LogViewer
106  jd2606  20250704   3260.00  ...   3260.00     3256.00       JD
107  jm2507  20250704    813.00  ...    841.00      814.00       JM
108  jm2508  20250704    808.00  ...    805.00      801.50       JM
109  jm2509  20250704    852.50  ...    850.00      848.50       JM
110  jm2510  20250704    869.00  ...    867.50      864.00       JM
111  jm2511  20250704    883.00  ...    881.00      874.50       JM
112  jm2512  20250704    900.50  ...    894.00      887.00       JM
113  jm2601  20250704    920.00  ...    905.00      901.00       JM
114  jm2602  20250704    920.00  ...    913.00      907.00       JM
115  jm2603  20250704    921.00  ...    913.50      916.50       JM
116  jm2604  20250704    917.00  ...    924.00      917.00       JM
117  jm2605  20250704    940.00  ...    934.00      927.00       JM
118  jm2606  20250704    947.50  ...    940.50      940.50       JM
119   l2507  20250704   7311.00  ...   7328.00     7298.00        L
120   l2508  20250704   7290.00  ...   7313.00     7295.00        L
121   l2509  20250704   7298.00  ...   7308.00     7293.00        L
122   l2510  20250704   7285.00  ...   7296.00     7287.00        L
123   l2511  20250704   7282.00  ...   7296.00     7283.00        L
124   l2512  20250704   7289.00  ...   7289.00     7281.00        L
125   l2601  20250704   7262.00  ...   7272.00     7269.00        L
126   l2602  20250704   7279.00  ...   7245.00     7253.00        L
127   l2603  20250704   7282.00  ...   7271.00     7224.00        L
128   l2604  20250704   7275.00  ...   7291.00     7263.00        L
129   l2605  20250704   7265.00  ...   7266.00     7245.00        L
130   l2606  20250704   7247.00  ...   7265.00     7242.00        L
131  lg2507  20250704    828.00  ...    828.50      822.00       LG
132  lg2509  20250704    796.00  ...    794.00      795.00       LG
133  lg2511  20250704    787.50  ...    787.00      788.50       LG
134  lg2601  20250704    785.50  ...    786.00      785.50       LG
135  lg2603  20250704    788.00  ...    787.00      786.50       LG
136  lg2605  20250704    793.50  ...    790.50      793.50       LG
137  lh2507  20250704  13915.00  ...  13935.00    13920.00       LH
138  lh2509  20250704  14310.00  ...  14340.00    14315.00       LH
139  lh2511  20250704  13655.00  ...  13730.00    13585.00       LH
140  lh2601  20250704  13835.00  ...  13820.00    13685.00       LH
141  lh2603  20250704  12940.00  ...  13010.00    12940.00       LH
142  lh2605  20250704  13070.00  ...  13165.00    13085.00       LH
143   m2507  20250704   2800.00  ...   2806.00     2799.00        M
144   m2508  20250704   2949.00  ...   2942.00     2941.00        M
145   m2509  20250704   2967.00  ...   2962.00     2960.00        M
146   m2511  20250704   3006.00  ...   3000.00     3000.00        M
147   m2512  20250704   3036.00  ...   3030.00     3027.00        M
148   m2601  20250704   3019.00  ...   3012.00     3008.00        M
149   m2603  20250704   2867.00  ...   2865.00     2855.00        M
150   m2605  20250704   2720.00  ...   2718.00     2711.00        M
151   p2507  20250704   8452.00  ...   8468.00     8452.00        P
152   p2508  20250704   8540.00  ...   8502.00     8516.00        P
153   p2509  20250704   8498.00  ...   8492.00     8478.00        P
154   p2510  20250704   8516.00  ...   8500.00     8486.00        P
155   p2511  20250704   8512.00  ...   8498.00     8482.00        P
156   p2512  20250704   8502.00  ...   8494.00     8484.00        P
157   p2601  20250704   8498.00  ...   8498.00     8482.00        P
158   p2602  20250704   8490.00  ...   8490.00     8458.00        P
159   p2603  20250704   8452.00  ...   8430.00     8416.00        P
160   p2604  20250704   8398.00  ...   8384.00     8372.00        P
161   p2605  20250704   8348.00  ...   8360.00     8336.00        P
162   p2606  20250704   8340.00  ...   8334.00     8312.00        P
163  pg2507  20250704      0.00  ...   4205.00     4205.00       PG
164  pg2508  20250704   4229.00  ...   4215.00     4219.00       PG
165  pg2509  20250704   4123.00  ...   4108.00     4115.00       PG
166  pg2510  20250704   4494.00  ...   4489.00     4494.00       PG
167  pg2511  20250704   4409.00  ...   4403.00     4408.00       PG
168  pg2512  20250704   4336.00  ...   4331.00     4330.00       PG
169  pg2601  20250704   4259.00  ...   4252.00     4256.00       PG
170  pg2602  20250704   4173.00  ...   4177.00     4170.00       PG
171  pg2603  20250704   4097.00  ...   4096.00     4097.00       PG
172  pg2604  20250704   4399.00  ...   4383.00     4389.00       PG
173  pg2605  20250704   4295.00  ...   4274.00     4282.00       PG
174  pg2606  20250704      0.00  ...   4204.00     4204.00       PG
175  pp2507  20250704   7080.00  ...   7080.00     7085.00       PP
176  pp2508  20250704   7075.00  ...   7089.00     7086.00       PP
177  pp2509  20250704   7088.00  ...   7091.00     7084.00       PP
178  pp2510  20250704   7048.00  ...   7065.00     7046.00       PP
179  pp2511  20250704   7045.00  ...   7059.00     7044.00       PP
180  pp2512  20250704   7047.00  ...   7057.00     7042.00       PP
181  pp2601  20250704   7044.00  ...   7053.00     7043.00       PP
182  pp2602  20250704   7034.00  ...   7034.00     7024.00       PP
183  pp2603  20250704   7032.00  ...   7032.00     7008.00       PP
184  pp2604  20250704   7051.00  ...   7051.00     6989.00       PP
185  pp2605  20250704   7040.00  ...   7043.00     7035.00       PP
186  pp2606  20250704   7033.00  ...   7036.00     7007.00       PP
187  rr2507  20250704      0.00  ...   3578.00     3578.00       RR
188  rr2508  20250704   3529.00  ...   3552.00     3539.00       RR
189  rr2509  20250704   3595.00  ...   3601.00     3595.00       RR
190  rr2510  20250704   3605.00  ...   3602.00     3602.00       RR
191  rr2511  20250704   3602.00  ...   3600.00     3603.00       RR
192  rr2512  20250704   3601.00  ...   3599.00     3598.00       RR
193  rr2601  20250704   3598.00  ...   3602.00     3587.00       RR
194  rr2602  20250704   3614.00  ...   3609.00     3606.00       RR
195  rr2603  20250704   3615.00  ...   3612.00     3608.00       RR
196  rr2604  20250704   3612.00  ...   3614.00     3615.00       RR
197  rr2605  20250704   3606.00  ...   3613.00     3605.00       RR
198  rr2606  20250704   3606.00  ...   3606.00     3608.00       RR
199   v2507  20250704   4848.00  ...   4849.00     4820.00        V
200   v2508  20250704   4875.00  ...   4880.00     4871.00        V
201   v2509  20250704   4907.00  ...   4919.00     4907.00        V
202   v2510  20250704   4939.00  ...   4947.00     4932.00        V
203   v2511  20250704   4972.00  ...   4967.00     4963.00        V
204   v2512  20250704   4991.00  ...   5002.00     4995.00        V
205   v2601  20250704   5020.00  ...   5024.00     5014.00        V
206   v2602  20250704   5044.00  ...   5040.00     5030.00        V
207   v2603  20250704   5066.00  ...   5064.00     5048.00        V
208   v2604  20250704   5162.00  ...   5192.00     5169.00        V
209   v2605  20250704   5192.00  ...   5211.00     5192.00        V
210   v2606  20250704   5204.00  ...   5213.00     5194.00        V
211   y2507  20250704      0.00  ...   8038.00     8038.00        Y
212   y2508  20250704   8002.00  ...   7964.00     8028.00        Y
213   y2509  20250704   8010.00  ...   7968.00     8020.00        Y
214   y2511  20250704   8018.00  ...   7990.00     8030.00        Y
215   y2512  20250704   8030.00  ...   8014.00     8066.00        Y
216   y2601  20250704   7994.00  ...   7958.00     7988.00        Y
217   y2603  20250704   7856.00  ...   7850.00     7856.00        Y
218   y2605  20250704   7654.00  ...   7640.00     7648.00        Y

[219 rows x 12 columns]
2025-07-08 20:15:49,662 - future_1d - INFO - ak.get_dce_daily('2025-07-04') done
        symbol      date    open   high  ...     turnover  settle pre_settle variety
0       SC2508  20250704   508.3  509.2  ...    6845017.9   506.4      503.7      SC
1       SC2509  20250704   503.3  503.6  ...   1304782.79   501.1      498.1      SC
2       SC2510  20250704   496.6  496.6  ...    274692.18   494.8      492.4      SC
3       SC2511  20250704   489.6  490.9  ...        32988   489.4      487.2      SC
4       SC2512  20250704   486.2  487.3  ...     23766.61     486        484      SC
5       SC2601  20250704   482.1  484.3  ...     14484.42   482.8      481.6      SC
6       SC2602  20250704   481.6  481.9  ...     15616.73   480.5      480.4      SC
7       SC2603  20250704     479    479  ...      2244.09   477.4        478      SC
8       SC2604  20250704   477.3    478  ...       142.98   476.6      476.8      SC
9       SC2605  20250704   473.1  473.1  ...        94.62   473.1      475.7      SC
10      SC2606  20250704     474  474.5  ...       663.31   473.7      475.7      SC
11      SC2607  20250704   485.5  485.5  ...       190.39   475.9      470.9      SC
12      SC2609  20250704     471    472  ...         94.3   471.5      474.2      SC
13      SC2612  20250704                 ...            0   465.1      465.1      SC
14      SC2703  20250704     468    468  ...       140.29   467.6        465      SC
15      SC2706  20250704                 ...            0   464.2      464.2      SC
16      SC2709  20250704                 ...            0     464        464      SC
17      SC2712  20250704                 ...            0   465.8      465.8      SC
18      SC2803  20250704                 ...            0   464.7      464.7      SC
19      SC2806  20250704     463  464.3  ...       139.16   463.8      464.6      SC
21      LU2508  20250704    3660   3664  ...    13030.825    3643       3622      LU
22      LU2509  20250704    3641   3661  ...   243761.453    3636       3616      LU
23      LU2510  20250704    3625   3628  ...    94898.205    3605       3593      LU
24      LU2511  20250704    3587   3592  ...     2535.595    3571       3568      LU
25      LU2512  20250704    3557   3558  ...      434.487    3532       3546      LU
26      LU2601  20250704    3540   3541  ...      222.219    3527       3526      LU
27      LU2602  20250704    3521   3521  ...       17.594    3518       3503      LU
28      LU2603  20250704    3502   3502  ...       24.423    3489       3499      LU
29      LU2604  20250704    3475   3475  ...       10.377    3459       3495      LU
30      LU2605  20250704    3459   3459  ...       27.583    3447       3476      LU
31      LU2606  20250704    3453   3463  ...       34.441    3444       3461      LU
32      LU2607  20250704    3429   3429  ...       10.275    3425       3442      LU
34      NR2507  20250704   12160  12200  ...      4980.05   12145      12140      NR
35      NR2508  20250704   12120  12250  ...   847072.545   12180      12145      NR
36      NR2509  20250704   12140  12225  ...     469990.8   12160      12135      NR
37      NR2510  20250704   12105  12220  ...    42293.865   12155      12125      NR
38      NR2511  20250704   12155  12220  ...     2725.645   12165      12120      NR
39      NR2512  20250704   12180  12230  ...      134.175   12195      12135      NR
40      NR2601  20250704   12145  12230  ...     1754.815   12185      12155      NR
41      NR2602  20250704   12235  12235  ...        24.47   12235      12245      NR
42      NR2603  20250704   12205  12205  ...       24.395   12195      12090      NR
43      NR2604  20250704                 ...            0   12195      12195      NR
44      NR2605  20250704   12195  12270  ...       24.465   12230      12215      NR
45      NR2606  20250704                 ...            0   12260      12260      NR
47      BC2507  20250704                 ...            0   71300      71480      BC
48      BC2508  20250704   71640  71940  ...    192088.51   71430      71970      BC
49      BC2509  20250704   71540  71790  ...    12957.175   71380      71740      BC
50      BC2510  20250704   71250  71250  ...       35.625   71250      71400      BC
51      BC2511  20250704                 ...            0   71800      71800      BC
52      BC2512  20250704                 ...            0   70950      70950      BC
53      BC2601  20250704                 ...            0   71130      71390      BC
54      BC2602  20250704                 ...            0   69410      69410      BC
55      BC2603  20250704                 ...            0   69290      69290      BC
56      BC2604  20250704                 ...            0   71340      71360      BC
57      BC2605  20250704                 ...            0   71340      71400      BC
58      BC2606  20250704   69700  69700  ...        34.85   69700      71590      BC
60      EC2508  20250704    1889   1946  ...  451980.7905  1892.3     1882.1      EC
61      EC2510  20250704  1362.6   1392  ...   123740.117  1362.4     1366.8      EC
62      EC2512  20250704  1540.7   1564  ...     17473.25  1526.7     1531.6      EC
63      EC2602  20250704  1338.7   1355  ...    4026.0895  1326.5     1332.6      EC
64      EC2604  20250704    1175   1183  ...    5668.9265  1165.2     1167.8      EC
65      EC2606  20250704    1324   1328  ...      885.947  1312.5     1316.1      EC
68  SC_TAS2508  20250704                 ...                                  SC_TAS
69  SC_TAS2509  20250704                 ...                                  SC_TAS
70  SC_TAS2510  20250704                 ...                                  SC_TAS
71  SC_TAS2511  20250704                 ...                                  SC_TAS

[66 rows x 12 columns]
2025-07-08 20:15:49,731 - future_1d - INFO - ak.get_ine_daily('2025-07-04') done
2025-07-08 20:15:51,472 - future_1d - INFO - save future_daily 2025-07-04 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250707      0.0  ...  36475.0     35390.0       PS
1   PS2508  20250707  35100.0  ...  35875.0     35500.0       PS
2   PS2509  20250707  34950.0  ...  35645.0     34925.0       PS
3   PS2510  20250707  34730.0  ...  35500.0     34760.0       PS
4   PS2511  20250707  34450.0  ...  35430.0     34590.0       PS
5   PS2512  20250707  36895.0  ...  37900.0     36615.0       PS
6   PS2601  20250707  36220.0  ...  37710.0     36455.0       PS
7   PS2602  20250707  36620.0  ...  37740.0     36290.0       PS
8   PS2603  20250707  36340.0  ...  37710.0     36245.0       PS
9   PS2604  20250707  36020.0  ...  37245.0     36210.0       PS
10  PS2605  20250707  37000.0  ...  37265.0     36160.0       PS
11  PS2606  20250707  37355.0  ...  38355.0     37345.0       PS
13  SI2507  20250707   8080.0  ...   8010.0      8095.0       SI
14  SI2508  20250707   7870.0  ...   8000.0      8000.0       SI
15  SI2509  20250707   7980.0  ...   7990.0      7990.0       SI
16  SI2510  20250707   8030.0  ...   7965.0      7965.0       SI
17  SI2511  20250707   7915.0  ...   7925.0      7935.0       SI
18  SI2512  20250707   8250.0  ...   8240.0      8260.0       SI
19  SI2601  20250707   8220.0  ...   8200.0      8220.0       SI
20  SI2602  20250707   8195.0  ...   8215.0      8215.0       SI
21  SI2603  20250707   8170.0  ...   8210.0      8220.0       SI
22  SI2604  20250707   8110.0  ...   8180.0      8245.0       SI
23  SI2605  20250707   8120.0  ...   8190.0      8215.0       SI
24  SI2606  20250707   8150.0  ...   8205.0      8220.0       SI
27  LC2507  20250707  64000.0  ...  63820.0     63920.0       LC
28  LC2508  20250707  63760.0  ...  63700.0     63780.0       LC
29  LC2509  20250707  63200.0  ...  63440.0     63660.0       LC
30  LC2510  20250707  63020.0  ...  63300.0     63420.0       LC
31  LC2511  20250707  63200.0  ...  63160.0     63300.0       LC
32  LC2512  20250707  63060.0  ...  63340.0     63580.0       LC
33  LC2601  20250707  63500.0  ...  63480.0     63780.0       LC
34  LC2602  20250707  63420.0  ...  63480.0     63860.0       LC
35  LC2603  20250707  63320.0  ...  63500.0     63700.0       LC
36  LC2604  20250707  63420.0  ...  63860.0     64180.0       LC
37  LC2605  20250707  63620.0  ...  63960.0     64200.0       LC
38  LC2606  20250707  63560.0  ...  63920.0     64240.0       LC

[36 rows x 12 columns]
2025-07-08 20:16:00,809 - future_1d - INFO - ak.get_gfex_daily('2025-07-07') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250707  ...   79720      80370      CU
1        1      CU2508  20250707  ...   79510      80170      CU
2        2      CU2509  20250707  ...   79290      79970      CU
3        3      CU2510  20250707  ...   79040      79670      CU
4        4      CU2511  20250707  ...   78820      79430      CU
5        5      CU2512  20250707  ...   78640      79180      CU
6        6      CU2601  20250707  ...   78480      79130      CU
7        7      CU2602  20250707  ...   78430      78880      CU
8        8      CU2603  20250707  ...   78350      78830      CU
9        9      CU2604  20250707  ...   78330      78880      CU
10      10      CU2605  20250707  ...   78370      78930      CU
11      11      CU2606  20250707  ...   78230      78810      CU
12      12      BC2507  20250707  ...   70600      71300      BC
13      13      BC2508  20250707  ...   70770      71430      BC
14      14      BC2509  20250707  ...   70590      71380      BC
15      15      BC2510  20250707  ...   70980      71250      BC
16      16      BC2511  20250707  ...   71800      71800      BC
17      17      BC2512  20250707  ...   70700      70950      BC
