LogViewer
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]
2025-09-23 18:26:29,730 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
2025-09-23 18:26:31,493 - future_1d - INFO - save future_daily 2025-09-19 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250922  ...   80130      79840      CU
1        1      CU2511  20250922  ...   80120      79820      CU
2        2      CU2512  20250922  ...   80120      79810      CU
3        3      CU2601  20250922  ...   80110      79810      CU
4        4      CU2602  20250922  ...   80100      79800      CU
5        5      CU2603  20250922  ...   80130      79830      CU
6        6      CU2604  20250922  ...   80170      79860      CU
7        7      CU2605  20250922  ...   80280      79910      CU
8        8      CU2606  20250922  ...   80260      79850      CU
9        9      CU2607  20250922  ...   80290      79840      CU
10      10      CU2608  20250922  ...   80210      79800      CU
11      11      CU2609  20250922  ...   80220      79780      CU
12      12      BC2510  20250922  ...   71050      70760      BC
13      13      BC2511  20250922  ...   71120      70890      BC
14      14      BC2512  20250922  ...   71490      71670      BC
15      15      BC2601  20250922  ...   71300      71000      BC
16      16      BC2602  20250922  ...   71100      71100      BC
17      17      BC2603  20250922  ...   71210      71200      BC
18      18      BC2604  20250922  ...   71300      71300      BC
19      19      BC2605  20250922  ...   71300      71300      BC
20      20      BC2606  20250922  ...   71400      71400      BC
21      21      BC2607  20250922  ...   71400      71400      BC
22      22      BC2608  20250922  ...   71400      71400      BC
23      23      BC2609  20250922  ...   71550      71550      BC
24      24      AL2510  20250922  ...   20760      20805      AL
25      25      AL2511  20250922  ...   20770      20820      AL
26      26      AL2512  20250922  ...   20765      20820      AL
27      27      AL2601  20250922  ...   20760      20815      AL
28      28      AL2602  20250922  ...   20765      20815      AL
29      29      AL2603  20250922  ...   20785      20840      AL
30      30      AL2604  20250922  ...   20840      20855      AL
31      31      AL2605  20250922  ...   20820      20865      AL
32      32      AL2606  20250922  ...   20820      20850      AL
33      33      AL2607  20250922  ...   20840      20865      AL
34      34      AL2608  20250922  ...   20830      20885      AL
35      35      AL2609  20250922  ...   20830      20850      AL
36      36      ZN2510  20250922  ...   21995      22065      ZN
37      37      ZN2511  20250922  ...   21995      22060      ZN
38      38      ZN2512  20250922  ...   22015      22080      ZN
39      39      ZN2601  20250922  ...   22035      22100      ZN
40      40      ZN2602  20250922  ...   22055      22125      ZN
41      41      ZN2603  20250922  ...   22070      22160      ZN
42      42      ZN2604  20250922  ...   22095      22200      ZN
43      43      ZN2605  20250922  ...   22145      22230      ZN
44      44      ZN2606  20250922  ...   22185      22240      ZN
45      45      ZN2607  20250922  ...   22205      22260      ZN
46      46      ZN2608  20250922  ...   22240      22290      ZN
47      47      ZN2609  20250922  ...   22305      22305      ZN
48      48      PB2510  20250922  ...   17120      17140      PB
49      49      PB2511  20250922  ...   17160      17170      PB
50      50      PB2512  20250922  ...   17170      17175      PB
51      51      PB2601  20250922  ...   17160      17170      PB
52      52      PB2602  20250922  ...   17175      17175      PB
53      53      PB2603  20250922  ...   17185      17190      PB
54      54      PB2604  20250922  ...   17185      17235      PB
55      55      PB2605  20250922  ...   17185      17210      PB
56      56      PB2606  20250922  ...   17195      17145      PB
57      57      PB2607  20250922  ...   17215      17225      PB
58      58      PB2608  20250922  ...   17220      17245      PB
59      59      PB2609  20250922  ...   17210      17210      PB
60      60      NI2510  20250922  ...  121440     121320      NI
61      61      NI2511  20250922  ...  121630     121520      NI
62      62      NI2512  20250922  ...  121810     121810      NI
63      63      NI2601  20250922  ...  122020     121930      NI
64      64      NI2602  20250922  ...  122170     122110      NI
65      65      NI2603  20250922  ...  122400     122540      NI
66      66      NI2604  20250922  ...  122780     122710      NI
67      67      NI2605  20250922  ...  122960     122950      NI
68      68      NI2606  20250922  ...  123530     123120      NI
69      69      NI2607  20250922  ...  123500     123440      NI
70      70      NI2608  20250922  ...  123810     123490      NI
71      71      NI2609  20250922  ...  123880     123530      NI
72      72      SN2510  20250922  ...  271360     268470      SN
73      73      SN2511  20250922  ...  271840     268840      SN
74      74      SN2512  20250922  ...  272050     269060      SN
75      75      SN2601  20250922  ...  272270     269200      SN
76      76      SN2602  20250922  ...  271620     269420      SN
77      77      SN2603  20250922  ...  271420     269440      SN
78      78      SN2604  20250922  ...  271610     270080      SN
79      79      SN2605  20250922  ...  272210     269840      SN
80      80      SN2606  20250922  ...  272850     269920      SN
81      81      SN2607  20250922  ...  272590     270550      SN
82      82      SN2608  20250922  ...  271030     270360      SN
83      83      SN2609  20250922  ...  274160     271330      SN
84      84      AO2510  20250922  ...    2915       2915      AO
85      85      AO2511  20250922  ...    2914       2919      AO
86      86      AO2512  20250922  ...    2924       2927      AO
87      87      AO2601  20250922  ...    2934       2936      AO
88      88      AO2602  20250922  ...    2938       2947      AO
89      89      AO2603  20250922  ...    3008       3016      AO
90      90      AO2604  20250922  ...    3016       3023      AO
91      91      AO2605  20250922  ...    3026       3029      AO
92      92      AO2606  20250922  ...    3031       3032      AO
93      93      AO2607  20250922  ...    3040       3038      AO
94      94      AO2608  20250922  ...    3044       3048      AO
95      95      AO2609  20250922  ...    3076       3062      AO
96      96      AD2511  20250922  ...   20315      20320      AD
97      97      AD2512  20250922  ...   20340      20350      AD
98      98      AD2601  20250922  ...   20355      20380      AD
99      99      AD2602  20250922  ...   20355      20355      AD
100    100      AD2603  20250922  ...   20415      20415      AD
101    101      AD2604  20250922  ...   20345      20345      AD
102    102      AD2605  20250922  ...   20340      20355      AD
103    103      AD2606  20250922  ...   20305      20305      AD
104    104      AD2607  20250922  ...   20510      20510      AD
105    105      AD2608  20250922  ...   20515      20515      AD
106    106      AD2609  20250922  ...   20515      20515      AD
107    107      AU2510  20250922  ...  835.38     826.86      AU
108    108      AU2511  20250922  ...  839.18      828.7      AU
109    109      AU2512  20250922  ...  838.74     829.78      AU
110    110      AU2602  20250922  ...   841.9     832.14      AU
111    111      AU2604  20250922  ...  844.64     834.24      AU
112    112      AU2606  20250922  ...   845.2     836.56      AU
113    113      AU2608  20250922  ...  848.34     839.52      AU
114    114      AU2610  20250922  ...  850.26      842.9      AU
115    115      AG2510  20250922  ...   10136       9903      AG
116    116      AG2511  20250922  ...   10147       9928      AG
117    117      AG2512  20250922  ...   10168       9938      AG
118    118      AG2601  20250922  ...   10181       9951      AG
119    119      AG2602  20250922  ...   10181       9960      AG
120    120      AG2603  20250922  ...   10236       9983      AG
121    121      AG2604  20250922  ...   10233       9989      AG
122    122      AG2605  20250922  ...   10242      10006      AG
123    123      AG2606  20250922  ...   10262      10021      AG
124    124      AG2607  20250922  ...   10281      10032      AG
125    125      AG2608  20250922  ...   10291      10046      AG
126    126      AG2609  20250922  ...   10322      10059      AG
127    127      RB2510  20250922  ...    3093       3069      RB
128    128      RB2511  20250922  ...    3109       3083      RB
129    129      RB2512  20250922  ...    3161       3139      RB
130    130      RB2601  20250922  ...    3187       3158      RB
131    131      RB2602  20250922  ...    3188       3162      RB
132    132      RB2603  20250922  ...    3210       3184      RB
133    133      RB2604  20250922  ...    3222       3198      RB
134    134      RB2605  20250922  ...    3245       3218      RB
135    135      RB2606  20250922  ...    3257       3230      RB
136    136      RB2607  20250922  ...    3272       3241      RB
137    137      RB2608  20250922  ...    3266       3239      RB
138    138      RB2609  20250922  ...    3274       3253      RB
139    139      WR2510  20250922  ...    3289       3283      WR
140    140      WR2511  20250922  ...    3302       3302      WR
141    141      WR2512  20250922  ...    3324       3324      WR
142    142      WR2601  20250922  ...    3349       3349      WR
143    143      WR2602  20250922  ...    3358       3358      WR
144    144      WR2603  20250922  ...    3399       3399      WR
145    145      WR2604  20250922  ...    3389       3389      WR
146    146      WR2605  20250922  ...    3414       3414      WR
147    147      WR2606  20250922  ...    3372       3372      WR
148    148      WR2607  20250922  ...    3390       3390      WR
149    149      WR2608  20250922  ...    3399       3399      WR
150    150      WR2609  20250922  ...    3466       3466      WR
151    151      HC2510  20250922  ...    3424       3400      HC
152    152      HC2511  20250922  ...    3408       3382      HC
153    153      HC2512  20250922  ...    3392       3370      HC
154    154      HC2601  20250922  ...    3385       3362      HC
155    155      HC2602  20250922  ...    3383       3360      HC
156    156      HC2603  20250922  ...    3385       3365      HC
157    157      HC2604  20250922  ...    3388       3371      HC
158    158      HC2605  20250922  ...    3393       3372      HC
159    159      HC2606  20250922  ...    3399       3377      HC
160    160      HC2607  20250922  ...    3405       3384      HC
161    161      HC2608  20250922  ...    3392       3381      HC
162    162      HC2609  20250922  ...    3396       3401      HC
163    163      SS2510  20250922  ...   12795      12755      SS
164    164      SS2511  20250922  ...   12910      12870      SS
165    165      SS2512  20250922  ...   12945      12910      SS
166    166      SS2601  20250922  ...   13015      12970      SS
167    167      SS2602  20250922  ...   13075      13025      SS
168    168      SS2603  20250922  ...   13140      13105      SS
169    169      SS2604  20250922  ...   13195      13155      SS
170    170      SS2605  20250922  ...   13265      13225      SS
171    171      SS2606  20250922  ...   13310      13315      SS
172    172      SS2607  20250922  ...   13360      13350      SS
173    173      SS2608  20250922  ...   13395      13400      SS
174    174      SS2609  20250922  ...   13475      13475      SS
175    175      SC2510  20250922  ...   485.5      492.1      SC
176    176      SC2511  20250922  ...   484.2      491.2      SC
177    177      SC2512  20250922  ...   483.6      489.8      SC
178    178      SC2601  20250922  ...   482.9      488.5      SC
179    179      SC2602  20250922  ...   481.8      486.6      SC
180    180      SC2603  20250922  ...   481.1        486      SC
181    181      SC2604  20250922  ...   481.3        486      SC
182    182      SC2605  20250922  ...   480.9      485.4      SC
183    183      SC2606  20250922  ...   480.2      485.8      SC
184    184      SC2607  20250922  ...   480.4      484.6      SC
185    185      SC2608  20250922  ...     478        483      SC
186    186      SC2609  20250922  ...   477.7      480.8      SC
187    187      SC2612  20250922  ...   473.9      477.1      SC
188    188      SC2703  20250922  ...   475.1      475.1      SC
189    189      SC2706  20250922  ...   469.2      469.2      SC
190    190      SC2709  20250922  ...   473.2      473.2      SC
191    191      SC2712  20250922  ...   466.3      472.9      SC
192    192      SC2803  20250922  ...     470        471      SC
193    193      SC2806  20250922  ...   462.8      467.5      SC
194    194      SC2809  20250922  ...   465.7      465.7      SC
195    195      LU2510  20250922  ...    3351       3372      LU
196    196      LU2511  20250922  ...    3373       3405      LU
197    197      LU2512  20250922  ...    3354       3388      LU
198    198      LU2601  20250922  ...    3342       3382      LU
199    199      LU2602  20250922  ...    3334       3362      LU
200    200      LU2603  20250922  ...    3326       3362      LU
201    201      LU2604  20250922  ...    3323       3345      LU
202    202      LU2605  20250922  ...    3326       3346      LU
203    203      LU2606  20250922  ...    3319       3352      LU
204    204      LU2607  20250922  ...    3307       3350      LU
205    205      LU2608  20250922  ...    3306       3342      LU
206    206      LU2609  20250922  ...    3292       3329      LU
207    207      FU2510  20250922  ...    2803       2834      FU
208    208      FU2511  20250922  ...    2818       2850      FU
209    209      FU2512  20250922  ...    2796       2830      FU
210    210      FU2601  20250922  ...    2778       2818      FU
211    211      FU2602  20250922  ...    2761       2795      FU
212    212      FU2603  20250922  ...    2754       2788      FU
