999.000    6960.200       IC
3   IC2603  20250919  6833.000  ...  6831.000    6793.600       IC
4   IF2509  20250919  4493.000  ...  4509.780    4483.400       IF
5   IF2510  20250919  4478.000  ...  4495.000    4470.200       IF
6   IF2512  20250919  4455.000  ...  4470.400    4440.000       IF
7   IF2603  20250919  4425.000  ...  4446.600    4416.400       IF
8   IH2509  20250919  2911.600  ...  2918.050    2907.800       IH
9   IH2510  20250919  2912.400  ...  2917.400    2904.200       IH
10  IH2512  20250919  2917.400  ...  2917.400    2903.400       IH
11  IH2603  20250919  2916.000  ...  2919.600    2906.000       IH
12  IM2509  20250919  7461.400  ...  7448.680    7449.200       IM
13  IM2510  20250919  7380.000  ...  7361.000    7366.800       IM
14  IM2512  20250919  7224.000  ...  7202.200    7206.200       IM
15  IM2603  20250919  7003.400  ...  6994.000    7001.800       IM
16   T2512  20250919   108.080  ...   107.755     108.065        T
17   T2603  20250919   107.715  ...   107.420     107.735        T
18   T2606  20250919   107.590  ...   107.285     107.565        T
19  TF2512  20250919   105.820  ...   105.630     105.815       TF
20  TF2603  20250919   105.695  ...   105.510     105.685       TF
21  TF2606  20250919   105.570  ...   105.420     105.590       TF
22  TL2512  20250919   115.640  ...   114.880     115.680       TL
23  TL2603  20250919   115.320  ...   114.570     115.360       TL
24  TL2606  20250919   115.330  ...   114.540     115.310       TL
25  TS2512  20250919   102.420  ...   102.358     102.414       TS
26  TS2603  20250919   102.330  ...   102.292     102.340       TS
27  TS2606  20250919   102.288  ...   102.274     102.302       TS

[28 rows x 12 columns]
2025-09-19 18:26:15,892 - future_1d - INFO - ak.get_cffex_daily('2025-09-19') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250919   8412.0   8454.0  ...    20806.00   8437.0      8427.0       AP
1    AP511  20250919   8281.0   8281.0  ...     3663.69   8233.0      8227.0       AP
2    AP512  20250919   8223.0   8248.0  ...      559.32   8225.0      8215.0       AP
3    AP601  20250919   8285.0   8326.0  ...   362333.54   8290.0      8286.0       AP
4    AP603  20250919   8231.0   8231.0  ...      270.04   8183.0      8185.0       AP
5    AP604  20250919   8200.0   8202.0  ...       40.97   8194.0      8176.0       AP
6    AP605  20250919   8260.0   8278.0  ...     3218.40   8252.0      8237.0       AP
7    CF511  20250919  13650.0  13665.0  ...   325013.22  13625.0     13710.0       CF
8    CF601  20250919  13775.0  13785.0  ...  1682261.08  13745.0     13835.0       CF
9    CF603  20250919  13720.0  13745.0  ...     3898.54  13705.0     13800.0       CF
10   CF605  20250919  13735.0  13760.0  ...   226699.17  13715.0     13795.0       CF
11   CF607  20250919  13755.0  13780.0  ...     1112.91  13740.0     13820.0       CF
12   CF609  20250919  13905.0  13910.0  ...      257.13  13900.0     14000.0       CF
13   CJ512  20250919  10575.0  10705.0  ...     1842.54  10650.0     10670.0       CJ
14   CJ601  20250919  10620.0  10750.0  ...   480287.27  10680.0     10720.0       CJ
15   CJ603  20250919  10635.0  10730.0  ...    12481.12  10655.0     10735.0       CJ
16   CJ605  20250919  10715.0  10810.0  ...    98468.07  10725.0     10810.0       CJ
17   CJ607  20250919  10775.0  10915.0  ...     1497.50  10850.0     10935.0       CJ
18   CJ609  20250919  10940.0  11020.0  ...      377.77  10950.0     11050.0       CJ
19   CY510  20250919      0.0      0.0  ...        0.00  19600.0     19705.0       CY
20   CY511  20250919  19760.0  19825.0  ...   114478.44  19775.0     19880.0       CY
21   CY512  20250919      0.0      0.0  ...        0.00  19690.0     19710.0       CY
22   CY601  20250919  19785.0  19835.0  ...     1158.31  19800.0     19875.0       CY
23   CY602  20250919      0.0      0.0  ...        0.00  19810.0     19810.0       CY
24   CY603  20250919      0.0      0.0  ...        0.00  20160.0     20170.0       CY
25   CY604  20250919      0.0      0.0  ...        0.00  19945.0     19995.0       CY
26   CY605  20250919      0.0      0.0  ...        0.00  19990.0     20025.0       CY
27   CY606  20250919      0.0      0.0  ...        0.00  19975.0     19990.0       CY
28   CY607  20250919      0.0      0.0  ...        0.00  20290.0     20290.0       CY
29   CY608  20250919      0.0      0.0  ...        0.00  19935.0     20100.0       CY
30   CY609  20250919  20240.0  20240.0  ...       10.12  20240.0     20305.0       CY
31   FG510  20250919   1091.0   1103.0  ...     6782.74   1093.0      1096.0       FG
32   FG511  20250919   1093.0   1104.0  ...   141220.65   1095.0      1095.0       FG
33   FG512  20250919   1209.0   1224.0  ...    81857.42   1214.0      1215.0       FG
34   FG601  20250919   1207.0   1223.0  ...  3086629.46   1212.0      1219.0       FG
35   FG602  20250919   1259.0   1279.0  ...    31046.93   1268.0      1271.0       FG
36   FG603  20250919   1265.0   1283.0  ...     2208.02   1268.0      1277.0       FG
37   FG604  20250919   1325.0   1343.0  ...     1201.41   1329.0      1332.0       FG
38   FG605  20250919   1326.0   1348.0  ...   122561.49   1337.0      1333.0       FG
39   FG606  20250919   1358.0   1374.0  ...      816.07   1365.0      1363.0       FG
40   FG607  20250919   1357.0   1374.0  ...     2477.42   1363.0      1358.0       FG
41   FG608  20250919   1381.0   1403.0  ...      884.55   1395.0      1388.0       FG
42   FG609  20250919   1387.0   1407.0  ...     4628.07   1397.0      1390.0       FG
43   JR511  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250919   2255.0   2283.0  ...     4617.11   2264.0      2266.0       MA
52   MA511  20250919   2287.0   2309.0  ...   169238.69   2289.0      2291.0       MA
53   MA512  20250919   2325.0   2349.0  ...    79505.69   2333.0      2334.0       MA
54   MA601  20250919   2350.0   2374.0  ...  1782594.23   2356.0      2356.0       MA
55   MA602  20250919   2371.0   2394.0  ...   109582.45   2373.0      2377.0       MA
56   MA603  20250919   2392.0   2412.0  ...     1033.63   2398.0      2392.0       MA
57   MA604  20250919   2391.0   2400.0  ...       59.83   2393.0      2406.0       MA
58   MA605  20250919   2389.0   2390.0  ...   187848.71   2382.0      2389.0       MA
59   MA606  20250919   2382.0   2394.0  ...        9.54   2385.0      2396.0       MA
60   MA607  20250919   2372.0   2378.0  ...       28.48   2373.0      2379.0       MA
61   MA608  20250919   2361.0   2375.0  ...       11.84   2368.0      2386.0       MA
62   MA609  20250919   2360.0   2360.0  ...     1503.31   2353.0      2367.0       MA
63   OI511  20250919  10152.0  10282.0  ...   526388.35  10221.0     10129.0       OI
64   OI601  20250919   9986.0  10114.0  ...  3135766.68  10046.0      9966.0       OI