18      18      BC2601  20250707  ...   71130      71130      BC
19      19      BC2602  20250707  ...   69410      69410      BC
20      20      BC2603  20250707  ...   69290      69290      BC
21      21      BC2604  20250707  ...   70800      71340      BC
22      22      BC2605  20250707  ...   70970      71340      BC
23      23      BC2606  20250707  ...   70490      69700      BC
24      24      AL2507  20250707  ...   20670      20800      AL
25      25      AL2508  20250707  ...   20500      20640      AL
26      26      AL2509  20250707  ...   20425      20585      AL
27      27      AL2510  20250707  ...   20335      20510      AL
28      28      AL2511  20250707  ...   20225      20420      AL
29      29      AL2512  20250707  ...   20160      20335      AL
30      30      AL2601  20250707  ...   20075      20290      AL
31      31      AL2602  20250707  ...   20055      20285      AL
32      32      AL2603  20250707  ...   20055      20290      AL
33      33      AL2604  20250707  ...   20080      20305      AL
34      34      AL2605  20250707  ...   20095      20280      AL
35      35      AL2606  20250707  ...   20105      20285      AL
36      36      ZN2507  20250707  ...   22185      22395      ZN
37      37      ZN2508  20250707  ...   22185      22350      ZN
38      38      ZN2509  20250707  ...   22115      22290      ZN
39      39      ZN2510  20250707  ...   22050      22230      ZN
40      40      ZN2511  20250707  ...   21980      22175      ZN
41      41      ZN2512  20250707  ...   22020      22120      ZN
42      42      ZN2601  20250707  ...   21865      22060      ZN
43      43      ZN2602  20250707  ...   21975      22050      ZN
44      44      ZN2603  20250707  ...   21835      22055      ZN
45      45      ZN2604  20250707  ...   21780      22030      ZN
46      46      ZN2605  20250707  ...   21830      22020      ZN
47      47      ZN2606  20250707  ...   21800      22000      ZN
48      48      PB2507  20250707  ...   17140      17230      PB
49      49      PB2508  20250707  ...   17210      17270      PB
50      50      PB2509  20250707  ...   17220      17290      PB
51      51      PB2510  20250707  ...   17215      17285      PB
52      52      PB2511  20250707  ...   17205      17280      PB
53      53      PB2512  20250707  ...   17205      17260      PB
54      54      PB2601  20250707  ...   17160      17265      PB
55      55      PB2602  20250707  ...   17235      17255      PB
56      56      PB2603  20250707  ...   17190      17240      PB
57      57      PB2604  20250707  ...   17240      17240      PB
58      58      PB2605  20250707  ...   17230      17155      PB
59      59      PB2606  20250707  ...   17205      17275      PB
60      60      NI2507  20250707  ...  120990     122320      NI
61      61      NI2508  20250707  ...  121180     122480      NI
62      62      NI2509  20250707  ...  121230     122580      NI
63      63      NI2510  20250707  ...  121300     122700      NI
64      64      NI2511  20250707  ...  121490     122930      NI
65      65      NI2512  20250707  ...  121580     123060      NI
66      66      NI2601  20250707  ...  121800     123270      NI
67      67      NI2602  20250707  ...  121860     123280      NI
68      68      NI2603  20250707  ...  121940     123590      NI
69      69      NI2604  20250707  ...  122520     123810      NI
70      70      NI2605  20250707  ...  122830     123930      NI
71      71      NI2606  20250707  ...  122890     123740      NI
72      72      SN2507  20250707  ...  265940     268030      SN
73      73      SN2508  20250707  ...  265680     268980      SN
74      74      SN2509  20250707  ...  265560     268820      SN
75      75      SN2510  20250707  ...  265230     268840      SN
76      76      SN2511  20250707  ...  264030     268220      SN
77      77      SN2512  20250707  ...  263190     267490      SN
78      78      SN2601  20250707  ...  262930     267640      SN
79      79      SN2602  20250707  ...  262230     267100      SN
80      80      SN2603  20250707  ...  262980     268070      SN
81      81      SN2604  20250707  ...  262990     267020      SN
82      82      SN2605  20250707  ...  262960     266910      SN
83      83      SN2606  20250707  ...  265830     268060      SN
84      84      AO2507  20250707  ...    3187       3160      AO
85      85      AO2508  20250707  ...    3073       3071      AO
86      86      AO2509  20250707  ...    3026       3036      AO
87      87      AO2510  20250707  ...    2998       3009      AO
88      88      AO2511  20250707  ...    2988       2998      AO
89      89      AO2512  20250707  ...    2982       2990      AO
90      90      AO2601  20250707  ...    2971       2981      AO
91      91      AO2602  20250707  ...    2968       2975      AO
92      92      AO2603  20250707  ...    2962       2970      AO
93      93      AO2604  20250707  ...    2967       2971      AO
94      94      AO2605  20250707  ...    2958       2965      AO
95      95      AO2606  20250707  ...    2963       2967      AO
96      96      AD2511  20250707  ...   19760      19905      AD
97      97      AD2512  20250707  ...   19675      19820      AD
98      98      AD2601  20250707  ...   19615      19780      AD
99      99      AD2602  20250707  ...   19595      19725      AD
100    100      AD2603  20250707  ...   19465      19690      AD
101    101      AD2604  20250707  ...   19670      19670      AD
102    102      AD2605  20250707  ...   19455      19570      AD
103    103      AD2606  20250707  ...   19495      19495      AD
104    104      AU2507  20250707  ...   770.7     771.62      AU
105    105      AU2508  20250707  ...  770.94     773.28      AU
106    106      AU2509  20250707  ...  771.38     774.44      AU
107    107      AU2510  20250707  ...  772.92     775.52      AU
108    108      AU2512  20250707  ...  774.38      777.5      AU
109    109      AU2602  20250707  ...  776.44     779.54      AU
110    110      AU2604  20250707  ...   778.1     781.36      AU
111    111      AU2606  20250707  ...  780.28      783.5      AU
112    112      AG2507  20250707  ...    8881       8909      AG
113    113      AG2508  20250707  ...    8908       8917      AG
114    114      AG2509  20250707  ...    8917       8930      AG
115    115      AG2510  20250707  ...    8933       8944      AG
116    116      AG2511  20250707  ...    8939       8952      AG
117    117      AG2512  20250707  ...    8949       8961      AG
118    118      AG2601  20250707  ...    8963       8973      AG
119    119      AG2602  20250707  ...    8972       8984      AG
120    120      AG2603  20250707  ...    8979       8995      AG
121    121      AG2604  20250707  ...    8993       9007      AG
122    122      AG2605  20250707  ...    9001       9017      AG
123    123      AG2606  20250707  ...    9019       9031      AG
124    124      RB2507  20250707  ...    3082       3078      RB
125    125      RB2508  20250707  ...    3027       3042      RB
126    126      RB2509  20250707  ...    3032       3048      RB
127    127      RB2510  20250707  ...    3067       3082      RB
128    128      RB2511  20250707  ...    3080       3094      RB
129    129      RB2512  20250707  ...    3094       3106      RB
130    130      RB2601  20250707  ...    3086       3100      RB
131    131      RB2602  20250707  ...    3071       3087      RB
132    132      RB2603  20250707  ...    3077       3090      RB
133    133      RB2604  20250707  ...    3075       3097      RB
134    134      RB2605  20250707  ...    3094       3109      RB
135    135      RB2606  20250707  ...    3100       3114      RB
136    136      WR2507  20250707  ...    3356       3356      WR
137    137      WR2508  20250707  ...    3378       3378      WR
138    138      WR2509  20250707  ...    3251       3251      WR
139    139      WR2510  20250707  ...    3305       3343      WR
140    140      WR2511  20250707  ...    3365       3365      WR
141    141      WR2512  20250707  ...    3362       3362      WR
142    142      WR2601  20250707  ...    3245       3329      WR
143    143      WR2602  20250707  ...    3396       3396      WR
144    144      WR2603  20250707  ...    3387       3387      WR
145    145      WR2604  20250707  ...    3392       3392      WR
146    146      WR2605  20250707  ...    3370       3370      WR
147    147      WR2606  20250707  ...    3268       3352      WR
148    148      HC2507  20250707  ...    3195       3195      HC
149    149      HC2508  20250707  ...    3202       3222      HC
150    150      HC2509  20250707  ...    3205       3220      HC
151    151      HC2510  20250707  ...    3193       3211      HC
152    152      HC2511  20250707  ...    3198       3215      HC
153    153      HC2512  20250707  ...    3199       3219      HC
154    154      HC2601  20250707  ...    3201       3219      HC
155    155      HC2602  20250707  ...    3213       3222      HC
156    156      HC2603  20250707  ...    3210       3225      HC
157    157      HC2604  20250707  ...    3208       3233      HC
158    158      HC2605  20250707  ...    3203       3221      HC
159    159      HC2606  20250707  ...    3220       3229      HC
160    160      SS2507  20250707  ...   12525      12640      SS
161    161      SS2508  20250707  ...   12660      12760      SS
162    162      SS2509  20250707  ...   12610      12705      SS
163    163      SS2510  20250707  ...   12595      12685      SS
164    164      SS2511  20250707  ...   12620      12705      SS
165    165      SS2512  20250707  ...   12645      12725      SS
166    166      SS2601  20250707  ...   12685      12765      SS
167    167      SS2602  20250707  ...   12740      12775      SS
168    168      SS2603  20250707  ...   12770      12830      SS
169    169      SS2604  20250707  ...   12780      12865      SS
170    170      SS2605  20250707  ...   12820      12905      SS
171    171      SS2606  20250707  ...   12840      12930      SS
172    172      SC2508  20250707  ...   501.3      506.4      SC
173    173      SC2509  20250707  ...   496.9      501.1      SC
174    174      SC2510  20250707  ...   490.6      494.8      SC
175    175      SC2511  20250707  ...   485.9      489.4      SC
176    176      SC2512  20250707  ...   482.5        486      SC
177    177      SC2601  20250707  ...   480.5      482.8      SC
178    178      SC2602  20250707  ...   478.5      480.5      SC
179    179      SC2603  20250707  ...   474.4      477.4      SC
180    180      SC2604  20250707  ...   473.4      476.6      SC
181    181      SC2605  20250707  ...   473.1      473.1      SC
182    182      SC2606  20250707  ...   470.9      473.7      SC
183    183      SC2607  20250707  ...   471.9      475.9      SC
184    184      SC2609  20250707  ...     468      471.5      SC
185    185      SC2612  20250707  ...   465.1      465.1      SC
186    186      SC2703  20250707  ...   466.2      467.6      SC
187    187      SC2706  20250707  ...   464.3      464.2      SC
188    188      SC2709  20250707  ...     464        464      SC
189    189      SC2712  20250707  ...     461      465.8      SC
190    190      SC2803  20250707  ...   461.5      464.7      SC
191    191      SC2806  20250707  ...   461.3      463.8      SC
192    192      LU2508  20250707  ...    3617       3643      LU
193    193      LU2509  20250707  ...    3602       3636      LU
194    194      LU2510  20250707  ...    3573       3605      LU
195    195      LU2511  20250707  ...    3545       3571      LU
196    196      LU2512  20250707  ...    3501       3532      LU
197    197      LU2601  20250707  ...    3488       3527      LU
198    198      LU2602  20250707  ...    3475       3518      LU
199    199      LU2603  20250707  ...    3475       3489      LU
200    200      LU2604  20250707  ...    3425       3459      LU
201    201      LU2605  20250707  ...    3413       3447      LU
202    202      LU2606  20250707  ...    3398       3444      LU
203    203      LU2607  20250707  ...    3403       3425      LU
204    204      FU2508  20250707  ...    2906       2939      FU
205    205      FU2509  20250707  ...    2940       2977      FU
206    206      FU2510  20250707  ...    2907       2936      FU
207    207      FU2511  20250707  ...    2881       2907      FU
208    208      FU2512  20250707  ...    2848       2872      FU
209    209      FU2601  20250707  ...    2838       2864      FU
210    210      FU2602  20250707  ...    2829       2852      FU
211    211      FU2603  20250707  ...    2813       2837      FU
212    212      FU2604  20250707  ...    2797       2822      FU
213    213      FU2605  20250707  ...    2785       2809      FU
214    214      FU2606  20250707  ...    2775       2797      FU
215    215      FU2607  20250707  ...    2762       2785      FU
216    216      BU2507  20250707  ...    3615       3628      BU
217    217      BU2508  20250707  ...    3589       3608      BU
218    218      BU2509  20250707  ...    3562       3588      BU
219    219      BU2510  20250707  ...    3512       3536      BU
220    220      BU2511  20250707  ...    3444       3470      BU
221    221      BU2512  20250707  ...    3369       3391      BU
222    222      BU2601  20250707  ...    3328       3351      BU
223    223      BU2602  20250707  ...    3319       3322      BU
224    224      BU2603  20250707  ...    3305       3333      BU
225    225      BU2604  20250707  ...    3299       3313      BU
226    226      BU2605  20250707  ...    3288       3305      BU
227    227      BU2606  20250707  ...    3279       3292      BU
228    228      BU2609  20250707  ...    3270       3270      BU
229    229      BU2612  20250707  ...    3226       3235      BU
230    230      BU2703  20250707  ...    3223       3235      BU
231    231      BU2706  20250707  ...    3227       3227      BU
232    232      BR2507  20250707  ...   11160      11350      BR
233    233      BR2508  20250707  ...   11030      11270      BR
234    234      BR2509  20250707  ...   10965      11185      BR
235    235      BR2510  20250707  ...   10935      11150      BR
236    236      BR2511  20250707  ...   10920      11140      BR
237    237      BR2512  20250707  ...   10910      11140      BR
238    238      BR2601  20250707  ...   10920      11125      BR
239    239      BR2602  20250707  ...   10910      11115      BR
240    240      BR2603  20250707  ...   10900      11095      BR
241    241      BR2604  20250707  ...   10895      11150      BR
242    242      BR2605  20250707  ...   10925      11125      BR
243    243      BR2606  20250707  ...   10960      11155      BR
244    244      RU2507  20250707  ...   13845      13985      RU
245    245      RU2508  20250707  ...   13915      14045      RU
246    246      RU2509  20250707  ...   13935      14075      RU
247    247      RU2510  20250707  ...   13950      14095      RU
248    248      RU2511  20250707  ...   13955      14075      RU
249    249      RU2601  20250707  ...   14805      14935      RU
250    250      RU2603  20250707  ...   14820      14935      RU
251    251      RU2604  20250707  ...   14845      14975      RU
252    252      RU2605  20250707  ...   14870      15005      RU
253    253      RU2606  20250707  ...   14950      14950      RU
254    254      NR2507  20250707  ...   11960      12145      NR
255    255      NR2508  20250707  ...   12005      12180      NR
256    256      NR2509  20250707  ...   11995      12160      NR
257    257      NR2510  20250707  ...   12005      12155      NR
258    258      NR2511  20250707  ...   12005      12165      NR
259    259      NR2512  20250707  ...   12030      12195      NR
260    260      NR2601  20250707  ...   12055      12185      NR
261    261      NR2602  20250707  ...   12075      12235      NR
262    262      NR2603  20250707  ...   12070      12195      NR
263    263      NR2604  20250707  ...   12065      12195      NR
264    264      NR2605  20250707  ...   12105      12230      NR
265    265      NR2606  20250707  ...   12260      12260      NR
266    266      SP2507  20250707  ...    5044       5060      SP
267    267      SP2508  20250707  ...    5062       5068      SP
268    268      SP2509  20250707  ...    5080       5080      SP
269    269      SP2510  20250707  ...    5092       5090      SP
270    270      SP2511  20250707  ...    5080       5078      SP
271    271      SP2512  20250707  ...    5078       5072      SP
272    272      SP2601  20250707  ...    5284       5294      SP
273    273      SP2602  20250707  ...    5224       5220      SP
274    274      SP2603  20250707  ...    5222       5232      SP
275    275      SP2604  20250707  ...    5230       5224      SP
276    276      SP2605  20250707  ...    5226       5244      SP
277    277      SP2606  20250707  ...    5236       5226      SP
278    278      EC2508  20250707  ...  1872.2     1892.3      EC
279    279      EC2510  20250707  ...  1341.2     1362.4      EC
280    280      EC2512  20250707  ...  1518.9     1526.7      EC
281    281      EC2602  20250707  ...  1326.2     1326.5      EC
282    282      EC2604  20250707  ...  1163.3     1165.2      EC
283    283      EC2606  20250707  ...  1314.7     1312.5      EC
284    284  SC_TAS2508  20250707  ...                     SC_TAS