213    213      FU2604  20250922  ...    2749       2783      FU
214    214      FU2605  20250922  ...    2739       2772      FU
215    215      FU2606  20250922  ...    2732       2756      FU
216    216      FU2607  20250922  ...    2713       2737      FU
217    217      FU2608  20250922  ...    2708       2729      FU
218    218      FU2609  20250922  ...    2695       2711      FU
219    219      BU2510  20250922  ...    3421       3433      BU
220    220      BU2511  20250922  ...    3414       3425      BU
221    221      BU2512  20250922  ...    3364       3381      BU
222    222      BU2601  20250922  ...    3336       3361      BU
223    223      BU2602  20250922  ...    3340       3363      BU
224    224      BU2603  20250922  ...    3342       3364      BU
225    225      BU2604  20250922  ...    3346       3364      BU
226    226      BU2605  20250922  ...    3346       3347      BU
227    227      BU2606  20250922  ...    3337       3356      BU
228    228      BU2607  20250922  ...    3330       3348      BU
229    229      BU2608  20250922  ...    3337       3369      BU
230    230      BU2609  20250922  ...    3332       3349      BU
231    231      BU2612  20250922  ...    3297       3314      BU
232    232      BU2703  20250922  ...    3312       3312      BU
233    233      BU2706  20250922  ...    3308       3318      BU
234    234      BU2709  20250922  ...    3337       3342      BU
235    235      BR2510  20250922  ...   11565      11545      BR
236    236      BR2511  20250922  ...   11495      11470      BR
237    237      BR2512  20250922  ...   11475      11460      BR
238    238      BR2601  20250922  ...   11475      11470      BR
239    239      BR2602  20250922  ...   11485      11500      BR
240    240      BR2603  20250922  ...   11470      11475      BR
241    241      BR2604  20250922  ...   11535      11535      BR
242    242      BR2605  20250922  ...   11545      11525      BR
243    243      BR2606  20250922  ...   11630      11630      BR
244    244      BR2607  20250922  ...   11730      11715      BR
245    245      BR2608  20250922  ...   11715      11770      BR
246    246      BR2609  20250922  ...   11675      11645      BR
247    247      RU2510  20250922  ...   14745      14670      RU
248    248      RU2511  20250922  ...   14675      14645      RU
249    249      RU2601  20250922  ...   15560      15530      RU
250    250      RU2603  20250922  ...   15560      15525      RU
251    251      RU2604  20250922  ...   15550      15505      RU
252    252      RU2605  20250922  ...   15540      15515      RU
253    253      RU2606  20250922  ...   15580      15565      RU
254    254      RU2607  20250922  ...   15580      15585      RU
255    255      RU2608  20250922  ...   15735      15585      RU
256    256      RU2609  20250922  ...   15610      15570      RU
257    257      NR2510  20250922  ...   12340      12280      NR
258    258      NR2511  20250922  ...   12365      12290      NR
259    259      NR2512  20250922  ...   12385      12335      NR
260    260      NR2601  20250922  ...   12405      12370      NR
261    261      NR2602  20250922  ...   12420      12405      NR
262    262      NR2603  20250922  ...   12385      12375      NR
263    263      NR2604  20250922  ...   12440      12435      NR
264    264      NR2605  20250922  ...   12485      12470      NR
265    265      NR2606  20250922  ...   12495      12440      NR
266    266      NR2607  20250922  ...   12650      12650      NR
267    267      NR2608  20250922  ...   12685      12685      NR
268    268      NR2609  20250922  ...   12510      12510      NR
269    269      SP2510  20250922  ...    4980       4990      SP
270    270      SP2511  20250922  ...    5006       5020      SP
271    271      SP2512  20250922  ...    5024       5038      SP
272    272      SP2601  20250922  ...    5298       5320      SP
273    273      SP2602  20250922  ...    5286       5310      SP
274    274      SP2603  20250922  ...    5304       5324      SP
275    275      SP2604  20250922  ...    5320       5322      SP
276    276      SP2605  20250922  ...    5316       5338      SP
277    277      SP2606  20250922  ...    5320       5338      SP
278    278      SP2607  20250922  ...    5322       5346      SP
279    279      SP2608  20250922  ...    5330       5344      SP
280    280      SP2609  20250922  ...    5340       5354      SP
281    281      OP2601  20250922  ...    4238       4232      OP
282    282      OP2602  20250922  ...    4232       4232      OP
283    283      OP2603  20250922  ...    4258       4238      OP
284    284      OP2604  20250922  ...    4270       4260      OP
285    285      OP2605  20250922  ...    4286       4256      OP
286    286      OP2606  20250922  ...    4242       4242      OP
287    287      OP2607  20250922  ...    4258       4258      OP
288    288      OP2608  20250922  ...    4260       4244      OP
289    289      OP2609  20250922  ...    4342       4342      OP
290    290      EC2510  20250922  ...    1102     1072.3      EC
291    291      EC2512  20250922  ...  1669.2     1626.1      EC
292    292      EC2602  20250922  ...  1586.4     1552.7      EC
293    293      EC2604  20250922  ...  1274.4     1250.7      EC
294    294      EC2606  20250922  ...  1454.8     1438.3      EC
295    295      EC2608  20250922  ...  1606.8       1595      EC
296    296  SC_TAS2511  20250922  ...                     SC_TAS
297    297  SC_TAS2512  20250922  ...                     SC_TAS
298    298  SC_TAS2601  20250922  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-23 18:26:39,932 - future_1d - INFO - ak.get_shfe_daily('2025-09-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-23 18:26:40,160 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250922     490  ...   485.5      492.1      SC
1       SC2511  20250922   485.2  ...   484.2      491.2      SC
2       SC2512  20250922   485.9  ...   483.6      489.8      SC
3       SC2601  20250922   484.3  ...   482.9      488.5      SC
4       SC2602  20250922   482.6  ...   481.8      486.6      SC
5       SC2603  20250922     482  ...   481.1        486      SC
6       SC2604  20250922   481.2  ...   481.3        486      SC
7       SC2605  20250922   481.2  ...   480.9      485.4      SC
8       SC2606  20250922   481.7  ...   480.2      485.8      SC
9       SC2607  20250922     480  ...   480.4      484.6      SC
10      SC2608  20250922   478.5  ...     478        483      SC
11      SC2609  20250922   477.6  ...   477.7      480.8      SC
12      SC2612  20250922   473.9  ...   473.9      477.1      SC
13      SC2703  20250922          ...   475.1      475.1      SC
14      SC2706  20250922          ...   469.2      469.2      SC
15      SC2709  20250922          ...   473.2      473.2      SC
16      SC2712  20250922   466.3  ...   466.3      472.9      SC
17      SC2803  20250922          ...     470        471      SC
18      SC2806  20250922   462.7  ...   462.8      467.5      SC
19      SC2809  20250922          ...   465.7      465.7      SC
21      LU2510  20250922    3368  ...    3351       3372      LU
22      LU2511  20250922    3392  ...    3373       3405      LU
23      LU2512  20250922    3363  ...    3354       3388      LU
24      LU2601  20250922    3360  ...    3342       3382      LU
25      LU2602  20250922    3335  ...    3334       3362      LU
26      LU2603  20250922    3331  ...    3326       3362      LU
27      LU2604  20250922    3323  ...    3323       3345      LU
28      LU2605  20250922    3320  ...    3326       3346      LU
29      LU2606  20250922    3309  ...    3319       3352      LU
30      LU2607  20250922    3304  ...    3307       3350      LU
31      LU2608  20250922    3305  ...    3306       3342      LU
32      LU2609  20250922    3292  ...    3292       3329      LU
34      NR2510  20250922   12300  ...   12340      12280      NR
35      NR2511  20250922   12340  ...   12365      12290      NR
36      NR2512  20250922   12340  ...   12385      12335      NR
37      NR2601  20250922   12395  ...   12405      12370      NR
38      NR2602  20250922   12425  ...   12420      12405      NR
39      NR2603  20250922   12405  ...   12385      12375      NR
40      NR2604  20250922   12465  ...   12440      12435      NR
41      NR2605  20250922   12485  ...   12485      12470      NR
42      NR2606  20250922   12510  ...   12495      12440      NR
43      NR2607  20250922          ...   12650      12650      NR
44      NR2608  20250922          ...   12685      12685      NR
45      NR2609  20250922          ...   12510      12510      NR
47      BC2510  20250922   70780  ...   71050      70760      BC
48      BC2511  20250922   70970  ...   71120      70890      BC
49      BC2512  20250922          ...   71490      71670      BC
50      BC2601  20250922   71300  ...   71300      71000      BC
51      BC2602  20250922          ...   71100      71100      BC
52      BC2603  20250922          ...   71210      71200      BC
53      BC2604  20250922          ...   71300      71300      BC
54      BC2605  20250922          ...   71300      71300      BC
55      BC2606  20250922          ...   71400      71400      BC
56      BC2607  20250922          ...   71400      71400      BC
57      BC2608  20250922          ...   71400      71400      BC
58      BC2609  20250922          ...   71550      71550      BC
60      EC2510  20250922    1067  ...    1102     1072.3      EC
61      EC2512  20250922  1651.1  ...  1669.2     1626.1      EC
62      EC2602  20250922  1601.7  ...  1586.4     1552.7      EC
63      EC2604  20250922    1265  ...  1274.4     1250.7      EC
64      EC2606  20250922  1449.5  ...  1454.8     1438.3      EC
65      EC2608  20250922    1599  ...  1606.8       1595      EC
68  SC_TAS2511  20250922          ...                     SC_TAS
69  SC_TAS2512  20250922          ...                     SC_TAS
70  SC_TAS2601  20250922          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-23 18:26:40,225 - future_1d - INFO - ak.get_ine_daily('2025-09-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250922   8479.0   8495.0  ...    35108.28   8448.0      8437.0       AP
1    AP511  20250922   8237.0   8285.0  ...     9132.05   8220.0      8233.0       AP
2    AP512  20250922   8216.0   8278.0  ...     1033.84   8205.0      8225.0       AP
3    AP601  20250922   8273.0   8350.0  ...   699317.95   8256.0      8290.0       AP
4    AP603  20250922   8166.0   8225.0  ...      931.58   8172.0      8183.0       AP
5    AP604  20250922   8107.0   8206.0  ...      326.76   8169.0      8194.0       AP
6    AP605  20250922   8240.0   8242.0  ...     7842.30   8195.0      8252.0       AP
7    CF511  20250922  13615.0  13640.0  ...   333313.68  13520.0     13625.0       CF
8    CF601  20250922  13740.0  13755.0  ...  2286431.97  13635.0     13745.0       CF
9    CF603  20250922  13700.0  13725.0  ...     4414.14  13605.0     13705.0       CF
10   CF605  20250922  13715.0  13745.0  ...   300977.45  13640.0     13715.0       CF
11   CF607  20250922  13735.0  13760.0  ...     2381.47  13645.0     13740.0       CF
12   CF609  20250922  13900.0  13920.0  ...      746.54  13825.0     13900.0       CF
13   CJ512  20250922  10680.0  10815.0  ...     6882.28  10695.0     10650.0       CJ
14   CJ601  20250922  10680.0  10835.0  ...   696790.67  10710.0     10680.0       CJ
15   CJ603  20250922  10620.0  10790.0  ...    17190.45  10665.0     10655.0       CJ
16   CJ605  20250922  10710.0  10825.0  ...   149851.15  10680.0     10725.0       CJ
17   CJ607  20250922  10795.0  10935.0  ...     5888.40  10785.0     10850.0       CJ
18   CJ609  20250922  10865.0  11020.0  ...      998.03  10905.0     10950.0       CJ
19   CY510  20250922      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250922  19765.0  19815.0  ...   120128.69  19665.0     19775.0       CY
21   CY512  20250922      0.0      0.0  ...        0.00  19590.0     19690.0       CY
22   CY601  20250922  19765.0  19825.0  ...     1182.01  19700.0     19800.0       CY
23   CY602  20250922      0.0      0.0  ...        0.00  19790.0     19810.0       CY
24   CY603  20250922  19705.0  19705.0  ...        9.85  19705.0     20160.0       CY
25   CY604  20250922      0.0      0.0  ...        0.00  19790.0     19945.0       CY
26   CY605  20250922      0.0      0.0  ...        0.00  19910.0     19990.0       CY
27   CY606  20250922      0.0      0.0  ...        0.00  19845.0     19975.0       CY
28   CY607  20250922      0.0      0.0  ...        0.00  20150.0     20290.0       CY
29   CY608  20250922      0.0      0.0  ...        0.00  19810.0     19935.0       CY
30   CY609  20250922  19945.0  20120.0  ...       60.10  20035.0     20240.0       CY
31   FG510  20250922   1101.0   1106.0  ...     6999.80   1089.0      1093.0       FG
32   FG511  20250922   1102.0   1107.0  ...   226888.15   1087.0      1095.0       FG
33   FG512  20250922   1216.0   1230.0  ...   123497.19   1211.0      1214.0       FG
34   FG601  20250922   1220.0   1230.0  ...  4208149.81   1212.0      1212.0       FG
35   FG602  20250922   1276.0   1285.0  ...    73961.48   1263.0      1268.0       FG
36   FG603  20250922   1285.0   1290.0  ...     1857.36   1274.0      1268.0       FG
37   FG604  20250922   1346.0   1351.0  ...      695.16   1332.0      1329.0       FG
38   FG605  20250922   1350.0   1355.0  ...   151749.60   1339.0      1337.0       FG
39   FG606  20250922   1376.0   1383.0  ...      614.91   1366.0      1365.0       FG
40   FG607  20250922   1375.0   1382.0  ...     2511.37   1366.0      1363.0       FG
41   FG608  20250922   1408.0   1415.0  ...     1299.50   1400.0      1395.0       FG
42   FG609  20250922   1405.0   1417.0  ...     5698.48   1405.0      1397.0       FG
43   JR511  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250922   2270.0   2274.0  ...     2445.91   2263.0      2264.0       MA
52   MA511  20250922   2296.0   2303.0  ...   166979.42   2291.0      2289.0       MA
53   MA512  20250922   2339.0   2341.0  ...   146417.13   2330.0      2333.0       MA