65   OI603  20250919   9737.0   9844.0  ...     4062.15   9788.0      9741.0       OI
66   OI605  20250919   9501.0   9605.0  ...   110457.56   9558.0      9501.0       OI
67   OI607  20250919   9477.0   9553.0  ...      969.53   9505.0      9469.0       OI
68   OI609  20250919   9448.0   9522.0  ...      455.12   9482.0      9446.0       OI
69   PF510  20250919   6362.0   6366.0  ...    10629.20   6322.0      6404.0       PF
70   PF511  20250919   6352.0   6362.0  ...   681025.57   6320.0      6406.0       PF
71   PF512  20250919   6330.0   6342.0  ...   380648.52   6304.0      6378.0       PF
72   PF601  20250919   6382.0   6386.0  ...    38485.20   6340.0      6420.0       PF
73   PF602  20250919   6386.0   6392.0  ...   104942.44   6358.0      6414.0       PF
74   PF603  20250919   6382.0   6398.0  ...      352.15   6346.0      6456.0       PF
75   PF604  20250919   6444.0   6444.0  ...      291.47   6406.0      6492.0       PF
76   PF605  20250919   6460.0   6460.0  ...      246.97   6416.0      6506.0       PF
77   PF606  20250919   6482.0   6482.0  ...       19.25   6418.0      6516.0       PF
78   PF607  20250919   6414.0   6500.0  ...       16.10   6442.0      6542.0       PF
79   PF608  20250919      0.0      0.0  ...        0.00   6450.0      6566.0       PF
80   PF609  20250919   6480.0   6480.0  ...        6.48   6480.0      6554.0       PF
81   PK510  20250919   7846.0   7918.0  ...    13587.30   7868.0      7842.0       PK
82   PK511  20250919   7866.0   7922.0  ...   677885.13   7876.0      7844.0       PK
83   PK512  20250919   7870.0   7916.0  ...   287234.98   7872.0      7846.0       PK
84   PK601  20250919   7846.0   7906.0  ...    62644.57   7872.0      7834.0       PK
85   PK603  20250919   7866.0   7902.0  ...      622.63   7882.0      7854.0       PK
86   PK604  20250919   7874.0   7900.0  ...       86.72   7884.0      7864.0       PK
87   PK605  20250919   7880.0   7908.0  ...     5897.91   7890.0      7872.0       PK
88   PL601  20250919   6424.0   6462.0  ...    49289.43   6411.0      6443.0       PL
89   PL602  20250919   6458.0   6479.0  ...     2194.38   6454.0      6471.0       PL
90   PL603  20250919   6451.0   6451.0  ...       64.45   6445.0      6502.0       PL
91   PL604  20250919      0.0      0.0  ...        0.00   6463.0      6477.0       PL
92   PL605  20250919      0.0      0.0  ...        0.00   6385.0      6419.0       PL
93   PL606  20250919      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250919      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250919   5830.0   5840.0  ...     3783.29   5812.0      5866.0       PR
104  PR511  20250919   5828.0   5830.0  ...   501945.95   5794.0      5878.0       PR
105  PR512  20250919   5834.0   5836.0  ...   386281.19   5806.0      5884.0       PR
106  PR601  20250919   5836.0   5836.0  ...   126679.54   5802.0      5866.0       PR
107  PR602  20250919   5872.0   5876.0  ...     2863.07   5838.0      5892.0       PR
108  PR603  20250919   5846.0   5846.0  ...       52.50   5834.0      5906.0       PR
109  PR604  20250919   5848.0   5848.0  ...       61.23   5832.0      5924.0       PR
110  PR605  20250919   5836.0   5860.0  ...       61.31   5840.0      5960.0       PR
111  PR606  20250919      0.0      0.0  ...        0.00   5904.0      5936.0       PR
112  PR607  20250919      0.0      0.0  ...        0.00   5912.0      5952.0       PR
113  PR608  20250919      0.0      0.0  ...        0.00   5914.0      5958.0       PR
114  PR609  20250919      0.0      0.0  ...        0.00   5910.0      5932.0       PR
115  PX510  20250919   6754.0   6764.0  ...     1384.74   6690.0      6754.0       PX
116  PX511  20250919   6698.0   6718.0  ...   904148.53   6640.0      6764.0       PX
117  PX512  20250919   6690.0   6708.0  ...   338676.96   6644.0      6748.0       PX
118  PX601  20250919   6680.0   6694.0  ...   180923.08   6634.0      6728.0       PX
119  PX602  20250919   6666.0   6694.0  ...    29964.67   6644.0      6720.0       PX
120  PX603  20250919   6624.0   6624.0  ...        9.92   6614.0      6718.0       PX
121  PX604  20250919   6586.0   6586.0  ...        3.29   6586.0      6718.0       PX
122  PX605  20250919   6686.0   6690.0  ...     5504.77   6628.0      6710.0       PX
123  PX606  20250919   6606.0   6606.0  ...        3.30   6606.0      6686.0       PX
124  PX607  20250919   6596.0   6622.0  ...        9.92   6614.0      6734.0       PX
125  PX608  20250919   6622.0   6622.0  ...        3.31   6622.0      6694.0       PX
126  PX609  20250919   6652.0   6658.0  ...       16.63   6652.0      6724.0       PX
127  RI511  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250919   2508.0   2553.0  ...    26192.61   2527.0      2500.0       RM
134  RM601  20250919   2475.0   2530.0  ...   940248.65   2498.0      2469.0       RM
135  RM603  20250919   2378.0   2417.0  ...    12803.73   2402.0      2378.0       RM
136  RM605  20250919   2361.0   2389.0  ...   139688.21   2374.0      2362.0       RM
137  RM607  20250919   2349.0   2377.0  ...     6926.42   2362.0      2353.0       RM
138  RM608  20250919   2450.0   2470.0  ...     1160.23   2458.0      2457.0       RM
139  RM609  20250919   2436.0   2455.0  ...     3011.98   2447.0      2440.0       RM
140  RS511  20250919   5312.0   5372.0  ...       79.93   5329.0      5276.0       RS
141  RS607  20250919   5567.0   5628.0  ...      194.88   5568.0      5558.0       RS
142  RS608  20250919   5537.0   5638.0  ...      167.11   5570.0      5558.0       RS
143  RS609  20250919   5601.0   5601.0  ...       44.70   5588.0      5555.0       RS
144  SA510  20250919   1221.0   1232.0  ...     8151.28   1223.0      1227.0       SA
145  SA511  20250919   1227.0   1242.0  ...   431111.27   1233.0      1239.0       SA
146  SA512  20250919   1295.0   1309.0  ...   148028.64   1301.0      1303.0       SA
147  SA601  20250919   1305.0   1321.0  ...  2419891.75   1312.0      1317.0       SA
148  SA602  20250919   1338.0   1353.0  ...   291521.27   1344.0      1351.0       SA
149  SA603  20250919   1345.0   1359.0  ...     1823.16   1350.0      1352.0       SA
150  SA604  20250919   1394.0   1404.0  ...      438.40   1396.0      1397.0       SA
151  SA605  20250919   1397.0   1412.0  ...    84988.85   1403.0      1405.0       SA
152  SA606  20250919   1409.0   1424.0  ...      690.31   1415.0      1414.0       SA
153  SA607  20250919   1410.0   1425.0  ...      940.87   1417.0      1415.0       SA
154  SA608  20250919   1437.0   1449.0  ...      653.96   1440.0      1438.0       SA
155  SA609  20250919   1442.0   1456.0  ...     2965.37   1449.0      1446.0       SA
156  SF510  20250919   5598.0   5628.0  ...    17784.47   5594.0      5602.0       SF
157  SF511  20250919   5768.0   5810.0  ...   661962.22   5764.0      5780.0       SF