285    285  SC_TAS2509  20250707  ...                     SC_TAS
286    286  SC_TAS2510  20250707  ...                     SC_TAS
287    287  SC_TAS2511  20250707  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-08 20:16:00,986 - future_1d - INFO - ak.get_shfe_daily('2025-07-07') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250707  5870.200  ...  5862.800    5870.000       IC
1   IC2508  20250707  5817.000  ...  5805.800    5812.400       IC
2   IC2509  20250707  5757.000  ...  5751.400    5760.000       IC
3   IC2512  20250707  5638.000  ...  5625.200    5635.000       IC
4   IF2507  20250707  3963.000  ...  3946.400    3957.400       IF
5   IF2508  20250707  3940.400  ...  3929.000    3938.000       IF
6   IF2509  20250707  3932.200  ...  3919.400    3930.000       IF
7   IF2512  20250707  3889.800  ...  3883.200    3892.200       IF
8   IH2507  20250707  2719.000  ...  2714.800    2717.400       IH
9   IH2508  20250707  2710.800  ...  2709.600    2710.600       IH
10  IH2509  20250707  2712.000  ...  2709.000    2711.200       IH
11  IH2512  20250707  2714.000  ...  2708.800    2709.400       IH
12  IM2507  20250707  6264.000  ...  6269.200    6259.200       IM
13  IM2508  20250707  6173.200  ...  6191.200    6184.400       IM
14  IM2509  20250707  6100.000  ...  6112.800    6107.200       IM
15  IM2512  20250707  5928.000  ...  5926.800    5929.600       IM
16   T2509  20250707   109.125  ...   109.105     109.110        T
17   T2512  20250707   109.210  ...   109.190     109.195        T
18   T2603  20250707   109.190  ...   109.155     109.170        T
19  TF2509  20250707   106.270  ...   106.220     106.250       TF
20  TF2512  20250707   106.335  ...   106.305     106.335       TF
21  TF2603  20250707   106.420  ...   106.340     106.380       TF
22  TL2509  20250707   121.250  ...   121.190     121.200       TL
23  TL2512  20250707   121.060  ...   121.070     121.070       TL
24  TL2603  20250707   120.950  ...   120.880     120.880       TL
25  TS2509  20250707   102.512  ...   102.496     102.508       TS
26  TS2512  20250707   102.640  ...   102.618     102.632       TS
27  TS2603  20250707   102.740  ...   102.728     102.742       TS

[28 rows x 12 columns]
2025-07-08 20:16:01,166 - future_1d - INFO - ak.get_cffex_daily('2025-07-07') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250707   7736.0   7750.0  ...   295800.71   7723.0      7776.0       AP
1    AP511  20250707   7569.0   7583.0  ...      960.37   7562.0      7611.0       AP
2    AP512  20250707   7584.0   7606.0  ...       75.82   7582.0      7634.0       AP
3    AP601  20250707   7628.0   7652.0  ...     9709.30   7627.0      7664.0       AP
4    AP603  20250707   7604.0   7637.0  ...       45.72   7621.0      7665.0       AP
5    AP604  20250707   7665.0   7690.0  ...       30.70   7676.0      7714.0       AP
6    AP605  20250707   7727.0   7730.0  ...      208.51   7723.0      7754.0       AP
7    CF507  20250707  13585.0  13600.0  ...     7692.53  13570.0     13585.0       CF
8    CF509  20250707  13770.0  13875.0  ...  1342565.81  13795.0     13790.0       CF
9    CF511  20250707  13690.0  13775.0  ...   163909.80  13710.0     13695.0       CF
10   CF601  20250707  13770.0  13850.0  ...   288021.22  13790.0     13780.0       CF
11   CF603  20250707  13750.0  13820.0  ...      833.14  13770.0     13755.0       CF
12   CF605  20250707  13765.0  13835.0  ...     4806.12  13770.0     13770.0       CF
13   CJ507  20250707      0.0      0.0  ...        0.00   9450.0      9450.0       CJ
14   CJ509  20250707   9480.0   9535.0  ...   238293.74   9450.0      9530.0       CJ
15   CJ512  20250707  10345.0  10465.0  ...    14007.26  10365.0     10475.0       CJ
16   CJ601  20250707  10520.0  10590.0  ...  1007981.53  10495.0     10615.0       CJ
17   CJ603  20250707  10650.0  10715.0  ...    18983.84  10570.0     10745.0       CJ
18   CJ605  20250707  10855.0  11010.0  ...   109445.94  10860.0     11040.0       CJ
19   CY507  20250707      0.0      0.0  ...        0.00  19910.0     19920.0       CY
20   CY508  20250707      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250707  19995.0  20090.0  ...    67880.59  20020.0     20030.0       CY
22   CY510  20250707      0.0      0.0  ...        0.00  19640.0     19650.0       CY
23   CY511  20250707      0.0      0.0  ...        0.00  20060.0     20090.0       CY
24   CY512  20250707      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250707  20070.0  20070.0  ...      259.18  19935.0     20010.0       CY
26   CY602  20250707      0.0      0.0  ...        0.00  19810.0     19810.0       CY
27   CY603  20250707      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250707      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250707      0.0      0.0  ...        0.00  20025.0     20070.0       CY
30   CY606  20250707      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250707    947.0    960.0  ...      522.83    954.0       959.0       FG
32   FG508  20250707   1042.0   1048.0  ...    17716.37   1040.0      1045.0       FG
33   FG509  20250707   1024.0   1035.0  ...  2832555.17   1025.0      1031.0       FG
34   FG510  20250707   1080.0   1085.0  ...    14946.93   1075.0      1083.0       FG
35   FG511  20250707   1066.0   1072.0  ...    22484.89   1062.0      1072.0       FG
36   FG512  20250707   1130.0   1136.0  ...     8026.04   1127.0      1136.0       FG
37   FG601  20250707   1118.0   1126.0  ...   298495.09   1117.0      1126.0       FG
38   FG602  20250707   1156.0   1163.0  ...      593.17   1154.0      1161.0       FG
39   FG603  20250707   1153.0   1161.0  ...      608.67   1153.0      1160.0       FG
40   FG604  20250707   1190.0   1199.0  ...      479.26   1192.0      1194.0       FG
41   FG605  20250707   1183.0   1196.0  ...     4590.62   1189.0      1191.0       FG
42   FG606  20250707   1200.0   1207.0  ...      127.49   1203.0      1206.0       FG
43   JR507  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250707      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250707      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250707      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250707      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250707      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250707   2399.0   2399.0  ...       97.31   2373.0      2409.0       MA
54   MA508  20250707   2414.0   2427.0  ...    14327.98   2407.0      2436.0       MA
55   MA509  20250707   2390.0   2404.0  ...  1309483.88   2393.0      2415.0       MA
56   MA510  20250707   2406.0   2412.0  ...    57181.11   2402.0      2420.0       MA
57   MA511  20250707   2411.0   2421.0  ...    63287.28   2411.0      2426.0       MA
58   MA512  20250707   2430.0   2441.0  ...    23646.21   2430.0      2443.0       MA
59   MA601  20250707   2433.0   2443.0  ...   116718.00   2433.0      2450.0       MA
60   MA602  20250707   2420.0   2424.0  ...       65.28   2418.0      2433.0       MA
61   MA603  20250707   2414.0   2425.0  ...      207.77   2416.0      2429.0       MA
62   MA604  20250707   2389.0   2394.0  ...       21.50   2389.0      2397.0       MA
63   MA605  20250707   2354.0   2367.0  ...     2564.89   2357.0      2364.0       MA
64   MA606  20250707   2364.0   2371.0  ...       11.84   2369.0      2367.0       MA
65   OI507  20250707   9550.0   9550.0  ...        9.55   9550.0      9913.0       OI
66   OI509  20250707   9590.0   9608.0  ...  2534887.64   9558.0      9614.0       OI
67   OI511  20250707   9586.0   9597.0  ...   114648.36   9547.0      9603.0       OI
68   OI601  20250707   9522.0   9549.0  ...   343837.72   9500.0      9547.0       OI
69   OI603  20250707   9446.0   9482.0  ...     2055.87   9431.0      9480.0       OI
70   OI605  20250707   9336.0   9369.0  ...     1669.44   9326.0      9373.0       OI
71   PF507  20250707   6626.0   6626.0  ...       46.38   6626.0      6674.0       PF
72   PF508  20250707   6506.0   6560.0  ...   279885.34   6530.0      6550.0       PF
73   PF509  20250707   6392.0   6424.0  ...   143673.73   6402.0      6434.0       PF
74   PF510  20250707   6394.0   6408.0  ...    54243.15   6394.0      6432.0       PF
75   PF511  20250707   6366.0   6380.0  ...    26725.54   6366.0      6400.0       PF
76   PF512  20250707   6338.0   6354.0  ...     7489.81   6340.0      6378.0       PF
77   PF601  20250707   6350.0   6360.0  ...     1021.54   6346.0      6388.0       PF
78   PF602  20250707   6310.0   6348.0  ...       12.67   6334.0      6380.0       PF
79   PF603  20250707   6314.0   6372.0  ...       28.60   6356.0      6384.0       PF
80   PF604  20250707   6366.0   6380.0  ...       31.88   6376.0      6402.0       PF
81   PF605  20250707   6362.0   6362.0  ...        3.18   6362.0      6406.0       PF
82   PF606  20250707      0.0      0.0  ...        0.00   6370.0      6372.0       PF
83   PK510  20250707   8154.0   8156.0  ...   298398.11   8106.0      8218.0       PK
84   PK511  20250707   7900.0   7922.0  ...    78503.02   7894.0      7944.0       PK
85   PK512  20250707   7900.0   7924.0  ...     1491.93   7894.0      7934.0       PK
86   PK601  20250707   7902.0   7920.0  ...     6220.06   7898.0      7938.0       PK
87   PK603  20250707   7896.0   7916.0  ...       98.82   7906.0      7942.0       PK
88   PK604  20250707   7916.0   7924.0  ...       11.88   7918.0      7964.0       PK
89   PK605  20250707   7930.0   7942.0  ...      202.10   7926.0      7952.0       PK
90   PM507  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250707      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250707      0.0      0.0  ...        0.00   5960.0      5960.0       PR
97   PR508  20250707   5904.0   5928.0  ...    13252.17   5910.0      5938.0       PR
98   PR509  20250707   5864.0   5882.0  ...   337274.04   5868.0      5894.0       PR
99   PR510  20250707   5846.0   5864.0  ...   163586.09   5850.0      5880.0       PR
100  PR511  20250707   5830.0   5848.0  ...    36290.51   5828.0      5858.0       PR
101  PR512  20250707   5834.0   5834.0  ...       17.48   5826.0      5838.0       PR
102  PR601  20250707   5812.0   5838.0  ...      419.30   5824.0      5842.0       PR
103  PR602  20250707   5894.0   5894.0  ...       17.66   5888.0      5858.0       PR
104  PR603  20250707   5906.0   5906.0  ...       17.69   5898.0      5874.0       PR
105  PR604  20250707      0.0      0.0  ...        0.00   5882.0      5882.0       PR
106  PR605  20250707   5876.0   5878.0  ...       35.26   5876.0      5882.0       PR
107  PR606  20250707   5860.0   5860.0  ...       17.57   5858.0      5860.0       PR
108  PX507  20250707      0.0      0.0  ...        0.00   6868.0      6922.0       PX
109  PX508  20250707   6726.0   6732.0  ...     4400.72   6704.0      6800.0       PX
110  PX509  20250707   6662.0   6704.0  ...   538155.45   6674.0      6726.0       PX
111  PX510  20250707   6644.0   6672.0  ...    55412.39   6648.0      6698.0       PX
112  PX511  20250707   6620.0   6632.0  ...    90476.33   6610.0      6662.0       PX
113  PX512  20250707   6600.0   6616.0  ...     8295.73   6590.0      6636.0       PX
114  PX601  20250707   6584.0   6592.0  ...    33634.30   6564.0      6622.0       PX
115  PX602  20250707      0.0      0.0  ...        0.00   6570.0      6578.0       PX
116  PX603  20250707   6546.0   6546.0  ...        6.55   6546.0      6642.0       PX
117  PX604  20250707   6552.0   6552.0  ...        6.55   6552.0      6612.0       PX
118  PX605  20250707   6540.0   6552.0  ...      134.20   6546.0      6570.0       PX
119  PX606  20250707      0.0      0.0  ...        0.00   6548.0      6548.0       PX
120  RI507  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250707      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250707   2463.0   2471.0  ...     1819.92   2459.0      2463.0       RM
127  RM508  20250707   2601.0   2624.0  ...    17549.20   2601.0      2606.0       RM
128  RM509  20250707   2597.0   2621.0  ...   866651.19   2600.0      2607.0       RM
129  RM511  20250707   2424.0   2439.0  ...     2693.98   2425.0      2428.0       RM
130  RM601  20250707   2326.0   2343.0  ...   169696.47   2327.0      2329.0       RM
131  RM603  20250707   2304.0   2315.0  ...    17000.17   2303.0      2307.0       RM
132  RM605  20250707   2328.0   2346.0  ...    27412.63   2327.0      2331.0       RM
133  RS507  20250707      0.0      0.0  ...        0.00   4950.0      4950.0       RS
134  RS508  20250707      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250707   5021.0   5058.0  ...      211.16   5028.0      5073.0       RS
136  RS511  20250707      0.0      0.0  ...        0.00   5103.0      5109.0       RS
137  SA507  20250707   1145.0   1145.0  ...      516.81   1133.0      1152.0       SA
138  SA508  20250707   1170.0   1174.0  ...    14346.09   1167.0      1182.0       SA
139  SA509  20250707   1170.0   1177.0  ...  2699801.84   1171.0      1184.0       SA
140  SA510  20250707   1183.0   1192.0  ...    72683.84   1187.0      1194.0       SA
141  SA511  20250707   1188.0   1194.0  ...    93553.44   1189.0      1194.0       SA
142  SA512  20250707   1208.0   1215.0  ...    26825.45   1208.0      1213.0       SA
143  SA601  20250707   1203.0   1215.0  ...   511144.59   1207.0      1215.0       SA
144  SA602  20250707   1220.0   1224.0  ...     1029.23   1219.0      1225.0       SA
145  SA603  20250707   1219.0   1226.0  ...     1945.23   1222.0      1226.0       SA
146  SA604  20250707   1231.0   1240.0  ...     2289.35   1235.0      1238.0       SA
147  SA605  20250707   1226.0   1240.0  ...    15579.77   1235.0      1237.0       SA
148  SA606  20250707   1238.0   1247.0  ...      757.66   1242.0      1244.0       SA
149  SF507  20250707   5482.0   5490.0  ...     1688.53   5456.0      5528.0       SF
150  SF508  20250707   5382.0   5412.0  ...    13771.74   5380.0      5408.0       SF
151  SF509  20250707   5372.0   5404.0  ...   263498.48   5374.0      5404.0       SF
152  SF510  20250707   5314.0   5342.0  ...    50767.07   5308.0      5326.0       SF
153  SF511  20250707   5418.0   5470.0  ...    77218.27   5438.0      5464.0       SF
154  SF512  20250707   5404.0   5432.0  ...    16066.21   5406.0      5430.0       SF
155  SF601  20250707   5366.0   5408.0  ...     6433.03   5374.0      5398.0       SF
156  SF602  20250707   5318.0   5340.0  ...      201.75   5310.0      5342.0       SF
157  SF603  20250707   5454.0   5468.0  ...       19.07   5450.0      5462.0       SF
158  SF604  20250707   5392.0   5392.0  ...        8.09   5392.0      5462.0       SF
159  SF605  20250707   5410.0   5432.0  ...       51.46   5418.0      5436.0       SF
160  SF606  20250707   5374.0   5374.0  ...        2.69   5374.0      5366.0       SF
161  SH507  20250707      0.0      0.0  ...        0.00   2380.0      2330.0       SH
162  SH508  20250707   2378.0   2446.0  ...   202969.48   2415.0      2375.0       SH
163  SH509  20250707   2376.0   2416.0  ...  3653001.47   2395.0      2384.0       SH
164  SH510  20250707   2410.0   2422.0  ...   386334.43   2411.0      2419.0       SH
165  SH511  20250707   2371.0   2395.0  ...   195862.33   2384.0      2400.0       SH
166  SH512  20250707   2393.0   2408.0  ...    29589.02   2396.0      2405.0       SH
167  SH601  20250707   2370.0   2384.0  ...    86386.57   2375.0      2380.0       SH
168  SH602  20250707   2392.0   2432.0  ...     1008.44   2401.0      2397.0       SH
169  SH603  20250707   2390.0   2409.0  ...      669.48   2400.0      2398.0       SH
170  SH604  20250707   2435.0   2451.0  ...      335.87   2434.0      2438.0       SH
171  SH605  20250707   2430.0   2434.0  ...     4241.15   2421.0      2437.0       SH
172  SH606  20250707   2445.0   2449.0  ...       51.28   2442.0      2451.0       SH
173  SM507  20250707   5624.0   5624.0  ...      252.12   5604.0      5648.0       SM
174  SM508  20250707   5636.0   5672.0  ...     9232.58   5634.0      5672.0       SM
175  SM509  20250707   5654.0   5682.0  ...   430362.77   5648.0      5690.0       SM
176  SM510  20250707   5660.0   5666.0  ...    40079.73   5638.0      5672.0       SM
177  SM511  20250707   5728.0   5744.0  ...    70547.82   5716.0      5748.0       SM
178  SM512  20250707   5722.0   5730.0  ...     8850.41   5704.0      5738.0       SM
179  SM601  20250707   5698.0   5724.0  ...    17761.44   5696.0      5734.0       SM
180  SM602  20250707   5714.0   5720.0  ...      225.30   5704.0      5736.0       SM
181  SM603  20250707   5738.0   5738.0  ...      185.51   5708.0      5750.0       SM
182  SM604  20250707   5740.0   5740.0  ...       34.32   5720.0      5780.0       SM
183  SM605  20250707   5756.0   5766.0  ...      430.03   5734.0      5770.0       SM
184  SM606  20250707   5748.0   5748.0  ...        2.87   5748.0      5800.0       SM
185  SR507  20250707   5771.0   5788.0  ...     1309.54   5769.0      5788.0       SR
186  SR509  20250707   5764.0   5785.0  ...   856237.72   5758.0      5790.0       SR
187  SR511  20250707   5648.0   5673.0  ...   105939.28   5651.0      5658.0       SR
188  SR601  20250707   5603.0   5615.0  ...    98023.92   5598.0      5608.0       SR
189  SR603  20250707   5573.0   5585.0  ...     1292.37   5571.0      5580.0       SR
190  SR605  20250707   5542.0   5562.0  ...     5820.87   5549.0      5555.0       SR
