LogViewer
=========================================================================
2025-08-11 16:25:34 Mon	START TASK.01	future_1d  future_daily
=========================================================================
2025-08-11 16:25:36,831 - future_1d - INFO - future_daily check=True check_last=7 start...
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250801   529.6  ...   528.1        532      SC
1       SC2510  20250801   524.8  ...   523.7      525.3      SC
2       SC2511  20250801   521.6  ...   519.8        522      SC
3       SC2512  20250801   518.2  ...     516      518.2      SC
4       SC2601  20250801   515.1  ...     513      515.2      SC
5       SC2602  20250801   508.7  ...   509.6      511.7      SC
6       SC2603  20250801   506.9  ...   506.4      509.1      SC
7       SC2604  20250801   504.4  ...   503.7      506.3      SC
8       SC2605  20250801   502.7  ...   502.9      504.4      SC
9       SC2606  20250801   500.5  ...   500.8      503.2      SC
10      SC2607  20250801   498.8  ...   498.8      497.1      SC
11      SC2608  20250801     492  ...   496.8      497.1      SC
12      SC2609  20250801          ...   495.1      496.3      SC
13      SC2612  20250801   488.3  ...   488.2      493.1      SC
14      SC2703  20250801          ...   486.9      486.9      SC
15      SC2706  20250801   484.5  ...   484.5      485.4      SC
16      SC2709  20250801          ...   483.3      483.3      SC
17      SC2712  20250801          ...   483.1      483.1      SC
18      SC2803  20250801   476.1  ...   476.1      482.2      SC
19      SC2806  20250801   474.6  ...   474.2      478.3      SC
21      LU2509  20250801    3649  ...    3645       3672      LU
22      LU2510  20250801    3670  ...    3663       3697      LU
23      LU2511  20250801    3678  ...    3668       3699      LU
24      LU2512  20250801    3653  ...    3651       3677      LU
25      LU2601  20250801    3620  ...    3612       3642      LU
26      LU2602  20250801    3604  ...    3595       3625      LU
27      LU2603  20250801    3599  ...    3596       3622      LU
28      LU2604  20250801    3576  ...    3576       3604      LU
29      LU2605  20250801    3382  ...    3498       3607      LU
30      LU2606  20250801          ...    3572       3572      LU
31      LU2607  20250801    3539  ...    3542       3573      LU
32      LU2608  20250801    3530  ...    3529       3573      LU
34      NR2508  20250801   12250  ...   12185      12320      NR
35      NR2509  20250801   12290  ...   12220      12365      NR
36      NR2510  20250801   12325  ...   12260      12395      NR
37      NR2511  20250801   12350  ...   12295      12445      NR
38      NR2512  20250801   12390  ...   12340      12465      NR
39      NR2601  20250801   12435  ...   12385      12490      NR
40      NR2602  20250801   12485  ...   12465      12590      NR
41      NR2603  20250801   12310  ...   12310      12650      NR
42      NR2604  20250801   12250  ...   12285      12640      NR
43      NR2605  20250801   12500  ...   12430      12585      NR
44      NR2606  20250801   12150  ...   12290      12630      NR
45      NR2607  20250801          ...   12550      12550      NR
47      BC2508  20250801   67930  ...   68830      69490      BC
48      BC2509  20250801   69240  ...   69410      69640      BC
49      BC2510  20250801   69370  ...   69430      69630      BC
50      BC2511  20250801          ...   69240      69240      BC
51      BC2512  20250801          ...   69700      69700      BC
52      BC2601  20250801          ...   70020      70020      BC
53      BC2602  20250801          ...   70000      70000      BC
54      BC2603  20250801          ...   70000      70000      BC
55      BC2604  20250801          ...   70000      70000      BC
56      BC2605  20250801          ...   70000      70000      BC
57      BC2606  20250801          ...   69340      69340      BC
58      BC2607  20250801          ...   68670      68670      BC
60      EC2508  20250801    2118  ...  2114.3     2123.5      EC
61      EC2510  20250801  1420.8  ...  1432.1     1428.2      EC
62      EC2512  20250801  1684.1  ...  1687.9     1700.9      EC
63      EC2602  20250801  1480.7  ...  1485.8     1496.3      EC
64      EC2604  20250801    1329  ...  1329.8     1340.3      EC
65      EC2606  20250801  1474.4  ...  1469.7     1475.5      EC
68  SC_TAS2509  20250801          ...                     SC_TAS
69  SC_TAS2510  20250801          ...                     SC_TAS
70  SC_TAS2511  20250801          ...                     SC_TAS
71  SC_TAS2512  20250801          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 16:25:37,004 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250801   7806.0   7827.0  ...   296622.40   7791.0      7828.0       AP
1    AP511  20250801   7620.0   7631.0  ...     1596.73   7603.0      7643.0       AP
2    AP512  20250801   7678.0   7684.0  ...      237.54   7663.0      7695.0       AP
3    AP601  20250801   7743.0   7755.0  ...    21502.40   7718.0      7761.0       AP
4    AP603  20250801   7666.0   7705.0  ...      376.12   7676.0      7685.0       AP
5    AP604  20250801   7715.0   7715.0  ...       23.13   7710.0      7729.0       AP
6    AP605  20250801   7794.0   7820.0  ...      179.21   7792.0      7797.0       AP
7    CF509  20250801  13690.0  13695.0  ...  1305277.19  13615.0     13700.0       CF
8    CF511  20250801  13765.0  13780.0  ...   148870.99  13685.0     13755.0       CF
9    CF601  20250801  13875.0  13880.0  ...   690930.10  13800.0     13845.0       CF
10   CF603  20250801  13820.0  13845.0  ...     1936.31  13780.0     13830.0       CF
11   CF605  20250801  13800.0  13835.0  ...    47628.61  13770.0     13795.0       CF
12   CF607  20250801  13800.0  13845.0  ...      681.32  13765.0     13805.0       CF
13   CJ509  20250801   9580.0   9860.0  ...    88355.86   9715.0      9630.0       CJ
14   CJ512  20250801  10570.0  10860.0  ...    11504.21  10725.0     10575.0       CJ
15   CJ601  20250801  10695.0  11025.0  ...  1201752.97  10880.0     10750.0       CJ
16   CJ603  20250801  10760.0  11055.0  ...    11816.29  10915.0     10785.0       CJ
17   CJ605  20250801  10980.0  11220.0  ...   124614.86  11085.0     10970.0       CJ
18   CJ607  20250801  11115.0  11385.0  ...     1002.70  11265.0     11100.0       CJ
19   CY508  20250801      0.0      0.0  ...        0.00  20005.0     20070.0       CY
20   CY509  20250801  19760.0  19850.0  ...    40966.60  19760.0     19825.0       CY
21   CY510  20250801      0.0      0.0  ...        0.00  19900.0     19935.0       CY
22   CY511  20250801  19765.0  19815.0  ...    31040.01  19765.0     19800.0       CY
23   CY512  20250801  19650.0  19650.0  ...       19.57  19570.0     19740.0       CY
24   CY601  20250801  19650.0  19785.0  ...     1102.80  19695.0     19815.0       CY
25   CY602  20250801      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250801  20190.0  20190.0  ...       20.15  20150.0     20220.0       CY
27   CY604  20250801      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250801  19960.0  19960.0  ...        9.98  19960.0     20040.0       CY
29   CY606  20250801      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250801      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250801   1108.0   1111.0  ...      486.91   1092.0      1134.0       FG
32   FG509  20250801   1116.0   1134.0  ...  5790527.14   1104.0      1146.0       FG
33   FG510  20250801   1194.0   1201.0  ...   123653.30   1181.0      1217.0       FG
34   FG511  20250801   1176.0   1193.0  ...   151058.96   1172.0      1208.0       FG
35   FG512  20250801   1244.0   1263.0  ...    44885.39   1238.0      1278.0       FG
36   FG601  20250801   1224.0   1252.0  ...  2873978.68   1226.0      1265.0       FG
37   FG602  20250801   1270.0   1292.0  ...     4190.96   1268.0      1317.0       FG
38   FG603  20250801   1271.0   1286.0  ...     3750.74   1264.0      1310.0       FG
39   FG604  20250801   1304.0   1328.0  ...     2184.58   1302.0      1343.0       FG
40   FG605  20250801   1299.0   1320.0  ...    51996.77   1297.0      1334.0       FG
41   FG606  20250801   1320.0   1342.0  ...     2500.50   1320.0      1351.0       FG
42   FG607  20250801   1318.0   1338.0  ...     1621.89   1316.0      1344.0       FG
43   JR509  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250801      0.0      0.0  ...        0.00   2368.0      2385.0       MA
53   MA509  20250801   2403.0   2417.0  ...  1214195.45   2403.0      2412.0       MA
54   MA510  20250801   2434.0   2447.0  ...    33130.56   2431.0      2442.0       MA
55   MA511  20250801   2455.0   2468.0  ...    53905.77   2452.0      2463.0       MA
56   MA512  20250801   2485.0   2499.0  ...    22011.90   2485.0      2494.0       MA
57   MA601  20250801   2496.0   2508.0  ...   303307.74   2495.0      2502.0       MA
58   MA602  20250801   2495.0   2500.0  ...      187.01   2494.0      2493.0       MA
59   MA603  20250801   2488.0   2497.0  ...      154.37   2490.0      2487.0       MA
60   MA604  20250801   2473.0   2473.0  ...       12.34   2468.0      2470.0       MA
61   MA605  20250801   2438.0   2451.0  ...     7145.86   2443.0      2442.0       MA
62   MA606  20250801   2457.0   2457.0  ...        4.91   2457.0      2454.0       MA
63   MA607  20250801   2442.0   2442.0  ...       24.39   2439.0      2439.0       MA
64   OI509  20250801   9497.0   9557.0  ...  2057457.97   9495.0      9547.0       OI
65   OI511  20250801   9504.0   9564.0  ...   155603.36   9506.0      9544.0       OI
66   OI601  20250801   9435.0   9492.0  ...   637241.18   9434.0      9481.0       OI
67   OI603  20250801   9377.0   9422.0  ...     1423.15   9363.0      9406.0       OI
68   OI605  20250801   9304.0   9383.0  ...     8283.48   9328.0      9351.0       OI
69   OI607  20250801   9276.0   9373.0  ...      149.02   9314.0      9329.0       OI
70   PF508  20250801   6420.0   6420.0  ...      349.81   6360.0      6454.0       PF
71   PF509  20250801   6450.0   6458.0  ...   282086.69   6408.0      6494.0       PF
72   PF510  20250801   6514.0   6530.0  ...   229932.27   6474.0      6566.0       PF
73   PF511  20250801   6512.0   6526.0  ...    70807.75   6468.0      6562.0       PF
74   PF512  20250801   6522.0   6522.0  ...    27708.06   6464.0      6542.0       PF
75   PF601  20250801   6504.0   6510.0  ...    17386.08   6470.0      6536.0       PF
76   PF602  20250801   6486.0   6486.0  ...       12.95   6474.0      6538.0       PF
77   PF603  20250801   6488.0   6496.0  ...       19.46   6486.0      6566.0       PF
78   PF604  20250801   6516.0   6518.0  ...       22.78   6508.0      6588.0       PF
79   PF605  20250801   6506.0   6540.0  ...       39.13   6522.0      6596.0       PF
80   PF606  20250801   6524.0   6536.0  ...        6.53   6530.0      6598.0       PF
81   PF607  20250801      0.0      0.0  ...        0.00   6540.0      6622.0       PF
82   PK510  20250801   8082.0   8118.0  ...   115372.45   8094.0      8100.0       PK
83   PK511  20250801   7954.0   7986.0  ...    61739.03   7962.0      7966.0       PK
84   PK512  20250801   7940.0   7964.0  ...    18562.80   7946.0      7956.0       PK
85   PK601  20250801   7948.0   7958.0  ...     8995.87   7944.0      7968.0       PK
86   PK603  20250801   7970.0   7970.0  ...      194.95   7958.0      7990.0       PK
87   PK604  20250801   7974.0   7974.0  ...       43.81   7966.0      7998.0       PK
88   PK605  20250801   7980.0   7980.0  ...     1678.35   7954.0      7992.0       PK
89   PL601  20250801   6555.0   6555.0  ...    44929.98   6504.0      6561.0       PL
90   PL602  20250801   6619.0   6619.0  ...     1014.42   6587.0      6623.0       PL
91   PL603  20250801   6530.0   6542.0  ...     1028.89   6512.0      6573.0       PL
92   PL604  20250801   6509.0   6514.0  ...      181.75   6491.0      6595.0       PL
93   PL605  20250801   6476.0   6477.0  ...      782.61   6415.0      6516.0       PL
94   PL606  20250801   6551.0   6551.0  ...       13.10   6551.0      6589.0       PL
95   PL607  20250801   6542.0   6543.0  ...       26.17   6543.0      6593.0       PL
96   PM509  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250801   5944.0   5944.0  ...       44.32   5910.0      5944.0       PR
103  PR509  20250801   5972.0   5980.0  ...   194068.45   5934.0      5996.0       PR
104  PR510  20250801   6004.0   6012.0  ...   195863.10   5974.0      6016.0       PR
105  PR511  20250801   6012.0   6012.0  ...   127549.36   5986.0      6024.0       PR
106  PR512  20250801   5994.0   6002.0  ...    20621.75   5986.0      6030.0       PR
107  PR601  20250801   5998.0   6002.0  ...     3457.03   5986.0      6032.0       PR
108  PR602  20250801      0.0      0.0  ...        0.00   6020.0      6054.0       PR
109  PR603  20250801      0.0      0.0  ...        0.00   6026.0      6044.0       PR
110  PR604  20250801      0.0      0.0  ...        0.00   6036.0      6044.0       PR
111  PR605  20250801   6036.0   6036.0  ...       27.14   6032.0      6054.0       PR
112  PR606  20250801   6036.0   6036.0  ...       18.08   6026.0      6080.0       PR
113  PR607  20250801      0.0      0.0  ...        0.00   6066.0      6066.0       PR
114  PX508  20250801      0.0      0.0  ...        0.00   6846.0      6980.0       PX
115  PX509  20250801   6912.0   6914.0  ...   484983.96   6846.0      6980.0       PX
116  PX510  20250801   6900.0   6902.0  ...   104498.08   6842.0      6944.0       PX
117  PX511  20250801   6878.0   6882.0  ...   167962.69   6828.0      6920.0       PX
118  PX512  20250801   6868.0   6868.0  ...    71488.55   6828.0      6916.0       PX
119  PX601  20250801   6858.0   6858.0  ...   110416.51   6810.0      6888.0       PX
120  PX602  20250801   6814.0   6814.0  ...       13.59   6796.0      6892.0       PX
121  PX603  20250801      0.0      0.0  ...        0.00   6788.0      6846.0       PX
122  PX604  20250801      0.0      0.0  ...        0.00   6792.0      6832.0       PX
123  PX605  20250801   6780.0   6804.0  ...      250.76   6778.0      6846.0       PX
124  PX606  20250801   6774.0   6774.0  ...        3.39   6774.0      6846.0       PX
125  PX607  20250801      0.0      0.0  ...        0.00   6790.0      6852.0       PX
126  RI509  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250801   2670.0   2678.0  ...     4266.11   2666.0      2719.0       RM
133  RM509  20250801   2692.0   2702.0  ...   795040.51   2679.0      2721.0       RM
134  RM511  20250801   2540.0   2552.0  ...     5222.49   2536.0      2559.0       RM
135  RM601  20250801   2411.0   2414.0  ...   245832.38   2401.0      2419.0       RM
136  RM603  20250801   2391.0   2391.0  ...     7803.84   2381.0      2396.0       RM
137  RM605  20250801   2375.0   2377.0  ...    35514.65   2371.0      2377.0       RM
138  RM607  20250801   2357.0   2364.0  ...     2342.05   2359.0      2362.0       RM
139  RS508  20250801      0.0      0.0  ...        0.00   5075.0      5049.0       RS
140  RS509  20250801   5137.0   5160.0  ...       61.64   5136.0      5120.0       RS
141  RS511  20250801   5190.0   5255.0  ...       36.69   5241.0      5255.0       RS
142  RS607  20250801   5241.0   5389.0  ...      248.62   5290.0      5263.0       RS
143  SA508  20250801   1239.0   1243.0  ...      439.28   1241.0      1255.0       SA
144  SA509  20250801   1248.0   1268.0  ...  3629655.86   1254.0      1269.0       SA
145  SA510  20250801   1276.0   1295.0  ...   384590.38   1275.0      1308.0       SA
146  SA511  20250801   1287.0   1303.0  ...   452801.63   1285.0      1318.0       SA
147  SA512  20250801   1324.0   1339.0  ...    71622.54   1324.0      1347.0       SA
148  SA601  20250801   1327.0   1344.0  ...  2649974.18   1328.0      1349.0       SA
149  SA602  20250801   1338.0   1351.0  ...     5437.01   1337.0      1359.0       SA
150  SA603  20250801   1339.0   1354.0  ...     6395.79   1340.0      1360.0       SA
151  SA604  20250801   1374.0   1386.0  ...     2833.42   1373.0      1398.0       SA
152  SA605  20250801   1376.0   1393.0  ...    73859.25   1376.0      1402.0       SA
153  SA606  20250801   1379.0   1398.0  ...     2169.28   1382.0      1406.0       SA
154  SA607  20250801   1376.0   1390.0  ...     1927.17   1375.0      1400.0       SA
155  SF508  20250801   5718.0   5718.0  ...      796.21   5708.0      5722.0       SF
156  SF509  20250801   5736.0   5750.0  ...   797622.22   5706.0      5786.0       SF
157  SF510  20250801   5712.0   5736.0  ...   104697.36   5692.0      5774.0       SF
158  SF511  20250801   5910.0   5920.0  ...   208696.21   5872.0      5950.0       SF
159  SF512  20250801   5894.0   5908.0  ...    24536.44   5860.0      5930.0       SF
160  SF601  20250801   5872.0   5892.0  ...    86096.85   5852.0      5926.0       SF
161  SF602  20250801   5818.0   5842.0  ...      727.97   5802.0      5878.0       SF
162  SF603  20250801   5958.0   5964.0  ...      180.81   5928.0      6032.0       SF
163  SF604  20250801   5938.0   5938.0  ...       44.35   5914.0      5940.0       SF
164  SF605  20250801   5940.0   5954.0  ...      711.63   5906.0      5962.0       SF
165  SF606  20250801   5848.0   5872.0  ...       55.47   5840.0      5880.0       SF
166  SF607  20250801   5960.0   5990.0  ...       20.87   5962.0      6030.0       SF
167  SH508  20250801   2476.0   2476.0  ...      215.39   2476.0      2476.0       SH
168  SH509  20250801   2531.0   2564.0  ...  1833904.73   2541.0      2572.0       SH
169  SH510  20250801   2587.0   2629.0  ...   370571.20   2606.0      2639.0       SH
170  SH511  20250801   2608.0   2616.0  ...   337712.15   2595.0      2626.0       SH
171  SH512  20250801   2618.0   2632.0  ...    62371.94   2610.0      2639.0       SH
172  SH601  20250801   2588.0   2620.0  ...   376489.02   2599.0      2625.0       SH
173  SH602  20250801   2624.0   2634.0  ...      588.09   2614.0      2642.0       SH
174  SH603  20250801   2636.0   2645.0  ...      773.35   2630.0      2651.0       SH
175  SH604  20250801   2666.0   2684.0  ...      537.04   2672.0      2686.0       SH
176  SH605  20250801   2676.0   2696.0  ...     6765.35   2681.0      2695.0       SH
177  SH606  20250801   2681.0   2698.0  ...      249.89   2687.0      2700.0       SH
178  SH607  20250801   2671.0   2671.0  ...       23.96   2662.0      2678.0       SH
179  SM508  20250801   5952.0   5990.0  ...      657.88   5982.0      6008.0       SM
180  SM509  20250801   5982.0   6014.0  ...  1071391.14   5974.0      5988.0       SM
181  SM510  20250801   5986.0   6020.0  ...   114350.56   5986.0      5994.0       SM
182  SM511  20250801   6044.0   6084.0  ...   174764.36   6050.0      6066.0       SM
183  SM512  20250801   6052.0   6092.0  ...    41543.94   6054.0      6070.0       SM
184  SM601  20250801   6068.0   6094.0  ...   304792.38   6060.0      6072.0       SM
185  SM602  20250801   6062.0   6080.0  ...      439.00   6056.0      6066.0       SM
186  SM603  20250801   6080.0   6100.0  ...      837.41   6068.0      6100.0       SM
187  SM604  20250801   6086.0   6092.0  ...      142.96   6084.0      6094.0       SM
188  SM605  20250801   6092.0   6126.0  ...     7489.69   6092.0      6106.0       SM
189  SM606  20250801   6098.0   6128.0  ...       33.54   6098.0      6098.0       SM
190  SM607  20250801   6094.0   6142.0  ...       30.64   6130.0      6124.0       SM
191  SR509  20250801   5782.0   5794.0  ...  1057928.04   5762.0      5801.0       SR
192  SR511  20250801   5678.0   5688.0  ...    86016.27   5662.0      5691.0       SR
193  SR601  20250801   5649.0   5663.0  ...   480826.92   5639.0      5661.0       SR
194  SR603  20250801   5619.0   5636.0  ...     4858.16   5610.0      5635.0       SR
195  SR605  20250801   5605.0   5619.0  ...    24401.08   5590.0      5617.0       SR
196  SR607  20250801   5600.0   5612.0  ...     1934.05   5590.0      5614.0       SR
197  TA508  20250801   4790.0   4790.0  ...     2297.12   4772.0      4830.0       TA
198  TA509  20250801   4794.0   4800.0  ...  1614610.20   4762.0      4842.0       TA
199  TA510  20250801   4810.0   4820.0  ...    69027.65   4782.0      4846.0       TA
200  TA511  20250801   4818.0   4824.0  ...    47505.16   4790.0      4850.0       TA
201  TA512  20250801   4838.0   4838.0  ...    19002.97   4796.0      4854.0       TA
202  TA601  20250801   4832.0   4836.0  ...   597637.87   4800.0      4858.0       TA
203  TA602  20250801   4792.0   4822.0  ...      100.68   4794.0      4848.0       TA
204  TA603  20250801   4830.0   4830.0  ...      204.00   4800.0      4858.0       TA
205  TA604  20250801   4810.0   4824.0  ...      103.37   4808.0      4854.0       TA
206  TA605  20250801   4846.0   4846.0  ...    22098.62   4820.0      4870.0       TA
207  TA606  20250801   4846.0   4848.0  ...       19.34   4834.0      4872.0       TA
208  TA607  20250801   4840.0   4840.0  ...        4.84   4840.0      4870.0       TA
209  UR508  20250801      0.0      0.0  ...        0.00   1707.0      1717.0       UR
210  UR509  20250801   1717.0   1723.0  ...   373047.19   1714.0      1722.0       UR
211  UR510  20250801   1721.0   1730.0  ...    34256.73   1723.0      1728.0       UR
212  UR511  20250801   1749.0   1758.0  ...    35320.16   1752.0      1759.0       UR
213  UR512  20250801   1745.0   1751.0  ...      331.59   1745.0      1759.0       UR
214  UR601  20250801   1735.0   1747.0  ...   127680.42   1741.0      1749.0       UR
215  UR602  20250801   1737.0   1744.0  ...      306.02   1739.0      1742.0       UR
216  UR603  20250801   1775.0   1780.0  ...      156.25   1776.0      1776.0       UR
217  UR604  20250801   1781.0   1783.0  ...      138.70   1778.0      1783.0       UR
218  UR605  20250801   1775.0   1786.0  ...     5553.55   1780.0      1783.0       UR
219  UR606  20250801   1770.0   1781.0  ...      202.34   1775.0      1778.0       UR
220  UR607  20250801   1785.0   1785.0  ...      153.21   1782.0      1789.0       UR
221  WH509  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:25:37,305 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250801  6182.000  ...  6173.600    6175.600       IC
1   IC2509  20250801  6130.000  ...  6109.800    6112.200       IC
2   IC2512  20250801  5977.000  ...  5961.800    5964.600       IC
3   IC2603  20250801  5852.000  ...  5835.800    5839.200       IC
4   IF2508  20250801  4064.800  ...  4044.000    4063.800       IF
5   IF2509  20250801  4057.800  ...  4031.800    4050.800       IF
6   IF2512  20250801  4021.000  ...  4000.000    4016.400       IF
7   IF2603  20250801  3990.800  ...  3969.000    3985.600       IF
8   IH2508  20250801  2773.600  ...  2755.400    2772.600       IH
9   IH2509  20250801  2776.000  ...  2755.400    2772.000       IH
10  IH2512  20250801  2775.000  ...  2757.400    2773.600       IH
11  IH2603  20250801  2776.200  ...  2757.000    2775.600       IH
12  IM2508  20250801  6625.000  ...  6625.200    6602.800       IM
13  IM2509  20250801  6554.600  ...  6549.800    6526.600       IM
14  IM2512  20250801  6350.000  ...  6364.800    6340.000       IM
15  IM2603  20250801  6188.000  ...  6194.600    6173.000       IM
16   T2509  20250801   108.395  ...   108.450     108.460        T
17   T2512  20250801   108.400  ...   108.425     108.435        T
18   T2603  20250801   108.310  ...   108.395     108.405        T
19  TF2509  20250801   105.715  ...   105.730     105.725       TF
20  TF2512  20250801   105.790  ...   105.785     105.790       TF
21  TF2603  20250801   105.820  ...   105.840     105.840       TF
22  TL2509  20250801   118.950  ...   119.090     119.120       TL
23  TL2512  20250801   118.700  ...   118.820     118.770       TL
24  TL2603  20250801   118.270  ...   118.520     118.430       TL
25  TS2509  20250801   102.346  ...   102.352     102.350       TS
26  TS2512  20250801   102.402  ...   102.394     102.414       TS
27  TS2603  20250801   102.470  ...   102.462     102.484       TS

[28 rows x 12 columns]
2025-08-11 16:25:37,464 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:25:37,633 - future_1d - INFO - ak.get_dce_daily('2025-08-01') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250801  50580.0  ...  49395.0     50910.0       PS
1   PS2509  20250801  50300.0  ...  49350.0     50735.0       PS
2   PS2510  20250801  50395.0  ...  49490.0     50895.0       PS
3   PS2511  20250801  51000.0  ...  49590.0     50990.0       PS
4   PS2512  20250801  53100.0  ...  52650.0     53875.0       PS
5   PS2601  20250801  53800.0  ...  52835.0     53970.0       PS
6   PS2602  20250801  54000.0  ...  53380.0     54305.0       PS
7   PS2603  20250801  54070.0  ...  53405.0     54680.0       PS
8   PS2604  20250801  54045.0  ...  53565.0     54580.0       PS
9   PS2605  20250801  54000.0  ...  53300.0     54455.0       PS
10  PS2606  20250801  55400.0  ...  55335.0     56210.0       PS
11  PS2607  20250801  56235.0  ...  55500.0     56430.0       PS
13  SI2508  20250801   8775.0  ...   8710.0      8920.0       SI
14  SI2509  20250801   8850.0  ...   8660.0      8860.0       SI
15  SI2510  20250801   8780.0  ...   8655.0      8845.0       SI
16  SI2511  20250801   8755.0  ...   8645.0      8825.0       SI
17  SI2512  20250801   8965.0  ...   8995.0      9135.0       SI
18  SI2601  20250801   9090.0  ...   8975.0      9105.0       SI
19  SI2602  20250801   9070.0  ...   8935.0      9095.0       SI
20  SI2603  20250801   9100.0  ...   8965.0      9065.0       SI
21  SI2604  20250801   9090.0  ...   8970.0      9095.0       SI
22  SI2605  20250801   9105.0  ...   8990.0      9090.0       SI
23  SI2606  20250801   9120.0  ...   8995.0      9095.0       SI
24  SI2607  20250801   9135.0  ...   8975.0      9110.0       SI
27  LC2508  20250801  67600.0  ...  68480.0     67900.0       LC
28  LC2509  20250801  69080.0  ...  68860.0     67840.0       LC
29  LC2510  20250801  68540.0  ...  69000.0     67940.0       LC
30  LC2511  20250801  69040.0  ...  69100.0     68040.0       LC
31  LC2512  20250801  69340.0  ...  69520.0     68460.0       LC
32  LC2601  20250801  69700.0  ...  69500.0     68560.0       LC
33  LC2602  20250801  69600.0  ...  69400.0     68620.0       LC
34  LC2603  20250801  69000.0  ...  69260.0     68580.0       LC
35  LC2604  20250801  70000.0  ...  69900.0     69020.0       LC
36  LC2605  20250801  70040.0  ...  70080.0     69260.0       LC
37  LC2606  20250801  70140.0  ...  70060.0     69160.0       LC
38  LC2607  20250801  70260.0  ...  70160.0     69220.0       LC

[36 rows x 12 columns]
2025-08-11 16:25:37,769 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250801  ...   78260      78430      CU
1        1      CU2509  20250801  ...   78270      78440      CU
2        2      CU2510  20250801  ...   78220      78420      CU
3        3      CU2511  20250801  ...   78210      78420      CU
4        4      CU2512  20250801  ...   78120      78340      CU
5        5      CU2601  20250801  ...   78040      78280      CU
6        6      CU2602  20250801  ...   78000      78270      CU
7        7      CU2603  20250801  ...   78080      78260      CU
8        8      CU2604  20250801  ...   78200      78330      CU
9        9      CU2605  20250801  ...   78070      78350      CU
10      10      CU2606  20250801  ...   78190      78300      CU
11      11      CU2607  20250801  ...   78180      78330      CU
12      12      BC2508  20250801  ...   68830      69490      BC
13      13      BC2509  20250801  ...   69410      69640      BC
14      14      BC2510  20250801  ...   69430      69630      BC
15      15      BC2511  20250801  ...   69240      69240      BC
16      16      BC2512  20250801  ...   69700      69700      BC
17      17      BC2601  20250801  ...   70020      70020      BC
18      18      BC2602  20250801  ...   70000      70000      BC
19      19      BC2603  20250801  ...   70000      70000      BC
20      20      BC2604  20250801  ...   70000      70000      BC
21      21      BC2605  20250801  ...   70000      70000      BC
22      22      BC2606  20250801  ...   69340      69340      BC
23      23      BC2607  20250801  ...   68670      68670      BC
24      24      AL2508  20250801  ...   20520      20625      AL
25      25      AL2509  20250801  ...   20475      20570      AL
26      26      AL2510  20250801  ...   20445      20550      AL
27      27      AL2511  20250801  ...   20400      20505      AL
28      28      AL2512  20250801  ...   20360      20460      AL
29      29      AL2601  20250801  ...   20325      20420      AL
30      30      AL2602  20250801  ...   20330      20435      AL
31      31      AL2603  20250801  ...   20365      20430      AL
32      32      AL2604  20250801  ...   20385      20450      AL
33      33      AL2605  20250801  ...   20400      20485      AL
34      34      AL2606  20250801  ...   20410      20490      AL
35      35      AL2607  20250801  ...   20420      20460      AL
36      36      ZN2508  20250801  ...   22315      22365      ZN
37      37      ZN2509  20250801  ...   22345      22440      ZN
38      38      ZN2510  20250801  ...   22355      22440      ZN
39      39      ZN2511  20250801  ...   22360      22435      ZN
40      40      ZN2512  20250801  ...   22330      22385      ZN
41      41      ZN2601  20250801  ...   22305      22370      ZN
42      42      ZN2602  20250801  ...   22305      22380      ZN
43      43      ZN2603  20250801  ...   22315      22390      ZN
44      44      ZN2604  20250801  ...   22310      22425      ZN
45      45      ZN2605  20250801  ...   22340      22455      ZN
46      46      ZN2606  20250801  ...   22350      22425      ZN
47      47      ZN2607  20250801  ...   22330      22405      ZN
48      48      PB2508  20250801  ...   16630      16785      PB
49      49      PB2509  20250801  ...   16660      16810      PB
50      50      PB2510  20250801  ...   16675      16815      PB
51      51      PB2511  20250801  ...   16705      16815      PB
52      52      PB2512  20250801  ...   16710      16840      PB
53      53      PB2601  20250801  ...   16745      16865      PB
54      54      PB2602  20250801  ...   16885      16885      PB
55      55      PB2603  20250801  ...   16840      16895      PB
56      56      PB2604  20250801  ...   16850      16950      PB
57      57      PB2605  20250801  ...   16850      16990      PB
58      58      PB2606  20250801  ...   17100      17100      PB
59      59      PB2607  20250801  ...   16890      16995      PB
60      60      NI2508  20250801  ...  119950     120130      NI
61      61      NI2509  20250801  ...  119980     120480      NI
62      62      NI2510  20250801  ...  120080     120610      NI
63      63      NI2511  20250801  ...  120270     120770      NI
64      64      NI2512  20250801  ...  120570     121030      NI
65      65      NI2601  20250801  ...  120780     121280      NI
66      66      NI2602  20250801  ...  120930     121610      NI
67      67      NI2603  20250801  ...  121270     121740      NI
68      68      NI2604  20250801  ...  121360     121690      NI
69      69      NI2605  20250801  ...  121760     122180      NI
70      70      NI2606  20250801  ...  121880     122360      NI
71      71      NI2607  20250801  ...  122430     122640      NI
72      72      SN2508  20250801  ...  263970     265890      SN
73      73      SN2509  20250801  ...  264250     266160      SN
74      74      SN2510  20250801  ...  264600     266440      SN
75      75      SN2511  20250801  ...  264620     266310      SN
76      76      SN2512  20250801  ...  264530     266040      SN
77      77      SN2601  20250801  ...  264800     266500      SN
78      78      SN2602  20250801  ...  265000     266500      SN
79      79      SN2603  20250801  ...  265120     266320      SN
80      80      SN2604  20250801  ...  266870     266870      SN
81      81      SN2605  20250801  ...  266350     267230      SN
82      82      SN2606  20250801  ...  266530     267240      SN
83      83      SN2607  20250801  ...  266520     266520      SN
84      84      AO2508  20250801  ...    3233       3274      AO
85      85      AO2509  20250801  ...    3205       3255      AO
86      86      AO2510  20250801  ...    3180       3233      AO
87      87      AO2511  20250801  ...    3183       3233      AO
88      88      AO2512  20250801  ...    3177       3230      AO
89      89      AO2601  20250801  ...    3175       3228      AO
90      90      AO2602  20250801  ...    3157       3229      AO
91      91      AO2603  20250801  ...    3155       3226      AO
92      92      AO2604  20250801  ...    3173       3211      AO
93      93      AO2605  20250801  ...    3163       3207      AO
94      94      AO2606  20250801  ...    3148       3210      AO
95      95      AO2607  20250801  ...    3119       3200      AO
96      96      AD2511  20250801  ...   19890      19980      AD
97      97      AD2512  20250801  ...   19895      19990      AD
98      98      AD2601  20250801  ...   19885      19935      AD
99      99      AD2602  20250801  ...   19760      19970      AD
100    100      AD2603  20250801  ...   19790      19925      AD
101    101      AD2604  20250801  ...   19760      19870      AD
102    102      AD2605  20250801  ...   19670      19755      AD
103    103      AD2606  20250801  ...   19650      19665      AD
104    104      AD2607  20250801  ...   19830      19830      AD
105    105      AU2508  20250801  ...   767.7     766.48      AU
106    106      AU2509  20250801  ...  769.98     768.88      AU
107    107      AU2510  20250801  ...   770.9     769.96      AU
108    108      AU2512  20250801  ...  772.98      771.9      AU
109    109      AU2602  20250801  ...  775.08     774.08      AU
110    110      AU2604  20250801  ...   777.4     776.42      AU
111    111      AU2606  20250801  ...  779.84     778.24      AU
112    112      AU2608  20250801  ...  781.88     780.76      AU
113    113      AG2508  20250801  ...    8902       9029      AG
114    114      AG2509  20250801  ...    8914       9034      AG
115    115      AG2510  20250801  ...    8923       9059      AG
116    116      AG2511  20250801  ...    8934       9063      AG
117    117      AG2512  20250801  ...    8947       9073      AG
118    118      AG2601  20250801  ...    8961       9092      AG
119    119      AG2602  20250801  ...    8971       9097      AG
120    120      AG2603  20250801  ...    8988       9102      AG
121    121      AG2604  20250801  ...    8998       9123      AG
122    122      AG2605  20250801  ...    9015       9132      AG
123    123      AG2606  20250801  ...    9026       9146      AG
124    124      AG2607  20250801  ...    9033       9163      AG
125    125      RB2508  20250801  ...    3170       3206      RB
126    126      RB2509  20250801  ...    3171       3199      RB
127    127      RB2510  20250801  ...    3213       3243      RB
128    128      RB2511  20250801  ...    3236       3262      RB
129    129      RB2512  20250801  ...    3264       3287      RB
130    130      RB2601  20250801  ...    3270       3302      RB
131    131      RB2602  20250801  ...    3256       3279      RB
132    132      RB2603  20250801  ...    3277       3300      RB
133    133      RB2604  20250801  ...    3294       3327      RB
134    134      RB2605  20250801  ...    3297       3326      RB
135    135      RB2606  20250801  ...    3307       3333      RB
136    136      RB2607  20250801  ...    3311       3332      RB
