LogViewer
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]
2025-07-10 23:52:22,481 - future_1d - INFO - ak.get_dce_daily('2025-07-08') done
2025-07-10 23:52:24,209 - future_1d - INFO - save future_daily 2025-07-08 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250709  ...   79110      79720      CU
1        1      CU2508  20250709  ...   78910      79480      CU
2        2      CU2509  20250709  ...   78740      79310      CU
3        3      CU2510  20250709  ...   78500      79040      CU
4        4      CU2511  20250709  ...   78260      78800      CU
5        5      CU2512  20250709  ...   78160      78630      CU
6        6      CU2601  20250709  ...   77950      78520      CU
7        7      CU2602  20250709  ...   77920      78360      CU
8        8      CU2603  20250709  ...   77960      78250      CU
9        9      CU2604  20250709  ...   77960      78280      CU
10      10      CU2605  20250709  ...   77910      78300      CU
11      11      CU2606  20250709  ...   77950      78440      CU
12      12      BC2507  20250709  ...   70600      70600      BC
13      13      BC2508  20250709  ...   70140      70690      BC
14      14      BC2509  20250709  ...   69880      70530      BC
15      15      BC2510  20250709  ...   70060      70980      BC
16      16      BC2511  20250709  ...   69080      71800      BC
17      17      BC2512  20250709  ...   69750      70700      BC
18      18      BC2601  20250709  ...   69810      70900      BC
19      19      BC2602  20250709  ...   69410      69410      BC
20      20      BC2603  20250709  ...   69290      69290      BC
21      21      BC2604  20250709  ...   69750      70800      BC
22      22      BC2605  20250709  ...   68280      70970      BC
23      23      BC2606  20250709  ...   67820      70490      BC
24      24      AL2507  20250709  ...   20690      20670      AL
25      25      AL2508  20250709  ...   20515      20495      AL
26      26      AL2509  20250709  ...   20455      20435      AL
27      27      AL2510  20250709  ...   20380      20360      AL
28      28      AL2511  20250709  ...   20295      20275      AL
29      29      AL2512  20250709  ...   20215      20185      AL
30      30      AL2601  20250709  ...   20170      20130      AL
31      31      AL2602  20250709  ...   20165      20125      AL
32      32      AL2603  20250709  ...   20170      20145      AL
33      33      AL2604  20250709  ...   20180      20140      AL
34      34      AL2605  20250709  ...   20180      20160      AL
35      35      AL2606  20250709  ...   20220      20165      AL
36      36      ZN2507  20250709  ...   22100      22020      ZN
37      37      ZN2508  20250709  ...   22080      22005      ZN
38      38      ZN2509  20250709  ...   22015      21910      ZN
39      39      ZN2510  20250709  ...   21960      21845      ZN
40      40      ZN2511  20250709  ...   21895      21785      ZN
41      41      ZN2512  20250709  ...   21840      21745      ZN
42      42      ZN2601  20250709  ...   21805      21710      ZN
43      43      ZN2602  20250709  ...   21795      21685      ZN
44      44      ZN2603  20250709  ...   21795      21705      ZN
45      45      ZN2604  20250709  ...   21790      21675      ZN
46      46      ZN2605  20250709  ...   21800      21660      ZN
47      47      ZN2606  20250709  ...   21790      21640      ZN
48      48      PB2507  20250709  ...   17145      17065      PB
49      49      PB2508  20250709  ...   17200      17115      PB
50      50      PB2509  20250709  ...   17220      17135      PB
51      51      PB2510  20250709  ...   17210      17130      PB
52      52      PB2511  20250709  ...   17215      17135      PB
53      53      PB2512  20250709  ...   17245      17150      PB
54      54      PB2601  20250709  ...   17220      17160      PB
55      55      PB2602  20250709  ...   17140      17140      PB
56      56      PB2603  20250709  ...   17175      17125      PB
57      57      PB2604  20250709  ...   17185      17140      PB
58      58      PB2605  20250709  ...   17120      17120      PB
59      59      PB2606  20250709  ...   17160      17115      PB
60      60      NI2507  20250709  ...  119770     120260      NI
61      61      NI2508  20250709  ...  119460     120590      NI
62      62      NI2509  20250709  ...  119540     120670      NI
63      63      NI2510  20250709  ...  119730     120790      NI
64      64      NI2511  20250709  ...  119920     121000      NI
65      65      NI2512  20250709  ...  120230     121160      NI
66      66      NI2601  20250709  ...  120290     121290      NI
67      67      NI2602  20250709  ...  120650     121530      NI
68      68      NI2603  20250709  ...  120920     121700      NI
69      69      NI2604  20250709  ...  121200     121890      NI
70      70      NI2605  20250709  ...  121220     122350      NI
71      71      NI2606  20250709  ...  121450     122370      NI
72      72      SN2507  20250709  ...  264600     264710      SN
73      73      SN2508  20250709  ...  263570     264240      SN
74      74      SN2509  20250709  ...  263430     264440      SN
75      75      SN2510  20250709  ...  262820     264220      SN
76      76      SN2511  20250709  ...  262210     264030      SN
77      77      SN2512  20250709  ...  262080     263910      SN
78      78      SN2601  20250709  ...  262340     263970      SN
79      79      SN2602  20250709  ...  263000     263730      SN
80      80      SN2603  20250709  ...  262630     264130      SN
81      81      SN2604  20250709  ...  263820     263550      SN
82      82      SN2605  20250709  ...  262010     263190      SN
83      83      SN2606  20250709  ...  262420     262100      SN
84      84      AO2507  20250709  ...    3304       3340      AO
85      85      AO2508  20250709  ...    3182       3143      AO
86      86      AO2509  20250709  ...    3122       3064      AO
87      87      AO2510  20250709  ...    3080       3021      AO
88      88      AO2511  20250709  ...    3062       3006      AO
89      89      AO2512  20250709  ...    3048       2996      AO
90      90      AO2601  20250709  ...    3035       2987      AO
91      91      AO2602  20250709  ...    3029       2990      AO
92      92      AO2603  20250709  ...    3015       2979      AO
93      93      AO2604  20250709  ...    3010       2978      AO
94      94      AO2605  20250709  ...    3003       2971      AO
95      95      AO2606  20250709  ...    2999       2971      AO
96      96      AD2511  20250709  ...   19835      19810      AD
97      97      AD2512  20250709  ...   19750      19740      AD
98      98      AD2601  20250709  ...   19725      19645      AD
99      99      AD2602  20250709  ...   19690      19665      AD
100    100      AD2603  20250709  ...   19610      19605      AD
101    101      AD2604  20250709  ...   19565      19670      AD
102    102      AD2605  20250709  ...   19505      19525      AD
103    103      AD2606  20250709  ...   19495      19495      AD
104    104      AU2507  20250709  ...  765.62     772.88      AU
105    105      AU2508  20250709  ...  767.12      772.5      AU
106    106      AU2509  20250709  ...  766.68     771.42      AU
107    107      AU2510  20250709  ...  769.52     774.54      AU
108    108      AU2512  20250709  ...   771.1     776.36      AU
109    109      AU2602  20250709  ...  773.08     778.54      AU
110    110      AU2604  20250709  ...  774.44     780.96      AU
111    111      AU2606  20250709  ...   774.6     782.16      AU
112    112      AG2507  20250709  ...    8881       8909      AG
113    113      AG2508  20250709  ...    8873       8883      AG
114    114      AG2509  20250709  ...    8888       8894      AG
115    115      AG2510  20250709  ...    8899       8917      AG
116    116      AG2511  20250709  ...    8910       8919      AG
117    117      AG2512  20250709  ...    8921       8934      AG
118    118      AG2601  20250709  ...    8934       8942      AG
119    119      AG2602  20250709  ...    8944       8958      AG
120    120      AG2603  20250709  ...    8958       8964      AG
121    121      AG2604  20250709  ...    8966       8986      AG
122    122      AG2605  20250709  ...    8980       8994      AG
123    123      AG2606  20250709  ...    8992       9006      AG
124    124      RB2507  20250709  ...    3055       3070      RB
125    125      RB2508  20250709  ...    3033       3026      RB
126    126      RB2509  20250709  ...    3033       3027      RB
127    127      RB2510  20250709  ...    3065       3061      RB
128    128      RB2511  20250709  ...    3079       3074      RB
129    129      RB2512  20250709  ...    3096       3088      RB
130    130      RB2601  20250709  ...    3088       3081      RB
131    131      RB2602  20250709  ...    3076       3070      RB
132    132      RB2603  20250709  ...    3083       3078      RB
133    133      RB2604  20250709  ...    3084       3078      RB
134    134      RB2605  20250709  ...    3100       3094      RB
135    135      RB2606  20250709  ...    3106       3097      RB
136    136      WR2507  20250709  ...    3356       3356      WR
137    137      WR2508  20250709  ...    3190       3378      WR
138    138      WR2509  20250709  ...    3251       3251      WR
139    139      WR2510  20250709  ...    3299       3306      WR
140    140      WR2511  20250709  ...    3350       3350      WR
141    141      WR2512  20250709  ...    3362       3362      WR
142    142      WR2601  20250709  ...    3333       3298      WR
143    143      WR2602  20250709  ...    3396       3396      WR
144    144      WR2603  20250709  ...    3387       3387      WR
145    145      WR2604  20250709  ...    3392       3392      WR
146    146      WR2605  20250709  ...    3370       3370      WR
147    147      WR2606  20250709  ...    3356       3321      WR
148    148      HC2507  20250709  ...    3176       3191      HC
149    149      HC2508  20250709  ...    3196       3199      HC
150    150      HC2509  20250709  ...    3202       3196      HC
151    151      HC2510  20250709  ...    3193       3187      HC
152    152      HC2511  20250709  ...    3197       3192      HC
153    153      HC2512  20250709  ...    3209       3193      HC
154    154      HC2601  20250709  ...    3203       3198      HC
155    155      HC2602  20250709  ...    3207       3203      HC
156    156      HC2603  20250709  ...    3209       3196      HC
157    157      HC2604  20250709  ...    3217       3207      HC
158    158      HC2605  20250709  ...    3206       3201      HC
159    159      HC2606  20250709  ...    3215       3215      HC
160    160      SS2507  20250709  ...   12595      12560      SS
161    161      SS2508  20250709  ...   12730      12725      SS
162    162      SS2509  20250709  ...   12655      12660      SS
163    163      SS2510  20250709  ...   12650      12650      SS
164    164      SS2511  20250709  ...   12675      12685      SS
165    165      SS2512  20250709  ...   12710      12705      SS
166    166      SS2601  20250709  ...   12760      12745      SS
167    167      SS2602  20250709  ...   12800      12790      SS
168    168      SS2603  20250709  ...   12840      12815      SS
169    169      SS2604  20250709  ...   12865      12855      SS
170    170      SS2605  20250709  ...   12900      12875      SS
171    171      SS2606  20250709  ...   12930      12920      SS
172    172      SC2508  20250709  ...   515.7      509.9      SC
173    173      SC2509  20250709  ...   510.6        505      SC
174    174      SC2510  20250709  ...   503.3      497.6      SC
175    175      SC2511  20250709  ...   496.9      491.4      SC
176    176      SC2512  20250709  ...   492.3      487.2      SC
177    177      SC2601  20250709  ...   489.2      484.1      SC
178    178      SC2602  20250709  ...   485.4      477.5      SC
179    179      SC2603  20250709  ...   483.1        478      SC
180    180      SC2604  20250709  ...   478.6      475.6      SC
181    181      SC2605  20250709  ...   477.6      473.2      SC
182    182      SC2606  20250709  ...   477.7      474.7      SC
183    183      SC2607  20250709  ...   472.5      471.9      SC
184    184      SC2609  20250709  ...   472.6      472.4      SC
185    185      SC2612  20250709  ...   472.2      470.9      SC
186    186      SC2703  20250709  ...   467.9      466.9      SC
187    187      SC2706  20250709  ...   470.7      470.5      SC
188    188      SC2709  20250709  ...   466.8      464.9      SC
189    189      SC2712  20250709  ...   466.5      466.5      SC
190    190      SC2803  20250709  ...   465.8      465.3      SC
191    191      SC2806  20250709  ...   463.2      463.2      SC
192    192      LU2508  20250709  ...    3709       3678      LU
193    193      LU2509  20250709  ...    3697       3662      LU
194    194      LU2510  20250709  ...    3662       3625      LU
195    195      LU2511  20250709  ...    3626       3588      LU
196    196      LU2512  20250709  ...    3596       3550      LU
197    197      LU2601  20250709  ...    3561       3527      LU
198    198      LU2602  20250709  ...    3543       3506      LU
199    199      LU2603  20250709  ...    3510       3489      LU
200    200      LU2604  20250709  ...    3486       3486      LU
201    201      LU2605  20250709  ...    3483       3463      LU
202    202      LU2606  20250709  ...    3477       3449      LU
203    203      LU2607  20250709  ...    3459       3445      LU
204    204      FU2508  20250709  ...    2945       2931      FU
205    205      FU2509  20250709  ...    2982       2967      FU
206    206      FU2510  20250709  ...    2966       2941      FU
207    207      FU2511  20250709  ...    2934       2907      FU
208    208      FU2512  20250709  ...    2904       2877      FU
209    209      FU2601  20250709  ...    2890       2865      FU
210    210      FU2602  20250709  ...    2877       2854      FU
211    211      FU2603  20250709  ...    2857       2836      FU
212    212      FU2604  20250709  ...    2843       2823      FU
213    213      FU2605  20250709  ...    2827       2808      FU
214    214      FU2606  20250709  ...    2805       2793      FU
215    215      FU2607  20250709  ...    2787       2778      FU
216    216      BU2507  20250709  ...    3663       3665      BU
217    217      BU2508  20250709  ...    3650       3620      BU
218    218      BU2509  20250709  ...    3619       3592      BU
219    219      BU2510  20250709  ...    3569       3541      BU
220    220      BU2511  20250709  ...    3503       3471      BU
221    221      BU2512  20250709  ...    3428       3393      BU
222    222      BU2601  20250709  ...    3388       3351      BU
223    223      BU2602  20250709  ...    3382       3345      BU
224    224      BU2603  20250709  ...    3381       3305      BU
225    225      BU2604  20250709  ...    3353       3320      BU
226    226      BU2605  20250709  ...    3341       3315      BU
227    227      BU2606  20250709  ...    3338       3299      BU
228    228      BU2609  20250709  ...    3308       3282      BU
229    229      BU2612  20250709  ...    3262       3243      BU
230    230      BU2703  20250709  ...    3266       3247      BU
231    231      BU2706  20250709  ...    3265       3240      BU
232    232      BR2507  20250709  ...   11200      11200      BR
233    233      BR2508  20250709  ...   11315      11205      BR