191  TA507  20250707   4772.0   4816.0  ...     9405.99   4778.0      4828.0       TA
192  TA508  20250707   4756.0   4770.0  ...    53850.79   4750.0      4782.0       TA
193  TA509  20250707   4696.0   4722.0  ...  2030700.87   4704.0      4738.0       TA
194  TA510  20250707   4672.0   4688.0  ...    70711.02   4676.0      4704.0       TA
195  TA511  20250707   4652.0   4674.0  ...    53810.87   4662.0      4690.0       TA
196  TA512  20250707   4650.0   4662.0  ...     8860.90   4648.0      4682.0       TA
197  TA601  20250707   4650.0   4652.0  ...   393147.12   4632.0      4664.0       TA
198  TA602  20250707   4630.0   4640.0  ...       27.80   4634.0      4674.0       TA
199  TA603  20250707   4638.0   4646.0  ...       60.29   4638.0      4676.0       TA
200  TA604  20250707   4646.0   4648.0  ...       13.92   4638.0      4684.0       TA
201  TA605  20250707   4664.0   4666.0  ...     1749.22   4646.0      4686.0       TA
202  TA606  20250707   4648.0   4654.0  ...       39.50   4648.0      4678.0       TA
203  UR507  20250707   1736.0   1744.0  ...      353.82   1734.0      1753.0       UR
204  UR508  20250707   1750.0   1753.0  ...     1201.04   1746.0      1764.0       UR
205  UR509  20250707   1739.0   1755.0  ...   493610.64   1746.0      1754.0       UR
206  UR510  20250707   1731.0   1742.0  ...    13722.03   1733.0      1739.0       UR
207  UR511  20250707   1729.0   1746.0  ...    17833.24   1737.0      1743.0       UR
208  UR512  20250707   1722.0   1730.0  ...       55.13   1723.0      1731.0       UR
209  UR601  20250707   1702.0   1719.0  ...    50835.61   1710.0      1712.0       UR
210  UR602  20250707   1709.0   1712.0  ...      382.31   1707.0      1708.0       UR
211  UR603  20250707   1724.0   1731.0  ...      165.84   1727.0      1733.0       UR
212  UR604  20250707   1719.0   1727.0  ...       61.98   1722.0      1726.0       UR
213  UR605  20250707   1713.0   1724.0  ...     2135.96   1714.0      1717.0       UR
214  UR606  20250707   1705.0   1713.0  ...      102.66   1711.0      1715.0       UR
215  WH507  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250707      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC507  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC508  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC509  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC510  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC511  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC512  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC601  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC602  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC603  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC604  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC605  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC606  20250707      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-08 20:16:01,441 - future_1d - INFO - ak.get_czce_daily('2025-07-07') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250707   4170.00  ...   4156.00     4190.00        A
1     a2509  20250707   4103.00  ...   4091.00     4133.00        A
2     a2511  20250707   4050.00  ...   4040.00     4067.00        A
3     a2601  20250707   4039.00  ...   4022.00     4048.00        A
4     a2603  20250707   4031.00  ...   4014.00     4036.00        A
5     a2605  20250707   4053.00  ...   4049.00     4072.00        A
6     b2507  20250707      0.00  ...   3550.00     3550.00        B
7     b2508  20250707   3536.00  ...   3533.00     3555.00        B
8     b2509  20250707   3591.00  ...   3579.00     3603.00        B
9     b2510  20250707   3646.00  ...   3626.00     3655.00        B
10    b2511  20250707   3659.00  ...   3642.00     3670.00        B
11    b2512  20250707   3683.00  ...   3670.00     3689.00        B
12    b2601  20250707   3663.00  ...   3655.00     3674.00        B
13    b2602  20250707   3631.00  ...   3628.00     3652.00        B
14    b2603  20250707   3545.00  ...   3543.00     3567.00        B
15    b2604  20250707   3450.00  ...   3449.00     3465.00        B
16    b2605  20250707   3383.00  ...   3382.00     3391.00        B
17    b2606  20250707   3380.00  ...   3380.00     3386.00        B
18   bb2509  20250707    153.30  ...    153.70      153.20       BB
19   bb2511  20250707    154.60  ...    156.65      154.90       BB
20   bb2601  20250707    155.55  ...    155.35      155.25       BB
21   bb2603  20250707      0.00  ...    164.80      164.70       BB
22   bb2605  20250707      0.00  ...    164.80      164.70       BB
23    c2507  20250707   2337.00  ...   2335.00     2337.00        C
24    c2509  20250707   2351.00  ...   2337.00     2358.00        C
25    c2511  20250707   2301.00  ...   2292.00     2304.00        C
26    c2601  20250707   2261.00  ...   2257.00     2264.00        C
27    c2603  20250707   2260.00  ...   2255.00     2259.00        C
28    c2605  20250707   2294.00  ...   2289.00     2294.00        C
29   cs2507  20250707      0.00  ...   2729.00     2729.00       CS
30   cs2509  20250707   2717.00  ...   2692.00     2727.00       CS
31   cs2511  20250707   2658.00  ...   2642.00     2666.00       CS
32   cs2601  20250707   2656.00  ...   2642.00     2663.00       CS
33   cs2603  20250707   2641.00  ...   2627.00     2648.00       CS
34   cs2605  20250707   2675.00  ...   2669.00     2684.00       CS
35   eb2507  20250707      0.00  ...   7539.00     7539.00       EB
36   eb2508  20250707   7335.00  ...   7354.00     7357.00       EB
37   eb2509  20250707   7233.00  ...   7262.00     7273.00       EB
38   eb2510  20250707   7153.00  ...   7178.00     7190.00       EB
39   eb2511  20250707   7093.00  ...   7103.00     7113.00       EB
40   eb2512  20250707   7066.00  ...   7064.00     7082.00       EB
41   eb2601  20250707   7052.00  ...   7061.00     7085.00       EB
42   eb2602  20250707   7081.00  ...   7088.00     7106.00       EB
43   eb2603  20250707   7116.00  ...   7102.00     7131.00       EB
44   eb2604  20250707   7103.00  ...   7082.00     7122.00       EB
45   eb2605  20250707   7093.00  ...   7088.00     7111.00       EB
46   eb2606  20250707   7103.00  ...   7080.00     7037.00       EB
47   eg2507  20250707      0.00  ...   4226.00     4226.00       EG
48   eg2508  20250707   4263.00  ...   4266.00     4274.00       EG
49   eg2509  20250707   4288.00  ...   4282.00     4293.00       EG
50   eg2510  20250707   4294.00  ...   4290.00     4305.00       EG
51   eg2511  20250707   4300.00  ...   4298.00     4321.00       EG
52   eg2512  20250707   4318.00  ...   4308.00     4327.00       EG
53   eg2601  20250707   4319.00  ...   4314.00     4325.00       EG
54   eg2602  20250707   4328.00  ...   4319.00     4337.00       EG
55   eg2603  20250707   4319.00  ...   4318.00     4326.00       EG
56   eg2604  20250707      0.00  ...   4330.00     4330.00       EG
57   eg2605  20250707   4326.00  ...   4325.00     4352.00       EG
58   eg2606  20250707      0.00  ...   4357.00     4357.00       EG
59   fb2507  20250707      0.00  ...   1341.50     1341.50       FB
60   fb2508  20250707   1331.50  ...   1331.00     1331.50       FB
61   fb2509  20250707   1308.50  ...   1309.00     1312.50       FB
62   fb2510  20250707   1327.50  ...   1327.50     1326.00       FB
63   fb2511  20250707   1327.50  ...   1325.00     1324.50       FB
64   fb2512  20250707   1326.50  ...   1324.00     1326.50       FB
65   fb2601  20250707   1306.00  ...   1306.00     1312.00       FB
66   fb2602  20250707      0.00  ...   1295.50     1295.50       FB
67   fb2603  20250707      0.00  ...   1313.50     1313.50       FB
68   fb2604  20250707      0.00  ...   1310.50     1310.50       FB
69   fb2605  20250707      0.00  ...   1292.50     1292.50       FB
70   fb2606  20250707      0.00  ...   1292.50     1292.50       FB
71    i2507  20250707    720.00  ...    729.50      768.00        I
72    i2508  20250707    735.50  ...    737.00      740.50        I
73    i2509  20250707    732.00  ...    732.00      736.00        I
74    i2510  20250707    726.50  ...    725.50      729.00        I
75    i2511  20250707    719.50  ...    720.00      723.00        I
76    i2512  20250707    714.50  ...    713.00      717.00        I
77    i2601  20250707    705.00  ...    706.50      710.00        I
78    i2602  20250707    705.50  ...    704.50      708.00        I
79    i2603  20250707    702.00  ...    700.50      704.50        I
80    i2604  20250707    695.50  ...    696.50      699.50        I
81    i2605  20250707    689.50  ...    688.50      692.50        I
82    i2606  20250707    685.00  ...    683.50      687.00        I
83    j2507  20250707      0.00  ...   1304.50     1304.50        J
84    j2508  20250707   1395.00  ...   1391.00     1405.50        J
85    j2509  20250707   1433.00  ...   1422.50     1436.00        J
86    j2510  20250707   1448.00  ...   1440.50     1454.50        J
87    j2511  20250707   1447.00  ...   1450.00     1464.50        J
88    j2512  20250707   1452.00  ...   1452.00     1473.50        J
89    j2601  20250707   1466.50  ...   1464.00     1479.00        J
90    j2602  20250707      0.00  ...   1481.50     1481.50        J
91    j2603  20250707      0.00  ...   1522.50     1522.50        J
92    j2604  20250707      0.00  ...   1499.50     1499.50        J
93    j2605  20250707   1509.50  ...   1504.50     1521.50        J
94    j2606  20250707      0.00  ...   1528.00     1528.00        J
95   jd2507  20250707   2828.00  ...   2814.00     2872.00       JD
96   jd2508  20250707   3532.00  ...   3491.00     3583.00       JD
97   jd2509  20250707   3636.00  ...   3609.00     3697.00       JD
98   jd2510  20250707   3400.00  ...   3375.00     3422.00       JD
99   jd2511  20250707   3408.00  ...   3420.00     3428.00       JD
100  jd2512  20250707   3577.00  ...   3575.00     3583.00       JD
101  jd2601  20250707   3645.00  ...   3629.00     3634.00       JD
102  jd2602  20250707   3198.00  ...   3197.00     3204.00       JD
103  jd2603  20250707   3207.00  ...   3203.00     3208.00       JD
104  jd2604  20250707   3330.00  ...   3336.00     3332.00       JD
105  jd2605  20250707   3405.00  ...   3404.00     3405.00       JD
106  jd2606  20250707   3250.00  ...   3258.00     3260.00       JD
107  jm2507  20250707    800.00  ...    800.00      841.00       JM
108  jm2508  20250707    794.00  ...    793.50      805.00       JM
109  jm2509  20250707    836.00  ...    836.50      850.00       JM
110  jm2510  20250707    855.50  ...    854.50      867.50       JM
111  jm2511  20250707    868.00  ...    866.50      881.00       JM
112  jm2512  20250707    881.50  ...    878.50      894.00       JM
113  jm2601  20250707    883.00  ...    885.50      905.00       JM
114  jm2602  20250707    901.00  ...    896.00      913.00       JM
115  jm2603  20250707    898.50  ...    897.00      913.50       JM
116  jm2604  20250707    908.00  ...    908.50      924.00       JM
117  jm2605  20250707    916.50  ...    917.00      934.00       JM
118  jm2606  20250707    924.50  ...    926.50      940.50       JM
119   l2507  20250707   7270.00  ...   7291.00     7328.00        L
120   l2508  20250707   7297.00  ...   7257.00     7313.00        L
121   l2509  20250707   7272.00  ...   7250.00     7308.00        L
122   l2510  20250707   7262.00  ...   7241.00     7296.00        L
123   l2511  20250707   7256.00  ...   7240.00     7296.00        L
124   l2512  20250707   7264.00  ...   7233.00     7289.00        L
125   l2601  20250707   7232.00  ...   7220.00     7272.00        L
126   l2602  20250707   7219.00  ...   7210.00     7245.00        L
127   l2603  20250707   7219.00  ...   7214.00     7271.00        L
128   l2604  20250707      0.00  ...   7291.00     7291.00        L
129   l2605  20250707   7219.00  ...   7201.00     7266.00        L
130   l2606  20250707   7274.00  ...   7215.00     7265.00        L
131  lg2507  20250707    821.00  ...    823.00      828.50       LG
132  lg2509  20250707    791.00  ...    788.50      794.00       LG
133  lg2511  20250707    786.00  ...    784.00      787.00       LG
134  lg2601  20250707    786.50  ...    784.00      786.00       LG
135  lg2603  20250707    787.50  ...    786.50      787.00       LG
136  lg2605  20250707    789.50  ...    787.50      790.50       LG
137  lh2507  20250707  13925.00  ...  13970.00    13935.00       LH
138  lh2509  20250707  14250.00  ...  14255.00    14340.00       LH
139  lh2511  20250707  13655.00  ...  13720.00    13730.00       LH
140  lh2601  20250707  13750.00  ...  13800.00    13820.00       LH
141  lh2603  20250707  12980.00  ...  13000.00    13010.00       LH
142  lh2605  20250707  13145.00  ...  13180.00    13165.00       LH
143   m2507  20250707   2820.00  ...   2808.00     2806.00        M
144   m2508  20250707   2934.00  ...   2929.00     2942.00        M
145   m2509  20250707   2954.00  ...   2948.00     2962.00        M
146   m2511  20250707   2992.00  ...   2984.00     3000.00        M
147   m2512  20250707   3023.00  ...   3021.00     3030.00        M
148   m2601  20250707   3007.00  ...   3002.00     3012.00        M
149   m2603  20250707   2864.00  ...   2861.00     2865.00        M
150   m2605  20250707   2711.00  ...   2710.00     2718.00        M
151   p2507  20250707      0.00  ...   8468.00     8468.00        P
152   p2508  20250707   8464.00  ...   8470.00     8502.00        P
153   p2509  20250707   8450.00  ...   8446.00     8492.00        P
154   p2510  20250707   8466.00  ...   8452.00     8500.00        P
155   p2511  20250707   8462.00  ...   8450.00     8498.00        P
156   p2512  20250707   8460.00  ...   8450.00     8494.00        P
157   p2601  20250707   8452.00  ...   8454.00     8498.00        P
158   p2602  20250707   8418.00  ...   8446.00     8490.00        P
159   p2603  20250707   8394.00  ...   8416.00     8430.00        P
160   p2604  20250707   8366.00  ...   8374.00     8384.00        P
161   p2605  20250707   8312.00  ...   8324.00     8360.00        P
162   p2606  20250707   8300.00  ...   8312.00     8334.00        P
163  pg2507  20250707      0.00  ...   4205.00     4205.00       PG
164  pg2508  20250707   4176.00  ...   4179.00     4215.00       PG
165  pg2509  20250707   4089.00  ...   4078.00     4108.00       PG
166  pg2510  20250707   4472.00  ...   4477.00     4489.00       PG
167  pg2511  20250707   4391.00  ...   4393.00     4403.00       PG
168  pg2512  20250707   4328.00  ...   4315.00     4331.00       PG
169  pg2601  20250707   4237.00  ...   4232.00     4252.00       PG
170  pg2602  20250707   4156.00  ...   4158.00     4177.00       PG
171  pg2603  20250707   4081.00  ...   4072.00     4096.00       PG
172  pg2604  20250707   4374.00  ...   4369.00     4383.00       PG
173  pg2605  20250707   4269.00  ...   4267.00     4274.00       PG
174  pg2606  20250707   4204.00  ...   4205.00     4204.00       PG
175  pp2507  20250707   7050.00  ...   7051.00     7080.00       PP
176  pp2508  20250707   7058.00  ...   7057.00     7089.00       PP
177  pp2509  20250707   7074.00  ...   7059.00     7091.00       PP
178  pp2510  20250707   7059.00  ...   7030.00     7065.00       PP
179  pp2511  20250707   7055.00  ...   7028.00     7059.00       PP
180  pp2512  20250707   7052.00  ...   7030.00     7057.00       PP
181  pp2601  20250707   7042.00  ...   7023.00     7053.00       PP
182  pp2602  20250707   7020.00  ...   7015.00     7034.00       PP
183  pp2603  20250707   7018.00  ...   7004.00     7032.00       PP
184  pp2604  20250707   7019.00  ...   7015.00     7051.00       PP
185  pp2605  20250707   7016.00  ...   7009.00     7043.00       PP
186  pp2606  20250707      0.00  ...   7011.00     7036.00       PP
187  rr2507  20250707      0.00  ...   3578.00     3578.00       RR
188  rr2508  20250707   3582.00  ...   3585.00     3552.00       RR
189  rr2509  20250707   3602.00  ...   3598.00     3601.00       RR
190  rr2510  20250707   3609.00  ...   3611.00     3602.00       RR
191  rr2511  20250707   3610.00  ...   3606.00     3600.00       RR
192  rr2512  20250707      0.00  ...   3604.00     3599.00       RR
193  rr2601  20250707   3602.00  ...   3604.00     3602.00       RR
194  rr2602  20250707   3609.00  ...   3614.00     3609.00       RR
195  rr2603  20250707   3612.00  ...   3614.00     3612.00       RR
196  rr2604  20250707   3616.00  ...   3619.00     3614.00       RR
197  rr2605  20250707   3610.00  ...   3617.00     3613.00       RR
198  rr2606  20250707   3604.00  ...   3609.00     3606.00       RR
199   v2507  20250707   4837.00  ...   4818.00     4849.00        V
200   v2508  20250707   4872.00  ...   4855.00     4880.00        V
201   v2509  20250707   4905.00  ...   4891.00     4919.00        V
202   v2510  20250707   4936.00  ...   4917.00     4947.00        V
203   v2511  20250707   4954.00  ...   4948.00     4967.00        V
204   v2512  20250707   4981.00  ...   4978.00     5002.00        V
205   v2601  20250707   5000.00  ...   4989.00     5024.00        V
206   v2602  20250707   5018.00  ...   5004.00     5040.00        V
207   v2603  20250707   5032.00  ...   5029.00     5064.00        V
208   v2604  20250707   5186.00  ...   5169.00     5192.00        V
209   v2605  20250707   5184.00  ...   5190.00     5211.00        V