54   MA601  20250922   2364.0   2366.0  ...  1077703.27   2353.0      2356.0       MA
55   MA602  20250922   2380.0   2386.0  ...    30610.13   2374.0      2373.0       MA
56   MA603  20250922   2396.0   2405.0  ...      812.80   2398.0      2398.0       MA
57   MA604  20250922   2391.0   2400.0  ...       16.75   2393.0      2393.0       MA
58   MA605  20250922   2382.0   2390.0  ...    71305.63   2379.0      2382.0       MA
59   MA606  20250922   2392.0   2392.0  ...       14.31   2386.0      2385.0       MA
60   MA607  20250922   2368.0   2377.0  ...       68.64   2367.0      2373.0       MA
61   MA608  20250922   2355.0   2366.0  ...       61.36   2360.0      2368.0       MA
62   MA609  20250922   2351.0   2351.0  ...     2101.01   2337.0      2353.0       MA
63   OI511  20250922  10252.0  10327.0  ...   539379.81  10272.0     10221.0       OI
64   OI601  20250922  10079.0  10161.0  ...  2782367.67  10102.0     10046.0       OI
65   OI603  20250922   9814.0   9890.0  ...     4088.33   9851.0      9788.0       OI
66   OI605  20250922   9561.0   9647.0  ...   111614.49   9607.0      9558.0       OI
67   OI607  20250922   9552.0   9589.0  ...     1253.45   9568.0      9505.0       OI
68   OI609  20250922   9518.0   9546.0  ...     1058.11   9532.0      9482.0       OI
69   PF510  20250922   6306.0   6318.0  ...     6396.85   6296.0      6322.0       PF
70   PF511  20250922   6288.0   6306.0  ...   628345.90   6278.0      6320.0       PF
71   PF512  20250922   6266.0   6276.0  ...   347956.60   6244.0      6304.0       PF
72   PF601  20250922   6300.0   6322.0  ...    37718.83   6298.0      6340.0       PF
73   PF602  20250922   6310.0   6328.0  ...    64821.82   6300.0      6358.0       PF
74   PF603  20250922   6318.0   6330.0  ...       75.75   6314.0      6346.0       PF
75   PF604  20250922   6372.0   6372.0  ...       12.73   6366.0      6406.0       PF
76   PF605  20250922   6396.0   6396.0  ...       60.58   6378.0      6416.0       PF
77   PF606  20250922   6378.0   6378.0  ...       25.50   6376.0      6418.0       PF
78   PF607  20250922   6412.0   6412.0  ...        3.21   6412.0      6442.0       PF
79   PF608  20250922      0.0      0.0  ...        0.00   6420.0      6450.0       PF
80   PF609  20250922   6424.0   6452.0  ...        9.64   6428.0      6480.0       PF
81   PK510  20250922   7848.0   7856.0  ...     3608.19   7818.0      7868.0       PK
82   PK511  20250922   7834.0   7858.0  ...   322471.80   7820.0      7876.0       PK
83   PK512  20250922   7844.0   7862.0  ...   138594.65   7828.0      7872.0       PK
84   PK601  20250922   7858.0   7862.0  ...    37393.92   7832.0      7872.0       PK
85   PK603  20250922   7860.0   7872.0  ...      129.55   7852.0      7882.0       PK
86   PK604  20250922   7852.0   7864.0  ...       43.17   7850.0      7884.0       PK
87   PK605  20250922   7888.0   7890.0  ...     4625.97   7862.0      7890.0       PK
88   PL601  20250922   6384.0   6405.0  ...    69680.17   6373.0      6411.0       PL
89   PL602  20250922   6436.0   6438.0  ...     1102.88   6412.0      6454.0       PL
90   PL603  20250922   6421.0   6421.0  ...       25.68   6421.0      6445.0       PL
91   PL604  20250922   6415.0   6415.0  ...       25.63   6407.0      6463.0       PL
92   PL605  20250922   6350.0   6373.0  ...      101.51   6345.0      6385.0       PL
93   PL606  20250922   6384.0   6384.0  ...       12.77   6384.0      6424.0       PL
94   PL607  20250922      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250922   5810.0   5810.0  ...     2621.53   5788.0      5812.0       PR
104  PR511  20250922   5762.0   5778.0  ...   301092.80   5756.0      5794.0       PR
105  PR512  20250922   5768.0   5784.0  ...   334515.65   5760.0      5806.0       PR
106  PR601  20250922   5774.0   5782.0  ...   281542.36   5760.0      5802.0       PR
107  PR602  20250922   5796.0   5806.0  ...     3078.01   5780.0      5838.0       PR
108  PR603  20250922   5810.0   5818.0  ...      139.45   5810.0      5834.0       PR
109  PR604  20250922   5818.0   5828.0  ...       43.65   5820.0      5832.0       PR
110  PR605  20250922   5826.0   5828.0  ...       17.48   5828.0      5840.0       PR
111  PR606  20250922      0.0      0.0  ...        0.00   5904.0      5904.0       PR
112  PR607  20250922      0.0      0.0  ...        0.00   5912.0      5912.0       PR
113  PR608  20250922      0.0      0.0  ...        0.00   5914.0      5914.0       PR
114  PR609  20250922      0.0      0.0  ...        0.00   5888.0      5910.0       PR
115  PX510  20250922   6644.0   6678.0  ...      916.44   6666.0      6690.0       PX
116  PX511  20250922   6602.0   6654.0  ...   643956.64   6602.0      6640.0       PX
117  PX512  20250922   6598.0   6642.0  ...   277519.72   6594.0      6644.0       PX
118  PX601  20250922   6608.0   6628.0  ...   115700.73   6588.0      6634.0       PX
119  PX602  20250922   6608.0   6630.0  ...     9627.42   6590.0      6644.0       PX
120  PX603  20250922      0.0      0.0  ...        0.00   6584.0      6614.0       PX
121  PX604  20250922   6600.0   6600.0  ...        9.90   6600.0      6586.0       PX
122  PX605  20250922   6594.0   6624.0  ...     1867.18   6586.0      6628.0       PX
123  PX606  20250922   6620.0   6620.0  ...        3.31   6620.0      6606.0       PX
124  PX607  20250922   6588.0   6588.0  ...        9.88   6586.0      6614.0       PX
125  PX608  20250922   6602.0   6602.0  ...        6.60   6602.0      6622.0       PX
126  PX609  20250922   6644.0   6644.0  ...        6.63   6634.0      6652.0       PX
127  RI511  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250922   2541.0   2568.0  ...    18961.48   2553.0      2527.0       RM
134  RM601  20250922   2519.0   2552.0  ...   860518.75   2533.0      2498.0       RM
135  RM603  20250922   2414.0   2437.0  ...    20569.69   2423.0      2402.0       RM
136  RM605  20250922   2383.0   2397.0  ...   165640.91   2384.0      2374.0       RM
137  RM607  20250922   2375.0   2385.0  ...     7696.50   2373.0      2362.0       RM
138  RM608  20250922   2471.0   2480.0  ...      872.04   2470.0      2458.0       RM
139  RM609  20250922   2454.0   2469.0  ...     6114.84   2458.0      2447.0       RM
140  RS511  20250922   5329.0   5376.0  ...       58.80   5346.0      5329.0       RS
141  RS607  20250922   5595.0   5595.0  ...      155.95   5570.0      5568.0       RS
142  RS608  20250922   5595.0   5624.0  ...      150.64   5579.0      5570.0       RS
143  RS609  20250922      0.0      0.0  ...        0.00   5588.0      5588.0       RS
144  SA510  20250922   1235.0   1236.0  ...    11478.60   1219.0      1223.0       SA
145  SA511  20250922   1241.0   1247.0  ...   576015.20   1233.0      1233.0       SA
146  SA512  20250922   1308.0   1314.0  ...   250273.00   1298.0      1301.0       SA
147  SA601  20250922   1320.0   1326.0  ...  3524980.07   1307.0      1312.0       SA
148  SA602  20250922   1352.0   1357.0  ...   308874.09   1344.0      1344.0       SA
149  SA603  20250922   1357.0   1363.0  ...     3483.28   1345.0      1350.0       SA
150  SA604  20250922   1410.0   1410.0  ...      504.79   1387.0      1396.0       SA
151  SA605  20250922   1408.0   1416.0  ...   104701.84   1397.0      1403.0       SA
152  SA606  20250922   1421.0   1427.0  ...      966.83   1409.0      1415.0       SA
153  SA607  20250922   1423.0   1428.0  ...     3353.40   1411.0      1417.0       SA
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-23 18:26:40,506 - future_1d - INFO - ak.get_czce_daily('2025-09-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-23 18:26:40,817 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250922   3908.00  ...   3911.00     3906.00        A
1     a2601  20250922   3902.00  ...   3908.00     3903.00        A
2     a2603  20250922   3903.00  ...   3912.00     3909.00        A
3     a2605  20250922   3947.00  ...   3949.00     3948.00        A
4     a2607  20250922   3953.00  ...   3954.00     3952.00        A
5     a2609  20250922   3960.00  ...   3961.00     3961.00        A
6     b2510  20250922   3678.00  ...   3686.00     3687.00        B
7     b2511  20250922   3694.00  ...   3716.00     3685.00        B
8     b2512  20250922   3726.00  ...   3746.00     3719.00        B
9     b2601  20250922   3723.00  ...   3733.00     3715.00        B
10    b2602  20250922   3723.00  ...   3727.00     3706.00        B
11    b2603  20250922   3671.00  ...   3683.00     3658.00        B
12    b2604  20250922   3569.00  ...   3573.00     3558.00        B
13    b2605  20250922   3497.00  ...   3496.00     3489.00        B
14    b2606  20250922   3475.00  ...   3475.00     3465.00        B
15    b2607  20250922   3471.00  ...   3475.00     3464.00        B
16    b2608  20250922   3563.00  ...   3566.00     3521.00        B
17    b2609  20250922   3582.00  ...   3583.00     3578.00        B
18   bb2511  20250922    142.05  ...    142.05      142.00       BB
19   bb2601  20250922    146.05  ...    146.50      146.65       BB
20   bb2603  20250922    147.05  ...    146.80      146.85       BB
21   bb2605  20250922      0.00  ...    141.45      141.45       BB
22   bb2607  20250922      0.00  ...    146.20      146.20       BB
23   bb2609  20250922      0.00  ...    146.20      146.20       BB
24   bz2603  20250922   5977.00  ...   5922.00     5979.00       BZ
25   bz2604  20250922   5949.00  ...   5904.00     5947.00       BZ
26   bz2605  20250922   5953.00  ...   5927.00     5975.00       BZ
27   bz2606  20250922   5936.00  ...   5936.00     5954.00       BZ
28   bz2607  20250922   5935.00  ...   5935.00     5980.00       BZ
29   bz2608  20250922      0.00  ...   5884.00     5949.00       BZ
30    c2511  20250922   2169.00  ...   2163.00     2171.00        C
31    c2601  20250922   2158.00  ...   2148.00     2161.00        C
32    c2603  20250922   2166.00  ...   2159.00     2171.00        C
33    c2605  20250922   2225.00  ...   2218.00     2228.00        C
34    c2607  20250922   2237.00  ...   2231.00     2239.00        C
35    c2609  20250922   2251.00  ...   2247.00     2234.00        C
36   cs2511  20250922   2463.00  ...   2453.00     2468.00       CS
37   cs2601  20250922   2480.00  ...   2467.00     2483.00       CS
38   cs2603  20250922   2483.00  ...   2473.00     2489.00       CS
39   cs2605  20250922   2562.00  ...   2554.00     2570.00       CS
40   cs2607  20250922   2574.00  ...   2562.00     2573.00       CS
41   cs2609  20250922   2597.00  ...   2591.00     2597.00       CS
42   eb2509  20250922      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250922   7000.00  ...   6947.00     7021.00       EB
44   eb2511  20250922   6992.00  ...   6952.00     7024.00       EB
45   eb2512  20250922   7013.00  ...   6970.00     7033.00       EB
46   eb2601  20250922   7050.00  ...   7012.00     7070.00       EB
47   eb2602  20250922   7095.00  ...   7058.00     7104.00       EB
48   eb2603  20250922   7127.00  ...   7095.00     7131.00       EB
49   eb2604  20250922   7149.00  ...   7110.00     7171.00       EB
50   eb2605  20250922   7174.00  ...   7145.00     7185.00       EB
51   eb2606  20250922   7182.00  ...   7173.00     7260.00       EB
52   eb2607  20250922   7137.00  ...   7137.00     7276.00       EB
53   eb2608  20250922      0.00  ...   7243.00     7246.00       EB
54   eg2509  20250922      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250922   4298.00  ...   4279.00     4282.00       EG
56   eg2511  20250922   4234.00  ...   4234.00     4247.00       EG
57   eg2512  20250922   4236.00  ...   4246.00     4240.00       EG
58   eg2601  20250922   4260.00  ...   4249.00     4259.00       EG
59   eg2602  20250922   4241.00  ...   4241.00     4265.00       EG
60   eg2603  20250922   4265.00  ...   4271.00     4266.00       EG
61   eg2604  20250922   4296.00  ...   4294.00     4314.00       EG
62   eg2605  20250922   4326.00  ...   4305.00     4314.00       EG
63   eg2606  20250922   4315.00  ...   4311.00     4311.00       EG
64   eg2607  20250922   4316.00  ...   4321.00     4321.00       EG
65   eg2608  20250922      0.00  ...   4378.00     4399.00       EG
66   fb2510  20250922   1258.50  ...   1259.00     1259.50       FB
67   fb2511  20250922   1255.50  ...   1254.00     1254.00       FB
68   fb2512  20250922   1253.50  ...   1254.50     1255.00       FB
69   fb2601  20250922   1254.50  ...   1255.50     1253.50       FB
70   fb2602  20250922   1256.00  ...   1255.50     1254.00       FB
71   fb2603  20250922   1249.00  ...   1247.50     1247.00       FB
72   fb2604  20250922      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250922      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250922      0.00  ...   1294.50     1298.00       FB
75   fb2607  20250922      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250922   1308.50  ...   1308.00     1270.00       FB
77   fb2609  20250922      0.00  ...   1296.00     1296.00       FB
78    i2510  20250922    827.00  ...    828.50      823.50        I
79    i2511  20250922    822.00  ...    824.50      819.00        I
80    i2512  20250922    817.00  ...    819.00      813.00        I
81    i2601  20250922    811.00  ...    812.50      805.50        I
82    i2602  20250922    806.00  ...    808.00      801.00        I
83    i2603  20250922    800.50  ...    802.00      795.50        I
84    i2604  20250922    796.00  ...    796.50      790.50        I
85    i2605  20250922    787.00  ...    790.00      784.00        I
86    i2606  20250922    783.00  ...    784.00      778.50        I
87    i2607  20250922    777.50  ...    779.50      773.50        I
88    i2608  20250922    772.50  ...    774.50      768.50        I
89    i2609  20250922    766.00  ...    768.50      762.50        I
90    j2510  20250922   1622.50  ...   1621.50     1624.00        J
91    j2511  20250922   1668.50  ...   1653.00     1657.50        J
92    j2512  20250922   1701.50  ...   1698.00     1700.00        J
93    j2601  20250922   1740.00  ...   1729.00     1725.50        J
94    j2602  20250922   1761.00  ...   1760.00     1754.00        J
95    j2603  20250922   1782.50  ...   1783.00     1763.50        J