137    137      WR2508  20250801  ...    3212       3212      WR
138    138      WR2509  20250801  ...    3342       3335      WR
139    139      WR2510  20250801  ...    3448       3451      WR
140    140      WR2511  20250801  ...    3500       3500      WR
141    141      WR2512  20250801  ...    3501       3519      WR
142    142      WR2601  20250801  ...    3410       3410      WR
143    143      WR2602  20250801  ...    3540       3540      WR
144    144      WR2603  20250801  ...    3565       3565      WR
145    145      WR2604  20250801  ...    3560       3560      WR
146    146      WR2605  20250801  ...    3595       3595      WR
147    147      WR2606  20250801  ...    3599       3599      WR
148    148      WR2607  20250801  ...    3635       3635      WR
149    149      HC2508  20250801  ...    3395       3426      HC
150    150      HC2509  20250801  ...    3417       3434      HC
151    151      HC2510  20250801  ...    3408       3421      HC
152    152      HC2511  20250801  ...    3408       3425      HC
153    153      HC2512  20250801  ...    3417       3427      HC
154    154      HC2601  20250801  ...    3413       3432      HC
155    155      HC2602  20250801  ...    3403       3414      HC
156    156      HC2603  20250801  ...    3407       3427      HC
157    157      HC2604  20250801  ...    3413       3451      HC
158    158      HC2605  20250801  ...    3411       3425      HC
159    159      HC2606  20250801  ...    3409       3429      HC
160    160      HC2607  20250801  ...    3419       3446      HC
161    161      SS2508  20250801  ...   12915      12865      SS
162    162      SS2509  20250801  ...   12865      12835      SS
163    163      SS2510  20250801  ...   12905      12885      SS
164    164      SS2511  20250801  ...   12955      12925      SS
165    165      SS2512  20250801  ...   12975      12930      SS
166    166      SS2601  20250801  ...   13000      12975      SS
167    167      SS2602  20250801  ...   13025      13030      SS
168    168      SS2603  20250801  ...   13105      13075      SS
169    169      SS2604  20250801  ...   13115      13080      SS
170    170      SS2605  20250801  ...   13185      13145      SS
171    171      SS2606  20250801  ...   13210      13175      SS
172    172      SS2607  20250801  ...   13265      13240      SS
173    173      SC2509  20250801  ...   528.1        532      SC
174    174      SC2510  20250801  ...   523.7      525.3      SC
175    175      SC2511  20250801  ...   519.8        522      SC
176    176      SC2512  20250801  ...     516      518.2      SC
177    177      SC2601  20250801  ...     513      515.2      SC
178    178      SC2602  20250801  ...   509.6      511.7      SC
179    179      SC2603  20250801  ...   506.4      509.1      SC
180    180      SC2604  20250801  ...   503.7      506.3      SC
181    181      SC2605  20250801  ...   502.9      504.4      SC
182    182      SC2606  20250801  ...   500.8      503.2      SC
183    183      SC2607  20250801  ...   498.8      497.1      SC
184    184      SC2608  20250801  ...   496.8      497.1      SC
185    185      SC2609  20250801  ...   495.1      496.3      SC
186    186      SC2612  20250801  ...   488.2      493.1      SC
187    187      SC2703  20250801  ...   486.9      486.9      SC
188    188      SC2706  20250801  ...   484.5      485.4      SC
189    189      SC2709  20250801  ...   483.3      483.3      SC
190    190      SC2712  20250801  ...   483.1      483.1      SC
191    191      SC2803  20250801  ...   476.1      482.2      SC
192    192      SC2806  20250801  ...   474.2      478.3      SC
193    193      LU2509  20250801  ...    3645       3672      LU
194    194      LU2510  20250801  ...    3663       3697      LU
195    195      LU2511  20250801  ...    3668       3699      LU
196    196      LU2512  20250801  ...    3651       3677      LU
197    197      LU2601  20250801  ...    3612       3642      LU
198    198      LU2602  20250801  ...    3595       3625      LU
199    199      LU2603  20250801  ...    3596       3622      LU
200    200      LU2604  20250801  ...    3576       3604      LU
201    201      LU2605  20250801  ...    3498       3607      LU
202    202      LU2606  20250801  ...    3572       3572      LU
203    203      LU2607  20250801  ...    3542       3573      LU
204    204      LU2608  20250801  ...    3529       3573      LU
205    205      FU2509  20250801  ...    2914       2953      FU
206    206      FU2510  20250801  ...    2936       2969      FU
207    207      FU2511  20250801  ...    2952       2978      FU
208    208      FU2512  20250801  ...    2949       2972      FU
209    209      FU2601  20250801  ...    2943       2969      FU
210    210      FU2602  20250801  ...    2938       2960      FU
211    211      FU2603  20250801  ...    2929       2948      FU
212    212      FU2604  20250801  ...    2917       2933      FU
213    213      FU2605  20250801  ...    2903       2921      FU
214    214      FU2606  20250801  ...    2890       2905      FU
215    215      FU2607  20250801  ...    2867       2882      FU
216    216      FU2608  20250801  ...    2852       2882      FU
217    217      BU2508  20250801  ...    3657       3684      BU
218    218      BU2509  20250801  ...    3652       3665      BU
219    219      BU2510  20250801  ...    3643       3650      BU
220    220      BU2511  20250801  ...    3610       3612      BU
221    221      BU2512  20250801  ...    3531       3535      BU
222    222      BU2601  20250801  ...    3499       3500      BU
223    223      BU2602  20250801  ...    3478       3480      BU
224    224      BU2603  20250801  ...    3470       3482      BU
225    225      BU2604  20250801  ...    3467       3469      BU
226    226      BU2605  20250801  ...    3464       3462      BU
227    227      BU2606  20250801  ...    3454       3454      BU
228    228      BU2607  20250801  ...    3451       3461      BU
229    229      BU2609  20250801  ...    3428       3436      BU
230    230      BU2612  20250801  ...    3382       3393      BU
231    231      BU2703  20250801  ...    3378       3391      BU
232    232      BU2706  20250801  ...    3374       3388      BU
233    233      BR2508  20250801  ...   11505      11580      BR
234    234      BR2509  20250801  ...   11475      11580      BR
235    235      BR2510  20250801  ...   11455      11560      BR
236    236      BR2511  20250801  ...   11450      11575      BR
237    237      BR2512  20250801  ...   11480      11635      BR
238    238      BR2601  20250801  ...   11525      11650      BR
239    239      BR2602  20250801  ...   11510      11705      BR
240    240      BR2603  20250801  ...   11550      11705      BR
241    241      BR2604  20250801  ...   11615      11665      BR
242    242      BR2605  20250801  ...   11625      11675      BR
243    243      BR2606  20250801  ...   11575      11635      BR
244    244      BR2607  20250801  ...   11700      11690      BR
245    245      RU2508  20250801  ...   14405      14725      RU
246    246      RU2509  20250801  ...   14440      14720      RU
247    247      RU2510  20250801  ...   14430      14745      RU
248    248      RU2511  20250801  ...   14405      14675      RU
249    249      RU2601  20250801  ...   15280      15515      RU
250    250      RU2603  20250801  ...   15385      15635      RU
251    251      RU2604  20250801  ...   15405      15635      RU
252    252      RU2605  20250801  ...   15390      15650      RU
253    253      RU2606  20250801  ...   15300      15565      RU
254    254      RU2607  20250801  ...   15360      15655      RU
255    255      NR2508  20250801  ...   12185      12320      NR
256    256      NR2509  20250801  ...   12220      12365      NR
257    257      NR2510  20250801  ...   12260      12395      NR
258    258      NR2511  20250801  ...   12295      12445      NR
259    259      NR2512  20250801  ...   12340      12465      NR
260    260      NR2601  20250801  ...   12385      12490      NR
261    261      NR2602  20250801  ...   12465      12590      NR
262    262      NR2603  20250801  ...   12310      12650      NR
263    263      NR2604  20250801  ...   12285      12640      NR
264    264      NR2605  20250801  ...   12430      12585      NR
265    265      NR2606  20250801  ...   12290      12630      NR
266    266      NR2607  20250801  ...   12550      12550      NR
267    267      SP2508  20250801  ...    5194       5240      SP
268    268      SP2509  20250801  ...    5206       5268      SP
269    269      SP2510  20250801  ...    5196       5248      SP
270    270      SP2511  20250801  ...    5202       5246      SP
271    271      SP2512  20250801  ...    5198       5232      SP
272    272      SP2601  20250801  ...    5414       5444      SP
273    273      SP2602  20250801  ...    5356       5368      SP
274    274      SP2603  20250801  ...    5362       5366      SP
275    275      SP2604  20250801  ...    5354       5366      SP
276    276      SP2605  20250801  ...    5352       5354      SP
277    277      SP2606  20250801  ...    5354       5348      SP
278    278      SP2607  20250801  ...    5348       5348      SP
279    279      EC2508  20250801  ...  2114.3     2123.5      EC
280    280      EC2510  20250801  ...  1432.1     1428.2      EC
281    281      EC2512  20250801  ...  1687.9     1700.9      EC
282    282      EC2602  20250801  ...  1485.8     1496.3      EC
283    283      EC2604  20250801  ...  1329.8     1340.3      EC
284    284      EC2606  20250801  ...  1469.7     1475.5      EC
285    285  SC_TAS2509  20250801  ...                     SC_TAS
286    286  SC_TAS2510  20250801  ...                     SC_TAS
287    287  SC_TAS2511  20250801  ...                     SC_TAS
288    288  SC_TAS2512  20250801  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:25:37,892 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
2025-08-11 16:25:40,150 - future_1d - INFO - save future_daily 2025-08-01 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250804   527.6   527.7  ...   7537481.8   516.8      528.1      SC
1       SC2510  20250804   523.1   523.1  ...  1718415.83   511.8      523.7      SC
2       SC2511  20250804     519     519  ...   271381.83   507.9      519.8      SC
3       SC2512  20250804   516.3   516.3  ...    64483.96   505.7        516      SC
4       SC2601  20250804   511.2   511.2  ...    21919.61   501.5        513      SC
5       SC2602  20250804   507.1   507.1  ...    13994.73   499.8      509.6      SC
6       SC2603  20250804   505.8   505.8  ...    17388.31   496.8      506.4      SC
7       SC2604  20250804     503     503  ...     2690.04     489      503.7      SC
8       SC2605  20250804   502.5   502.5  ...      392.58   490.7      502.9      SC
9       SC2606  20250804     497     497  ...     2624.28   485.9      500.8      SC
10      SC2607  20250804                  ...           0     485      498.8      SC
11      SC2608  20250804                  ...           0   486.8      496.8      SC
12      SC2609  20250804   480.4   480.4  ...       48.04   480.4      495.1      SC
13      SC2612  20250804   487.7   487.7  ...      192.82     482      488.2      SC
14      SC2703  20250804                  ...           0   478.1      486.9      SC
15      SC2706  20250804   484.5   484.5  ...       96.18   480.9      484.5      SC
16      SC2709  20250804     472     472  ...       94.34   471.7      483.3      SC
17      SC2712  20250804   470.1   470.1  ...       47.01   470.1      483.1      SC
18      SC2803  20250804                  ...           0   469.5      476.1      SC
19      SC2806  20250804   474.5   474.5  ...      141.74   472.4      474.2      SC
21      LU2509  20250804    3633    3643  ...   30108.692    3572       3645      LU
22      LU2510  20250804    3652    3661  ...  391774.499    3588       3663      LU
23      LU2511  20250804    3669    3670  ...   162900.07    3600       3668      LU
24      LU2512  20250804    3634    3654  ...   10543.715    3571       3651      LU
25      LU2601  20250804    3600    3616  ...   10236.398    3529       3612      LU
26      LU2602  20250804    3572    3580  ...     518.326    3526       3595      LU
27      LU2603  20250804    3579    3580  ...     355.004    3550       3596      LU
28      LU2604  20250804    3543    3543  ...      28.048    3506       3576      LU
29      LU2605  20250804    3485    3485  ...       38.14    3467       3498      LU
30      LU2606  20250804    3551    3551  ...      31.436    3492       3572      LU
31      LU2607  20250804    3545    3545  ...      59.126    3478       3542      LU
32      LU2608  20250804    3508    3508  ...      20.862    3477       3529      LU
34      NR2508  20250804   12185   12185  ...      1331.5   12100      12185      NR
35      NR2509  20250804   12230   12230  ...  817545.835   12145      12220      NR
36      NR2510  20250804   12265   12270  ...   451114.65   12190      12260      NR
37      NR2511  20250804   12320   12320  ...   41742.415   12220      12295      NR
38      NR2512  20250804   12345   12345  ...   10967.365   12265      12340      NR
39      NR2601  20250804   12335   12390  ...   28054.275   12305      12385      NR
40      NR2602  20250804   12360   12360  ...      579.87   12335      12465      NR
41      NR2603  20250804   12310   12400  ...      692.76   12370      12310      NR
42      NR2604  20250804   12425   12425  ...         198   12375      12285      NR
43      NR2605  20250804   12360   12400  ...       37.16   12385      12430      NR
44      NR2606  20250804   12505   12505  ...     137.365   12485      12290      NR
45      NR2607  20250804   12475   12500  ...      24.975   12485      12550      NR
47      BC2508  20250804   69350   69440  ...     346.975   69390      68830      BC
48      BC2509  20250804   69600   69640  ...    125883.2   69370      69410      BC
49      BC2510  20250804   69510   69650  ...   13987.375   69410      69430      BC
50      BC2511  20250804                  ...           0   69240      69240      BC
51      BC2512  20250804   69660   69660  ...      69.655   69650      69700      BC
52      BC2601  20250804                  ...           0   70020      70020      BC
53      BC2602  20250804                  ...           0   70000      70000      BC
54      BC2603  20250804                  ...           0   70000      70000      BC
55      BC2604  20250804                  ...           0   70000      70000      BC
56      BC2605  20250804                  ...           0   70000      70000      BC
57      BC2606  20250804                  ...           0   69340      69340      BC
58      BC2607  20250804                  ...           0   68670      68670      BC
60      EC2508  20250804    2100  2122.3  ...    5068.865    2112     2114.3      EC
61      EC2510  20250804  1415.9    1432  ...  212521.427  1404.2     1432.1      EC
62      EC2512  20250804    1670    1700  ...   29799.638  1670.3     1687.9      EC
63      EC2602  20250804  1485.8    1490  ...   5042.7065  1474.4     1485.8      EC
64      EC2604  20250804  1325.9    1330  ...   4879.1515  1315.1     1329.8      EC
65      EC2606  20250804  1454.6  1467.8  ...    713.0175  1455.1     1469.7      EC
68  SC_TAS2509  20250804                  ...                                 SC_TAS
69  SC_TAS2510  20250804                  ...                                 SC_TAS
70  SC_TAS2511  20250804                  ...                                 SC_TAS
71  SC_TAS2512  20250804                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 16:25:49,305 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250804   7773.0   7849.0  ...   300951.68   7814.0      7791.0       AP
1    AP511  20250804   7605.0   7653.0  ...     1725.71   7636.0      7603.0       AP
2    AP512  20250804   7674.0   7706.0  ...       53.89   7698.0      7663.0       AP
3    AP601  20250804   7682.0   7768.0  ...    19704.24   7736.0      7718.0       AP
4    AP603  20250804   7662.0   7733.0  ...      169.46   7703.0      7676.0       AP
5    AP604  20250804   7724.0   7797.0  ...      139.63   7757.0      7710.0       AP
6    AP605  20250804   7800.0   7877.0  ...      352.93   7843.0      7792.0       AP
7    CF509  20250804  13585.0  13725.0  ...  1297244.37  13640.0     13615.0       CF
8    CF511  20250804  13650.0  13730.0  ...   141482.60  13655.0     13685.0       CF
9    CF601  20250804  13780.0  13850.0  ...   771390.51  13780.0     13800.0       CF
10   CF603  20250804  13725.0  13815.0  ...     4326.38  13755.0     13780.0       CF
11   CF605  20250804  13725.0  13790.0  ...    31564.35  13720.0     13770.0       CF
12   CF607  20250804  13730.0  13800.0  ...     1444.25  13755.0     13765.0       CF
13   CJ509  20250804   9855.0   9965.0  ...    53058.83   9790.0      9715.0       CJ
14   CJ512  20250804  10885.0  10970.0  ...    13609.31  10750.0     10725.0       CJ
15   CJ601  20250804  11030.0  11135.0  ...   931396.45  10920.0     10880.0       CJ
16   CJ603  20250804  11075.0  11200.0  ...    14148.16  11000.0     10915.0       CJ
17   CJ605  20250804  11220.0  11330.0  ...   133541.52  11135.0     11085.0       CJ
18   CJ607  20250804  11440.0  11470.0  ...     3045.32  11300.0     11265.0       CJ
19   CY508  20250804      0.0      0.0  ...        0.00  20005.0     20005.0       CY
20   CY509  20250804  19730.0  19855.0  ...    40417.30  19790.0     19760.0       CY
21   CY510  20250804      0.0      0.0  ...        0.00  19900.0     19900.0       CY
22   CY511  20250804  19735.0  19830.0  ...    50819.35  19765.0     19765.0       CY
23   CY512  20250804  19650.0  19650.0  ...        9.83  19650.0     19570.0       CY
24   CY601  20250804  19680.0  19740.0  ...      363.90  19670.0     19695.0       CY
25   CY602  20250804      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250804      0.0      0.0  ...        0.00  20150.0     20150.0       CY
27   CY604  20250804      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250804      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250804      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250804      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250804   1060.0   1062.0  ...      110.41   1062.0      1092.0       FG
32   FG509  20250804   1102.0   1114.0  ...  3978523.83   1084.0      1104.0       FG
33   FG510  20250804   1182.0   1191.0  ...   111783.35   1162.0      1181.0       FG
34   FG511  20250804   1170.0   1180.0  ...   144753.47   1156.0      1172.0       FG
35   FG512  20250804   1246.0   1250.0  ...    38624.12   1228.0      1238.0       FG
36   FG601  20250804   1225.0   1239.0  ...  2136501.70   1218.0      1226.0       FG
37   FG602  20250804   1275.0   1281.0  ...     4936.81   1261.0      1268.0       FG
38   FG603  20250804   1268.0   1278.0  ...     2449.13   1256.0      1264.0       FG
39   FG604  20250804   1315.0   1323.0  ...     1652.62   1303.0      1302.0       FG
40   FG605  20250804   1305.0   1312.0  ...    39571.16   1292.0      1297.0       FG
41   FG606  20250804   1333.0   1336.0  ...     1654.59   1322.0      1320.0       FG
42   FG607  20250804   1328.0   1333.0  ...     1215.33   1315.0      1316.0       FG
43   JR509  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250804      0.0      0.0  ...        0.00   2366.0      2368.0       MA
53   MA509  20250804   2398.0   2398.0  ...   937605.55   2384.0      2403.0       MA
54   MA510  20250804   2423.0   2426.0  ...    47736.70   2413.0      2431.0       MA
55   MA511  20250804   2445.0   2448.0  ...    86842.31   2437.0      2452.0       MA
56   MA512  20250804   2475.0   2482.0  ...    51185.22   2472.0      2485.0       MA
57   MA601  20250804   2490.0   2492.0  ...   293457.67   2481.0      2495.0       MA
58   MA602  20250804   2476.0   2487.0  ...       14.89   2482.0      2494.0       MA
59   MA603  20250804   2477.0   2480.0  ...       71.73   2474.0      2490.0       MA
60   MA604  20250804   2458.0   2460.0  ...       14.74   2456.0      2468.0       MA
61   MA605  20250804   2438.0   2440.0  ...     8826.55   2427.0      2443.0       MA
62   MA606  20250804   2435.0   2443.0  ...       29.25   2438.0      2457.0       MA
63   MA607  20250804   2425.0   2428.0  ...       31.53   2425.0      2439.0       MA
64   OI509  20250804   9516.0   9545.0  ...  2070972.21   9490.0      9495.0       OI
65   OI511  20250804   9519.0   9555.0  ...   196916.07   9496.0      9506.0       OI
66   OI601  20250804   9462.0   9478.0  ...   724308.93   9429.0      9434.0       OI
67   OI603  20250804   9387.0   9414.0  ...     1143.75   9375.0      9363.0       OI
68   OI605  20250804   9337.0   9357.0  ...     9060.38   9321.0      9328.0       OI
69   OI607  20250804   9288.0   9338.0  ...       65.18   9312.0      9314.0       OI
70   PF508  20250804   6342.0   6342.0  ...      309.71   6322.0      6360.0       PF
71   PF509  20250804   6392.0   6394.0  ...   236650.30   6362.0      6408.0       PF
72   PF510  20250804   6460.0   6484.0  ...   235468.09   6420.0      6474.0       PF
73   PF511  20250804   6448.0   6454.0  ...    75736.25   6412.0      6468.0       PF
74   PF512  20250804   6442.0   6448.0  ...    32645.95   6404.0      6464.0       PF
75   PF601  20250804   6452.0   6458.0  ...     7784.22   6416.0      6470.0       PF
76   PF602  20250804   6454.0   6454.0  ...      125.43   6432.0      6474.0       PF
77   PF603  20250804   6432.0   6436.0  ...       32.10   6420.0      6486.0       PF
78   PF604  20250804   6432.0   6432.0  ...        6.43   6432.0      6508.0       PF
79   PF605  20250804   6488.0   6488.0  ...       35.56   6466.0      6522.0       PF
80   PF606  20250804   6474.0   6474.0  ...        9.70   6468.0      6530.0       PF
81   PF607  20250804   6476.0   6476.0  ...        3.24   6476.0      6540.0       PF
82   PK510  20250804   8086.0   8116.0  ...   138040.34   8092.0      8094.0       PK
83   PK511  20250804   7936.0   7992.0  ...    65133.48   7960.0      7962.0       PK
84   PK512  20250804   7944.0   7964.0  ...    12139.21   7948.0      7946.0       PK
85   PK601  20250804   7938.0   7960.0  ...     9737.21   7950.0      7944.0       PK
86   PK603  20250804   7948.0   7970.0  ...      143.10   7950.0      7958.0       PK
87   PK604  20250804   7964.0   7970.0  ...       55.71   7960.0      7966.0       PK
88   PK605  20250804   7964.0   7968.0  ...     1057.86   7954.0      7954.0       PK
89   PL601  20250804   6480.0   6494.0  ...    27644.28   6468.0      6504.0       PL
90   PL602  20250804   6559.0   6565.0  ...     2547.66   6532.0      6587.0       PL
91   PL603  20250804   6503.0   6503.0  ...     1308.30   6477.0      6512.0       PL
92   PL604  20250804   6500.0   6500.0  ...       90.64   6475.0      6491.0       PL
93   PL605  20250804   6394.0   6399.0  ...      368.63   6356.0      6415.0       PL
94   PL606  20250804   6487.0   6488.0  ...       38.86   6477.0      6551.0       PL
95   PL607  20250804   6480.0   6480.0  ...       38.86   6477.0      6543.0       PL
96   PM509  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250804   5910.0   5910.0  ...      883.53   5890.0      5910.0       PR
103  PR509  20250804   5920.0   5930.0  ...   131191.51   5896.0      5934.0       PR
104  PR510  20250804   5958.0   5960.0  ...   261631.81   5932.0      5974.0       PR
105  PR511  20250804   5960.0   5976.0  ...   144239.65   5946.0      5986.0       PR
106  PR512  20250804   5970.0   5978.0  ...    24440.54   5962.0      5986.0       PR
107  PR601  20250804   5980.0   5982.0  ...     2565.75   5960.0      5986.0       PR
108  PR602  20250804   5988.0   6010.0  ...       18.00   6000.0      6020.0       PR
109  PR603  20250804   6000.0   6020.0  ...       36.03   6006.0      6026.0       PR
110  PR604  20250804   6010.0   6012.0  ...       27.05   6012.0      6036.0       PR
111  PR605  20250804   6000.0   6000.0  ...       44.95   5994.0      6032.0       PR
112  PR606  20250804      0.0      0.0  ...        0.00   6026.0      6026.0       PR
113  PR607  20250804      0.0      0.0  ...        0.00   6038.0      6066.0       PR
114  PX508  20250804      0.0      0.0  ...        0.00   6780.0      6846.0       PX
115  PX509  20250804   6814.0   6840.0  ...   334445.39   6780.0      6846.0       PX
116  PX510  20250804   6822.0   6836.0  ...    74595.13   6768.0      6842.0       PX
117  PX511  20250804   6792.0   6818.0  ...   152374.76   6744.0      6828.0       PX
118  PX512  20250804   6808.0   6820.0  ...    62508.73   6748.0      6828.0       PX
119  PX601  20250804   6784.0   6802.0  ...    65389.34   6746.0      6810.0       PX
120  PX602  20250804   6760.0   6760.0  ...       20.16   6722.0      6796.0       PX
121  PX603  20250804   6706.0   6706.0  ...        3.35   6706.0      6788.0       PX
122  PX604  20250804      0.0      0.0  ...        0.00   6718.0      6792.0       PX
123  PX605  20250804   6750.0   6752.0  ...      228.14   6710.0      6778.0       PX
124  PX606  20250804   6736.0   6736.0  ...       10.08   6718.0      6774.0       PX
125  PX607  20250804   6740.0   6740.0  ...       10.08   6720.0      6790.0       PX
126  RI509  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250804   2675.0   2690.0  ...     1239.52   2683.0      2666.0       RM
133  RM509  20250804   2668.0   2706.0  ...   707768.85   2686.0      2679.0       RM
134  RM511  20250804   2535.0   2565.0  ...     9752.72   2555.0      2536.0       RM
135  RM601  20250804   2403.0   2443.0  ...   289576.57   2428.0      2401.0       RM
136  RM603  20250804   2384.0   2414.0  ...    18395.60   2403.0      2381.0       RM
137  RM605  20250804   2372.0   2388.0  ...    66568.85   2380.0      2371.0       RM
138  RM607  20250804   2360.0   2371.0  ...     5984.32   2363.0      2359.0       RM
139  RS508  20250804      0.0      0.0  ...        0.00   5037.0      5075.0       RS
140  RS509  20250804   5020.0   5126.0  ...       56.08   5098.0      5136.0       RS
141  RS511  20250804      0.0      0.0  ...        0.00   5241.0      5241.0       RS
142  RS607  20250804      0.0      0.0  ...        0.00   5350.0      5290.0       RS
143  SA508  20250804   1243.0   1253.0  ...      628.17   1246.0      1241.0       SA
144  SA509  20250804   1261.0   1265.0  ...  2853354.68   1246.0      1254.0       SA
145  SA510  20250804   1284.0   1294.0  ...   262195.50   1274.0      1275.0       SA
146  SA511  20250804   1293.0   1304.0  ...   322932.05   1284.0      1285.0       SA
147  SA512  20250804   1328.0   1342.0  ...   115764.91   1323.0      1324.0       SA
148  SA601  20250804   1336.0   1348.0  ...  2655822.59   1327.0      1328.0       SA
149  SA602  20250804   1347.0   1356.0  ...     5451.06   1334.0      1337.0       SA
150  SA603  20250804   1341.0   1360.0  ...     6134.95   1337.0      1340.0       SA
151  SA604  20250804   1384.0   1394.0  ...     2576.12   1370.0      1373.0       SA
152  SA605  20250804   1387.0   1399.0  ...    68878.89   1376.0      1376.0       SA
153  SA606  20250804   1389.0   1403.0  ...     2068.54   1381.0      1382.0       SA
154  SA607  20250804   1381.0   1396.0  ...     1834.07   1373.0      1375.0       SA
155  SF508  20250804   5654.0   5654.0  ...      565.40   5654.0      5708.0       SF
156  SF509  20250804   5650.0   5686.0  ...   630654.35   5658.0      5706.0       SF
157  SF510  20250804   5636.0   5674.0  ...   117651.91   5638.0      5692.0       SF
158  SF511  20250804   5810.0   5850.0  ...   191289.12   5808.0      5872.0       SF
159  SF512  20250804   5794.0   5840.0  ...    21588.72   5802.0      5860.0       SF
160  SF601  20250804   5788.0   5828.0  ...    59683.99   5790.0      5852.0       SF
161  SF602  20250804   5750.0   5786.0  ...      628.50   5740.0      5802.0       SF
162  SF603  20250804   5890.0   5918.0  ...      123.44   5878.0      5928.0       SF
163  SF604  20250804   5850.0   5902.0  ...       43.97   5862.0      5914.0       SF
164  SF605  20250804   5860.0   5900.0  ...      556.94   5862.0      5906.0       SF
165  SF606  20250804   5778.0   5820.0  ...       46.31   5790.0      5840.0       SF
166  SF607  20250804   5926.0   5938.0  ...       26.67   5926.0      5962.0       SF
167  SH508  20250804      0.0      0.0  ...      741.00   2459.0      2476.0       SH
168  SH509  20250804   2537.0   2548.0  ...  1513544.15   2517.0      2541.0       SH
169  SH510  20250804   2600.0   2612.0  ...   316036.16   2590.0      2606.0       SH
170  SH511  20250804   2587.0   2611.0  ...   280266.17   2584.0      2595.0       SH
171  SH512  20250804   2607.0   2623.0  ...    85877.07   2597.0      2610.0       SH
172  SH601  20250804   2600.0   2607.0  ...   401607.32   2587.0      2599.0       SH
173  SH602  20250804   2619.0   2626.0  ...      617.95   2607.0      2614.0       SH
174  SH603  20250804   2629.0   2636.0  ...      416.18   2617.0      2630.0       SH
175  SH604  20250804   2666.0   2676.0  ...      175.74   2663.0      2672.0       SH
176  SH605  20250804   2686.0   2688.0  ...     4474.98   2673.0      2681.0       SH
177  SH606  20250804   2686.0   2693.0  ...      233.36   2682.0      2687.0       SH
178  SH607  20250804   2671.0   2671.0  ...       47.93   2663.0      2662.0       SH
179  SM508  20250804   5950.0   5968.0  ...     1159.78   5948.0      5982.0       SM
180  SM509  20250804   5950.0   5996.0  ...   838339.68   5962.0      5974.0       SM
181  SM510  20250804   5942.0   5998.0  ...    71556.61   5964.0      5986.0       SM
182  SM511  20250804   6016.0   6064.0  ...   134514.72   6032.0      6050.0       SM
183  SM512  20250804   6024.0   6072.0  ...    34306.74   6040.0      6054.0       SM
184  SM601  20250804   6040.0   6082.0  ...   235811.29   6050.0      6060.0       SM
185  SM602  20250804   6018.0   6068.0  ...     1023.27   6056.0      6056.0       SM
186  SM603  20250804   6012.0   6078.0  ...      202.33   6040.0      6068.0       SM
187  SM604  20250804   6032.0   6086.0  ...      138.95   6042.0      6084.0       SM
188  SM605  20250804   6048.0   6114.0  ...     4435.33   6080.0      6092.0       SM
189  SM606  20250804   6072.0   6112.0  ...       51.73   6086.0      6098.0       SM
190  SM607  20250804   6100.0   6130.0  ...       79.35   6104.0      6130.0       SM
191  SR509  20250804   5730.0   5735.0  ...   851954.10   5721.0      5762.0       SR
192  SR511  20250804   5653.0   5657.0  ...    80022.35   5650.0      5662.0       SR
193  SR601  20250804   5618.0   5639.0  ...   428796.21   5626.0      5639.0       SR
194  SR603  20250804   5592.0   5609.0  ...     4269.87   5596.0      5610.0       SR
195  SR605  20250804   5566.0   5575.0  ...    28518.38   5567.0      5590.0       SR
196  SR607  20250804   5568.0   5571.0  ...     1363.09   5564.0      5590.0       SR
197  TA508  20250804   4740.0   4740.0  ...     2013.21   4688.0      4772.0       TA
198  TA509  20250804   4750.0   4758.0  ...  1193028.62   4716.0      4762.0       TA
199  TA510  20250804   4754.0   4776.0  ...    93498.83   4734.0      4782.0       TA
200  TA511  20250804   4776.0   4782.0  ...    65366.60   4740.0      4790.0       TA
201  TA512  20250804   4778.0   4782.0  ...    25256.18   4742.0      4796.0       TA
202  TA601  20250804   4782.0   4786.0  ...   551070.31   4744.0      4800.0       TA
203  TA602  20250804   4772.0   4772.0  ...       68.79   4744.0      4794.0       TA
204  TA603  20250804   4778.0   4778.0  ...       23.76   4752.0      4800.0       TA
205  TA604  20250804   4760.0   4760.0  ...       14.28   4758.0      4808.0       TA
206  TA605  20250804   4808.0   4820.0  ...     8422.00   4784.0      4820.0       TA
207  TA606  20250804   4794.0   4794.0  ...       11.96   4784.0      4834.0       TA
208  TA607  20250804   4786.0   4788.0  ...        7.18   4786.0      4840.0       TA
209  UR508  20250804      0.0      0.0  ...        0.00   1722.0      1707.0       UR
210  UR509  20250804   1714.0   1742.0  ...   511274.84   1726.0      1714.0       UR
211  UR510  20250804   1719.0   1748.0  ...    24919.67   1734.0      1723.0       UR
212  UR511  20250804   1741.0   1776.0  ...    23864.82   1765.0      1752.0       UR
213  UR512  20250804   1752.0   1770.0  ...      715.44   1762.0      1745.0       UR
214  UR601  20250804   1740.0   1765.0  ...   144639.26   1752.0      1741.0       UR
215  UR602  20250804   1733.0   1762.0  ...     2181.49   1751.0      1739.0       UR
216  UR603  20250804   1777.0   1794.0  ...       92.82   1785.0      1776.0       UR
217  UR604  20250804   1778.0   1794.0  ...      160.22   1780.0      1778.0       UR
218  UR605  20250804   1782.0   1799.0  ...     4427.03   1788.0      1780.0       UR
219  UR606  20250804   1771.0   1789.0  ...      181.43   1779.0      1775.0       UR
220  UR607  20250804   1776.0   1793.0  ...      139.19   1785.0      1782.0       UR
221  WH509  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:25:49,610 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250804  6158.800  ...  6220.600    6173.600       IC
1   IC2509  20250804  6084.000  ...  6157.800    6109.800       IC
2   IC2512  20250804  5937.800  ...  6001.200    5961.800       IC
3   IC2603  20250804  5803.800  ...  5873.200    5835.800       IC
4   IF2508  20250804  4034.000  ...  4060.000    4044.000       IF
5   IF2509  20250804  4018.200  ...  4048.000    4031.800       IF
6   IF2512  20250804  3983.000  ...  4017.000    4000.000       IF
7   IF2603  20250804  3951.800  ...  3987.200    3969.000       IF
8   IH2508  20250804  2749.000  ...  2767.200    2755.400       IH
9   IH2509  20250804  2750.000  ...  2768.000    2755.400       IH
10  IH2512  20250804  2751.400  ...  2770.000    2757.400       IH
11  IH2603  20250804  2754.000  ...  2769.800    2757.000       IH
12  IM2508  20250804  6606.000  ...  6694.400    6625.200       IM
13  IM2509  20250804  6528.000  ...  6622.600    6549.800       IM
14  IM2512  20250804  6336.400  ...  6433.000    6364.800       IM
15  IM2603  20250804  6165.000  ...  6262.000    6194.600       IM
16   T2509  20250804   108.595  ...   108.485     108.450        T
17   T2512  20250804   108.450  ...   108.265     108.425        T
18   T2603  20250804   108.200  ...   108.035     108.395        T
19  TF2509  20250804   105.810  ...   105.715     105.730       TF
20  TF2512  20250804   105.825  ...   105.710     105.785       TF
21  TF2603  20250804   105.845  ...   105.695     105.840       TF
22  TL2509  20250804   119.700  ...   119.250     119.090       TL
23  TL2512  20250804   119.180  ...   118.900     118.820       TL
24  TL2603  20250804   118.490  ...   118.540     118.520       TL
25  TS2509  20250804   102.384  ...   102.354     102.352       TS
26  TS2512  20250804   102.396  ...   102.362     102.394       TS
27  TS2603  20250804   102.400  ...   102.332     102.462       TS

[28 rows x 12 columns]
2025-08-11 16:25:49,839 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:25:49,936 - future_1d - INFO - ak.get_dce_daily('2025-08-04') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250804  48000.0  ...  48370.0     49395.0       PS
1   PS2509  20250804  48500.0  ...  48250.0     49350.0       PS
2   PS2510  20250804  48500.0  ...  48405.0     49490.0       PS
3   PS2511  20250804  48800.0  ...  48450.0     49590.0       PS
4   PS2512  20250804  52475.0  ...  51430.0     52650.0       PS