210   v2606  20250707   5212.00  ...   5199.00     5213.00        V
211   y2507  20250707      0.00  ...   8038.00     8038.00        Y
212   y2508  20250707   7920.00  ...   7894.00     7964.00        Y
213   y2509  20250707   7936.00  ...   7896.00     7968.00        Y
214   y2511  20250707   7958.00  ...   7920.00     7990.00        Y
215   y2512  20250707   7972.00  ...   7956.00     8014.00        Y
216   y2601  20250707   7930.00  ...   7896.00     7958.00        Y
217   y2603  20250707   7812.00  ...   7800.00     7850.00        Y
218   y2605  20250707   7628.00  ...   7602.00     7640.00        Y

[219 rows x 12 columns]
2025-07-08 20:16:02,323 - future_1d - INFO - ak.get_dce_daily('2025-07-07') done
        symbol      date    open   high  ...     turnover  settle pre_settle variety
0       SC2508  20250707   501.6  505.6  ...   6692519.93   501.3      506.4      SC
1       SC2509  20250707   497.4  500.9  ...   1209278.78   496.9      501.1      SC
2       SC2510  20250707   491.8  494.6  ...     187003.4   490.6      494.8      SC
3       SC2511  20250707   486.6  489.3  ...     22644.28   485.9      489.4      SC
4       SC2512  20250707   483.7  485.8  ...        12595   482.5        486      SC
5       SC2601  20250707     482  482.8  ...      8264.69   480.5      482.8      SC
6       SC2602  20250707   478.8  480.9  ...      5694.36   478.5      480.5      SC
7       SC2603  20250707   472.2  475.4  ...      2562.08   474.4      477.4      SC
8       SC2604  20250707   473.6  473.6  ...        236.7   473.4      476.6      SC
9       SC2605  20250707                 ...            0   473.1      473.1      SC
10      SC2606  20250707   472.1  472.2  ...       565.19   470.9      473.7      SC
11      SC2607  20250707                 ...            0   471.9      475.9      SC
12      SC2609  20250707   469.3  469.3  ...        140.4     468      471.5      SC
13      SC2612  20250707                 ...            0   465.1      465.1      SC
14      SC2703  20250707     468    468  ...       233.14   466.2      467.6      SC
15      SC2706  20250707   463.6    467  ...       185.75   464.3      464.2      SC
16      SC2709  20250707                 ...            0     464        464      SC
17      SC2712  20250707     461    461  ...         46.1     461      465.8      SC
18      SC2803  20250707   461.4  461.7  ...       138.45   461.5      464.7      SC
19      SC2806  20250707   462.8  462.8  ...       276.78   461.3      463.8      SC
21      LU2508  20250707    3626   3640  ...    10808.435    3617       3643      LU
22      LU2509  20250707    3599   3627  ...   231604.198    3602       3636      LU
23      LU2510  20250707    3578   3597  ...    72674.591    3573       3605      LU
24      LU2511  20250707    3544   3565  ...     3382.013    3545       3571      LU
25      LU2512  20250707    3523   3523  ...       73.539    3501       3532      LU
26      LU2601  20250707    3501   3505  ...      132.551    3488       3527      LU
27      LU2602  20250707    3469   3482  ...        6.951    3475       3518      LU
28      LU2603  20250707                 ...            0    3475       3489      LU
29      LU2604  20250707    3424   3426  ...         6.85    3425       3459      LU
30      LU2605  20250707    3412   3426  ...        27.31    3413       3447      LU
31      LU2606  20250707    3398   3398  ...        3.398    3398       3444      LU
32      LU2607  20250707    3405   3405  ...       10.211    3403       3425      LU
34      NR2507  20250707   12010  12090  ...      7176.75   11960      12145      NR
35      NR2508  20250707   12085  12095  ...   846431.395   12005      12180      NR
36      NR2509  20250707   12070  12085  ...    504155.71   11995      12160      NR
37      NR2510  20250707   12070  12090  ...    68792.105   12005      12155      NR
38      NR2511  20250707   12040  12090  ...      4983.63   12005      12165      NR
39      NR2512  20250707   12025  12100  ...      1672.25   12030      12195      NR
40      NR2601  20250707   12070  12125  ...     9210.315   12055      12185      NR
41      NR2602  20250707   12085  12085  ...       36.235   12075      12235      NR
42      NR2603  20250707   12060  12085  ...        84.49   12070      12195      NR
43      NR2604  20250707   12065  12075  ...        48.27   12065      12195      NR
44      NR2605  20250707   12150  12150  ...        84.74   12105      12230      NR
45      NR2606  20250707                 ...            0   12260      12260      NR
47      BC2507  20250707                 ...            0   70600      71300      BC
48      BC2508  20250707   71060  71170  ...    130500.34   70770      71430      BC
49      BC2509  20250707   70930  71030  ...      8577.72   70590      71380      BC
50      BC2510  20250707   70980  70980  ...        35.49   70980      71250      BC
51      BC2511  20250707                 ...            0   71800      71800      BC
52      BC2512  20250707                 ...            0   70700      70950      BC
53      BC2601  20250707                 ...            0   71130      71130      BC
54      BC2602  20250707                 ...            0   69410      69410      BC
55      BC2603  20250707                 ...            0   69290      69290      BC
56      BC2604  20250707                 ...            0   70800      71340      BC
57      BC2605  20250707                 ...            0   70970      71340      BC
58      BC2606  20250707   70490  70490  ...       35.245   70490      69700      BC
60      EC2508  20250707    1860   1896  ...  197359.7185  1872.2     1892.3      EC
61      EC2510  20250707    1313   1353  ...   50665.5525  1341.2     1362.4      EC
62      EC2512  20250707    1540   1540  ...    8855.7095  1518.9     1526.7      EC
63      EC2602  20250707  1310.3   1340  ...    2393.9695  1326.2     1326.5      EC
64      EC2604  20250707  1166.5   1170  ...    2955.0315  1163.3     1165.2      EC
65      EC2606  20250707  1301.1   1321  ...     440.4575  1314.7     1312.5      EC
68  SC_TAS2508  20250707                 ...                                  SC_TAS
69  SC_TAS2509  20250707                 ...                                  SC_TAS
70  SC_TAS2510  20250707                 ...                                  SC_TAS
71  SC_TAS2511  20250707                 ...                                  SC_TAS

[66 rows x 12 columns]
2025-07-08 20:16:02,797 - future_1d - INFO - ak.get_ine_daily('2025-07-07') done
2025-07-08 20:16:04,520 - future_1d - INFO - save future_daily 2025-07-07 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250708  36465.0  ...  37535.0     36475.0       PS
1   PS2508  20250708  36505.0  ...  37390.0     35875.0       PS
2   PS2509  20250708  36395.0  ...  37220.0     35645.0       PS
3   PS2510  20250708  35855.0  ...  37130.0     35500.0       PS
4   PS2511  20250708  36100.0  ...  36950.0     35430.0       PS
5   PS2512  20250708  38600.0  ...  39675.0     37900.0       PS
6   PS2601  20250708  38310.0  ...  39670.0     37710.0       PS
7   PS2602  20250708  38025.0  ...  39890.0     37740.0       PS
8   PS2603  20250708  38010.0  ...  39660.0     37710.0       PS
9   PS2604  20250708  38020.0  ...  39050.0     37245.0       PS
10  PS2605  20250708  37955.0  ...  38930.0     37265.0       PS
11  PS2606  20250708  38950.0  ...  40130.0     38355.0       PS
13  SI2507  20250708   8010.0  ...   8035.0      8010.0       SI
14  SI2508  20250708   8050.0  ...   8170.0      8000.0       SI
15  SI2509  20250708   8060.0  ...   8195.0      7990.0       SI
16  SI2510  20250708   8025.0  ...   8195.0      7965.0       SI
17  SI2511  20250708   7990.0  ...   8130.0      7925.0       SI
18  SI2512  20250708   8270.0  ...   8460.0      8240.0       SI
19  SI2601  20250708   8235.0  ...   8415.0      8200.0       SI
20  SI2602  20250708   8245.0  ...   8425.0      8215.0       SI
21  SI2603  20250708   8210.0  ...   8440.0      8210.0       SI
22  SI2604  20250708   8235.0  ...   8450.0      8180.0       SI
23  SI2605  20250708   8270.0  ...   8390.0      8190.0       SI
24  SI2606  20250708   8240.0  ...   8365.0      8205.0       SI
27  LC2507  20250708  63820.0  ...  64320.0     63820.0       LC
28  LC2508  20250708  64280.0  ...  64600.0     63700.0       LC
29  LC2509  20250708  63860.0  ...  64300.0     63440.0       LC
30  LC2510  20250708  63620.0  ...  64180.0     63300.0       LC
31  LC2511  20250708  63480.0  ...  63940.0     63160.0       LC
32  LC2512  20250708  63740.0  ...  64160.0     63340.0       LC
33  LC2601  20250708  63500.0  ...  64200.0     63480.0       LC
34  LC2602  20250708  63760.0  ...  64200.0     63480.0       LC
35  LC2603  20250708  63780.0  ...  64200.0     63500.0       LC
36  LC2604  20250708  64220.0  ...  64540.0     63860.0       LC
37  LC2605  20250708  64120.0  ...  64600.0     63960.0       LC
38  LC2606  20250708  64260.0  ...  64620.0     63920.0       LC

[36 rows x 12 columns]
2025-07-08 20:16:09,298 - future_1d - INFO - ak.get_gfex_daily('2025-07-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250708  ...   79720      79720      CU
1        1      CU2508  20250708  ...   79480      79510      CU
2        2      CU2509  20250708  ...   79310      79290      CU
3        3      CU2510  20250708  ...   79040      79040      CU
4        4      CU2511  20250708  ...   78800      78820      CU
5        5      CU2512  20250708  ...   78630      78640      CU
6        6      CU2601  20250708  ...   78520      78480      CU
7        7      CU2602  20250708  ...   78360      78430      CU
8        8      CU2603  20250708  ...   78250      78350      CU
9        9      CU2604  20250708  ...   78280      78330      CU
10      10      CU2605  20250708  ...   78300      78370      CU
11      11      CU2606  20250708  ...   78440      78230      CU
12      12      BC2507  20250708  ...   70600      70600      BC
13      13      BC2508  20250708  ...   70690      70770      BC
14      14      BC2509  20250708  ...   70530      70590      BC
15      15      BC2510  20250708  ...   70980      70980      BC
16      16      BC2511  20250708  ...   71800      71800      BC
17      17      BC2512  20250708  ...   70700      70700      BC
18      18      BC2601  20250708  ...   70900      71130      BC
19      19      BC2602  20250708  ...   69410      69410      BC
20      20      BC2603  20250708  ...   69290      69290      BC
21      21      BC2604  20250708  ...   70800      70800      BC
22      22      BC2605  20250708  ...   70970      70970      BC
23      23      BC2606  20250708  ...   70490      70490      BC
24      24      AL2507  20250708  ...   20670      20670      AL
25      25      AL2508  20250708  ...   20495      20500      AL
26      26      AL2509  20250708  ...   20435      20425      AL
27      27      AL2510  20250708  ...   20360      20335      AL
28      28      AL2511  20250708  ...   20275      20225      AL
29      29      AL2512  20250708  ...   20185      20160      AL
30      30      AL2601  20250708  ...   20130      20075      AL
31      31      AL2602  20250708  ...   20125      20055      AL
32      32      AL2603  20250708  ...   20145      20055      AL
33      33      AL2604  20250708  ...   20140      20080      AL
34      34      AL2605  20250708  ...   20160      20095      AL
35      35      AL2606  20250708  ...   20165      20105      AL
36      36      ZN2507  20250708  ...   22020      22185      ZN
37      37      ZN2508  20250708  ...   22005      22185      ZN
38      38      ZN2509  20250708  ...   21910      22115      ZN
39      39      ZN2510  20250708  ...   21845      22050      ZN
40      40      ZN2511  20250708  ...   21785      21980      ZN
41      41      ZN2512  20250708  ...   21745      22020      ZN
42      42      ZN2601  20250708  ...   21710      21865      ZN
43      43      ZN2602  20250708  ...   21685      21975      ZN
44      44      ZN2603  20250708  ...   21705      21835      ZN
45      45      ZN2604  20250708  ...   21675      21780      ZN
46      46      ZN2605  20250708  ...   21660      21830      ZN
47      47      ZN2606  20250708  ...   21640      21800      ZN
48      48      PB2507  20250708  ...   17065      17140      PB
49      49      PB2508  20250708  ...   17115      17210      PB
50      50      PB2509  20250708  ...   17135      17220      PB
51      51      PB2510  20250708  ...   17130      17215      PB
52      52      PB2511  20250708  ...   17135      17205      PB
53      53      PB2512  20250708  ...   17150      17205      PB
54      54      PB2601  20250708  ...   17160      17160      PB
55      55      PB2602  20250708  ...   17140      17235      PB
56      56      PB2603  20250708  ...   17125      17190      PB
57      57      PB2604  20250708  ...   17140      17240      PB
58      58      PB2605  20250708  ...   17120      17230      PB
59      59      PB2606  20250708  ...   17115      17205      PB
60      60      NI2507  20250708  ...  120260     120990      NI
61      61      NI2508  20250708  ...  120590     121180      NI
62      62      NI2509  20250708  ...  120670     121230      NI
63      63      NI2510  20250708  ...  120790     121300      NI
64      64      NI2511  20250708  ...  121000     121490      NI
65      65      NI2512  20250708  ...  121160     121580      NI
66      66      NI2601  20250708  ...  121290     121800      NI
67      67      NI2602  20250708  ...  121530     121860      NI
68      68      NI2603  20250708  ...  121700     121940      NI
69      69      NI2604  20250708  ...  121890     122520      NI
70      70      NI2605  20250708  ...  122350     122830      NI
71      71      NI2606  20250708  ...  122370     122890      NI
72      72      SN2507  20250708  ...  264710     265940      SN
73      73      SN2508  20250708  ...  264240     265680      SN
74      74      SN2509  20250708  ...  264440     265560      SN
75      75      SN2510  20250708  ...  264220     265230      SN
76      76      SN2511  20250708  ...  264030     264030      SN
77      77      SN2512  20250708  ...  263910     263190      SN
78      78      SN2601  20250708  ...  263970     262930      SN
79      79      SN2602  20250708  ...  263730     262230      SN
80      80      SN2603  20250708  ...  264130     262980      SN
81      81      SN2604  20250708  ...  263550     262990      SN
82      82      SN2605  20250708  ...  263190     262960      SN
83      83      SN2606  20250708  ...  262100     265830      SN
84      84      AO2507  20250708  ...    3340       3187      AO
85      85      AO2508  20250708  ...    3143       3073      AO
86      86      AO2509  20250708  ...    3064       3026      AO
87      87      AO2510  20250708  ...    3021       2998      AO
88      88      AO2511  20250708  ...    3006       2988      AO
89      89      AO2512  20250708  ...    2996       2982      AO
90      90      AO2601  20250708  ...    2987       2971      AO
91      91      AO2602  20250708  ...    2990       2968      AO
92      92      AO2603  20250708  ...    2979       2962      AO
93      93      AO2604  20250708  ...    2978       2967      AO
94      94      AO2605  20250708  ...    2971       2958      AO
95      95      AO2606  20250708  ...    2971       2963      AO
96      96      AD2511  20250708  ...   19810      19760      AD
97      97      AD2512  20250708  ...   19740      19675      AD
98      98      AD2601  20250708  ...   19645      19615      AD
99      99      AD2602  20250708  ...   19665      19595      AD
100    100      AD2603  20250708  ...   19605      19465      AD
101    101      AD2604  20250708  ...   19670      19670      AD
102    102      AD2605  20250708  ...   19525      19455      AD
103    103      AD2606  20250708  ...   19495      19495      AD
104    104      AU2507  20250708  ...  772.88      770.7      AU
105    105      AU2508  20250708  ...   772.5     770.94      AU
106    106      AU2509  20250708  ...  771.42     771.38      AU
107    107      AU2510  20250708  ...  774.54     772.92      AU
108    108      AU2512  20250708  ...  776.36     774.38      AU
109    109      AU2602  20250708  ...  778.54     776.44      AU
110    110      AU2604  20250708  ...  780.96      778.1      AU
111    111      AU2606  20250708  ...  782.16     780.28      AU
112    112      AG2507  20250708  ...    8909       8881      AG
113    113      AG2508  20250708  ...    8883       8908      AG
114    114      AG2509  20250708  ...    8894       8917      AG
115    115      AG2510  20250708  ...    8917       8933      AG
116    116      AG2511  20250708  ...    8919       8939      AG
117    117      AG2512  20250708  ...    8934       8949      AG
118    118      AG2601  20250708  ...    8942       8963      AG
119    119      AG2602  20250708  ...    8958       8972      AG
120    120      AG2603  20250708  ...    8964       8979      AG
121    121      AG2604  20250708  ...    8986       8993      AG
122    122      AG2605  20250708  ...    8994       9001      AG
123    123      AG2606  20250708  ...    9006       9019      AG
124    124      RB2507  20250708  ...    3070       3082      RB
125    125      RB2508  20250708  ...    3026       3027      RB
126    126      RB2509  20250708  ...    3027       3032      RB