158  SF512  20250919   5746.0   5790.0  ...   229398.42   5746.0      5752.0       SF
159  SF601  20250919   5752.0   5792.0  ...   172968.35   5752.0      5760.0       SF
160  SF602  20250919   5714.0   5748.0  ...    31571.90   5710.0      5714.0       SF
161  SF603  20250919   5876.0   5876.0  ...      161.44   5870.0      5868.0       SF
162  SF604  20250919   5888.0   5888.0  ...        8.81   5876.0      5892.0       SF
163  SF605  20250919   5858.0   5894.0  ...     2341.56   5854.0      5860.0       SF
164  SF606  20250919   5854.0   5854.0  ...       29.10   5820.0      5834.0       SF
165  SF607  20250919   5986.0   5986.0  ...       71.64   5970.0      5966.0       SF
166  SF608  20250919   5938.0   5968.0  ...       17.86   5952.0      5954.0       SF
167  SF609  20250919   5958.0   5974.0  ...       41.68   5954.0      5954.0       SF
168  SH510  20250919   2512.0   2547.0  ...    26339.48   2523.0      2503.0       SH
169  SH511  20250919   2532.0   2596.0  ...   697787.08   2562.0      2538.0       SH
170  SH512  20250919   2585.0   2655.0  ...   318771.88   2618.0      2596.0       SH
171  SH601  20250919   2583.0   2657.0  ...  3758394.12   2623.0      2600.0       SH
172  SH602  20250919   2591.0   2676.0  ...   133977.83   2636.0      2623.0       SH
173  SH603  20250919   2621.0   2687.0  ...     2166.08   2655.0      2637.0       SH
174  SH604  20250919   2665.0   2727.0  ...      194.74   2705.0      2686.0       SH
175  SH605  20250919   2673.0   2737.0  ...    27644.74   2706.0      2689.0       SH
176  SH606  20250919   2723.0   2745.0  ...      171.79   2727.0      2705.0       SH
177  SH607  20250919   2723.0   2730.0  ...       57.30   2729.0      2687.0       SH
178  SH608  20250919   2720.0   2740.0  ...       81.89   2730.0      2686.0       SH
179  SH609  20250919   2704.0   2746.0  ...      212.73   2727.0      2710.0       SH
180  SM510  20250919   5920.0   5920.0  ...     7796.89   5880.0      5870.0       SM
181  SM511  20250919   5958.0   5988.0  ...   340828.24   5950.0      5946.0       SM
182  SM512  20250919   5958.0   5994.0  ...    68239.48   5966.0      5954.0       SM
183  SM601  20250919   5970.0   6012.0  ...   498718.17   5980.0      5976.0       SM
184  SM602  20250919   5976.0   6014.0  ...   247699.21   5978.0      5974.0       SM
185  SM603  20250919   5984.0   6026.0  ...      125.89   5996.0      5994.0       SM
186  SM604  20250919   5978.0   5978.0  ...        5.98   5978.0      5990.0       SM
187  SM605  20250919   6020.0   6050.0  ...     6701.37   6014.0      6010.0       SM
188  SM606  20250919   6004.0   6016.0  ...        9.01   6010.0      6020.0       SM
189  SM607  20250919   6024.0   6038.0  ...       18.09   6030.0      6042.0       SM
190  SM608  20250919      0.0      0.0  ...        0.00   6048.0      6048.0       SM
191  SM609  20250919   5996.0   6062.0  ...      592.73   6048.0      6038.0       SM
192  SR511  20250919   5494.0   5498.0  ...   129999.26   5483.0      5508.0       SR
193  SR601  20250919   5467.0   5475.0  ...  1231092.02   5460.0      5496.0       SR
194  SR603  20250919   5478.0   5627.0  ...     2518.62   5452.0      5484.0       SR
195  SR605  20250919   5454.0   5458.0  ...   123714.30   5443.0      5472.0       SR
196  SR607  20250919   5468.0   5468.0  ...     7015.44   5451.0      5481.0       SR
197  SR609  20250919   5482.0   5482.0  ...     3208.20   5465.0      5490.0       SR
198  TA510  20250919   4644.0   4652.0  ...    19846.93   4602.0      4674.0       TA
199  TA511  20250919   4660.0   4666.0  ...   337397.94   4620.0      4690.0       TA
200  TA512  20250919   4662.0   4678.0  ...   172696.00   4630.0      4706.0       TA
201  TA601  20250919   4674.0   4688.0  ...  1981431.35   4638.0      4708.0       TA
202  TA602  20250919   4684.0   4698.0  ...    29048.53   4648.0      4712.0       TA
203  TA603  20250919   4704.0   4704.0  ...       79.22   4660.0      4738.0       TA
204  TA604  20250919      0.0      0.0  ...        0.00   4644.0      4744.0       TA
205  TA605  20250919   4710.0   4726.0  ...    66900.31   4672.0      4740.0       TA
206  TA606  20250919   4722.0   4722.0  ...        7.05   4702.0      4730.0       TA
207  TA607  20250919   4708.0   4716.0  ...        7.06   4708.0      4760.0       TA
208  TA608  20250919      0.0      0.0  ...        0.00   4688.0      4746.0       TA
209  TA609  20250919   4752.0   4752.0  ...      159.95   4704.0      4760.0       TA
210  UR510  20250919   1580.0   1581.0  ...     2914.24   1574.0      1577.0       UR
211  UR511  20250919   1662.0   1662.0  ...    52488.70   1647.0      1653.0       UR
212  UR512  20250919   1663.0   1669.0  ...    16142.54   1657.0      1664.0       UR
213  UR601  20250919   1672.0   1676.0  ...   375626.62   1666.0      1671.0       UR
214  UR602  20250919   1679.0   1681.0  ...      672.08   1672.0      1677.0       UR
215  UR603  20250919   1724.0   1727.0  ...      106.45   1717.0      1722.0       UR
216  UR604  20250919   1727.0   1728.0  ...       17.24   1724.0      1725.0       UR
217  UR605  20250919   1725.0   1732.0  ...    25363.67   1724.0      1726.0       UR
218  UR606  20250919   1727.0   1730.0  ...      124.13   1724.0      1724.0       UR
219  UR607  20250919   1760.0   1763.0  ...       84.36   1758.0      1757.0       UR
220  UR608  20250919   1753.0   1753.0  ...        3.51   1753.0      1749.0       UR
221  UR609  20250919   1745.0   1752.0  ...      185.18   1747.0      1746.0       UR
222  WH511  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-19 18:26:16,203 - future_1d - INFO - ak.get_czce_daily('2025-09-19') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250919   3906.00  ...   3906.00     3892.00        A
1     a2601  20250919   3901.00  ...   3903.00     3893.00        A
2     a2603  20250919   3907.00  ...   3909.00     3900.00        A
3     a2605  20250919   3943.00  ...   3948.00     3940.00        A
4     a2607  20250919   3950.00  ...   3952.00     3944.00        A
5     a2609  20250919   3960.00  ...   3961.00     3953.00        A
6     b2510  20250919   3661.00  ...   3687.00     3674.00        B
7     b2511  20250919   3659.00  ...   3685.00     3670.00        B
8     b2512  20250919   3700.00  ...   3719.00     3709.00        B
9     b2601  20250919   3690.00  ...   3715.00     3704.00        B
10    b2602  20250919   3691.00  ...   3706.00     3687.00        B
11    b2603  20250919   3648.00  ...   3658.00     3654.00        B
12    b2604  20250919   3543.00  ...   3558.00     3545.00        B
13    b2605  20250919   3472.00  ...   3489.00     3484.00        B
14    b2606  20250919   3448.00  ...   3465.00     3459.00        B
15    b2607  20250919   3462.00  ...   3464.00     3457.00        B