5   PS2601  20250804  51600.0  ...  51605.0     52835.0       PS
6   PS2602  20250804  51940.0  ...  51880.0     53380.0       PS
7   PS2603  20250804  52065.0  ...  52045.0     53405.0       PS
8   PS2604  20250804  52100.0  ...  52185.0     53565.0       PS
9   PS2605  20250804  51900.0  ...  51875.0     53300.0       PS
10  PS2606  20250804  54600.0  ...  54095.0     55335.0       PS
11  PS2607  20250804  54235.0  ...  54260.0     55500.0       PS
13  SI2508  20250804   8330.0  ...   8490.0      8710.0       SI
14  SI2509  20250804   8490.0  ...   8365.0      8660.0       SI
15  SI2510  20250804   8465.0  ...   8380.0      8655.0       SI
16  SI2511  20250804   8450.0  ...   8375.0      8645.0       SI
17  SI2512  20250804   8825.0  ...   8720.0      8995.0       SI
18  SI2601  20250804   8795.0  ...   8715.0      8975.0       SI
19  SI2602  20250804   8750.0  ...   8700.0      8935.0       SI
20  SI2603  20250804   8750.0  ...   8725.0      8965.0       SI
21  SI2604  20250804   8760.0  ...   8745.0      8970.0       SI
22  SI2605  20250804   8885.0  ...   8745.0      8990.0       SI
23  SI2606  20250804   8885.0  ...   8770.0      8995.0       SI
24  SI2607  20250804   8895.0  ...   8790.0      8975.0       SI
27  LC2508  20250804  68500.0  ...  69520.0     68480.0       LC
28  LC2509  20250804  69280.0  ...  69520.0     68860.0       LC
29  LC2510  20250804  69360.0  ...  69480.0     69000.0       LC
30  LC2511  20250804  69320.0  ...  69500.0     69100.0       LC
31  LC2512  20250804  69580.0  ...  69580.0     69520.0       LC
32  LC2601  20250804  69600.0  ...  69640.0     69500.0       LC
33  LC2602  20250804  69460.0  ...  69320.0     69400.0       LC
34  LC2603  20250804  69000.0  ...  69440.0     69260.0       LC
35  LC2604  20250804  69860.0  ...  70200.0     69900.0       LC
36  LC2605  20250804  71000.0  ...  70300.0     70080.0       LC
37  LC2606  20250804  69160.0  ...  70140.0     70060.0       LC
38  LC2607  20250804  70060.0  ...  70220.0     70160.0       LC

[36 rows x 12 columns]
2025-08-11 16:25:50,085 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250804  ...   78240      78260      CU
1        1      CU2509  20250804  ...   78220      78270      CU
2        2      CU2510  20250804  ...   78200      78220      CU
3        3      CU2511  20250804  ...   78130      78210      CU
4        4      CU2512  20250804  ...   78100      78120      CU
5        5      CU2601  20250804  ...   78080      78040      CU
6        6      CU2602  20250804  ...   78070      78000      CU
7        7      CU2603  20250804  ...   78030      78080      CU
8        8      CU2604  20250804  ...   78120      78200      CU
9        9      CU2605  20250804  ...   78080      78070      CU
10      10      CU2606  20250804  ...   78120      78190      CU
11      11      CU2607  20250804  ...   78080      78180      CU
12      12      BC2508  20250804  ...   69390      68830      BC
13      13      BC2509  20250804  ...   69370      69410      BC
14      14      BC2510  20250804  ...   69410      69430      BC
15      15      BC2511  20250804  ...   69240      69240      BC
16      16      BC2512  20250804  ...   69650      69700      BC
17      17      BC2601  20250804  ...   70020      70020      BC
18      18      BC2602  20250804  ...   70000      70000      BC
19      19      BC2603  20250804  ...   70000      70000      BC
20      20      BC2604  20250804  ...   70000      70000      BC
21      21      BC2605  20250804  ...   70000      70000      BC
22      22      BC2606  20250804  ...   69340      69340      BC
23      23      BC2607  20250804  ...   68670      68670      BC
24      24      AL2508  20250804  ...   20515      20520      AL
25      25      AL2509  20250804  ...   20455      20475      AL
26      26      AL2510  20250804  ...   20415      20445      AL
27      27      AL2511  20250804  ...   20370      20400      AL
28      28      AL2512  20250804  ...   20325      20360      AL
29      29      AL2601  20250804  ...   20295      20325      AL
30      30      AL2602  20250804  ...   20300      20330      AL
31      31      AL2603  20250804  ...   20320      20365      AL
32      32      AL2604  20250804  ...   20355      20385      AL
33      33      AL2605  20250804  ...   20360      20400      AL
34      34      AL2606  20250804  ...   20355      20410      AL
35      35      AL2607  20250804  ...   20355      20420      AL
36      36      ZN2508  20250804  ...   22175      22315      ZN
37      37      ZN2509  20250804  ...   22205      22345      ZN
38      38      ZN2510  20250804  ...   22190      22355      ZN
39      39      ZN2511  20250804  ...   22190      22360      ZN
40      40      ZN2512  20250804  ...   22165      22330      ZN
41      41      ZN2601  20250804  ...   22140      22305      ZN
42      42      ZN2602  20250804  ...   22130      22305      ZN
43      43      ZN2603  20250804  ...   22150      22315      ZN
44      44      ZN2604  20250804  ...   22180      22310      ZN
45      45      ZN2605  20250804  ...   22170      22340      ZN
46      46      ZN2606  20250804  ...   22185      22350      ZN
47      47      ZN2607  20250804  ...   22170      22330      ZN
48      48      PB2508  20250804  ...   16735      16630      PB
49      49      PB2509  20250804  ...   16780      16660      PB
50      50      PB2510  20250804  ...   16780      16675      PB
51      51      PB2511  20250804  ...   16805      16705      PB
52      52      PB2512  20250804  ...   16830      16710      PB
53      53      PB2601  20250804  ...   16855      16745      PB
54      54      PB2602  20250804  ...   16835      16885      PB
55      55      PB2603  20250804  ...   16860      16840      PB
56      56      PB2604  20250804  ...   16850      16850      PB
57      57      PB2605  20250804  ...   16910      16850      PB
58      58      PB2606  20250804  ...   17100      17100      PB
59      59      PB2607  20250804  ...   16895      16890      PB
60      60      NI2508  20250804  ...  119880     119950      NI
61      61      NI2509  20250804  ...  119910     119980      NI
62      62      NI2510  20250804  ...  120020     120080      NI
63      63      NI2511  20250804  ...  120150     120270      NI
64      64      NI2512  20250804  ...  120170     120570      NI
65      65      NI2601  20250804  ...  120750     120780      NI
66      66      NI2602  20250804  ...  120670     120930      NI
67      67      NI2603  20250804  ...  120940     121270      NI
68      68      NI2604  20250804  ...  121190     121360      NI
69      69      NI2605  20250804  ...  121790     121760      NI
70      70      NI2606  20250804  ...  122260     121880      NI
71      71      NI2607  20250804  ...  122100     122430      NI
72      72      SN2508  20250804  ...  265590     263970      SN
73      73      SN2509  20250804  ...  266150     264250      SN
74      74      SN2510  20250804  ...  266410     264600      SN
75      75      SN2511  20250804  ...  266390     264620      SN
76      76      SN2512  20250804  ...  266610     264530      SN
77      77      SN2601  20250804  ...  266980     264800      SN
78      78      SN2602  20250804  ...  267390     265000      SN
79      79      SN2603  20250804  ...  267380     265120      SN
80      80      SN2604  20250804  ...  267470     266870      SN
81      81      SN2605  20250804  ...  267140     266350      SN
82      82      SN2606  20250804  ...  268030     266530      SN
83      83      SN2607  20250804  ...  267110     266520      SN
84      84      AO2508  20250804  ...    3178       3233      AO
85      85      AO2509  20250804  ...    3190       3205      AO
86      86      AO2510  20250804  ...    3185       3180      AO
87      87      AO2511  20250804  ...    3189       3183      AO
88      88      AO2512  20250804  ...    3183       3177      AO
89      89      AO2601  20250804  ...    3184       3175      AO
90      90      AO2602  20250804  ...    3173       3157      AO
91      91      AO2603  20250804  ...    3168       3155      AO
92      92      AO2604  20250804  ...    3179       3173      AO
93      93      AO2605  20250804  ...    3175       3163      AO
94      94      AO2606  20250804  ...    3164       3148      AO
95      95      AO2607  20250804  ...    3172       3119      AO
96      96      AD2511  20250804  ...   19880      19890      AD
97      97      AD2512  20250804  ...   19890      19895      AD
98      98      AD2601  20250804  ...   19830      19885      AD
99      99      AD2602  20250804  ...   19760      19760      AD
100    100      AD2603  20250804  ...   19790      19790      AD
101    101      AD2604  20250804  ...   19710      19760      AD
102    102      AD2605  20250804  ...   19650      19670      AD
103    103      AD2606  20250804  ...   19650      19650      AD
104    104      AD2607  20250804  ...   19830      19830      AD
105    105      AU2508  20250804  ...  777.22      767.7      AU
106    106      AU2509  20250804  ...   779.2     769.98      AU
107    107      AU2510  20250804  ...  780.48      770.9      AU
108    108      AU2512  20250804  ...  782.76     772.98      AU
109    109      AU2602  20250804  ...  784.98     775.08      AU
110    110      AU2604  20250804  ...     787      777.4      AU
111    111      AU2606  20250804  ...  789.08     779.84      AU
112    112      AU2608  20250804  ...   791.5     781.88      AU
113    113      AG2508  20250804  ...    8986       8902      AG
114    114      AG2509  20250804  ...    8992       8914      AG
115    115      AG2510  20250804  ...    9001       8923      AG
116    116      AG2511  20250804  ...    9014       8934      AG
117    117      AG2512  20250804  ...    9026       8947      AG
118    118      AG2601  20250804  ...    9038       8961      AG
119    119      AG2602  20250804  ...    9049       8971      AG
120    120      AG2603  20250804  ...    9064       8988      AG
121    121      AG2604  20250804  ...    9075       8998      AG
122    122      AG2605  20250804  ...    9092       9015      AG
123    123      AG2606  20250804  ...    9104       9026      AG
124    124      AG2607  20250804  ...    9115       9033      AG
125    125      RB2508  20250804  ...    3146       3170      RB
126    126      RB2509  20250804  ...    3160       3171      RB
127    127      RB2510  20250804  ...    3189       3213      RB
128    128      RB2511  20250804  ...    3212       3236      RB
129    129      RB2512  20250804  ...    3244       3264      RB
130    130      RB2601  20250804  ...    3250       3270      RB
131    131      RB2602  20250804  ...    3235       3256      RB
132    132      RB2603  20250804  ...    3258       3277      RB
133    133      RB2604  20250804  ...    3270       3294      RB
134    134      RB2605  20250804  ...    3284       3297      RB
135    135      RB2606  20250804  ...    3290       3307      RB
136    136      RB2607  20250804  ...    3297       3311      RB
137    137      WR2508  20250804  ...    3212       3212      WR
138    138      WR2509  20250804  ...    3342       3342      WR
139    139      WR2510  20250804  ...    3401       3448      WR
140    140      WR2511  20250804  ...    3490       3500      WR
141    141      WR2512  20250804  ...    3499       3501      WR
142    142      WR2601  20250804  ...    3416       3410      WR
143    143      WR2602  20250804  ...    3540       3540      WR
144    144      WR2603  20250804  ...    3565       3565      WR
145    145      WR2604  20250804  ...    3560       3560      WR
146    146      WR2605  20250804  ...    3595       3595      WR
147    147      WR2606  20250804  ...    3599       3599      WR
148    148      WR2607  20250804  ...    3635       3635      WR
149    149      HC2508  20250804  ...    3395       3395      HC
150    150      HC2509  20250804  ...    3404       3417      HC
151    151      HC2510  20250804  ...    3393       3408      HC
152    152      HC2511  20250804  ...    3391       3408      HC
153    153      HC2512  20250804  ...    3405       3417      HC
154    154      HC2601  20250804  ...    3396       3413      HC
155    155      HC2602  20250804  ...    3377       3403      HC
156    156      HC2603  20250804  ...    3389       3407      HC
157    157      HC2604  20250804  ...    3414       3413      HC
158    158      HC2605  20250804  ...    3399       3411      HC
159    159      HC2606  20250804  ...    3394       3409      HC
160    160      HC2607  20250804  ...    3414       3419      HC
161    161      SS2508  20250804  ...   12895      12915      SS
162    162      SS2509  20250804  ...   12845      12865      SS
163    163      SS2510  20250804  ...   12895      12905      SS
164    164      SS2511  20250804  ...   12945      12955      SS
165    165      SS2512  20250804  ...   12970      12975      SS
166    166      SS2601  20250804  ...   12990      13000      SS
167    167      SS2602  20250804  ...   13045      13025      SS
168    168      SS2603  20250804  ...   13090      13105      SS
169    169      SS2604  20250804  ...   13190      13115      SS
170    170      SS2605  20250804  ...   13150      13185      SS
171    171      SS2606  20250804  ...   13220      13210      SS
172    172      SS2607  20250804  ...   13240      13265      SS
173    173      SC2509  20250804  ...   516.8      528.1      SC
174    174      SC2510  20250804  ...   511.8      523.7      SC
175    175      SC2511  20250804  ...   507.9      519.8      SC
176    176      SC2512  20250804  ...   505.7        516      SC
177    177      SC2601  20250804  ...   501.5        513      SC
178    178      SC2602  20250804  ...   499.8      509.6      SC
179    179      SC2603  20250804  ...   496.8      506.4      SC
180    180      SC2604  20250804  ...     489      503.7      SC
181    181      SC2605  20250804  ...   490.7      502.9      SC
182    182      SC2606  20250804  ...   485.9      500.8      SC
183    183      SC2607  20250804  ...     485      498.8      SC
184    184      SC2608  20250804  ...   486.8      496.8      SC
185    185      SC2609  20250804  ...   480.4      495.1      SC
186    186      SC2612  20250804  ...     482      488.2      SC
187    187      SC2703  20250804  ...   478.1      486.9      SC
188    188      SC2706  20250804  ...   480.9      484.5      SC
189    189      SC2709  20250804  ...   471.7      483.3      SC
190    190      SC2712  20250804  ...   470.1      483.1      SC
191    191      SC2803  20250804  ...   469.5      476.1      SC
192    192      SC2806  20250804  ...   472.4      474.2      SC
193    193      LU2509  20250804  ...    3572       3645      LU
194    194      LU2510  20250804  ...    3588       3663      LU
195    195      LU2511  20250804  ...    3600       3668      LU
196    196      LU2512  20250804  ...    3571       3651      LU
197    197      LU2601  20250804  ...    3529       3612      LU
198    198      LU2602  20250804  ...    3526       3595      LU
199    199      LU2603  20250804  ...    3550       3596      LU
200    200      LU2604  20250804  ...    3506       3576      LU
201    201      LU2605  20250804  ...    3467       3498      LU
202    202      LU2606  20250804  ...    3492       3572      LU
203    203      LU2607  20250804  ...    3478       3542      LU
204    204      LU2608  20250804  ...    3477       3529      LU
205    205      FU2509  20250804  ...    2869       2914      FU
206    206      FU2510  20250804  ...    2889       2936      FU
207    207      FU2511  20250804  ...    2903       2952      FU
208    208      FU2512  20250804  ...    2894       2949      FU
209    209      FU2601  20250804  ...    2893       2943      FU
210    210      FU2602  20250804  ...    2876       2938      FU
211    211      FU2603  20250804  ...    2870       2929      FU
212    212      FU2604  20250804  ...    2855       2917      FU
213    213      FU2605  20250804  ...    2856       2903      FU
214    214      FU2606  20250804  ...    2843       2890      FU
215    215      FU2607  20250804  ...    2824       2867      FU
216    216      FU2608  20250804  ...    2825       2852      FU
217    217      BU2508  20250804  ...    3625       3657      BU
218    218      BU2509  20250804  ...    3601       3652      BU
219    219      BU2510  20250804  ...    3580       3643      BU
220    220      BU2511  20250804  ...    3553       3610      BU
221    221      BU2512  20250804  ...    3487       3531      BU
222    222      BU2601  20250804  ...    3442       3499      BU
223    223      BU2602  20250804  ...    3423       3478      BU
224    224      BU2603  20250804  ...    3405       3470      BU
225    225      BU2604  20250804  ...    3404       3467      BU
226    226      BU2605  20250804  ...    3402       3464      BU
227    227      BU2606  20250804  ...    3420       3454      BU
228    228      BU2607  20250804  ...    3399       3451      BU
229    229      BU2609  20250804  ...    3394       3428      BU
230    230      BU2612  20250804  ...    3352       3382      BU
231    231      BU2703  20250804  ...    3354       3378      BU
232    232      BU2706  20250804  ...    3353       3374      BU
233    233      BR2508  20250804  ...   11480      11505      BR
234    234      BR2509  20250804  ...   11405      11475      BR
235    235      BR2510  20250804  ...   11410      11455      BR
236    236      BR2511  20250804  ...   11430      11450      BR
237    237      BR2512  20250804  ...   11475      11480      BR
238    238      BR2601  20250804  ...   11515      11525      BR
239    239      BR2602  20250804  ...   11510      11510      BR
240    240      BR2603  20250804  ...   11525      11550      BR
241    241      BR2604  20250804  ...   11590      11615      BR
242    242      BR2605  20250804  ...   11610      11625      BR
243    243      BR2606  20250804  ...   11575      11575      BR
244    244      BR2607  20250804  ...   11655      11700      BR
245    245      RU2508  20250804  ...   14275      14405      RU
246    246      RU2509  20250804  ...   14320      14440      RU
247    247      RU2510  20250804  ...   14345      14430      RU
248    248      RU2511  20250804  ...   14325      14405      RU
249    249      RU2601  20250804  ...   15210      15280      RU
250    250      RU2603  20250804  ...   15280      15385      RU
251    251      RU2604  20250804  ...   15230      15405      RU
252    252      RU2605  20250804  ...   15325      15390      RU
253    253      RU2606  20250804  ...   15330      15300      RU
254    254      RU2607  20250804  ...   15400      15360      RU
255    255      NR2508  20250804  ...   12100      12185      NR
256    256      NR2509  20250804  ...   12145      12220      NR
257    257      NR2510  20250804  ...   12190      12260      NR
258    258      NR2511  20250804  ...   12220      12295      NR
259    259      NR2512  20250804  ...   12265      12340      NR
260    260      NR2601  20250804  ...   12305      12385      NR
261    261      NR2602  20250804  ...   12335      12465      NR
262    262      NR2603  20250804  ...   12370      12310      NR
263    263      NR2604  20250804  ...   12375      12285      NR
264    264      NR2605  20250804  ...   12385      12430      NR
265    265      NR2606  20250804  ...   12485      12290      NR
266    266      NR2607  20250804  ...   12485      12550      NR
267    267      SP2508  20250804  ...    5194       5194      SP
268    268      SP2509  20250804  ...    5170       5206      SP
269    269      SP2510  20250804  ...    5172       5196      SP
270    270      SP2511  20250804  ...    5178       5202      SP
271    271      SP2512  20250804  ...    5186       5198      SP
272    272      SP2601  20250804  ...    5410       5414      SP
273    273      SP2602  20250804  ...    5362       5356      SP
274    274      SP2603  20250804  ...    5374       5362      SP
275    275      SP2604  20250804  ...    5350       5354      SP
276    276      SP2605  20250804  ...    5362       5352      SP
277    277      SP2606  20250804  ...    5378       5354      SP
278    278      SP2607  20250804  ...    5362       5348      SP
279    279      EC2508  20250804  ...    2112     2114.3      EC
280    280      EC2510  20250804  ...  1404.2     1432.1      EC
281    281      EC2512  20250804  ...  1670.3     1687.9      EC
282    282      EC2602  20250804  ...  1474.4     1485.8      EC
283    283      EC2604  20250804  ...  1315.1     1329.8      EC
284    284      EC2606  20250804  ...  1455.1     1469.7      EC
285    286  SC_TAS2509  20250804  ...                     SC_TAS
286    287  SC_TAS2510  20250804  ...                     SC_TAS
287    288  SC_TAS2511  20250804  ...                     SC_TAS
288    289  SC_TAS2512  20250804  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:25:50,193 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
2025-08-11 16:25:51,971 - future_1d - INFO - save future_daily 2025-08-04 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250805   502.7   513.2  ...  5459613.72   509.1      516.8      SC
1       SC2510  20250805   497.8   507.5  ...  1479824.73   503.3      511.8      SC
2       SC2511  20250805   494.7   503.5  ...   281418.06   499.4      507.9      SC
3       SC2512  20250805     490   499.4  ...    65747.36   494.7      505.7      SC
4       SC2601  20250805   487.9   495.8  ...    15354.48   490.5      501.5      SC
5       SC2602  20250805   485.2   491.7  ...     6862.23   486.6      499.8      SC
6       SC2603  20250805     483   487.8  ...     3345.39   484.8      496.8      SC
7       SC2604  20250805   480.1   485.6  ...      1204.3   481.7        489      SC
8       SC2605  20250805   478.8   483.1  ...      529.53   481.3      490.7      SC
9       SC2606  20250805   477.7   483.9  ...     2972.12   479.3      485.9      SC
10      SC2607  20250805                  ...           0   482.4        485      SC
11      SC2608  20250805   474.3     490  ...      240.81   481.6      486.8      SC
12      SC2609  20250805                  ...           0     478      480.4      SC
13      SC2612  20250805     470   474.7  ...       94.47   472.3        482      SC
14      SC2703  20250805                  ...           0   473.1      478.1      SC
15      SC2706  20250805                  ...           0     473      480.9      SC
16      SC2709  20250805   467.5   467.5  ...       93.36   466.8      471.7      SC
17      SC2712  20250805                  ...           0   466.3      470.1      SC
18      SC2803  20250805     453     473  ...        92.6     463      469.5      SC
19      SC2806  20250805     463     463  ...      366.94   458.6      472.4      SC
21      LU2509  20250805    3501    3570  ...   12623.133    3544       3572      LU
22      LU2510  20250805    3507    3567  ...  307314.131    3539       3588      LU
23      LU2511  20250805    3512    3565  ...  133821.897    3541       3600      LU
24      LU2512  20250805    3501    3547  ...    8740.935    3528       3571      LU
25      LU2601  20250805    3498    3512  ...    7071.373    3495       3529      LU
26      LU2602  20250805    3488    3500  ...    1396.232    3473       3526      LU
27      LU2603  20250805    3478    3526  ...     360.621    3467       3550      LU
28      LU2604  20250805    3436    3454  ...      30.987    3443       3506      LU
29      LU2605  20250805    3425    3453  ...      17.176    3435       3467      LU
30      LU2606  20250805    3418    3444  ...      13.748    3437       3492      LU
31      LU2607  20250805    3413    3437  ...      30.806    3422       3478      LU
32      LU2608  20250805    3415    3432  ...      13.675    3418       3477      LU
34      NR2508  20250805   12110   12280  ...      4037.1   12230      12100      NR
35      NR2509  20250805   12230   12345  ...   771088.43   12270      12145      NR
36      NR2510  20250805   12275   12395  ...   542097.88   12315      12190      NR
37      NR2511  20250805   12350   12440  ...  102313.575   12365      12220      NR
38      NR2512  20250805   12310   12470  ...    33457.98   12390      12265      NR
39      NR2601  20250805   12360   12525  ...   82388.275   12415      12305      NR
40      NR2602  20250805   12455   13005  ...    1072.095   12465      12335      NR
41      NR2603  20250805   12440   12535  ...     448.985   12470      12370      NR
42      NR2604  20250805   12435   12555  ...       62.61   12520      12375      NR
43      NR2605  20250805   13300   13300  ...     127.815   12780      12385      NR
44      NR2606  20250805   12510   12610  ...       37.62   12540      12485      NR
45      NR2607  20250805   12560   12560  ...       12.56   12560      12485      NR
47      BC2508  20250805   69500   69500  ...      173.75   69500      69390      BC
48      BC2509  20250805   69530   69790  ...    95558.87   69640      69370      BC
49      BC2510  20250805   69440   69850  ...    11567.63   69680      69410      BC
50      BC2511  20250805                  ...           0   69240      69240      BC
51      BC2512  20250805   69910   69910  ...      34.955   69910      69650      BC
52      BC2601  20250805                  ...           0   70020      70020      BC
53      BC2602  20250805                  ...           0   70000      70000      BC
54      BC2603  20250805                  ...           0   70000      70000      BC
55      BC2604  20250805                  ...           0   70000      70000      BC
56      BC2605  20250805                  ...           0   70000      70000      BC
57      BC2606  20250805                  ...           0   69340      69340      BC
58      BC2607  20250805                  ...           0   68670      68670      BC
60      EC2508  20250805  2103.1    2104  ...    7378.154    2096       2112      EC
61      EC2510  20250805    1400  1434.9  ...  215916.821  1411.1     1404.2      EC
62      EC2512  20250805    1665  1700.3  ...  23347.8595  1682.1     1670.3      EC
63      EC2602  20250805  1465.8  1498.8  ...    5306.773  1478.2     1474.4      EC
64      EC2604  20250805  1309.9    1339  ...   4990.0835  1323.6     1315.1      EC
65      EC2606  20250805  1454.1  1472.5  ...     606.269  1460.8     1455.1      EC
68  SC_TAS2509  20250805                  ...                                 SC_TAS
69  SC_TAS2510  20250805                  ...                                 SC_TAS
70  SC_TAS2511  20250805                  ...                                 SC_TAS
71  SC_TAS2512  20250805                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 16:25:55,251 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250805   7830.0   7862.0  ...   235841.35   7842.0      7814.0       AP
1    AP511  20250805   7647.0   7677.0  ...      750.70   7660.0      7636.0       AP
2    AP512  20250805   7717.0   7730.0  ...      154.41   7721.0      7698.0       AP
3    AP601  20250805   7738.0   7796.0  ...    18030.53   7775.0      7736.0       AP
4    AP603  20250805   7727.0   7744.0  ...       23.20   7734.0      7703.0       AP
5    AP604  20250805   7779.0   7798.0  ...       23.37   7790.0      7757.0       AP
6    AP605  20250805   7852.0   7863.0  ...       78.54   7854.0      7843.0       AP
7    CF509  20250805  13690.0  13730.0  ...   842950.86  13670.0     13640.0       CF
8    CF511  20250805  13685.0  13730.0  ...   131987.93  13690.0     13655.0       CF
9    CF601  20250805  13810.0  13860.0  ...   548656.50  13825.0     13780.0       CF
10   CF603  20250805  13810.0  13830.0  ...     1400.46  13800.0     13755.0       CF
11   CF605  20250805  13790.0  13810.0  ...    22176.58  13775.0     13720.0       CF
12   CF607  20250805  13795.0  13830.0  ...      413.39  13780.0     13755.0       CF
13   CJ509  20250805   9760.0   9775.0  ...    26137.23   9705.0      9790.0       CJ
14   CJ512  20250805  10685.0  10720.0  ...     6106.67  10650.0     10750.0       CJ
15   CJ601  20250805  10855.0  10870.0  ...   526585.97  10795.0     10920.0       CJ
16   CJ603  20250805  10905.0  10940.0  ...     8639.97  10860.0     11000.0       CJ
17   CJ605  20250805  11090.0  11090.0  ...    71540.60  11015.0     11135.0       CJ
18   CJ607  20250805  11280.0  11290.0  ...     1054.96  11225.0     11300.0       CJ
19   CY508  20250805      0.0      0.0  ...        0.00  19995.0     20005.0       CY
20   CY509  20250805  19790.0  19880.0  ...    31312.45  19835.0     19790.0       CY
21   CY510  20250805      0.0      0.0  ...        0.00  19945.0     19900.0       CY
22   CY511  20250805  19760.0  19820.0  ...    85583.75  19755.0     19765.0       CY
23   CY512  20250805      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250805  19705.0  19810.0  ...     2086.66  19780.0     19670.0       CY
25   CY602  20250805      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250805      0.0      0.0  ...        0.00  20165.0     20150.0       CY
27   CY604  20250805      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250805      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250805      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250805      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250805   1063.0   1063.0  ...      358.78   1055.0      1062.0       FG
32   FG509  20250805   1082.0   1096.0  ...  4498783.48   1073.0      1084.0       FG
33   FG510  20250805   1167.0   1184.0  ...   101232.64   1162.0      1162.0       FG
34   FG511  20250805   1164.0   1181.0  ...   131088.75   1157.0      1156.0       FG
35   FG512  20250805   1241.0   1256.0  ...    52281.08   1231.0      1228.0       FG
36   FG601  20250805   1226.0   1250.0  ...  2701612.95   1220.0      1218.0       FG
37   FG602  20250805   1272.0   1299.0  ...     4076.46   1268.0      1261.0       FG
38   FG603  20250805   1269.0   1300.0  ...     5348.23   1268.0      1256.0       FG
39   FG604  20250805   1306.0   1348.0  ...     1981.39   1316.0      1303.0       FG
40   FG605  20250805   1298.0   1353.0  ...    74841.65   1310.0      1292.0       FG
41   FG606  20250805   1329.0   1369.0  ...     1919.69   1339.0      1322.0       FG
42   FG607  20250805   1323.0   1364.0  ...     1824.68   1334.0      1315.0       FG
43   JR509  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250805   2330.0   2355.0  ...       14.06   2343.0      2366.0       MA
53   MA509  20250805   2374.0   2402.0  ...   886984.32   2381.0      2384.0       MA
54   MA510  20250805   2407.0   2431.0  ...    33703.88   2411.0      2413.0       MA
55   MA511  20250805   2432.0   2455.0  ...    87044.37   2435.0      2437.0       MA
56   MA512  20250805   2468.0   2491.0  ...    64912.40   2470.0      2472.0       MA
57   MA601  20250805   2475.0   2501.0  ...   314568.77   2482.0      2481.0       MA
58   MA602  20250805   2476.0   2494.0  ...       14.90   2484.0      2482.0       MA
59   MA603  20250805   2470.0   2488.0  ...       17.33   2476.0      2474.0       MA
60   MA604  20250805   2453.0   2458.0  ...        9.82   2454.0      2456.0       MA
61   MA605  20250805   2428.0   2447.0  ...    10276.31   2427.0      2427.0       MA
62   MA606  20250805   2435.0   2448.0  ...      114.48   2436.0      2438.0       MA
63   MA607  20250805   2426.0   2441.0  ...       60.68   2427.0      2425.0       MA
64   OI509  20250805   9522.0   9617.0  ...  1954380.69   9566.0      9490.0       OI
65   OI511  20250805   9533.0   9626.0  ...   199001.02   9581.0      9496.0       OI
66   OI601  20250805   9458.0   9549.0  ...   737180.32   9506.0      9429.0       OI
67   OI603  20250805   9393.0   9495.0  ...      850.47   9450.0      9375.0       OI
68   OI605  20250805   9345.0   9425.0  ...    15399.45   9367.0      9321.0       OI
69   OI607  20250805   9344.0   9401.0  ...       84.42   9380.0      9312.0       OI
70   PF508  20250805   6304.0   6304.0  ...      314.49   6290.0      6322.0       PF
71   PF509  20250805   6324.0   6342.0  ...   266245.52   6322.0      6362.0       PF
72   PF510  20250805   6388.0   6408.0  ...   448532.33   6376.0      6420.0       PF
73   PF511  20250805   6388.0   6400.0  ...   290508.89   6372.0      6412.0       PF
74   PF512  20250805   6354.0   6398.0  ...    98389.80   6370.0      6404.0       PF
75   PF601  20250805   6378.0   6406.0  ...     4769.03   6390.0      6416.0       PF
76   PF602  20250805   6406.0   6426.0  ...      115.23   6402.0      6432.0       PF
77   PF603  20250805   6412.0   6436.0  ...       35.26   6410.0      6420.0       PF
78   PF604  20250805   6438.0   6438.0  ...        9.65   6432.0      6432.0       PF
79   PF605  20250805   6452.0   6458.0  ...       32.23   6446.0      6466.0       PF
80   PF606  20250805      0.0      0.0  ...        0.00   6468.0      6468.0       PF
81   PF607  20250805      0.0      0.0  ...        0.00   6476.0      6476.0       PF
82   PK510  20250805   8090.0   8118.0  ...   224696.08   8074.0      8092.0       PK
83   PK511  20250805   7964.0   7980.0  ...    97660.24   7954.0      7960.0       PK
84   PK512  20250805   7962.0   7990.0  ...    32543.37   7952.0      7948.0       PK
85   PK601  20250805   7944.0   7966.0  ...    11826.48   7952.0      7950.0       PK
86   PK603  20250805   7956.0   7960.0  ...       47.74   7958.0      7950.0       PK
87   PK604  20250805   7954.0   7962.0  ...       51.74   7960.0      7960.0       PK
88   PK605  20250805   7952.0   7964.0  ...      962.77   7958.0      7954.0       PK
89   PL601  20250805   6464.0   6520.0  ...    25561.90   6485.0      6468.0       PL
90   PL602  20250805   6532.0   6571.0  ...     1359.06   6534.0      6532.0       PL
91   PL603  20250805   6477.0   6526.0  ...      765.08   6484.0      6477.0       PL
92   PL604  20250805   6470.0   6494.0  ...       64.78   6478.0      6475.0       PL
93   PL605  20250805   6374.0   6375.0  ...      229.48   6375.0      6356.0       PL
94   PL606  20250805      0.0      0.0  ...        0.00   6499.0      6477.0       PL
95   PL607  20250805      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250805   5862.0   5864.0  ...      211.10   5864.0      5890.0       PR
103  PR509  20250805   5880.0   5882.0  ...    91859.90   5864.0      5896.0       PR
104  PR510  20250805   5902.0   5918.0  ...   193980.16   5894.0      5932.0       PR
105  PR511  20250805   5930.0   5930.0  ...   154302.83   5900.0      5946.0       PR
106  PR512  20250805   5946.0   5948.0  ...    81031.67   5916.0      5962.0       PR
107  PR601  20250805   5960.0   5960.0  ...     1992.51   5930.0      5960.0       PR
108  PR602  20250805      0.0      0.0  ...        0.00   5978.0      6000.0       PR
109  PR603  20250805   5968.0   5968.0  ...       17.90   5968.0      6006.0       PR
110  PR604  20250805   5970.0   5970.0  ...       17.90   5968.0      6012.0       PR
111  PR605  20250805   5986.0   5990.0  ...       26.90   5978.0      5994.0       PR
112  PR606  20250805   5958.0   5958.0  ...       17.87   5958.0      6026.0       PR
113  PR607  20250805      0.0      0.0  ...        0.00   6012.0      6038.0       PR
114  PX508  20250805      0.0      0.0  ...        0.00   6722.0      6780.0       PX
115  PX509  20250805   6700.0   6752.0  ...   287706.30   6722.0      6780.0       PX
116  PX510  20250805   6708.0   6744.0  ...    75540.37   6720.0      6768.0       PX
117  PX511  20250805   6688.0   6984.0  ...   137494.16   6710.0      6744.0       PX