96    j2604  20250922      0.00  ...   1814.00     1814.00        J
97    j2605  20250922   1875.00  ...   1868.50     1866.50        J
98    j2606  20250922   1899.00  ...   1899.50     1866.50        J
99    j2607  20250922   1910.00  ...   1902.50     1878.50        J
100   j2608  20250922   1931.00  ...   1931.50     1891.00        J
101   j2609  20250922   1954.00  ...   1948.00     1923.50        J
102  jd2509  20250922      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250922   3038.00  ...   3003.00     3038.00       JD
104  jd2511  20250922   3124.00  ...   3096.00     3122.00       JD
105  jd2512  20250922   3256.00  ...   3224.00     3259.00       JD
106  jd2601  20250922   3415.00  ...   3381.00     3423.00       JD
107  jd2602  20250922   3160.00  ...   3135.00     3160.00       JD
108  jd2603  20250922   3181.00  ...   3156.00     3183.00       JD
109  jd2604  20250922   3352.00  ...   3324.00     3349.00       JD
110  jd2605  20250922   3478.00  ...   3443.00     3466.00       JD
111  jd2606  20250922   3276.00  ...   3254.00     3274.00       JD
112  jd2607  20250922   3508.00  ...   3492.00     3504.00       JD
113  jd2608  20250922   3928.00  ...   3924.00     3927.00       JD
114  jm2510  20250922   1040.50  ...   1036.00     1029.50       JM
115  jm2511  20250922   1091.00  ...   1085.50     1078.00       JM
116  jm2512  20250922   1165.00  ...   1155.50     1148.50       JM
117  jm2601  20250922   1236.50  ...   1229.00     1216.00       JM
118  jm2602  20250922   1259.50  ...   1251.00     1244.50       JM
119  jm2603  20250922   1282.50  ...   1277.50     1271.00       JM
120  jm2604  20250922   1308.00  ...   1304.00     1293.50       JM
121  jm2605  20250922   1339.00  ...   1323.00     1312.50       JM
122  jm2606  20250922   1359.00  ...   1347.50     1328.50       JM
123  jm2607  20250922   1367.00  ...   1361.00     1341.50       JM
124  jm2608  20250922   1378.00  ...   1370.00     1357.00       JM
125  jm2609  20250922   1398.00  ...   1389.50     1380.50       JM
126   l2510  20250922   7104.00  ...   7074.00     7095.00        L
127   l2511  20250922   7105.00  ...   7107.00     7128.00        L
128   l2512  20250922   7155.00  ...   7133.00     7158.00        L
129   l2601  20250922   7169.00  ...   7153.00     7181.00        L
130   l2602  20250922   7165.00  ...   7155.00     7177.00        L
131   l2603  20250922   7191.00  ...   7167.00     7193.00        L
132   l2604  20250922   7218.00  ...   7216.00     7233.00        L
133   l2605  20250922   7231.00  ...   7204.00     7228.00        L
134   l2606  20250922   7224.00  ...   7195.00     7225.00        L
135   l2607  20250922   7241.00  ...   7206.00     7238.00        L
136   l2608  20250922   7240.00  ...   7223.00     7256.00        L
137   l2609  20250922   7266.00  ...   7237.00     7264.00        L
138  lg2509  20250922    780.00  ...    780.00      778.00       LG
139  lg2511  20250922    805.00  ...    808.00      804.00       LG
140  lg2601  20250922    818.00  ...    821.00      818.00       LG
141  lg2603  20250922    826.50  ...    826.50      824.50       LG
142  lg2605  20250922    829.00  ...    830.50      828.50       LG
143  lg2607  20250922    829.50  ...    832.50      828.50       LG
144  lh2509  20250922  12600.00  ...  12600.00    12985.00       LH
145  lh2511  20250922  12835.00  ...  12855.00    12835.00       LH
146  lh2601  20250922  13350.00  ...  13405.00    13340.00       LH
147  lh2603  20250922  12850.00  ...  12815.00    12850.00       LH
148  lh2605  20250922  13385.00  ...  13315.00    13380.00       LH
149  lh2607  20250922  14150.00  ...  13990.00    14135.00       LH
150   m2511  20250922   2981.00  ...   3003.00     2975.00        M
151   m2512  20250922   3032.00  ...   3048.00     3024.00        M
152   m2601  20250922   3014.00  ...   3030.00     3004.00        M
153   m2603  20250922   2959.00  ...   2968.00     2949.00        M
154   m2605  20250922   2787.00  ...   2784.00     2777.00        M
155   m2607  20250922   2774.00  ...   2776.00     2768.00        M
156   m2608  20250922   2893.00  ...   2887.00     2885.00        M
157   m2609  20250922   2897.00  ...   2893.00     2889.00        M
158   p2510  20250922   9214.00  ...   9244.00     9242.00        P
159   p2511  20250922   9264.00  ...   9278.00     9292.00        P
160   p2512  20250922   9294.00  ...   9292.00     9318.00        P
161   p2601  20250922   9322.00  ...   9326.00     9340.00        P
162   p2602  20250922   9300.00  ...   9276.00     9318.00        P
163   p2603  20250922   9280.00  ...   9276.00     9280.00        P
164   p2604  20250922   9200.00  ...   9216.00     9230.00        P
165   p2605  20250922   9126.00  ...   9120.00     9138.00        P
166   p2606  20250922   9008.00  ...   9002.00     9032.00        P
167   p2607  20250922   8894.00  ...   8894.00     8930.00        P
168   p2608  20250922   8842.00  ...   8834.00     8864.00        P
169   p2609  20250922   8786.00  ...   8768.00     8812.00        P
170  pg2509  20250922   3830.00  ...   3810.00     3801.00       PG
171  pg2510  20250922   4425.00  ...   4366.00     4439.00       PG
172  pg2511  20250922   4359.00  ...   4293.00     4368.00       PG
173  pg2512  20250922   4295.00  ...   4232.00     4307.00       PG
174  pg2601  20250922   4237.00  ...   4171.00     4241.00       PG
175  pg2602  20250922   4153.00  ...   4100.00     4176.00       PG
176  pg2603  20250922   4070.00  ...   4020.00     4090.00       PG
177  pg2604  20250922   4413.00  ...   4366.00     4418.00       PG
178  pg2605  20250922   4321.00  ...   4281.00     4341.00       PG
179  pg2606  20250922   4196.00  ...   4195.00     4283.00       PG
180  pg2607  20250922   4161.00  ...   4159.00     4247.00       PG
181  pg2608  20250922   4100.00  ...   4095.00     4204.00       PG
182  pp2510  20250922   6819.00  ...   6785.00     6816.00       PP
183  pp2511  20250922   6827.00  ...   6821.00     6846.00       PP
184  pp2512  20250922   6882.00  ...   6857.00     6883.00       PP
185  pp2601  20250922   6917.00  ...   6895.00     6917.00       PP
186  pp2602  20250922   6900.00  ...   6882.00     6900.00       PP
187  pp2603  20250922   6905.00  ...   6870.00     6899.00       PP
188  pp2604  20250922   6941.00  ...   6911.00     6927.00       PP
189  pp2605  20250922   6967.00  ...   6942.00     6959.00       PP
190  pp2606  20250922   6904.00  ...   6903.00     6921.00       PP
191  pp2607  20250922   6906.00  ...   6878.00     6890.00       PP
192  pp2608  20250922   6922.00  ...   6894.00     6900.00       PP
193  pp2609  20250922   6944.00  ...   6931.00     6926.00       PP
194  rr2510  20250922   3609.00  ...   3610.00     3608.00       RR
195  rr2511  20250922   3613.00  ...   3615.00     3614.00       RR
196  rr2512  20250922   3602.00  ...   3613.00     3605.00       RR
197  rr2601  20250922   3616.00  ...   3624.00     3620.00       RR
198  rr2602  20250922   3607.00  ...   3608.00     3603.00       RR
199  rr2603  20250922   3611.00  ...   3611.00     3608.00       RR
200  rr2604  20250922      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250922      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250922      0.00  ...   3600.00     3597.00       RR
203  rr2607  20250922      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250922      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250922      0.00  ...   3614.00     3614.00       RR
206   v2510  20250922   4841.00  ...   4837.00     4834.00        V
207   v2511  20250922   4870.00  ...   4867.00     4867.00        V
208   v2512  20250922   4926.00  ...   4903.00     4908.00        V
209   v2601  20250922   4955.00  ...   4955.00     4949.00        V
210   v2602  20250922   5017.00  ...   5001.00     4984.00        V
211   v2603  20250922   5040.00  ...   5035.00     5016.00        V
212   v2604  20250922   5241.00  ...   5246.00     5222.00        V
213   v2605  20250922   5259.00  ...   5259.00     5252.00        V
214   v2606  20250922   5305.00  ...   5286.00     5286.00        V
215   v2607  20250922   5338.00  ...   5318.00     5314.00        V
216   v2608  20250922   5383.00  ...   5347.00     5342.00        V
217   v2609  20250922   5391.00  ...   5385.00     5374.00        V
218   y2511  20250922   8334.00  ...   8376.00     8350.00        Y
219   y2512  20250922   8380.00  ...   8402.00     8390.00        Y
220   y2601  20250922   8320.00  ...   8348.00     8336.00        Y
221   y2603  20250922   8258.00  ...   8282.00     8276.00        Y
222   y2605  20250922   8048.00  ...   8066.00     8060.00        Y
223   y2607  20250922   8008.00  ...   8026.00     8014.00        Y
224   y2608  20250922   8000.00  ...   8036.00     8024.00        Y
225   y2609  20250922   7988.00  ...   8000.00     7992.00        Y

[226 rows x 12 columns]
2025-09-23 18:26:41,342 - future_1d - INFO - ak.get_dce_daily('2025-09-22') done
2025-09-23 18:26:43,097 - future_1d - INFO - save future_daily 2025-09-22 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250923  ...   79940      80130      CU
1        1      CU2511  20250923  ...   79940      80120      CU
2        2      CU2512  20250923  ...   79940      80120      CU
3        3      CU2601  20250923  ...   79920      80110      CU
4        4      CU2602  20250923  ...   79890      80100      CU
5        5      CU2603  20250923  ...   79880      80130      CU
6        6      CU2604  20250923  ...   79920      80170      CU
7        7      CU2605  20250923  ...   79890      80280      CU
8        8      CU2606  20250923  ...   79940      80260      CU
9        9      CU2607  20250923  ...   79930      80290      CU
10      10      CU2608  20250923  ...   79930      80210      CU
11      11      CU2609  20250923  ...   79940      80220      CU
12      12      BC2510  20250923  ...   70920      71050      BC
13      13      BC2511  20250923  ...   70990      71120      BC
14      14      BC2512  20250923  ...   71110      71490      BC
15      15      BC2601  20250923  ...   71300      71300      BC
16      16      BC2602  20250923  ...   71100      71100      BC
17      17      BC2603  20250923  ...   71210      71210      BC
18      18      BC2604  20250923  ...   71300      71300      BC
19      19      BC2605  20250923  ...   71300      71300      BC
20      20      BC2606  20250923  ...   71400      71400      BC
21      21      BC2607  20250923  ...   71400      71400      BC
22      22      BC2608  20250923  ...   71400      71400      BC
23      23      BC2609  20250923  ...   71550      71550      BC
24      24      AL2510  20250923  ...   20685      20760      AL
25      25      AL2511  20250923  ...   20685      20770      AL
26      26      AL2512  20250923  ...   20690      20765      AL
27      27      AL2601  20250923  ...   20690      20760      AL
28      28      AL2602  20250923  ...   20690      20765      AL
29      29      AL2603  20250923  ...   20715      20785      AL
30      30      AL2604  20250923  ...   20735      20840      AL
31      31      AL2605  20250923  ...   20740      20820      AL
32      32      AL2606  20250923  ...   20745      20820      AL
33      33      AL2607  20250923  ...   20745      20840      AL
34      34      AL2608  20250923  ...   20745      20830      AL
35      35      AL2609  20250923  ...   20775      20830      AL
36      36      ZN2510  20250923  ...   21945      21995      ZN
37      37      ZN2511  20250923  ...   21955      21995      ZN
38      38      ZN2512  20250923  ...   21955      22015      ZN
39      39      ZN2601  20250923  ...   21980      22035      ZN
40      40      ZN2602  20250923  ...   21980      22055      ZN
41      41      ZN2603  20250923  ...   21960      22070      ZN
42      42      ZN2604  20250923  ...   22020      22095      ZN
43      43      ZN2605  20250923  ...   22125      22145      ZN
44      44      ZN2606  20250923  ...   22105      22185      ZN
45      45      ZN2607  20250923  ...   22115      22205      ZN
46      46      ZN2608  20250923  ...   22140      22240      ZN
47      47      ZN2609  20250923  ...   22160      22305      ZN
48      48      PB2510  20250923  ...   17085      17120      PB
49      49      PB2511  20250923  ...   17125      17160      PB
50      50      PB2512  20250923  ...   17125      17170      PB
51      51      PB2601  20250923  ...   17095      17160      PB
52      52      PB2602  20250923  ...   17175      17175      PB
53      53      PB2603  20250923  ...   17125      17185      PB
54      54      PB2604  20250923  ...   17215      17185      PB
55      55      PB2605  20250923  ...   17150      17185      PB
56      56      PB2606  20250923  ...   17165      17195      PB
57      57      PB2607  20250923  ...   17180      17215      PB
58      58      PB2608  20250923  ...   17140      17220      PB
59      59      PB2609  20250923  ...   17185      17210      PB
60      60      NI2510  20250923  ...  121010     121440      NI
61      61      NI2511  20250923  ...  121170     121630      NI
62      62      NI2512  20250923  ...  121300     121810      NI
63      63      NI2601  20250923  ...  121540     122020      NI
64      64      NI2602  20250923  ...  121790     122170      NI
65      65      NI2603  20250923  ...  122010     122400      NI
66      66      NI2604  20250923  ...  122160     122780      NI
67      67      NI2605  20250923  ...  122370     122960      NI
68      68      NI2606  20250923  ...  122520     123530      NI
69      69      NI2607  20250923  ...  122800     123500      NI
70      70      NI2608  20250923  ...  123230     123810      NI
71      71      NI2609  20250923  ...  123490     123880      NI
72      72      SN2510  20250923  ...  270250     271360      SN
73      73      SN2511  20250923  ...  270590     271840      SN
74      74      SN2512  20250923  ...  270770     272050      SN
75      75      SN2601  20250923  ...  270840     272270      SN
76      76      SN2602  20250923  ...  270970     271620      SN
77      77      SN2603  20250923  ...  270870     271420      SN