16    b2608  20250919   3350.00  ...   3521.00     3562.00        B
17    b2609  20250919   3565.00  ...   3578.00     3574.00        B
18   bb2511  20250919    141.85  ...    142.00      142.20       BB
19   bb2601  20250919      0.00  ...    146.65      146.65       BB
20   bb2603  20250919      0.00  ...    146.85      146.85       BB
21   bb2605  20250919      0.00  ...    141.45      141.60       BB
22   bb2607  20250919      0.00  ...    146.20      146.40       BB
23   bb2609  20250919      0.00  ...    146.20      146.40       BB
24   bz2603  20250919   5999.00  ...   5979.00     6021.00       BZ
25   bz2604  20250919   5964.00  ...   5947.00     5974.00       BZ
26   bz2605  20250919   5982.00  ...   5975.00     5981.00       BZ
27   bz2606  20250919      0.00  ...   5954.00     5954.00       BZ
28   bz2607  20250919      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250919      0.00  ...   5949.00     5955.00       BZ
30    c2511  20250919   2178.00  ...   2171.00     2170.00        C
31    c2601  20250919   2165.00  ...   2161.00     2162.00        C
32    c2603  20250919   2173.00  ...   2171.00     2171.00        C
33    c2605  20250919   2229.00  ...   2228.00     2229.00        C
34    c2607  20250919   2240.00  ...   2239.00     2241.00        C
35    c2609  20250919   2179.00  ...   2234.00     2254.00        C
36   cs2511  20250919   2472.00  ...   2468.00     2465.00       CS
37   cs2601  20250919   2489.00  ...   2483.00     2489.00       CS
38   cs2603  20250919   2492.00  ...   2489.00     2492.00       CS
39   cs2605  20250919   2576.00  ...   2570.00     2573.00       CS
40   cs2607  20250919   2573.00  ...   2573.00     2577.00       CS
41   cs2609  20250919   2597.00  ...   2597.00     2597.00       CS
42   eb2509  20250919      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250919   7072.00  ...   7021.00     7079.00       EB
44   eb2511  20250919   7080.00  ...   7024.00     7090.00       EB
45   eb2512  20250919   7080.00  ...   7033.00     7099.00       EB
46   eb2601  20250919   7120.00  ...   7070.00     7130.00       EB
47   eb2602  20250919   7122.00  ...   7104.00     7156.00       EB
48   eb2603  20250919   7154.00  ...   7131.00     7183.00       EB
49   eb2604  20250919   7181.00  ...   7171.00     7230.00       EB
50   eb2605  20250919   7220.00  ...   7185.00     7251.00       EB
51   eb2606  20250919      0.00  ...   7260.00     7260.00       EB
52   eb2607  20250919      0.00  ...   7276.00     7283.00       EB
53   eb2608  20250919      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250919      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250919   4297.00  ...   4282.00     4314.00       EG
56   eg2511  20250919   4281.00  ...   4247.00     4275.00       EG
57   eg2512  20250919   4236.00  ...   4240.00     4275.00       EG
58   eg2601  20250919   4276.00  ...   4259.00     4282.00       EG
59   eg2602  20250919   4265.00  ...   4265.00     4284.00       EG
60   eg2603  20250919   4270.00  ...   4266.00     4298.00       EG
61   eg2604  20250919   4316.00  ...   4314.00     4338.00       EG
62   eg2605  20250919   4328.00  ...   4314.00     4340.00       EG
63   eg2606  20250919   4317.00  ...   4311.00     4358.00       EG
64   eg2607  20250919   4320.00  ...   4321.00     4343.00       EG
65   eg2608  20250919      0.00  ...   4399.00     4399.00       EG
66   fb2510  20250919   1255.00  ...   1259.50     1259.50       FB
67   fb2511  20250919   1254.00  ...   1254.00     1252.00       FB
68   fb2512  20250919   1257.50  ...   1255.00     1256.00       FB
69   fb2601  20250919   1255.50  ...   1253.50     1252.00       FB
70   fb2602  20250919   1255.00  ...   1254.00     1250.50       FB
71   fb2603  20250919   1247.00  ...   1247.00     1246.00       FB
72   fb2604  20250919      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250919      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250919   1303.50  ...   1298.00     1322.50       FB
75   fb2607  20250919      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250919   1269.50  ...   1270.00     1281.00       FB
77   fb2609  20250919      0.00  ...   1296.00     1296.00       FB
78    i2510  20250919    822.00  ...    823.50      820.50        I
79    i2511  20250919    815.00  ...    819.00      814.50        I
80    i2512  20250919    809.50  ...    813.00      809.00        I
81    i2601  20250919    802.50  ...    805.50      801.00        I
82    i2602  20250919    796.50  ...    801.00      795.50        I
83    i2603  20250919    791.50  ...    795.50      790.50        I
84    i2604  20250919    790.00  ...    790.50      786.50        I
85    i2605  20250919    779.00  ...    784.00      780.00        I
86    i2606  20250919    775.50  ...    778.50      775.00        I
87    i2607  20250919    770.00  ...    773.50      770.50        I
88    i2608  20250919    765.00  ...    768.50      765.50        I
89    i2609  20250919    760.50  ...    762.50      761.00        I
90    j2510  20250919   1623.00  ...   1624.00     1626.50        J
91    j2511  20250919   1641.50  ...   1657.50     1655.00        J
92    j2512  20250919   1700.00  ...   1700.00     1691.00        J
93    j2601  20250919   1709.00  ...   1725.50     1725.50        J
94    j2602  20250919      0.00  ...   1754.00     1754.00        J
95    j2603  20250919      0.00  ...   1763.50     1763.50        J
96    j2604  20250919      0.00  ...   1814.00     1814.00        J
97    j2605  20250919   1854.50  ...   1866.50     1853.50        J
98    j2606  20250919   1866.50  ...   1866.50     1879.50        J
99    j2607  20250919      0.00  ...   1878.50     1878.50        J
100   j2608  20250919   1884.50  ...   1891.00     1906.00        J
101   j2609  20250919   1901.00  ...   1923.50     1902.00        J
102  jd2509  20250919      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250919   3043.00  ...   3038.00     3041.00       JD
104  jd2511  20250919   3130.00  ...   3122.00     3119.00       JD
105  jd2512  20250919   3260.00  ...   3259.00     3242.00       JD
106  jd2601  20250919   3421.00  ...   3423.00     3396.00       JD
107  jd2602  20250919   3138.00  ...   3160.00     3131.00       JD
108  jd2603  20250919   3161.00  ...   3183.00     3148.00       JD
109  jd2604  20250919   3313.00  ...   3349.00     3318.00       JD
110  jd2605  20250919   3448.00  ...   3466.00     3432.00       JD
111  jd2606  20250919   3259.00  ...   3274.00     3245.00       JD
112  jd2607  20250919   3491.00  ...   3504.00     3484.00       JD
113  jd2608  20250919   3919.00  ...   3927.00     3916.00       JD
114  jm2510  20250919   1022.00  ...   1029.50     1034.00       JM
115  jm2511  20250919   1079.00  ...   1078.00     1082.00       JM