118  PX512  20250805   6724.0   6736.0  ...    40628.30   6718.0      6748.0       PX
119  PX601  20250805   6674.0   6714.0  ...    56275.05   6696.0      6746.0       PX
120  PX602  20250805   6682.0   6700.0  ...       33.44   6688.0      6722.0       PX
121  PX603  20250805   6686.0   6686.0  ...        3.34   6686.0      6706.0       PX
122  PX604  20250805   6696.0   6696.0  ...        3.35   6696.0      6718.0       PX
123  PX605  20250805   6704.0   6704.0  ...      103.66   6688.0      6710.0       PX
124  PX606  20250805   6670.0   6688.0  ...        6.68   6680.0      6718.0       PX
125  PX607  20250805   6736.0   6736.0  ...       10.05   6700.0      6720.0       PX
126  RI509  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250805   2717.0   2727.0  ...      244.95   2722.0      2683.0       RM
133  RM509  20250805   2677.0   2752.0  ...  1124493.67   2720.0      2686.0       RM
134  RM511  20250805   2558.0   2599.0  ...    21642.63   2578.0      2555.0       RM
135  RM601  20250805   2433.0   2463.0  ...   386167.74   2448.0      2428.0       RM
136  RM603  20250805   2403.0   2429.0  ...    13907.27   2418.0      2403.0       RM
137  RM605  20250805   2379.0   2393.0  ...    64955.65   2387.0      2380.0       RM
138  RM607  20250805   2363.0   2372.0  ...     3133.86   2367.0      2363.0       RM
139  RS508  20250805      0.0      0.0  ...        0.00   5061.0      5037.0       RS
140  RS509  20250805   5110.0   5151.0  ...      368.80   5122.0      5098.0       RS
141  RS511  20250805   5207.0   5305.0  ...      193.59   5232.0      5241.0       RS
142  RS607  20250805   5400.0   5557.0  ...       22.05   5512.0      5350.0       RS
143  SA508  20250805   1246.0   1250.0  ...      640.66   1237.0      1246.0       SA
144  SA509  20250805   1248.0   1286.0  ...  2494890.38   1255.0      1246.0       SA
145  SA510  20250805   1275.0   1315.0  ...   155705.65   1285.0      1274.0       SA
146  SA511  20250805   1290.0   1324.0  ...   277493.74   1291.0      1284.0       SA
147  SA512  20250805   1334.0   1376.0  ...   161061.14   1334.0      1323.0       SA
148  SA601  20250805   1338.0   1384.0  ...  3322117.25   1346.0      1327.0       SA
149  SA602  20250805   1347.0   1394.0  ...     7793.67   1366.0      1334.0       SA
150  SA603  20250805   1346.0   1400.0  ...     8901.83   1369.0      1337.0       SA
151  SA604  20250805   1380.0   1434.0  ...     4332.05   1407.0      1370.0       SA
152  SA605  20250805   1380.0   1444.0  ...   122224.29   1402.0      1376.0       SA
153  SA606  20250805   1389.0   1446.0  ...     1926.10   1406.0      1381.0       SA
154  SA607  20250805   1382.0   1441.0  ...     1598.22   1404.0      1373.0       SA
155  SF508  20250805   5654.0   5654.0  ...     1843.20   5654.0      5654.0       SF
156  SF509  20250805   5662.0   5774.0  ...   624386.09   5666.0      5658.0       SF
157  SF510  20250805   5658.0   5754.0  ...   123816.74   5650.0      5638.0       SF
158  SF511  20250805   5820.0   5930.0  ...   221454.27   5830.0      5808.0       SF
159  SF512  20250805   5802.0   5918.0  ...    28597.46   5824.0      5802.0       SF
160  SF601  20250805   5804.0   5910.0  ...    67956.20   5810.0      5790.0       SF
161  SF602  20250805   5740.0   5866.0  ...      663.41   5770.0      5740.0       SF
162  SF603  20250805   5850.0   6000.0  ...       56.15   5912.0      5878.0       SF
163  SF604  20250805   5828.0   5992.0  ...       23.56   5890.0      5862.0       SF
164  SF605  20250805   5860.0   5992.0  ...     1168.91   5904.0      5862.0       SF
165  SF606  20250805   5778.0   5920.0  ...       46.90   5864.0      5790.0       SF
166  SF607  20250805   5960.0   6038.0  ...        9.01   6010.0      5926.0       SF
167  SH508  20250805   2631.0   2631.0  ...      459.11   2354.0      2459.0       SH
168  SH509  20250805   2519.0   2523.0  ...  1767704.91   2490.0      2517.0       SH
169  SH510  20250805   2601.0   2601.0  ...   336289.88   2572.0      2590.0       SH
170  SH511  20250805   2594.0   2603.0  ...   329124.30   2573.0      2584.0       SH
171  SH512  20250805   2613.0   2619.0  ...    67065.91   2593.0      2597.0       SH
172  SH601  20250805   2600.0   2606.0  ...   467479.99   2584.0      2587.0       SH
173  SH602  20250805   2618.0   2627.0  ...      453.23   2605.0      2607.0       SH
174  SH603  20250805   2636.0   2639.0  ...      549.90   2619.0      2617.0       SH
175  SH604  20250805   2669.0   2688.0  ...      583.36   2664.0      2663.0       SH
176  SH605  20250805   2677.0   2702.0  ...     8191.81   2674.0      2673.0       SH
177  SH606  20250805   2690.0   2710.0  ...      444.04   2691.0      2682.0       SH
178  SH607  20250805   2664.0   2693.0  ...       56.34   2683.0      2663.0       SH
179  SM508  20250805   5912.0   5988.0  ...       71.60   5968.0      5948.0       SM
180  SM509  20250805   5960.0   6054.0  ...   845698.40   5970.0      5962.0       SM
181  SM510  20250805   5966.0   6062.0  ...    77467.83   5978.0      5964.0       SM
182  SM511  20250805   6022.0   6128.0  ...   139178.56   6038.0      6032.0       SM
183  SM512  20250805   6032.0   6134.0  ...    30364.10   6058.0      6040.0       SM
184  SM601  20250805   6054.0   6146.0  ...   245962.38   6058.0      6050.0       SM
185  SM602  20250805   6026.0   6136.0  ...      208.90   6056.0      6056.0       SM
186  SM603  20250805   6014.0   6146.0  ...      240.82   6098.0      6040.0       SM
187  SM604  20250805   6044.0   6162.0  ...      137.70   6120.0      6042.0       SM
188  SM605  20250805   6078.0   6178.0  ...     3645.77   6092.0      6080.0       SM
189  SM606  20250805   6076.0   6164.0  ...       39.56   6088.0      6086.0       SM
190  SM607  20250805   6074.0   6136.0  ...       18.33   6112.0      6104.0       SM
191  SR509  20250805   5727.0   5730.0  ...   784438.98   5707.0      5721.0       SR
192  SR511  20250805   5660.0   5667.0  ...    89600.92   5656.0      5650.0       SR
193  SR601  20250805   5646.0   5650.0  ...   503022.73   5637.0      5626.0       SR
194  SR603  20250805   5611.0   5618.0  ...     3509.62   5606.0      5596.0       SR
195  SR605  20250805   5584.0   5586.0  ...    18665.17   5575.0      5567.0       SR
196  SR607  20250805   5575.0   5581.0  ...      813.37   5571.0      5564.0       SR
197  TA508  20250805   4660.0   4678.0  ...     9503.18   4666.0      4688.0       TA
198  TA509  20250805   4674.0   4696.0  ...  1051774.00   4678.0      4716.0       TA
199  TA510  20250805   4686.0   4714.0  ...    62341.57   4698.0      4734.0       TA
200  TA511  20250805   4710.0   4720.0  ...    63460.08   4706.0      4740.0       TA
201  TA512  20250805   4702.0   4726.0  ...    23842.44   4712.0      4742.0       TA
202  TA601  20250805   4710.0   4728.0  ...   471120.64   4714.0      4744.0       TA
203  TA602  20250805   4704.0   4716.0  ...       54.17   4712.0      4744.0       TA
204  TA603  20250805   4730.0   4732.0  ...       28.37   4728.0      4752.0       TA
205  TA604  20250805   4742.0   4742.0  ...        4.74   4740.0      4758.0       TA
206  TA605  20250805   4744.0   4780.0  ...    13541.38   4752.0      4784.0       TA
207  TA606  20250805   4750.0   4750.0  ...        2.38   4750.0      4784.0       TA
208  TA607  20250805   4768.0   4770.0  ...        7.15   4770.0      4786.0       TA
209  UR508  20250805   1742.0   1766.0  ...      705.20   1754.0      1722.0       UR
210  UR509  20250805   1736.0   1779.0  ...   732016.43   1756.0      1726.0       UR
211  UR510  20250805   1742.0   1772.0  ...    26455.04   1750.0      1734.0       UR
212  UR511  20250805   1770.0   1794.0  ...    22591.34   1773.0      1765.0       UR
213  UR512  20250805   1766.0   1788.0  ...     1378.66   1772.0      1762.0       UR
214  UR601  20250805   1763.0   1789.0  ...   236678.26   1772.0      1752.0       UR
215  UR602  20250805   1760.0   1785.0  ...     1017.90   1773.0      1751.0       UR
216  UR603  20250805   1793.0   1814.0  ...      371.29   1802.0      1785.0       UR
217  UR604  20250805   1794.0   1814.0  ...      449.46   1798.0      1780.0       UR
218  UR605  20250805   1793.0   1815.0  ...     7963.73   1802.0      1788.0       UR
219  UR606  20250805   1785.0   1803.0  ...      219.09   1796.0      1779.0       UR
220  UR607  20250805   1793.0   1814.0  ...      201.79   1802.0      1785.0       UR
221  WH509  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:25:55,590 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250805  6240.400  ...  6260.200    6220.600       IC
1   IC2509  20250805  6177.000  ...  6195.600    6157.800       IC
2   IC2512  20250805  6030.800  ...  6038.000    6001.200       IC
3   IC2603  20250805  5896.000  ...  5903.400    5873.200       IC
4   IF2508  20250805  4072.000  ...  4094.400    4060.000       IF
5   IF2509  20250805  4060.000  ...  4081.800    4048.000       IF
6   IF2512  20250805  4026.000  ...  4050.800    4017.000       IF
7   IF2603  20250805  3999.800  ...  4019.000    3987.200       IF
8   IH2508  20250805  2770.200  ...  2789.800    2767.200       IH
9   IH2509  20250805  2772.000  ...  2790.800    2768.000       IH
10  IH2512  20250805  2775.200  ...  2792.600    2770.000       IH
11  IH2603  20250805  2775.600  ...  2792.800    2769.800       IH
12  IM2508  20250805  6729.800  ...  6744.600    6694.400       IM
13  IM2509  20250805  6658.000  ...  6673.200    6622.600       IM
14  IM2512  20250805  6468.000  ...  6482.200    6433.000       IM
15  IM2603  20250805  6294.000  ...  6304.800    6262.000       IM
16   T2509  20250805   108.470  ...   108.550     108.485        T
17   T2512  20250805   108.210  ...   108.360     108.265        T
18   T2603  20250805   108.000  ...   108.150     108.035        T
19  TF2509  20250805   105.700  ...   105.755     105.715       TF
20  TF2512  20250805   105.655  ...   105.770     105.710       TF
21  TF2603  20250805   105.685  ...   105.770     105.695       TF
22  TL2509  20250805   119.200  ...   119.380     119.250       TL
23  TL2512  20250805   118.650  ...   119.020     118.900       TL
24  TL2603  20250805   118.450  ...   118.610     118.540       TL
25  TS2509  20250805   102.358  ...   102.352     102.354       TS
26  TS2512  20250805   102.356  ...   102.392     102.362       TS
27  TS2603  20250805   102.338  ...   102.368     102.332       TS

[28 rows x 12 columns]
2025-08-11 16:25:55,794 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:25:55,872 - future_1d - INFO - ak.get_dce_daily('2025-08-05') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250805  48370.0  ...  48635.0     48370.0       PS
1   PS2509  20250805  48100.0  ...  49445.0     48250.0       PS
2   PS2510  20250805  48480.0  ...  49665.0     48405.0       PS
3   PS2511  20250805  48615.0  ...  49740.0     48450.0       PS
4   PS2512  20250805  51470.0  ...  52710.0     51430.0       PS
5   PS2601  20250805  51795.0  ...  52905.0     51605.0       PS
6   PS2602  20250805  51960.0  ...  53055.0     51880.0       PS
7   PS2603  20250805  52045.0  ...  53175.0     52045.0       PS
8   PS2604  20250805  52500.0  ...  53395.0     52185.0       PS
9   PS2605  20250805  51820.0  ...  53265.0     51875.0       PS
10  PS2606  20250805  54505.0  ...  55725.0     54095.0       PS
11  PS2607  20250805  54620.0  ...  55890.0     54260.0       PS
13  SI2508  20250805      0.0  ...   8490.0      8490.0       SI
14  SI2509  20250805   8330.0  ...   8365.0      8365.0       SI
15  SI2510  20250805   8315.0  ...   8400.0      8380.0       SI
16  SI2511  20250805   8345.0  ...   8395.0      8375.0       SI
17  SI2512  20250805   8830.0  ...   8785.0      8720.0       SI
18  SI2601  20250805   8730.0  ...   8770.0      8715.0       SI
19  SI2602  20250805   8700.0  ...   8810.0      8700.0       SI
20  SI2603  20250805   8715.0  ...   8780.0      8725.0       SI
21  SI2604  20250805   8670.0  ...   8830.0      8745.0       SI
22  SI2605  20250805   8735.0  ...   8805.0      8745.0       SI
23  SI2606  20250805   8740.0  ...   8825.0      8770.0       SI
24  SI2607  20250805   8755.0  ...   8795.0      8790.0       SI
27  LC2508  20250805  69200.0  ...  68200.0     69520.0       LC
28  LC2509  20250805  69160.0  ...  68400.0     69520.0       LC
29  LC2510  20250805  69080.0  ...  68520.0     69480.0       LC
30  LC2511  20250805  68840.0  ...  68540.0     69500.0       LC
31  LC2512  20250805  69460.0  ...  68680.0     69580.0       LC
32  LC2601  20250805  69000.0  ...  68800.0     69640.0       LC
33  LC2602  20250805  68900.0  ...  68520.0     69320.0       LC
34  LC2603  20250805  69000.0  ...  68720.0     69440.0       LC
35  LC2604  20250805  69740.0  ...  69360.0     70200.0       LC
36  LC2605  20250805  70040.0  ...  69560.0     70300.0       LC
37  LC2606  20250805  70020.0  ...  69560.0     70140.0       LC
38  LC2607  20250805  70060.0  ...  69780.0     70220.0       LC

[36 rows x 12 columns]
2025-08-11 16:25:56,007 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250805  ...   78490      78240      CU
1        1      CU2509  20250805  ...   78480      78220      CU
2        2      CU2510  20250805  ...   78480      78200      CU
3        3      CU2511  20250805  ...   78440      78130      CU
4        4      CU2512  20250805  ...   78420      78100      CU
5        5      CU2601  20250805  ...   78400      78080      CU
6        6      CU2602  20250805  ...   78330      78070      CU
7        7      CU2603  20250805  ...   78340      78030      CU
8        8      CU2604  20250805  ...   78360      78120      CU
9        9      CU2605  20250805  ...   78390      78080      CU
10      10      CU2606  20250805  ...   78380      78120      CU
11      11      CU2607  20250805  ...   78380      78080      CU
12      12      BC2508  20250805  ...   69500      69390      BC
13      13      BC2509  20250805  ...   69640      69370      BC
14      14      BC2510  20250805  ...   69680      69410      BC
15      15      BC2511  20250805  ...   69240      69240      BC
16      16      BC2512  20250805  ...   69910      69650      BC
17      17      BC2601  20250805  ...   70020      70020      BC
18      18      BC2602  20250805  ...   70000      70000      BC
19      19      BC2603  20250805  ...   70000      70000      BC
20      20      BC2604  20250805  ...   70000      70000      BC
21      21      BC2605  20250805  ...   70000      70000      BC
22      22      BC2606  20250805  ...   69340      69340      BC
23      23      BC2607  20250805  ...   68670      68670      BC
24      24      AL2508  20250805  ...   20535      20515      AL
25      25      AL2509  20250805  ...   20495      20455      AL
26      26      AL2510  20250805  ...   20460      20415      AL
27      27      AL2511  20250805  ...   20420      20370      AL
28      28      AL2512  20250805  ...   20360      20325      AL
29      29      AL2601  20250805  ...   20325      20295      AL
30      30      AL2602  20250805  ...   20320      20300      AL
31      31      AL2603  20250805  ...   20355      20320      AL
32      32      AL2604  20250805  ...   20345      20355      AL
33      33      AL2605  20250805  ...   20370      20360      AL
34      34      AL2606  20250805  ...   20405      20355      AL
35      35      AL2607  20250805  ...   20420      20355      AL
36      36      ZN2508  20250805  ...   22295      22175      ZN
37      37      ZN2509  20250805  ...   22315      22205      ZN
38      38      ZN2510  20250805  ...   22315      22190      ZN
39      39      ZN2511  20250805  ...   22315      22190      ZN
40      40      ZN2512  20250805  ...   22295      22165      ZN
41      41      ZN2601  20250805  ...   22260      22140      ZN
42      42      ZN2602  20250805  ...   22230      22130      ZN
43      43      ZN2603  20250805  ...   22300      22150      ZN
44      44      ZN2604  20250805  ...   22280      22180      ZN
45      45      ZN2605  20250805  ...   22300      22170      ZN
46      46      ZN2606  20250805  ...   22310      22185      ZN
47      47      ZN2607  20250805  ...   22295      22170      ZN
48      48      PB2508  20250805  ...   16665      16735      PB
49      49      PB2509  20250805  ...   16715      16780      PB
50      50      PB2510  20250805  ...   16720      16780      PB
51      51      PB2511  20250805  ...   16760      16805      PB
52      52      PB2512  20250805  ...   16785      16830      PB
53      53      PB2601  20250805  ...   16785      16855      PB
54      54      PB2602  20250805  ...   16800      16835      PB
55      55      PB2603  20250805  ...   16825      16860      PB
56      56      PB2604  20250805  ...   16855      16850      PB
57      57      PB2605  20250805  ...   16925      16910      PB
58      58      PB2606  20250805  ...   16860      17100      PB
59      59      PB2607  20250805  ...   16980      16895      PB
60      60      NI2508  20250805  ...  120660     119880      NI
61      61      NI2509  20250805  ...  120800     119910      NI
62      62      NI2510  20250805  ...  120900     120020      NI
63      63      NI2511  20250805  ...  121090     120150      NI
64      64      NI2512  20250805  ...  121380     120170      NI
65      65      NI2601  20250805  ...  121610     120750      NI
66      66      NI2602  20250805  ...  121950     120670      NI
67      67      NI2603  20250805  ...  122050     120940      NI
68      68      NI2604  20250805  ...  122250     121190      NI
69      69      NI2605  20250805  ...  122680     121790      NI
70      70      NI2606  20250805  ...  122900     122260      NI
71      71      NI2607  20250805  ...  123210     122100      NI
72      72      SN2508  20250805  ...  265600     265590      SN
73      73      SN2509  20250805  ...  266140     266150      SN
74      74      SN2510  20250805  ...  266620     266410      SN
75      75      SN2511  20250805  ...  266700     266390      SN
76      76      SN2512  20250805  ...  266960     266610      SN
77      77      SN2601  20250805  ...  266920     266980      SN
78      78      SN2602  20250805  ...  268140     267390      SN
79      79      SN2603  20250805  ...  268190     267380      SN
80      80      SN2604  20250805  ...  268730     267470      SN
81      81      SN2605  20250805  ...  267070     267140      SN
82      82      SN2606  20250805  ...  267870     268030      SN
83      83      SN2607  20250805  ...  268490     267110      SN
84      84      AO2508  20250805  ...    3225       3178      AO
85      85      AO2509  20250805  ...    3210       3190      AO
86      86      AO2510  20250805  ...    3213       3185      AO
87      87      AO2511  20250805  ...    3215       3189      AO
88      88      AO2512  20250805  ...    3219       3183      AO
89      89      AO2601  20250805  ...    3220       3184      AO
90      90      AO2602  20250805  ...    3220       3173      AO
91      91      AO2603  20250805  ...    3218       3168      AO
92      92      AO2604  20250805  ...    3209       3179      AO
93      93      AO2605  20250805  ...    3215       3175      AO
94      94      AO2606  20250805  ...    3208       3164      AO
95      95      AO2607  20250805  ...    3212       3172      AO
96      96      AD2511  20250805  ...   19940      19880      AD
97      97      AD2512  20250805  ...   19935      19890      AD
98      98      AD2601  20250805  ...   19880      19830      AD
99      99      AD2602  20250805  ...   19800      19760      AD
100    100      AD2603  20250805  ...   19795      19790      AD
101    101      AD2604  20250805  ...   19710      19710      AD
102    102      AD2605  20250805  ...   19650      19650      AD
103    103      AD2606  20250805  ...   19715      19650      AD
104    104      AD2607  20250805  ...   19830      19830      AD
105    105      AU2508  20250805  ...  781.16     777.22      AU
106    106      AU2509  20250805  ...  783.04      779.2      AU
107    107      AU2510  20250805  ...  784.32     780.48      AU
108    108      AU2512  20250805  ...  786.54     782.76      AU
109    109      AU2602  20250805  ...  788.78     784.98      AU
110    110      AU2604  20250805  ...  790.86        787      AU
111    111      AU2606  20250805  ...     793     789.08      AU
112    112      AU2608  20250805  ...  795.52      791.5      AU
113    113      AG2508  20250805  ...    9030       8986      AG
114    114      AG2509  20250805  ...    9063       8992      AG
115    115      AG2510  20250805  ...    9074       9001      AG
116    116      AG2511  20250805  ...    9086       9014      AG
117    117      AG2512  20250805  ...    9099       9026      AG
118    118      AG2601  20250805  ...    9110       9038      AG
119    119      AG2602  20250805  ...    9123       9049      AG
120    120      AG2603  20250805  ...    9135       9064      AG
121    121      AG2604  20250805  ...    9148       9075      AG
122    122      AG2605  20250805  ...    9163       9092      AG
123    123      AG2606  20250805  ...    9173       9104      AG
124    124      AG2607  20250805  ...    9185       9115      AG
125    125      RB2508  20250805  ...    3168       3146      RB
126    126      RB2509  20250805  ...    3180       3160      RB
127    127      RB2510  20250805  ...    3210       3189      RB
128    128      RB2511  20250805  ...    3227       3212      RB
129    129      RB2512  20250805  ...    3265       3244      RB
130    130      RB2601  20250805  ...    3284       3250      RB
131    131      RB2602  20250805  ...    3269       3235      RB
132    132      RB2603  20250805  ...    3286       3258      RB
133    133      RB2604  20250805  ...    3315       3270      RB
134    134      RB2605  20250805  ...    3311       3284      RB
135    135      RB2606  20250805  ...    3330       3290      RB
136    136      RB2607  20250805  ...    3331       3297      RB
137    137      WR2508  20250805  ...    3212       3212      WR
138    138      WR2509  20250805  ...    3342       3342      WR
139    139      WR2510  20250805  ...    3449       3401      WR
140    140      WR2511  20250805  ...    3490       3490      WR
141    141      WR2512  20250805  ...    3499       3499      WR
142    142      WR2601  20250805  ...    3473       3416      WR
143    143      WR2602  20250805  ...    3507       3540      WR
144    144      WR2603  20250805  ...    3565       3565      WR
145    145      WR2604  20250805  ...    3560       3560      WR
146    146      WR2605  20250805  ...    3439       3595      WR
147    147      WR2606  20250805  ...    3599       3599      WR
148    148      WR2607  20250805  ...    3635       3635      WR
149    149      HC2508  20250805  ...    3453       3395      HC
150    150      HC2509  20250805  ...    3443       3404      HC
151    151      HC2510  20250805  ...    3437       3393      HC
152    152      HC2511  20250805  ...    3434       3391      HC
153    153      HC2512  20250805  ...    3435       3405      HC
154    154      HC2601  20250805  ...    3440       3396      HC
155    155      HC2602  20250805  ...    3431       3377      HC
156    156      HC2603  20250805  ...    3434       3389      HC
157    157      HC2604  20250805  ...    3441       3414      HC
158    158      HC2605  20250805  ...    3439       3399      HC
159    159      HC2606  20250805  ...    3456       3394      HC
160    160      HC2607  20250805  ...    3459       3414      HC
161    161      SS2508  20250805  ...   12960      12895      SS
162    162      SS2509  20250805  ...   12950      12845      SS
163    163      SS2510  20250805  ...   12995      12895      SS
164    164      SS2511  20250805  ...   13035      12945      SS
165    165      SS2512  20250805  ...   13055      12970      SS
166    166      SS2601  20250805  ...   13095      12990      SS
167    167      SS2602  20250805  ...   13135      13045      SS
168    168      SS2603  20250805  ...   13195      13090      SS
169    169      SS2604  20250805  ...   13190      13190      SS
170    170      SS2605  20250805  ...   13265      13150      SS
171    171      SS2606  20250805  ...   13290      13220      SS
172    172      SS2607  20250805  ...   13345      13240      SS
173    173      SC2509  20250805  ...   509.1      516.8      SC
174    174      SC2510  20250805  ...   503.3      511.8      SC
175    175      SC2511  20250805  ...   499.4      507.9      SC
176    176      SC2512  20250805  ...   494.7      505.7      SC
177    177      SC2601  20250805  ...   490.5      501.5      SC
178    178      SC2602  20250805  ...   486.6      499.8      SC
179    179      SC2603  20250805  ...   484.8      496.8      SC
180    180      SC2604  20250805  ...   481.7        489      SC
181    181      SC2605  20250805  ...   481.3      490.7      SC
182    182      SC2606  20250805  ...   479.3      485.9      SC
183    183      SC2607  20250805  ...   482.4        485      SC
184    184      SC2608  20250805  ...   481.6      486.8      SC
185    185      SC2609  20250805  ...     478      480.4      SC
186    186      SC2612  20250805  ...   472.3        482      SC
187    187      SC2703  20250805  ...   473.1      478.1      SC
188    188      SC2706  20250805  ...     473      480.9      SC
189    189      SC2709  20250805  ...   466.8      471.7      SC
190    190      SC2712  20250805  ...   466.3      470.1      SC
191    191      SC2803  20250805  ...     463      469.5      SC
192    192      SC2806  20250805  ...   458.6      472.4      SC
193    193      LU2509  20250805  ...    3544       3572      LU
194    194      LU2510  20250805  ...    3539       3588      LU
195    195      LU2511  20250805  ...    3541       3600      LU
196    196      LU2512  20250805  ...    3528       3571      LU
197    197      LU2601  20250805  ...    3495       3529      LU
198    198      LU2602  20250805  ...    3473       3526      LU
199    199      LU2603  20250805  ...    3467       3550      LU
200    200      LU2604  20250805  ...    3443       3506      LU
201    201      LU2605  20250805  ...    3435       3467      LU
202    202      LU2606  20250805  ...    3437       3492      LU
203    203      LU2607  20250805  ...    3422       3478      LU
204    204      LU2608  20250805  ...    3418       3477      LU
205    205      FU2509  20250805  ...    2818       2869      FU
206    206      FU2510  20250805  ...    2839       2889      FU
207    207      FU2511  20250805  ...    2849       2903      FU
208    208      FU2512  20250805  ...    2848       2894      FU
209    209      FU2601  20250805  ...    2841       2893      FU
210    210      FU2602  20250805  ...    2836       2876      FU
211    211      FU2603  20250805  ...    2830       2870      FU
212    212      FU2604  20250805  ...    2825       2855      FU
213    213      FU2605  20250805  ...    2815       2856      FU
214    214      FU2606  20250805  ...    2810       2843      FU
215    215      FU2607  20250805  ...    2797       2824      FU
216    216      FU2608  20250805  ...    2793       2825      FU
217    217      BU2508  20250805  ...    3557       3625      BU
218    218      BU2509  20250805  ...    3543       3601      BU
219    219      BU2510  20250805  ...    3523       3580      BU
220    220      BU2511  20250805  ...    3494       3553      BU
221    221      BU2512  20250805  ...    3434       3487      BU
222    222      BU2601  20250805  ...    3399       3442      BU
223    223      BU2602  20250805  ...    3383       3423      BU
224    224      BU2603  20250805  ...    3371       3405      BU
225    225      BU2604  20250805  ...    3372       3404      BU
226    226      BU2605  20250805  ...    3368       3402      BU
227    227      BU2606  20250805  ...    3366       3420      BU
228    228      BU2607  20250805  ...    3361       3399      BU
229    229      BU2609  20250805  ...    3364       3394      BU
230    230      BU2612  20250805  ...    3316       3352      BU
231    231      BU2703  20250805  ...    3315       3354      BU
232    232      BU2706  20250805  ...    3335       3353      BU
233    233      BR2508  20250805  ...   11480      11480      BR
234    234      BR2509  20250805  ...   11460      11405      BR
235    235      BR2510  20250805  ...   11465      11410      BR
236    236      BR2511  20250805  ...   11490      11430      BR
237    237      BR2512  20250805  ...   11540      11475      BR
238    238      BR2601  20250805  ...   11555      11515      BR
239    239      BR2602  20250805  ...   11570      11510      BR
240    240      BR2603  20250805  ...   11585      11525      BR
241    241      BR2604  20250805  ...   11615      11590      BR
242    242      BR2605  20250805  ...   11670      11610      BR
243    243      BR2606  20250805  ...   11675      11575      BR
244    244      BR2607  20250805  ...   11660      11655      BR
245    245      RU2508  20250805  ...   14460      14275      RU
246    246      RU2509  20250805  ...   14465      14320      RU
247    247      RU2510  20250805  ...   14475      14345      RU
248    248      RU2511  20250805  ...   14495      14325      RU
249    249      RU2601  20250805  ...   15380      15210      RU
250    250      RU2603  20250805  ...   15420      15280      RU
251    251      RU2604  20250805  ...   15500      15230      RU
252    252      RU2605  20250805  ...   15480      15325      RU
253    253      RU2606  20250805  ...   15615      15330      RU
254    254      RU2607  20250805  ...   15590      15400      RU
255    255      NR2508  20250805  ...   12230      12100      NR
256    256      NR2509  20250805  ...   12270      12145      NR
257    257      NR2510  20250805  ...   12315      12190      NR
258    258      NR2511  20250805  ...   12365      12220      NR
259    259      NR2512  20250805  ...   12390      12265      NR
260    260      NR2601  20250805  ...   12415      12305      NR
261    261      NR2602  20250805  ...   12465      12335      NR
262    262      NR2603  20250805  ...   12470      12370      NR
263    263      NR2604  20250805  ...   12520      12375      NR
264    264      NR2605  20250805  ...   12780      12385      NR
265    265      NR2606  20250805  ...   12540      12485      NR
266    266      NR2607  20250805  ...   12560      12485      NR
267    267      SP2508  20250805  ...    5108       5194      SP
268    268      SP2509  20250805  ...    5156       5170      SP
269    269      SP2510  20250805  ...    5156       5172      SP
270    270      SP2511  20250805  ...    5162       5178      SP
271    271      SP2512  20250805  ...    5168       5186      SP
272    272      SP2601  20250805  ...    5394       5410      SP
273    273      SP2602  20250805  ...    5368       5362      SP
274    274      SP2603  20250805  ...    5378       5374      SP
275    275      SP2604  20250805  ...    5350       5350      SP
276    276      SP2605  20250805  ...    5374       5362      SP
277    277      SP2606  20250805  ...    5394       5378      SP
278    278      SP2607  20250805  ...    5370       5362      SP
279    279      EC2508  20250805  ...    2096       2112      EC
280    280      EC2510  20250805  ...  1411.1     1404.2      EC
281    281      EC2512  20250805  ...  1682.1     1670.3      EC
282    282      EC2602  20250805  ...  1478.2     1474.4      EC
283    283      EC2604  20250805  ...  1323.6     1315.1      EC
284    284      EC2606  20250805  ...  1460.8     1455.1      EC
285    286  SC_TAS2509  20250805  ...                     SC_TAS
286    287  SC_TAS2510  20250805  ...                     SC_TAS
287    288  SC_TAS2511  20250805  ...                     SC_TAS
288    289  SC_TAS2512  20250805  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:25:56,113 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
2025-08-11 16:25:57,835 - future_1d - INFO - save future_daily 2025-08-05 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250806   504.5  ...   504.2      509.1      SC
1       SC2510  20250806   499.6  ...   499.5      503.3      SC
2       SC2511  20250806   495.7  ...   495.4      499.4      SC
3       SC2512  20250806   492.3  ...   491.6      494.7      SC
4       SC2601  20250806   488.7  ...   488.6      490.5      SC
5       SC2602  20250806   485.5  ...     486      486.6      SC
6       SC2603  20250806   485.8  ...   483.2      484.8      SC
7       SC2604  20250806   482.5  ...   481.6      481.7      SC
8       SC2605  20250806   477.6  ...   478.4      481.3      SC
9       SC2606  20250806   477.6  ...   476.8      479.3      SC
10      SC2607  20250806   474.3  ...   475.6      482.4      SC
11      SC2608  20250806          ...   477.5      481.6      SC
12      SC2609  20250806          ...     475        478      SC
13      SC2612  20250806          ...   472.3      472.3      SC
14      SC2703  20250806          ...   470.5      473.1      SC
15      SC2706  20250806     468  ...   467.8        473      SC
16      SC2709  20250806     466  ...   464.4      466.8      SC
17      SC2712  20250806          ...     464      466.3      SC
18      SC2803  20250806          ...   460.5        463      SC
19      SC2806  20250806   455.6  ...     456      458.6      SC
21      LU2509  20250806    3527  ...    3532       3544      LU
22      LU2510  20250806    3526  ...    3535       3539      LU
23      LU2511  20250806    3525  ...    3531       3541      LU
24      LU2512  20250806    3504  ...    3507       3528      LU
25      LU2601  20250806    3503  ...    3488       3495      LU
26      LU2602  20250806    3448  ...    3451       3473      LU
27      LU2603  20250806    3443  ...    3438       3467      LU
28      LU2604  20250806    3430  ...    3431       3443      LU
29      LU2605  20250806    3433  ...    3427       3435      LU
30      LU2606  20250806    3421  ...    3421       3437      LU
31      LU2607  20250806    3430  ...    3415       3422      LU
32      LU2608  20250806    3408  ...    3408       3418      LU
34      NR2508  20250806   12270  ...   12260      12230      NR
35      NR2509  20250806   12320  ...   12300      12270      NR
36      NR2510  20250806   12415  ...   12365      12315      NR
37      NR2511  20250806   12435  ...   12410      12365      NR
38      NR2512  20250806   12495  ...   12435      12390      NR
39      NR2601  20250806   12480  ...   12470      12415      NR
40      NR2602  20250806   12460  ...   12505      12465      NR
41      NR2603  20250806   12480  ...   12545      12470      NR
42      NR2604  20250806          ...   12565      12520      NR
43      NR2605  20250806   12620  ...   12620      12780      NR
44      NR2606  20250806          ...   12540      12540      NR
45      NR2607  20250806   12645  ...   12645      12560      NR
47      BC2508  20250806   69300  ...   69270      69500      BC
48      BC2509  20250806   69380  ...   69340      69640      BC
49      BC2510  20250806   69330  ...   69410      69680      BC
50      BC2511  20250806          ...   69240      69240      BC
51      BC2512  20250806          ...   69900      69910      BC
52      BC2601  20250806          ...   70020      70020      BC
53      BC2602  20250806          ...   70000      70000      BC
54      BC2603  20250806          ...   70000      70000      BC
55      BC2604  20250806          ...   70000      70000      BC
56      BC2605  20250806          ...   70000      70000      BC
57      BC2606  20250806          ...   69340      69340      BC