78      78      SN2604  20250923  ...  271120     271610      SN
79      79      SN2605  20250923  ...  270970     272210      SN
80      80      SN2606  20250923  ...  271080     272850      SN
81      81      SN2607  20250923  ...  272210     272590      SN
82      82      SN2608  20250923  ...  272800     271030      SN
83      83      SN2609  20250923  ...  272720     274160      SN
84      84      AO2510  20250923  ...    2873       2915      AO
85      85      AO2511  20250923  ...    2877       2914      AO
86      86      AO2512  20250923  ...    2887       2924      AO
87      87      AO2601  20250923  ...    2899       2934      AO
88      88      AO2602  20250923  ...    2905       2938      AO
89      89      AO2603  20250923  ...    2974       3008      AO
90      90      AO2604  20250923  ...    2996       3016      AO
91      91      AO2605  20250923  ...    2992       3026      AO
92      92      AO2606  20250923  ...    3007       3031      AO
93      93      AO2607  20250923  ...    3008       3040      AO
94      94      AO2608  20250923  ...    3020       3044      AO
95      95      AO2609  20250923  ...    3030       3076      AO
96      96      AD2511  20250923  ...   20230      20315      AD
97      97      AD2512  20250923  ...   20260      20340      AD
98      98      AD2601  20250923  ...   20275      20355      AD
99      99      AD2602  20250923  ...   20285      20355      AD
100    100      AD2603  20250923  ...   20300      20415      AD
101    101      AD2604  20250923  ...   20320      20345      AD
102    102      AD2605  20250923  ...   20320      20340      AD
103    103      AD2606  20250923  ...   20305      20305      AD
104    104      AD2607  20250923  ...   20510      20510      AD
105    105      AD2608  20250923  ...   20515      20515      AD
106    106      AD2609  20250923  ...   20335      20515      AD
107    107      AU2510  20250923  ...  847.78     835.38      AU
108    108      AU2511  20250923  ...  850.82     839.18      AU
109    109      AU2512  20250923  ...   851.2     838.74      AU
110    110      AU2602  20250923  ...  853.94      841.9      AU
111    111      AU2604  20250923  ...  855.86     844.64      AU
112    112      AU2606  20250923  ...  858.76      845.2      AU
113    113      AU2608  20250923  ...  861.04     848.34      AU
114    114      AU2610  20250923  ...  864.14     850.26      AU
115    115      AG2510  20250923  ...   10273      10136      AG
116    116      AG2511  20250923  ...   10294      10147      AG
117    117      AG2512  20250923  ...   10311      10168      AG
118    118      AG2601  20250923  ...   10318      10181      AG
119    119      AG2602  20250923  ...   10328      10181      AG
120    120      AG2603  20250923  ...   10346      10236      AG
121    121      AG2604  20250923  ...   10349      10233      AG
122    122      AG2605  20250923  ...   10372      10242      AG
123    123      AG2606  20250923  ...   10389      10262      AG
124    124      AG2607  20250923  ...   10399      10281      AG
125    125      AG2608  20250923  ...   10418      10291      AG
126    126      AG2609  20250923  ...   10429      10322      AG
127    127      RB2510  20250923  ...    3074       3093      RB
128    128      RB2511  20250923  ...    3088       3109      RB
129    129      RB2512  20250923  ...    3140       3161      RB
130    130      RB2601  20250923  ...    3163       3187      RB
131    131      RB2602  20250923  ...    3163       3188      RB
132    132      RB2603  20250923  ...    3182       3210      RB
133    133      RB2604  20250923  ...    3200       3222      RB
134    134      RB2605  20250923  ...    3220       3245      RB
135    135      RB2606  20250923  ...    3233       3257      RB
136    136      RB2607  20250923  ...    3248       3272      RB
137    137      RB2608  20250923  ...    3242       3266      RB
138    138      RB2609  20250923  ...    3248       3274      RB
139    139      WR2510  20250923  ...    3275       3289      WR
140    140      WR2511  20250923  ...    3302       3302      WR
141    141      WR2512  20250923  ...    3324       3324      WR
142    142      WR2601  20250923  ...    3337       3349      WR
143    143      WR2602  20250923  ...    3330       3358      WR
144    144      WR2603  20250923  ...    3399       3399      WR
145    145      WR2604  20250923  ...    3389       3389      WR
146    146      WR2605  20250923  ...    3414       3414      WR
147    147      WR2606  20250923  ...    3372       3372      WR
148    148      WR2607  20250923  ...    3390       3390      WR
149    149      WR2608  20250923  ...    3371       3399      WR
150    150      WR2609  20250923  ...    3450       3466      WR
151    151      HC2510  20250923  ...    3396       3424      HC
152    152      HC2511  20250923  ...    3377       3408      HC
153    153      HC2512  20250923  ...    3356       3392      HC
154    154      HC2601  20250923  ...    3349       3385      HC
155    155      HC2602  20250923  ...    3345       3383      HC
156    156      HC2603  20250923  ...    3350       3385      HC
157    157      HC2604  20250923  ...    3356       3388      HC
158    158      HC2605  20250923  ...    3358       3393      HC
159    159      HC2606  20250923  ...    3370       3399      HC
160    160      HC2607  20250923  ...    3376       3405      HC
161    161      HC2608  20250923  ...    3378       3392      HC
162    162      HC2609  20250923  ...    3378       3396      HC
163    163      SS2510  20250923  ...   12790      12795      SS
164    164      SS2511  20250923  ...   12905      12910      SS
165    165      SS2512  20250923  ...   12940      12945      SS
166    166      SS2601  20250923  ...   13005      13015      SS
167    167      SS2602  20250923  ...   13065      13075      SS
168    168      SS2603  20250923  ...   13125      13140      SS
169    169      SS2604  20250923  ...   13190      13195      SS
170    170      SS2605  20250923  ...   13255      13265      SS
171    171      SS2606  20250923  ...   13305      13310      SS
172    172      SS2607  20250923  ...   13340      13360      SS
173    173      SS2608  20250923  ...   13420      13395      SS
174    174      SS2609  20250923  ...   13485      13475      SS
175    175      SC2510  20250923  ...   477.6      485.5      SC
176    176      SC2511  20250923  ...   475.3      484.2      SC
177    177      SC2512  20250923  ...   475.6      483.6      SC
178    178      SC2601  20250923  ...   475.6      482.9      SC
179    179      SC2602  20250923  ...   475.1      481.8      SC
180    180      SC2603  20250923  ...   474.4      481.1      SC
181    181      SC2604  20250923  ...   475.3      481.3      SC
182    182      SC2605  20250923  ...     475      480.9      SC
183    183      SC2606  20250923  ...   474.4      480.2      SC
184    184      SC2607  20250923  ...   472.8      480.4      SC
185    185      SC2608  20250923  ...   472.8        478      SC
186    186      SC2609  20250923  ...   471.8      477.7      SC
187    187      SC2612  20250923  ...   469.8      473.9      SC
188    188      SC2703  20250923  ...     472      475.1      SC
189    189      SC2706  20250923  ...   469.2      469.2      SC
190    190      SC2709  20250923  ...     470      473.2      SC
191    191      SC2712  20250923  ...   466.3      466.3      SC
192    192      SC2803  20250923  ...     468        470      SC
193    193      SC2806  20250923  ...   458.9      462.8      SC
194    194      SC2809  20250923  ...     461      465.7      SC
195    195      LU2510  20250923  ...    3317       3351      LU
196    196      LU2511  20250923  ...    3345       3373      LU
197    197      LU2512  20250923  ...    3328       3354      LU
198    198      LU2601  20250923  ...    3318       3342      LU
199    199      LU2602  20250923  ...    3309       3334      LU
200    200      LU2603  20250923  ...    3301       3326      LU
201    201      LU2604  20250923  ...    3294       3323      LU
202    202      LU2605  20250923  ...    3304       3326      LU
203    203      LU2606  20250923  ...    3297       3319      LU
204    204      LU2607  20250923  ...    3278       3307      LU
205    205      LU2608  20250923  ...    3274       3306      LU
206    206      LU2609  20250923  ...    3268       3292      LU
207    207      FU2510  20250923  ...    2770       2803      FU
208    208      FU2511  20250923  ...    2797       2818      FU
209    209      FU2512  20250923  ...    2776       2796      FU
210    210      FU2601  20250923  ...    2758       2778      FU
211    211      FU2602  20250923  ...    2744       2761      FU
212    212      FU2603  20250923  ...    2736       2754      FU
213    213      FU2604  20250923  ...    2730       2749      FU
214    214      FU2605  20250923  ...    2718       2739      FU
215    215      FU2606  20250923  ...    2710       2732      FU
216    216      FU2607  20250923  ...    2690       2713      FU
217    217      FU2608  20250923  ...    2684       2708      FU
218    218      FU2609  20250923  ...    2674       2695      FU
219    219      BU2510  20250923  ...    3387       3421      BU
220    220      BU2511  20250923  ...    3377       3414      BU
221    221      BU2512  20250923  ...    3324       3364      BU
222    222      BU2601  20250923  ...    3291       3336      BU
223    223      BU2602  20250923  ...    3298       3340      BU
224    224      BU2603  20250923  ...    3306       3342      BU
225    225      BU2604  20250923  ...    3312       3346      BU
226    226      BU2605  20250923  ...    3308       3346      BU
227    227      BU2606  20250923  ...    3309       3337      BU
228    228      BU2607  20250923  ...    3310       3330      BU
229    229      BU2608  20250923  ...    3302       3337      BU
230    230      BU2609  20250923  ...    3304       3332      BU
231    231      BU2612  20250923  ...    3276       3297      BU
232    232      BU2703  20250923  ...    3281       3312      BU
233    233      BU2706  20250923  ...    3289       3308      BU
234    234      BU2709  20250923  ...    3297       3337      BU
235    235      BR2510  20250923  ...   11545      11565      BR
236    236      BR2511  20250923  ...   11480      11495      BR
237    237      BR2512  20250923  ...   11465      11475      BR
238    238      BR2601  20250923  ...   11460      11475      BR
239    239      BR2602  20250923  ...   11500      11485      BR
240    240      BR2603  20250923  ...   11570      11470      BR
241    241      BR2604  20250923  ...   11540      11535      BR
242    242      BR2605  20250923  ...   11510      11545      BR
243    243      BR2606  20250923  ...   11620      11630      BR
244    244      BR2607  20250923  ...   11680      11730      BR
245    245      BR2608  20250923  ...   11685      11715      BR
246    246      BR2609  20250923  ...   11675      11675      BR
247    247      RU2510  20250923  ...   14780      14745      RU
248    248      RU2511  20250923  ...   14695      14675      RU
249    249      RU2601  20250923  ...   15570      15560      RU
250    250      RU2603  20250923  ...   15510      15560      RU
251    251      RU2604  20250923  ...   15505      15550      RU
252    252      RU2605  20250923  ...   15525      15540      RU
253    253      RU2606  20250923  ...   15655      15580      RU
254    254      RU2607  20250923  ...   15575      15580      RU
255    255      RU2608  20250923  ...   15680      15735      RU
256    256      RU2609  20250923  ...   15575      15610      RU
257    257      NR2510  20250923  ...   12390      12340      NR
258    258      NR2511  20250923  ...   12435      12365      NR
259    259      NR2512  20250923  ...   12445      12385      NR
260    260      NR2601  20250923  ...   12475      12405      NR
261    261      NR2602  20250923  ...   12460      12420      NR
262    262      NR2603  20250923  ...   12505      12385      NR
263    263      NR2604  20250923  ...   12525      12440      NR
264    264      NR2605  20250923  ...   12505      12485      NR
265    265      NR2606  20250923  ...   12495      12495      NR
266    266      NR2607  20250923  ...   12650      12650      NR
267    267      NR2608  20250923  ...   12685      12685      NR
268    268      NR2609  20250923  ...   12510      12510      NR
269    269      SP2510  20250923  ...    4984       4980      SP
270    270      SP2511  20250923  ...    5006       5006      SP
271    271      SP2512  20250923  ...    5026       5024      SP
272    272      SP2601  20250923  ...    5274       5298      SP
273    273      SP2602  20250923  ...    5264       5286      SP
274    274      SP2603  20250923  ...    5282       5304      SP
275    275      SP2604  20250923  ...    5286       5320      SP
276    276      SP2605  20250923  ...    5300       5316      SP
277    277      SP2606  20250923  ...    5308       5320      SP
278    278      SP2607  20250923  ...    5310       5322      SP
279    279      SP2608  20250923  ...    5312       5330      SP
280    280      SP2609  20250923  ...    5308       5340      SP
281    281      OP2601  20250923  ...    4230       4238      OP
282    282      OP2602  20250923  ...    4228       4232      OP
283    283      OP2603  20250923  ...    4238       4258      OP
284    284      OP2604  20250923  ...    4262       4270      OP
285    285      OP2605  20250923  ...    4276       4286      OP
286    286      OP2606  20250923  ...    4242       4242      OP
287    287      OP2607  20250923  ...    4258       4258      OP
288    288      OP2608  20250923  ...    4238       4260      OP
289    289      OP2609  20250923  ...    4342       4342      OP
290    290      EC2510  20250923  ...  1085.4       1102      EC
291    291      EC2512  20250923  ...  1622.5     1669.2      EC
292    292      EC2602  20250923  ...  1536.9     1586.4      EC
293    293      EC2604  20250923  ...  1235.7     1274.4      EC
294    294      EC2606  20250923  ...  1422.5     1454.8      EC