234    234      BR2509  20250709  ...   11245      11130      BR
235    235      BR2510  20250709  ...   11220      11100      BR
236    236      BR2511  20250709  ...   11200      11075      BR
237    237      BR2512  20250709  ...   11195      11045      BR
238    238      BR2601  20250709  ...   11185      11060      BR
239    239      BR2602  20250709  ...   11170      11045      BR
240    240      BR2603  20250709  ...   11160      11065      BR
241    241      BR2604  20250709  ...   11205      11015      BR
242    242      BR2605  20250709  ...   11185      11025      BR
243    243      BR2606  20250709  ...   11150      11010      BR
244    244      RU2507  20250709  ...   13845      13855      RU
245    245      RU2508  20250709  ...   13935      13940      RU
246    246      RU2509  20250709  ...   14005      13990      RU
247    247      RU2510  20250709  ...   14030      14040      RU
248    248      RU2511  20250709  ...   14025      14010      RU
249    249      RU2601  20250709  ...   14885      14860      RU
250    250      RU2603  20250709  ...   14880      14840      RU
251    251      RU2604  20250709  ...   14860      14845      RU
252    252      RU2605  20250709  ...   14935      14910      RU
253    253      RU2606  20250709  ...   14950      14950      RU
254    254      NR2507  20250709  ...   12015      11940      NR
255    255      NR2508  20250709  ...   12040      12045      NR
256    256      NR2509  20250709  ...   12060      12050      NR
257    257      NR2510  20250709  ...   12075      12055      NR
258    258      NR2511  20250709  ...   12095      12080      NR
259    259      NR2512  20250709  ...   12105      12105      NR
260    260      NR2601  20250709  ...   12130      12125      NR
261    261      NR2602  20250709  ...   12200      12170      NR
262    262      NR2603  20250709  ...   12180      12155      NR
263    263      NR2604  20250709  ...   12195      12175      NR
264    264      NR2605  20250709  ...   12250      12215      NR
265    265      NR2606  20250709  ...   12225      12260      NR
266    266      SP2507  20250709  ...    5050       5030      SP
267    267      SP2508  20250709  ...    5070       5050      SP
268    268      SP2509  20250709  ...    5094       5072      SP
269    269      SP2510  20250709  ...    5108       5088      SP
270    270      SP2511  20250709  ...    5098       5078      SP
271    271      SP2512  20250709  ...    5092       5078      SP
272    272      SP2601  20250709  ...    5308       5282      SP
273    273      SP2602  20250709  ...    5248       5238      SP
274    274      SP2603  20250709  ...    5248       5224      SP
275    275      SP2604  20250709  ...    5252       5232      SP
276    276      SP2605  20250709  ...    5250       5226      SP
277    277      SP2606  20250709  ...    5254       5234      SP
278    278      EC2508  20250709  ...  1990.2       1979      EC
279    279      EC2510  20250709  ...  1382.4     1387.7      EC
280    280      EC2512  20250709  ...  1551.1     1571.8      EC
281    281      EC2602  20250709  ...  1348.7     1356.5      EC
282    282      EC2604  20250709  ...  1184.2     1181.4      EC
283    283      EC2606  20250709  ...  1325.2       1333      EC
284    285  SC_TAS2508  20250709  ...                     SC_TAS
285    286  SC_TAS2509  20250709  ...                     SC_TAS
286    287  SC_TAS2510  20250709  ...                     SC_TAS
287    288  SC_TAS2511  20250709  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-10 23:52:34,720 - future_1d - INFO - ak.get_shfe_daily('2025-07-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250709  37535.0  ...  38185.0     37535.0       PS
1   PS2508  20250709  38480.0  ...  39190.0     37390.0       PS
2   PS2509  20250709  38140.0  ...  38810.0     37220.0       PS
3   PS2510  20250709  38045.0  ...  38630.0     37130.0       PS
4   PS2511  20250709  37980.0  ...  38440.0     36950.0       PS
5   PS2512  20250709  40275.0  ...  40765.0     39675.0       PS
6   PS2601  20250709  39860.0  ...  40680.0     39670.0       PS
7   PS2602  20250709  40205.0  ...  40535.0     39890.0       PS
8   PS2603  20250709  40305.0  ...  40575.0     39660.0       PS
9   PS2604  20250709  40070.0  ...  40345.0     39050.0       PS
10  PS2605  20250709  39840.0  ...  40305.0     38930.0       PS
11  PS2606  20250709  40425.0  ...  41000.0     40130.0       PS
13  SI2507  20250709   8160.0  ...   8160.0      8035.0       SI
14  SI2508  20250709   8200.0  ...   8175.0      8170.0       SI
15  SI2509  20250709   8200.0  ...   8165.0      8195.0       SI
16  SI2510  20250709   8200.0  ...   8145.0      8195.0       SI
17  SI2511  20250709   8135.0  ...   8115.0      8130.0       SI
18  SI2512  20250709   8505.0  ...   8430.0      8460.0       SI
19  SI2601  20250709   8465.0  ...   8385.0      8415.0       SI
20  SI2602  20250709   8465.0  ...   8395.0      8425.0       SI
21  SI2603  20250709   8465.0  ...   8400.0      8440.0       SI
22  SI2604  20250709   8440.0  ...   8410.0      8450.0       SI
23  SI2605  20250709   8475.0  ...   8390.0      8390.0       SI
24  SI2606  20250709   8435.0  ...   8385.0      8365.0       SI
27  LC2507  20250709  64320.0  ...  64400.0     64320.0       LC
28  LC2508  20250709  64000.0  ...  64700.0     64600.0       LC
29  LC2509  20250709  63860.0  ...  64460.0     64300.0       LC
30  LC2510  20250709  63840.0  ...  64280.0     64180.0       LC
31  LC2511  20250709  63660.0  ...  64100.0     63940.0       LC
32  LC2512  20250709  63860.0  ...  64260.0     64160.0       LC
33  LC2601  20250709  64000.0  ...  64300.0     64200.0       LC
34  LC2602  20250709  63860.0  ...  64200.0     64200.0       LC
35  LC2603  20250709  63900.0  ...  64260.0     64200.0       LC
36  LC2604  20250709  64340.0  ...  64800.0     64540.0       LC
37  LC2605  20250709  64420.0  ...  64600.0     64600.0       LC
38  LC2606  20250709  64320.0  ...  64820.0     64620.0       LC

[36 rows x 12 columns]
2025-07-10 23:52:34,853 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250709     513     521  ...  6649274.55   515.7      509.9      SC
1       SC2509  20250709   508.4   513.8  ...  1940966.17   510.6        505      SC
2       SC2510  20250709   501.6   506.7  ...    388812.8   503.3      497.6      SC
3       SC2511  20250709   495.5   500.4  ...    36921.48   496.9      491.4      SC
4       SC2512  20250709   490.6   495.9  ...     20532.6   492.3      487.2      SC
5       SC2601  20250709   487.6   491.8  ...    25686.98   489.2      484.1      SC
6       SC2602  20250709   484.2     488  ...    20924.01   485.4      477.5      SC
7       SC2603  20250709   481.5   484.5  ...     4300.42   483.1        478      SC
8       SC2604  20250709   478.2   479.1  ...       95.73   478.6      475.6      SC
9       SC2605  20250709                  ...           0   477.6      473.2      SC
10      SC2606  20250709     477   478.5  ...      429.98   477.7      474.7      SC
11      SC2607  20250709                  ...           0   472.5      471.9      SC
12      SC2609  20250709                  ...           0   472.6      472.4      SC
13      SC2612  20250709   472.2   472.2  ...       47.22   472.2      470.9      SC
14      SC2703  20250709                  ...           0   467.9      466.9      SC
15      SC2706  20250709   469.9   471.6  ...       94.15   470.7      470.5      SC
16      SC2709  20250709                  ...           0   466.8      464.9      SC
17      SC2712  20250709                  ...           0   466.5      466.5      SC
18      SC2803  20250709   465.4   466.3  ...      186.33   465.8      465.3      SC
19      SC2806  20250709                  ...           0   463.2      463.2      SC
21      LU2508  20250709    3698    3728  ...     7441.74    3709       3678      LU
22      LU2509  20250709    3680    3714  ...  265176.029    3697       3662      LU
23      LU2510  20250709    3643    3678  ...  133650.787    3662       3625      LU
24      LU2511  20250709    3606    3644  ...    5005.086    3626       3588      LU
25      LU2512  20250709    3580    3607  ...      86.326    3596       3550      LU
26      LU2601  20250709    3550    3575  ...     616.067    3561       3527      LU
27      LU2602  20250709    3543    3543  ...       3.543    3543       3506      LU
28      LU2603  20250709    3498    3523  ...      42.122    3510       3489      LU
29      LU2604  20250709                  ...           0    3486       3486      LU
30      LU2605  20250709    3475    3495  ...      83.614    3483       3463      LU
31      LU2606  20250709    3467    3483  ...     121.719    3477       3449      LU
32      LU2607  20250709    3444    3469  ...      51.885    3459       3445      LU
34      NR2507  20250709   12030   12050  ...     1081.35   12015      11940      NR
35      NR2508  20250709   12075   12125  ...  741056.375   12040      12045      NR
36      NR2509  20250709   12080   12135  ...  473102.555   12060      12050      NR
37      NR2510  20250709   12085   12140  ...   72289.935   12075      12055      NR
38      NR2511  20250709   12080   12145  ...     1282.45   12095      12080      NR
39      NR2512  20250709   12100   12165  ...     859.745   12105      12105      NR
40      NR2601  20250709   12130   12190  ...     4538.14   12130      12125      NR
41      NR2602  20250709   12200   12200  ...         183   12200      12170      NR
42      NR2603  20250709   12195   12230  ...       85.29   12180      12155      NR
43      NR2604  20250709   12200   12200  ...       24.39   12195      12175      NR
44      NR2605  20250709   12250   12285  ...       85.75   12250      12215      NR
45      NR2606  20250709   12225   12225  ...      12.225   12225      12260      NR
47      BC2507  20250709                  ...           0   70600      70600      BC
48      BC2508  20250709   70810   71340  ...  386873.235   70140      70690      BC
49      BC2509  20250709   70710   70900  ...    39587.96   69880      70530      BC
50      BC2510  20250709   70620   70620  ...     245.215   70060      70980      BC
51      BC2511  20250709   69510   69510  ...     483.565   69080      71800      BC
52      BC2512  20250709                  ...           0   69750      70700      BC
53      BC2601  20250709                  ...           0   69810      70900      BC
54      BC2602  20250709                  ...           0   69410      69410      BC
55      BC2603  20250709                  ...           0   69290      69290      BC
56      BC2604  20250709                  ...           0   69750      70800      BC
57      BC2605  20250709                  ...           0   68280      70970      BC
58      BC2606  20250709                  ...           0   67820      70490      BC
60      EC2508  20250709  2015.2    2030  ...  252742.326  1990.2       1979      EC
61      EC2510  20250709    1385  1395.8  ...   71128.793  1382.4     1387.7      EC
62      EC2512  20250709  1555.4    1580  ...  16171.0555  1551.1     1571.8      EC
63      EC2602  20250709  1358.6  1359.5  ...    2110.858  1348.7     1356.5      EC
64      EC2604  20250709    1196    1196  ...   3890.1385  1184.2     1181.4      EC
65      EC2606  20250709  1339.8  1339.8  ...     662.649  1325.2       1333      EC
68  SC_TAS2508  20250709                  ...                                 SC_TAS
69  SC_TAS2509  20250709                  ...                                 SC_TAS
70  SC_TAS2510  20250709                  ...                                 SC_TAS
71  SC_TAS2511  20250709                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-10 23:52:34,913 - future_1d - INFO - ak.get_ine_daily('2025-07-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250709  5959.800  ...  5937.200    5952.600       IC
1   IC2508  20250709  5906.400  ...  5882.400    5897.200       IC
2   IC2509  20250709  5850.000  ...  5830.000    5848.000       IC
3   IC2512  20250709  5735.600  ...  5706.800    5726.000       IC
4   IF2507  20250709  3981.600  ...  3981.800    3983.000       IF
5   IF2508  20250709  3966.000  ...  3964.400    3966.200       IF
6   IF2509  20250709  3958.600  ...  3957.000    3959.200       IF
7   IF2512  20250709  3925.000  ...  3923.400    3923.400       IF
8   IH2507  20250709  2730.000  ...  2731.400    2733.400       IH
9   IH2508  20250709  2726.200  ...  2726.600    2729.400       IH
10  IH2509  20250709  2727.000  ...  2727.000    2728.800       IH
11  IH2512  20250709  2728.200  ...  2727.400    2728.600       IH
12  IM2507  20250709  6369.800  ...  6365.000    6369.800       IM
13  IM2508  20250709  6308.000  ...  6292.800    6297.800       IM
14  IM2509  20250709  6240.000  ...  6219.800    6226.200       IM
15  IM2512  20250709  6050.000  ...  6032.200    6040.200       IM
16   T2509  20250709   109.020  ...   109.020     108.995        T
17   T2512  20250709   109.100  ...   109.100     109.075        T
18   T2603  20250709   109.075  ...   109.075     109.045        T
19  TF2509  20250709   106.145  ...   106.135     106.125       TF
20  TF2512  20250709   106.250  ...   106.225     106.225       TF
21  TF2603  20250709   106.255  ...   106.270     106.270       TF
22  TL2509  20250709   120.900  ...   120.960     120.860       TL
23  TL2512  20250709   120.710  ...   120.810     120.740       TL
24  TL2603  20250709   120.650  ...   120.610     120.560       TL
25  TS2509  20250709   102.472  ...   102.456     102.466       TS
26  TS2512  20250709   102.600  ...   102.576     102.582       TS
27  TS2603  20250709   102.682  ...   102.684     102.690       TS

[28 rows x 12 columns]
2025-07-10 23:52:35,079 - future_1d - INFO - ak.get_cffex_daily('2025-07-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250709   7670.0   7800.0  ...   717100.00   7751.0      7666.0       AP
1    AP511  20250709   7540.0   7620.0  ...     2425.16   7579.0      7506.0       AP
2    AP512  20250709   7600.0   7646.0  ...      144.67   7614.0      7549.0       AP
3    AP601  20250709   7581.0   7678.0  ...    28720.63   7636.0      7574.0       AP
4    AP603  20250709   7608.0   7647.0  ...      213.38   7621.0      7556.0       AP
5    AP604  20250709   7691.0   7691.0  ...      306.98   7674.0      7638.0       AP
6    AP605  20250709   7699.0   7758.0  ...      681.15   7740.0      7683.0       AP
7    CF507  20250709  13560.0  13610.0  ...     2280.25  13535.0     13550.0       CF
8    CF509  20250709  13790.0  13855.0  ...  1487327.69  13770.0     13760.0       CF
9    CF511  20250709  13685.0  13745.0  ...   197156.00  13675.0     13670.0       CF
10   CF601  20250709  13750.0  13800.0  ...   406722.73  13740.0     13735.0       CF
11   CF603  20250709  13710.0  13765.0  ...     1330.90  13720.0     13700.0       CF
12   CF605  20250709  13745.0  13790.0  ...     6412.57  13715.0     13725.0       CF
13   CJ507  20250709   9450.0   9450.0  ...       47.03   9405.0      9450.0       CJ
14   CJ509  20250709   9400.0   9455.0  ...   211023.82   9380.0      9460.0       CJ
15   CJ512  20250709  10285.0  10330.0  ...    16923.27  10245.0     10330.0       CJ
16   CJ601  20250709  10400.0  10445.0  ...  1046991.67  10360.0     10470.0       CJ
17   CJ603  20250709  10505.0  10570.0  ...    21742.29  10490.0     10580.0       CJ
18   CJ605  20250709  10755.0  10810.0  ...    84099.51  10735.0     10855.0       CJ
19   CY507  20250709      0.0      0.0  ...        0.00  19805.0     19840.0       CY