58      BC2607  20250806          ...   68670      68670      BC
60      EC2508  20250806  2075.3  ...  2080.3       2096      EC
61      EC2510  20250806  1403.8  ...  1434.4     1411.1      EC
62      EC2512  20250806  1681.3  ...  1759.5     1682.1      EC
63      EC2602  20250806  1483.2  ...  1521.6     1478.2      EC
64      EC2604  20250806  1329.9  ...  1342.5     1323.6      EC
65      EC2606  20250806    1458  ...  1489.4     1460.8      EC
69  SC_TAS2509  20250806          ...                     SC_TAS
70  SC_TAS2510  20250806          ...                     SC_TAS
71  SC_TAS2511  20250806          ...                     SC_TAS
72  SC_TAS2512  20250806          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 16:26:03,799 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250806   7859.0   7944.0  ...   314392.84   7906.0      7842.0       AP
1    AP511  20250806   7681.0   7736.0  ...     1357.23   7712.0      7660.0       AP
2    AP512  20250806   7758.0   7780.0  ...      225.27   7768.0      7721.0       AP
3    AP601  20250806   7780.0   7875.0  ...    24187.54   7843.0      7775.0       AP
4    AP603  20250806   7771.0   7805.0  ...      210.39   7792.0      7734.0       AP
5    AP604  20250806   7823.0   7839.0  ...       39.17   7833.0      7790.0       AP
6    AP605  20250806   7879.0   7910.0  ...      339.88   7904.0      7854.0       AP
7    CF509  20250806  13675.0  13730.0  ...   913008.41  13690.0     13670.0       CF
8    CF511  20250806  13705.0  13780.0  ...   132938.10  13740.0     13690.0       CF
9    CF601  20250806  13825.0  13885.0  ...   630239.11  13855.0     13825.0       CF
10   CF603  20250806  13800.0  13850.0  ...     2011.96  13830.0     13800.0       CF
11   CF605  20250806  13780.0  13830.0  ...    35816.87  13810.0     13775.0       CF
12   CF607  20250806  13780.0  13840.0  ...      614.93  13820.0     13780.0       CF
13   CJ509  20250806   9730.0   9850.0  ...    25882.81   9770.0      9705.0       CJ
14   CJ512  20250806  10720.0  10840.0  ...     9756.43  10735.0     10650.0       CJ
15   CJ601  20250806  10865.0  10985.0  ...   584003.04  10885.0     10795.0       CJ
16   CJ603  20250806  10925.0  11055.0  ...     7041.43  10960.0     10860.0       CJ
17   CJ605  20250806  11090.0  11190.0  ...    95692.16  11100.0     11015.0       CJ
18   CJ607  20250806  11300.0  11380.0  ...     1372.66  11300.0     11225.0       CJ
19   CY508  20250806      0.0      0.0  ...        0.00  19965.0     19995.0       CY
20   CY509  20250806  19850.0  19970.0  ...    16492.96  19905.0     19835.0       CY
21   CY510  20250806      0.0      0.0  ...        0.00  20015.0     19945.0       CY
22   CY511  20250806  19665.0  19775.0  ...    57069.79  19725.0     19755.0       CY
23   CY512  20250806      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250806  19735.0  19815.0  ...      731.66  19775.0     19780.0       CY
25   CY602  20250806      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250806      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250806      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250806      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250806      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250806      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250806   1064.0   1064.0  ...       63.84   1064.0      1055.0       FG
32   FG509  20250806   1079.0   1093.0  ...  2810737.49   1079.0      1073.0       FG
33   FG510  20250806   1174.0   1181.0  ...    71895.64   1169.0      1162.0       FG
34   FG511  20250806   1169.0   1179.0  ...   114846.97   1165.0      1157.0       FG
35   FG512  20250806   1242.0   1255.0  ...    61444.01   1238.0      1231.0       FG
36   FG601  20250806   1241.0   1248.0  ...  2646818.98   1229.0      1220.0       FG
37   FG602  20250806   1274.0   1296.0  ...     1933.74   1279.0      1268.0       FG
38   FG603  20250806   1277.0   1296.0  ...     3103.22   1280.0      1268.0       FG
39   FG604  20250806   1331.0   1340.0  ...      878.30   1323.0      1316.0       FG
40   FG605  20250806   1328.0   1336.0  ...    41995.88   1319.0      1310.0       FG
41   FG606  20250806   1343.0   1364.0  ...     1741.96   1340.0      1339.0       FG
42   FG607  20250806   1355.0   1355.0  ...     1119.48   1336.0      1334.0       FG
43   JR509  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250806      0.0      0.0  ...        0.00   2347.0      2343.0       MA
53   MA509  20250806   2394.0   2407.0  ...   684868.97   2397.0      2381.0       MA
54   MA510  20250806   2425.0   2438.0  ...    30656.62   2427.0      2411.0       MA
55   MA511  20250806   2445.0   2462.0  ...    64448.95   2452.0      2435.0       MA
56   MA512  20250806   2483.0   2499.0  ...    49791.62   2489.0      2470.0       MA
57   MA601  20250806   2490.0   2512.0  ...   320208.79   2502.0      2482.0       MA
58   MA602  20250806   2496.0   2507.0  ...       40.00   2500.0      2484.0       MA
59   MA603  20250806   2493.0   2503.0  ...      521.55   2495.0      2476.0       MA
60   MA604  20250806   2479.0   2484.0  ...       27.27   2479.0      2454.0       MA
61   MA605  20250806   2442.0   2460.0  ...     6942.59   2451.0      2427.0       MA
62   MA606  20250806   2450.0   2462.0  ...       12.29   2458.0      2436.0       MA
63   MA607  20250806   2444.0   2450.0  ...       26.88   2444.0      2427.0       MA
64   OI509  20250806   9620.0   9642.0  ...  1907396.47   9576.0      9566.0       OI
65   OI511  20250806   9620.0   9649.0  ...   191023.53   9589.0      9581.0       OI
66   OI601  20250806   9550.0   9573.0  ...   806394.17   9524.0      9506.0       OI
67   OI603  20250806   9499.0   9502.0  ...     3009.78   9465.0      9450.0       OI
68   OI605  20250806   9425.0   9445.0  ...     9691.28   9400.0      9367.0       OI
69   OI607  20250806   9425.0   9425.0  ...      187.81   9390.0      9380.0       OI
70   PF508  20250806   6298.0   6298.0  ...       31.49   6298.0      6290.0       PF
71   PF509  20250806   6314.0   6370.0  ...   156581.91   6332.0      6322.0       PF
72   PF510  20250806   6382.0   6436.0  ...   481228.55   6400.0      6376.0       PF
73   PF511  20250806   6374.0   6440.0  ...   277996.92   6408.0      6372.0       PF
74   PF512  20250806   6386.0   6438.0  ...    55692.20   6416.0      6370.0       PF
75   PF601  20250806   6386.0   6450.0  ...     8806.79   6410.0      6390.0       PF
76   PF602  20250806   6418.0   6452.0  ...       12.87   6434.0      6402.0       PF
77   PF603  20250806   6424.0   6448.0  ...       35.34   6426.0      6410.0       PF
78   PF604  20250806   6442.0   6444.0  ...       22.54   6442.0      6432.0       PF
79   PF605  20250806   6444.0   6484.0  ...       25.86   6466.0      6446.0       PF
80   PF606  20250806   6472.0   6488.0  ...        9.72   6478.0      6468.0       PF
81   PF607  20250806   6484.0   6490.0  ...        6.49   6488.0      6476.0       PF
82   PK510  20250806   8084.0   8100.0  ...    95588.20   8084.0      8074.0       PK
83   PK511  20250806   7956.0   7980.0  ...    75915.97   7956.0      7954.0       PK
84   PK512  20250806   7934.0   7970.0  ...    24022.29   7950.0      7952.0       PK
85   PK601  20250806   7960.0   7966.0  ...     7857.54   7954.0      7952.0       PK
86   PK603  20250806   7954.0   7974.0  ...       51.74   7960.0      7958.0       PK
87   PK604  20250806   7974.0   7976.0  ...       59.77   7970.0      7960.0       PK
88   PK605  20250806   7970.0   7986.0  ...     1087.79   7970.0      7958.0       PK
89   PL601  20250806   6510.0   6555.0  ...    24983.14   6499.0      6485.0       PL
90   PL602  20250806   6532.0   6570.0  ...      275.07   6549.0      6534.0       PL
91   PL603  20250806   6489.0   6531.0  ...      104.13   6508.0      6484.0       PL
92   PL604  20250806   6511.0   6511.0  ...       65.09   6509.0      6478.0       PL
93   PL605  20250806   6393.0   6393.0  ...       25.52   6379.0      6375.0       PL
94   PL606  20250806      0.0      0.0  ...        0.00   6499.0      6499.0       PL
95   PL607  20250806      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250806      0.0      0.0  ...        0.00   5896.0      5864.0       PR
103  PR509  20250806   5868.0   5916.0  ...    59208.19   5886.0      5864.0       PR
104  PR510  20250806   5900.0   5950.0  ...   235479.50   5924.0      5894.0       PR
105  PR511  20250806   5908.0   5956.0  ...   199802.34   5936.0      5900.0       PR
106  PR512  20250806   5930.0   5962.0  ...    61986.56   5952.0      5916.0       PR
107  PR601  20250806   5934.0   5960.0  ...     2570.78   5930.0      5930.0       PR
108  PR602  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
109  PR603  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
110  PR604  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
112  PR606  20250806      0.0      0.0  ...        0.00   5968.0      5958.0       PR
113  PR607  20250806      0.0      0.0  ...        0.00   6012.0      6012.0       PR
114  PX508  20250806      0.0      0.0  ...        0.00   6756.0      6722.0       PX
115  PX509  20250806   6716.0   6828.0  ...   351097.13   6756.0      6722.0       PX
116  PX510  20250806   6726.0   6804.0  ...   106039.48   6754.0      6720.0       PX
117  PX511  20250806   6708.0   6794.0  ...   197629.57   6740.0      6710.0       PX
118  PX512  20250806   6708.0   6788.0  ...    62266.54   6742.0      6718.0       PX
119  PX601  20250806   6684.0   6768.0  ...    80619.70   6722.0      6696.0       PX
120  PX602  20250806   6730.0   6740.0  ...       16.84   6738.0      6688.0       PX
121  PX603  20250806      0.0      0.0  ...        0.00   6718.0      6686.0       PX
122  PX604  20250806   6744.0   6744.0  ...        6.74   6744.0      6696.0       PX
123  PX605  20250806   6688.0   6752.0  ...      100.68   6712.0      6688.0       PX
124  PX606  20250806   6700.0   6708.0  ...       10.06   6706.0      6680.0       PX
125  PX607  20250806   6710.0   6752.0  ...       26.90   6726.0      6700.0       PX
126  RI509  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250806   2733.0   2745.0  ...      273.82   2738.0      2722.0       RM
133  RM509  20250806   2728.0   2793.0  ...  1508398.63   2761.0      2720.0       RM
134  RM511  20250806   2585.0   2615.0  ...    24847.32   2597.0      2578.0       RM
135  RM601  20250806   2444.0   2485.0  ...   553827.23   2462.0      2448.0       RM
136  RM603  20250806   2416.0   2445.0  ...    24039.15   2428.0      2418.0       RM
137  RM605  20250806   2392.0   2408.0  ...    67191.42   2397.0      2387.0       RM
138  RM607  20250806   2374.0   2383.0  ...     8859.63   2375.0      2367.0       RM
139  RS508  20250806      0.0      0.0  ...        0.00   5023.0      5061.0       RS
140  RS509  20250806   5278.0   5278.0  ...      238.96   5084.0      5122.0       RS
141  RS511  20250806   5269.0   5269.0  ...       15.73   5243.0      5232.0       RS
142  RS607  20250806   5584.0   5683.0  ...      123.77   5626.0      5512.0       RS
143  SA508  20250806   1254.0   1254.0  ...       97.57   1251.0      1237.0       SA
144  SA509  20250806   1269.0   1295.0  ...  1806727.84   1272.0      1255.0       SA
145  SA510  20250806   1305.0   1321.0  ...   191626.94   1302.0      1285.0       SA
146  SA511  20250806   1317.0   1331.0  ...   358539.66   1307.0      1291.0       SA
147  SA512  20250806   1362.0   1379.0  ...   187919.91   1352.0      1334.0       SA
148  SA601  20250806   1377.0   1388.0  ...  4578416.06   1363.0      1346.0       SA
149  SA602  20250806   1377.0   1396.0  ...     7750.65   1373.0      1366.0       SA
150  SA603  20250806   1385.0   1399.0  ...     7013.32   1377.0      1369.0       SA
151  SA604  20250806   1420.0   1438.0  ...     2587.76   1414.0      1407.0       SA
152  SA605  20250806   1427.0   1443.0  ...   125623.01   1421.0      1402.0       SA
153  SA606  20250806   1425.0   1445.0  ...     2443.86   1426.0      1406.0       SA
154  SA607  20250806   1424.0   1438.0  ...     2703.06   1424.0      1404.0       SA
155  SF508  20250806   5768.0   5944.0  ...     2384.39   5858.0      5654.0       SF
156  SF509  20250806   5708.0   6012.0  ...  1454719.26   5906.0      5666.0       SF
157  SF510  20250806   5692.0   5994.0  ...   258542.24   5880.0      5650.0       SF
158  SF511  20250806   5882.0   6176.0  ...   534537.38   6070.0      5830.0       SF
159  SF512  20250806   5864.0   6164.0  ...    59896.00   6054.0      5824.0       SF
160  SF601  20250806   5854.0   6148.0  ...   186150.55   6042.0      5810.0       SF
161  SF602  20250806   5844.0   6092.0  ...     1463.63   5986.0      5770.0       SF
162  SF603  20250806   6030.0   6226.0  ...      254.94   6144.0      5912.0       SF
163  SF604  20250806   6060.0   6182.0  ...       39.89   6138.0      5890.0       SF
164  SF605  20250806   5950.0   6204.0  ...     2949.62   6126.0      5904.0       SF
165  SF606  20250806   5946.0   6130.0  ...      275.76   6062.0      5864.0       SF
166  SF607  20250806   6058.0   6238.0  ...      172.68   6168.0      6010.0       SF
167  SH508  20250806      0.0      0.0  ...        0.00   2349.0      2354.0       SH
168  SH509  20250806   2506.0   2515.0  ...  1426910.21   2485.0      2490.0       SH
169  SH510  20250806   2590.0   2593.0  ...   321298.15   2569.0      2572.0       SH
170  SH511  20250806   2588.0   2590.0  ...   312692.04   2570.0      2573.0       SH
171  SH512  20250806   2607.0   2609.0  ...    76908.55   2593.0      2593.0       SH
172  SH601  20250806   2596.0   2598.0  ...   434692.64   2583.0      2584.0       SH
173  SH602  20250806   2621.0   2621.0  ...      492.90   2608.0      2605.0       SH
174  SH603  20250806   2634.0   2634.0  ...      715.35   2620.0      2619.0       SH
175  SH604  20250806   2672.0   2680.0  ...      528.43   2669.0      2664.0       SH
176  SH605  20250806   2697.0   2697.0  ...     5362.71   2680.0      2674.0       SH
177  SH606  20250806   2692.0   2702.0  ...      307.27   2695.0      2691.0       SH
178  SH607  20250806   2678.0   2690.0  ...       88.48   2681.0      2683.0       SH
179  SM508  20250806   6030.0   6148.0  ...       36.38   6064.0      5968.0       SM
180  SM509  20250806   6012.0   6192.0  ...  1381334.61   6110.0      5970.0       SM
181  SM510  20250806   6030.0   6188.0  ...   140567.57   6116.0      5978.0       SM
182  SM511  20250806   6078.0   6264.0  ...   213775.66   6196.0      6038.0       SM
183  SM512  20250806   6104.0   6270.0  ...    41131.80   6204.0      6058.0       SM
184  SM601  20250806   6102.0   6280.0  ...   444589.37   6202.0      6058.0       SM
185  SM602  20250806   6130.0   6258.0  ...      244.73   6196.0      6056.0       SM
186  SM603  20250806   6188.0   6278.0  ...      152.23   6214.0      6098.0       SM
187  SM604  20250806   6140.0   6290.0  ...       86.92   6210.0      6120.0       SM
188  SM605  20250806   6150.0   6312.0  ...     5777.89   6236.0      6092.0       SM
189  SM606  20250806   6204.0   6300.0  ...       53.05   6242.0      6088.0       SM
190  SM607  20250806   6164.0   6310.0  ...       56.48   6276.0      6112.0       SM
191  SR509  20250806   5680.0   5702.0  ...   635289.07   5689.0      5707.0       SR
192  SR511  20250806   5645.0   5654.0  ...    80865.75   5645.0      5656.0       SR
193  SR601  20250806   5623.0   5637.0  ...   475524.18   5627.0      5637.0       SR
194  SR603  20250806   5586.0   5605.0  ...     3027.70   5596.0      5606.0       SR
195  SR605  20250806   5566.0   5574.0  ...    19250.64   5565.0      5575.0       SR
196  SR607  20250806   5556.0   5569.0  ...     1718.81   5562.0      5571.0       SR
197  TA508  20250806   4666.0   4732.0  ...     1524.18   4668.0      4666.0       TA
198  TA509  20250806   4678.0   4748.0  ...  1408293.52   4702.0      4678.0       TA
199  TA510  20250806   4650.0   4756.0  ...   113324.77   4720.0      4698.0       TA
200  TA511  20250806   4706.0   4760.0  ...   119080.35   4728.0      4706.0       TA
201  TA512  20250806   4714.0   4764.0  ...    29852.27   4732.0      4712.0       TA
202  TA601  20250806   4710.0   4768.0  ...   651324.84   4734.0      4714.0       TA
203  TA602  20250806   4710.0   4758.0  ...      231.32   4722.0      4712.0       TA
204  TA603  20250806   4728.0   4774.0  ...       68.81   4746.0      4728.0       TA
205  TA604  20250806   4742.0   4782.0  ...        7.15   4768.0      4740.0       TA
206  TA605  20250806   4756.0   4800.0  ...    10110.05   4776.0      4752.0       TA
207  TA606  20250806      0.0      0.0  ...        0.00   4794.0      4750.0       TA
208  TA607  20250806   4806.0   4806.0  ...        2.40   4806.0      4770.0       TA
209  UR508  20250806   1775.0   1780.0  ...      206.40   1749.0      1754.0       UR
210  UR509  20250806   1784.0   1792.0  ...   833313.96   1761.0      1756.0       UR
211  UR510  20250806   1773.0   1785.0  ...    31993.87   1754.0      1750.0       UR
212  UR511  20250806   1789.0   1803.0  ...    27819.72   1777.0      1773.0       UR
213  UR512  20250806   1798.0   1799.0  ...      898.76   1776.0      1772.0       UR
214  UR601  20250806   1800.0   1804.0  ...   287545.04   1774.0      1772.0       UR
215  UR602  20250806   1792.0   1792.0  ...      938.41   1771.0      1773.0       UR
216  UR603  20250806   1814.0   1816.0  ...      371.35   1803.0      1802.0       UR
217  UR604  20250806   1811.0   1821.0  ...      224.15   1808.0      1798.0       UR
218  UR605  20250806   1818.0   1827.0  ...    13356.73   1805.0      1802.0       UR
219  UR606  20250806   1806.0   1809.0  ...      208.69   1799.0      1796.0       UR
220  UR607  20250806   1812.0   1812.0  ...      173.03   1802.0      1802.0       UR
221  WH509  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:26:04,105 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250806  6255.000  ...  6331.000    6260.200       IC
1   IC2509  20250806  6198.000  ...  6266.200    6195.600       IC
2   IC2512  20250806  6034.800  ...  6107.800    6038.000       IC
3   IC2603  20250806  5909.800  ...  5973.400    5903.400       IC
4   IF2508  20250806  4091.400  ...  4109.000    4094.400       IF
5   IF2509  20250806  4080.000  ...  4098.600    4081.800       IF
6   IF2512  20250806  4050.800  ...  4068.600    4050.800       IF
7   IF2603  20250806  4022.000  ...  4037.800    4019.000       IF
8   IH2508  20250806  2787.000  ...  2797.200    2789.800       IH
9   IH2509  20250806  2790.000  ...  2798.200    2790.800       IH
10  IH2512  20250806  2790.000  ...  2800.200    2792.600       IH
11  IH2603  20250806  2789.800  ...  2801.800    2792.800       IH
12  IM2508  20250806  6745.000  ...  6840.200    6744.600       IM
13  IM2509  20250806  6674.000  ...  6770.400    6673.200       IM
14  IM2512  20250806  6490.000  ...  6581.200    6482.200       IM
15  IM2603  20250806  6312.000  ...  6402.600    6304.800       IM
16   T2509  20250806   108.510  ...   108.565     108.550        T
17   T2512  20250806   108.325  ...   108.435     108.360        T
18   T2603  20250806   108.085  ...   108.235     108.150        T
19  TF2509  20250806   105.755  ...   105.780     105.755       TF
20  TF2512  20250806   105.700  ...   105.815     105.770       TF
21  TF2603  20250806   105.740  ...   105.820     105.770       TF
22  TL2509  20250806   119.220  ...   119.340     119.380       TL
23  TL2512  20250806   118.830  ...   119.000     119.020       TL
24  TL2603  20250806   118.460  ...   118.620     118.610       TL
25  TS2509  20250806   102.348  ...   102.370     102.352       TS
26  TS2512  20250806   102.384  ...   102.408     102.392       TS
27  TS2603  20250806   102.352  ...   102.380     102.368       TS

[28 rows x 12 columns]
2025-08-11 16:26:04,322 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:26:04,486 - future_1d - INFO - ak.get_dce_daily('2025-08-06') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250806  49030.0  ...  49845.0     48635.0       PS
1   PS2509  20250806  50290.0  ...  51200.0     49445.0       PS
2   PS2510  20250806  50580.0  ...  51385.0     49665.0       PS
3   PS2511  20250806  50300.0  ...  51555.0     49740.0       PS
4   PS2512  20250806  53000.0  ...  54630.0     52710.0       PS
5   PS2601  20250806  53645.0  ...  54795.0     52905.0       PS
6   PS2602  20250806  53770.0  ...  54730.0     53055.0       PS
7   PS2603  20250806  53810.0  ...  54875.0     53175.0       PS
8   PS2604  20250806  54150.0  ...  55050.0     53395.0       PS
9   PS2605  20250806  54200.0  ...  55125.0     53265.0       PS
10  PS2606  20250806  56945.0  ...  57555.0     55725.0       PS
11  PS2607  20250806  56140.0  ...  57595.0     55890.0       PS
13  SI2508  20250806   8530.0  ...   8630.0      8490.0       SI
14  SI2509  20250806   8435.0  ...   8570.0      8365.0       SI
15  SI2510  20250806   8405.0  ...   8585.0      8400.0       SI
16  SI2511  20250806   8400.0  ...   8615.0      8395.0       SI
17  SI2512  20250806   8815.0  ...   9010.0      8785.0       SI
18  SI2601  20250806   8800.0  ...   8990.0      8770.0       SI
19  SI2602  20250806   8850.0  ...   9085.0      8810.0       SI
20  SI2603  20250806   8845.0  ...   9110.0      8780.0       SI
21  SI2604  20250806   8870.0  ...   9170.0      8830.0       SI
22  SI2605  20250806   8960.0  ...   9130.0      8805.0       SI
23  SI2606  20250806   8890.0  ...   9135.0      8825.0       SI
24  SI2607  20250806   8925.0  ...   9100.0      8795.0       SI
27  LC2508  20250806  67500.0  ...  67800.0     68200.0       LC
28  LC2509  20250806  67680.0  ...  68300.0     68400.0       LC
29  LC2510  20250806  67760.0  ...  68560.0     68520.0       LC
30  LC2511  20250806  68100.0  ...  68620.0     68540.0       LC
31  LC2512  20250806  68440.0  ...  68900.0     68680.0       LC
32  LC2601  20250806  68500.0  ...  69040.0     68800.0       LC
33  LC2602  20250806  68480.0  ...  68820.0     68520.0       LC
34  LC2603  20250806  68380.0  ...  68800.0     68720.0       LC
35  LC2604  20250806  69360.0  ...  69580.0     69360.0       LC
36  LC2605  20250806  69400.0  ...  69800.0     69560.0       LC
37  LC2606  20250806  69460.0  ...  69600.0     69560.0       LC
38  LC2607  20250806  69560.0  ...  69700.0     69780.0       LC

[36 rows x 12 columns]
2025-08-11 16:26:04,699 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250806  ...   78200      78490      CU
1        1      CU2509  20250806  ...   78160      78480      CU
2        2      CU2510  20250806  ...   78160      78480      CU
3        3      CU2511  20250806  ...   78150      78440      CU
4        4      CU2512  20250806  ...   78120      78420      CU
5        5      CU2601  20250806  ...   78080      78400      CU
6        6      CU2602  20250806  ...   78030      78330      CU
7        7      CU2603  20250806  ...   78010      78340      CU
8        8      CU2604  20250806  ...   78040      78360      CU
9        9      CU2605  20250806  ...   78080      78390      CU
10      10      CU2606  20250806  ...   78040      78380      CU
11      11      CU2607  20250806  ...   78060      78380      CU
12      12      BC2508  20250806  ...   69270      69500      BC
13      13      BC2509  20250806  ...   69340      69640      BC
14      14      BC2510  20250806  ...   69410      69680      BC
15      15      BC2511  20250806  ...   69240      69240      BC
16      16      BC2512  20250806  ...   69900      69910      BC
17      17      BC2601  20250806  ...   70020      70020      BC
18      18      BC2602  20250806  ...   70000      70000      BC
19      19      BC2603  20250806  ...   70000      70000      BC
20      20      BC2604  20250806  ...   70000      70000      BC
21      21      BC2605  20250806  ...   70000      70000      BC
22      22      BC2606  20250806  ...   69340      69340      BC
23      23      BC2607  20250806  ...   68670      68670      BC
24      24      AL2508  20250806  ...   20655      20535      AL
25      25      AL2509  20250806  ...   20600      20495      AL
26      26      AL2510  20250806  ...   20570      20460      AL
27      27      AL2511  20250806  ...   20525      20420      AL
28      28      AL2512  20250806  ...   20475      20360      AL
29      29      AL2601  20250806  ...   20445      20325      AL
30      30      AL2602  20250806  ...   20450      20320      AL
31      31      AL2603  20250806  ...   20470      20355      AL
32      32      AL2604  20250806  ...   20460      20345      AL
33      33      AL2605  20250806  ...   20480      20370      AL
34      34      AL2606  20250806  ...   20535      20405      AL
35      35      AL2607  20250806  ...   20505      20420      AL
36      36      ZN2508  20250806  ...   22310      22295      ZN
37      37      ZN2509  20250806  ...   22330      22315      ZN
38      38      ZN2510  20250806  ...   22330      22315      ZN
39      39      ZN2511  20250806  ...   22325      22315      ZN
40      40      ZN2512  20250806  ...   22280      22295      ZN
41      41      ZN2601  20250806  ...   22260      22260      ZN
42      42      ZN2602  20250806  ...   22255      22230      ZN
43      43      ZN2603  20250806  ...   22275      22300      ZN
44      44      ZN2604  20250806  ...   22270      22280      ZN
45      45      ZN2605  20250806  ...   22320      22300      ZN
46      46      ZN2606  20250806  ...   22345      22310      ZN
47      47      ZN2607  20250806  ...   22305      22295      ZN
48      48      PB2508  20250806  ...   16775      16665      PB
49      49      PB2509  20250806  ...   16830      16715      PB
50      50      PB2510  20250806  ...   16825      16720      PB
51      51      PB2511  20250806  ...   16845      16760      PB
52      52      PB2512  20250806  ...   16845      16785      PB
53      53      PB2601  20250806  ...   16925      16785      PB
54      54      PB2602  20250806  ...   16970      16800      PB
55      55      PB2603  20250806  ...   16825      16825      PB
56      56      PB2604  20250806  ...   16855      16855      PB
57      57      PB2605  20250806  ...   17020      16925      PB
58      58      PB2606  20250806  ...   16860      16860      PB
59      59      PB2607  20250806  ...   16980      16980      PB
60      60      NI2508  20250806  ...  120620     120660      NI
61      61      NI2509  20250806  ...  120680     120800      NI
62      62      NI2510  20250806  ...  120810     120900      NI
63      63      NI2511  20250806  ...  120970     121090      NI
64      64      NI2512  20250806  ...  121190     121380      NI
65      65      NI2601  20250806  ...  121500     121610      NI
66      66      NI2602  20250806  ...  121710     121950      NI
67      67      NI2603  20250806  ...  121820     122050      NI
68      68      NI2604  20250806  ...  122280     122250      NI
69      69      NI2605  20250806  ...  122640     122680      NI
70      70      NI2606  20250806  ...  122940     122900      NI
71      71      NI2607  20250806  ...  123100     123210      NI
72      72      SN2508  20250806  ...  266550     265600      SN
73      73      SN2509  20250806  ...  266860     266140      SN
74      74      SN2510  20250806  ...  267160     266620      SN
75      75      SN2511  20250806  ...  267170     266700      SN
76      76      SN2512  20250806  ...  266980     266960      SN
77      77      SN2601  20250806  ...  267550     266920      SN
78      78      SN2602  20250806  ...  267470     268140      SN
79      79      SN2603  20250806  ...  267930     268190      SN
80      80      SN2604  20250806  ...  268730     268730      SN
81      81      SN2605  20250806  ...  268090     267070      SN
82      82      SN2606  20250806  ...  268240     267870      SN
83      83      SN2607  20250806  ...  268490     268490      SN
84      84      AO2508  20250806  ...    3227       3225      AO
85      85      AO2509  20250806  ...    3222       3210      AO
86      86      AO2510  20250806  ...    3223       3213      AO
87      87      AO2511  20250806  ...    3225       3215      AO
88      88      AO2512  20250806  ...    3232       3219      AO
89      89      AO2601  20250806  ...    3235       3220      AO
90      90      AO2602  20250806  ...    3219       3220      AO
91      91      AO2603  20250806  ...    3229       3218      AO
92      92      AO2604  20250806  ...    3237       3209      AO
93      93      AO2605  20250806  ...    3237       3215      AO
94      94      AO2606  20250806  ...    3234       3208      AO
95      95      AO2607  20250806  ...    3239       3212      AO
96      96      AD2511  20250806  ...   20020      19940      AD
97      97      AD2512  20250806  ...   20060      19935      AD
98      98      AD2601  20250806  ...   20015      19880      AD
99      99      AD2602  20250806  ...   19855      19800      AD
100    100      AD2603  20250806  ...   19885      19795      AD
101    101      AD2604  20250806  ...   19710      19710      AD
102    102      AD2605  20250806  ...   19650      19650      AD
103    103      AD2606  20250806  ...   19715      19715      AD
104    104      AD2607  20250806  ...   19830      19830      AD
105    105      AU2508  20250806  ...  781.54     781.16      AU
106    106      AU2509  20250806  ...  783.02     783.04      AU
107    107      AU2510  20250806  ...  784.26     784.32      AU
108    108      AU2512  20250806  ...  786.36     786.54      AU
109    109      AU2602  20250806  ...   788.5     788.78      AU
110    110      AU2604  20250806  ...  790.68     790.86      AU
111    111      AU2606  20250806  ...  792.88        793      AU
112    112      AU2608  20250806  ...   795.3     795.52      AU
113    113      AG2508  20250806  ...    9147       9030      AG
114    114      AG2509  20250806  ...    9147       9063      AG
115    115      AG2510  20250806  ...    9160       9074      AG
116    116      AG2511  20250806  ...    9169       9086      AG
117    117      AG2512  20250806  ...    9184       9099      AG
118    118      AG2601  20250806  ...    9192       9110      AG
119    119      AG2602  20250806  ...    9208       9123      AG
120    120      AG2603  20250806  ...    9218       9135      AG
121    121      AG2604  20250806  ...    9228       9148      AG
122    122      AG2605  20250806  ...    9250       9163      AG
123    123      AG2606  20250806  ...    9257       9173      AG
124    124      AG2607  20250806  ...    9266       9185      AG
125    125      RB2508  20250806  ...    3195       3168      RB
126    126      RB2509  20250806  ...    3194       3180      RB
127    127      RB2510  20250806  ...    3230       3210      RB
128    128      RB2511  20250806  ...    3246       3227      RB
129    129      RB2512  20250806  ...    3284       3265      RB
130    130      RB2601  20250806  ...    3306       3284      RB
131    131      RB2602  20250806  ...    3295       3269      RB
132    132      RB2603  20250806  ...    3317       3286      RB
133    133      RB2604  20250806  ...    3330       3315      RB
134    134      RB2605  20250806  ...    3334       3311      RB
135    135      RB2606  20250806  ...    3346       3330      RB
136    136      RB2607  20250806  ...    3354       3331      RB
137    137      WR2508  20250806  ...    3212       3212      WR
138    138      WR2509  20250806  ...    3342       3342      WR
139    139      WR2510  20250806  ...    3467       3449      WR
140    140      WR2511  20250806  ...    3490       3490      WR
141    141      WR2512  20250806  ...    3499       3499      WR
142    142      WR2601  20250806  ...    3473       3473      WR
143    143      WR2602  20250806  ...    3523       3507      WR
144    144      WR2603  20250806  ...    3527       3565      WR
145    145      WR2604  20250806  ...    3560       3560      WR
146    146      WR2605  20250806  ...    3478       3439      WR
147    147      WR2606  20250806  ...    3599       3599      WR
148    148      WR2607  20250806  ...    3635       3635      WR
149    149      HC2508  20250806  ...    3450       3453      HC
150    150      HC2509  20250806  ...    3461       3443      HC
151    151      HC2510  20250806  ...    3452       3437      HC
152    152      HC2511  20250806  ...    3454       3434      HC
153    153      HC2512  20250806  ...    3451       3435      HC
154    154      HC2601  20250806  ...    3455       3440      HC
155    155      HC2602  20250806  ...    3448       3431      HC
156    156      HC2603  20250806  ...    3456       3434      HC
157    157      HC2604  20250806  ...    3461       3441      HC
158    158      HC2605  20250806  ...    3460       3439      HC
159    159      HC2606  20250806  ...    3457       3456      HC
160    160      HC2607  20250806  ...    3473       3459      HC
161    161      SS2508  20250806  ...   12955      12960      SS
162    162      SS2509  20250806  ...   12930      12950      SS
163    163      SS2510  20250806  ...   12985      12995      SS
164    164      SS2511  20250806  ...   13025      13035      SS
165    165      SS2512  20250806  ...   13045      13055      SS
166    166      SS2601  20250806  ...   13085      13095      SS
167    167      SS2602  20250806  ...   13125      13135      SS
168    168      SS2603  20250806  ...   13180      13195      SS
169    169      SS2604  20250806  ...   13190      13190      SS
170    170      SS2605  20250806  ...   13270      13265      SS
171    171      SS2606  20250806  ...   13300      13290      SS
172    172      SS2607  20250806  ...   13335      13345      SS
173    173      SC2509  20250806  ...   504.2      509.1      SC
174    174      SC2510  20250806  ...   499.5      503.3      SC
175    175      SC2511  20250806  ...   495.4      499.4      SC
176    176      SC2512  20250806  ...   491.6      494.7      SC
177    177      SC2601  20250806  ...   488.6      490.5      SC
178    178      SC2602  20250806  ...     486      486.6      SC
179    179      SC2603  20250806  ...   483.2      484.8      SC
180    180      SC2604  20250806  ...   481.6      481.7      SC
181    181      SC2605  20250806  ...   478.4      481.3      SC
182    182      SC2606  20250806  ...   476.8      479.3      SC
183    183      SC2607  20250806  ...   475.6      482.4      SC
184    184      SC2608  20250806  ...   477.5      481.6      SC
185    185      SC2609  20250806  ...     475        478      SC
186    186      SC2612  20250806  ...   472.3      472.3      SC
187    187      SC2703  20250806  ...   470.5      473.1      SC
188    188      SC2706  20250806  ...   467.8        473      SC
189    189      SC2709  20250806  ...   464.4      466.8      SC
190    190      SC2712  20250806  ...     464      466.3      SC
191    191      SC2803  20250806  ...   460.5        463      SC
192    192      SC2806  20250806  ...     456      458.6      SC
193    193      LU2509  20250806  ...    3532       3544      LU
194    194      LU2510  20250806  ...    3535       3539      LU
195    195      LU2511  20250806  ...    3531       3541      LU
196    196      LU2512  20250806  ...    3507       3528      LU
197    197      LU2601  20250806  ...    3488       3495      LU
198    198      LU2602  20250806  ...    3451       3473      LU
199    199      LU2603  20250806  ...    3438       3467      LU
200    200      LU2604  20250806  ...    3431       3443      LU
201    201      LU2605  20250806  ...    3427       3435      LU