127    127      RB2510  20250708  ...    3061       3067      RB
128    128      RB2511  20250708  ...    3074       3080      RB
129    129      RB2512  20250708  ...    3088       3094      RB
130    130      RB2601  20250708  ...    3081       3086      RB
131    131      RB2602  20250708  ...    3070       3071      RB
132    132      RB2603  20250708  ...    3078       3077      RB
133    133      RB2604  20250708  ...    3078       3075      RB
134    134      RB2605  20250708  ...    3094       3094      RB
135    135      RB2606  20250708  ...    3097       3100      RB
136    136      WR2507  20250708  ...    3356       3356      WR
137    137      WR2508  20250708  ...    3378       3378      WR
138    138      WR2509  20250708  ...    3251       3251      WR
139    139      WR2510  20250708  ...    3306       3305      WR
140    140      WR2511  20250708  ...    3350       3365      WR
141    141      WR2512  20250708  ...    3362       3362      WR
142    142      WR2601  20250708  ...    3298       3245      WR
143    143      WR2602  20250708  ...    3396       3396      WR
144    144      WR2603  20250708  ...    3387       3387      WR
145    145      WR2604  20250708  ...    3392       3392      WR
146    146      WR2605  20250708  ...    3370       3370      WR
147    147      WR2606  20250708  ...    3321       3268      WR
148    148      HC2507  20250708  ...    3191       3195      HC
149    149      HC2508  20250708  ...    3199       3202      HC
150    150      HC2509  20250708  ...    3196       3205      HC
151    151      HC2510  20250708  ...    3187       3193      HC
152    152      HC2511  20250708  ...    3192       3198      HC
153    153      HC2512  20250708  ...    3193       3199      HC
154    154      HC2601  20250708  ...    3198       3201      HC
155    155      HC2602  20250708  ...    3203       3213      HC
156    156      HC2603  20250708  ...    3196       3210      HC
157    157      HC2604  20250708  ...    3207       3208      HC
158    158      HC2605  20250708  ...    3201       3203      HC
159    159      HC2606  20250708  ...    3215       3220      HC
160    160      SS2507  20250708  ...   12560      12525      SS
161    161      SS2508  20250708  ...   12725      12660      SS
162    162      SS2509  20250708  ...   12660      12610      SS
163    163      SS2510  20250708  ...   12650      12595      SS
164    164      SS2511  20250708  ...   12685      12620      SS
165    165      SS2512  20250708  ...   12705      12645      SS
166    166      SS2601  20250708  ...   12745      12685      SS
167    167      SS2602  20250708  ...   12790      12740      SS
168    168      SS2603  20250708  ...   12815      12770      SS
169    169      SS2604  20250708  ...   12855      12780      SS
170    170      SS2605  20250708  ...   12875      12820      SS
171    171      SS2606  20250708  ...   12920      12840      SS
172    172      SC2508  20250708  ...   509.9      501.3      SC
173    173      SC2509  20250708  ...     505      496.9      SC
174    174      SC2510  20250708  ...   497.6      490.6      SC
175    175      SC2511  20250708  ...   491.4      485.9      SC
176    176      SC2512  20250708  ...   487.2      482.5      SC
177    177      SC2601  20250708  ...   484.1      480.5      SC
178    178      SC2602  20250708  ...   477.5      478.5      SC
179    179      SC2603  20250708  ...     478      474.4      SC
180    180      SC2604  20250708  ...   475.6      473.4      SC
181    181      SC2605  20250708  ...   473.2      473.1      SC
182    182      SC2606  20250708  ...   474.7      470.9      SC
183    183      SC2607  20250708  ...   471.9      471.9      SC
184    184      SC2609  20250708  ...   472.4        468      SC
185    185      SC2612  20250708  ...   470.9      465.1      SC
186    186      SC2703  20250708  ...   466.9      466.2      SC
187    187      SC2706  20250708  ...   470.5      464.3      SC
188    188      SC2709  20250708  ...   464.9        464      SC
189    189      SC2712  20250708  ...   466.5        461      SC
190    190      SC2803  20250708  ...   465.3      461.5      SC
191    191      SC2806  20250708  ...   463.2      461.3      SC
192    192      LU2508  20250708  ...    3678       3617      LU
193    193      LU2509  20250708  ...    3662       3602      LU
194    194      LU2510  20250708  ...    3625       3573      LU
195    195      LU2511  20250708  ...    3588       3545      LU
196    196      LU2512  20250708  ...    3550       3501      LU
197    197      LU2601  20250708  ...    3527       3488      LU
198    198      LU2602  20250708  ...    3506       3475      LU
199    199      LU2603  20250708  ...    3489       3475      LU
200    200      LU2604  20250708  ...    3486       3425      LU
201    201      LU2605  20250708  ...    3463       3413      LU
202    202      LU2606  20250708  ...    3449       3398      LU
203    203      LU2607  20250708  ...    3445       3403      LU
204    204      FU2508  20250708  ...    2931       2906      FU
205    205      FU2509  20250708  ...    2967       2940      FU
206    206      FU2510  20250708  ...    2941       2907      FU
207    207      FU2511  20250708  ...    2907       2881      FU
208    208      FU2512  20250708  ...    2877       2848      FU
209    209      FU2601  20250708  ...    2865       2838      FU
210    210      FU2602  20250708  ...    2854       2829      FU
211    211      FU2603  20250708  ...    2836       2813      FU
212    212      FU2604  20250708  ...    2823       2797      FU
213    213      FU2605  20250708  ...    2808       2785      FU
214    214      FU2606  20250708  ...    2793       2775      FU
215    215      FU2607  20250708  ...    2778       2762      FU
216    216      BU2507  20250708  ...    3665       3615      BU
217    217      BU2508  20250708  ...    3620       3589      BU
218    218      BU2509  20250708  ...    3592       3562      BU
219    219      BU2510  20250708  ...    3541       3512      BU
220    220      BU2511  20250708  ...    3471       3444      BU
221    221      BU2512  20250708  ...    3393       3369      BU
222    222      BU2601  20250708  ...    3351       3328      BU
223    223      BU2602  20250708  ...    3345       3319      BU
224    224      BU2603  20250708  ...    3305       3305      BU
225    225      BU2604  20250708  ...    3320       3299      BU
226    226      BU2605  20250708  ...    3315       3288      BU
227    227      BU2606  20250708  ...    3299       3279      BU
228    228      BU2609  20250708  ...    3282       3270      BU
229    229      BU2612  20250708  ...    3243       3226      BU
230    230      BU2703  20250708  ...    3247       3223      BU
231    231      BU2706  20250708  ...    3240       3227      BU
232    232      BR2507  20250708  ...   11200      11160      BR
233    233      BR2508  20250708  ...   11205      11030      BR
234    234      BR2509  20250708  ...   11130      10965      BR
235    235      BR2510  20250708  ...   11100      10935      BR
236    236      BR2511  20250708  ...   11075      10920      BR
237    237      BR2512  20250708  ...   11045      10910      BR
238    238      BR2601  20250708  ...   11060      10920      BR
239    239      BR2602  20250708  ...   11045      10910      BR
240    240      BR2603  20250708  ...   11065      10900      BR
241    241      BR2604  20250708  ...   11015      10895      BR
242    242      BR2605  20250708  ...   11025      10925      BR
243    243      BR2606  20250708  ...   11010      10960      BR
244    244      RU2507  20250708  ...   13855      13845      RU
245    245      RU2508  20250708  ...   13940      13915      RU
246    246      RU2509  20250708  ...   13990      13935      RU
247    247      RU2510  20250708  ...   14040      13950      RU
248    248      RU2511  20250708  ...   14010      13955      RU
249    249      RU2601  20250708  ...   14860      14805      RU
250    250      RU2603  20250708  ...   14840      14820      RU
251    251      RU2604  20250708  ...   14845      14845      RU
252    252      RU2605  20250708  ...   14910      14870      RU
253    253      RU2606  20250708  ...   14950      14950      RU
254    254      NR2507  20250708  ...   11940      11960      NR
255    255      NR2508  20250708  ...   12045      12005      NR
256    256      NR2509  20250708  ...   12050      11995      NR
257    257      NR2510  20250708  ...   12055      12005      NR
258    258      NR2511  20250708  ...   12080      12005      NR
259    259      NR2512  20250708  ...   12105      12030      NR
260    260      NR2601  20250708  ...   12125      12055      NR
261    261      NR2602  20250708  ...   12170      12075      NR
262    262      NR2603  20250708  ...   12155      12070      NR
263    263      NR2604  20250708  ...   12175      12065      NR
264    264      NR2605  20250708  ...   12215      12105      NR
265    265      NR2606  20250708  ...   12260      12260      NR
266    266      SP2507  20250708  ...    5030       5044      SP
267    267      SP2508  20250708  ...    5050       5062      SP
268    268      SP2509  20250708  ...    5072       5080      SP
269    269      SP2510  20250708  ...    5088       5092      SP
270    270      SP2511  20250708  ...    5078       5080      SP
271    271      SP2512  20250708  ...    5078       5078      SP
272    272      SP2601  20250708  ...    5282       5284      SP
273    273      SP2602  20250708  ...    5238       5224      SP
274    274      SP2603  20250708  ...    5224       5222      SP
275    275      SP2604  20250708  ...    5232       5230      SP
276    276      SP2605  20250708  ...    5226       5226      SP
277    277      SP2606  20250708  ...    5234       5236      SP
278    278      EC2508  20250708  ...    1979     1872.2      EC
279    279      EC2510  20250708  ...  1387.7     1341.2      EC
280    280      EC2512  20250708  ...  1571.8     1518.9      EC
281    281      EC2602  20250708  ...  1356.5     1326.2      EC
282    282      EC2604  20250708  ...  1181.4     1163.3      EC
283    283      EC2606  20250708  ...    1333     1314.7      EC
284    284  SC_TAS2508  20250708  ...                     SC_TAS
285    285  SC_TAS2509  20250708  ...                     SC_TAS
286    286  SC_TAS2510  20250708  ...                     SC_TAS
287    287  SC_TAS2511  20250708  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-08 20:16:09,392 - future_1d - INFO - ak.get_shfe_daily('2025-07-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250708  5863.600  ...  5952.600    5862.800       IC
1   IC2508  20250708  5804.400  ...  5897.200    5805.800       IC
2   IC2509  20250708  5743.200  ...  5848.000    5751.400       IC
3   IC2512  20250708  5634.000  ...  5726.000    5625.200       IC
4   IF2507  20250708  3942.000  ...  3983.000    3946.400       IF
5   IF2508  20250708  3927.400  ...  3966.200    3929.000       IF
6   IF2509  20250708  3921.200  ...  3959.200    3919.400       IF
7   IF2512  20250708  3884.000  ...  3923.400    3883.200       IF
8   IH2507  20250708  2715.800  ...  2733.400    2714.800       IH
9   IH2508  20250708  2708.400  ...  2729.400    2709.600       IH
10  IH2509  20250708  2710.600  ...  2728.800    2709.000       IH
11  IH2512  20250708  2710.200  ...  2728.600    2708.800       IH
12  IM2507  20250708  6265.000  ...  6369.800    6269.200       IM
13  IM2508  20250708  6190.400  ...  6297.800    6191.200       IM
14  IM2509  20250708  6114.200  ...  6226.200    6112.800       IM
15  IM2512  20250708  5931.200  ...  6040.200    5926.800       IM
16   T2509  20250708   109.105  ...   108.995     109.105        T
17   T2512  20250708   109.180  ...   109.075     109.190        T
18   T2603  20250708   109.125  ...   109.045     109.155        T
19  TF2509  20250708   106.210  ...   106.125     106.220       TF
20  TF2512  20250708   106.295  ...   106.225     106.305       TF
21  TF2603  20250708   106.355  ...   106.270     106.340       TF
22  TL2509  20250708   121.070  ...   120.860     121.190       TL
23  TL2512  20250708   120.940  ...   120.740     121.070       TL
24  TL2603  20250708   120.710  ...   120.560     120.880       TL
25  TS2509  20250708   102.492  ...   102.466     102.496       TS
26  TS2512  20250708   102.610  ...   102.582     102.618       TS
27  TS2603  20250708   102.720  ...   102.690     102.728       TS

[28 rows x 12 columns]
2025-07-08 20:16:09,524 - future_1d - INFO - ak.get_cffex_daily('2025-07-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250708   7726.0   7730.0  ...   548642.10   7666.0      7723.0       AP
1    AP511  20250708   7546.0   7553.0  ...     2274.27   7506.0      7562.0       AP
2    AP512  20250708   7575.0   7575.0  ...      173.62   7549.0      7582.0       AP
3    AP601  20250708   7645.0   7645.0  ...    18624.44   7574.0      7627.0       AP
4    AP603  20250708   7600.0   7600.0  ...       83.12   7556.0      7621.0       AP
5    AP604  20250708   7648.0   7648.0  ...       61.11   7638.0      7676.0       AP
6    AP605  20250708   7709.0   7720.0  ...      307.33   7683.0      7723.0       AP
7    CF507  20250708  13545.0  13580.0  ...     1910.57  13550.0     13570.0       CF
8    CF509  20250708  13740.0  13830.0  ...  1095629.92  13760.0     13795.0       CF
9    CF511  20250708  13655.0  13735.0  ...   126299.52  13670.0     13710.0       CF
10   CF601  20250708  13740.0  13795.0  ...   294997.83  13735.0     13790.0       CF
11   CF603  20250708  13710.0  13770.0  ...      739.87  13700.0     13770.0       CF
12   CF605  20250708  13745.0  13780.0  ...     3801.19  13725.0     13770.0       CF
13   CJ507  20250708      0.0      0.0  ...        0.00   9450.0      9450.0       CJ
14   CJ509  20250708   9420.0   9515.0  ...   166933.87   9460.0      9450.0       CJ
15   CJ512  20250708  10295.0  10410.0  ...     9394.90  10330.0     10365.0       CJ
16   CJ601  20250708  10455.0  10555.0  ...   702720.34  10470.0     10495.0       CJ
17   CJ603  20250708  10560.0  10645.0  ...    12623.52  10580.0     10570.0       CJ
18   CJ605  20250708  10810.0  10940.0  ...    79152.98  10855.0     10860.0       CJ
19   CY507  20250708      0.0      0.0  ...        0.00  19840.0     19910.0       CY
20   CY508  20250708      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250708  19925.0  20020.0  ...    64012.77  19950.0     20020.0       CY
22   CY510  20250708      0.0      0.0  ...        0.00  19570.0     19640.0       CY
23   CY511  20250708      0.0      0.0  ...        0.00  20060.0     20060.0       CY
24   CY512  20250708      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250708      0.0      0.0  ...        0.00  19935.0     19935.0       CY
26   CY602  20250708      0.0      0.0  ...        0.00  19830.0     19810.0       CY
27   CY603  20250708      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250708      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250708      0.0      0.0  ...        0.00  20025.0     20025.0       CY
30   CY606  20250708      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250708    956.0    969.0  ...      184.35    960.0       954.0       FG
32   FG508  20250708   1036.0   1051.0  ...    20509.53   1041.0      1040.0       FG
33   FG509  20250708   1017.0   1034.0  ...  2314344.48   1024.0      1025.0       FG
34   FG510  20250708   1075.0   1083.0  ...    12415.79   1075.0      1075.0       FG
35   FG511  20250708   1058.0   1072.0  ...    22652.93   1063.0      1062.0       FG
36   FG512  20250708   1123.0   1139.0  ...     7304.73   1129.0      1127.0       FG
37   FG601  20250708   1112.0   1131.0  ...   279669.86   1120.0      1117.0       FG
38   FG602  20250708   1153.0   1169.0  ...      387.35   1160.0      1154.0       FG
39   FG603  20250708   1152.0   1166.0  ...      418.59   1156.0      1153.0       FG
40   FG604  20250708   1190.0   1205.0  ...      296.32   1195.0      1192.0       FG
41   FG605  20250708   1189.0   1202.0  ...     7420.52   1191.0      1189.0       FG
42   FG606  20250708   1204.0   1216.0  ...      272.91   1208.0      1203.0       FG
43   JR507  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250708      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250708      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250708   2353.0   2353.0  ...        2.35   2353.0      2373.0       MA
54   MA508  20250708   2407.0   2407.0  ...    16355.86   2391.0      2407.0       MA
55   MA509  20250708   2396.0   2400.0  ...  1484213.38   2382.0      2393.0       MA
56   MA510  20250708   2402.0   2410.0  ...    55405.27   2394.0      2402.0       MA
57   MA511  20250708   2415.0   2419.0  ...    57345.39   2404.0      2411.0       MA
58   MA512  20250708   2437.0   2440.0  ...    14147.85   2426.0      2430.0       MA
59   MA601  20250708   2437.0   2443.0  ...   133765.05   2428.0      2433.0       MA
60   MA602  20250708   2420.0   2420.0  ...       31.39   2415.0      2418.0       MA
61   MA603  20250708   2423.0   2424.0  ...       48.27   2414.0      2416.0       MA
62   MA604  20250708   2399.0   2400.0  ...       28.72   2393.0      2389.0       MA
63   MA605  20250708   2363.0   2369.0  ...     3066.75   2359.0      2357.0       MA