20   CY508  20250709      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250709  19940.0  20005.0  ...    90368.84  19915.0     19950.0       CY
22   CY510  20250709      0.0      0.0  ...        0.00  19535.0     19570.0       CY
23   CY511  20250709      0.0      0.0  ...        0.00  20060.0     20060.0       CY
24   CY512  20250709      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250709  19900.0  19955.0  ...       89.37  19860.0     19935.0       CY
26   CY602  20250709      0.0      0.0  ...        0.00  19830.0     19830.0       CY
27   CY603  20250709      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250709      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250709  19915.0  19915.0  ...        9.96  19915.0     20025.0       CY
30   CY606  20250709      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250709    966.0    971.0  ...      139.72    970.0       960.0       FG
32   FG508  20250709   1042.0   1055.0  ...    19791.80   1047.0      1041.0       FG
33   FG509  20250709   1026.0   1037.0  ...  2504679.29   1029.0      1024.0       FG
34   FG510  20250709   1080.0   1087.0  ...    35154.50   1082.0      1075.0       FG
35   FG511  20250709   1067.0   1076.0  ...    47101.91   1071.0      1063.0       FG
36   FG512  20250709   1135.0   1143.0  ...    11175.48   1135.0      1129.0       FG
37   FG601  20250709   1121.0   1134.0  ...   311079.97   1125.0      1120.0       FG
38   FG602  20250709   1166.0   1172.0  ...      393.40   1164.0      1160.0       FG
39   FG603  20250709   1160.0   1169.0  ...      397.36   1162.0      1156.0       FG
40   FG604  20250709   1198.0   1207.0  ...      485.14   1201.0      1195.0       FG
41   FG605  20250709   1190.0   1203.0  ...     5510.66   1197.0      1191.0       FG
42   FG606  20250709   1214.0   1219.0  ...      230.58   1214.0      1208.0       FG
43   JR507  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250709      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250709      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250709      0.0      0.0  ...        0.00   2353.0      2353.0       MA
54   MA508  20250709   2382.0   2398.0  ...    19338.97   2382.0      2391.0       MA
55   MA509  20250709   2365.0   2380.0  ...  1934445.25   2365.0      2382.0       MA
56   MA510  20250709   2385.0   2397.0  ...    55009.54   2384.0      2394.0       MA
57   MA511  20250709   2401.0   2411.0  ...    55678.76   2396.0      2404.0       MA
58   MA512  20250709   2418.0   2434.0  ...    13120.86   2419.0      2426.0       MA
59   MA601  20250709   2415.0   2438.0  ...   198591.85   2422.0      2428.0       MA
60   MA602  20250709   2407.0   2421.0  ...       24.09   2409.0      2415.0       MA
61   MA603  20250709   2401.0   2415.0  ...      103.42   2405.0      2414.0       MA
62   MA604  20250709   2376.0   2376.0  ...        4.75   2376.0      2393.0       MA
63   MA605  20250709   2351.0   2360.0  ...     3346.64   2347.0      2359.0       MA
64   MA606  20250709   2357.0   2359.0  ...       42.37   2354.0      2360.0       MA
65   OI507  20250709      0.0      0.0  ...        0.00   9600.0      9600.0       OI
66   OI509  20250709   9588.0   9598.0  ...  2607031.01   9546.0      9535.0       OI
67   OI511  20250709   9583.0   9583.0  ...   140518.82   9539.0      9528.0       OI
68   OI601  20250709   9525.0   9540.0  ...   397715.17   9486.0      9484.0       OI
69   OI603  20250709   9477.0   9481.0  ...     3659.10   9431.0      9452.0       OI
70   OI605  20250709   9376.0   9376.0  ...     3615.18   9342.0      9339.0       OI
71   PF507  20250709   6568.0   6630.0  ...      132.51   6626.0      6626.0       PF
72   PF508  20250709   6522.0   6544.0  ...   279642.93   6528.0      6520.0       PF
73   PF509  20250709   6406.0   6432.0  ...   193303.73   6412.0      6398.0       PF
74   PF510  20250709   6402.0   6422.0  ...    61793.94   6400.0      6388.0       PF
75   PF511  20250709   6374.0   6390.0  ...    78746.78   6370.0      6358.0       PF
76   PF512  20250709   6346.0   6372.0  ...    49565.08   6360.0      6340.0       PF
77   PF601  20250709   6360.0   6386.0  ...     3592.77   6370.0      6352.0       PF
78   PF602  20250709   6370.0   6404.0  ...       44.59   6370.0      6356.0       PF
79   PF603  20250709   6376.0   6416.0  ...       66.94   6376.0      6366.0       PF
80   PF604  20250709   6378.0   6416.0  ...       44.70   6386.0      6372.0       PF
81   PF605  20250709   6380.0   6426.0  ...      108.75   6398.0      6366.0       PF
82   PF606  20250709   6374.0   6388.0  ...        6.38   6382.0      6366.0       PF
83   PK510  20250709   8130.0   8196.0  ...   197959.13   8158.0      8106.0       PK
84   PK511  20250709   7934.0   8024.0  ...    95661.77   7986.0      7914.0       PK
85   PK512  20250709   7934.0   7984.0  ...     3549.71   7968.0      7908.0       PK
86   PK601  20250709   7922.0   7968.0  ...     7811.18   7946.0      7914.0       PK
87   PK603  20250709   7932.0   7958.0  ...       39.74   7948.0      7912.0       PK
88   PK604  20250709   7956.0   7956.0  ...        7.95   7952.0      7924.0       PK
89   PK605  20250709   7952.0   7968.0  ...      338.25   7960.0      7938.0       PK
90   PM507  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250709   5920.0   5920.0  ...       17.76   5920.0      5922.0       PR
97   PR508  20250709   5908.0   5908.0  ...    12670.50   5892.0      5898.0       PR
98   PR509  20250709   5872.0   5890.0  ...   366098.76   5874.0      5870.0       PR
99   PR510  20250709   5856.0   5884.0  ...   248328.55   5866.0      5856.0       PR
100  PR511  20250709   5852.0   5876.0  ...    65277.52   5854.0      5842.0       PR
101  PR512  20250709   5848.0   5848.0  ...        8.77   5848.0      5838.0       PR
102  PR601  20250709   5850.0   5866.0  ...      105.36   5854.0      5840.0       PR
103  PR602  20250709      0.0      0.0  ...        0.00   5898.0      5878.0       PR
104  PR603  20250709   5898.0   5930.0  ...       17.74   5914.0      5886.0       PR
105  PR604  20250709   5892.0   5930.0  ...       17.73   5912.0      5882.0       PR
106  PR605  20250709   5896.0   5896.0  ...       17.67   5892.0      5878.0       PR
107  PR606  20250709      0.0      0.0  ...        0.00   5858.0      5858.0       PR
108  PX507  20250709      0.0      0.0  ...        0.00   6890.0      6868.0       PX
109  PX508  20250709   6734.0   6768.0  ...      486.13   6752.0      6722.0       PX
110  PX509  20250709   6710.0   6748.0  ...   594486.99   6716.0      6696.0       PX
111  PX510  20250709   6696.0   6730.0  ...    59893.48   6698.0      6676.0       PX
112  PX511  20250709   6658.0   6704.0  ...   114440.83   6664.0      6642.0       PX
113  PX512  20250709   6638.0   6688.0  ...    35806.53   6644.0      6624.0       PX
114  PX601  20250709   6624.0   6660.0  ...    52120.77   6636.0      6604.0       PX
115  PX602  20250709      0.0      0.0  ...        0.00   6628.0      6566.0       PX
116  PX603  20250709      0.0      0.0  ...        0.00   6618.0      6578.0       PX
117  PX604  20250709      0.0      0.0  ...        0.00   6606.0      6562.0       PX
118  PX605  20250709   6576.0   6610.0  ...       52.75   6594.0      6560.0       PX
119  PX606  20250709   6562.0   6562.0  ...        3.28   6562.0      6544.0       PX
120  RI507  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250709   2440.0   2461.0  ...      899.68   2445.0      2455.0       RM
127  RM508  20250709   2564.0   2594.0  ...    15942.76   2572.0      2577.0       RM
128  RM509  20250709   2568.0   2595.0  ...   721970.44   2573.0      2581.0       RM
129  RM511  20250709   2408.0   2420.0  ...     2486.37   2407.0      2412.0       RM
130  RM601  20250709   2303.0   2317.0  ...   168883.86   2305.0      2312.0       RM
131  RM603  20250709   2291.0   2297.0  ...    11757.00   2287.0      2294.0       RM
132  RM605  20250709   2308.0   2313.0  ...    35468.30   2305.0      2312.0       RM
133  RS507  20250709      0.0      0.0  ...        0.00   4991.0      4961.0       RS
134  RS508  20250709      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250709   5018.0   5097.0  ...      395.37   5069.0      5039.0       RS
136  RS511  20250709   5009.0   5074.0  ...      100.74   5037.0      5049.0       RS
137  SA507  20250709   1140.0   1154.0  ...      270.34   1146.0      1136.0       SA
138  SA508  20250709   1178.0   1197.0  ...    24946.06   1187.0      1174.0       SA
139  SA509  20250709   1178.0   1198.0  ...  3503226.20   1187.0      1177.0       SA
140  SA510  20250709   1196.0   1212.0  ...    93566.02   1201.0      1192.0       SA
141  SA511  20250709   1198.0   1211.0  ...   130134.16   1202.0      1195.0       SA
142  SA512  20250709   1217.0   1236.0  ...    42233.44   1225.0      1216.0       SA
143  SA601  20250709   1220.0   1239.0  ...   772014.38   1226.0      1215.0       SA
144  SA602  20250709   1228.0   1247.0  ...    12342.25   1238.0      1228.0       SA
145  SA603  20250709   1231.0   1247.0  ...     6414.73   1236.0      1228.0       SA
146  SA604  20250709   1246.0   1260.0  ...     2910.42   1250.0      1243.0       SA
147  SA605  20250709   1245.0   1260.0  ...    29619.14   1251.0      1244.0       SA
148  SA606  20250709   1257.0   1263.0  ...     2486.52   1260.0      1255.0       SA
149  SF507  20250709   5466.0   5484.0  ...     1182.38   5436.0      5430.0       SF
150  SF508  20250709   5346.0   5406.0  ...    11221.56   5374.0      5346.0       SF
151  SF509  20250709   5358.0   5418.0  ...   290240.89   5380.0      5352.0       SF
152  SF510  20250709   5312.0   5372.0  ...    60549.78   5328.0      5288.0       SF
153  SF511  20250709   5440.0   5512.0  ...    99059.99   5466.0      5420.0       SF
154  SF512  20250709   5426.0   5488.0  ...    12017.42   5440.0      5400.0       SF
155  SF601  20250709   5396.0   5456.0  ...     6835.09   5412.0      5362.0       SF
156  SF602  20250709   5332.0   5388.0  ...      315.85   5354.0      5300.0       SF
157  SF603  20250709   5466.0   5516.0  ...       16.47   5490.0      5424.0       SF
158  SF604  20250709      0.0      0.0  ...        0.00   5460.0      5412.0       SF
159  SF605  20250709   5444.0   5492.0  ...      101.01   5460.0      5412.0       SF
160  SF606  20250709   5386.0   5388.0  ...       18.79   5370.0      5356.0       SF
161  SH507  20250709      0.0      0.0  ...        0.00   2381.0      2380.0       SH
162  SH508  20250709   2427.0   2473.0  ...   144128.62   2434.0      2442.0       SH
163  SH509  20250709   2405.0   2456.0  ...  3965465.00   2419.0      2418.0       SH
164  SH510  20250709   2413.0   2477.0  ...   438972.92   2439.0      2427.0       SH
165  SH511  20250709   2393.0   2463.0  ...   311045.45   2426.0      2403.0       SH
166  SH512  20250709   2399.0   2468.0  ...    25143.72   2426.0      2410.0       SH
167  SH601  20250709   2383.0   2440.0  ...   101220.63   2403.0      2389.0       SH
168  SH602  20250709   2402.0   2456.0  ...     1192.79   2424.0      2410.0       SH
169  SH603  20250709   2416.0   2455.0  ...      860.28   2430.0      2413.0       SH
170  SH604  20250709   2450.0   2483.0  ...      324.18   2456.0      2441.0       SH
171  SH605  20250709   2435.0   2487.0  ...     2495.18   2453.0      2428.0       SH
172  SH606  20250709   2457.0   2495.0  ...       66.92   2479.0      2446.0       SH
173  SM507  20250709   5638.0   5680.0  ...     1150.66   5654.0      5612.0       SM
174  SM508  20250709   5644.0   5730.0  ...    16082.16   5682.0      5644.0       SM
175  SM509  20250709   5666.0   5742.0  ...   554857.53   5682.0      5646.0       SM
176  SM510  20250709   5644.0   5724.0  ...    39475.30   5664.0      5632.0       SM
177  SM511  20250709   5726.0   5800.0  ...    74115.41   5742.0      5716.0       SM
178  SM512  20250709   5726.0   5786.0  ...     9529.31   5728.0      5704.0       SM
179  SM601  20250709   5726.0   5774.0  ...    40045.37   5724.0      5694.0       SM
180  SM602  20250709   5718.0   5758.0  ...      154.36   5718.0      5714.0       SM
181  SM603  20250709   5722.0   5766.0  ...       85.79   5720.0      5728.0       SM
182  SM604  20250709   5730.0   5762.0  ...       63.12   5738.0      5736.0       SM
183  SM605  20250709   5756.0   5804.0  ...      894.45   5752.0      5730.0       SM
184  SM606  20250709   5758.0   5766.0  ...       43.16   5756.0      5764.0       SM
185  SR507  20250709   5748.0   5781.0  ...     1828.85   5751.0      5754.0       SR
186  SR509  20250709   5755.0   5783.0  ...   816826.20   5763.0      5744.0       SR
187  SR511  20250709   5647.0   5676.0  ...   132157.70   5653.0      5639.0       SR
188  SR601  20250709   5595.0   5612.0  ...    98857.55   5599.0      5589.0       SR
189  SR603  20250709   5567.0   5585.0  ...     1365.73   5574.0      5562.0       SR
190  SR605  20250709   5549.0   5560.0  ...     3053.06   5551.0      5545.0       SR
191  TA507  20250709   4786.0   4792.0  ...     4694.65   4770.0      4786.0       TA
192  TA508  20250709   4750.0   4770.0  ...    34276.83   4740.0      4744.0       TA
193  TA509  20250709   4722.0   4738.0  ...  2044731.35   4714.0      4710.0       TA
194  TA510  20250709   4696.0   4722.0  ...    71822.15   4702.0      4688.0       TA
195  TA511  20250709   4694.0   4712.0  ...    54880.96   4692.0      4678.0       TA
196  TA512  20250709   4678.0   4700.0  ...    11011.77   4684.0      4670.0       TA
197  TA601  20250709   4670.0   4694.0  ...   377403.21   4678.0      4658.0       TA
198  TA602  20250709   4674.0   4696.0  ...       18.75   4688.0      4662.0       TA
199  TA603  20250709   4672.0   4688.0  ...       18.73   4682.0      4656.0       TA
200  TA604  20250709   4684.0   4696.0  ...        9.38   4688.0      4670.0       TA
201  TA605  20250709   4678.0   4708.0  ...     2473.15   4694.0      4670.0       TA
202  TA606  20250709   4698.0   4710.0  ...        9.40   4702.0      4680.0       TA
203  UR507  20250709   1767.0   1768.0  ...      813.70   1759.0      1751.0       UR
204  UR508  20250709   1763.0   1771.0  ...     1187.60   1767.0      1749.0       UR
205  UR509  20250709   1775.0   1781.0  ...   588943.97   1771.0      1755.0       UR
206  UR510  20250709   1761.0   1766.0  ...    19088.87   1755.0      1744.0       UR
207  UR511  20250709   1758.0   1766.0  ...    18258.17   1755.0      1747.0       UR
208  UR512  20250709   1743.0   1749.0  ...       38.42   1747.0      1730.0       UR
209  UR601  20250709   1730.0   1740.0  ...    84018.51   1731.0      1718.0       UR
210  UR602  20250709   1725.0   1731.0  ...      600.41   1725.0      1715.0       UR
211  UR603  20250709   1741.0   1752.0  ...      157.26   1747.0      1737.0       UR
212  UR604  20250709   1735.0   1746.0  ...       87.00   1740.0      1732.0       UR
213  UR605  20250709   1731.0   1740.0  ...     4058.35   1730.0      1721.0       UR
214  UR606  20250709   1723.0   1731.0  ...       62.18   1727.0      1717.0       UR
215  WH507  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-10 23:52:35,391 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250709      0.00  ...   4150.00     4150.00        A
1     a2509  20250709   4103.00  ...   4112.00     4090.00        A
2     a2511  20250709   4042.00  ...   4048.00     4037.00        A
3     a2601  20250709   4029.00  ...   4033.00     4022.00        A
4     a2603  20250709   4020.00  ...   4027.00     4014.00        A