202    202      LU2606  20250806  ...    3421       3437      LU
203    203      LU2607  20250806  ...    3415       3422      LU
204    204      LU2608  20250806  ...    3408       3418      LU
205    205      FU2509  20250806  ...    2819       2818      FU
206    206      FU2510  20250806  ...    2838       2839      FU
207    207      FU2511  20250806  ...    2850       2849      FU
208    208      FU2512  20250806  ...    2849       2848      FU
209    209      FU2601  20250806  ...    2840       2841      FU
210    210      FU2602  20250806  ...    2832       2836      FU
211    211      FU2603  20250806  ...    2824       2830      FU
212    212      FU2604  20250806  ...    2820       2825      FU
213    213      FU2605  20250806  ...    2806       2815      FU
214    214      FU2606  20250806  ...    2803       2810      FU
215    215      FU2607  20250806  ...    2788       2797      FU
216    216      FU2608  20250806  ...    2788       2793      FU
217    217      BU2508  20250806  ...    3550       3557      BU
218    218      BU2509  20250806  ...    3543       3543      BU
219    219      BU2510  20250806  ...    3517       3523      BU
220    220      BU2511  20250806  ...    3486       3494      BU
221    221      BU2512  20250806  ...    3430       3434      BU
222    222      BU2601  20250806  ...    3396       3399      BU
223    223      BU2602  20250806  ...    3385       3383      BU
224    224      BU2603  20250806  ...    3367       3371      BU
225    225      BU2604  20250806  ...    3372       3372      BU
226    226      BU2605  20250806  ...    3362       3368      BU
227    227      BU2606  20250806  ...    3359       3366      BU
228    228      BU2607  20250806  ...    3380       3361      BU
229    229      BU2609  20250806  ...    3364       3364      BU
230    230      BU2612  20250806  ...    3297       3316      BU
231    231      BU2703  20250806  ...    3314       3315      BU
232    232      BU2706  20250806  ...    3335       3335      BU
233    233      BR2508  20250806  ...   11525      11480      BR
234    234      BR2509  20250806  ...   11510      11460      BR
235    235      BR2510  20250806  ...   11510      11465      BR
236    236      BR2511  20250806  ...   11530      11490      BR
237    237      BR2512  20250806  ...   11575      11540      BR
238    238      BR2601  20250806  ...   11615      11555      BR
239    239      BR2602  20250806  ...   11605      11570      BR
240    240      BR2603  20250806  ...   11665      11585      BR
241    241      BR2604  20250806  ...   11615      11615      BR
242    242      BR2605  20250806  ...   11735      11670      BR
243    243      BR2606  20250806  ...   11695      11675      BR
244    244      BR2607  20250806  ...   11760      11660      BR
245    245      RU2508  20250806  ...   14460      14460      RU
246    246      RU2509  20250806  ...   14510      14465      RU
247    247      RU2510  20250806  ...   14525      14475      RU
248    248      RU2511  20250806  ...   14555      14495      RU
249    249      RU2601  20250806  ...   15475      15380      RU
250    250      RU2603  20250806  ...   15570      15420      RU
251    251      RU2604  20250806  ...   15590      15500      RU
252    252      RU2605  20250806  ...   15595      15480      RU
253    253      RU2606  20250806  ...   15600      15615      RU
254    254      RU2607  20250806  ...   15620      15590      RU
255    255      NR2508  20250806  ...   12260      12230      NR
256    256      NR2509  20250806  ...   12300      12270      NR
257    257      NR2510  20250806  ...   12365      12315      NR
258    258      NR2511  20250806  ...   12410      12365      NR
259    259      NR2512  20250806  ...   12435      12390      NR
260    260      NR2601  20250806  ...   12470      12415      NR
261    261      NR2602  20250806  ...   12505      12465      NR
262    262      NR2603  20250806  ...   12545      12470      NR
263    263      NR2604  20250806  ...   12565      12520      NR
264    264      NR2605  20250806  ...   12620      12780      NR
265    265      NR2606  20250806  ...   12540      12540      NR
266    266      NR2607  20250806  ...   12645      12560      NR
267    267      SP2508  20250806  ...    5108       5108      SP
268    268      SP2509  20250806  ...    5162       5156      SP
269    269      SP2510  20250806  ...    5176       5156      SP
270    270      SP2511  20250806  ...    5178       5162      SP
271    271      SP2512  20250806  ...    5186       5168      SP
272    272      SP2601  20250806  ...    5418       5394      SP
273    273      SP2602  20250806  ...    5402       5368      SP
274    274      SP2603  20250806  ...    5392       5378      SP
275    275      SP2604  20250806  ...    5390       5350      SP
276    276      SP2605  20250806  ...    5394       5374      SP
277    277      SP2606  20250806  ...    5420       5394      SP
278    278      SP2607  20250806  ...    5402       5370      SP
279    279      EC2508  20250806  ...  2080.3       2096      EC
280    280      EC2510  20250806  ...  1434.4     1411.1      EC
281    281      EC2512  20250806  ...  1759.5     1682.1      EC
282    282      EC2602  20250806  ...  1521.6     1478.2      EC
283    283      EC2604  20250806  ...  1342.5     1323.6      EC
284    284      EC2606  20250806  ...  1489.4     1460.8      EC
285    287  SC_TAS2509  20250806  ...                     SC_TAS
286    288  SC_TAS2510  20250806  ...                     SC_TAS
287    289  SC_TAS2511  20250806  ...                     SC_TAS
288    290  SC_TAS2512  20250806  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:26:04,799 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
2025-08-11 16:26:06,518 - future_1d - INFO - save future_daily 2025-08-06 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250807   508.4  ...   504.3      504.2      SC
1       SC2510  20250807   503.8  ...   499.9      499.5      SC
2       SC2511  20250807   499.5  ...   495.2      495.4      SC
3       SC2512  20250807     495  ...   490.8      491.6      SC
4       SC2601  20250807   492.7  ...   487.5      488.6      SC
5       SC2602  20250807   488.3  ...   483.3        486      SC
6       SC2603  20250807   484.5  ...   480.4      483.2      SC
7       SC2604  20250807   483.4  ...   478.2      481.6      SC
8       SC2605  20250807   483.6  ...   476.2      478.4      SC
9       SC2606  20250807   479.4  ...   475.3      476.8      SC
10      SC2607  20250807     478  ...   477.4      475.6      SC
11      SC2608  20250807   476.4  ...   476.4      477.5      SC
12      SC2609  20250807     468  ...     468        475      SC
13      SC2612  20250807   465.5  ...   466.9      472.3      SC
14      SC2703  20250807   464.7  ...   464.7      470.5      SC
15      SC2706  20250807     465  ...   464.3      467.8      SC
16      SC2709  20250807   466.6  ...   460.4      464.4      SC
17      SC2712  20250807          ...     464        464      SC
18      SC2803  20250807          ...   460.5      460.5      SC
19      SC2806  20250807   455.6  ...     454        456      SC
21      LU2509  20250807    3559  ...    3520       3532      LU
22      LU2510  20250807    3566  ...    3545       3535      LU
23      LU2511  20250807    3556  ...    3535       3531      LU
24      LU2512  20250807    3543  ...    3506       3507      LU
25      LU2601  20250807    3503  ...    3481       3488      LU
26      LU2602  20250807    3471  ...    3454       3451      LU
27      LU2603  20250807    3458  ...    3439       3438      LU
28      LU2604  20250807    3447  ...    3427       3431      LU
29      LU2605  20250807    3416  ...    3416       3427      LU
30      LU2606  20250807    3414  ...    3412       3421      LU
31      LU2607  20250807    3437  ...    3417       3415      LU
32      LU2608  20250807    3426  ...    3402       3408      LU
34      NR2508  20250807   12180  ...   12215      12260      NR
35      NR2509  20250807   12320  ...   12290      12300      NR
36      NR2510  20250807   12370  ...   12350      12365      NR
37      NR2511  20250807   12415  ...   12395      12410      NR
38      NR2512  20250807   12445  ...   12410      12435      NR
39      NR2601  20250807   12490  ...   12450      12470      NR
40      NR2602  20250807   12500  ...   12475      12505      NR
41      NR2603  20250807          ...   12545      12545      NR
42      NR2604  20250807   12485  ...   12495      12565      NR
43      NR2605  20250807   12505  ...   12535      12620      NR
44      NR2606  20250807   12585  ...   12585      12540      NR
45      NR2607  20250807   12650  ...   12650      12645      NR
47      BC2508  20250807          ...   69270      69270      BC
48      BC2509  20250807   69570  ...   69540      69340      BC
49      BC2510  20250807   69570  ...   69600      69410      BC
50      BC2511  20250807   69290  ...   69290      69240      BC
51      BC2512  20250807   69890  ...   69460      69900      BC
52      BC2601  20250807          ...   70020      70020      BC
53      BC2602  20250807          ...   70000      70000      BC
54      BC2603  20250807          ...   70000      70000      BC
55      BC2604  20250807          ...   70000      70000      BC
56      BC2605  20250807          ...   70000      70000      BC
57      BC2606  20250807          ...   69340      69340      BC
58      BC2607  20250807          ...   68670      68670      BC
60      EC2508  20250807  2076.7  ...  2072.4     2080.3      EC
61      EC2510  20250807    1412  ...    1417     1434.4      EC
62      EC2512  20250807    1746  ...  1751.9     1759.5      EC
63      EC2602  20250807    1515  ...  1506.8     1521.6      EC
64      EC2604  20250807  1346.7  ...  1343.6     1342.5      EC
65      EC2606  20250807    1512  ...    1492     1489.4      EC
68  SC_TAS2509  20250807          ...                     SC_TAS
69  SC_TAS2510  20250807          ...                     SC_TAS
70  SC_TAS2511  20250807          ...                     SC_TAS
71  SC_TAS2512  20250807          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 16:26:10,293 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250807   7930.0   7977.0  ...   243169.92   7937.0      7906.0       AP
1    AP511  20250807   7717.0   7764.0  ...      765.34   7731.0      7712.0       AP
2    AP512  20250807   7758.0   7809.0  ...      311.26   7781.0      7768.0       AP
3    AP601  20250807   7856.0   7894.0  ...    23873.39   7871.0      7843.0       AP
4    AP603  20250807   7780.0   7816.0  ...      280.72   7798.0      7792.0       AP
5    AP604  20250807   7820.0   7832.0  ...       78.19   7819.0      7833.0       AP
6    AP605  20250807   7881.0   7915.0  ...      473.49   7891.0      7904.0       AP
7    CF509  20250807  13690.0  13710.0  ...   705965.08  13675.0     13690.0       CF
8    CF511  20250807  13735.0  13760.0  ...   134780.62  13735.0     13740.0       CF
9    CF601  20250807  13840.0  13860.0  ...   491622.78  13830.0     13855.0       CF
10   CF603  20250807  13820.0  13820.0  ...     2420.64  13795.0     13830.0       CF
11   CF605  20250807  13800.0  13810.0  ...    16750.82  13785.0     13810.0       CF
12   CF607  20250807  13815.0  13815.0  ...      414.00  13800.0     13820.0       CF
13   CJ509  20250807   9900.0  10095.0  ...    73150.96   9955.0      9770.0       CJ
14   CJ512  20250807  10825.0  11185.0  ...    29208.37  10985.0     10735.0       CJ
15   CJ601  20250807  10985.0  11345.0  ...  1619726.08  11140.0     10885.0       CJ
16   CJ603  20250807  11055.0  11365.0  ...    20067.68  11190.0     10960.0       CJ
17   CJ605  20250807  11200.0  11500.0  ...   221690.47  11315.0     11100.0       CJ
18   CJ607  20250807  11365.0  11665.0  ...     2800.09  11500.0     11300.0       CJ
19   CY508  20250807      0.0      0.0  ...        0.00  19965.0     19965.0       CY
20   CY509  20250807  19945.0  19945.0  ...    10171.85  19905.0     19905.0       CY
21   CY510  20250807      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250807  19680.0  19765.0  ...    61592.60  19725.0     19725.0       CY
23   CY512  20250807      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250807  19820.0  19820.0  ...      365.90  19780.0     19775.0       CY
25   CY602  20250807      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250807      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250807      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250807  20015.0  20090.0  ...       89.87  19970.0     19960.0       CY
29   CY606  20250807      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250807      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250807   1072.0   1072.0  ...       10.72   1072.0      1064.0       FG
32   FG509  20250807   1085.0   1097.0  ...  2982460.00   1078.0      1079.0       FG
33   FG510  20250807   1174.0   1185.0  ...    78194.12   1168.0      1169.0       FG
34   FG511  20250807   1168.0   1180.0  ...   137607.85   1162.0      1165.0       FG
35   FG512  20250807   1251.0   1253.0  ...    81544.77   1237.0      1238.0       FG
36   FG601  20250807   1231.0   1242.0  ...  2824489.12   1222.0      1229.0       FG
37   FG602  20250807   1284.0   1292.0  ...     1567.96   1273.0      1279.0       FG
38   FG603  20250807   1282.0   1290.0  ...     2319.55   1272.0      1280.0       FG
39   FG604  20250807   1330.0   1335.0  ...      671.83   1317.0      1323.0       FG
40   FG605  20250807   1319.0   1331.0  ...    38840.73   1311.0      1319.0       FG
41   FG606  20250807   1347.0   1350.0  ...     1415.83   1333.0      1340.0       FG
42   FG607  20250807   1339.0   1347.0  ...      661.97   1329.0      1336.0       FG
43   JR509  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250807      0.0      0.0  ...        0.00   2347.0      2347.0       MA
53   MA509  20250807   2397.0   2410.0  ...   698085.26   2395.0      2397.0       MA
54   MA510  20250807   2429.0   2438.0  ...    68895.61   2420.0      2427.0       MA
55   MA511  20250807   2453.0   2464.0  ...   107586.52   2448.0      2452.0       MA
56   MA512  20250807   2488.0   2501.0  ...    39555.82   2482.0      2489.0       MA
57   MA601  20250807   2503.0   2515.0  ...   333376.33   2502.0      2502.0       MA
58   MA602  20250807   2507.0   2507.0  ...      109.99   2500.0      2500.0       MA
59   MA603  20250807   2501.0   2501.0  ...       74.90   2497.0      2495.0       MA
60   MA604  20250807   2487.0   2487.0  ...       24.81   2481.0      2479.0       MA
61   MA605  20250807   2455.0   2461.0  ...    10380.59   2453.0      2451.0       MA
62   MA606  20250807   2460.0   2460.0  ...        4.92   2459.0      2458.0       MA
63   MA607  20250807   2451.0   2453.0  ...       19.60   2450.0      2444.0       MA
64   OI509  20250807   9575.0   9672.0  ...  3279742.03   9558.0      9576.0       OI
65   OI511  20250807   9594.0   9681.0  ...   375141.92   9569.0      9589.0       OI
66   OI601  20250807   9530.0   9630.0  ...  1512278.71   9532.0      9524.0       OI
67   OI603  20250807   9483.0   9555.0  ...     4686.66   9487.0      9465.0       OI
68   OI605  20250807   9413.0   9473.0  ...    23167.30   9398.0      9400.0       OI
69   OI607  20250807   9405.0   9461.0  ...      263.64   9416.0      9390.0       OI
70   PF508  20250807   6300.0   6300.0  ...       72.44   6300.0      6298.0       PF
71   PF509  20250807   6348.0   6362.0  ...    90245.99   6332.0      6332.0       PF
72   PF510  20250807   6418.0   6430.0  ...   337961.19   6402.0      6400.0       PF
73   PF511  20250807   6428.0   6434.0  ...   204082.23   6402.0      6408.0       PF
74   PF512  20250807   6416.0   6430.0  ...    84646.97   6400.0      6416.0       PF
75   PF601  20250807   6428.0   6438.0  ...     9507.27   6416.0      6410.0       PF
76   PF602  20250807   6436.0   6460.0  ...        9.66   6444.0      6434.0       PF
77   PF603  20250807   6454.0   6470.0  ...       32.23   6446.0      6426.0       PF
78   PF604  20250807   6472.0   6476.0  ...       32.32   6464.0      6442.0       PF
79   PF605  20250807   6490.0   6494.0  ...       51.84   6480.0      6466.0       PF
80   PF606  20250807      0.0      0.0  ...        0.00   6478.0      6478.0       PF
81   PF607  20250807      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250807   8100.0   8144.0  ...   203033.37   8118.0      8084.0       PK
83   PK511  20250807   7974.0   8004.0  ...   126535.83   7986.0      7956.0       PK
84   PK512  20250807   7964.0   7988.0  ...    45639.01   7976.0      7950.0       PK
85   PK601  20250807   7956.0   7980.0  ...     8470.25   7972.0      7954.0       PK
86   PK603  20250807   7960.0   7994.0  ...      363.13   7982.0      7960.0       PK
87   PK604  20250807   7970.0   7996.0  ...      147.61   7980.0      7970.0       PK
88   PK605  20250807   7974.0   7988.0  ...     1727.46   7980.0      7970.0       PK
89   PL601  20250807   6501.0   6511.0  ...    14506.91   6488.0      6499.0       PL
90   PL602  20250807   6551.0   6557.0  ...      156.95   6539.0      6549.0       PL
91   PL603  20250807   6494.0   6494.0  ...       12.99   6494.0      6508.0       PL
92   PL604  20250807   6476.0   6476.0  ...       25.90   6476.0      6509.0       PL
93   PL605  20250807   6377.0   6378.0  ...      114.76   6376.0      6379.0       PL
94   PL606  20250807   6487.0   6487.0  ...       12.97   6487.0      6499.0       PL
95   PL607  20250807      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250807      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250807   5906.0   5916.0  ...    63434.70   5892.0      5886.0       PR
104  PR510  20250807   5940.0   5956.0  ...   184889.77   5930.0      5924.0       PR
105  PR511  20250807   5942.0   5958.0  ...   132616.07   5928.0      5936.0       PR
106  PR512  20250807   5954.0   5966.0  ...    38494.80   5942.0      5952.0       PR
107  PR601  20250807   5960.0   5960.0  ...      454.68   5944.0      5930.0       PR
108  PR602  20250807   5982.0   5982.0  ...       17.90   5966.0      5978.0       PR
109  PR603  20250807   5974.0   5974.0  ...       17.90   5966.0      5968.0       PR
110  PR604  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250807   5978.0   5978.0  ...        8.97   5978.0      5978.0       PR
112  PR606  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
113  PR607  20250807      0.0      0.0  ...        0.00   5996.0      6012.0       PR
114  PX508  20250807      0.0      0.0  ...        0.00   6788.0      6756.0       PX
115  PX509  20250807   6806.0   6826.0  ...   295072.51   6788.0      6756.0       PX
116  PX510  20250807   6784.0   6800.0  ...    92182.33   6758.0      6754.0       PX
117  PX511  20250807   6776.0   6788.0  ...   201849.99   6740.0      6740.0       PX
118  PX512  20250807   6772.0   6782.0  ...    74809.92   6738.0      6742.0       PX
119  PX601  20250807   6762.0   6762.0  ...    69503.89   6728.0      6722.0       PX
120  PX602  20250807   6710.0   6714.0  ...       10.07   6712.0      6738.0       PX
121  PX603  20250807      0.0      0.0  ...        0.00   6706.0      6718.0       PX
122  PX604  20250807      0.0      0.0  ...        0.00   6712.0      6744.0       PX
123  PX605  20250807   6728.0   6732.0  ...      191.27   6712.0      6712.0       PX
124  PX606  20250807   6722.0   6722.0  ...       13.43   6714.0      6706.0       PX
125  PX607  20250807   6714.0   6714.0  ...        3.36   6714.0      6726.0       PX
126  RI509  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250807      0.0      0.0  ...        0.00   2738.0      2738.0       RM
133  RM509  20250807   2749.0   2750.0  ...  1016898.96   2723.0      2761.0       RM
134  RM511  20250807   2585.0   2585.0  ...     9478.67   2567.0      2597.0       RM
135  RM601  20250807   2463.0   2472.0  ...   480105.22   2454.0      2462.0       RM
136  RM603  20250807   2429.0   2437.0  ...    11576.04   2424.0      2428.0       RM
137  RM605  20250807   2402.0   2407.0  ...    45945.16   2397.0      2397.0       RM
138  RM607  20250807   2380.0   2385.0  ...     3597.87   2378.0      2375.0       RM
139  RS508  20250807      0.0      0.0  ...        0.00   5003.0      5023.0       RS
140  RS509  20250807   5077.0   5089.0  ...      106.34   5064.0      5084.0       RS
141  RS511  20250807      0.0      0.0  ...        0.00   5243.0      5243.0       RS
142  RS607  20250807   5596.0   5596.0  ...        5.60   5596.0      5626.0       RS
143  SA508  20250807   1270.0   1270.0  ...       12.70   1270.0      1251.0       SA
144  SA509  20250807   1283.0   1291.0  ...  1220618.34   1272.0      1272.0       SA
145  SA510  20250807   1308.0   1317.0  ...   339414.12   1299.0      1302.0       SA
146  SA511  20250807   1316.0   1326.0  ...   412215.02   1306.0      1307.0       SA
147  SA512  20250807   1353.0   1374.0  ...    99445.57   1352.0      1352.0       SA
148  SA601  20250807   1370.0   1381.0  ...  4684402.95   1360.0      1363.0       SA
149  SA602  20250807   1381.0   1389.0  ...     4469.49   1369.0      1373.0       SA
150  SA603  20250807   1385.0   1391.0  ...     3552.82   1373.0      1377.0       SA
151  SA604  20250807   1424.0   1430.0  ...     1815.17   1411.0      1414.0       SA
152  SA605  20250807   1422.0   1435.0  ...    99157.17   1415.0      1421.0       SA
153  SA606  20250807   1432.0   1436.0  ...     1295.13   1417.0      1426.0       SA
154  SA607  20250807   1423.0   1432.0  ...     2049.96   1416.0      1424.0       SA
155  SF508  20250807   5852.0   5852.0  ...       35.11   5852.0      5858.0       SF
156  SF509  20250807   5908.0   5936.0  ...   827142.50   5854.0      5906.0       SF
157  SF510  20250807   5908.0   5920.0  ...   199684.49   5832.0      5880.0       SF
158  SF511  20250807   6060.0   6102.0  ...   447489.53   6024.0      6070.0       SF
159  SF512  20250807   6078.0   6092.0  ...    48805.50   6020.0      6054.0       SF
160  SF601  20250807   6066.0   6082.0  ...   153921.95   6012.0      6042.0       SF
161  SF602  20250807   6014.0   6014.0  ...      643.49   5958.0      5986.0       SF
162  SF603  20250807   6132.0   6148.0  ...      253.13   6100.0      6144.0       SF
163  SF604  20250807   6094.0   6122.0  ...       45.68   6090.0      6138.0       SF
164  SF605  20250807   6132.0   6132.0  ...     1301.19   6080.0      6126.0       SF
165  SF606  20250807   6066.0   6066.0  ...      159.55   6022.0      6062.0       SF
166  SF607  20250807   6172.0   6172.0  ...       70.57   6136.0      6168.0       SF
167  SH508  20250807      0.0      0.0  ...        0.00   2310.0      2349.0       SH
168  SH509  20250807   2455.0   2473.0  ...  1617487.91   2444.0      2485.0       SH
169  SH510  20250807   2525.0   2557.0  ...   383758.40   2537.0      2569.0       SH
170  SH511  20250807   2540.0   2563.0  ...   413519.79   2544.0      2570.0       SH
171  SH512  20250807   2577.0   2591.0  ...   100217.29   2574.0      2593.0       SH
172  SH601  20250807   2568.0   2586.0  ...   473653.72   2564.0      2583.0       SH
173  SH602  20250807   2603.0   2614.0  ...     1377.98   2595.0      2608.0       SH
174  SH603  20250807   2615.0   2628.0  ...      963.42   2611.0      2620.0       SH
175  SH604  20250807   2667.0   2678.0  ...      845.49   2659.0      2669.0       SH
176  SH605  20250807   2672.0   2687.0  ...     8930.14   2667.0      2680.0       SH
177  SH606  20250807   2697.0   2697.0  ...      298.04   2685.0      2695.0       SH
178  SH607  20250807   2679.0   2681.0  ...       40.14   2676.0      2681.0       SH
179  SM508  20250807   6082.0   6082.0  ...       72.75   6062.0      6064.0       SM
180  SM509  20250807   6106.0   6112.0  ...   791846.56   6064.0      6110.0       SM
181  SM510  20250807   6100.0   6118.0  ...   100904.56   6066.0      6116.0       SM
182  SM511  20250807   6202.0   6202.0  ...   177942.55   6148.0      6196.0       SM
183  SM512  20250807   6188.0   6204.0  ...    49481.53   6164.0      6204.0       SM
184  SM601  20250807   6202.0   6210.0  ...   329052.86   6160.0      6202.0       SM
185  SM602  20250807   6202.0   6202.0  ...      110.88   6160.0      6196.0       SM
186  SM603  20250807   6206.0   6206.0  ...       49.33   6166.0      6214.0       SM
187  SM604  20250807   6176.0   6176.0  ...        9.26   6176.0      6210.0       SM
188  SM605  20250807   6228.0   6244.0  ...     5449.78   6194.0      6236.0       SM
189  SM606  20250807   6238.0   6238.0  ...       21.70   6200.0      6242.0       SM
190  SM607  20250807   6174.0   6216.0  ...       24.73   6184.0      6276.0       SM
191  SR509  20250807   5680.0   5697.0  ...   611693.22   5675.0      5689.0       SR
192  SR511  20250807   5645.0   5649.0  ...    84673.94   5622.0      5645.0       SR
193  SR601  20250807   5621.0   5636.0  ...   684200.22   5608.0      5627.0       SR
194  SR603  20250807   5596.0   5607.0  ...     5362.76   5580.0      5596.0       SR
195  SR605  20250807   5568.0   5577.0  ...    21224.69   5558.0      5565.0       SR
196  SR607  20250807   5601.0   5601.0  ...     2944.90   5556.0      5562.0       SR
197  TA508  20250807   4694.0   4694.0  ...    11122.87   4676.0      4668.0       TA
198  TA509  20250807   4732.0   4736.0  ...   981667.58   4708.0      4702.0       TA
199  TA510  20250807   4732.0   4752.0  ...    54047.29   4726.0      4720.0       TA
200  TA511  20250807   4754.0   4758.0  ...    66733.15   4730.0      4728.0       TA
201  TA512  20250807   4756.0   4760.0  ...    30259.69   4732.0      4732.0       TA
202  TA601  20250807   4756.0   4764.0  ...   551414.88   4738.0      4734.0       TA
203  TA602  20250807   4754.0   4754.0  ...       35.51   4736.0      4722.0       TA
204  TA603  20250807   4766.0   4766.0  ...        9.49   4748.0      4746.0       TA
205  TA604  20250807   4748.0   4762.0  ...        4.76   4756.0      4768.0       TA
206  TA605  20250807   4802.0   4802.0  ...     6447.36   4774.0      4776.0       TA
207  TA606  20250807      0.0      0.0  ...        0.00   4784.0      4794.0       TA
208  TA607  20250807      0.0      0.0  ...        0.00   4796.0      4806.0       TA
209  UR508  20250807   1736.0   1736.0  ...       10.40   1734.0      1749.0       UR
210  UR509  20250807   1749.0   1754.0  ...   387825.78   1743.0      1761.0       UR
211  UR510  20250807   1741.0   1746.0  ...    22143.20   1740.0      1754.0       UR
212  UR511  20250807   1774.0   1774.0  ...    24214.93   1765.0      1777.0       UR
213  UR512  20250807   1766.0   1767.0  ...      295.72   1760.0      1776.0       UR
214  UR601  20250807   1765.0   1768.0  ...   158081.21   1759.0      1774.0       UR
215  UR602  20250807   1756.0   1763.0  ...      298.39   1755.0      1771.0       UR
216  UR603  20250807   1795.0   1795.0  ...       60.85   1790.0      1803.0       UR
217  UR604  20250807   1808.0   1808.0  ...      158.59   1802.0      1808.0       UR
218  UR605  20250807   1802.0   1802.0  ...     4116.77   1795.0      1805.0       UR
219  UR606  20250807   1788.0   1792.0  ...       28.62   1789.0      1799.0       UR
220  UR607  20250807   1795.0   1795.0  ...       89.69   1794.0      1802.0       UR
221  WH509  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:26:10,632 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250807  6333.800  ...  6298.200    6331.000       IC
1   IC2509  20250807  6262.000  ...  6226.600    6266.200       IC
2   IC2512  20250807  6108.200  ...  6071.200    6107.800       IC
3   IC2603  20250807  5982.800  ...  5935.400    5973.400       IC
4   IF2508  20250807  4112.200  ...  4105.800    4109.000       IF
5   IF2509  20250807  4100.000  ...  4093.000    4098.600       IF
6   IF2512  20250807  4075.000  ...  4063.000    4068.600       IF
7   IF2603  20250807  4040.000  ...  4032.000    4037.800       IF
8   IH2508  20250807  2798.000  ...  2796.800    2797.200       IH
9   IH2509  20250807  2798.000  ...  2797.600    2798.200       IH
10  IH2512  20250807  2801.000  ...  2797.600    2800.200       IH
11  IH2603  20250807  2802.000  ...  2797.200    2801.800       IH
12  IM2508  20250807  6840.000  ...  6825.600    6840.200       IM
13  IM2509  20250807  6768.800  ...  6748.800    6770.400       IM
14  IM2512  20250807  6581.000  ...  6560.000    6581.200       IM
15  IM2603  20250807  6398.200  ...  6378.000    6402.600       IM
16   T2509  20250807   108.610  ...   108.610     108.565        T
17   T2512  20250807   108.495  ...   108.480     108.435        T
18   T2603  20250807   108.280  ...   108.290     108.235        T
19  TF2509  20250807   105.800  ...   105.815     105.780       TF
20  TF2512  20250807   105.830  ...   105.860     105.815       TF
21  TF2603  20250807   105.875  ...   105.875     105.820       TF
22  TL2509  20250807   119.410  ...   119.340     119.340       TL
23  TL2512  20250807   119.110  ...   118.990     119.000       TL
24  TL2603  20250807   118.740  ...   118.680     118.620       TL
25  TS2509  20250807   102.390  ...   102.370     102.370       TS
26  TS2512  20250807   102.416  ...   102.426     102.408       TS
27  TS2603  20250807   102.408  ...   102.402     102.380       TS

[28 rows x 12 columns]
2025-08-11 16:26:10,858 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:26:10,943 - future_1d - INFO - ak.get_dce_daily('2025-08-07') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250807  49845.0  ...  50505.0     49845.0       PS
1   PS2509  20250807  51450.0  ...  50425.0     51200.0       PS
2   PS2510  20250807  51260.0  ...  50590.0     51385.0       PS
3   PS2511  20250807  51290.0  ...  50625.0     51555.0       PS
4   PS2512  20250807  54135.0  ...  53790.0     54630.0       PS
5   PS2601  20250807  54600.0  ...  53930.0     54795.0       PS
6   PS2602  20250807  54715.0  ...  53915.0     54730.0       PS
7   PS2603  20250807  54885.0  ...  53885.0     54875.0       PS
8   PS2604  20250807  55030.0  ...  54120.0     55050.0       PS
9   PS2605  20250807  55000.0  ...  54000.0     55125.0       PS
10  PS2606  20250807  57000.0  ...  57045.0     57555.0       PS
11  PS2607  20250807  57645.0  ...  57295.0     57595.0       PS
13  SI2508  20250807   8645.0  ...   8645.0      8630.0       SI
14  SI2509  20250807   8670.0  ...   8605.0      8570.0       SI
15  SI2510  20250807   8700.0  ...   8625.0      8585.0       SI
16  SI2511  20250807   8680.0  ...   8635.0      8615.0       SI
17  SI2512  20250807   9010.0  ...   8975.0      9010.0       SI
18  SI2601  20250807   9030.0  ...   8965.0      8990.0       SI
19  SI2602  20250807   9050.0  ...   8945.0      9085.0       SI
20  SI2603  20250807   9095.0  ...   8970.0      9110.0       SI
21  SI2604  20250807   9080.0  ...   9025.0      9170.0       SI
22  SI2605  20250807   9100.0  ...   9010.0      9130.0       SI
23  SI2606  20250807   9235.0  ...   9035.0      9135.0       SI
24  SI2607  20250807   9160.0  ...   9040.0      9100.0       SI
27  LC2508  20250807  70000.0  ...  70000.0     67800.0       LC
28  LC2509  20250807  69600.0  ...  71080.0     68300.0       LC
29  LC2510  20250807  69460.0  ...  71420.0     68560.0       LC
30  LC2511  20250807  69900.0  ...  71440.0     68620.0       LC
31  LC2512  20250807  69880.0  ...  71820.0     68900.0       LC
32  LC2601  20250807  70500.0  ...  71640.0     69040.0       LC
33  LC2602  20250807  69740.0  ...  71420.0     68820.0       LC
34  LC2603  20250807  69780.0  ...  71680.0     68800.0       LC
35  LC2604  20250807  70500.0  ...  71880.0     69580.0       LC
36  LC2605  20250807  70460.0  ...  71880.0     69800.0       LC
37  LC2606  20250807  70440.0  ...  71820.0     69600.0       LC
38  LC2607  20250807  70680.0  ...  71840.0     69700.0       LC

[36 rows x 12 columns]
2025-08-11 16:26:11,151 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250807  ...   78380      78200      CU
1        1      CU2509  20250807  ...   78380      78160      CU
2        2      CU2510  20250807  ...   78380      78160      CU
3        3      CU2511  20250807  ...   78350      78150      CU
4        4      CU2512  20250807  ...   78320      78120      CU
5        5      CU2601  20250807  ...   78290      78080      CU
6        6      CU2602  20250807  ...   78270      78030      CU
7        7      CU2603  20250807  ...   78300      78010      CU
8        8      CU2604  20250807  ...   78290      78040      CU
9        9      CU2605  20250807  ...   78280      78080      CU
10      10      CU2606  20250807  ...   78230      78040      CU
11      11      CU2607  20250807  ...   78260      78060      CU
12      12      BC2508  20250807  ...   69270      69270      BC
13      13      BC2509  20250807  ...   69540      69340      BC
14      14      BC2510  20250807  ...   69600      69410      BC
15      15      BC2511  20250807  ...   69290      69240      BC
16      16      BC2512  20250807  ...   69460      69900      BC
17      17      BC2601  20250807  ...   70020      70020      BC
18      18      BC2602  20250807  ...   70000      70000      BC
19      19      BC2603  20250807  ...   70000      70000      BC
20      20      BC2604  20250807  ...   70000      70000      BC
21      21      BC2605  20250807  ...   70000      70000      BC
22      22      BC2606  20250807  ...   69340      69340      BC
23      23      BC2607  20250807  ...   68670      68670      BC
24      24      AL2508  20250807  ...   20775      20655      AL
25      25      AL2509  20250807  ...   20765      20600      AL
26      26      AL2510  20250807  ...   20725      20570      AL
27      27      AL2511  20250807  ...   20670      20525      AL
28      28      AL2512  20250807  ...   20630      20475      AL
29      29      AL2601  20250807  ...   20590      20445      AL
30      30      AL2602  20250807  ...   20590      20450      AL
31      31      AL2603  20250807  ...   20605      20470      AL
32      32      AL2604  20250807  ...   20630      20460      AL
33      33      AL2605  20250807  ...   20640      20480      AL
34      34      AL2606  20250807  ...   20660      20535      AL
35      35      AL2607  20250807  ...   20670      20505      AL
36      36      ZN2508  20250807  ...   22505      22310      ZN
37      37      ZN2509  20250807  ...   22530      22330      ZN
38      38      ZN2510  20250807  ...   22540      22330      ZN
39      39      ZN2511  20250807  ...   22540      22325      ZN
40      40      ZN2512  20250807  ...   22545      22280      ZN
41      41      ZN2601  20250807  ...   22505      22260      ZN
42      42      ZN2602  20250807  ...   22495      22255      ZN
43      43      ZN2603  20250807  ...   22525      22275      ZN
44      44      ZN2604  20250807  ...   22530      22270      ZN
45      45      ZN2605  20250807  ...   22515      22320      ZN
46      46      ZN2606  20250807  ...   22495      22345      ZN
47      47      ZN2607  20250807  ...   22505      22305      ZN
48      48      PB2508  20250807  ...   16810      16775      PB
49      49      PB2509  20250807  ...   16860      16830      PB
50      50      PB2510  20250807  ...   16875      16825      PB
51      51      PB2511  20250807  ...   16910      16845      PB
52      52      PB2512  20250807  ...   16930      16845      PB
53      53      PB2601  20250807  ...   16935      16925      PB
54      54      PB2602  20250807  ...   16970      16970      PB
55      55      PB2603  20250807  ...   17010      16825      PB