295    295      EC2608  20250923  ...  1591.2     1606.8      EC
296    298  SC_TAS2511  20250923  ...                     SC_TAS
297    299  SC_TAS2512  20250923  ...                     SC_TAS
298    300  SC_TAS2601  20250923  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-23 18:26:51,036 - future_1d - INFO - ak.get_shfe_daily('2025-09-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250923  51015.0  ...  50335.0     51890.0       PS
1   PS2511  20250923  50900.0  ...  50170.0     51675.0       PS
2   PS2512  20250923  53420.0  ...  52510.0     54225.0       PS
3   PS2601  20250923  53070.0  ...  52240.0     54065.0       PS
4   PS2602  20250923  53345.0  ...  52145.0     54595.0       PS
5   PS2603  20250923  53410.0  ...  51780.0     54490.0       PS
6   PS2604  20250923  53440.0  ...  52115.0     54165.0       PS
7   PS2605  20250923  53100.0  ...  51960.0     53990.0       PS
8   PS2606  20250923  55615.0  ...  54160.0     56335.0       PS
9   PS2607  20250923  55715.0  ...  53800.0     56470.0       PS
10  PS2608  20250923  55385.0  ...  53725.0     56380.0       PS
11  PS2609  20250923  55295.0  ...  53680.0     56245.0       PS
13  SI2510  20250923   8900.0  ...   8905.0      9110.0       SI
14  SI2511  20250923   8930.0  ...   8945.0      9135.0       SI
15  SI2512  20250923   9330.0  ...   9350.0      9520.0       SI
16  SI2601  20250923   9310.0  ...   9305.0      9515.0       SI
17  SI2602  20250923   9320.0  ...   9320.0      9525.0       SI
18  SI2603  20250923   9390.0  ...   9340.0      9510.0       SI
19  SI2604  20250923   9330.0  ...   9335.0      9500.0       SI
20  SI2605  20250923   9330.0  ...   9355.0      9520.0       SI
21  SI2606  20250923   9345.0  ...   9335.0      9545.0       SI
22  SI2607  20250923   9380.0  ...   9355.0      9510.0       SI
23  SI2608  20250923   9340.0  ...   9350.0      9560.0       SI
24  SI2609  20250923   9380.0  ...   9360.0      9575.0       SI
27  LC2510  20250923  72880.0  ...  73160.0     73660.0       LC
28  LC2511  20250923  73040.0  ...  73460.0     73780.0       LC
29  LC2512  20250923  73240.0  ...  73540.0     73940.0       LC
30  LC2601  20250923  74160.0  ...  73440.0     73880.0       LC
31  LC2602  20250923  73120.0  ...  73360.0     73580.0       LC
32  LC2603  20250923  73520.0  ...  73320.0     73840.0       LC
33  LC2604  20250923  74180.0  ...  73900.0     74240.0       LC
34  LC2605  20250923  73860.0  ...  73800.0     74280.0       LC
35  LC2606  20250923  73700.0  ...  73500.0     74180.0       LC
36  LC2607  20250923  73460.0  ...  73440.0     73980.0       LC
37  LC2608  20250923  73600.0  ...  73500.0     74100.0       LC
38  LC2609  20250923  73680.0  ...  73580.0     74020.0       LC

[36 rows x 12 columns]
2025-09-23 18:26:51,182 - future_1d - INFO - ak.get_gfex_daily('2025-09-23') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250923   481.2  ...   477.6      485.5      SC
1       SC2511  20250923   476.6  ...   475.3      484.2      SC
2       SC2512  20250923   477.4  ...   475.6      483.6      SC
3       SC2601  20250923   476.3  ...   475.6      482.9      SC
4       SC2602  20250923   476.6  ...   475.1      481.8      SC
5       SC2603  20250923     476  ...   474.4      481.1      SC
6       SC2604  20250923   476.6  ...   475.3      481.3      SC
7       SC2605  20250923   476.5  ...     475      480.9      SC
8       SC2606  20250923   474.7  ...   474.4      480.2      SC
9       SC2607  20250923   474.2  ...   472.8      480.4      SC
10      SC2608  20250923   473.5  ...   472.8        478      SC
11      SC2609  20250923   471.3  ...   471.8      477.7      SC
12      SC2612  20250923   470.6  ...   469.8      473.9      SC
13      SC2703  20250923          ...     472      475.1      SC
14      SC2706  20250923          ...   469.2      469.2      SC
15      SC2709  20250923          ...     470      473.2      SC
16      SC2712  20250923          ...   466.3      466.3      SC
17      SC2803  20250923          ...     468        470      SC
18      SC2806  20250923   456.5  ...   458.9      462.8      SC
19      SC2809  20250923          ...     461      465.7      SC
21      LU2510  20250923    3322  ...    3317       3351      LU
22      LU2511  20250923    3330  ...    3345       3373      LU
23      LU2512  20250923    3328  ...    3328       3354      LU
24      LU2601  20250923    3320  ...    3318       3342      LU
25      LU2602  20250923    3301  ...    3309       3334      LU
26      LU2603  20250923    3296  ...    3301       3326      LU
27      LU2604  20250923    3289  ...    3294       3323      LU
28      LU2605  20250923    3299  ...    3304       3326      LU
29      LU2606  20250923    3281  ...    3297       3319      LU
30      LU2607  20250923    3280  ...    3278       3307      LU
31      LU2608  20250923    3270  ...    3274       3306      LU
32      LU2609  20250923    3262  ...    3268       3292      LU
34      NR2510  20250923   12400  ...   12390      12340      NR
35      NR2511  20250923   12445  ...   12435      12365      NR
36      NR2512  20250923   12460  ...   12445      12385      NR
37      NR2601  20250923   12505  ...   12475      12405      NR
38      NR2602  20250923   12470  ...   12460      12420      NR
39      NR2603  20250923   12480  ...   12505      12385      NR
40      NR2604  20250923   12545  ...   12525      12440      NR
41      NR2605  20250923   12525  ...   12505      12485      NR
42      NR2606  20250923          ...   12495      12495      NR
43      NR2607  20250923          ...   12650      12650      NR
44      NR2608  20250923          ...   12685      12685      NR
45      NR2609  20250923          ...   12510      12510      NR
47      BC2510  20250923   71080  ...   70920      71050      BC
48      BC2511  20250923   71150  ...   70990      71120      BC
49      BC2512  20250923   71490  ...   71110      71490      BC
50      BC2601  20250923          ...   71300      71300      BC
51      BC2602  20250923          ...   71100      71100      BC
52      BC2603  20250923          ...   71210      71210      BC
53      BC2604  20250923          ...   71300      71300      BC
54      BC2605  20250923          ...   71300      71300      BC
55      BC2606  20250923          ...   71400      71400      BC
56      BC2607  20250923          ...   71400      71400      BC
57      BC2608  20250923          ...   71400      71400      BC
58      BC2609  20250923          ...   71550      71550      BC
60      EC2510  20250923    1101  ...  1085.4       1102      EC
61      EC2512  20250923    1640  ...  1622.5     1669.2      EC
62      EC2602  20250923  1560.1  ...  1536.9     1586.4      EC
63      EC2604  20250923    1270  ...  1235.7     1274.4      EC
64      EC2606  20250923  1453.1  ...  1422.5     1454.8      EC
65      EC2608  20250923  1586.1  ...  1591.2     1606.8      EC
68  SC_TAS2511  20250923          ...                     SC_TAS
69  SC_TAS2512  20250923          ...                     SC_TAS
70  SC_TAS2601  20250923          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-23 18:26:51,246 - future_1d - INFO - ak.get_ine_daily('2025-09-23') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250923   8450.0   8490.0  ...    23932.02   8472.0      8448.0       AP
1    AP511  20250923   8251.0   8288.0  ...     7593.47   8263.0      8220.0       AP
2    AP512  20250923   8252.0   8254.0  ...      543.07   8228.0      8205.0       AP
3    AP601  20250923   8293.0   8322.0  ...   349547.15   8285.0      8256.0       AP
4    AP603  20250923   8191.0   8208.0  ...      220.83   8179.0      8172.0       AP
5    AP604  20250923   8155.0   8156.0  ...       48.92   8154.0      8169.0       AP
6    AP605  20250923   8238.0   8239.0  ...     2657.67   8203.0      8195.0       AP
7    CF511  20250923  13505.0  13540.0  ...   335967.69  13490.0     13520.0       CF
8    CF601  20250923  13600.0  13605.0  ...  1633174.42  13545.0     13635.0       CF
9    CF603  20250923  13565.0  13565.0  ...     3271.99  13520.0     13605.0       CF
10   CF605  20250923  13620.0  13620.0  ...   227380.36  13560.0     13640.0       CF
11   CF607  20250923  13590.0  13600.0  ...      821.13  13570.0     13645.0       CF
12   CF609  20250923  13760.0  13780.0  ...      336.51  13735.0     13825.0       CF
13   CJ512  20250923  10680.0  10780.0  ...     1889.48  10735.0     10695.0       CJ
14   CJ601  20250923  10700.0  10820.0  ...   569998.00  10760.0     10710.0       CJ
15   CJ603  20250923  10660.0  10795.0  ...    10673.59  10745.0     10665.0       CJ
16   CJ605  20250923  10700.0  10820.0  ...    77130.91  10760.0     10680.0       CJ
17   CJ607  20250923  10825.0  10925.0  ...     1770.36  10860.0     10785.0       CJ
18   CJ609  20250923  10950.0  11000.0  ...      197.45  10970.0     10905.0       CJ
19   CY510  20250923      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250923  19640.0  19695.0  ...    96808.01  19640.0     19665.0       CY
21   CY512  20250923      0.0      0.0  ...        0.00  19495.0     19590.0       CY
22   CY601  20250923  19655.0  19675.0  ...     2238.56  19635.0     19700.0       CY
23   CY602  20250923      0.0      0.0  ...        0.00  19745.0     19790.0       CY
24   CY603  20250923      0.0      0.0  ...        0.00  19735.0     19705.0       CY
25   CY604  20250923      0.0      0.0  ...        0.00  19730.0     19790.0       CY
26   CY605  20250923  19835.0  19835.0  ...       29.67  19780.0     19910.0       CY
27   CY606  20250923      0.0      0.0  ...        0.00  19735.0     19845.0       CY
28   CY607  20250923      0.0      0.0  ...        0.00  20005.0     20150.0       CY
29   CY608  20250923      0.0      0.0  ...        0.00  19810.0     19810.0       CY
30   CY609  20250923      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250923   1082.0   1083.0  ...     8381.67   1073.0      1089.0       FG
32   FG511  20250923   1077.0   1077.0  ...   195070.28   1067.0      1087.0       FG
33   FG512  20250923   1196.0   1197.0  ...    91030.90   1184.0      1211.0       FG
34   FG601  20250923   1195.0   1195.0  ...  4359055.58   1181.0      1212.0       FG
35   FG602  20250923   1248.0   1254.0  ...    77124.71   1240.0      1263.0       FG
36   FG603  20250923   1257.0   1257.0  ...     3286.93   1245.0      1274.0       FG
37   FG604  20250923   1318.0   1321.0  ...      719.35   1308.0      1332.0       FG
38   FG605  20250923   1327.0   1327.0  ...   169356.31   1310.0      1339.0       FG
39   FG606  20250923   1349.0   1349.0  ...      854.70   1340.0      1366.0       FG
40   FG607  20250923   1350.0   1350.0  ...     1643.94   1339.0      1366.0       FG
41   FG608  20250923   1392.0   1392.0  ...     1223.87   1384.0      1400.0       FG
42   FG609  20250923   1399.0   1399.0  ...     5673.52   1388.0      1405.0       FG
43   JR511  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250923   2250.0   2258.0  ...     3747.47   2249.0      2263.0       MA
52   MA511  20250923   2278.0   2289.0  ...   206723.97   2278.0      2291.0       MA
53   MA512  20250923   2324.0   2328.0  ...   194794.73   2320.0      2330.0       MA
54   MA601  20250923   2339.0   2351.0  ...  1088354.07   2340.0      2353.0       MA
55   MA602  20250923   2364.0   2373.0  ...   134806.42   2363.0      2374.0       MA
56   MA603  20250923   2384.0   2396.0  ...      801.17   2384.0      2398.0       MA
57   MA604  20250923   2391.0   2391.0  ...       11.90   2379.0      2393.0       MA
58   MA605  20250923   2371.0   2380.0  ...    53597.43   2371.0      2379.0       MA
59   MA606  20250923   2383.0   2383.0  ...        4.76   2380.0      2386.0       MA
60   MA607  20250923   2360.0   2364.0  ...       37.69   2356.0      2367.0       MA
61   MA608  20250923   2349.0   2361.0  ...        7.06   2354.0      2360.0       MA
62   MA609  20250923   2337.0   2345.0  ...     2365.82   2333.0      2337.0       MA
63   OI511  20250923  10287.0  10290.0  ...   737228.24  10202.0     10272.0       OI
64   OI601  20250923  10118.0  10121.0  ...  4204398.12  10026.0     10102.0       OI
65   OI603  20250923   9838.0   9849.0  ...     5661.95   9745.0      9851.0       OI
66   OI605  20250923   9608.0   9617.0  ...   246149.62   9498.0      9607.0       OI
67   OI607  20250923   9551.0   9551.0  ...     1048.77   9448.0      9568.0       OI
68   OI609  20250923   9501.0   9506.0  ...      649.85   9418.0      9532.0       OI
69   PF510  20250923   6260.0   6262.0  ...     5991.79   6242.0      6296.0       PF
70   PF511  20250923   6254.0   6256.0  ...   499030.51   6234.0      6278.0       PF
71   PF512  20250923   6218.0   6220.0  ...   287371.85   6202.0      6244.0       PF
72   PF601  20250923   6270.0   6270.0  ...    35246.28   6246.0      6298.0       PF
73   PF602  20250923   6260.0   6272.0  ...    81677.67   6258.0      6300.0       PF
74   PF603  20250923   6262.0   6266.0  ...       50.06   6258.0      6314.0       PF
75   PF604  20250923   6314.0   6316.0  ...       22.08   6308.0      6366.0       PF
76   PF605  20250923   6332.0   6332.0  ...       34.82   6332.0      6378.0       PF
77   PF606  20250923      0.0      0.0  ...        0.00   6364.0      6376.0       PF
78   PF607  20250923      0.0      0.0  ...        0.00   6378.0      6412.0       PF
79   PF608  20250923      0.0      0.0  ...        0.00   6392.0      6420.0       PF
80   PF609  20250923   6408.0   6408.0  ...        3.20   6408.0      6428.0       PF
81   PK510  20250923   7794.0   7816.0  ...     3624.08   7794.0      7818.0       PK
82   PK511  20250923   7790.0   7802.0  ...   380149.50   7772.0      7820.0       PK
83   PK512  20250923   7802.0   7812.0  ...   166386.10   7788.0      7828.0       PK
84   PK601  20250923   7820.0   7820.0  ...    58162.67   7796.0      7832.0       PK
85   PK603  20250923   7828.0   7834.0  ...      297.03   7818.0      7852.0       PK
86   PK604  20250923   7836.0   7836.0  ...       58.72   7830.0      7850.0       PK
87   PK605  20250923   7846.0   7846.0  ...     2961.37   7834.0      7862.0       PK