116  jm2512  20250919   1150.00  ...   1148.50     1148.50       JM
117  jm2601  20250919   1203.00  ...   1216.00     1215.50       JM
118  jm2602  20250919   1228.00  ...   1244.50     1237.00       JM
119  jm2603  20250919   1257.00  ...   1271.00     1258.50       JM
120  jm2604  20250919   1277.00  ...   1293.50     1281.00       JM
121  jm2605  20250919   1298.00  ...   1312.50     1302.50       JM
122  jm2606  20250919   1312.00  ...   1328.50     1316.00       JM
123  jm2607  20250919   1325.00  ...   1341.50     1326.00       JM
124  jm2608  20250919   1341.00  ...   1357.00     1339.00       JM
125  jm2609  20250919   1365.00  ...   1380.50     1360.50       JM
126   l2510  20250919   7107.00  ...   7095.00     7142.00        L
127   l2511  20250919   7159.00  ...   7128.00     7159.00        L
128   l2512  20250919   7163.00  ...   7158.00     7188.00        L
129   l2601  20250919   7202.00  ...   7181.00     7219.00        L
130   l2602  20250919   7186.00  ...   7177.00     7211.00        L
131   l2603  20250919   7203.00  ...   7193.00     7238.00        L
132   l2604  20250919   7238.00  ...   7233.00     7281.00        L
133   l2605  20250919   7250.00  ...   7228.00     7265.00        L
134   l2606  20250919   7216.00  ...   7225.00     7247.00        L
135   l2607  20250919   7241.00  ...   7238.00     7284.00        L
136   l2608  20250919   7255.00  ...   7256.00     7282.00        L
137   l2609  20250919   7272.00  ...   7264.00     7296.00        L
138  lg2509  20250919    780.00  ...    778.00      770.00       LG
139  lg2511  20250919    800.00  ...    804.00      806.00       LG
140  lg2601  20250919    817.00  ...    818.00      819.50       LG
141  lg2603  20250919    825.50  ...    824.50      824.50       LG
142  lg2605  20250919    830.50  ...    828.50      828.50       LG
143  lg2607  20250919    830.50  ...    828.50      830.50       LG
144  lh2509  20250919      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250919  12815.00  ...  12835.00    12885.00       LH
146  lh2601  20250919  13330.00  ...  13340.00    13395.00       LH
147  lh2603  20250919  12850.00  ...  12850.00    12915.00       LH
148  lh2605  20250919  13395.00  ...  13380.00    13460.00       LH
149  lh2607  20250919  14130.00  ...  14135.00    14215.00       LH
150   m2511  20250919   2968.00  ...   2975.00     2968.00        M
151   m2512  20250919   3011.00  ...   3024.00     3015.00        M
152   m2601  20250919   2995.00  ...   3004.00     3001.00        M
153   m2603  20250919   2932.00  ...   2949.00     2942.00        M
154   m2605  20250919   2768.00  ...   2777.00     2775.00        M
155   m2607  20250919   2754.00  ...   2768.00     2760.00        M
156   m2608  20250919   2874.00  ...   2885.00     2886.00        M
157   m2609  20250919   2882.00  ...   2889.00     2889.00        M
158   p2510  20250919   9186.00  ...   9242.00     9254.00        P
159   p2511  20250919   9256.00  ...   9292.00     9286.00        P
160   p2512  20250919   9292.00  ...   9318.00     9320.00        P
161   p2601  20250919   9314.00  ...   9340.00     9344.00        P
162   p2602  20250919   9300.00  ...   9318.00     9312.00        P
163   p2603  20250919   9248.00  ...   9280.00     9318.00        P
164   p2604  20250919   9214.00  ...   9230.00     9246.00        P
165   p2605  20250919   9118.00  ...   9138.00     9138.00        P
166   p2606  20250919   9032.00  ...   9032.00     9042.00        P
167   p2607  20250919   8932.00  ...   8930.00     8922.00        P
168   p2608  20250919   8864.00  ...   8864.00     8872.00        P
169   p2609  20250919   8814.00  ...   8812.00     8844.00        P
170  pg2509  20250919   3810.00  ...   3801.00     3805.00       PG
171  pg2510  20250919   4461.00  ...   4439.00     4466.00       PG
172  pg2511  20250919   4393.00  ...   4368.00     4400.00       PG
173  pg2512  20250919   4336.00  ...   4307.00     4336.00       PG
174  pg2601  20250919   4271.00  ...   4241.00     4270.00       PG
175  pg2602  20250919   4193.00  ...   4176.00     4209.00       PG
176  pg2603  20250919   4110.00  ...   4090.00     4123.00       PG
177  pg2604  20250919   4429.00  ...   4418.00     4451.00       PG
178  pg2605  20250919   4348.00  ...   4341.00     4379.00       PG
179  pg2606  20250919   4283.00  ...   4283.00     4297.00       PG
180  pg2607  20250919      0.00  ...   4247.00     4247.00       PG
181  pg2608  20250919      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250919   6825.00  ...   6816.00     6862.00       PP
183  pp2511  20250919   6878.00  ...   6846.00     6886.00       PP
184  pp2512  20250919   6895.00  ...   6883.00     6921.00       PP
185  pp2601  20250919   6930.00  ...   6917.00     6955.00       PP
186  pp2602  20250919   6901.00  ...   6900.00     6930.00       PP
187  pp2603  20250919   6898.00  ...   6899.00     6953.00       PP
188  pp2604  20250919   6934.00  ...   6927.00     6961.00       PP
189  pp2605  20250919   6970.00  ...   6959.00     6993.00       PP
190  pp2606  20250919   6917.00  ...   6921.00     6951.00       PP
191  pp2607  20250919   6902.00  ...   6890.00     6941.00       PP
192  pp2608  20250919   6902.00  ...   6900.00     6950.00       PP
193  pp2609  20250919   6931.00  ...   6926.00     6966.00       PP
194  rr2510  20250919   3608.00  ...   3608.00     3603.00       RR
195  rr2511  20250919   3610.00  ...   3614.00     3605.00       RR
196  rr2512  20250919   3600.00  ...   3605.00     3597.00       RR
197  rr2601  20250919   3621.00  ...   3620.00     3617.00       RR
198  rr2602  20250919   3602.00  ...   3603.00     3599.00       RR
199  rr2603  20250919      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250919   3616.00  ...   3616.00     3611.00       RR
201  rr2605  20250919      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250919      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250919      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250919      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250919      0.00  ...   3614.00     3614.00       RR
206   v2510  20250919   4810.00  ...   4834.00     4828.00        V
207   v2511  20250919   4844.00  ...   4867.00     4848.00        V
208   v2512  20250919   4887.00  ...   4908.00     4895.00        V
209   v2601  20250919   4927.00  ...   4949.00     4939.00        V
210   v2602  20250919   4967.00  ...   4984.00     4973.00        V
211   v2603  20250919   4999.00  ...   5016.00     5003.00        V
212   v2604  20250919   5203.00  ...   5222.00     5206.00        V
213   v2605  20250919   5229.00  ...   5252.00     5241.00        V
214   v2606  20250919   5280.00  ...   5286.00     5269.00        V
215   v2607  20250919   5301.00  ...   5314.00     5301.00        V