5     a2605  20250709   4056.00  ...   4059.00     4052.00        A
6     b2507  20250709   3480.00  ...   3480.00     3550.00        B
7     b2508  20250709   3518.00  ...   3518.00     3515.00        B
8     b2509  20250709   3570.00  ...   3576.00     3571.00        B
9     b2510  20250709   3617.00  ...   3610.00     3614.00        B
10    b2511  20250709   3632.00  ...   3639.00     3635.00        B
11    b2512  20250709   3654.00  ...   3661.00     3656.00        B
12    b2601  20250709   3643.00  ...   3652.00     3643.00        B
13    b2602  20250709   3629.00  ...   3624.00     3619.00        B
14    b2603  20250709   3540.00  ...   3535.00     3540.00        B
15    b2604  20250709   3445.00  ...   3443.00     3445.00        B
16    b2605  20250709   3374.00  ...   3375.00     3377.00        B
17    b2606  20250709   3371.00  ...   3371.00     3373.00        B
18   bb2509  20250709    153.65  ...    153.50      154.15       BB
19   bb2511  20250709    158.10  ...    157.15      158.00       BB
20   bb2601  20250709    156.75  ...    156.40      156.25       BB
21   bb2603  20250709      0.00  ...    165.90      165.75       BB
22   bb2605  20250709      0.00  ...    165.90      165.75       BB
23   bz2603  20250709   5935.00  ...   6015.00     5922.00       BZ
24   bz2604  20250709   5965.00  ...   6010.00     5919.00       BZ
25   bz2605  20250709   5948.00  ...   6013.00     5924.00       BZ
26   bz2606  20250709   5942.00  ...   6003.00     5913.00       BZ
27    c2507  20250709   2289.00  ...   2296.00     2316.00        C
28    c2509  20250709   2315.00  ...   2322.00     2320.00        C
29    c2511  20250709   2277.00  ...   2275.00     2276.00        C
30    c2601  20250709   2241.00  ...   2237.00     2240.00        C
31    c2603  20250709   2241.00  ...   2238.00     2240.00        C
32    c2605  20250709   2270.00  ...   2266.00     2266.00        C
33   cs2507  20250709   2700.00  ...   2700.00     2729.00       CS
34   cs2509  20250709   2676.00  ...   2676.00     2675.00       CS
35   cs2511  20250709   2627.00  ...   2630.00     2630.00       CS
36   cs2601  20250709   2627.00  ...   2626.00     2629.00       CS
37   cs2603  20250709   2614.00  ...   2615.00     2616.00       CS
38   cs2605  20250709   2649.00  ...   2650.00     2652.00       CS
39   eb2507  20250709      0.00  ...   7499.00     7499.00       EB
40   eb2508  20250709   7305.00  ...   7320.00     7334.00       EB
41   eb2509  20250709   7213.00  ...   7234.00     7241.00       EB
42   eb2510  20250709   7131.00  ...   7153.00     7157.00       EB
43   eb2511  20250709   7064.00  ...   7089.00     7087.00       EB
44   eb2512  20250709   7033.00  ...   7058.00     7050.00       EB
45   eb2601  20250709   7028.00  ...   7053.00     7048.00       EB
46   eb2602  20250709   7048.00  ...   7069.00     7062.00       EB
47   eb2603  20250709   7056.00  ...   7073.00     7082.00       EB
48   eb2604  20250709   7033.00  ...   7062.00     7069.00       EB
49   eb2605  20250709   7028.00  ...   7086.00     7056.00       EB
50   eb2606  20250709   7069.00  ...   7089.00     7060.00       EB
51   eg2507  20250709      0.00  ...   4226.00     4226.00       EG
52   eg2508  20250709   4257.00  ...   4259.00     4257.00       EG
53   eg2509  20250709   4270.00  ...   4275.00     4273.00       EG
54   eg2510  20250709   4288.00  ...   4289.00     4284.00       EG
55   eg2511  20250709   4298.00  ...   4296.00     4291.00       EG
56   eg2512  20250709   4290.00  ...   4292.00     4285.00       EG
57   eg2601  20250709   4295.00  ...   4300.00     4300.00       EG
58   eg2602  20250709   4301.00  ...   4301.00     4299.00       EG
59   eg2603  20250709   4314.00  ...   4313.00     4334.00       EG
60   eg2604  20250709   4328.00  ...   4331.00     4330.00       EG
61   eg2605  20250709   4331.00  ...   4332.00     4331.00       EG
62   eg2606  20250709      0.00  ...   4329.00     4329.00       EG
63   fb2507  20250709      0.00  ...   1341.50     1341.50       FB
64   fb2508  20250709   1332.50  ...   1332.50     1325.00       FB
65   fb2509  20250709   1314.50  ...   1317.00     1310.50       FB
66   fb2510  20250709   1325.50  ...   1328.00     1325.00       FB
67   fb2511  20250709   1324.50  ...   1325.00     1325.00       FB
68   fb2512  20250709   1323.50  ...   1324.50     1323.50       FB
69   fb2601  20250709   1305.00  ...   1310.00     1300.50       FB
70   fb2602  20250709      0.00  ...   1290.50     1290.50       FB
71   fb2603  20250709      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250709      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250709      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250709      0.00  ...   1292.50     1292.50       FB
75    i2507  20250709      0.00  ...    748.00      748.00        I
76    i2508  20250709    737.50  ...    740.50      736.50        I
77    i2509  20250709    731.50  ...    736.50      731.50        I
78    i2510  20250709    727.50  ...    731.00      725.50        I
79    i2511  20250709    722.00  ...    724.50      719.00        I
80    i2512  20250709    715.00  ...    718.00      712.00        I
81    i2601  20250709    707.00  ...    710.00      705.00        I
82    i2602  20250709    704.50  ...    708.00      702.00        I
83    i2603  20250709    701.50  ...    704.50      699.00        I
84    i2604  20250709    698.00  ...    700.50      695.00        I
85    i2605  20250709    691.50  ...    693.00      688.50        I
86    i2606  20250709    684.50  ...    687.00      682.50        I
87    j2507  20250709      0.00  ...   1304.50     1304.50        J
88    j2508  20250709   1396.50  ...   1416.00     1392.50        J
89    j2509  20250709   1428.00  ...   1445.50     1421.50        J
90    j2510  20250709   1442.00  ...   1461.50     1433.00        J
91    j2511  20250709      0.00  ...   1450.50     1450.00        J
92    j2512  20250709      0.00  ...   1471.00     1464.00        J
93    j2601  20250709   1476.50  ...   1486.50     1466.50        J
94    j2602  20250709      0.00  ...   1494.50     1481.50        J
95    j2603  20250709   1507.50  ...   1507.50     1505.00        J
96    j2604  20250709      0.00  ...   1499.50     1499.50        J
97    j2605  20250709   1528.50  ...   1526.50     1509.00        J
98    j2606  20250709      0.00  ...   1528.00     1528.00        J
99   jd2507  20250709   2806.00  ...   2778.00     2778.00       JD
100  jd2508  20250709   3453.00  ...   3470.00     3447.00       JD
101  jd2509  20250709   3580.00  ...   3585.00     3577.00       JD
102  jd2510  20250709   3370.00  ...   3373.00     3369.00       JD
103  jd2511  20250709   3403.00  ...   3401.00     3413.00       JD
104  jd2512  20250709   3548.00  ...   3559.00     3568.00       JD
105  jd2601  20250709   3602.00  ...   3616.00     3628.00       JD
106  jd2602  20250709   3193.00  ...   3195.00     3199.00       JD
107  jd2603  20250709   3206.00  ...   3199.00     3203.00       JD
108  jd2604  20250709   3349.00  ...   3335.00     3340.00       JD
109  jd2605  20250709   3409.00  ...   3413.00     3412.00       JD
110  jd2606  20250709   3267.00  ...   3266.00     3266.00       JD
111  jm2507  20250709    836.00  ...    846.50      830.00       JM
112  jm2508  20250709    800.00  ...    812.00      798.00       JM
113  jm2509  20250709    849.50  ...    860.50      839.50       JM
114  jm2510  20250709    862.50  ...    877.00      856.50       JM
115  jm2511  20250709    875.00  ...    886.00      869.50       JM
116  jm2512  20250709    886.50  ...    897.50      880.00       JM
117  jm2601  20250709    896.00  ...    905.00      887.50       JM
118  jm2602  20250709    914.50  ...    908.00      896.00       JM
119  jm2603  20250709    916.00  ...    919.50      900.50       JM
120  jm2604  20250709    920.50  ...    925.00      914.00       JM
121  jm2605  20250709    923.50  ...    932.50      918.00       JM
122  jm2606  20250709    944.00  ...    945.00      928.50       JM
123   l2507  20250709      0.00  ...   7291.00     7291.00        L
124   l2508  20250709   7254.00  ...   7255.00     7256.00        L
125   l2509  20250709   7246.00  ...   7257.00     7250.00        L
126   l2510  20250709   7237.00  ...   7254.00     7245.00        L
127   l2511  20250709   7239.00  ...   7253.00     7242.00        L
128   l2512  20250709   7235.00  ...   7248.00     7236.00        L
129   l2601  20250709   7225.00  ...   7237.00     7229.00        L
130   l2602  20250709   7218.00  ...   7214.00     7199.00        L
131   l2603  20250709   7221.00  ...   7210.00     7194.00        L
132   l2604  20250709      0.00  ...   7215.00     7215.00        L
133   l2605  20250709   7202.00  ...   7212.00     7205.00        L
134   l2606  20250709   7212.00  ...   7212.00     7210.00        L
135  lg2507  20250709    819.00  ...    819.50      819.50       LG
136  lg2509  20250709    785.00  ...    783.50      787.00       LG
137  lg2511  20250709    781.00  ...    781.50      784.00       LG
138  lg2601  20250709    781.00  ...    781.50      783.00       LG
139  lg2603  20250709    784.00  ...    783.50      785.00       LG
140  lg2605  20250709    792.50  ...    789.50      790.50       LG
141  lh2507  20250709  13955.00  ...  13950.00    13970.00       LH
142  lh2509  20250709  14240.00  ...  14220.00    14270.00       LH
143  lh2511  20250709  13640.00  ...  13590.00    13680.00       LH
144  lh2601  20250709  13740.00  ...  13680.00    13730.00       LH
145  lh2603  20250709  12995.00  ...  12965.00    12995.00       LH
146  lh2605  20250709  13160.00  ...  13135.00    13180.00       LH
147   m2507  20250709      0.00  ...   2802.00     2802.00        M
148   m2508  20250709   2914.00  ...   2921.00     2919.00        M
149   m2509  20250709   2930.00  ...   2940.00     2938.00        M
150   m2511  20250709   2967.00  ...   2981.00     2975.00        M
151   m2512  20250709   3007.00  ...   3016.00     3012.00        M
152   m2601  20250709   2983.00  ...   2992.00     2990.00        M
153   m2603  20250709   2849.00  ...   2854.00     2856.00        M
154   m2605  20250709   2702.00  ...   2703.00     2706.00        M
155   p2507  20250709   8620.00  ...   8620.00     8468.00        P
156   p2508  20250709   8662.00  ...   8676.00     8588.00        P
157   p2509  20250709   8644.00  ...   8656.00     8554.00        P
158   p2510  20250709   8648.00  ...   8656.00     8576.00        P
159   p2511  20250709   8628.00  ...   8626.00     8556.00        P
160   p2512  20250709   8636.00  ...   8626.00     8568.00        P
161   p2601  20250709   8624.00  ...   8634.00     8564.00        P
162   p2602  20250709   8588.00  ...   8592.00     8572.00        P
163   p2603  20250709   8542.00  ...   8540.00     8518.00        P
164   p2604  20250709   8486.00  ...   8494.00     8482.00        P
165   p2605  20250709   8418.00  ...   8434.00     8414.00        P
166   p2606  20250709   8400.00  ...   8406.00     8402.00        P
167  pg2507  20250709      0.00  ...   4205.00     4205.00       PG
168  pg2508  20250709   4173.00  ...   4178.00     4184.00       PG
169  pg2509  20250709   4082.00  ...   4077.00     4078.00       PG
170  pg2510  20250709   4477.00  ...   4480.00     4484.00       PG
171  pg2511  20250709   4402.00  ...   4397.00     4399.00       PG
172  pg2512  20250709   4324.00  ...   4321.00     4319.00       PG
173  pg2601  20250709   4235.00  ...   4241.00     4244.00       PG
174  pg2602  20250709      0.00  ...   4164.00     4164.00       PG
175  pg2603  20250709   4065.00  ...   4082.00     4083.00       PG
176  pg2604  20250709   4361.00  ...   4373.00     4379.00       PG
177  pg2605  20250709   4262.00  ...   4266.00     4274.00       PG
178  pg2606  20250709      0.00  ...   4205.00     4204.00       PG
179  pp2507  20250709   7068.00  ...   7068.00     7068.00       PP
180  pp2508  20250709   7044.00  ...   7057.00     7051.00       PP
181  pp2509  20250709   7048.00  ...   7056.00     7054.00       PP
182  pp2510  20250709   7008.00  ...   7017.00     7017.00       PP
183  pp2511  20250709   7004.00  ...   7009.00     7014.00       PP
184  pp2512  20250709   7008.00  ...   7014.00     7017.00       PP
185  pp2601  20250709   7011.00  ...   7015.00     7014.00       PP
186  pp2602  20250709   6989.00  ...   6995.00     7015.00       PP
187  pp2603  20250709      0.00  ...   7004.00     7004.00       PP
188  pp2604  20250709      0.00  ...   7006.00     7006.00       PP
189  pp2605  20250709   7001.00  ...   7008.00     7001.00       PP
190  pp2606  20250709   6991.00  ...   6990.00     7005.00       PP
191  rr2507  20250709      0.00  ...   3578.00     3578.00       RR
192  rr2508  20250709   3587.00  ...   3587.00     3587.00       RR
193  rr2509  20250709   3593.00  ...   3595.00     3595.00       RR
194  rr2510  20250709   3603.00  ...   3607.00     3608.00       RR
195  rr2511  20250709      0.00  ...   3605.00     3605.00       RR
196  rr2512  20250709   3601.00  ...   3601.00     3596.00       RR
197  rr2601  20250709   3602.00  ...   3600.00     3598.00       RR
198  rr2602  20250709   3605.00  ...   3606.00     3610.00       RR
199  rr2603  20250709   3607.00  ...   3606.00     3611.00       RR
200  rr2604  20250709   3613.00  ...   3613.00     3622.00       RR
201  rr2605  20250709   3606.00  ...   3606.00     3614.00       RR
202  rr2606  20250709      0.00  ...   3609.00     3609.00       RR
203   v2507  20250709   4828.00  ...   4839.00     4812.00        V
204   v2508  20250709   4855.00  ...   4890.00     4848.00        V
205   v2509  20250709   4891.00  ...   4929.00     4886.00        V
206   v2510  20250709   4930.00  ...   4957.00     4915.00        V
207   v2511  20250709   4957.00  ...   4981.00     4944.00        V
208   v2512  20250709   4981.00  ...   5006.00     4969.00        V
209   v2601  20250709   5000.00  ...   5031.00     4991.00        V
210   v2602  20250709   5030.00  ...   5044.00     5013.00        V
211   v2603  20250709   5043.00  ...   5062.00     5035.00        V
212   v2604  20250709   5198.00  ...   5213.00     5177.00        V
213   v2605  20250709   5180.00  ...   5221.00     5198.00        V
214   v2606  20250709   5218.00  ...   5234.00     5209.00        V
215   y2507  20250709      0.00  ...   8038.00     8038.00        Y
216   y2508  20250709   7910.00  ...   7902.00     7884.00        Y
217   y2509  20250709   7938.00  ...   7922.00     7908.00        Y
218   y2511  20250709   7948.00  ...   7936.00     7930.00        Y
219   y2512  20250709   7964.00  ...   7962.00     7972.00        Y
220   y2601  20250709   7928.00  ...   7916.00     7910.00        Y
221   y2603  20250709   7822.00  ...   7818.00     7820.00        Y
222   y2605  20250709   7622.00  ...   7594.00     7612.00        Y

[223 rows x 12 columns]
2025-07-10 23:52:35,995 - future_1d - INFO - ak.get_dce_daily('2025-07-09') done
2025-07-10 23:52:37,724 - future_1d - INFO - save future_daily 2025-07-09 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250710  ...   78670      79110      CU
1        1      CU2508  20250710  ...   78390      78910      CU
2        2      CU2509  20250710  ...   78240      78740      CU
3        3      CU2510  20250710  ...   78050      78500      CU
4        4      CU2511  20250710  ...   77950      78260      CU
5        5      CU2512  20250710  ...   77860      78160      CU
6        6      CU2601  20250710  ...   77780      77950      CU