56      56      PB2604  20250807  ...   17030      16855      PB
57      57      PB2605  20250807  ...   17040      17020      PB
58      58      PB2606  20250807  ...   17065      16860      PB
59      59      PB2607  20250807  ...   17060      16980      PB
60      60      NI2508  20250807  ...  121100     120620      NI
61      61      NI2509  20250807  ...  121350     120680      NI
62      62      NI2510  20250807  ...  121480     120810      NI
63      63      NI2511  20250807  ...  121640     120970      NI
64      64      NI2512  20250807  ...  121850     121190      NI
65      65      NI2601  20250807  ...  122110     121500      NI
66      66      NI2602  20250807  ...  122680     121710      NI
67      67      NI2603  20250807  ...  122660     121820      NI
68      68      NI2604  20250807  ...  122660     122280      NI
69      69      NI2605  20250807  ...  123230     122640      NI
70      70      NI2606  20250807  ...  123650     122940      NI
71      71      NI2607  20250807  ...  123550     123100      NI
72      72      SN2508  20250807  ...  267040     266550      SN
73      73      SN2509  20250807  ...  267530     266860      SN
74      74      SN2510  20250807  ...  267850     267160      SN
75      75      SN2511  20250807  ...  267850     267170      SN
76      76      SN2512  20250807  ...  267740     266980      SN
77      77      SN2601  20250807  ...  268160     267550      SN
78      78      SN2602  20250807  ...  267920     267470      SN
79      79      SN2603  20250807  ...  268070     267930      SN
80      80      SN2604  20250807  ...  268810     268730      SN
81      81      SN2605  20250807  ...  268850     268090      SN
82      82      SN2606  20250807  ...  269300     268240      SN
83      83      SN2607  20250807  ...  268580     268490      SN
84      84      AO2508  20250807  ...    3251       3227      AO
85      85      AO2509  20250807  ...    3244       3222      AO
86      86      AO2510  20250807  ...    3242       3223      AO
87      87      AO2511  20250807  ...    3245       3225      AO
88      88      AO2512  20250807  ...    3252       3232      AO
89      89      AO2601  20250807  ...    3265       3235      AO
90      90      AO2602  20250807  ...    3262       3219      AO
91      91      AO2603  20250807  ...    3258       3229      AO
92      92      AO2604  20250807  ...    3282       3237      AO
93      93      AO2605  20250807  ...    3261       3237      AO
94      94      AO2606  20250807  ...    3266       3234      AO
95      95      AO2607  20250807  ...    3263       3239      AO
96      96      AD2511  20250807  ...   20160      20020      AD
97      97      AD2512  20250807  ...   20170      20060      AD
98      98      AD2601  20250807  ...   20140      20015      AD
99      99      AD2602  20250807  ...   19855      19855      AD
100    100      AD2603  20250807  ...   19885      19885      AD
101    101      AD2604  20250807  ...   19710      19710      AD
102    102      AD2605  20250807  ...   19885      19650      AD
103    103      AD2606  20250807  ...   19870      19715      AD
104    104      AD2607  20250807  ...   19830      19830      AD
105    105      AU2508  20250807  ...   781.6     781.54      AU
106    106      AU2509  20250807  ...   782.4     783.02      AU
107    107      AU2510  20250807  ...  783.38     784.26      AU
108    108      AU2512  20250807  ...  785.56     786.36      AU
109    109      AU2602  20250807  ...  787.66      788.5      AU
110    110      AU2604  20250807  ...  789.84     790.68      AU
111    111      AU2606  20250807  ...  792.04     792.88      AU
112    112      AU2608  20250807  ...   794.3      795.3      AU
113    113      AG2508  20250807  ...    9184       9147      AG
114    114      AG2509  20250807  ...    9190       9147      AG
115    115      AG2510  20250807  ...    9201       9160      AG
116    116      AG2511  20250807  ...    9212       9169      AG
117    117      AG2512  20250807  ...    9227       9184      AG
118    118      AG2601  20250807  ...    9237       9192      AG
119    119      AG2602  20250807  ...    9248       9208      AG
120    120      AG2603  20250807  ...    9268       9218      AG
121    121      AG2604  20250807  ...    9275       9228      AG
122    122      AG2605  20250807  ...    9291       9250      AG
123    123      AG2606  20250807  ...    9307       9257      AG
124    124      AG2607  20250807  ...    9323       9266      AG
125    125      RB2508  20250807  ...    3202       3195      RB
126    126      RB2509  20250807  ...    3201       3194      RB
127    127      RB2510  20250807  ...    3236       3230      RB
128    128      RB2511  20250807  ...    3251       3246      RB
129    129      RB2512  20250807  ...    3288       3284      RB
130    130      RB2601  20250807  ...    3309       3306      RB
131    131      RB2602  20250807  ...    3301       3295      RB
132    132      RB2603  20250807  ...    3316       3317      RB
133    133      RB2604  20250807  ...    3330       3330      RB
134    134      RB2605  20250807  ...    3331       3334      RB
135    135      RB2606  20250807  ...    3343       3346      RB
136    136      RB2607  20250807  ...    3350       3354      RB
137    137      WR2508  20250807  ...    3212       3212      WR
138    138      WR2509  20250807  ...    3342       3342      WR
139    139      WR2510  20250807  ...    3461       3467      WR
140    140      WR2511  20250807  ...    3490       3490      WR
141    141      WR2512  20250807  ...    3499       3499      WR
142    142      WR2601  20250807  ...    3473       3473      WR
143    143      WR2602  20250807  ...    3523       3523      WR
144    144      WR2603  20250807  ...    3609       3527      WR
145    145      WR2604  20250807  ...    3560       3560      WR
146    146      WR2605  20250807  ...    3478       3478      WR
147    147      WR2606  20250807  ...    3599       3599      WR
148    148      WR2607  20250807  ...    3635       3635      WR
149    149      HC2508  20250807  ...    3436       3450      HC
150    150      HC2509  20250807  ...    3459       3461      HC
151    151      HC2510  20250807  ...    3447       3452      HC
152    152      HC2511  20250807  ...    3449       3454      HC
153    153      HC2512  20250807  ...    3445       3451      HC
154    154      HC2601  20250807  ...    3449       3455      HC
155    155      HC2602  20250807  ...    3444       3448      HC
156    156      HC2603  20250807  ...    3451       3456      HC
157    157      HC2604  20250807  ...    3451       3461      HC
158    158      HC2605  20250807  ...    3452       3460      HC
159    159      HC2606  20250807  ...    3462       3457      HC
160    160      HC2607  20250807  ...    3461       3473      HC
161    161      SS2508  20250807  ...   12965      12955      SS
162    162      SS2509  20250807  ...   12960      12930      SS
163    163      SS2510  20250807  ...   13010      12985      SS
164    164      SS2511  20250807  ...   13045      13025      SS
165    165      SS2512  20250807  ...   13070      13045      SS
166    166      SS2601  20250807  ...   13110      13085      SS
167    167      SS2602  20250807  ...   13160      13125      SS
168    168      SS2603  20250807  ...   13225      13180      SS
169    169      SS2604  20250807  ...   13275      13190      SS
170    170      SS2605  20250807  ...   13275      13270      SS
171    171      SS2606  20250807  ...   13310      13300      SS
172    172      SS2607  20250807  ...   13355      13335      SS
173    173      SC2509  20250807  ...   504.3      504.2      SC
174    174      SC2510  20250807  ...   499.9      499.5      SC
175    175      SC2511  20250807  ...   495.2      495.4      SC
176    176      SC2512  20250807  ...   490.8      491.6      SC
177    177      SC2601  20250807  ...   487.5      488.6      SC
178    178      SC2602  20250807  ...   483.3        486      SC
179    179      SC2603  20250807  ...   480.4      483.2      SC
180    180      SC2604  20250807  ...   478.2      481.6      SC
181    181      SC2605  20250807  ...   476.2      478.4      SC
182    182      SC2606  20250807  ...   475.3      476.8      SC
183    183      SC2607  20250807  ...   477.4      475.6      SC
184    184      SC2608  20250807  ...   476.4      477.5      SC
185    185      SC2609  20250807  ...     468        475      SC
186    186      SC2612  20250807  ...   466.9      472.3      SC
187    187      SC2703  20250807  ...   464.7      470.5      SC
188    188      SC2706  20250807  ...   464.3      467.8      SC
189    189      SC2709  20250807  ...   460.4      464.4      SC
190    190      SC2712  20250807  ...     464        464      SC
191    191      SC2803  20250807  ...   460.5      460.5      SC
192    192      SC2806  20250807  ...     454        456      SC
193    193      LU2509  20250807  ...    3520       3532      LU
194    194      LU2510  20250807  ...    3545       3535      LU
195    195      LU2511  20250807  ...    3535       3531      LU
196    196      LU2512  20250807  ...    3506       3507      LU
197    197      LU2601  20250807  ...    3481       3488      LU
198    198      LU2602  20250807  ...    3454       3451      LU
199    199      LU2603  20250807  ...    3439       3438      LU
200    200      LU2604  20250807  ...    3427       3431      LU
201    201      LU2605  20250807  ...    3416       3427      LU
202    202      LU2606  20250807  ...    3412       3421      LU
203    203      LU2607  20250807  ...    3417       3415      LU
204    204      LU2608  20250807  ...    3402       3408      LU
205    205      FU2509  20250807  ...    2833       2819      FU
206    206      FU2510  20250807  ...    2846       2838      FU
207    207      FU2511  20250807  ...    2856       2850      FU
208    208      FU2512  20250807  ...    2851       2849      FU
209    209      FU2601  20250807  ...    2847       2840      FU
210    210      FU2602  20250807  ...    2837       2832      FU
211    211      FU2603  20250807  ...    2828       2824      FU
212    212      FU2604  20250807  ...    2822       2820      FU
213    213      FU2605  20250807  ...    2809       2806      FU
214    214      FU2606  20250807  ...    2801       2803      FU
215    215      FU2607  20250807  ...    2786       2788      FU
216    216      FU2608  20250807  ...    2774       2788      FU
217    217      BU2508  20250807  ...    3559       3550      BU
218    218      BU2509  20250807  ...    3556       3543      BU
219    219      BU2510  20250807  ...    3534       3517      BU
220    220      BU2511  20250807  ...    3498       3486      BU
221    221      BU2512  20250807  ...    3441       3430      BU
222    222      BU2601  20250807  ...    3408       3396      BU
223    223      BU2602  20250807  ...    3395       3385      BU
224    224      BU2603  20250807  ...    3385       3367      BU
225    225      BU2604  20250807  ...    3377       3372      BU
226    226      BU2605  20250807  ...    3366       3362      BU
227    227      BU2606  20250807  ...    3367       3359      BU
228    228      BU2607  20250807  ...    3380       3380      BU
229    229      BU2609  20250807  ...    3367       3364      BU
230    230      BU2612  20250807  ...    3327       3297      BU
231    231      BU2703  20250807  ...    3320       3314      BU
232    232      BU2706  20250807  ...    3339       3335      BU
233    233      BR2508  20250807  ...   11465      11525      BR
234    234      BR2509  20250807  ...   11505      11510      BR
235    235      BR2510  20250807  ...   11500      11510      BR
236    236      BR2511  20250807  ...   11530      11530      BR
237    237      BR2512  20250807  ...   11565      11575      BR
238    238      BR2601  20250807  ...   11605      11615      BR
239    239      BR2602  20250807  ...   11575      11605      BR
240    240      BR2603  20250807  ...   11595      11665      BR
241    241      BR2604  20250807  ...   11700      11615      BR
242    242      BR2605  20250807  ...   11715      11735      BR
243    243      BR2606  20250807  ...   11695      11695      BR
244    244      BR2607  20250807  ...   11765      11760      BR
245    245      RU2508  20250807  ...   14365      14460      RU
246    246      RU2509  20250807  ...   14475      14510      RU
247    247      RU2510  20250807  ...   14505      14525      RU
248    248      RU2511  20250807  ...   14530      14555      RU
249    249      RU2601  20250807  ...   15445      15475      RU
250    250      RU2603  20250807  ...   15485      15570      RU
251    251      RU2604  20250807  ...   15555      15590      RU
252    252      RU2605  20250807  ...   15565      15595      RU
253    253      RU2606  20250807  ...   15660      15600      RU
254    254      RU2607  20250807  ...   15595      15620      RU
255    255      NR2508  20250807  ...   12215      12260      NR
256    256      NR2509  20250807  ...   12290      12300      NR
257    257      NR2510  20250807  ...   12350      12365      NR
258    258      NR2511  20250807  ...   12395      12410      NR
259    259      NR2512  20250807  ...   12410      12435      NR
260    260      NR2601  20250807  ...   12450      12470      NR
261    261      NR2602  20250807  ...   12475      12505      NR
262    262      NR2603  20250807  ...   12545      12545      NR
263    263      NR2604  20250807  ...   12495      12565      NR
264    264      NR2605  20250807  ...   12535      12620      NR
265    265      NR2606  20250807  ...   12585      12540      NR
266    266      NR2607  20250807  ...   12650      12645      NR
267    267      SP2508  20250807  ...    5132       5108      SP
268    268      SP2509  20250807  ...    5174       5162      SP
269    269      SP2510  20250807  ...    5192       5176      SP
270    270      SP2511  20250807  ...    5194       5178      SP
271    271      SP2512  20250807  ...    5198       5186      SP
272    272      SP2601  20250807  ...    5428       5418      SP
273    273      SP2602  20250807  ...    5402       5402      SP
274    274      SP2603  20250807  ...    5408       5392      SP
275    275      SP2604  20250807  ...    5396       5390      SP
276    276      SP2605  20250807  ...    5406       5394      SP
277    277      SP2606  20250807  ...    5416       5420      SP
278    278      SP2607  20250807  ...    5406       5402      SP
279    279      EC2508  20250807  ...  2072.4     2080.3      EC
280    280      EC2510  20250807  ...    1417     1434.4      EC
281    281      EC2512  20250807  ...  1751.9     1759.5      EC
282    282      EC2602  20250807  ...  1506.8     1521.6      EC
283    283      EC2604  20250807  ...  1343.6     1342.5      EC
284    284      EC2606  20250807  ...    1492     1489.4      EC
285    285  SC_TAS2509  20250807  ...                     SC_TAS
286    286  SC_TAS2510  20250807  ...                     SC_TAS
287    287  SC_TAS2511  20250807  ...                     SC_TAS
288    288  SC_TAS2512  20250807  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:26:11,244 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
2025-08-11 16:26:12,972 - future_1d - INFO - save future_daily 2025-08-07 completed
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250808   500.5     501  ...  4841142.49   496.4      504.3      SC
1       SC2510  20250808   497.8   497.8  ...  1620638.07     493      499.9      SC
2       SC2511  20250808   492.5   492.8  ...      357335     488      495.2      SC
3       SC2512  20250808   488.7   488.7  ...    90383.76   483.5      490.8      SC
4       SC2601  20250808   487.6   487.6  ...    35003.12   481.4      487.5      SC
5       SC2602  20250808   481.7   481.7  ...    21170.74   478.9      483.3      SC
6       SC2603  20250808   478.9   482.8  ...    15379.66   476.1      480.4      SC
7       SC2604  20250808   477.6   477.6  ...    14722.03   474.9      478.2      SC
8       SC2605  20250808   474.3   475.3  ...     8284.06   473.3      476.2      SC
9       SC2606  20250808   472.7     475  ...     9595.49   472.6      475.3      SC
10      SC2607  20250808     472   473.8  ...      189.02   472.5      477.4      SC
11      SC2608  20250808   469.4   469.4  ...       93.73   468.6      476.4      SC
12      SC2609  20250808   467.9     470  ...      328.12   468.7        468      SC
13      SC2612  20250808   464.3   466.5  ...      279.18   465.3      466.9      SC
14      SC2703  20250808   465.9   465.9  ...       46.59   465.9      464.7      SC
15      SC2706  20250808   464.3   465.4  ...     1110.23   462.5      464.3      SC
16      SC2709  20250808   462.6     463  ...      277.27   462.1      460.4      SC
17      SC2712  20250808                  ...           0     464        464      SC
18      SC2803  20250808                  ...           0     460      460.5      SC
19      SC2806  20250808   454.5   454.5  ...      771.25   453.6        454      SC
21      LU2509  20250808    3527    3527  ...    6457.789    3477       3520      LU
22      LU2510  20250808    3539    3544  ...  279341.791    3495       3545      LU
23      LU2511  20250808    3528    3531  ...  143671.717    3488       3535      LU
24      LU2512  20250808    3480    3508  ...   19521.124    3472       3506      LU
25      LU2601  20250808    3463    3473  ...    8626.601    3441       3481      LU
26      LU2602  20250808    3441    3449  ...     875.661    3407       3454      LU
27      LU2603  20250808    3434    3434  ...       71.58    3408       3439      LU
28      LU2604  20250808    3411    3422  ...      78.105    3395       3427      LU
29      LU2605  20250808    3429    3429  ...     251.618    3400       3416      LU
30      LU2606  20250808    3420    3420  ...      27.165    3395       3412      LU
31      LU2607  20250808    3406    3406  ...      64.371    3387       3417      LU
32      LU2608  20250808    3410    3410  ...       50.68    3378       3402      LU
34      NR2508  20250808   12280   12330  ...     1967.95   12295      12215      NR
35      NR2509  20250808   12395   12420  ...   480095.44   12345      12290      NR
36      NR2510  20250808   12400   12475  ...   650860.98   12405      12350      NR
37      NR2511  20250808   12435   12525  ...    60179.78   12445      12395      NR
38      NR2512  20250808   12470   12545  ...     5420.22   12460      12410      NR
39      NR2601  20250808   12530   12585  ...    33882.01   12515      12450      NR
40      NR2602  20250808   12520   12605  ...     288.415   12535      12475      NR
41      NR2603  20250808   12615   12650  ...      126.08   12605      12545      NR
42      NR2604  20250808   12585   12685  ...       37.85   12615      12495      NR
43      NR2605  20250808   12640   12730  ...      75.975   12660      12535      NR
44      NR2606  20250808   12745   12745  ...      12.745   12745      12585      NR
45      NR2607  20250808   12755   12755  ...      12.755   12755      12650      NR
47      BC2508  20250808   69300   69300  ...      173.25   69300      69270      BC
48      BC2509  20250808   69530   69780  ...   69928.485   69610      69540      BC
49      BC2510  20250808   69610   69810  ...   11359.635   69690      69600      BC
50      BC2511  20250808   69590   69600  ...      69.595   69590      69290      BC
51      BC2512  20250808   69740   69740  ...      104.59   69720      69460      BC
52      BC2601  20250808                  ...           0   70020      70020      BC
53      BC2602  20250808                  ...           0   70000      70000      BC
54      BC2603  20250808                  ...           0   70000      70000      BC
55      BC2604  20250808                  ...           0   70000      70000      BC
56      BC2605  20250808                  ...           0   70000      70000      BC
57      BC2606  20250808                  ...           0   69340      69340      BC
58      BC2607  20250808                  ...           0   68670      68670      BC
60      EC2508  20250808  2076.7  2076.7  ...    2828.968  2072.5     2072.4      EC
61      EC2510  20250808    1405  1487.7  ...   408701.12    1448       1417      EC
62      EC2512  20250808    1750  1796.9  ...   53665.041  1768.7     1751.9      EC
63      EC2602  20250808    1508  1554.9  ...    8455.975  1530.4     1506.8      EC
64      EC2604  20250808    1343  1383.4  ...     8779.19  1361.1     1343.6      EC
65      EC2606  20250808  1489.7  1513.8  ...   1065.2815  1500.3       1492      EC
68  SC_TAS2509  20250808                  ...                                 SC_TAS
69  SC_TAS2510  20250808                  ...                                 SC_TAS
70  SC_TAS2511  20250808                  ...                                 SC_TAS
71  SC_TAS2512  20250808                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 16:26:17,308 - future_1d - INFO - ak.get_ine_daily('2025-08-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250808   7951.0   8106.0  ...   448001.47   8022.0      7937.0       AP
1    AP511  20250808   7731.0   7836.0  ...     1528.13   7797.0      7731.0       AP
2    AP512  20250808   7776.0   7876.0  ...      266.12   7827.0      7781.0       AP
3    AP601  20250808   7857.0   7989.0  ...    38550.63   7919.0      7871.0       AP
4    AP603  20250808   7825.0   7881.0  ...      298.39   7852.0      7798.0       AP
5    AP604  20250808   7842.0   7913.0  ...      149.82   7885.0      7819.0       AP
6    AP605  20250808   7945.0   7983.0  ...      508.33   7943.0      7891.0       AP
7    CF509  20250808  13675.0  13700.0  ...   620030.80  13660.0     13675.0       CF
8    CF511  20250808  13735.0  13765.0  ...   129600.70  13710.0     13735.0       CF
9    CF601  20250808  13860.0  13865.0  ...   480629.88  13815.0     13830.0       CF
10   CF603  20250808  13815.0  13815.0  ...     1115.83  13775.0     13795.0       CF
11   CF605  20250808  13800.0  13810.0  ...    16865.58  13770.0     13785.0       CF
12   CF607  20250808  13800.0  13805.0  ...      599.62  13785.0     13800.0       CF
13   CJ509  20250808   9900.0  10395.0  ...    76968.18  10130.0      9955.0       CJ
14   CJ512  20250808  11050.0  11390.0  ...    27954.48  11170.0     10985.0       CJ
15   CJ601  20250808  11080.0  11545.0  ...  1477628.86  11310.0     11140.0       CJ
16   CJ603  20250808  11120.0  11590.0  ...    16298.76  11375.0     11190.0       CJ
17   CJ605  20250808  11260.0  11730.0  ...   225509.50  11495.0     11315.0       CJ
18   CJ607  20250808  11475.0  11890.0  ...     2828.46  11665.0     11500.0       CJ
19   CY508  20250808      0.0      0.0  ...        0.00  19925.0     19965.0       CY
20   CY509  20250808  19895.0  19925.0  ...     5699.31  19895.0     19905.0       CY
21   CY510  20250808      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250808  19795.0  19795.0  ...    56186.78  19685.0     19725.0       CY
23   CY512  20250808      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250808  19720.0  19810.0  ...     1499.13  19725.0     19780.0       CY
25   CY602  20250808      0.0      0.0  ...        0.00  20015.0     20055.0       CY
26   CY603  20250808      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250808      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250808  19955.0  19955.0  ...        9.98  19955.0     19970.0       CY
29   CY606  20250808      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250808      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250808   1063.0   1063.0  ...     1178.35   1056.0      1072.0       FG
32   FG509  20250808   1074.0   1076.0  ...  2335309.14   1060.0      1078.0       FG
33   FG510  20250808   1166.0   1167.0  ...    83984.35   1152.0      1168.0       FG
34   FG511  20250808   1159.0   1159.0  ...   122493.99   1143.0      1162.0       FG
35   FG512  20250808   1228.0   1230.0  ...    58746.51   1214.0      1237.0       FG
36   FG601  20250808   1220.0   1221.0  ...  2324575.61   1201.0      1222.0       FG
37   FG602  20250808   1267.0   1272.0  ...     1158.97   1254.0      1273.0       FG
38   FG603  20250808   1268.0   1269.0  ...      986.22   1248.0      1272.0       FG
39   FG604  20250808   1311.0   1314.0  ...      676.99   1297.0      1317.0       FG
40   FG605  20250808   1305.0   1309.0  ...    31981.23   1293.0      1311.0       FG
41   FG606  20250808   1325.0   1331.0  ...     1656.48   1319.0      1333.0       FG
42   FG607  20250808   1322.0   1328.0  ...      848.41   1313.0      1329.0       FG
43   JR509  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250808      0.0      0.0  ...        0.00   2340.0      2347.0       MA
53   MA509  20250808   2391.0   2399.0  ...   714862.22   2388.0      2395.0       MA
54   MA510  20250808   2418.0   2425.0  ...   104595.77   2419.0      2420.0       MA
55   MA511  20250808   2447.0   2452.0  ...   170031.10   2443.0      2448.0       MA
56   MA512  20250808   2478.0   2487.0  ...    69062.31   2471.0      2482.0       MA
57   MA601  20250808   2497.0   2505.0  ...   414762.11   2489.0      2502.0       MA
58   MA602  20250808   2496.0   2501.0  ...       89.63   2490.0      2500.0       MA
59   MA603  20250808   2495.0   2497.0  ...      101.97   2487.0      2497.0       MA
60   MA604  20250808   2481.0   2481.0  ...       54.45   2475.0      2481.0       MA
61   MA605  20250808   2456.0   2461.0  ...    12784.08   2446.0      2453.0       MA
62   MA606  20250808   2452.0   2452.0  ...        2.45   2452.0      2459.0       MA
63   MA607  20250808   2445.0   2454.0  ...       46.46   2445.0      2450.0       MA
64   OI509  20250808   9505.0   9592.0  ...  1848814.79   9560.0      9558.0       OI
65   OI511  20250808   9516.0   9605.0  ...   186992.06   9579.0      9569.0       OI
66   OI601  20250808   9495.0   9574.0  ...  1020082.29   9543.0      9532.0       OI
67   OI603  20250808   9447.0   9514.0  ...     3587.71   9491.0      9487.0       OI
68   OI605  20250808   9371.0   9416.0  ...    17002.12   9399.0      9398.0       OI
69   OI607  20250808   9381.0   9407.0  ...      150.22   9389.0      9416.0       OI
70   PF508  20250808   6290.0   6290.0  ...        6.29   6290.0      6300.0       PF
71   PF509  20250808   6310.0   6338.0  ...    64471.60   6322.0      6332.0       PF
72   PF510  20250808   6386.0   6416.0  ...   350921.50   6390.0      6402.0       PF
73   PF511  20250808   6386.0   6420.0  ...   170598.49   6392.0      6402.0       PF
74   PF512  20250808   6400.0   6418.0  ...    27882.97   6394.0      6400.0       PF
75   PF601  20250808   6410.0   6424.0  ...     6344.52   6406.0      6416.0       PF
76   PF602  20250808   6436.0   6436.0  ...        6.43   6434.0      6444.0       PF
77   PF603  20250808      0.0      0.0  ...        0.00   6426.0      6446.0       PF
78   PF604  20250808   6456.0   6456.0  ...        3.23   6456.0      6464.0       PF
79   PF605  20250808   6462.0   6462.0  ...        6.46   6462.0      6480.0       PF
80   PF606  20250808      0.0      0.0  ...        0.00   6474.0      6478.0       PF
81   PF607  20250808      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250808   8126.0   8130.0  ...   136665.11   8104.0      8118.0       PK
83   PK511  20250808   7996.0   7996.0  ...    95126.93   7964.0      7986.0       PK
84   PK512  20250808   7982.0   7982.0  ...    24738.54   7952.0      7976.0       PK
85   PK601  20250808   7978.0   7986.0  ...     8596.69   7964.0      7972.0       PK
86   PK603  20250808   7974.0   7974.0  ...      119.45   7964.0      7982.0       PK
87   PK604  20250808   7966.0   7972.0  ...       75.68   7966.0      7980.0       PK
88   PK605  20250808   7984.0   7984.0  ...     1429.92   7966.0      7980.0       PK
89   PL601  20250808   6462.0   6496.0  ...    15337.96   6461.0      6488.0       PL
90   PL602  20250808   6501.0   6509.0  ...      637.18   6502.0      6539.0       PL
91   PL603  20250808   6456.0   6464.0  ...      348.81   6459.0      6494.0       PL
92   PL604  20250808      0.0      0.0  ...        0.00   6476.0      6476.0       PL
93   PL605  20250808   6376.0   6376.0  ...       76.33   6361.0      6376.0       PL
94   PL606  20250808      0.0      0.0  ...        0.00   6487.0      6487.0       PL
95   PL607  20250808      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250808      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250808   5872.0   5882.0  ...    40344.31   5866.0      5892.0       PR
104  PR510  20250808   5918.0   5930.0  ...   152600.07   5910.0      5930.0       PR
105  PR511  20250808   5908.0   5936.0  ...   189199.92   5914.0      5928.0       PR
106  PR512  20250808   5920.0   5938.0  ...    95016.23   5920.0      5942.0       PR
107  PR601  20250808   5936.0   5942.0  ...     1556.27   5930.0      5944.0       PR
108  PR602  20250808      0.0      0.0  ...        0.00   5954.0      5966.0       PR
109  PR603  20250808      0.0      0.0  ...        0.00   5960.0      5966.0       PR
110  PR604  20250808      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250808      0.0      0.0  ...        0.00   5976.0      5978.0       PR
112  PR606  20250808   5952.0   5964.0  ...       35.75   5958.0      5968.0       PR
113  PR607  20250808   5960.0   5960.0  ...       35.76   5960.0      5996.0       PR
114  PX508  20250808      0.0      0.0  ...        0.00   6748.0      6788.0       PX
115  PX509  20250808   6758.0   6774.0  ...   217842.13   6748.0      6788.0       PX
116  PX510  20250808   6738.0   6752.0  ...   122856.56   6720.0      6758.0       PX
117  PX511  20250808   6722.0   6732.0  ...   214762.17   6708.0      6740.0       PX
118  PX512  20250808   6724.0   6730.0  ...    56250.76   6706.0      6738.0       PX
119  PX601  20250808   6712.0   6714.0  ...    58799.95   6692.0      6728.0       PX
120  PX602  20250808   6698.0   6698.0  ...       13.38   6688.0      6712.0       PX
121  PX603  20250808      0.0      0.0  ...        0.00   6684.0      6706.0       PX
122  PX604  20250808   6690.0   6690.0  ...        3.35   6690.0      6712.0       PX
123  PX605  20250808   6706.0   6706.0  ...       26.73   6684.0      6712.0       PX
124  PX606  20250808      0.0      0.0  ...        0.00   6688.0      6714.0       PX
125  PX607  20250808      0.0      0.0  ...        0.00   6698.0      6714.0       PX
126  RI509  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250808      0.0      0.0  ...        0.00   2753.0      2738.0       RM
133  RM509  20250808   2741.0   2781.0  ...  1042438.14   2763.0      2723.0       RM
134  RM511  20250808   2583.0   2606.0  ...    13275.83   2588.0      2567.0       RM
135  RM601  20250808   2468.0   2508.0  ...   592690.30   2486.0      2454.0       RM
136  RM603  20250808   2432.0   2456.0  ...    15811.15   2443.0      2424.0       RM
137  RM605  20250808   2404.0   2419.0  ...    56496.91   2409.0      2397.0       RM
138  RM607  20250808   2387.0   2394.0  ...     4129.18   2388.0      2378.0       RM
139  RS508  20250808      0.0      0.0  ...        0.00   4978.0      5003.0       RS
140  RS509  20250808   5012.0   5074.0  ...      146.14   5039.0      5064.0       RS
141  RS511  20250808   5181.0   5181.0  ...        5.18   5181.0      5243.0       RS
142  RS607  20250808      0.0      0.0  ...        0.00   5596.0      5596.0       RS
143  SA508  20250808   1270.0   1270.0  ...     1129.92   1270.0      1270.0       SA
144  SA509  20250808   1267.0   1270.0  ...   976360.83   1248.0      1272.0       SA
145  SA510  20250808   1296.0   1296.0  ...   222168.34   1273.0      1299.0       SA
146  SA511  20250808   1303.0   1303.0  ...   277462.95   1282.0      1306.0       SA
147  SA512  20250808   1354.0   1354.0  ...    78109.51   1329.0      1352.0       SA
148  SA601  20250808   1357.0   1359.0  ...  3794339.99   1336.0      1360.0       SA
149  SA602  20250808   1369.0   1369.0  ...     3757.22   1347.0      1369.0       SA
150  SA603  20250808   1371.0   1371.0  ...     3827.53   1351.0      1373.0       SA
151  SA604  20250808   1409.0   1409.0  ...     1689.33   1389.0      1411.0       SA
152  SA605  20250808   1413.0   1413.0  ...    94023.88   1393.0      1415.0       SA
153  SA606  20250808   1407.0   1409.0  ...     1175.85   1396.0      1417.0       SA
154  SA607  20250808   1404.0   1406.0  ...     1317.35   1393.0      1416.0       SA
155  SF508  20250808   5754.0   5780.0  ...      187.17   5760.0      5852.0       SF
156  SF509  20250808   5826.0   5836.0  ...   650952.44   5764.0      5854.0       SF
157  SF510  20250808   5802.0   5822.0  ...   185752.08   5752.0      5832.0       SF
158  SF511  20250808   6018.0   6018.0  ...   403579.06   5962.0      6024.0       SF
159  SF512  20250808   5996.0   6016.0  ...    64415.17   5958.0      6020.0       SF
160  SF601  20250808   5998.0   6000.0  ...   124433.15   5952.0      6012.0       SF
161  SF602  20250808   5920.0   5940.0  ...      360.44   5910.0      5958.0       SF
162  SF603  20250808   6054.0   6084.0  ...      163.58   6060.0      6100.0       SF
163  SF604  20250808   6064.0   6064.0  ...       48.34   6044.0      6090.0       SF
164  SF605  20250808   6056.0   6082.0  ...     1491.64   6040.0      6080.0       SF
165  SF606  20250808   6074.0   6074.0  ...      188.14   5974.0      6022.0       SF
166  SF607  20250808   6200.0   6200.0  ...      121.95   6098.0      6136.0       SF
167  SH508  20250808      0.0      0.0  ...        0.00   2303.0      2310.0       SH
168  SH509  20250808   2421.0   2462.0  ...  1176112.44   2437.0      2444.0       SH
169  SH510  20250808   2515.0   2541.0  ...   242094.91   2525.0      2537.0       SH
170  SH511  20250808   2525.0   2541.0  ...   296288.65   2527.0      2544.0       SH
171  SH512  20250808   2553.0   2559.0  ...    84979.22   2548.0      2574.0       SH
172  SH601  20250808   2548.0   2550.0  ...   423499.60   2535.0      2564.0       SH
173  SH602  20250808   2577.0   2577.0  ...     1453.94   2564.0      2595.0       SH
174  SH603  20250808   2593.0   2596.0  ...      874.53   2580.0      2611.0       SH
175  SH604  20250808   2632.0   2635.0  ...      292.24   2633.0      2659.0       SH
176  SH605  20250808   2655.0   2661.0  ...     6873.59   2643.0      2667.0       SH
177  SH606  20250808   2678.0   2678.0  ...      383.12   2661.0      2685.0       SH
178  SH607  20250808   2657.0   2657.0  ...       47.74   2652.0      2676.0       SH
179  SM508  20250808   6030.0   6064.0  ...       60.50   6050.0      6062.0       SM
180  SM509  20250808   6050.0   6086.0  ...   812884.09   6034.0      6064.0       SM
181  SM510  20250808   6072.0   6086.0  ...   104230.83   6028.0      6066.0       SM
182  SM511  20250808   6138.0   6154.0  ...   167535.77   6106.0      6148.0       SM
183  SM512  20250808   6154.0   6164.0  ...    33992.87   6130.0      6164.0       SM
184  SM601  20250808   6158.0   6172.0  ...   278407.62   6128.0      6160.0       SM
185  SM602  20250808   6166.0   6166.0  ...      140.83   6124.0      6160.0       SM
186  SM603  20250808   6108.0   6178.0  ...       73.55   6130.0      6166.0       SM
187  SM604  20250808   6126.0   6180.0  ...       85.57   6112.0      6176.0       SM
188  SM605  20250808   6170.0   6208.0  ...     5980.42   6166.0      6194.0       SM
189  SM606  20250808   6156.0   6190.0  ...       43.07   6152.0      6200.0       SM