216   v2608  20250919   5332.00  ...   5342.00     5337.00        V
217   v2609  20250919   5347.00  ...   5374.00     5370.00        V
218   y2511  20250919   8294.00  ...   8350.00     8308.00        Y
219   y2512  20250919   8344.00  ...   8390.00     8346.00        Y
220   y2601  20250919   8298.00  ...   8336.00     8306.00        Y
221   y2603  20250919   8228.00  ...   8276.00     8276.00        Y
222   y2605  20250919   8034.00  ...   8060.00     8052.00        Y
223   y2607  20250919   7990.00  ...   8014.00     7998.00        Y
224   y2608  20250919   8008.00  ...   8024.00     8016.00        Y
225   y2609  20250919   7974.00  ...   7992.00     7988.00        Y

[226 rows x 12 columns]
2025-09-19 18:26:16,771 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250919  ...   79840      79800      CU
1        1      CU2511  20250919  ...   79820      79780      CU
2        2      CU2512  20250919  ...   79810      79760      CU
3        3      CU2601  20250919  ...   79810      79800      CU
4        4      CU2602  20250919  ...   79800      79780      CU
5        5      CU2603  20250919  ...   79830      79840      CU
6        6      CU2604  20250919  ...   79860      79790      CU
7        7      CU2605  20250919  ...   79910      79820      CU
8        8      CU2606  20250919  ...   79850      79780      CU
9        9      CU2607  20250919  ...   79840      79720      CU
10      10      CU2608  20250919  ...   79800      79790      CU
11      11      CU2609  20250919  ...   79780      79830      CU
12      12      BC2510  20250919  ...   70760      70760      BC
13      13      BC2511  20250919  ...   70890      70820      BC
14      14      BC2512  20250919  ...   71670      71670      BC
15      15      BC2601  20250919  ...   71000      71000      BC
16      16      BC2602  20250919  ...   71100      71100      BC
17      17      BC2603  20250919  ...   71200      71200      BC
18      18      BC2604  20250919  ...   71300      71300      BC
19      19      BC2605  20250919  ...   71300      71300      BC
20      20      BC2606  20250919  ...   71400      71400      BC
21      21      BC2607  20250919  ...   71400      71400      BC
22      22      BC2608  20250919  ...   71400      71400      BC
23      23      BC2609  20250919  ...   71550      71550      BC
24      24      AL2510  20250919  ...   20805      20775      AL
25      25      AL2511  20250919  ...   20820      20795      AL
26      26      AL2512  20250919  ...   20820      20790      AL
27      27      AL2601  20250919  ...   20815      20790      AL
28      28      AL2602  20250919  ...   20815      20790      AL
29      29      AL2603  20250919  ...   20840      20810      AL
30      30      AL2604  20250919  ...   20855      20820      AL
31      31      AL2605  20250919  ...   20865      20825      AL
32      32      AL2606  20250919  ...   20850      20845      AL
33      33      AL2607  20250919  ...   20865      20825      AL
34      34      AL2608  20250919  ...   20885      20830      AL
35      35      AL2609  20250919  ...   20850      20835      AL
36      36      ZN2510  20250919  ...   22065      22075      ZN
37      37      ZN2511  20250919  ...   22060      22085      ZN
38      38      ZN2512  20250919  ...   22080      22115      ZN
39      39      ZN2601  20250919  ...   22100      22150      ZN
40      40      ZN2602  20250919  ...   22125      22180      ZN
41      41      ZN2603  20250919  ...   22160      22175      ZN
42      42      ZN2604  20250919  ...   22200      22225      ZN
43      43      ZN2605  20250919  ...   22230      22260      ZN
44      44      ZN2606  20250919  ...   22240      22265      ZN
45      45      ZN2607  20250919  ...   22260      22275      ZN
46      46      ZN2608  20250919  ...   22290      22295      ZN
47      47      ZN2609  20250919  ...   22305      22335      ZN
48      48      PB2510  20250919  ...   17140      17110      PB
49      49      PB2511  20250919  ...   17170      17130      PB
50      50      PB2512  20250919  ...   17175      17135      PB
51      51      PB2601  20250919  ...   17170      17135      PB
52      52      PB2602  20250919  ...   17175      17175      PB
53      53      PB2603  20250919  ...   17190      17190      PB
54      54      PB2604  20250919  ...   17235      17195      PB
55      55      PB2605  20250919  ...   17210      17180      PB
56      56      PB2606  20250919  ...   17145      17145      PB
57      57      PB2607  20250919  ...   17225      17185      PB
58      58      PB2608  20250919  ...   17245      17190      PB
59      59      PB2609  20250919  ...   17210      17220      PB
60      60      NI2510  20250919  ...  121320     121570      NI
61      61      NI2511  20250919  ...  121520     121700      NI
62      62      NI2512  20250919  ...  121810     121890      NI
63      63      NI2601  20250919  ...  121930     122100      NI
64      64      NI2602  20250919  ...  122110     122330      NI
65      65      NI2603  20250919  ...  122540     122460      NI
66      66      NI2604  20250919  ...  122710     122640      NI
67      67      NI2605  20250919  ...  122950     122910      NI
68      68      NI2606  20250919  ...  123120     123030      NI
69      69      NI2607  20250919  ...  123440     123210      NI
70      70      NI2608  20250919  ...  123490     123600      NI
71      71      NI2609  20250919  ...  123530     123850      NI
72      72      SN2510  20250919  ...  268470     270240      SN
73      73      SN2511  20250919  ...  268840     270460      SN
74      74      SN2512  20250919  ...  269060     270420      SN
75      75      SN2601  20250919  ...  269200     270430      SN
76      76      SN2602  20250919  ...  269420     270580      SN
77      77      SN2603  20250919  ...  269440     270650      SN
78      78      SN2604  20250919  ...  270080     271420      SN
79      79      SN2605  20250919  ...  269840     270780      SN
80      80      SN2606  20250919  ...  269920     271460      SN
81      81      SN2607  20250919  ...  270550     272240      SN
82      82      SN2608  20250919  ...  270360     272130      SN
83      83      SN2609  20250919  ...  271330     271810      SN
84      84      AO2510  20250919  ...    2915       2923      AO
85      85      AO2511  20250919  ...    2919       2927      AO
86      86      AO2512  20250919  ...    2927       2935      AO
87      87      AO2601  20250919  ...    2936       2948      AO
88      88      AO2602  20250919  ...    2947       2949      AO
89      89      AO2603  20250919  ...    3016       3019      AO
90      90      AO2604  20250919  ...    3023       3025      AO
91      91      AO2605  20250919  ...    3029       3032      AO
92      92      AO2606  20250919  ...    3032       3036      AO