7        7      CU2602  20250710  ...   77790      77920      CU
8        8      CU2603  20250710  ...   77680      77960      CU
9        9      CU2604  20250710  ...   77620      77960      CU
10      10      CU2605  20250710  ...   77690      77910      CU
11      11      CU2606  20250710  ...   77750      77950      CU
12      12      BC2507  20250710  ...   70600      70600      BC
13      13      BC2508  20250710  ...   69560      70140      BC
14      14      BC2509  20250710  ...   69510      69880      BC
15      15      BC2510  20250710  ...   69340      70060      BC
16      16      BC2511  20250710  ...   69130      69080      BC
17      17      BC2512  20250710  ...   69320      69750      BC
18      18      BC2601  20250710  ...   69810      69810      BC
19      19      BC2602  20250710  ...   69410      69410      BC
20      20      BC2603  20250710  ...   69290      69290      BC
21      21      BC2604  20250710  ...   69750      69750      BC
22      22      BC2605  20250710  ...   69530      68280      BC
23      23      BC2606  20250710  ...   67820      67820      BC
24      24      AL2507  20250710  ...   20835      20690      AL
25      25      AL2508  20250710  ...   20670      20515      AL
26      26      AL2509  20250710  ...   20610      20455      AL
27      27      AL2510  20250710  ...   20515      20380      AL
28      28      AL2511  20250710  ...   20415      20295      AL
29      29      AL2512  20250710  ...   20340      20215      AL
30      30      AL2601  20250710  ...   20305      20170      AL
31      31      AL2602  20250710  ...   20290      20165      AL
32      32      AL2603  20250710  ...   20295      20170      AL
33      33      AL2604  20250710  ...   20310      20180      AL
34      34      AL2605  20250710  ...   20335      20180      AL
35      35      AL2606  20250710  ...   20335      20220      AL
36      36      ZN2507  20250710  ...   22265      22100      ZN
37      37      ZN2508  20250710  ...   22285      22080      ZN
38      38      ZN2509  20250710  ...   22245      22015      ZN
39      39      ZN2510  20250710  ...   22205      21960      ZN
40      40      ZN2511  20250710  ...   22160      21895      ZN
41      41      ZN2512  20250710  ...   22090      21840      ZN
42      42      ZN2601  20250710  ...   22050      21805      ZN
43      43      ZN2602  20250710  ...   22035      21795      ZN
44      44      ZN2603  20250710  ...   22020      21795      ZN
45      45      ZN2604  20250710  ...   22070      21790      ZN
46      46      ZN2605  20250710  ...   22005      21800      ZN
47      47      ZN2606  20250710  ...   22040      21790      ZN
48      48      PB2507  20250710  ...   17155      17145      PB
49      49      PB2508  20250710  ...   17215      17200      PB
50      50      PB2509  20250710  ...   17240      17220      PB
51      51      PB2510  20250710  ...   17250      17210      PB
52      52      PB2511  20250710  ...   17260      17215      PB
53      53      PB2512  20250710  ...   17230      17245      PB
54      54      PB2601  20250710  ...   17295      17220      PB
55      55      PB2602  20250710  ...   17215      17140      PB
56      56      PB2603  20250710  ...   17225      17175      PB
57      57      PB2604  20250710  ...   17230      17185      PB
58      58      PB2605  20250710  ...   17230      17120      PB
59      59      PB2606  20250710  ...   17205      17160      PB
60      60      NI2507  20250710  ...  119420     119770      NI
61      61      NI2508  20250710  ...  119910     119460      NI
62      62      NI2509  20250710  ...  120070     119540      NI
63      63      NI2510  20250710  ...  120190     119730      NI
64      64      NI2511  20250710  ...  120370     119920      NI
65      65      NI2512  20250710  ...  120870     120230      NI
66      66      NI2601  20250710  ...  120920     120290      NI
67      67      NI2602  20250710  ...  120840     120650      NI
68      68      NI2603  20250710  ...  121380     120920      NI
69      69      NI2604  20250710  ...  121650     121200      NI
70      70      NI2605  20250710  ...  121620     121220      NI
71      71      NI2606  20250710  ...  121790     121450      NI
72      72      SN2507  20250710  ...  264160     264600      SN
73      73      SN2508  20250710  ...  265000     263570      SN
74      74      SN2509  20250710  ...  265160     263430      SN
75      75      SN2510  20250710  ...  265030     262820      SN
76      76      SN2511  20250710  ...  265400     262210      SN
77      77      SN2512  20250710  ...  265030     262080      SN
78      78      SN2601  20250710  ...  265160     262340      SN
79      79      SN2602  20250710  ...  263950     263000      SN
80      80      SN2603  20250710  ...  264800     262630      SN
81      81      SN2604  20250710  ...  265340     263820      SN
82      82      SN2605  20250710  ...  265020     262010      SN
83      83      SN2606  20250710  ...  263950     262420      SN
84      84      AO2507  20250710  ...    3249       3304      AO
85      85      AO2508  20250710  ...    3229       3182      AO
86      86      AO2509  20250710  ...    3195       3122      AO
87      87      AO2510  20250710  ...    3154       3080      AO
88      88      AO2511  20250710  ...    3131       3062      AO
89      89      AO2512  20250710  ...    3118       3048      AO
90      90      AO2601  20250710  ...    3105       3035      AO
91      91      AO2602  20250710  ...    3097       3029      AO
92      92      AO2603  20250710  ...    3085       3015      AO
93      93      AO2604  20250710  ...    3073       3010      AO
94      94      AO2605  20250710  ...    3062       3003      AO
95      95      AO2606  20250710  ...    3054       2999      AO
96      96      AD2511  20250710  ...   19935      19835      AD
97      97      AD2512  20250710  ...   19855      19750      AD
98      98      AD2601  20250710  ...   19825      19725      AD
99      99      AD2602  20250710  ...   19770      19690      AD
100    100      AD2603  20250710  ...   19705      19610      AD
101    101      AD2604  20250710  ...   19685      19565      AD
102    102      AD2605  20250710  ...   19670      19505      AD
103    103      AD2606  20250710  ...   19660      19495      AD
104    104      AU2507  20250710  ...  770.48     765.62      AU
105    105      AU2508  20250710  ...  769.02     767.12      AU
106    106      AU2509  20250710  ...   770.5     766.68      AU
107    107      AU2510  20250710  ...  771.16     769.52      AU
108    108      AU2512  20250710  ...  773.12      771.1      AU
109    109      AU2602  20250710  ...  774.42     773.08      AU
110    110      AU2604  20250710  ...  777.02     774.44      AU
111    111      AU2606  20250710  ...  778.86      774.6      AU
112    112      AG2507  20250710  ...    8863       8881      AG
113    113      AG2508  20250710  ...    8859       8873      AG
114    114      AG2509  20250710  ...    8872       8888      AG
115    115      AG2510  20250710  ...    8885       8899      AG
116    116      AG2511  20250710  ...    8895       8910      AG
117    117      AG2512  20250710  ...    8906       8921      AG
118    118      AG2601  20250710  ...    8918       8934      AG
119    119      AG2602  20250710  ...    8929       8944      AG
120    120      AG2603  20250710  ...    8943       8958      AG
121    121      AG2604  20250710  ...    8954       8966      AG
122    122      AG2605  20250710  ...    8967       8980      AG
123    123      AG2606  20250710  ...    8980       8992      AG
124    124      RB2507  20250710  ...    3091       3055      RB
125    125      RB2508  20250710  ...    3063       3033      RB
126    126      RB2509  20250710  ...    3068       3033      RB
127    127      RB2510  20250710  ...    3099       3065      RB
128    128      RB2511  20250710  ...    3112       3079      RB
129    129      RB2512  20250710  ...    3129       3096      RB
130    130      RB2601  20250710  ...    3125       3088      RB
131    131      RB2602  20250710  ...    3117       3076      RB
132    132      RB2603  20250710  ...    3116       3083      RB
133    133      RB2604  20250710  ...    3112       3084      RB
134    134      RB2605  20250710  ...    3135       3100      RB
135    135      RB2606  20250710  ...    3136       3106      RB
136    136      WR2507  20250710  ...    3356       3356      WR
137    137      WR2508  20250710  ...    3190       3190      WR
138    138      WR2509  20250710  ...    3265       3251      WR
139    139      WR2510  20250710  ...    3329       3299      WR
140    140      WR2511  20250710  ...    3350       3350      WR
141    141      WR2512  20250710  ...    3362       3362      WR
142    142      WR2601  20250710  ...    3329       3333      WR
143    143      WR2602  20250710  ...    3396       3396      WR
144    144      WR2603  20250710  ...    3387       3387      WR
145    145      WR2604  20250710  ...    3392       3392      WR
146    146      WR2605  20250710  ...    3370       3370      WR
147    147      WR2606  20250710  ...    3356       3356      WR
148    148      HC2507  20250710  ...    3237       3176      HC
149    149      HC2508  20250710  ...    3228       3196      HC
150    150      HC2509  20250710  ...    3241       3202      HC
151    151      HC2510  20250710  ...    3233       3193      HC
152    152      HC2511  20250710  ...    3235       3197      HC
153    153      HC2512  20250710  ...    3230       3209      HC
154    154      HC2601  20250710  ...    3247       3203      HC
155    155      HC2602  20250710  ...    3247       3207      HC
156    156      HC2603  20250710  ...    3234       3209      HC
157    157      HC2604  20250710  ...    3257       3217      HC
158    158      HC2605  20250710  ...    3245       3206      HC
159    159      HC2606  20250710  ...    3270       3215      HC
160    160      SS2507  20250710  ...   12720      12595      SS
161    161      SS2508  20250710  ...   12815      12730      SS
162    162      SS2509  20250710  ...   12735      12655      SS
163    163      SS2510  20250710  ...   12740      12650      SS
164    164      SS2511  20250710  ...   12760      12675      SS
165    165      SS2512  20250710  ...   12780      12710      SS
166    166      SS2601  20250710  ...   12845      12760      SS
167    167      SS2602  20250710  ...   12890      12800      SS
168    168      SS2603  20250710  ...   12920      12840      SS
169    169      SS2604  20250710  ...   12945      12865      SS
170    170      SS2605  20250710  ...   12975      12900      SS
171    171      SS2606  20250710  ...   13015      12930      SS
172    172      SC2508  20250710  ...   520.3      515.7      SC
173    173      SC2509  20250710  ...     511      510.6      SC
174    174      SC2510  20250710  ...   503.4      503.3      SC
175    175      SC2511  20250710  ...   497.5      496.9      SC
176    176      SC2512  20250710  ...   492.2      492.3      SC
177    177      SC2601  20250710  ...   487.8      489.2      SC
178    178      SC2602  20250710  ...   484.1      485.4      SC
179    179      SC2603  20250710  ...   482.9      483.1      SC
180    180      SC2604  20250710  ...   480.7      478.6      SC
181    181      SC2605  20250710  ...   478.8      477.6      SC
182    182      SC2606  20250710  ...   476.7      477.7      SC
183    183      SC2607  20250710  ...     475      472.5      SC
184    184      SC2609  20250710  ...   472.9      472.6      SC
185    185      SC2612  20250710  ...   468.1      472.2      SC
186    186      SC2703  20250710  ...     468      467.9      SC
187    187      SC2706  20250710  ...   468.9      470.7      SC
188    188      SC2709  20250710  ...   464.6      466.8      SC
189    189      SC2712  20250710  ...   465.8      466.5      SC
190    190      SC2803  20250710  ...   465.8      465.8      SC
191    191      SC2806  20250710  ...   464.4      463.2      SC
192    192      LU2508  20250710  ...    3688       3709      LU
193    193      LU2509  20250710  ...    3678       3697      LU
194    194      LU2510  20250710  ...    3648       3662      LU
195    195      LU2511  20250710  ...    3619       3626      LU
196    196      LU2512  20250710  ...    3590       3596      LU
197    197      LU2601  20250710  ...    3558       3561      LU
198    198      LU2602  20250710  ...    3523       3543      LU
199    199      LU2603  20250710  ...    3510       3510      LU
200    200      LU2604  20250710  ...    3489       3486      LU
201    201      LU2605  20250710  ...    3472       3483      LU
202    202      LU2606  20250710  ...    3455       3477      LU
203    203      LU2607  20250710  ...    3449       3459      LU
204    204      FU2508  20250710  ...    2931       2945      FU
205    205      FU2509  20250710  ...    2962       2982      FU
206    206      FU2510  20250710  ...    2952       2966      FU
207    207      FU2511  20250710  ...    2931       2934      FU
208    208      FU2512  20250710  ...    2903       2904      FU
209    209      FU2601  20250710  ...    2893       2890      FU
210    210      FU2602  20250710  ...    2885       2877      FU
211    211      FU2603  20250710  ...    2861       2857      FU
212    212      FU2604  20250710  ...    2850       2843      FU
213    213      FU2605  20250710  ...    2835       2827      FU
214    214      FU2606  20250710  ...    2813       2805      FU
215    215      FU2607  20250710  ...    2794       2787      FU
216    216      BU2507  20250710  ...    3652       3663      BU
217    217      BU2508  20250710  ...    3657       3650      BU
218    218      BU2509  20250710  ...    3625       3619      BU
219    219      BU2510  20250710  ...    3573       3569      BU
220    220      BU2511  20250710  ...    3513       3503      BU
221    221      BU2512  20250710  ...    3441       3428      BU
222    222      BU2601  20250710  ...    3410       3388      BU
223    223      BU2602  20250710  ...    3386       3382      BU
224    224      BU2603  20250710  ...    3384       3381      BU
225    225      BU2604  20250710  ...    3376       3353      BU
226    226      BU2605  20250710  ...    3361       3341      BU
227    227      BU2606  20250710  ...    3361       3338      BU
228    228      BU2609  20250710  ...    3332       3308      BU
229    229      BU2612  20250710  ...    3276       3262      BU
230    230      BU2703  20250710  ...    3282       3266      BU
231    231      BU2706  20250710  ...    3272       3265      BU
232    232      BR2507  20250710  ...   11545      11200      BR
233    233      BR2508  20250710  ...   11460      11315      BR
234    234      BR2509  20250710  ...   11420      11245      BR
235    235      BR2510  20250710  ...   11395      11220      BR
236    236      BR2511  20250710  ...   11415      11200      BR
237    237      BR2512  20250710  ...   11415      11195      BR
238    238      BR2601  20250710  ...   11355      11185      BR
239    239      BR2602  20250710  ...   11385      11170      BR
240    240      BR2603  20250710  ...   11350      11160      BR
241    241      BR2604  20250710  ...   11365      11205      BR
242    242      BR2605  20250710  ...   11350      11185      BR
243    243      BR2606  20250710  ...   11340      11150      BR
244    244      RU2507  20250710  ...   14140      13845      RU
245    245      RU2508  20250710  ...   14225      13935      RU