64   MA606  20250708   2360.0   2360.0  ...        2.36   2360.0      2369.0       MA
65   OI507  20250708      0.0      0.0  ...        0.00   9600.0      9550.0       OI
66   OI509  20250708   9545.0   9617.0  ...  3136464.64   9535.0      9558.0       OI
67   OI511  20250708   9529.0   9609.0  ...   142754.23   9528.0      9547.0       OI
68   OI601  20250708   9481.0   9562.0  ...   479878.54   9484.0      9500.0       OI
69   OI603  20250708   9432.0   9509.0  ...     2467.01   9452.0      9431.0       OI
70   OI605  20250708   9331.0   9400.0  ...     1681.07   9339.0      9326.0       OI
71   PF507  20250708      0.0      0.0  ...        0.00   6626.0      6626.0       PF
72   PF508  20250708   6528.0   6538.0  ...   293314.15   6520.0      6530.0       PF
73   PF509  20250708   6402.0   6418.0  ...   160759.15   6398.0      6402.0       PF
74   PF510  20250708   6394.0   6404.0  ...    44740.19   6388.0      6394.0       PF
75   PF511  20250708   6362.0   6374.0  ...    24942.24   6358.0      6366.0       PF
76   PF512  20250708   6354.0   6358.0  ...     7016.95   6340.0      6340.0       PF
77   PF601  20250708   6340.0   6370.0  ...     1924.31   6352.0      6346.0       PF
78   PF602  20250708      0.0      0.0  ...        0.00   6356.0      6334.0       PF
79   PF603  20250708   6366.0   6366.0  ...        6.37   6366.0      6356.0       PF
80   PF604  20250708   6362.0   6378.0  ...       25.49   6372.0      6376.0       PF
81   PF605  20250708   6364.0   6372.0  ...       19.10   6366.0      6362.0       PF
82   PF606  20250708   6366.0   6366.0  ...        6.37   6366.0      6370.0       PF
83   PK510  20250708   8098.0   8128.0  ...   166387.53   8106.0      8106.0       PK
84   PK511  20250708   7910.0   7934.0  ...    44778.86   7914.0      7894.0       PK
85   PK512  20250708   7906.0   7928.0  ...      173.95   7908.0      7894.0       PK
86   PK601  20250708   7916.0   7926.0  ...     2571.97   7914.0      7898.0       PK
87   PK603  20250708   7912.0   7920.0  ...      106.81   7912.0      7906.0       PK
88   PK604  20250708   7908.0   7932.0  ...       47.55   7924.0      7918.0       PK
89   PK605  20250708   7920.0   7954.0  ...      293.70   7938.0      7926.0       PK
90   PM507  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250708      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250708   5922.0   5922.0  ...       88.83   5922.0      5960.0       PR
97   PR508  20250708   5924.0   5928.0  ...    13094.31   5898.0      5910.0       PR
98   PR509  20250708   5884.0   5894.0  ...   288298.09   5870.0      5868.0       PR
99   PR510  20250708   5864.0   5874.0  ...   114788.21   5856.0      5850.0       PR
100  PR511  20250708   5854.0   5860.0  ...    39434.75   5842.0      5828.0       PR
101  PR512  20250708   5850.0   5854.0  ...       43.78   5838.0      5826.0       PR
102  PR601  20250708   5850.0   5856.0  ...      192.72   5840.0      5824.0       PR
103  PR602  20250708   5878.0   5878.0  ...       17.63   5878.0      5888.0       PR
104  PR603  20250708   5882.0   5886.0  ...       35.31   5886.0      5898.0       PR
105  PR604  20250708   5882.0   5882.0  ...        8.82   5882.0      5882.0       PR
106  PR605  20250708   5882.0   5882.0  ...       26.45   5878.0      5876.0       PR
107  PR606  20250708      0.0      0.0  ...        0.00   5858.0      5858.0       PR
108  PX507  20250708      0.0      0.0  ...        0.00   6868.0      6868.0       PX
109  PX508  20250708   6726.0   6752.0  ...     2261.81   6722.0      6704.0       PX
110  PX509  20250708   6698.0   6724.0  ...   602715.95   6696.0      6674.0       PX
111  PX510  20250708   6682.0   6704.0  ...    81425.26   6676.0      6648.0       PX
112  PX511  20250708   6636.0   6672.0  ...   110832.43   6642.0      6610.0       PX
113  PX512  20250708   6610.0   6652.0  ...    13238.85   6624.0      6590.0       PX
114  PX601  20250708   6588.0   6632.0  ...    31953.81   6604.0      6564.0       PX
115  PX602  20250708   6566.0   6566.0  ...        3.28   6566.0      6570.0       PX
116  PX603  20250708   6600.0   6600.0  ...       16.45   6578.0      6546.0       PX
117  PX604  20250708   6576.0   6584.0  ...       45.94   6562.0      6552.0       PX
118  PX605  20250708   6566.0   6580.0  ...      347.63   6560.0      6546.0       PX
119  PX606  20250708   6564.0   6564.0  ...       16.36   6544.0      6548.0       PX
120  RI507  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250708      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250708   2460.0   2471.0  ...      974.76   2455.0      2459.0       RM
127  RM508  20250708   2584.0   2591.0  ...    23671.60   2577.0      2601.0       RM
128  RM509  20250708   2585.0   2592.0  ...   634831.45   2581.0      2600.0       RM
129  RM511  20250708   2412.0   2418.0  ...     1968.22   2412.0      2425.0       RM
130  RM601  20250708   2320.0   2322.0  ...   109321.25   2312.0      2327.0       RM
131  RM603  20250708   2298.0   2303.0  ...    12043.91   2294.0      2303.0       RM
132  RM605  20250708   2318.0   2318.0  ...    11464.67   2312.0      2327.0       RM
133  RS507  20250708      0.0      0.0  ...        0.00   4961.0      4950.0       RS
134  RS508  20250708      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250708   5030.0   5048.0  ...       40.31   5039.0      5028.0       RS
136  RS511  20250708   5029.0   5073.0  ...       20.20   5049.0      5103.0       RS
137  SA507  20250708   1133.0   1139.0  ...     2514.14   1136.0      1133.0       SA
138  SA508  20250708   1160.0   1184.0  ...    24600.14   1174.0      1167.0       SA
139  SA509  20250708   1166.0   1188.0  ...  3082677.17   1177.0      1171.0       SA
140  SA510  20250708   1185.0   1204.0  ...   108192.01   1192.0      1187.0       SA
141  SA511  20250708   1188.0   1207.0  ...   136259.45   1195.0      1189.0       SA
142  SA512  20250708   1208.0   1225.0  ...    25407.26   1216.0      1208.0       SA
143  SA601  20250708   1206.0   1228.0  ...   655391.48   1215.0      1207.0       SA
144  SA602  20250708   1220.0   1237.0  ...     3446.95   1228.0      1219.0       SA
145  SA603  20250708   1222.0   1239.0  ...     3153.84   1228.0      1222.0       SA
146  SA604  20250708   1236.0   1252.0  ...     1243.48   1243.0      1235.0       SA
147  SA605  20250708   1235.0   1254.0  ...    15598.39   1244.0      1235.0       SA
148  SA606  20250708   1245.0   1260.0  ...     1131.98   1255.0      1242.0       SA
149  SF507  20250708   5456.0   5468.0  ...     3621.57   5430.0      5456.0       SF
150  SF508  20250708   5360.0   5398.0  ...    14838.51   5346.0      5380.0       SF
151  SF509  20250708   5360.0   5402.0  ...   329390.50   5352.0      5374.0       SF
152  SF510  20250708   5288.0   5348.0  ...    61128.01   5288.0      5308.0       SF
153  SF511  20250708   5396.0   5478.0  ...    97969.54   5420.0      5438.0       SF
154  SF512  20250708   5384.0   5450.0  ...    17012.16   5400.0      5406.0       SF
155  SF601  20250708   5356.0   5418.0  ...     8907.52   5362.0      5374.0       SF
156  SF602  20250708   5274.0   5350.0  ...      198.74   5300.0      5310.0       SF
157  SF603  20250708   5410.0   5460.0  ...       10.85   5424.0      5450.0       SF
158  SF604  20250708   5388.0   5434.0  ...        5.41   5412.0      5392.0       SF
159  SF605  20250708   5386.0   5450.0  ...       70.34   5412.0      5418.0       SF
160  SF606  20250708   5326.0   5386.0  ...        5.36   5356.0      5374.0       SF
161  SH507  20250708      0.0      0.0  ...        0.00   2380.0      2380.0       SH
162  SH508  20250708   2437.0   2461.0  ...   142520.27   2442.0      2415.0       SH
163  SH509  20250708   2411.0   2439.0  ...  3977284.21   2418.0      2395.0       SH
164  SH510  20250708   2415.0   2455.0  ...   274815.13   2427.0      2411.0       SH
165  SH511  20250708   2387.0   2427.0  ...   181384.84   2403.0      2384.0       SH
166  SH512  20250708   2399.0   2428.0  ...    29380.58   2410.0      2396.0       SH
167  SH601  20250708   2378.0   2401.0  ...    89735.81   2389.0      2375.0       SH
168  SH602  20250708   2405.0   2420.0  ...     1200.22   2410.0      2401.0       SH
169  SH603  20250708   2402.0   2424.0  ...      644.18   2413.0      2400.0       SH
170  SH604  20250708   2431.0   2453.0  ...      285.57   2441.0      2434.0       SH
171  SH605  20250708   2417.0   2442.0  ...     7064.79   2428.0      2421.0       SH
172  SH606  20250708      0.0      0.0  ...        0.00   2446.0      2442.0       SH
173  SM507  20250708   5598.0   5650.0  ...      939.77   5612.0      5604.0       SM
174  SM508  20250708   5640.0   5684.0  ...    14913.18   5644.0      5634.0       SM
175  SM509  20250708   5640.0   5686.0  ...   454696.44   5646.0      5648.0       SM
176  SM510  20250708   5626.0   5670.0  ...    36405.61   5632.0      5638.0       SM
177  SM511  20250708   5704.0   5748.0  ...    77016.53   5716.0      5716.0       SM
178  SM512  20250708   5710.0   5736.0  ...     8856.10   5704.0      5704.0       SM
179  SM601  20250708   5686.0   5730.0  ...    21102.79   5694.0      5696.0       SM
180  SM602  20250708   5692.0   5716.0  ...       22.85   5714.0      5704.0       SM
181  SM603  20250708   5738.0   5738.0  ...        8.59   5728.0      5708.0       SM
182  SM604  20250708   5736.0   5736.0  ...        2.87   5736.0      5720.0       SM
183  SM605  20250708   5722.0   5760.0  ...      263.57   5730.0      5734.0       SM
184  SM606  20250708   5766.0   5766.0  ...        5.76   5764.0      5748.0       SM
185  SR507  20250708   5772.0   5772.0  ...      431.58   5754.0      5769.0       SR
186  SR509  20250708   5764.0   5766.0  ...   789553.08   5744.0      5758.0       SR
187  SR511  20250708   5654.0   5661.0  ...   121185.10   5639.0      5651.0       SR
188  SR601  20250708   5610.0   5610.0  ...    90513.53   5589.0      5598.0       SR
189  SR603  20250708   5574.0   5581.0  ...      962.23   5562.0      5571.0       SR
190  SR605  20250708   5554.0   5559.0  ...     7462.91   5545.0      5549.0       SR
191  TA507  20250708   4800.0   4808.0  ...     3713.95   4786.0      4778.0       TA
192  TA508  20250708   4758.0   4766.0  ...    44175.25   4744.0      4750.0       TA
193  TA509  20250708   4720.0   4730.0  ...  2002040.93   4710.0      4704.0       TA
194  TA510  20250708   4692.0   4706.0  ...    67439.18   4688.0      4676.0       TA
195  TA511  20250708   4676.0   4694.0  ...    49846.13   4678.0      4662.0       TA
196  TA512  20250708   4664.0   4684.0  ...     8862.62   4670.0      4648.0       TA
197  TA601  20250708   4654.0   4678.0  ...   346084.03   4658.0      4632.0       TA
198  TA602  20250708   4660.0   4676.0  ...       46.62   4662.0      4634.0       TA
199  TA603  20250708   4664.0   4668.0  ...       93.12   4656.0      4638.0       TA
200  TA604  20250708   4666.0   4682.0  ...       28.01   4670.0      4638.0       TA
201  TA605  20250708   4662.0   4694.0  ...     3616.90   4670.0      4646.0       TA
202  TA606  20250708   4670.0   4688.0  ...        9.36   4680.0      4648.0       TA
203  UR507  20250708   1744.0   1754.0  ...       52.52   1751.0      1734.0       UR
204  UR508  20250708   1738.0   1761.0  ...     1819.29   1749.0      1746.0       UR
205  UR509  20250708   1745.0   1769.0  ...   678928.14   1755.0      1746.0       UR
206  UR510  20250708   1732.0   1755.0  ...    20017.08   1744.0      1733.0       UR
207  UR511  20250708   1738.0   1756.0  ...    22811.05   1747.0      1737.0       UR
208  UR512  20250708   1729.0   1739.0  ...      287.18   1730.0      1723.0       UR
209  UR601  20250708   1707.0   1729.0  ...    66183.29   1718.0      1710.0       UR
210  UR602  20250708   1702.0   1722.0  ...      367.03   1715.0      1707.0       UR
211  UR603  20250708   1732.0   1742.0  ...       83.40   1737.0      1727.0       UR
212  UR604  20250708   1729.0   1733.0  ...       62.35   1732.0      1722.0       UR
213  UR605  20250708   1711.0   1730.0  ...     2853.76   1721.0      1714.0       UR
214  UR606  20250708   1708.0   1722.0  ...       75.56   1717.0      1711.0       UR
215  WH507  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250708      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250708      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-08 20:16:09,798 - future_1d - INFO - ak.get_czce_daily('2025-07-08') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250708   4150.0  ...   4150.00     4156.00        A
1     a2509  20250708   4083.0  ...   4090.00     4091.00        A
2     a2511  20250708   4033.0  ...   4037.00     4040.00        A
3     a2601  20250708   4018.0  ...   4022.00     4022.00        A
4     a2603  20250708   4012.0  ...   4014.00     4014.00        A
5     a2605  20250708   4040.0  ...   4052.00     4049.00        A
6     b2507  20250708      0.0  ...   3550.00     3550.00        B
7     b2508  20250708   3507.0  ...   3515.00     3533.00        B
8     b2509  20250708   3568.0  ...   3571.00     3579.00        B
9     b2510  20250708   3615.0  ...   3614.00     3626.00        B
10    b2511  20250708   3624.0  ...   3635.00     3642.00        B
11    b2512  20250708   3660.0  ...   3656.00     3670.00        B
12    b2601  20250708   3645.0  ...   3643.00     3655.00        B
13    b2602  20250708   3617.0  ...   3619.00     3628.00        B
14    b2603  20250708   3541.0  ...   3540.00     3543.00        B
15    b2604  20250708   3443.0  ...   3445.00     3449.00        B
16    b2605  20250708   3380.0  ...   3377.00     3382.00        B
17    b2606  20250708   3377.0  ...   3373.00     3380.00        B
18   bb2509  20250708    153.4  ...    154.15      153.70       BB
19   bb2511  20250708    157.5  ...    158.00      156.65       BB
20   bb2601  20250708    156.5  ...    156.25      155.35       BB
21   bb2603  20250708      0.0  ...    165.75      164.80       BB
22   bb2605  20250708      0.0  ...    165.75      164.80       BB
23   bz2603  20250708   5900.0  ...   5922.00     5900.00       BZ
24   bz2604  20250708   5950.0  ...   5919.00     5900.00       BZ
25   bz2605  20250708   6050.0  ...   5924.00     5900.00       BZ
26   bz2606  20250708   5900.0  ...   5913.00     5900.00       BZ
27    c2507  20250708   2335.0  ...   2316.00     2335.00        C
28    c2509  20250708   2326.0  ...   2320.00     2337.00        C
29    c2511  20250708   2284.0  ...   2276.00     2292.00        C
30    c2601  20250708   2245.0  ...   2240.00     2257.00        C
31    c2603  20250708   2244.0  ...   2240.00     2255.00        C
32    c2605  20250708   2280.0  ...   2266.00     2289.00        C
33   cs2507  20250708      0.0  ...   2729.00     2729.00       CS
34   cs2509  20250708   2680.0  ...   2675.00     2692.00       CS
35   cs2511  20250708   2629.0  ...   2630.00     2642.00       CS
36   cs2601  20250708   2630.0  ...   2629.00     2642.00       CS
37   cs2603  20250708   2619.0  ...   2616.00     2627.00       CS
38   cs2605  20250708   2660.0  ...   2652.00     2669.00       CS
39   eb2507  20250708      0.0  ...   7499.00     7539.00       EB
40   eb2508  20250708   7356.0  ...   7334.00     7354.00       EB
41   eb2509  20250708   7275.0  ...   7241.00     7262.00       EB
42   eb2510  20250708   7191.0  ...   7157.00     7178.00       EB
43   eb2511  20250708   7107.0  ...   7087.00     7103.00       EB
44   eb2512  20250708   7069.0  ...   7050.00     7064.00       EB
45   eb2601  20250708   7061.0  ...   7048.00     7061.00       EB
46   eb2602  20250708   7099.0  ...   7062.00     7088.00       EB
47   eb2603  20250708   7093.0  ...   7082.00     7102.00       EB
48   eb2604  20250708   7085.0  ...   7069.00     7082.00       EB
49   eb2605  20250708   7081.0  ...   7056.00     7088.00       EB
50   eb2606  20250708   7080.0  ...   7060.00     7080.00       EB
51   eg2507  20250708      0.0  ...   4226.00     4226.00       EG
52   eg2508  20250708   4262.0  ...   4257.00     4266.00       EG
53   eg2509  20250708   4285.0  ...   4273.00     4282.00       EG
54   eg2510  20250708   4292.0  ...   4284.00     4290.00       EG
55   eg2511  20250708   4305.0  ...   4291.00     4298.00       EG
56   eg2512  20250708   4297.0  ...   4285.00     4308.00       EG
57   eg2601  20250708   4319.0  ...   4300.00     4314.00       EG
58   eg2602  20250708   4298.0  ...   4299.00     4319.00       EG
59   eg2603  20250708   4334.0  ...   4334.00     4318.00       EG
60   eg2604  20250708      0.0  ...   4330.00     4330.00       EG
61   eg2605  20250708   4326.0  ...   4331.00     4325.00       EG
62   eg2606  20250708   4329.0  ...   4329.00     4357.00       EG
63   fb2507  20250708      0.0  ...   1341.50     1341.50       FB
64   fb2508  20250708   1325.0  ...   1325.00     1331.00       FB
65   fb2509  20250708   1310.5  ...   1310.50     1309.00       FB
66   fb2510  20250708   1327.0  ...   1325.00     1327.50       FB
67   fb2511  20250708   1324.0  ...   1325.00     1325.00       FB
68   fb2512  20250708   1322.0  ...   1323.50     1324.00       FB
69   fb2601  20250708   1297.0  ...   1300.50     1306.00       FB
70   fb2602  20250708      0.0  ...   1290.50     1295.50       FB
71   fb2603  20250708      0.0  ...   1313.50     1313.50       FB
72   fb2604  20250708      0.0  ...   1310.50     1310.50       FB