88   PL601  20250923   6319.0   6348.0  ...    53121.68   6332.0      6373.0       PL
89   PL602  20250923   6366.0   6373.0  ...      165.58   6369.0      6412.0       PL
90   PL603  20250923      0.0      0.0  ...        0.00   6402.0      6421.0       PL
91   PL604  20250923      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250923      0.0      0.0  ...        0.00   6327.0      6345.0       PL
93   PL606  20250923      0.0      0.0  ...        0.00   6384.0      6384.0       PL
94   PL607  20250923      0.0      0.0  ...        0.00   6410.0      6439.0       PL
95   PL608  20250923      0.0      0.0  ...        0.00   6499.0      6500.0       PL
96   PL609  20250923      0.0      0.0  ...        0.00   6490.0      6500.0       PL
97   PM511  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250923   5756.0   5784.0  ...     3373.82   5752.0      5788.0       PR
104  PR511  20250923   5732.0   5734.0  ...   474277.75   5708.0      5756.0       PR
105  PR512  20250923   5730.0   5740.0  ...   546543.29   5712.0      5760.0       PR
106  PR601  20250923   5734.0   5734.0  ...   178133.22   5712.0      5760.0       PR
107  PR602  20250923   5756.0   6124.0  ...      397.18   5756.0      5780.0       PR
108  PR603  20250923   5778.0   6136.0  ...      398.15   5770.0      5810.0       PR
109  PR604  20250923   5766.0   5800.0  ...      173.45   5782.0      5820.0       PR
110  PR605  20250923   5794.0   5812.0  ...      130.32   5792.0      5828.0       PR
111  PR606  20250923      0.0      0.0  ...        0.00   5860.0      5904.0       PR
112  PR607  20250923   5848.0   5848.0  ...        8.77   5848.0      5912.0       PR
113  PR608  20250923      0.0      0.0  ...        0.00   5870.0      5914.0       PR
114  PR609  20250923      0.0      0.0  ...        0.00   5870.0      5888.0       PR
115  PX510  20250923   6592.0   6592.0  ...      817.21   6564.0      6666.0       PX
116  PX511  20250923   6566.0   6570.0  ...   536097.15   6534.0      6602.0       PX
117  PX512  20250923   6564.0   6564.0  ...   232067.56   6526.0      6594.0       PX
118  PX601  20250923   6550.0   6550.0  ...   118298.50   6518.0      6588.0       PX
119  PX602  20250923   6548.0   6552.0  ...    10757.76   6524.0      6590.0       PX
120  PX603  20250923   6524.0   6524.0  ...       13.02   6512.0      6584.0       PX
121  PX604  20250923      0.0      0.0  ...        0.00   6540.0      6600.0       PX
122  PX605  20250923   6530.0   6558.0  ...     3227.44   6528.0      6586.0       PX
123  PX606  20250923      0.0      0.0  ...        0.00   6558.0      6620.0       PX
124  PX607  20250923   6528.0   6614.0  ...       45.96   6566.0      6586.0       PX
125  PX608  20250923   6550.0   6550.0  ...        6.55   6548.0      6602.0       PX
126  PX609  20250923   6580.0   6580.0  ...        3.29   6580.0      6634.0       PX
127  RI511  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250923   2534.0   2537.0  ...    33070.36   2493.0      2553.0       RM
134  RM601  20250923   2519.0   2519.0  ...  1206857.30   2468.0      2533.0       RM
135  RM603  20250923   2407.0   2409.0  ...    26030.09   2368.0      2423.0       RM
136  RM605  20250923   2367.0   2369.0  ...   257422.45   2338.0      2384.0       RM
137  RM607  20250923   2356.0   2356.0  ...    16271.20   2328.0      2373.0       RM
138  RM608  20250923   2455.0   2455.0  ...     2317.59   2427.0      2470.0       RM
139  RM609  20250923   2442.0   2462.0  ...     6438.24   2426.0      2458.0       RM
140  RS511  20250923   5306.0   5330.0  ...       90.06   5297.0      5346.0       RS
141  RS607  20250923   5519.0   5574.0  ...      166.34   5545.0      5570.0       RS
142  RS608  20250923   5526.0   5571.0  ...      177.37   5543.0      5579.0       RS
143  RS609  20250923   5534.0   5584.0  ...      122.16   5553.0      5588.0       RS
144  SA510  20250923   1205.0   1209.0  ...    13784.78   1200.0      1219.0       SA
145  SA511  20250923   1217.0   1218.0  ...   630620.16   1209.0      1233.0       SA
146  SA512  20250923   1278.0   1280.0  ...   303270.59   1267.0      1298.0       SA
147  SA601  20250923   1287.0   1290.0  ...  3200531.21   1278.0      1307.0       SA
148  SA602  20250923   1322.0   1323.0  ...   302874.97   1308.0      1344.0       SA
149  SA603  20250923   1329.0   1363.0  ...     5013.19   1317.0      1345.0       SA
150  SA604  20250923   1375.0   1375.0  ...     1850.53   1359.0      1387.0       SA
151  SA605  20250923   1380.0   1385.0  ...   179470.47   1364.0      1397.0       SA
152  SA606  20250923   1391.0   1392.0  ...     1518.85   1378.0      1409.0       SA
153  SA607  20250923   1393.0   1394.0  ...     1744.90   1380.0      1411.0       SA
154  SA608  20250923   1431.0   1431.0  ...     1465.37   1417.0      1441.0       SA
155  SA609  20250923   1438.0   1438.0  ...     6767.03   1423.0      1447.0       SA
156  SF510  20250923   5464.0   5544.0  ...     6162.35   5508.0      5510.0       SF
157  SF511  20250923   5642.0   5734.0  ...   696479.14   5692.0      5692.0       SF
158  SF512  20250923   5658.0   5718.0  ...   225000.00   5676.0      5708.0       SF
159  SF601  20250923   5636.0   5706.0  ...   191019.14   5664.0      5672.0       SF
160  SF602  20250923   5586.0   5668.0  ...    33277.91   5628.0      5632.0       SF
161  SF603  20250923   5810.0   5810.0  ...       54.94   5784.0      5810.0       SF
162  SF604  20250923      0.0      0.0  ...        0.00   5832.0      5876.0       SF
163  SF605  20250923   5758.0   5820.0  ...     2607.62   5776.0      5794.0       SF
164  SF606  20250923   5730.0   5774.0  ...      183.61   5738.0      5728.0       SF
165  SF607  20250923   5900.0   5900.0  ...       41.12   5876.0      5920.0       SF
166  SF608  20250923   5834.0   5856.0  ...        8.77   5846.0      5906.0       SF
167  SF609  20250923   5904.0   5904.0  ...      111.22   5854.0      5890.0       SF
168  SH510  20250923   2497.0   2506.0  ...    23584.32   2474.0      2517.0       SH
169  SH511  20250923   2518.0   2535.0  ...   712883.24   2493.0      2553.0       SH
170  SH512  20250923   2590.0   2598.0  ...   396488.93   2551.0      2615.0       SH
171  SH601  20250923   2594.0   2603.0  ...  3220884.00   2555.0      2622.0       SH
172  SH602  20250923   2618.0   2624.0  ...    58040.99   2573.0      2640.0       SH
173  SH603  20250923   2636.0   2637.0  ...     1941.86   2589.0      2662.0       SH
174  SH604  20250923   2681.0   2681.0  ...      386.46   2629.0      2697.0       SH
175  SH605  20250923   2688.0   2694.0  ...    24995.82   2648.0      2707.0       SH
176  SH606  20250923   2689.0   2695.0  ...      431.06   2661.0      2717.0       SH
177  SH607  20250923   2661.0   2668.0  ...      119.10   2647.0      2716.0       SH
178  SH608  20250923   2699.0   2699.0  ...       87.61   2655.0      2715.0       SH
179  SH609  20250923   2704.0   2704.0  ...      577.67   2674.0      2722.0       SH
180  SM510  20250923   5742.0   5838.0  ...     5693.78   5790.0      5798.0       SM
181  SM511  20250923   5844.0   5918.0  ...   260909.85   5862.0      5896.0       SM
182  SM512  20250923   5858.0   5924.0  ...    95495.91   5866.0      5906.0       SM
183  SM601  20250923   5858.0   5940.0  ...   725733.20   5890.0      5884.0       SM
184  SM602  20250923   5866.0   5948.0  ...   110787.74   5892.0      5936.0       SM
185  SM603  20250923   5902.0   5956.0  ...      381.97   5922.0      5894.0       SM
186  SM604  20250923   5940.0   5944.0  ...       23.75   5938.0      5992.0       SM
187  SM605  20250923   5918.0   5978.0  ...    10115.74   5930.0      5920.0       SM
188  SM606  20250923   5918.0   5918.0  ...        2.96   5918.0      5906.0       SM
189  SM607  20250923   5936.0   5952.0  ...       14.85   5940.0      5984.0       SM
190  SM608  20250923   5928.0   5928.0  ...        2.96   5928.0      5966.0       SM
191  SM609  20250923   5980.0   6008.0  ...      534.55   5974.0      5962.0       SM
192  SR511  20250923   5500.0   5516.0  ...   155873.47   5496.0      5497.0       SR
193  SR601  20250923   5451.0   5457.0  ...  1208829.22   5440.0      5461.0       SR
194  SR603  20250923   5450.0   5450.0  ...     6275.57   5424.0      5450.0       SR
195  SR605  20250923   5430.0   5435.0  ...   126861.56   5414.0      5442.0       SR
196  SR607  20250923   5448.0   5449.0  ...     5980.90   5427.0      5451.0       SR
197  SR609  20250923   5458.0   5459.0  ...     3040.49   5439.0      5465.0       SR
198  TA510  20250923   4522.0   4524.0  ...    18585.90   4512.0      4562.0       TA
199  TA511  20250923   4542.0   4546.0  ...   251751.50   4528.0      4576.0       TA
200  TA512  20250923   4560.0   4560.0  ...   100162.00   4540.0      4588.0       TA
201  TA601  20250923   4562.0   4568.0  ...  1376736.09   4550.0      4596.0       TA
202  TA602  20250923   4566.0   4578.0  ...    19993.68   4560.0      4606.0       TA
203  TA603  20250923   4576.0   4588.0  ...      157.71   4572.0      4630.0       TA
204  TA604  20250923   4580.0   4588.0  ...        6.87   4584.0      4618.0       TA
205  TA605  20250923   4600.0   4610.0  ...    54237.18   4592.0      4636.0       TA
206  TA606  20250923   4608.0   4608.0  ...       20.68   4596.0      4640.0       TA
207  TA607  20250923   4610.0   4624.0  ...       27.66   4610.0      4658.0       TA
208  TA608  20250923   4626.0   4628.0  ...        9.25   4626.0      4676.0       TA
209  TA609  20250923   4634.0   4642.0  ...      243.28   4634.0      4672.0       TA
210  UR510  20250923   1558.0   1566.0  ...     5681.73   1559.0      1561.0       UR
211  UR511  20250923   1630.0   1640.0  ...    57725.64   1634.0      1635.0       UR
212  UR512  20250923   1648.0   1653.0  ...    16640.84   1648.0      1648.0       UR
213  UR601  20250923   1655.0   1664.0  ...   373093.20   1658.0      1658.0       UR
214  UR602  20250923   1665.0   1671.0  ...      589.60   1666.0      1664.0       UR
215  UR603  20250923   1712.0   1714.0  ...       71.83   1710.0      1711.0       UR
216  UR604  20250923   1711.0   1715.0  ...       27.40   1713.0      1712.0       UR
217  UR605  20250923   1712.0   1718.0  ...    18504.79   1713.0      1716.0       UR
218  UR606  20250923   1713.0   1718.0  ...      181.69   1714.0      1717.0       UR
219  UR607  20250923   1748.0   1749.0  ...      188.59   1746.0      1753.0       UR
220  UR608  20250923   1745.0   1745.0  ...       24.39   1742.0      1747.0       UR
221  UR609  20250923   1735.0   1739.0  ...      350.40   1735.0      1740.0       UR
222  WH511  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-23 18:26:51,511 - future_1d - INFO - ak.get_czce_daily('2025-09-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250923  7156.800  ...  7034.000    7124.600       IC
1   IC2511  20250923  7093.200  ...  6972.000    7056.600       IC
2   IC2512  20250923  7033.000  ...  6888.200    6995.000       IC
3   IC2603  20250923  6857.000  ...  6715.600    6825.000       IC
4   IF2510  20250923  4516.800  ...  4482.000    4497.400       IF
5   IF2511  20250923  4502.000  ...  4472.600    4481.800       IF
6   IF2512  20250923  4495.000  ...  4454.600    4472.400       IF
7   IF2603  20250923  4469.000  ...  4425.200    4448.800       IF
8   IH2510  20250923  2917.000  ...  2911.800    2917.000       IH
9   IH2511  20250923  2915.800  ...  2912.600    2915.800       IH
10  IH2512  20250923  2920.000  ...  2912.400    2917.400       IH
11  IH2603  20250923  2921.000  ...  2911.400    2918.800       IH
12  IM2510  20250923  7402.200  ...  7250.400    7373.800       IM
13  IM2511  20250923  7319.800  ...  7160.400    7290.800       IM
14  IM2512  20250923  7236.800  ...  7075.800    7211.000       IM
15  IM2603  20250923  7029.000  ...  6870.200    7002.600       IM
16   T2512  20250923   107.905  ...   107.755     107.945        T
17   T2603  20250923   107.575  ...   107.420     107.595        T
18   T2606  20250923   107.400  ...   107.320     107.460        T
19  TF2512  20250923   105.730  ...   105.645     105.760       TF
20  TF2603  20250923   105.610  ...   105.515     105.620       TF
21  TF2606  20250923   105.530  ...   105.455     105.555       TF
22  TL2512  20250923   114.950  ...   114.540     115.090       TL
23  TL2603  20250923   114.660  ...   114.200     114.750       TL
24  TL2606  20250923   114.510  ...   114.250     114.770       TL
25  TS2512  20250923   102.394  ...   102.352     102.396       TS
26  TS2603  20250923   102.312  ...   102.280     102.324       TS
27  TS2606  20250923   102.274  ...   102.280     102.300       TS

[28 rows x 12 columns]
2025-09-23 18:26:51,822 - future_1d - INFO - ak.get_cffex_daily('2025-09-23') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250923   3909.00  ...   3876.00     3911.00        A
1     a2601  20250923   3899.00  ...   3870.00     3908.00        A
2     a2603  20250923   3912.00  ...   3872.00     3912.00        A
3     a2605  20250923   3951.00  ...   3911.00     3949.00        A
4     a2607  20250923   3956.00  ...   3917.00     3954.00        A
5     a2609  20250923   3964.00  ...   3927.00     3961.00        A
6     b2510  20250923   3678.00  ...   3576.00     3686.00        B
7     b2511  20250923   3705.00  ...   3607.00     3716.00        B
8     b2512  20250923   3740.00  ...   3645.00     3746.00        B
9     b2601  20250923   3720.00  ...   3639.00     3733.00        B
10    b2602  20250923   3717.00  ...   3635.00     3727.00        B
11    b2603  20250923   3672.00  ...   3586.00     3683.00        B
12    b2604  20250923   3560.00  ...   3494.00     3573.00        B
13    b2605  20250923   3487.00  ...   3426.00     3496.00        B
14    b2606  20250923   3445.00  ...   3401.00     3475.00        B
15    b2607  20250923   3452.00  ...   3406.00     3475.00        B
16    b2608  20250923   3547.00  ...   3510.00     3566.00        B
17    b2609  20250923   3554.00  ...   3510.00     3583.00        B
18   bb2511  20250923    141.80  ...    142.05      142.05       BB
19   bb2601  20250923    146.65  ...    146.65      146.50       BB
20   bb2603  20250923    147.10  ...    147.00      146.80       BB