93      93      AO2607  20250919  ...    3038       3043      AO
94      94      AO2608  20250919  ...    3048       3059      AO
95      95      AO2609  20250919  ...    3062       3081      AO
96      96      AD2511  20250919  ...   20320      20325      AD
97      97      AD2512  20250919  ...   20350      20355      AD
98      98      AD2601  20250919  ...   20380      20345      AD
99      99      AD2602  20250919  ...   20355      20365      AD
100    100      AD2603  20250919  ...   20415      20500      AD
101    101      AD2604  20250919  ...   20345      20485      AD
102    102      AD2605  20250919  ...   20355      20355      AD
103    103      AD2606  20250919  ...   20305      20305      AD
104    104      AD2607  20250919  ...   20510      20510      AD
105    105      AD2608  20250919  ...   20515      20515      AD
106    106      AD2609  20250919  ...   20515      20515      AD
107    107      AU2510  20250919  ...  826.86      831.8      AU
108    108      AU2511  20250919  ...   828.7     832.92      AU
109    109      AU2512  20250919  ...  829.78     833.96      AU
110    110      AU2602  20250919  ...  832.14     836.52      AU
111    111      AU2604  20250919  ...  834.24     838.64      AU
112    112      AU2606  20250919  ...  836.56     840.78      AU
113    113      AU2608  20250919  ...  839.52     843.44      AU
114    114      AU2610  20250919  ...   842.9     846.74      AU
115    115      AG2510  20250919  ...    9903       9882      AG
116    116      AG2511  20250919  ...    9928       9884      AG
117    117      AG2512  20250919  ...    9938       9908      AG
118    118      AG2601  20250919  ...    9951       9921      AG
119    119      AG2602  20250919  ...    9960       9934      AG
120    120      AG2603  20250919  ...    9983       9939      AG
121    121      AG2604  20250919  ...    9989       9961      AG
122    122      AG2605  20250919  ...   10006       9971      AG
123    123      AG2606  20250919  ...   10021       9976      AG
124    124      AG2607  20250919  ...   10032      10001      AG
125    125      AG2608  20250919  ...   10046      10003      AG
126    126      AG2609  20250919  ...   10059      10025      AG
127    127      RB2510  20250919  ...    3069       3057      RB
128    128      RB2511  20250919  ...    3083       3075      RB
129    129      RB2512  20250919  ...    3139       3131      RB
130    130      RB2601  20250919  ...    3158       3149      RB
131    131      RB2602  20250919  ...    3162       3155      RB
132    132      RB2603  20250919  ...    3184       3179      RB
133    133      RB2604  20250919  ...    3198       3217      RB
134    134      RB2605  20250919  ...    3218       3208      RB
135    135      RB2606  20250919  ...    3230       3227      RB
136    136      RB2607  20250919  ...    3241       3240      RB
137    137      RB2608  20250919  ...    3239       3238      RB
138    138      RB2609  20250919  ...    3253       3242      RB
139    139      WR2510  20250919  ...    3283       3279      WR
140    140      WR2511  20250919  ...    3302       3302      WR
141    141      WR2512  20250919  ...    3324       3324      WR
142    142      WR2601  20250919  ...    3349       3349      WR
143    143      WR2602  20250919  ...    3358       3358      WR
144    144      WR2603  20250919  ...    3399       3395      WR
145    145      WR2604  20250919  ...    3389       3389      WR
146    146      WR2605  20250919  ...    3414       3414      WR
147    147      WR2606  20250919  ...    3372       3372      WR
148    148      WR2607  20250919  ...    3390       3390      WR
149    149      WR2608  20250919  ...    3399       3399      WR
150    150      WR2609  20250919  ...    3466       3553      WR
151    151      HC2510  20250919  ...    3400       3403      HC
152    152      HC2511  20250919  ...    3382       3390      HC
153    153      HC2512  20250919  ...    3370       3383      HC
154    154      HC2601  20250919  ...    3362       3368      HC
155    155      HC2602  20250919  ...    3360       3374      HC
156    156      HC2603  20250919  ...    3365       3370      HC
157    157      HC2604  20250919  ...    3371       3373      HC
158    158      HC2605  20250919  ...    3372       3377      HC
159    159      HC2606  20250919  ...    3377       3395      HC
160    160      HC2607  20250919  ...    3384       3402      HC
161    161      HC2608  20250919  ...    3381       3385      HC
162    162      HC2609  20250919  ...    3401       3407      HC
163    163      SS2510  20250919  ...   12755      12790      SS
164    164      SS2511  20250919  ...   12870      12910      SS
165    165      SS2512  20250919  ...   12910      12950      SS
166    166      SS2601  20250919  ...   12970      13020      SS
167    167      SS2602  20250919  ...   13025      13095      SS
168    168      SS2603  20250919  ...   13105      13145      SS
169    169      SS2604  20250919  ...   13155      13205      SS
170    170      SS2605  20250919  ...   13225      13280      SS
171    171      SS2606  20250919  ...   13315      13315      SS
172    172      SS2607  20250919  ...   13350      13350      SS
173    173      SS2608  20250919  ...   13400      13415      SS
174    174      SS2609  20250919  ...   13475      13495      SS
175    175      SC2510  20250919  ...   492.1      495.5      SC
176    176      SC2511  20250919  ...   491.2      496.3      SC
177    177      SC2512  20250919  ...   489.8      493.5      SC
178    178      SC2601  20250919  ...   488.5      491.9      SC
179    179      SC2602  20250919  ...   486.6      490.4      SC
180    180      SC2603  20250919  ...     486      489.8      SC
181    181      SC2604  20250919  ...     486        488      SC
182    182      SC2605  20250919  ...   485.4      487.2      SC
183    183      SC2606  20250919  ...   485.8        487      SC
184    184      SC2607  20250919  ...   484.6      485.2      SC
185    185      SC2608  20250919  ...     483      483.9      SC
186    186      SC2609  20250919  ...   480.8      483.8      SC
187    187      SC2612  20250919  ...   477.1      482.5      SC
188    188      SC2703  20250919  ...   475.1      475.1      SC
189    189      SC2706  20250919  ...   469.2      476.8      SC
190    190      SC2709  20250919  ...   473.2      473.2      SC
191    191      SC2712  20250919  ...   472.9      474.1      SC
192    192      SC2803  20250919  ...     471      471.2      SC
193    193      SC2806  20250919  ...   467.5      472.5      SC
194    194      SC2809  20250919  ...   465.7      465.7      SC
195    195      LU2510  20250919  ...    3372       3418      LU
196    196      LU2511  20250919  ...    3405       3428      LU