73   fb2605  20250708      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250708      0.0  ...   1292.50     1292.50       FB
75    i2507  20250708      0.0  ...    748.00      729.50        I
76    i2508  20250708    736.0  ...    736.50      737.00        I
77    i2509  20250708    731.0  ...    731.50      732.00        I
78    i2510  20250708    724.5  ...    725.50      725.50        I
79    i2511  20250708    718.5  ...    719.00      720.00        I
80    i2512  20250708    711.0  ...    712.00      713.00        I
81    i2601  20250708    708.0  ...    705.00      706.50        I
82    i2602  20250708    703.0  ...    702.00      704.50        I
83    i2603  20250708    698.5  ...    699.00      700.50        I
84    i2604  20250708    695.5  ...    695.00      696.50        I
85    i2605  20250708    687.5  ...    688.50      688.50        I
86    i2606  20250708    680.5  ...    682.50      683.50        I
87    j2507  20250708      0.0  ...   1304.50     1304.50        J
88    j2508  20250708   1381.5  ...   1392.50     1391.00        J
89    j2509  20250708   1417.0  ...   1421.50     1422.50        J
90    j2510  20250708   1428.0  ...   1433.00     1440.50        J
91    j2511  20250708      0.0  ...   1450.00     1450.00        J
92    j2512  20250708   1459.0  ...   1464.00     1452.00        J
93    j2601  20250708   1468.0  ...   1466.50     1464.00        J
94    j2602  20250708      0.0  ...   1481.50     1481.50        J
95    j2603  20250708   1506.0  ...   1505.00     1522.50        J
96    j2604  20250708      0.0  ...   1499.50     1499.50        J
97    j2605  20250708   1504.0  ...   1509.00     1504.50        J
98    j2606  20250708      0.0  ...   1528.00     1528.00        J
99   jd2507  20250708   2820.0  ...   2778.00     2814.00       JD
100  jd2508  20250708   3450.0  ...   3447.00     3491.00       JD
101  jd2509  20250708   3566.0  ...   3577.00     3609.00       JD
102  jd2510  20250708   3362.0  ...   3369.00     3375.00       JD
103  jd2511  20250708   3411.0  ...   3413.00     3420.00       JD
104  jd2512  20250708   3570.0  ...   3568.00     3575.00       JD
105  jd2601  20250708   3620.0  ...   3628.00     3629.00       JD
106  jd2602  20250708   3196.0  ...   3199.00     3197.00       JD
107  jd2603  20250708   3200.0  ...   3203.00     3203.00       JD
108  jd2604  20250708   3344.0  ...   3340.00     3336.00       JD
109  jd2605  20250708   3410.0  ...   3412.00     3404.00       JD
110  jd2606  20250708   3253.0  ...   3266.00     3258.00       JD
111  jm2507  20250708    822.0  ...    830.00      800.00       JM
112  jm2508  20250708    795.5  ...    798.00      793.50       JM
113  jm2509  20250708    832.0  ...    839.50      836.50       JM
114  jm2510  20250708    852.5  ...    856.50      854.50       JM
115  jm2511  20250708    867.0  ...    869.50      866.50       JM
116  jm2512  20250708    878.0  ...    880.00      878.50       JM
117  jm2601  20250708    885.0  ...    887.50      885.50       JM
118  jm2602  20250708    896.5  ...    896.00      896.00       JM
119  jm2603  20250708    899.0  ...    900.50      897.00       JM
120  jm2604  20250708    916.0  ...    914.00      908.50       JM
121  jm2605  20250708    918.5  ...    918.00      917.00       JM
122  jm2606  20250708    923.5  ...    928.50      926.50       JM
123   l2507  20250708      0.0  ...   7291.00     7291.00        L
124   l2508  20250708   7257.0  ...   7256.00     7257.00        L
125   l2509  20250708   7255.0  ...   7250.00     7250.00        L
126   l2510  20250708   7247.0  ...   7245.00     7241.00        L
127   l2511  20250708   7244.0  ...   7242.00     7240.00        L
128   l2512  20250708   7241.0  ...   7236.00     7233.00        L
129   l2601  20250708   7223.0  ...   7229.00     7220.00        L
130   l2602  20250708   7197.0  ...   7199.00     7210.00        L
131   l2603  20250708   7199.0  ...   7194.00     7214.00        L
132   l2604  20250708   7221.0  ...   7215.00     7291.00        L
133   l2605  20250708   7199.0  ...   7205.00     7201.00        L
134   l2606  20250708   7209.0  ...   7210.00     7215.00        L
135  lg2507  20250708    820.0  ...    819.50      823.00       LG
136  lg2509  20250708    785.0  ...    787.00      788.50       LG
137  lg2511  20250708    784.0  ...    784.00      784.00       LG
138  lg2601  20250708    783.0  ...    783.00      784.00       LG
139  lg2603  20250708    783.5  ...    785.00      786.50       LG
140  lg2605  20250708    787.5  ...    790.50      787.50       LG
141  lh2507  20250708      0.0  ...  13970.00    13970.00       LH
142  lh2509  20250708  14240.0  ...  14270.00    14255.00       LH
143  lh2511  20250708  13700.0  ...  13680.00    13720.00       LH
144  lh2601  20250708  13810.0  ...  13730.00    13800.00       LH
145  lh2603  20250708  12990.0  ...  12995.00    13000.00       LH
146  lh2605  20250708  13200.0  ...  13180.00    13180.00       LH
147   m2507  20250708   2808.0  ...   2802.00     2808.00        M
148   m2508  20250708   2913.0  ...   2919.00     2929.00        M
149   m2509  20250708   2935.0  ...   2938.00     2948.00        M
150   m2511  20250708   2973.0  ...   2975.00     2984.00        M
151   m2512  20250708   3011.0  ...   3012.00     3021.00        M
152   m2601  20250708   2988.0  ...   2990.00     3002.00        M
153   m2603  20250708   2855.0  ...   2856.00     2861.00        M
154   m2605  20250708   2710.0  ...   2706.00     2710.00        M
155   p2507  20250708      0.0  ...   8468.00     8468.00        P
156   p2508  20250708   8496.0  ...   8588.00     8470.00        P
157   p2509  20250708   8476.0  ...   8554.00     8446.00        P
158   p2510  20250708   8482.0  ...   8576.00     8452.00        P
159   p2511  20250708   8492.0  ...   8556.00     8450.00        P
160   p2512  20250708   8486.0  ...   8568.00     8450.00        P
161   p2601  20250708   8480.0  ...   8564.00     8454.00        P
162   p2602  20250708   8466.0  ...   8572.00     8446.00        P
163   p2603  20250708   8434.0  ...   8518.00     8416.00        P
164   p2604  20250708   8394.0  ...   8482.00     8374.00        P
165   p2605  20250708   8350.0  ...   8414.00     8324.00        P
166   p2606  20250708   8328.0  ...   8402.00     8312.00        P
167  pg2507  20250708      0.0  ...   4205.00     4205.00       PG
168  pg2508  20250708   4199.0  ...   4184.00     4179.00       PG
169  pg2509  20250708   4089.0  ...   4078.00     4078.00       PG
170  pg2510  20250708   4494.0  ...   4484.00     4477.00       PG
171  pg2511  20250708   4406.0  ...   4399.00     4393.00       PG
172  pg2512  20250708   4328.0  ...   4319.00     4315.00       PG
173  pg2601  20250708   4248.0  ...   4244.00     4232.00       PG
174  pg2602  20250708   4164.0  ...   4164.00     4158.00       PG
175  pg2603  20250708   4075.0  ...   4083.00     4072.00       PG
176  pg2604  20250708   4370.0  ...   4379.00     4369.00       PG
177  pg2605  20250708   4265.0  ...   4274.00     4267.00       PG
178  pg2606  20250708   4204.0  ...   4204.00     4205.00       PG
179  pp2507  20250708   7068.0  ...   7068.00     7051.00       PP
180  pp2508  20250708   7056.0  ...   7051.00     7057.00       PP
181  pp2509  20250708   7066.0  ...   7054.00     7059.00       PP
182  pp2510  20250708   7033.0  ...   7017.00     7030.00       PP
183  pp2511  20250708   7028.0  ...   7014.00     7028.00       PP
184  pp2512  20250708   7034.0  ...   7017.00     7030.00       PP
185  pp2601  20250708   7026.0  ...   7014.00     7023.00       PP
186  pp2602  20250708      0.0  ...   7015.00     7015.00       PP
187  pp2603  20250708      0.0  ...   7004.00     7004.00       PP
188  pp2604  20250708   7006.0  ...   7006.00     7015.00       PP
189  pp2605  20250708   7016.0  ...   7001.00     7009.00       PP
190  pp2606  20250708   7000.0  ...   7005.00     7011.00       PP
191  rr2507  20250708      0.0  ...   3578.00     3578.00       RR
192  rr2508  20250708   3594.0  ...   3587.00     3585.00       RR
193  rr2509  20250708   3597.0  ...   3595.00     3598.00       RR
194  rr2510  20250708   3610.0  ...   3608.00     3611.00       RR
195  rr2511  20250708   3605.0  ...   3605.00     3606.00       RR
196  rr2512  20250708   3596.0  ...   3596.00     3604.00       RR
197  rr2601  20250708   3603.0  ...   3598.00     3604.00       RR
198  rr2602  20250708   3617.0  ...   3610.00     3614.00       RR
199  rr2603  20250708   3611.0  ...   3611.00     3614.00       RR
200  rr2604  20250708   3625.0  ...   3622.00     3619.00       RR
201  rr2605  20250708   3615.0  ...   3614.00     3617.00       RR
202  rr2606  20250708      0.0  ...   3609.00     3609.00       RR
203   v2507  20250708   4821.0  ...   4812.00     4818.00        V
204   v2508  20250708   4856.0  ...   4848.00     4855.00        V
205   v2509  20250708   4882.0  ...   4886.00     4891.00        V
206   v2510  20250708   4919.0  ...   4915.00     4917.00        V
207   v2511  20250708   4950.0  ...   4944.00     4948.00        V
208   v2512  20250708   4966.0  ...   4969.00     4978.00        V
209   v2601  20250708   4995.0  ...   4991.00     4989.00        V
210   v2602  20250708   5003.0  ...   5013.00     5004.00        V
211   v2603  20250708   5035.0  ...   5035.00     5029.00        V
212   v2604  20250708   5181.0  ...   5177.00     5169.00        V
213   v2605  20250708   5190.0  ...   5198.00     5190.00        V
214   v2606  20250708   5204.0  ...   5209.00     5199.00        V
215   y2507  20250708      0.0  ...   8038.00     8038.00        Y
216   y2508  20250708   7884.0  ...   7884.00     7894.00        Y
217   y2509  20250708   7888.0  ...   7908.00     7896.00        Y
218   y2511  20250708   7920.0  ...   7930.00     7920.00        Y
219   y2512  20250708   7956.0  ...   7972.00     7956.00        Y
220   y2601  20250708   7902.0  ...   7910.00     7896.00        Y
221   y2603  20250708   7818.0  ...   7820.00     7800.00        Y
222   y2605  20250708   7604.0  ...   7612.00     7602.00        Y

[223 rows x 12 columns]
2025-07-08 20:16:10,273 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250708   505.5   513.8  ...  7741069.04   509.9      501.3      SC
1       SC2509  20250708   502.7   508.4  ...  1711097.24     505      496.9      SC
2       SC2510  20250708     496   500.3  ...   366004.61   497.6      490.6      SC
3       SC2511  20250708   490.6   494.9  ...    50024.83   491.4      485.9      SC
4       SC2512  20250708   486.6   490.7  ...    50669.61   487.2      482.5      SC
5       SC2601  20250708   484.2   487.8  ...     26193.5   484.1      480.5      SC
6       SC2602  20250708   482.2   484.6  ...    13084.75   477.5      478.5      SC
7       SC2603  20250708   476.1   481.6  ...     1386.43     478      474.4      SC
8       SC2604  20250708   475.6   475.6  ...       95.12   475.6      473.4      SC
9       SC2605  20250708                  ...           0   473.2      473.1      SC
10      SC2606  20250708     477     477  ...      664.64   474.7      470.9      SC
11      SC2607  20250708                  ...           0   471.9      471.9      SC
12      SC2609  20250708   473.4   474.1  ...      141.74   472.4        468      SC
13      SC2612  20250708   468.3   473.8  ...      188.39   470.9      465.1      SC
14      SC2703  20250708                  ...           0   466.9      466.2      SC
15      SC2706  20250708   473.5   473.5  ...        94.1   470.5      464.3      SC
16      SC2709  20250708                  ...           0   464.9        464      SC
17      SC2712  20250708   466.5   466.5  ...       46.65   466.5        461      SC
18      SC2803  20250708   465.4   465.4  ...       139.6   465.3      461.5      SC
19      SC2806  20250708   463.8   463.9  ...      231.64   463.2      461.3      SC
21      LU2508  20250708    3663    3699  ...    8779.438    3678       3617      LU
22      LU2509  20250708    3637    3684  ...  309091.246    3662       3602      LU
23      LU2510  20250708    3610    3643  ...   92684.189    3625       3573      LU
24      LU2511  20250708    3578    3607  ...     3229.28    3588       3545      LU
25      LU2512  20250708    3547    3568  ...     191.752    3550       3501      LU
26      LU2601  20250708    3524    3537  ...     194.019    3527       3488      LU
27      LU2602  20250708    3503    3512  ...      10.519    3506       3475      LU
28      LU2603  20250708    3484    3498  ...      27.912    3489       3475      LU
29      LU2604  20250708    3485    3487  ...      13.944    3486       3425      LU
30      LU2605  20250708    3456    3470  ...       34.63    3463       3413      LU
31      LU2606  20250708    3450    3450  ...      17.247    3449       3398      LU
32      LU2607  20250708    3445    3445  ...       3.445    3445       3403      LU
34      NR2507  20250708   11980   12060  ...     2865.85   11940      11960      NR
35      NR2508  20250708   12030   12130  ...   671760.75   12045      12005      NR
36      NR2509  20250708   12055   12130  ...  394393.425   12050      11995      NR
37      NR2510  20250708   12045   12135  ...    71143.42   12055      12005      NR
38      NR2511  20250708   12050   12145  ...   10366.365   12080      12005      NR
39      NR2512  20250708   12110   12170  ...    5859.625   12105      12030      NR
40      NR2601  20250708   12120   12190  ...    10453.56   12125      12055      NR
41      NR2602  20250708   12170   12170  ...       24.34   12170      12075      NR
42      NR2603  20250708   12165   12165  ...       48.62   12155      12070      NR
43      NR2604  20250708   12155   12235  ...      60.875   12175      12065      NR
44      NR2605  20250708   12180   12255  ...      73.295   12215      12105      NR
45      NR2606  20250708                  ...           0   12260      12260      NR
47      BC2507  20250708   70600   70600  ...         353   70600      70600      BC
48      BC2508  20250708   70660   70900  ...  102008.585   70690      70770      BC
49      BC2509  20250708   70490   70770  ...     7935.07   70530      70590      BC
50      BC2510  20250708                  ...           0   70980      70980      BC
51      BC2511  20250708                  ...           0   71800      71800      BC
52      BC2512  20250708                  ...           0   70700      70700      BC
53      BC2601  20250708                  ...           0   70900      71130      BC
54      BC2602  20250708                  ...           0   69410      69410      BC
55      BC2603  20250708                  ...           0   69290      69290      BC
56      BC2604  20250708                  ...           0   70800      70800      BC
57      BC2605  20250708                  ...           0   70970      70970      BC
58      BC2606  20250708                  ...           0   70490      70490      BC
60      EC2508  20250708    1900    2038  ...  570605.501    1979     1872.2      EC
61      EC2510  20250708    1358    1414  ...  149230.498  1387.7     1341.2      EC
62      EC2512  20250708  1552.1  1611.3  ...   29338.399  1571.8     1518.9      EC
63      EC2602  20250708  1337.1    1380  ...    5019.276  1356.5     1326.2      EC
64      EC2604  20250708    1170    1195  ...    8057.382  1181.4     1163.3      EC
65      EC2606  20250708    1330    1344  ...    866.5095    1333     1314.7      EC
68  SC_TAS2508  20250708                  ...                                 SC_TAS
69  SC_TAS2509  20250708                  ...                                 SC_TAS
70  SC_TAS2510  20250708                  ...                                 SC_TAS
71  SC_TAS2511  20250708                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-08 20:16:10,348 - future_1d - INFO - ak.get_ine_daily('2025-07-08') done
2025-07-08 20:16:12,103 - future_1d - INFO - save future_daily 2025-07-08 add
2025-07-08 20:16:12,110 - future_1d - INFO -                          0           1           2           3           4
symbol               a2507       a2509       a2511       a2601       a2603
date            2025-07-08  2025-07-08  2025-07-08  2025-07-08  2025-07-08
opencol             4150.0      4083.0      4033.0      4018.0      4012.0
high                4150.0      4118.0      4051.0      4036.0      4027.0
low                 4150.0      4068.0      4022.0      4009.0      4002.0
close               4150.0      4104.0      4042.0      4030.0      4022.0
volume               100.0    142102.0     20054.0      7062.0      2905.0
open_interest       1503.0    199776.0     74617.0     22325.0     24494.0
turnover             415.0   581244.61    80976.43    28409.19    11662.56
settle              4150.0      4090.0      4037.0      4022.0      4014.0
pre_settle          4156.0      4091.0      4040.0      4022.0      4014.0
variety                  A           A           A           A           A
exchange               DCE         DCE         DCE         DCE         DCE
comd                     a           a           a           a           a
contract             a2507       a2509       a2511       a2601       a2603
contract_yymm         2507        2509        2511        2601        2603
maturity_month           0           2           4           6           8
maturity_day            -7          55         116         177         236