21   bb2605  20250923      0.00  ...    141.60      141.45       BB
22   bb2607  20250923      0.00  ...    146.35      146.20       BB
23   bb2609  20250923      0.00  ...    146.35      146.20       BB
24   bz2603  20250923   5900.00  ...   5865.00     5922.00       BZ
25   bz2604  20250923   5866.00  ...   5841.00     5904.00       BZ
26   bz2605  20250923   5857.00  ...   5859.00     5927.00       BZ
27   bz2606  20250923      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250923      0.00  ...   5859.00     5935.00       BZ
29   bz2608  20250923      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250923   2144.00  ...   2151.00     2163.00        C
31    c2601  20250923   2135.00  ...   2134.00     2148.00        C
32    c2603  20250923   2146.00  ...   2146.00     2159.00        C
33    c2605  20250923   2210.00  ...   2207.00     2218.00        C
34    c2607  20250923   2222.00  ...   2220.00     2231.00        C
35    c2609  20250923   2238.00  ...   2235.00     2247.00        C
36   cs2511  20250923   2429.00  ...   2436.00     2453.00       CS
37   cs2601  20250923   2450.00  ...   2452.00     2467.00       CS
38   cs2603  20250923   2458.00  ...   2458.00     2473.00       CS
39   cs2605  20250923   2542.00  ...   2541.00     2554.00       CS
40   cs2607  20250923   2552.00  ...   2549.00     2562.00       CS
41   cs2609  20250923   2581.00  ...   2576.00     2591.00       CS
42   eb2509  20250923      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250923   6856.00  ...   6839.00     6947.00       EB
44   eb2511  20250923   6892.00  ...   6865.00     6952.00       EB
45   eb2512  20250923   6916.00  ...   6883.00     6970.00       EB
46   eb2601  20250923   6962.00  ...   6927.00     7012.00       EB
47   eb2602  20250923   6988.00  ...   6966.00     7058.00       EB
48   eb2603  20250923   7027.00  ...   7002.00     7095.00       EB
49   eb2604  20250923   7069.00  ...   7048.00     7110.00       EB
50   eb2605  20250923   7097.00  ...   7065.00     7145.00       EB
51   eb2606  20250923   7103.00  ...   7086.00     7173.00       EB
52   eb2607  20250923   7085.00  ...   7071.00     7137.00       EB
53   eb2608  20250923   7099.00  ...   7099.00     7243.00       EB
54   eg2509  20250923   4078.00  ...   4139.00     4338.00       EG
55   eg2510  20250923   4269.00  ...   4246.00     4279.00       EG
56   eg2511  20250923   4219.00  ...   4201.00     4234.00       EG
57   eg2512  20250923   4204.00  ...   4193.00     4246.00       EG
58   eg2601  20250923   4231.00  ...   4214.00     4249.00       EG
59   eg2602  20250923   4230.00  ...   4226.00     4241.00       EG
60   eg2603  20250923   4237.00  ...   4234.00     4271.00       EG
61   eg2604  20250923   4266.00  ...   4261.00     4294.00       EG
62   eg2605  20250923   4288.00  ...   4271.00     4305.00       EG
63   eg2606  20250923   4288.00  ...   4292.00     4311.00       EG
64   eg2607  20250923   4300.00  ...   4300.00     4321.00       EG
65   eg2608  20250923      0.00  ...   4346.00     4378.00       EG
66   fb2510  20250923   1261.00  ...   1260.00     1259.00       FB
67   fb2511  20250923   1256.00  ...   1254.50     1254.00       FB
68   fb2512  20250923   1254.00  ...   1252.50     1254.50       FB
69   fb2601  20250923   1255.50  ...   1253.50     1255.50       FB
70   fb2602  20250923   1254.50  ...   1254.50     1255.50       FB
71   fb2603  20250923   1247.50  ...   1247.00     1247.50       FB
72   fb2604  20250923      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250923      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250923      0.00  ...   1294.50     1294.50       FB
75   fb2607  20250923      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250923      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250923      0.00  ...   1296.00     1296.00       FB
78    i2510  20250923    820.50  ...    821.00      828.50        I
79    i2511  20250923    819.50  ...    816.00      824.50        I
80    i2512  20250923    817.50  ...    810.50      819.00        I
81    i2601  20250923    808.50  ...    803.50      812.50        I
82    i2602  20250923    803.00  ...    800.00      808.00        I
83    i2603  20250923    796.50  ...    793.00      802.00        I
84    i2604  20250923    793.00  ...    789.50      796.50        I
85    i2605  20250923    785.00  ...    781.00      790.00        I
86    i2606  20250923    779.50  ...    776.00      784.00        I
87    i2607  20250923    778.00  ...    771.50      779.50        I
88    i2608  20250923    773.00  ...    767.00      774.50        I
89    i2609  20250923    803.00  ...    767.50      768.50        I
90    j2510  20250923   1601.00  ...   1604.00     1621.50        J
91    j2511  20250923   1645.00  ...   1632.50     1653.00        J
92    j2512  20250923   1654.50  ...   1664.00     1698.00        J
93    j2601  20250923   1721.00  ...   1710.50     1729.00        J
94    j2602  20250923   1755.50  ...   1747.50     1760.00        J
95    j2603  20250923      0.00  ...   1783.00     1783.00        J
96    j2604  20250923      0.00  ...   1814.00     1814.00        J
97    j2605  20250923   1859.00  ...   1847.00     1868.50        J
98    j2606  20250923   1869.50  ...   1869.50     1899.50        J
99    j2607  20250923   1878.00  ...   1878.00     1902.50        J
100   j2608  20250923   1905.00  ...   1905.00     1931.50        J
101   j2609  20250923   1931.00  ...   1933.50     1948.00        J
102  jd2509  20250923   3120.00  ...   3120.00     3193.00       JD
103  jd2510  20250923   2982.00  ...   2962.00     3003.00       JD
104  jd2511  20250923   3069.00  ...   3070.00     3096.00       JD
105  jd2512  20250923   3182.00  ...   3192.00     3224.00       JD
106  jd2601  20250923   3363.00  ...   3366.00     3381.00       JD
107  jd2602  20250923   3123.00  ...   3125.00     3135.00       JD
108  jd2603  20250923   3142.00  ...   3140.00     3156.00       JD
109  jd2604  20250923   3306.00  ...   3288.00     3324.00       JD
110  jd2605  20250923   3426.00  ...   3406.00     3443.00       JD
111  jd2606  20250923   3240.00  ...   3232.00     3254.00       JD
112  jd2607  20250923   3479.00  ...   3471.00     3492.00       JD
113  jd2608  20250923   3920.00  ...   3918.00     3924.00       JD
114  jm2510  20250923   1036.00  ...   1019.00     1036.00       JM
115  jm2511  20250923   1081.00  ...   1069.50     1085.50       JM
116  jm2512  20250923   1147.50  ...   1140.50     1155.50       JM
117  jm2601  20250923   1214.00  ...   1209.50     1229.00       JM
118  jm2602  20250923   1239.50  ...   1232.50     1251.00       JM
119  jm2603  20250923   1259.00  ...   1254.50     1277.50       JM
120  jm2604  20250923   1275.50  ...   1276.00     1304.00       JM
121  jm2605  20250923   1305.00  ...   1301.00     1323.00       JM
122  jm2606  20250923   1315.00  ...   1314.50     1347.50       JM
123  jm2607  20250923   1326.50  ...   1329.50     1361.00       JM
124  jm2608  20250923   1346.00  ...   1345.50     1370.00       JM
125  jm2609  20250923   1376.00  ...   1370.50     1389.50       JM
126   l2510  20250923   7073.00  ...   7043.00     7074.00        L
127   l2511  20250923   7093.00  ...   7073.00     7107.00        L
128   l2512  20250923   7114.00  ...   7093.00     7133.00        L
129   l2601  20250923   7116.00  ...   7108.00     7153.00        L
130   l2602  20250923   7112.00  ...   7109.00     7155.00        L
131   l2603  20250923   7132.00  ...   7126.00     7167.00        L
132   l2604  20250923   7172.00  ...   7157.00     7216.00        L
133   l2605  20250923   7172.00  ...   7154.00     7204.00        L
134   l2606  20250923   7171.00  ...   7155.00     7195.00        L
135   l2607  20250923   7184.00  ...   7175.00     7206.00        L
136   l2608  20250923   7206.00  ...   7209.00     7223.00        L
137   l2609  20250923   7222.00  ...   7204.00     7237.00        L
138  lg2509  20250923    780.00  ...    780.00      780.00       LG
139  lg2511  20250923    808.00  ...    807.00      808.00       LG
140  lg2601  20250923    823.50  ...    820.00      821.00       LG
141  lg2603  20250923    825.50  ...    825.00      826.50       LG
142  lg2605  20250923    826.00  ...    827.00      830.50       LG
143  lg2607  20250923    830.00  ...    829.50      832.50       LG
144  lh2509  20250923      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250923  12760.00  ...  12730.00    12855.00       LH
146  lh2601  20250923  13310.00  ...  13280.00    13405.00       LH
147  lh2603  20250923  12745.00  ...  12685.00    12815.00       LH
148  lh2605  20250923  13230.00  ...  13130.00    13315.00       LH
149  lh2607  20250923  13905.00  ...  13780.00    13990.00       LH
150   m2511  20250923   2995.00  ...   2922.00     3003.00        M
151   m2512  20250923   3040.00  ...   2968.00     3048.00        M
152   m2601  20250923   3013.00  ...   2954.00     3030.00        M
153   m2603  20250923   2943.00  ...   2906.00     2968.00        M
154   m2605  20250923   2770.00  ...   2739.00     2784.00        M
155   m2607  20250923   2762.00  ...   2736.00     2776.00        M
156   m2608  20250923   2877.00  ...   2843.00     2887.00        M
157   m2609  20250923   2885.00  ...   2847.00     2893.00        M
158   p2510  20250923   9210.00  ...   8948.00     9244.00        P
159   p2511  20250923   9264.00  ...   9052.00     9278.00        P
160   p2512  20250923   9278.00  ...   9072.00     9292.00        P
161   p2601  20250923   9282.00  ...   9086.00     9326.00        P
162   p2602  20250923   9290.00  ...   9078.00     9276.00        P
163   p2603  20250923   9228.00  ...   9008.00     9276.00        P
164   p2604  20250923   9128.00  ...   8938.00     9216.00        P
165   p2605  20250923   9108.00  ...   8866.00     9120.00        P
166   p2606  20250923   8990.00  ...   8762.00     9002.00        P
167   p2607  20250923   8800.00  ...   8648.00     8894.00        P
168   p2608  20250923   8726.00  ...   8574.00     8834.00        P
169   p2609  20250923   8776.00  ...   8520.00     8768.00        P
170  pg2509  20250923      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250923   4314.00  ...   4318.00     4366.00       PG
172  pg2511  20250923   4258.00  ...   4247.00     4293.00       PG
173  pg2512  20250923   4194.00  ...   4185.00     4232.00       PG
174  pg2601  20250923   4132.00  ...   4123.00     4171.00       PG
175  pg2602  20250923   4056.00  ...   4055.00     4100.00       PG
176  pg2603  20250923   3994.00  ...   3977.00     4020.00       PG
177  pg2604  20250923   4348.00  ...   4332.00     4366.00       PG
178  pg2605  20250923   4261.00  ...   4246.00     4281.00       PG
179  pg2606  20250923   4197.00  ...   4197.00     4195.00       PG
180  pg2607  20250923   4134.00  ...   4134.00     4159.00       PG
181  pg2608  20250923   4080.00  ...   4080.00     4095.00       PG
182  pp2510  20250923   6755.00  ...   6750.00     6785.00       PP
183  pp2511  20250923   6796.00  ...   6782.00     6821.00       PP
184  pp2512  20250923   6839.00  ...   6818.00     6857.00       PP
185  pp2601  20250923   6866.00  ...   6850.00     6895.00       PP
186  pp2602  20250923   6852.00  ...   6836.00     6882.00       PP
187  pp2603  20250923   6839.00  ...   6840.00     6870.00       PP
188  pp2604  20250923   6887.00  ...   6876.00     6911.00       PP
189  pp2605  20250923   6905.00  ...   6900.00     6942.00       PP
190  pp2606  20250923   6877.00  ...   6852.00     6903.00       PP
191  pp2607  20250923   6865.00  ...   6842.00     6878.00       PP
192  pp2608  20250923   6871.00  ...   6859.00     6894.00       PP
193  pp2609  20250923   6900.00  ...   6892.00     6931.00       PP
194  rr2510  20250923   3614.00  ...   3619.00     3610.00       RR
195  rr2511  20250923   3616.00  ...   3615.00     3615.00       RR
196  rr2512  20250923   3616.00  ...   3615.00     3613.00       RR
197  rr2601  20250923   3622.00  ...   3620.00     3624.00       RR
198  rr2602  20250923   3606.00  ...   3606.00     3608.00       RR
199  rr2603  20250923   3612.00  ...   3612.00     3611.00       RR
200  rr2604  20250923      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250923      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250923      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250923      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250923      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250923      0.00  ...   3614.00     3614.00       RR
206   v2510  20250923   4798.00  ...   4784.00     4837.00        V
207   v2511  20250923   4848.00  ...   4819.00     4867.00        V
208   v2512  20250923   4884.00  ...   4859.00     4903.00        V
209   v2601  20250923   4927.00  ...   4903.00     4955.00        V
210   v2602  20250923   4969.00  ...   4939.00     5001.00        V
211   v2603  20250923   5002.00  ...   4976.00     5035.00        V
212   v2604  20250923   5198.00  ...   5179.00     5246.00        V
213   v2605  20250923   5232.00  ...   5203.00     5259.00        V
214   v2606  20250923   5251.00  ...   5248.00     5286.00        V
215   v2607  20250923   5281.00  ...   5269.00     5318.00        V
216   v2608  20250923   5333.00  ...   5308.00     5347.00        V
217   v2609  20250923   5352.00  ...   5331.00     5385.00        V
218   y2511  20250923   8354.00  ...   8128.00     8376.00        Y
219   y2512  20250923   8408.00  ...   8178.00     8402.00        Y
220   y2601  20250923   8310.00  ...   8136.00     8348.00        Y
221   y2603  20250923   8286.00  ...   8096.00     8282.00        Y
222   y2605  20250923   8042.00  ...   7860.00     8066.00        Y
223   y2607  20250923   8026.00  ...   7868.00     8026.00        Y
224   y2608  20250923   8000.00  ...   7852.00     8036.00        Y
225   y2609  20250923   8012.00  ...   7804.00     8000.00        Y

[226 rows x 12 columns]
2025-09-23 18:26:52,500 - future_1d - INFO - ak.get_dce_daily('2025-09-23') done
2025-09-23 18:26:54,266 - future_1d - INFO - save future_daily 2025-09-23 completed