246    246      RU2509  20250710  ...   14240      14005      RU
247    247      RU2510  20250710  ...   14210      14030      RU
248    248      RU2511  20250710  ...   14270      14025      RU
249    249      RU2601  20250710  ...   15135      14885      RU
250    250      RU2603  20250710  ...   15100      14880      RU
251    251      RU2604  20250710  ...   15180      14860      RU
252    252      RU2605  20250710  ...   15210      14935      RU
253    253      RU2606  20250710  ...   15300      14950      RU
254    254      NR2507  20250710  ...   12315      12015      NR
255    255      NR2508  20250710  ...   12275      12040      NR
256    256      NR2509  20250710  ...   12305      12060      NR
257    257      NR2510  20250710  ...   12320      12075      NR
258    258      NR2511  20250710  ...   12340      12095      NR
259    259      NR2512  20250710  ...   12340      12105      NR
260    260      NR2601  20250710  ...   12365      12130      NR
261    261      NR2602  20250710  ...   12400      12200      NR
262    262      NR2603  20250710  ...   12465      12180      NR
263    263      NR2604  20250710  ...   12470      12195      NR
264    264      NR2605  20250710  ...   12515      12250      NR
265    265      NR2606  20250710  ...   12540      12225      NR
266    266      SP2507  20250710  ...    5120       5050      SP
267    267      SP2508  20250710  ...    5138       5070      SP
268    268      SP2509  20250710  ...    5166       5094      SP
269    269      SP2510  20250710  ...    5168       5108      SP
270    270      SP2511  20250710  ...    5164       5098      SP
271    271      SP2512  20250710  ...    5152       5092      SP
272    272      SP2601  20250710  ...    5360       5308      SP
273    273      SP2602  20250710  ...    5304       5248      SP
274    274      SP2603  20250710  ...    5296       5248      SP
275    275      SP2604  20250710  ...    5300       5252      SP
276    276      SP2605  20250710  ...    5298       5250      SP
277    277      SP2606  20250710  ...    5292       5254      SP
278    278      EC2508  20250710  ...  2045.2     1990.2      EC
279    279      EC2510  20250710  ...  1401.6     1382.4      EC
280    280      EC2512  20250710  ...  1564.1     1551.1      EC
281    281      EC2602  20250710  ...  1368.4     1348.7      EC
282    282      EC2604  20250710  ...  1198.3     1184.2      EC
283    283      EC2606  20250710  ...  1341.1     1325.2      EC
284    284  SC_TAS2508  20250710  ...                     SC_TAS
285    285  SC_TAS2509  20250710  ...                     SC_TAS
286    286  SC_TAS2510  20250710  ...                     SC_TAS
287    287  SC_TAS2511  20250710  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-10 23:52:47,037 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250710      0.0  ...  38185.0     38185.0       PS
1   PS2508  20250710  39500.0  ...  40545.0     39190.0       PS
2   PS2509  20250710  39150.0  ...  40190.0     38810.0       PS
3   PS2510  20250710  39005.0  ...  40140.0     38630.0       PS
4   PS2511  20250710  38860.0  ...  39745.0     38440.0       PS
5   PS2512  20250710  41000.0  ...  41860.0     40765.0       PS
6   PS2601  20250710  40470.0  ...  41870.0     40680.0       PS
7   PS2602  20250710  40745.0  ...  41475.0     40535.0       PS
8   PS2603  20250710  40775.0  ...  41465.0     40575.0       PS
9   PS2604  20250710  40695.0  ...  41385.0     40345.0       PS
10  PS2605  20250710  40200.0  ...  41215.0     40305.0       PS
11  PS2606  20250710  40800.0  ...  42025.0     41000.0       PS
13  SI2507  20250710   8540.0  ...   8540.0      8160.0       SI
14  SI2508  20250710   8190.0  ...   8380.0      8175.0       SI
15  SI2509  20250710   8250.0  ...   8375.0      8165.0       SI
16  SI2510  20250710   8160.0  ...   8350.0      8145.0       SI
17  SI2511  20250710   8190.0  ...   8305.0      8115.0       SI
18  SI2512  20250710   8450.0  ...   8620.0      8430.0       SI
19  SI2601  20250710   8395.0  ...   8570.0      8385.0       SI
20  SI2602  20250710   8405.0  ...   8565.0      8395.0       SI
21  SI2603  20250710   8460.0  ...   8565.0      8400.0       SI
22  SI2604  20250710   8400.0  ...   8565.0      8410.0       SI
23  SI2605  20250710   8390.0  ...   8550.0      8390.0       SI
24  SI2606  20250710   8420.0  ...   8565.0      8385.0       SI
27  LC2507  20250710  64920.0  ...  64580.0     64400.0       LC
28  LC2508  20250710  64900.0  ...  64740.0     64700.0       LC
29  LC2509  20250710  64560.0  ...  64460.0     64460.0       LC
30  LC2510  20250710  64420.0  ...  64340.0     64280.0       LC
31  LC2511  20250710  64200.0  ...  64160.0     64100.0       LC
32  LC2512  20250710  64460.0  ...  64420.0     64260.0       LC
33  LC2601  20250710  64460.0  ...  64540.0     64300.0       LC
34  LC2602  20250710  64520.0  ...  64540.0     64200.0       LC
35  LC2603  20250710  64500.0  ...  64540.0     64260.0       LC
36  LC2604  20250710  65060.0  ...  65100.0     64800.0       LC
37  LC2605  20250710  64960.0  ...  65160.0     64600.0       LC
38  LC2606  20250710  65020.0  ...  65160.0     64820.0       LC

[36 rows x 12 columns]
2025-07-10 23:52:47,168 - future_1d - INFO - ak.get_gfex_daily('2025-07-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250710   519.7   523.6  ...  5931943.05   520.3      515.7      SC
1       SC2509  20250710   511.8   513.5  ...  1656332.75     511      510.6      SC
2       SC2510  20250710   503.7     506  ...   313834.23   503.4      503.3      SC
3       SC2511  20250710   497.5   500.2  ...    42189.34   497.5      496.9      SC
4       SC2512  20250710   493.7   495.5  ...    24023.71   492.2      492.3      SC
5       SC2601  20250710   490.8   491.5  ...     18049.7   487.8      489.2      SC
6       SC2602  20250710   486.7   488.6  ...    13652.57   484.1      485.4      SC
7       SC2603  20250710   483.5   485.8  ...     2318.12   482.9      483.1      SC
8       SC2604  20250710   480.2   481.1  ...      144.21   480.7      478.6      SC
9       SC2605  20250710   478.9   479.4  ...      191.54   478.8      477.6      SC
10      SC2606  20250710   478.5   479.1  ...     1239.55   476.7      477.7      SC
11      SC2607  20250710     475     475  ...        47.5     475      472.5      SC
12      SC2609  20250710   473.2   475.6  ...      472.92   472.9      472.6      SC
13      SC2612  20250710     467   469.5  ...      468.14   468.1      472.2      SC
14      SC2703  20250710     468     468  ...        46.8     468      467.9      SC
15      SC2706  20250710   471.4   471.4  ...      281.36   468.9      470.7      SC
16      SC2709  20250710   464.6   464.6  ...       46.46   464.6      466.8      SC
17      SC2712  20250710   464.4     467  ...      232.92   465.8      466.5      SC
18      SC2803  20250710                  ...           0   465.8      465.8      SC
19      SC2806  20250710     464   465.3  ...      371.57   464.4      463.2      SC
21      LU2508  20250710    3701    3702  ...    7519.878    3688       3709      LU
22      LU2509  20250710    3681    3697  ...  240102.187    3678       3697      LU
23      LU2510  20250710    3655    3668  ...  110126.556    3648       3662      LU
24      LU2511  20250710    3631    3640  ...     4545.82    3619       3626      LU
25      LU2512  20250710    3593    3605  ...      93.354    3590       3596      LU
26      LU2601  20250710    3550    3575  ...     177.916    3558       3561      LU
27      LU2602  20250710    3517    3542  ...      17.618    3523       3543      LU
28      LU2603  20250710    3503    3520  ...      21.065    3510       3510      LU
29      LU2604  20250710    3489    3489  ...       3.489    3489       3486      LU
30      LU2605  20250710    3463    3491  ...       27.78    3472       3483      LU
31      LU2606  20250710    3447    3468  ...      17.275    3455       3477      LU
32      LU2607  20250710    3449    3449  ...       3.449    3449       3459      LU
34      NR2507  20250710   12110   12420  ...        1355   12315      12015      NR
35      NR2508  20250710   12070   12450  ...  1041204.92   12275      12040      NR
36      NR2509  20250710   12100   12480  ...  883136.305   12305      12060      NR
37      NR2510  20250710   12120   12480  ...   145932.43   12320      12075      NR
38      NR2511  20250710   12100   12495  ...     9961.33   12340      12095      NR
39      NR2512  20250710   12125   12475  ...     3344.94   12340      12105      NR
40      NR2601  20250710   12100   12505  ...   12851.475   12365      12130      NR
41      NR2602  20250710   12400   12495  ...     285.245   12400      12200      NR
42      NR2603  20250710   12425   12570  ...     236.895   12465      12180      NR
43      NR2604  20250710   12450   12530  ...      74.845   12470      12195      NR
44      NR2605  20250710   12415   12575  ...       62.59   12515      12250      NR
45      NR2606  20250710   12540   12540  ...       12.54   12540      12225      NR
47      BC2507  20250710                  ...           0   70600      70600      BC
48      BC2508  20250710   69410   69870  ...   272837.03   69560      70140      BC
49      BC2509  20250710   69250   69820  ...    35487.12   69510      69880      BC
50      BC2510  20250710   68920   69680  ...     658.775   69340      70060      BC
51      BC2511  20250710                  ...           0   69130      69080      BC
52      BC2512  20250710   69320   69320  ...       34.66   69320      69750      BC
53      BC2601  20250710                  ...           0   69810      69810      BC
54      BC2602  20250710                  ...           0   69410      69410      BC
55      BC2603  20250710                  ...           0   69290      69290      BC
56      BC2604  20250710                  ...           0   69750      69750      BC
57      BC2605  20250710   69590   69590  ...       69.53   69530      68280      BC
58      BC2606  20250710                  ...           0   67820      67820      BC
60      EC2508  20250710    2030    2078  ...  353485.971  2045.2     1990.2      EC
61      EC2510  20250710    1400  1412.4  ...  95201.5625  1401.6     1382.4      EC
62      EC2512  20250710    1556  1579.8  ...  12857.5735  1564.1     1551.1      EC
63      EC2602  20250710  1353.4  1375.7  ...    2846.402  1368.4     1348.7      EC
64      EC2604  20250710    1192  1209.9  ...   5919.8025  1198.3     1184.2      EC
65      EC2606  20250710  1344.2  1354.5  ...     730.922  1341.1     1325.2      EC
68  SC_TAS2508  20250710                  ...                                 SC_TAS
69  SC_TAS2509  20250710                  ...                                 SC_TAS
70  SC_TAS2510  20250710                  ...                                 SC_TAS
71  SC_TAS2511  20250710                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-10 23:52:47,261 - future_1d - INFO - ak.get_ine_daily('2025-07-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250710  5930.000  ...  5968.000    5937.200       IC
1   IC2508  20250710  5879.800  ...  5911.200    5882.400       IC
2   IC2509  20250710  5831.000  ...  5859.800    5830.000       IC
3   IC2512  20250710  5691.600  ...  5736.200    5706.800       IC
4   IF2507  20250710  3981.000  ...  4006.800    3981.800       IF
5   IF2508  20250710  3962.000  ...  3989.800    3964.400       IF
6   IF2509  20250710  3956.200  ...  3981.800    3957.000       IF
7   IF2512  20250710  3920.000  ...  3948.400    3923.400       IF
8   IH2507  20250710  2727.600  ...  2754.000    2731.400       IH
9   IH2508  20250710  2723.800  ...  2750.800    2726.600       IH
10  IH2509  20250710  2724.000  ...  2749.200    2727.000       IH
11  IH2512  20250710  2725.000  ...  2748.800    2727.400       IH
12  IM2507  20250710  6356.600  ...  6386.200    6365.000       IM
13  IM2508  20250710  6289.000  ...  6316.000    6292.800       IM
14  IM2509  20250710  6214.000  ...  6241.800    6219.800       IM
15  IM2512  20250710  6028.200  ...  6057.000    6032.200       IM
16   T2509  20250710   109.015  ...   108.855     109.020        T
17   T2512  20250710   109.090  ...   108.910     109.100        T
18   T2603  20250710   109.055  ...   108.900     109.075        T
19  TF2509  20250710   106.140  ...   106.005     106.135       TF
20  TF2512  20250710   106.230  ...   106.110     106.225       TF
21  TF2603  20250710   106.270  ...   106.160     106.270       TF
22  TL2509  20250710   121.020  ...   120.550     120.960       TL
23  TL2512  20250710   120.850  ...   120.410     120.810       TL
24  TL2603  20250710   120.670  ...   120.210     120.610       TL
25  TS2509  20250710   102.466  ...   102.418     102.456       TS
26  TS2512  20250710   102.582  ...   102.530     102.576       TS
27  TS2603  20250710   102.666  ...   102.636     102.684       TS

[28 rows x 12 columns]
2025-07-10 23:52:47,402 - future_1d - INFO - ak.get_cffex_daily('2025-07-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250710   7735.0   7794.0  ...   350267.34   7768.0      7751.0       AP
1    AP511  20250710   7562.0   7619.0  ...      980.12   7598.0      7579.0       AP
2    AP512  20250710   7627.0   7638.0  ...       45.77   7629.0      7614.0       AP
3    AP601  20250710   7602.0   7659.0  ...    13228.08   7642.0      7636.0       AP
4    AP603  20250710   7613.0   7619.0  ...      106.61   7615.0      7621.0       AP
5    AP604  20250710   7676.0   7676.0  ...      122.62   7664.0      7674.0       AP
6    AP605  20250710   7719.0   7748.0  ...      201.26   7741.0      7740.0       AP
7    CF507  20250710  13610.0  13665.0  ...     5401.78  13625.0     13535.0       CF
8    CF509  20250710  13845.0  13920.0  ...  1457543.80  13865.0     13770.0       CF
9    CF511  20250710  13740.0  13805.0  ...   189084.23  13755.0     13675.0       CF
10   CF601  20250710  13785.0  13860.0  ...   321935.30  13810.0     13740.0       CF
11   CF603  20250710  13770.0  13830.0  ...     1708.92  13780.0     13720.0       CF
12   CF605  20250710  13780.0  13845.0  ...    13361.47  13790.0     13715.0       CF
13   CJ507  20250710   9600.0   9600.0  ...        9.60   9600.0      9405.0       CJ
14   CJ509  20250710   9500.0   9570.0  ...   175043.87   9495.0      9380.0       CJ
15   CJ512  20250710  10355.0  10490.0  ...    12499.45  10400.0     10245.0       CJ
16   CJ601  20250710  10495.0  10620.0  ...  1058820.16  10500.0     10360.0       CJ
17   CJ603  20250710  10640.0  10720.0  ...    13605.71  10630.0     10490.0       CJ
18   CJ605  20250710  10810.0  10960.0  ...    93993.76  10865.0     10735.0       CJ
19   CY507  20250710      0.0      0.0  ...        0.00  19895.0     19805.0       CY
20   CY508  20250710      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250710  19985.0  20060.0  ...    70700.61  20005.0     19915.0       CY
22   CY510  20250710      0.0      0.0  ...        0.00  19625.0     19535.0       CY
23   CY511  20250710  20045.0  20045.0  ...       10.02  20045.0     20060.0       CY
24   CY512  20250710      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250710  20020.0  20060.0  ...      310.43  20030.0     19860.0       CY
26   CY602  20250710      0.0      0.0  ...        0.00  19830.0     19830.0       CY
27   CY603  20250710      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250710      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250710      0.0      0.0  ...        0.00  20010.0     19915.0       CY