197    197      LU2512  20250919  ...    3388       3410      LU
198    198      LU2601  20250919  ...    3382       3403      LU
199    199      LU2602  20250919  ...    3362       3389      LU
200    200      LU2603  20250919  ...    3362       3378      LU
201    201      LU2604  20250919  ...    3345       3365      LU
202    202      LU2605  20250919  ...    3346       3374      LU
203    203      LU2606  20250919  ...    3352       3360      LU
204    204      LU2607  20250919  ...    3350       3358      LU
205    205      LU2608  20250919  ...    3342       3346      LU
206    206      LU2609  20250919  ...    3329       3325      LU
207    207      FU2510  20250919  ...    2834       2811      FU
208    208      FU2511  20250919  ...    2850       2834      FU
209    209      FU2512  20250919  ...    2830       2821      FU
210    210      FU2601  20250919  ...    2818       2807      FU
211    211      FU2602  20250919  ...    2795       2788      FU
212    212      FU2603  20250919  ...    2788       2779      FU
213    213      FU2604  20250919  ...    2783       2773      FU
214    214      FU2605  20250919  ...    2772       2763      FU
215    215      FU2606  20250919  ...    2756       2749      FU
216    216      FU2607  20250919  ...    2737       2738      FU
217    217      FU2608  20250919  ...    2729       2727      FU
218    218      FU2609  20250919  ...    2711       2707      FU
219    219      BU2510  20250919  ...    3433       3443      BU
220    220      BU2511  20250919  ...    3425       3436      BU
221    221      BU2512  20250919  ...    3381       3393      BU
222    222      BU2601  20250919  ...    3361       3375      BU
223    223      BU2602  20250919  ...    3363       3377      BU
224    224      BU2603  20250919  ...    3364       3382      BU
225    225      BU2604  20250919  ...    3364       3367      BU
226    226      BU2605  20250919  ...    3347       3375      BU
227    227      BU2606  20250919  ...    3356       3371      BU
228    228      BU2607  20250919  ...    3348       3348      BU
229    229      BU2608  20250919  ...    3369       3369      BU
230    230      BU2609  20250919  ...    3349       3356      BU
231    231      BU2612  20250919  ...    3314       3314      BU
232    232      BU2703  20250919  ...    3312       3322      BU
233    233      BU2706  20250919  ...    3318       3331      BU
234    234      BU2709  20250919  ...    3342       3314      BU
235    235      BR2510  20250919  ...   11545      11510      BR
236    236      BR2511  20250919  ...   11470      11455      BR
237    237      BR2512  20250919  ...   11460      11450      BR
238    238      BR2601  20250919  ...   11470      11470      BR
239    239      BR2602  20250919  ...   11500      11460      BR
240    240      BR2603  20250919  ...   11475      11490      BR
241    241      BR2604  20250919  ...   11535      11560      BR
242    242      BR2605  20250919  ...   11525      11500      BR
243    243      BR2606  20250919  ...   11630      11635      BR
244    244      BR2607  20250919  ...   11715      11715      BR
245    245      BR2608  20250919  ...   11770      11780      BR
246    246      BR2609  20250919  ...   11645      11675      BR
247    247      RU2510  20250919  ...   14670      14740      RU
248    248      RU2511  20250919  ...   14645      14700      RU
249    249      RU2601  20250919  ...   15530      15630      RU
250    250      RU2603  20250919  ...   15525      15705      RU
251    251      RU2604  20250919  ...   15505      15650      RU
252    252      RU2605  20250919  ...   15515      15610      RU
253    253      RU2606  20250919  ...   15565      15670      RU
254    254      RU2607  20250919  ...   15585      15780      RU
255    255      RU2608  20250919  ...   15585      15660      RU
256    256      RU2609  20250919  ...   15570      15665      RU
257    257      NR2510  20250919  ...   12280      12305      NR
258    258      NR2511  20250919  ...   12290      12330      NR
259    259      NR2512  20250919  ...   12335      12355      NR
260    260      NR2601  20250919  ...   12370      12400      NR
261    261      NR2602  20250919  ...   12405      12455      NR
262    262      NR2603  20250919  ...   12375      12435      NR
263    263      NR2604  20250919  ...   12435      12405      NR
264    264      NR2605  20250919  ...   12470      12455      NR
265    265      NR2606  20250919  ...   12440      12440      NR
266    266      NR2607  20250919  ...   12650      12655      NR
267    267      NR2608  20250919  ...   12685      12685      NR
268    268      NR2609  20250919  ...   12510      12510      NR
269    269      SP2510  20250919  ...    4990       4986      SP
270    270      SP2511  20250919  ...    5020       5008      SP
271    271      SP2512  20250919  ...    5038       5026      SP
272    272      SP2601  20250919  ...    5320       5318      SP
273    273      SP2602  20250919  ...    5310       5316      SP
274    274      SP2603  20250919  ...    5324       5328      SP
275    275      SP2604  20250919  ...    5322       5318      SP
276    276      SP2605  20250919  ...    5338       5336      SP
277    277      SP2606  20250919  ...    5338       5342      SP
278    278      SP2607  20250919  ...    5346       5346      SP
279    279      SP2608  20250919  ...    5344       5338      SP
280    280      SP2609  20250919  ...    5354       5352      SP
281    281      OP2601  20250919  ...    4232       4232      OP
282    282      OP2602  20250919  ...    4232       4234      OP
283    283      OP2603  20250919  ...    4238       4228      OP
284    284      OP2604  20250919  ...    4260       4260      OP
285    285      OP2605  20250919  ...    4256       4256      OP
286    286      OP2606  20250919  ...    4242       4242      OP
287    287      OP2607  20250919  ...    4258       4262      OP
288    288      OP2608  20250919  ...    4244       4242      OP
289    289      OP2609  20250919  ...    4342       4256      OP
290    290      EC2510  20250919  ...  1072.3     1117.6      EC
291    291      EC2512  20250919  ...  1626.1       1663      EC
292    292      EC2602  20250919  ...  1552.7     1564.7      EC
293    293      EC2604  20250919  ...  1250.7     1271.7      EC
294    294      EC2606  20250919  ...  1438.3     1456.6      EC
295    295      EC2608  20250919  ...    1595     1615.3      EC
296    297  SC_TAS2511  20250919  ...                     SC_TAS
297    298  SC_TAS2512  20250919  ...                     SC_TAS
298    299  SC_TAS2601  20250919  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-19 18:26:16,875 - future_1d - INFO - ak.get_shfe_daily('2025-09-19') done
2025-09-19 18:26:18,636 - future_1d - INFO - save future_daily 2025-09-19 completed