30   CY606  20250710      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250710    994.0    995.0  ...      927.51    991.0       970.0       FG
32   FG508  20250710   1051.0   1113.0  ...    57526.86   1078.0      1047.0       FG
33   FG509  20250710   1035.0   1100.0  ...  6521658.63   1063.0      1029.0       FG
34   FG510  20250710   1084.0   1147.0  ...    69473.41   1108.0      1082.0       FG
35   FG511  20250710   1077.0   1134.0  ...    87926.48   1097.0      1071.0       FG
36   FG512  20250710   1143.0   1199.0  ...    21113.70   1164.0      1135.0       FG
37   FG601  20250710   1134.0   1189.0  ...   715374.66   1155.0      1125.0       FG
38   FG602  20250710   1173.0   1223.0  ...     1397.34   1198.0      1164.0       FG
39   FG603  20250710   1164.0   1219.0  ...     1880.89   1195.0      1162.0       FG
40   FG604  20250710   1209.0   1251.0  ...     1181.06   1228.0      1201.0       FG
41   FG605  20250710   1202.0   1245.0  ...    16612.39   1221.0      1197.0       FG
42   FG606  20250710   1216.0   1260.0  ...      741.29   1235.0      1214.0       FG
43   JR507  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250710      0.0      0.0  ...        0.00   2353.0      2353.0       MA
54   MA508  20250710   2381.0   2417.0  ...    13688.91   2404.0      2382.0       MA
55   MA509  20250710   2370.0   2408.0  ...  1619920.95   2393.0      2365.0       MA
56   MA510  20250710   2393.0   2429.0  ...    67151.21   2415.0      2384.0       MA
57   MA511  20250710   2407.0   2443.0  ...    64933.03   2428.0      2396.0       MA
58   MA512  20250710   2430.0   2466.0  ...    12419.58   2450.0      2419.0       MA
59   MA601  20250710   2430.0   2471.0  ...   197727.72   2454.0      2422.0       MA
60   MA602  20250710   2424.0   2454.0  ...       53.58   2436.0      2409.0       MA
61   MA603  20250710   2420.0   2446.0  ...      189.85   2434.0      2405.0       MA
62   MA604  20250710   2398.0   2418.0  ...       26.45   2405.0      2376.0       MA
63   MA605  20250710   2358.0   2388.0  ...     2070.85   2375.0      2347.0       MA
64   MA606  20250710   2366.0   2386.0  ...       28.50   2375.0      2354.0       MA
65   OI507  20250710      0.0      0.0  ...        0.00   9600.0      9600.0       OI
66   OI509  20250710   9512.0   9512.0  ...  2957046.13   9457.0      9546.0       OI
67   OI511  20250710   9502.0   9502.0  ...   165665.26   9451.0      9539.0       OI
68   OI601  20250710   9448.0   9448.0  ...   516467.24   9404.0      9486.0       OI
69   OI603  20250710   9365.0   9383.0  ...     4348.34   9351.0      9431.0       OI
70   OI605  20250710   9301.0   9301.0  ...     6596.39   9252.0      9342.0       OI
71   PF507  20250710   6590.0   6662.0  ...     1185.42   6642.0      6626.0       PF
72   PF508  20250710   6526.0   6578.0  ...   248023.36   6554.0      6528.0       PF
73   PF509  20250710   6418.0   6458.0  ...   198283.88   6434.0      6412.0       PF
74   PF510  20250710   6402.0   6476.0  ...   156173.97   6434.0      6400.0       PF
75   PF511  20250710   6370.0   6438.0  ...   162712.69   6394.0      6370.0       PF
76   PF512  20250710   6352.0   6416.0  ...    45051.33   6376.0      6360.0       PF
77   PF601  20250710   6370.0   6424.0  ...     3670.46   6400.0      6370.0       PF
78   PF602  20250710   6366.0   6376.0  ...        9.56   6372.0      6370.0       PF
79   PF603  20250710   6378.0   6388.0  ...       22.35   6386.0      6376.0       PF
80   PF604  20250710   6402.0   6402.0  ...        3.20   6402.0      6386.0       PF
81   PF605  20250710   6414.0   6440.0  ...        6.43   6428.0      6398.0       PF
82   PF606  20250710      0.0      0.0  ...        0.00   6424.0      6382.0       PF
83   PK510  20250710   8180.0   8194.0  ...   107002.83   8172.0      8158.0       PK
84   PK511  20250710   8020.0   8032.0  ...    53630.46   8010.0      7986.0       PK
85   PK512  20250710   7978.0   7978.0  ...      943.97   7966.0      7968.0       PK
86   PK601  20250710   7966.0   7972.0  ...     4181.97   7958.0      7946.0       PK
87   PK603  20250710   7970.0   7980.0  ...       75.58   7956.0      7948.0       PK
88   PK604  20250710   7952.0   7972.0  ...       23.88   7958.0      7952.0       PK
89   PK605  20250710   7990.0   8004.0  ...      875.73   7962.0      7960.0       PK
90   PM507  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250710      0.0      0.0  ...        0.00   5942.0      5920.0       PR
97   PR508  20250710   5898.0   5946.0  ...     8475.90   5918.0      5892.0       PR
98   PR509  20250710   5876.0   5930.0  ...   419987.68   5896.0      5874.0       PR
99   PR510  20250710   5878.0   5938.0  ...   225096.37   5902.0      5866.0       PR
100  PR511  20250710   5868.0   5926.0  ...    33896.50   5892.0      5854.0       PR
101  PR512  20250710      0.0      0.0  ...        0.00   5900.0      5848.0       PR
102  PR601  20250710   5862.0   5916.0  ...      335.81   5892.0      5854.0       PR
103  PR602  20250710   5910.0   5954.0  ...       44.52   5936.0      5898.0       PR
104  PR603  20250710   5940.0   5958.0  ...       80.18   5940.0      5914.0       PR
105  PR604  20250710   5958.0   5958.0  ...        8.94   5958.0      5912.0       PR
106  PR605  20250710   5912.0   5952.0  ...      115.71   5934.0      5892.0       PR
107  PR606  20250710      0.0      0.0  ...        0.00   5926.0      5858.0       PR
108  PX507  20250710      0.0      0.0  ...        0.00   6926.0      6890.0       PX
109  PX508  20250710   6748.0   6842.0  ...     2642.42   6802.0      6752.0       PX
110  PX509  20250710   6716.0   6800.0  ...   616982.01   6750.0      6716.0       PX
111  PX510  20250710   6698.0   6796.0  ...    92207.48   6746.0      6698.0       PX
112  PX511  20250710   6690.0   6776.0  ...   132206.80   6720.0      6664.0       PX
113  PX512  20250710   6670.0   6762.0  ...    30215.13   6704.0      6644.0       PX
114  PX601  20250710   6636.0   6742.0  ...    61437.15   6682.0      6636.0       PX
115  PX602  20250710   6680.0   6730.0  ...       40.13   6688.0      6628.0       PX
116  PX603  20250710   6604.0   6640.0  ...        6.62   6622.0      6618.0       PX
117  PX604  20250710      0.0      0.0  ...        0.00   6676.0      6606.0       PX
118  PX605  20250710   6620.0   6686.0  ...      182.51   6638.0      6594.0       PX
119  PX606  20250710   6650.0   6650.0  ...        3.33   6650.0      6562.0       PX
120  RI507  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250710   2451.0   2491.0  ...      371.16   2474.0      2445.0       RM
127  RM508  20250710   2581.0   2617.0  ...    25372.91   2596.0      2572.0       RM
128  RM509  20250710   2582.0   2622.0  ...   926076.49   2595.0      2573.0       RM
129  RM511  20250710   2415.0   2434.0  ...     2812.39   2418.0      2407.0       RM
130  RM601  20250710   2309.0   2326.0  ...   168149.86   2313.0      2305.0       RM
131  RM603  20250710   2291.0   2306.0  ...    14060.22   2294.0      2287.0       RM
132  RM605  20250710   2305.0   2316.0  ...    26768.97   2307.0      2305.0       RM
133  RS507  20250710      0.0      0.0  ...        0.00   4993.0      4991.0       RS
134  RS508  20250710      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250710   5053.0   5100.0  ...      233.26   5071.0      5069.0       RS
136  RS511  20250710   5097.0   5097.0  ...       30.43   5072.0      5037.0       RS
137  SA507  20250710   1167.0   1189.0  ...      587.46   1175.0      1146.0       SA
138  SA508  20250710   1190.0   1235.0  ...    55375.42   1213.0      1187.0       SA
139  SA509  20250710   1194.0   1244.0  ...  7001237.69   1213.0      1187.0       SA
140  SA510  20250710   1209.0   1249.0  ...   139343.32   1227.0      1201.0       SA
141  SA511  20250710   1205.0   1251.0  ...   236375.53   1228.0      1202.0       SA
142  SA512  20250710   1235.0   1278.0  ...   130693.80   1254.0      1225.0       SA
143  SA601  20250710   1240.0   1281.0  ...  1688094.85   1255.0      1226.0       SA
144  SA602  20250710   1246.0   1287.0  ...    20636.43   1266.0      1238.0       SA
145  SA603  20250710   1248.0   1284.0  ...    12386.31   1264.0      1236.0       SA
146  SA604  20250710   1261.0   1294.0  ...     5054.16   1280.0      1250.0       SA
147  SA605  20250710   1257.0   1297.0  ...    62205.85   1276.0      1251.0       SA
148  SA606  20250710   1266.0   1300.0  ...     3467.31   1289.0      1260.0       SA
149  SF507  20250710   5436.0   5626.0  ...     6288.50   5520.0      5436.0       SF
150  SF508  20250710   5402.0   5596.0  ...    33354.73   5530.0      5374.0       SF
151  SF509  20250710   5426.0   5594.0  ...   802072.62   5532.0      5380.0       SF
152  SF510  20250710   5378.0   5542.0  ...   109262.36   5484.0      5328.0       SF
153  SF511  20250710   5510.0   5684.0  ...   184665.82   5630.0      5466.0       SF
154  SF512  20250710   5506.0   5656.0  ...    20691.84   5594.0      5440.0       SF
155  SF601  20250710   5464.0   5624.0  ...    15775.87   5562.0      5412.0       SF
156  SF602  20250710   5388.0   5554.0  ...      856.30   5490.0      5354.0       SF
157  SF603  20250710   5586.0   5678.0  ...       56.43   5644.0      5490.0       SF
158  SF604  20250710   5518.0   5662.0  ...       16.86   5620.0      5460.0       SF
159  SF605  20250710   5480.0   5664.0  ...      552.16   5606.0      5460.0       SF
160  SF606  20250710   5466.0   5604.0  ...       86.24   5564.0      5370.0       SF
161  SH507  20250710      0.0      0.0  ...        0.00   2456.0      2381.0       SH
162  SH508  20250710   2476.0   2569.0  ...   224790.46   2525.0      2434.0       SH
163  SH509  20250710   2462.0   2525.0  ...  4717396.77   2495.0      2419.0       SH
164  SH510  20250710   2475.0   2544.0  ...   403590.71   2515.0      2439.0       SH
165  SH511  20250710   2468.0   2530.0  ...   252459.83   2500.0      2426.0       SH
166  SH512  20250710   2475.0   2532.0  ...    35751.81   2500.0      2426.0       SH
167  SH601  20250710   2444.0   2500.0  ...   127184.09   2469.0      2403.0       SH
168  SH602  20250710   2460.0   2513.0  ...      740.65   2494.0      2424.0       SH
169  SH603  20250710   2462.0   2517.0  ...      606.43   2496.0      2430.0       SH
170  SH604  20250710   2497.0   2551.0  ...      220.59   2536.0      2456.0       SH
171  SH605  20250710   2485.0   2550.0  ...     6047.14   2523.0      2453.0       SH
172  SH606  20250710   2506.0   2560.0  ...      174.24   2525.0      2479.0       SH
173  SM507  20250710      0.0      0.0  ...        0.00   5756.0      5654.0       SM
174  SM508  20250710   5738.0   5820.0  ...    28007.41   5790.0      5682.0       SM
175  SM509  20250710   5746.0   5826.0  ...   994605.73   5792.0      5682.0       SM
176  SM510  20250710   5716.0   5798.0  ...    58556.00   5770.0      5664.0       SM
177  SM511  20250710   5800.0   5868.0  ...   125749.58   5844.0      5742.0       SM
178  SM512  20250710   5788.0   5858.0  ...    10839.24   5832.0      5728.0       SM
179  SM601  20250710   5774.0   5854.0  ...    75772.12   5822.0      5724.0       SM
180  SM602  20250710   5800.0   5868.0  ...      273.00   5810.0      5718.0       SM
181  SM603  20250710   5800.0   5864.0  ...      107.88   5832.0      5720.0       SM
182  SM604  20250710   5814.0   5852.0  ...       20.43   5838.0      5738.0       SM
183  SM605  20250710   5830.0   5880.0  ...     1456.83   5852.0      5752.0       SM
184  SM606  20250710   5880.0   5896.0  ...       55.90   5886.0      5756.0       SM
185  SR507  20250710   5795.0   5808.0  ...      527.32   5795.0      5751.0       SR
186  SR509  20250710   5795.0   5815.0  ...   950652.62   5800.0      5763.0       SR
187  SR511  20250710   5684.0   5703.0  ...   132693.11   5688.0      5653.0       SR
188  SR601  20250710   5615.0   5636.0  ...   119605.24   5625.0      5599.0       SR
189  SR603  20250710   5592.0   5606.0  ...     1449.65   5597.0      5574.0       SR
190  SR605  20250710   5563.0   5580.0  ...     5008.83   5572.0      5551.0       SR
191  TA507  20250710   4740.0   4748.0  ...     4453.91   4732.0      4770.0       TA
192  TA508  20250710   4722.0   4758.0  ...    32524.04   4740.0      4740.0       TA
193  TA509  20250710   4712.0   4752.0  ...  2244708.08   4728.0      4714.0       TA
194  TA510  20250710   4708.0   4760.0  ...    65699.06   4724.0      4702.0       TA
195  TA511  20250710   4706.0   4754.0  ...    67158.46   4720.0      4692.0       TA
196  TA512  20250710   4694.0   4750.0  ...    15954.45   4716.0      4684.0       TA
197  TA601  20250710   4682.0   4748.0  ...   446291.84   4712.0      4678.0       TA
198  TA602  20250710   4698.0   4748.0  ...       40.14   4722.0      4688.0       TA
199  TA603  20250710   4698.0   4738.0  ...      103.84   4720.0      4682.0       TA
200  TA604  20250710   4714.0   4732.0  ...       11.80   4720.0      4688.0       TA
201  TA605  20250710   4704.0   4760.0  ...     3753.78   4728.0      4694.0       TA
202  TA606  20250710   4750.0   4750.0  ...        4.75   4750.0      4702.0       TA
203  UR507  20250710   1759.0   1774.0  ...      360.00   1765.0      1759.0       UR
204  UR508  20250710   1774.0   1784.0  ...     2110.91   1774.0      1767.0       UR
205  UR509  20250710   1780.0   1790.0  ...   900403.33   1777.0      1771.0       UR
206  UR510  20250710   1764.0   1775.0  ...    23123.69   1762.0      1755.0       UR
207  UR511  20250710   1766.0   1775.0  ...    22098.41   1760.0      1755.0       UR
208  UR512  20250710   1755.0   1763.0  ...      111.86   1748.0      1747.0       UR
209  UR601  20250710   1744.0   1750.0  ...   118802.75   1736.0      1731.0       UR
210  UR602  20250710   1736.0   1744.0  ...     1197.13   1730.0      1725.0       UR
211  UR603  20250710   1755.0   1761.0  ...      157.40   1749.0      1747.0       UR
212  UR604  20250710   1748.0   1749.0  ...       69.66   1741.0      1740.0       UR
213  UR605  20250710   1742.0   1748.0  ...     5998.86   1736.0      1730.0       UR
214  UR606  20250710   1733.0   1740.0  ...      505.97   1733.0      1727.0       UR
215  WH507  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-10 23:52:47,723 - future_1d - INFO - ak.get_czce_daily('2025-07-10') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250710      0.0  ...   4150.00     4150.00        A
1     a2509  20250710   4112.0  ...   4110.00     4112.00        A
2     a2511  20250710   4048.0  ...   4042.00     4048.00        A
3     a2601  20250710   4035.0  ...   4025.00     4033.00        A
4     a2603  20250710   4023.0  ...   4018.00     4027.00        A
5     a2605  20250710   4055.0  ...   4051.00     4059.00        A
6     b2507  20250710      0.0  ...   3480.00     3480.00        B
7     b2508  20250710   3519.0  ...   3527.00     3518.00        B
8     b2509  20250710   3578.0  ...   3581.00     3576.00        B
9     b2510  20250710   3614.0  ...   3618.00     3610.00        B
10    b2511  20250710   3635.0  ...   3641.00     3639.00        B
11    b2512  20250710   3658.0  ...   3659.00     3661.00        B
12    b2601  20250710   3652.0  ...   3648.00     3652.00        B
13    b2602  20250710   3613.0  ...   3614.00     3624.00        B
14    b2603  20250710   3529.0  ...   3517.00     3535.00        B
15    b2604  20250710   3438.0  ...   3431.00     3443.00        B
16    b2605  20250710   3375.0  ...   3371.00     3375.00        B
17    b2606  20250710   3370.0  ...   3366.00     3371.00        B
18   bb2509  20250710    153.2  ...    152.75      153.50       BB
19   bb2511  20250710    155.1  ...    154.60      157.15       BB
20   bb2601  20250710      0.0  ...    156.40      156.40       BB
21   bb2603  20250710      0.0  ...    163.25      165.90       BB
22   bb2605  20250710      0.0  ...    163.25      165.90       BB
23   bz2603  20250710   6070.0  ...   6215.00     6015.00       BZ
24   bz2604  20250710   6070.0  ...   6226.00     6010.00       BZ
25   bz2605  20250710   6056.0  ...   6202.00     6013.00       BZ
26   bz2606  20250710   6100.0  ...   6180.00     6003.00       BZ
27    c2507  20250710      0.0  ...   2296.00     2296.00        C
28    c2509  20250710   2317.0  ...   2318.00     2322.00        C
29    c2511  20250710   2271.0  ...   2272.00     2275.00        C
30    c2601  20250710   2234.0  ...   2233.00     2237.00        C
31    c2603  20250710   2235.0  ...   2235.00     2238.00        C
32    c2605  20250710   2265.0  ...   2264.00     2266.00        C
33   cs2507  20250710      0.0  ...   2700.00     2700.00       CS
34   cs2509  20250710   2675.0  ...   2675.00     2676.00       CS
35   cs2511  20250710   2626.0  ...   2626.00     2630.00       CS
36   cs2601  20250710   2623.0  ...   2622.00     2626.00       CS
37   cs2603  20250710   2610.0  ...   2608.00     2615.00       CS
38   cs2605  20250710   2646.0  ...   2647.00     2650.00       CS
39   eb2507  20250710      0.0  ...   7499.00     7499.00       EB
40   eb2508  20250710   7356.0  ...   7436.00     7320.00       EB
41   eb2509  20250710   7251.0  ...   7348.00     7234.00       EB
42   eb2510  20250710   7190.0  ...   7277.00     7153.00       EB
43   eb2511  20250710   7122.0  ...   7206.00     7089.00       EB
44   eb2512  20250710   7088.0  ...   7169.00     7058.00       EB
45   eb2601  20250710   7088.0  ...   7169.00     7053.00       EB
46   eb2602  20250710   7108.0  ...   7212.00     7069.00       EB
47   eb2603  20250710   7102.0  ...   7228.00     7073.00       EB
48   eb2604  20250710   7148.0  ...   7198.00     7062.00       EB
49   eb2605  20250710   7117.0  ...   7185.00     7086.00       EB
50   eb2606  20250710   7163.0  ...   7181.00     7089.00       EB
51   eg2507  20250710      0.0  ...   4226.00     4226.00       EG
52   eg2508  20250710   4258.0  ...   4296.00     4259.00       EG
53   eg2509  20250710   4280.0  ...   4307.00     4275.00       EG
54   eg2510  20250710   4292.0  ...   4321.00     4289.00       EG
55   eg2511  20250710   4306.0  ...   4328.00     4296.00       EG
56   eg2512  20250710   4328.0  ...   4328.00     4292.00       EG
57   eg2601  20250710   4302.0  ...   4336.00     4300.00       EG
58   eg2602  20250710   4328.0  ...   4343.00     4301.00       EG
59   eg2603  20250710   4340.0  ...   4340.00     4313.00       EG
60   eg2604  20250710   4344.0  ...   4355.00     4331.00       EG
61   eg2605  20250710   4340.0  ...   4355.00     4332.00       EG
62   eg2606  20250710   4344.0  ...   4364.00     4329.00       EG
63   fb2507  20250710      0.0  ...   1341.50     1341.50       FB
64   fb2508  20250710   1335.0  ...   1335.50     1332.50       FB
65   fb2509  20250710   1325.0  ...   1323.50     1317.00       FB
66   fb2510  20250710   1330.0  ...   1329.50     1328.00       FB
67   fb2511  20250710   1327.0  ...   1329.00     1325.00       FB
68   fb2512  20250710   1327.5  ...   1329.00     1324.50       FB
69   fb2601  20250710   1314.5  ...   1315.50     1310.00       FB
70   fb2602  20250710      0.0  ...   1290.50     1290.50       FB
71   fb2603  20250710      0.0  ...   1313.50     1313.50       FB
72   fb2604  20250710      0.0  ...   1310.50     1310.50       FB
73   fb2605  20250710      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250710      0.0  ...   1292.50     1292.50       FB
75    i2507  20250710      0.0  ...    748.00      748.00        I
76    i2508  20250710    743.0  ...    754.50      740.50        I
77    i2509  20250710    736.0  ...    750.50      736.50        I
78    i2510  20250710    730.5  ...    747.50      731.00        I
79    i2511  20250710    724.5  ...    739.50      724.50        I
80    i2512  20250710    718.0  ...    734.00      718.00        I
81    i2601  20250710    710.0  ...    724.00      710.00        I
82    i2602  20250710    707.0  ...    721.00      708.00        I
83    i2603  20250710    704.0  ...    716.50      704.50        I
84    i2604  20250710    700.0  ...    711.50      700.50        I
85    i2605  20250710    692.5  ...    705.00      693.00        I
86    i2606  20250710    685.5  ...    698.50      687.00        I
87    j2507  20250710      0.0  ...   1304.50     1304.50        J
88    j2508  20250710   1429.5  ...   1448.00     1416.00        J
89    j2509  20250710   1456.0  ...   1478.00     1445.50        J
90    j2510  20250710   1470.5  ...   1488.00     1461.50        J
91    j2511  20250710   1485.5  ...   1500.00     1450.50        J
92    j2512  20250710   1497.5  ...   1497.50     1471.00        J
93    j2601  20250710   1486.0  ...   1507.50     1486.50        J
94    j2602  20250710      0.0  ...   1515.50     1494.50        J
95    j2603  20250710      0.0  ...   1528.50     1507.50        J
96    j2604  20250710      0.0  ...   1520.50     1499.50        J
97    j2605  20250710   1535.0  ...   1540.00     1526.50        J
98    j2606  20250710   1543.5  ...   1555.50     1528.00        J
99   jd2507  20250710   2701.0  ...   2728.00     2778.00       JD
100  jd2508  20250710   3485.0  ...   3447.00     3470.00       JD
101  jd2509  20250710   3600.0  ...   3572.00     3585.00       JD
102  jd2510  20250710   3373.0  ...   3362.00     3373.00       JD
103  jd2511  20250710   3393.0  ...   3381.00     3401.00       JD
104  jd2512  20250710   3556.0  ...   3547.00     3559.00       JD
105  jd2601  20250710   3616.0  ...   3606.00     3616.00       JD
106  jd2602  20250710   3194.0  ...   3189.00     3195.00       JD
107  jd2603  20250710   3198.0  ...   3199.00     3199.00       JD
108  jd2604  20250710   3340.0  ...   3340.00     3335.00       JD
109  jd2605  20250710   3406.0  ...   3411.00     3413.00       JD
110  jd2606  20250710   3266.0  ...   3264.00     3266.00       JD
111  jm2507  20250710    848.0  ...    861.00      846.50       JM
112  jm2508  20250710    822.0  ...    834.50      812.00       JM
113  jm2509  20250710    871.0  ...    883.50      860.50       JM
114  jm2510  20250710    881.0  ...    897.50      877.00       JM
115  jm2511  20250710    894.0  ...    907.50      886.00       JM
116  jm2512  20250710    905.0  ...    919.50      897.50       JM
117  jm2601  20250710    909.0  ...    922.00      905.00       JM
118  jm2602  20250710    916.0  ...    931.00      908.00       JM
119  jm2603  20250710    925.5  ...    942.50      919.50       JM
120  jm2604  20250710    931.5  ...    941.00      925.00       JM
121  jm2605  20250710    935.5  ...    947.50      932.50       JM
122  jm2606  20250710    951.5  ...    958.00      945.00       JM
123   l2507  20250710      0.0  ...   7300.00     7291.00        L
124   l2508  20250710   7276.0  ...   7302.00     7255.00        L
125   l2509  20250710   7282.0  ...   7309.00     7257.00        L
126   l2510  20250710   7267.0  ...   7309.00     7254.00        L
127   l2511  20250710   7273.0  ...   7300.00     7253.00        L
128   l2512  20250710   7266.0  ...   7286.00     7248.00        L
129   l2601  20250710   7254.0  ...   7283.00     7237.00        L
130   l2602  20250710   7273.0  ...   7260.00     7214.00        L
131   l2603  20250710   7273.0  ...   7265.00     7210.00        L
132   l2604  20250710   7278.0  ...   7292.00     7215.00        L
133   l2605  20250710   7231.0  ...   7255.00     7212.00        L
134   l2606  20250710   7261.0  ...   7261.00     7212.00        L
135  lg2507  20250710    819.5  ...    813.00      819.50       LG
136  lg2509  20250710    785.0  ...    785.00      783.50       LG
137  lg2511  20250710    785.0  ...    783.50      781.50       LG
138  lg2601  20250710    784.5  ...    785.50      781.50       LG
139  lg2603  20250710    785.0  ...    787.00      783.50       LG
140  lg2605  20250710    790.0  ...    792.00      789.50       LG
141  lh2507  20250710  13955.0  ...  13970.00    13950.00       LH
142  lh2509  20250710  14255.0  ...  14330.00    14220.00       LH
143  lh2511  20250710  13595.0  ...  13650.00    13590.00       LH
144  lh2601  20250710  13695.0  ...  13725.00    13680.00       LH
145  lh2603  20250710  12965.0  ...  12980.00    12965.00       LH
146  lh2605  20250710  13135.0  ...  13175.00    13135.00       LH
147   m2507  20250710      0.0  ...   2802.00     2802.00        M
148   m2508  20250710   2920.0  ...   2925.00     2921.00        M
149   m2509  20250710   2940.0  ...   2943.00     2940.00        M
150   m2511  20250710   2980.0  ...   2983.00     2981.00        M
151   m2512  20250710   3018.0  ...   3011.00     3016.00        M
152   m2601  20250710   2994.0  ...   2988.00     2992.00        M
153   m2603  20250710   2850.0  ...   2854.00     2854.00        M
154   m2605  20250710   2702.0  ...   2701.00     2703.00        M
155   p2507  20250710      0.0  ...   8620.00     8620.00        P
156   p2508  20250710   8696.0  ...   8664.00     8676.00        P
157   p2509  20250710   8652.0  ...   8628.00     8656.00        P
158   p2510  20250710   8666.0  ...   8628.00     8656.00        P
159   p2511  20250710   8644.0  ...   8606.00     8626.00        P
160   p2512  20250710   8634.0  ...   8606.00     8626.00        P
161   p2601  20250710   8622.0  ...   8602.00     8634.00        P
162   p2602  20250710   8560.0  ...   8574.00     8592.00        P
163   p2603  20250710   8502.0  ...   8520.00     8540.00        P
164   p2604  20250710   8438.0  ...   8452.00     8494.00        P
165   p2605  20250710   8412.0  ...   8400.00     8434.00        P
166   p2606  20250710   8378.0  ...   8368.00     8406.00        P
167  pg2507  20250710   4219.0  ...   4223.00     4205.00       PG
168  pg2508  20250710   4190.0  ...   4199.00     4178.00       PG
169  pg2509  20250710   4088.0  ...   4096.00     4077.00       PG
170  pg2510  20250710   4493.0  ...   4510.00     4480.00       PG
171  pg2511  20250710   4407.0  ...   4423.00     4397.00       PG
172  pg2512  20250710   4321.0  ...   4349.00     4321.00       PG
173  pg2601  20250710   4259.0  ...   4273.00     4241.00       PG
174  pg2602  20250710   4208.0  ...   4221.00     4164.00       PG
175  pg2603  20250710   4114.0  ...   4115.00     4082.00       PG
176  pg2604  20250710   4410.0  ...   4407.00     4373.00       PG
177  pg2605  20250710   4289.0  ...   4292.00     4266.00       PG
178  pg2606  20250710   4224.0  ...   4221.00     4205.00       PG
179  pp2507  20250710      0.0  ...   7068.00     7068.00       PP
180  pp2508  20250710   7078.0  ...   7096.00     7057.00       PP
181  pp2509  20250710   7080.0  ...   7101.00     7056.00       PP
182  pp2510  20250710   7038.0  ...   7071.00     7017.00       PP
183  pp2511  20250710   7034.0  ...   7063.00     7009.00       PP
184  pp2512  20250710   7035.0  ...   7066.00     7014.00       PP
185  pp2601  20250710   7034.0  ...   7068.00     7015.00       PP
186  pp2602  20250710   7010.0  ...   7043.00     6995.00       PP
187  pp2603  20250710   7023.0  ...   7023.00     7004.00       PP
188  pp2604  20250710   7038.0  ...   7038.00     7006.00       PP
189  pp2605  20250710   7023.0  ...   7053.00     7008.00       PP
190  pp2606  20250710   7035.0  ...   7048.00     6990.00       PP
191  rr2507  20250710      0.0  ...   3578.00     3578.00       RR
192  rr2508  20250710   3588.0  ...   3585.00     3587.00       RR
193  rr2509  20250710   3596.0  ...   3595.00     3595.00       RR
194  rr2510  20250710   3609.0  ...   3610.00     3607.00       RR
195  rr2511  20250710   3605.0  ...   3605.00     3605.00       RR
196  rr2512  20250710   3600.0  ...   3603.00     3601.00       RR
197  rr2601  20250710   3604.0  ...   3602.00     3600.00       RR
198  rr2602  20250710   3610.0  ...   3610.00     3606.00       RR
199  rr2603  20250710   3610.0  ...   3611.00     3606.00       RR
200  rr2604  20250710   3620.0  ...   3617.00     3613.00       RR
201  rr2605  20250710   3612.0  ...   3612.00     3606.00       RR
202  rr2606  20250710   3615.0  ...   3610.00     3609.00       RR
203   v2507  20250710   4839.0  ...   4926.00     4839.00        V
204   v2508  20250710   4926.0  ...   4972.00     4890.00        V
205   v2509  20250710   4963.0  ...   5005.00     4929.00        V
206   v2510  20250710   4995.0  ...   5033.00     4957.00        V
207   v2511  20250710   5017.0  ...   5066.00     4981.00        V
208   v2512  20250710   5063.0  ...   5089.00     5006.00        V
209   v2601  20250710   5067.0  ...   5109.00     5031.00        V
210   v2602  20250710   5085.0  ...   5130.00     5044.00        V
211   v2603  20250710   5103.0  ...   5152.00     5062.00        V
212   v2604  20250710   5235.0  ...   5287.00     5213.00        V
213   v2605  20250710   5239.0  ...   5306.00     5221.00        V
214   v2606  20250710   5261.0  ...   5312.00     5234.00        V
215   y2507  20250710      0.0  ...   7970.00     8038.00        Y
216   y2508  20250710   7900.0  ...   7924.00     7902.00        Y
217   y2509  20250710   7912.0  ...   7928.00     7922.00        Y
218   y2511  20250710   7930.0  ...   7942.00     7936.00        Y
219   y2512  20250710   7966.0  ...   7962.00     7962.00        Y
220   y2601  20250710   7906.0  ...   7906.00     7916.00        Y
221   y2603  20250710   7824.0  ...   7820.00     7818.00        Y
222   y2605  20250710   7600.0  ...   7592.00     7594.00        Y

[223 rows x 12 columns]
2025-07-10 23:52:48,167 - future_1d - INFO - ak.get_dce_daily('2025-07-10') done
2025-07-10 23:52:49,938 - future_1d - INFO - save future_daily 2025-07-10 add
2025-07-10 23:52:49,944 - future_1d - INFO -                          0            1            2           3           4
symbol              CU2507       CU2508       CU2509      CU2510      CU2511
date            2025-07-10   2025-07-10   2025-07-10  2025-07-10  2025-07-10
opencol            78630.0      78340.0      78130.0     77870.0     77560.0
high               78910.0      78680.0      78560.0     78410.0     78290.0
low                78500.0      78160.0      78010.0     77730.0     77560.0
close              78850.0      78600.0      78460.0     78310.0     78210.0
volume             18830.0      99231.0      57205.0     19860.0      6896.0
open_interest      32590.0     181068.0     138287.0     57347.0     34848.0
turnover        740713.125  3889713.575  2238047.085   775133.11  268796.805
settle             78670.0      78390.0      78240.0     78050.0     77950.0
pre_settle         79110.0      78910.0      78740.0     78500.0     78260.0
variety                 CU           CU           CU          CU          CU
exchange              SHFE         SHFE         SHFE        SHFE        SHFE
comd                    cu           cu           cu          cu          cu
contract            cu2507       cu2508       cu2509      cu2510      cu2511
contract_yymm         2507         2508         2509        2510        2511
maturity_month           0            1            2           3           4
maturity_day            -9           22           53          83         114