190  SM607  20250808   6170.0   6194.0  ...       43.21   6172.0      6184.0       SM
191  SR509  20250808   5680.0   5709.0  ...   573663.00   5686.0      5675.0       SR
192  SR511  20250808   5614.0   5625.0  ...   102332.47   5594.0      5622.0       SR
193  SR601  20250808   5602.0   5603.0  ...  1059356.81   5576.0      5608.0       SR
194  SR603  20250808   5571.0   5573.0  ...     6417.86   5552.0      5580.0       SR
195  SR605  20250808   5550.0   5559.0  ...    32219.29   5531.0      5558.0       SR
196  SR607  20250808   5546.0   5549.0  ...     1836.29   5531.0      5556.0       SR
197  TA508  20250808   4670.0   4692.0  ...     3874.10   4676.0      4676.0       TA
198  TA509  20250808   4684.0   4702.0  ...   814135.54   4688.0      4708.0       TA
199  TA510  20250808   4686.0   4722.0  ...    61468.64   4706.0      4726.0       TA
200  TA511  20250808   4710.0   4728.0  ...    60953.77   4714.0      4730.0       TA
201  TA512  20250808   4724.0   4732.0  ...    29426.61   4718.0      4732.0       TA
202  TA601  20250808   4718.0   4734.0  ...   484330.84   4716.0      4738.0       TA
203  TA602  20250808   4724.0   4726.0  ...       63.65   4716.0      4736.0       TA
204  TA603  20250808   4726.0   4734.0  ...       26.02   4730.0      4748.0       TA
205  TA604  20250808   4746.0   4746.0  ...        7.12   4746.0      4756.0       TA
206  TA605  20250808   4758.0   4768.0  ...    11209.05   4754.0      4774.0       TA
207  TA606  20250808      0.0      0.0  ...        0.00   4762.0      4784.0       TA
208  TA607  20250808      0.0      0.0  ...        0.00   4772.0      4796.0       TA
209  UR508  20250808      0.0      0.0  ...      170.00   1723.0      1734.0       UR
210  UR509  20250808   1738.0   1748.0  ...   279280.64   1739.0      1743.0       UR
211  UR510  20250808   1741.0   1744.0  ...    12904.27   1736.0      1740.0       UR
212  UR511  20250808   1763.0   1767.0  ...    19940.39   1760.0      1765.0       UR
213  UR512  20250808   1758.0   1764.0  ...      502.69   1758.0      1760.0       UR
214  UR601  20250808   1756.0   1765.0  ...   137112.92   1757.0      1759.0       UR
215  UR602  20250808   1754.0   1762.0  ...      329.54   1753.0      1755.0       UR
216  UR603  20250808   1785.0   1791.0  ...       89.33   1787.0      1790.0       UR
217  UR604  20250808   1789.0   1794.0  ...      128.98   1791.0      1802.0       UR
218  UR605  20250808   1792.0   1799.0  ...     5322.94   1791.0      1795.0       UR
219  UR606  20250808   1785.0   1792.0  ...       57.06   1783.0      1789.0       UR
220  UR607  20250808   1793.0   1794.0  ...       17.90   1790.0      1794.0       UR
221  WH509  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC509  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC510  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:26:17,582 - future_1d - INFO - ak.get_czce_daily('2025-08-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250808  6288.200  ...  6304.000    6298.200       IC
1   IC2509  20250808  6219.000  ...  6232.000    6226.600       IC
2   IC2512  20250808  6060.000  ...  6073.000    6071.200       IC
3   IC2603  20250808  5915.000  ...  5934.600    5935.400       IC
4   IF2508  20250808  4100.000  ...  4101.000    4105.800       IF
5   IF2509  20250808  4087.000  ...  4087.400    4093.000       IF
6   IF2512  20250808  4057.800  ...  4055.800    4063.000       IF
7   IF2603  20250808  4027.800  ...  4022.200    4032.000       IF
8   IH2508  20250808  2794.000  ...  2788.000    2796.800       IH
9   IH2509  20250808  2795.200  ...  2789.200    2797.600       IH
10  IH2512  20250808  2795.600  ...  2789.400    2797.600       IH
11  IH2603  20250808  2795.800  ...  2787.600    2797.200       IH
12  IM2508  20250808  6818.200  ...  6819.400    6825.600       IM
13  IM2509  20250808  6740.000  ...  6742.800    6748.800       IM
14  IM2512  20250808  6551.000  ...  6550.800    6560.000       IM
15  IM2603  20250808  6368.800  ...  6369.800    6378.000       IM
16   T2509  20250808   108.670  ...   108.610     108.610        T
17   T2512  20250808   108.520  ...   108.505     108.480        T
18   T2603  20250808   108.380  ...   108.310     108.290        T
19  TF2509  20250808   105.895  ...   105.820     105.815       TF
20  TF2512  20250808   105.910  ...   105.875     105.860       TF
21  TF2603  20250808   105.950  ...   105.900     105.875       TF
22  TL2509  20250808   119.500  ...   119.250     119.340       TL
23  TL2512  20250808   119.140  ...   118.880     118.990       TL
24  TL2603  20250808   118.800  ...   118.550     118.680       TL
25  TS2509  20250808   102.392  ...   102.370     102.370       TS
26  TS2512  20250808   102.450  ...   102.436     102.426       TS
27  TS2603  20250808   102.426  ...   102.408     102.402       TS

[28 rows x 12 columns]
2025-08-11 16:26:17,718 - future_1d - INFO - ak.get_cffex_daily('2025-08-08') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:26:17,818 - future_1d - INFO - ak.get_dce_daily('2025-08-08') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250808      0.0  ...  50505.0     50505.0       PS
1   PS2509  20250808  50000.0  ...  49725.0     50425.0       PS
2   PS2510  20250808  50590.0  ...  49800.0     50590.0       PS
3   PS2511  20250808  50290.0  ...  49825.0     50625.0       PS
4   PS2512  20250808  53020.0  ...  52890.0     53790.0       PS
5   PS2601  20250808  53155.0  ...  52975.0     53930.0       PS
6   PS2602  20250808  53560.0  ...  53360.0     53915.0       PS
7   PS2603  20250808  53795.0  ...  53405.0     53885.0       PS
8   PS2604  20250808  53765.0  ...  53580.0     54120.0       PS
9   PS2605  20250808  53610.0  ...  53325.0     54000.0       PS
10  PS2606  20250808  56600.0  ...  56465.0     57045.0       PS
11  PS2607  20250808  57105.0  ...  56660.0     57295.0       PS
13  SI2508  20250808      0.0  ...   8645.0      8645.0       SI
14  SI2509  20250808   8560.0  ...   8555.0      8605.0       SI
15  SI2510  20250808   8625.0  ...   8575.0      8625.0       SI
16  SI2511  20250808   8630.0  ...   8585.0      8635.0       SI
17  SI2512  20250808   8890.0  ...   8890.0      8975.0       SI
18  SI2601  20250808   8905.0  ...   8880.0      8965.0       SI
19  SI2602  20250808   8875.0  ...   8860.0      8945.0       SI
20  SI2603  20250808   8900.0  ...   8890.0      8970.0       SI
21  SI2604  20250808   8945.0  ...   8915.0      9025.0       SI
22  SI2605  20250808   8920.0  ...   8930.0      9010.0       SI
23  SI2606  20250808   8940.0  ...   8910.0      9035.0       SI
24  SI2607  20250808   8935.0  ...   8935.0      9040.0       SI
27  LC2508  20250808  75300.0  ...  74160.0     70000.0       LC
28  LC2509  20250808  72340.0  ...  74600.0     71080.0       LC
29  LC2510  20250808  72500.0  ...  74940.0     71420.0       LC
30  LC2511  20250808  73000.0  ...  75000.0     71440.0       LC
31  LC2512  20250808  73460.0  ...  75100.0     71820.0       LC
32  LC2601  20250808  72800.0  ...  74980.0     71640.0       LC
33  LC2602  20250808  72660.0  ...  75360.0     71420.0       LC
34  LC2603  20250808  72600.0  ...  74900.0     71680.0       LC
35  LC2604  20250808  72900.0  ...  74300.0     71880.0       LC
36  LC2605  20250808  73000.0  ...  74360.0     71880.0       LC
37  LC2606  20250808  73000.0  ...  74280.0     71820.0       LC
38  LC2607  20250808  73140.0  ...  74640.0     71840.0       LC

[36 rows x 12 columns]
2025-08-11 16:26:17,923 - future_1d - INFO - ak.get_gfex_daily('2025-08-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250808  ...   78420      78380      CU
1        1      CU2509  20250808  ...   78440      78380      CU
2        2      CU2510  20250808  ...   78430      78380      CU
3        3      CU2511  20250808  ...   78410      78350      CU
4        4      CU2512  20250808  ...   78380      78320      CU
5        5      CU2601  20250808  ...   78340      78290      CU
6        6      CU2602  20250808  ...   78310      78270      CU
7        7      CU2603  20250808  ...   78260      78300      CU
8        8      CU2604  20250808  ...   78330      78290      CU
9        9      CU2605  20250808  ...   78350      78280      CU
10      10      CU2606  20250808  ...   78370      78230      CU
11      11      CU2607  20250808  ...   78370      78260      CU
12      12      BC2508  20250808  ...   69300      69270      BC
13      13      BC2509  20250808  ...   69610      69540      BC
14      14      BC2510  20250808  ...   69690      69600      BC
15      15      BC2511  20250808  ...   69590      69290      BC
16      16      BC2512  20250808  ...   69720      69460      BC
17      17      BC2601  20250808  ...   70020      70020      BC
18      18      BC2602  20250808  ...   70000      70000      BC
19      19      BC2603  20250808  ...   70000      70000      BC
20      20      BC2604  20250808  ...   70000      70000      BC
21      21      BC2605  20250808  ...   70000      70000      BC
22      22      BC2606  20250808  ...   69340      69340      BC
23      23      BC2607  20250808  ...   68670      68670      BC
24      24      AL2508  20250808  ...   20680      20775      AL
25      25      AL2509  20250808  ...   20670      20765      AL
26      26      AL2510  20250808  ...   20635      20725      AL
27      27      AL2511  20250808  ...   20585      20670      AL
28      28      AL2512  20250808  ...   20540      20630      AL
29      29      AL2601  20250808  ...   20505      20590      AL
30      30      AL2602  20250808  ...   20505      20590      AL
31      31      AL2603  20250808  ...   20520      20605      AL
32      32      AL2604  20250808  ...   20545      20630      AL
33      33      AL2605  20250808  ...   20560      20640      AL
34      34      AL2606  20250808  ...   20575      20660      AL
35      35      AL2607  20250808  ...   20580      20670      AL
36      36      ZN2508  20250808  ...   22485      22505      ZN
37      37      ZN2509  20250808  ...   22505      22530      ZN
38      38      ZN2510  20250808  ...   22520      22540      ZN
39      39      ZN2511  20250808  ...   22520      22540      ZN
40      40      ZN2512  20250808  ...   22500      22545      ZN
41      41      ZN2601  20250808  ...   22475      22505      ZN
42      42      ZN2602  20250808  ...   22460      22495      ZN
43      43      ZN2603  20250808  ...   22475      22525      ZN
44      44      ZN2604  20250808  ...   22455      22530      ZN
45      45      ZN2605  20250808  ...   22460      22515      ZN
46      46      ZN2606  20250808  ...   22445      22495      ZN
47      47      ZN2607  20250808  ...   22480      22505      ZN
48      48      PB2508  20250808  ...   16795      16810      PB
49      49      PB2509  20250808  ...   16865      16860      PB
50      50      PB2510  20250808  ...   16875      16875      PB
51      51      PB2511  20250808  ...   16900      16910      PB
52      52      PB2512  20250808  ...   16925      16930      PB
53      53      PB2601  20250808  ...   16935      16935      PB
54      54      PB2602  20250808  ...   16970      16970      PB
55      55      PB2603  20250808  ...   17005      17010      PB
56      56      PB2604  20250808  ...   17030      17030      PB
57      57      PB2605  20250808  ...   17025      17040      PB
58      58      PB2606  20250808  ...   17020      17065      PB
59      59      PB2607  20250808  ...   17060      17060      PB
60      60      NI2508  20250808  ...  120970     121100      NI
61      61      NI2509  20250808  ...  121160     121350      NI
62      62      NI2510  20250808  ...  121280     121480      NI
63      63      NI2511  20250808  ...  121450     121640      NI
64      64      NI2512  20250808  ...  121670     121850      NI
65      65      NI2601  20250808  ...  121950     122110      NI
66      66      NI2602  20250808  ...  121950     122680      NI
67      67      NI2603  20250808  ...  122270     122660      NI
68      68      NI2604  20250808  ...  123010     122660      NI
69      69      NI2605  20250808  ...  122980     123230      NI
70      70      NI2606  20250808  ...  123050     123650      NI
71      71      NI2607  20250808  ...  123270     123550      NI
72      72      SN2508  20250808  ...  267630     267040      SN
73      73      SN2509  20250808  ...  268140     267530      SN
74      74      SN2510  20250808  ...  268370     267850      SN
75      75      SN2511  20250808  ...  268360     267850      SN
76      76      SN2512  20250808  ...  268290     267740      SN
77      77      SN2601  20250808  ...  268500     268160      SN
78      78      SN2602  20250808  ...  268430     267920      SN
79      79      SN2603  20250808  ...  268710     268070      SN
80      80      SN2604  20250808  ...  268920     268810      SN
81      81      SN2605  20250808  ...  269110     268850      SN
82      82      SN2606  20250808  ...  269300     269300      SN
83      83      SN2607  20250808  ...  269050     268580      SN
84      84      AO2508  20250808  ...    3161       3251      AO
85      85      AO2509  20250808  ...    3172       3244      AO
86      86      AO2510  20250808  ...    3177       3242      AO
87      87      AO2511  20250808  ...    3188       3245      AO
88      88      AO2512  20250808  ...    3196       3252      AO
89      89      AO2601  20250808  ...    3206       3265      AO
90      90      AO2602  20250808  ...    3206       3262      AO
91      91      AO2603  20250808  ...    3211       3258      AO
92      92      AO2604  20250808  ...    3209       3282      AO
93      93      AO2605  20250808  ...    3211       3261      AO
94      94      AO2606  20250808  ...    3210       3266      AO
95      95      AO2607  20250808  ...    3212       3263      AO
96      96      AD2511  20250808  ...   20065      20160      AD
97      97      AD2512  20250808  ...   20060      20170      AD
98      98      AD2601  20250808  ...   20035      20140      AD
99      99      AD2602  20250808  ...   19955      19855      AD
100    100      AD2603  20250808  ...   19940      19885      AD
101    101      AD2604  20250808  ...   19865      19710      AD
102    102      AD2605  20250808  ...   19785      19885      AD
103    103      AD2606  20250808  ...   19750      19870      AD
104    104      AD2607  20250808  ...   19830      19830      AD
105    105      AU2508  20250808  ...  783.82      781.6      AU
106    106      AU2509  20250808  ...  784.38      782.4      AU
107    107      AU2510  20250808  ...  785.82     783.38      AU
108    108      AU2512  20250808  ...  788.16     785.56      AU
109    109      AU2602  20250808  ...  790.16     787.66      AU
110    110      AU2604  20250808  ...  792.32     789.84      AU
111    111      AU2606  20250808  ...  794.54     792.04      AU
112    112      AU2608  20250808  ...  796.92      794.3      AU
113    113      AG2508  20250808  ...    9254       9184      AG
114    114      AG2509  20250808  ...    9265       9190      AG
115    115      AG2510  20250808  ...    9277       9201      AG
116    116      AG2511  20250808  ...    9290       9212      AG
117    117      AG2512  20250808  ...    9299       9227      AG
118    118      AG2601  20250808  ...    9313       9237      AG
119    119      AG2602  20250808  ...    9324       9248      AG
120    120      AG2603  20250808  ...    9338       9268      AG
121    121      AG2604  20250808  ...    9352       9275      AG
122    122      AG2605  20250808  ...    9362       9291      AG
123    123      AG2606  20250808  ...    9376       9307      AG
124    124      AG2607  20250808  ...    9386       9323      AG
125    125      RB2508  20250808  ...    3179       3202      RB
126    126      RB2509  20250808  ...    3184       3201      RB
127    127      RB2510  20250808  ...    3215       3236      RB
128    128      RB2511  20250808  ...    3229       3251      RB
129    129      RB2512  20250808  ...    3273       3288      RB
130    130      RB2601  20250808  ...    3283       3309      RB
131    131      RB2602  20250808  ...    3292       3301      RB
132    132      RB2603  20250808  ...    3294       3316      RB
133    133      RB2604  20250808  ...    3306       3330      RB
134    134      RB2605  20250808  ...    3313       3331      RB
135    135      RB2606  20250808  ...    3322       3343      RB
136    136      RB2607  20250808  ...    3328       3350      RB
137    137      WR2508  20250808  ...    3212       3212      WR
138    138      WR2509  20250808  ...    3342       3342      WR
139    139      WR2510  20250808  ...    3447       3461      WR
140    140      WR2511  20250808  ...    3467       3490      WR
141    141      WR2512  20250808  ...    3499       3499      WR
142    142      WR2601  20250808  ...    3436       3473      WR
143    143      WR2602  20250808  ...    3523       3523      WR
144    144      WR2603  20250808  ...    3550       3609      WR
145    145      WR2604  20250808  ...    3550       3560      WR
146    146      WR2605  20250808  ...    3478       3478      WR
147    147      WR2606  20250808  ...    3599       3599      WR
148    148      WR2607  20250808  ...    3634       3635      WR
149    149      HC2508  20250808  ...    3436       3436      HC
150    150      HC2509  20250808  ...    3437       3459      HC
151    151      HC2510  20250808  ...    3421       3447      HC
152    152      HC2511  20250808  ...    3419       3449      HC
153    153      HC2512  20250808  ...    3422       3445      HC
154    154      HC2601  20250808  ...    3420       3449      HC
155    155      HC2602  20250808  ...    3416       3444      HC
156    156      HC2603  20250808  ...    3420       3451      HC
157    157      HC2604  20250808  ...    3432       3451      HC
158    158      HC2605  20250808  ...    3428       3452      HC
159    159      HC2606  20250808  ...    3438       3462      HC
160    160      HC2607  20250808  ...    3442       3461      HC
161    161      SS2508  20250808  ...   12985      12965      SS
162    162      SS2509  20250808  ...   12985      12960      SS
163    163      SS2510  20250808  ...   13045      13010      SS
164    164      SS2511  20250808  ...   13075      13045      SS
165    165      SS2512  20250808  ...   13100      13070      SS
166    166      SS2601  20250808  ...   13155      13110      SS
167    167      SS2602  20250808  ...   13210      13160      SS
168    168      SS2603  20250808  ...   13255      13225      SS
169    169      SS2604  20250808  ...   13270      13275      SS
170    170      SS2605  20250808  ...   13330      13275      SS
171    171      SS2606  20250808  ...   13355      13310      SS
172    172      SS2607  20250808  ...   13370      13355      SS
173    173      SC2509  20250808  ...   496.4      504.3      SC
174    174      SC2510  20250808  ...     493      499.9      SC
175    175      SC2511  20250808  ...     488      495.2      SC
176    176      SC2512  20250808  ...   483.5      490.8      SC
177    177      SC2601  20250808  ...   481.4      487.5      SC
178    178      SC2602  20250808  ...   478.9      483.3      SC
179    179      SC2603  20250808  ...   476.1      480.4      SC
180    180      SC2604  20250808  ...   474.9      478.2      SC
181    181      SC2605  20250808  ...   473.3      476.2      SC
182    182      SC2606  20250808  ...   472.6      475.3      SC
183    183      SC2607  20250808  ...   472.5      477.4      SC
184    184      SC2608  20250808  ...   468.6      476.4      SC
185    185      SC2609  20250808  ...   468.7        468      SC
186    186      SC2612  20250808  ...   465.3      466.9      SC
187    187      SC2703  20250808  ...   465.9      464.7      SC
188    188      SC2706  20250808  ...   462.5      464.3      SC
189    189      SC2709  20250808  ...   462.1      460.4      SC
190    190      SC2712  20250808  ...     464        464      SC
191    191      SC2803  20250808  ...     460      460.5      SC
192    192      SC2806  20250808  ...   453.6        454      SC
193    193      LU2509  20250808  ...    3477       3520      LU
194    194      LU2510  20250808  ...    3495       3545      LU
195    195      LU2511  20250808  ...    3488       3535      LU
196    196      LU2512  20250808  ...    3472       3506      LU
197    197      LU2601  20250808  ...    3441       3481      LU
198    198      LU2602  20250808  ...    3407       3454      LU
199    199      LU2603  20250808  ...    3408       3439      LU
200    200      LU2604  20250808  ...    3395       3427      LU
201    201      LU2605  20250808  ...    3400       3416      LU
202    202      LU2606  20250808  ...    3395       3412      LU
203    203      LU2607  20250808  ...    3387       3417      LU
204    204      LU2608  20250808  ...    3378       3402      LU
205    205      FU2509  20250808  ...    2799       2833      FU
206    206      FU2510  20250808  ...    2810       2846      FU
207    207      FU2511  20250808  ...    2820       2856      FU
208    208      FU2512  20250808  ...    2820       2851      FU
209    209      FU2601  20250808  ...    2815       2847      FU
210    210      FU2602  20250808  ...    2801       2837      FU
211    211      FU2603  20250808  ...    2793       2828      FU
212    212      FU2604  20250808  ...    2787       2822      FU
213    213      FU2605  20250808  ...    2777       2809      FU
214    214      FU2606  20250808  ...    2765       2801      FU
215    215      FU2607  20250808  ...    2744       2786      FU
216    216      FU2608  20250808  ...    2731       2774      FU
217    217      BU2508  20250808  ...    3538       3559      BU
218    218      BU2509  20250808  ...    3526       3556      BU
219    219      BU2510  20250808  ...    3499       3534      BU
220    220      BU2511  20250808  ...    3463       3498      BU
221    221      BU2512  20250808  ...    3410       3441      BU
222    222      BU2601  20250808  ...    3376       3408      BU
223    223      BU2602  20250808  ...    3370       3395      BU
224    224      BU2603  20250808  ...    3364       3385      BU
225    225      BU2604  20250808  ...    3343       3377      BU
226    226      BU2605  20250808  ...    3348       3366      BU
227    227      BU2606  20250808  ...    3352       3367      BU
228    228      BU2607  20250808  ...    3345       3380      BU
229    229      BU2609  20250808  ...    3336       3367      BU
230    230      BU2612  20250808  ...    3297       3327      BU
231    231      BU2703  20250808  ...    3299       3320      BU
232    232      BU2706  20250808  ...    3304       3339      BU
233    233      BR2508  20250808  ...   11550      11465      BR
234    234      BR2509  20250808  ...   11500      11505      BR
235    235      BR2510  20250808  ...   11485      11500      BR
236    236      BR2511  20250808  ...   11515      11530      BR
237    237      BR2512  20250808  ...   11545      11565      BR
238    238      BR2601  20250808  ...   11590      11605      BR
239    239      BR2602  20250808  ...   11575      11575      BR
240    240      BR2603  20250808  ...   11620      11595      BR
241    241      BR2604  20250808  ...   11645      11700      BR
242    242      BR2605  20250808  ...   11705      11715      BR
243    243      BR2606  20250808  ...   11730      11695      BR
244    244      BR2607  20250808  ...   11800      11765      BR
245    245      RU2508  20250808  ...   14560      14365      RU
246    246      RU2509  20250808  ...   14535      14475      RU
247    247      RU2510  20250808  ...   14560      14505      RU
248    248      RU2511  20250808  ...   14575      14530      RU
249    249      RU2601  20250808  ...   15500      15445      RU
250    250      RU2603  20250808  ...   15555      15485      RU
251    251      RU2604  20250808  ...   15590      15555      RU
252    252      RU2605  20250808  ...   15615      15565      RU
253    253      RU2606  20250808  ...   15615      15660      RU
254    254      RU2607  20250808  ...   15640      15595      RU
255    255      NR2508  20250808  ...   12295      12215      NR
256    256      NR2509  20250808  ...   12345      12290      NR
257    257      NR2510  20250808  ...   12405      12350      NR
258    258      NR2511  20250808  ...   12445      12395      NR
259    259      NR2512  20250808  ...   12460      12410      NR
260    260      NR2601  20250808  ...   12515      12450      NR
261    261      NR2602  20250808  ...   12535      12475      NR
262    262      NR2603  20250808  ...   12605      12545      NR
263    263      NR2604  20250808  ...   12615      12495      NR
264    264      NR2605  20250808  ...   12660      12535      NR
265    265      NR2606  20250808  ...   12745      12585      NR
266    266      NR2607  20250808  ...   12755      12650      NR
267    267      SP2508  20250808  ...    5120       5132      SP
268    268      SP2509  20250808  ...    5182       5174      SP
269    269      SP2510  20250808  ...    5200       5192      SP
270    270      SP2511  20250808  ...    5204       5194      SP
271    271      SP2512  20250808  ...    5208       5198      SP
272    272      SP2601  20250808  ...    5446       5428      SP
273    273      SP2602  20250808  ...    5418       5402      SP
274    274      SP2603  20250808  ...    5418       5408      SP
275    275      SP2604  20250808  ...    5430       5396      SP
276    276      SP2605  20250808  ...    5422       5406      SP
277    277      SP2606  20250808  ...    5426       5416      SP
278    278      SP2607  20250808  ...    5420       5406      SP
279    279      EC2508  20250808  ...  2072.5     2072.4      EC
280    280      EC2510  20250808  ...    1448       1417      EC
281    281      EC2512  20250808  ...  1768.7     1751.9      EC
282    282      EC2602  20250808  ...  1530.4     1506.8      EC
283    283      EC2604  20250808  ...  1361.1     1343.6      EC
284    284      EC2606  20250808  ...  1500.3       1492      EC
285    285  SC_TAS2509  20250808  ...                     SC_TAS
286    286  SC_TAS2510  20250808  ...                     SC_TAS
287    287  SC_TAS2511  20250808  ...                     SC_TAS
288    288  SC_TAS2512  20250808  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:26:18,042 - future_1d - INFO - ak.get_shfe_daily('2025-08-08') done
2025-08-11 16:26:19,764 - future_1d - INFO - save future_daily 2025-08-08 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250811   494.5  ...   492.5      496.4      SC
1       SC2510  20250811   493.5  ...   490.1        493      SC
2       SC2511  20250811   489.9  ...   485.8        488      SC
3       SC2512  20250811   485.3  ...   481.5      483.5      SC
4       SC2601  20250811   482.9  ...   478.6      481.4      SC
5       SC2602  20250811     480  ...     477      478.9      SC
6       SC2603  20250811   477.6  ...   474.1      476.1      SC
7       SC2604  20250811   475.4  ...   471.3      474.9      SC
8       SC2605  20250811   474.8  ...   469.4      473.3      SC
9       SC2606  20250811   472.4  ...   468.6      472.6      SC
10      SC2607  20250811   469.3  ...   464.9      472.5      SC
11      SC2608  20250811   468.2  ...   467.3      468.6      SC
12      SC2609  20250811   468.1  ...   466.8      468.7      SC
13      SC2612  20250811     462  ...     462      465.3      SC
14      SC2703  20250811     460  ...   460.4      465.9      SC
15      SC2706  20250811     461  ...   460.4      462.5      SC
16      SC2709  20250811   456.1  ...   457.7      462.1      SC
17      SC2712  20250811          ...   458.5        464      SC
18      SC2803  20250811          ...   456.7        460      SC
19      SC2806  20250811     455  ...   452.3      453.6      SC
21      LU2509  20250811    3461  ...    3452       3477      LU
22      LU2510  20250811    3480  ...    3469       3495      LU
23      LU2511  20250811    3470  ...    3469       3488      LU
24      LU2512  20250811    3463  ...    3454       3472      LU
25      LU2601  20250811    3443  ...    3432       3441      LU
26      LU2602  20250811    3415  ...    3404       3407      LU
27      LU2603  20250811    3412  ...    3400       3408      LU
28      LU2604  20250811    3407  ...    3396       3395      LU
29      LU2605  20250811    3407  ...    3405       3400      LU
30      LU2606  20250811    3410  ...    3403       3395      LU
31      LU2607  20250811    3405  ...    3395       3387      LU
32      LU2608  20250811    3396  ...    3387       3378      LU
34      NR2508  20250811   12430  ...   12440      12295      NR
35      NR2509  20250811   12425  ...   12520      12345      NR
36      NR2510  20250811   12475  ...   12575      12405      NR
37      NR2511  20250811   12485  ...   12620      12445      NR
38      NR2512  20250811   12550  ...   12660      12460      NR
39      NR2601  20250811   12595  ...   12705      12515      NR
40      NR2602  20250811   12735  ...   12720      12535      NR
41      NR2603  20250811   12740  ...   12745      12605      NR
42      NR2604  20250811   12800  ...   12780      12615      NR
43      NR2605  20250811   12840  ...   12765      12660      NR
44      NR2606  20250811   12880  ...   12840      12745      NR
45      NR2607  20250811          ...   12755      12755      NR
47      BC2508  20250811          ...   69300      69300      BC
48      BC2509  20250811   69690  ...   70120      69610      BC
49      BC2510  20250811   69730  ...   70170      69690      BC
50      BC2511  20250811   70600  ...   70450      69590      BC
51      BC2512  20250811   69940  ...   70240      69720      BC
52      BC2601  20250811          ...   70020      70020      BC
53      BC2602  20250811          ...   70000      70000      BC
54      BC2603  20250811          ...   70000      70000      BC
55      BC2604  20250811          ...   70000      70000      BC
56      BC2605  20250811          ...   70000      70000      BC
57      BC2606  20250811          ...   69340      69340      BC
58      BC2607  20250811          ...   68740      68670      BC
60      EC2508  20250811  2068.3  ...  2080.1     2072.5      EC
61      EC2510  20250811  1430.1  ...  1438.9       1448      EC
62      EC2512  20250811    1746  ...  1772.4     1768.7      EC
63      EC2602  20250811    1525  ...  1536.5     1530.4      EC
64      EC2604  20250811  1350.1  ...  1362.4     1361.1      EC
65      EC2606  20250811  1490.9  ...    1499     1500.3      EC
68  SC_TAS2509  20250811          ...                     SC_TAS
69  SC_TAS2510  20250811          ...                     SC_TAS
70  SC_TAS2511  20250811          ...                     SC_TAS
71  SC_TAS2512  20250811          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 16:26:24,750 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250811   8100.0   8193.0  ...   541640.87   8125.0      8022.0       AP
1    AP511  20250811   7885.0   7891.0  ...     4097.50   7850.0      7797.0       AP
2    AP512  20250811   7907.0   7910.0  ...      385.78   7873.0      7827.0       AP
3    AP601  20250811   7973.0   8014.0  ...    59037.37   7957.0      7919.0       AP
4    AP603  20250811   7879.0   7881.0  ...      109.93   7852.0      7852.0       AP
5    AP604  20250811   7939.0   7939.0  ...      126.33   7895.0      7885.0       AP
6    AP605  20250811   7985.0   7997.0  ...      621.06   7962.0      7943.0       AP
7    CF509  20250811  13645.0  13750.0  ...   890560.83  13700.0     13660.0       CF
8    CF511  20250811  13675.0  13830.0  ...   177397.64  13760.0     13710.0       CF
9    CF601  20250811  13790.0  13945.0  ...   963431.42  13870.0     13815.0       CF
10   CF603  20250811  13740.0  13900.0  ...     1914.12  13820.0     13775.0       CF
11   CF605  20250811  13740.0  13890.0  ...    38252.16  13825.0     13770.0       CF
12   CF607  20250811  13755.0  13905.0  ...      352.68  13830.0     13785.0       CF
13   CJ509  20250811  10390.0  10660.0  ...    92452.24  10490.0     10130.0       CJ
14   CJ512  20250811  11500.0  11715.0  ...    33625.79  11525.0     11170.0       CJ
15   CJ601  20250811  11540.0  11825.0  ...  2151988.70  11655.0     11310.0       CJ
16   CJ603  20250811  11600.0  11895.0  ...    33014.05  11730.0     11375.0       CJ
17   CJ605  20250811  11735.0  12025.0  ...   320981.35  11845.0     11495.0       CJ
18   CJ607  20250811  11980.0  12165.0  ...     2600.84  12015.0     11665.0       CJ
19   CY508  20250811      0.0      0.0  ...        0.00  19955.0     19925.0       CY
20   CY509  20250811  19925.0  19970.0  ...     5718.88  19925.0     19895.0       CY
21   CY510  20250811      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250811  19580.0  19855.0  ...    71296.90  19715.0     19685.0       CY
23   CY512  20250811      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250811  19625.0  19840.0  ...     1056.77  19755.0     19725.0       CY
25   CY602  20250811      0.0      0.0  ...        0.00  20015.0     20015.0       CY
26   CY603  20250811      0.0      0.0  ...        0.00  20180.0     20165.0       CY
27   CY604  20250811      0.0      0.0  ...        0.00  20030.0     20040.0       CY
28   CY605  20250811      0.0      0.0  ...        0.00  19955.0     19955.0       CY
29   CY606  20250811      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250811      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250811      0.0      0.0  ...        0.00   1056.0      1056.0       FG
32   FG509  20250811   1058.0   1080.0  ...  2242973.58   1068.0      1060.0       FG
33   FG510  20250811   1147.0   1175.0  ...   123981.99   1163.0      1152.0       FG
34   FG511  20250811   1138.0   1168.0  ...   213406.64   1155.0      1143.0       FG
35   FG512  20250811   1208.0   1239.0  ...   113408.70   1227.0      1214.0       FG
36   FG601  20250811   1194.0   1229.0  ...  3258943.61   1214.0      1201.0       FG
37   FG602  20250811   1241.0   1279.0  ...     1481.09   1266.0      1254.0       FG
38   FG603  20250811   1238.0   1276.0  ...     1514.59   1264.0      1248.0       FG
39   FG604  20250811   1289.0   1319.0  ...      885.04   1309.0      1297.0       FG
40   FG605  20250811   1287.0   1314.0  ...    31853.41   1303.0      1293.0       FG
41   FG606  20250811   1311.0   1335.0  ...     1038.72   1325.0      1319.0       FG
42   FG607  20250811   1310.0   1332.0  ...      647.91   1322.0      1313.0       FG
43   JR509  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250811      0.0      0.0  ...        0.00   2337.0      2340.0       MA
53   MA509  20250811   2386.0   2395.0  ...   838637.47   2385.0      2388.0       MA
54   MA510  20250811   2410.0   2423.0  ...    85213.92   2413.0      2419.0       MA
55   MA511  20250811   2436.0   2445.0  ...   116603.83   2434.0      2443.0       MA
56   MA512  20250811   2470.0   2478.0  ...    43388.46   2464.0      2471.0       MA
57   MA601  20250811   2480.0   2491.0  ...   548514.79   2479.0      2489.0       MA
58   MA602  20250811   2492.0   2494.0  ...       42.22   2483.0      2490.0       MA
59   MA603  20250811   2487.0   2489.0  ...       44.62   2479.0      2487.0       MA
60   MA604  20250811   2479.0   2479.0  ...       12.34   2469.0      2475.0       MA
61   MA605  20250811   2443.0   2452.0  ...    15292.21   2443.0      2446.0       MA
62   MA606  20250811   2453.0   2453.0  ...       19.58   2448.0      2452.0       MA
63   MA607  20250811   2445.0   2445.0  ...       24.39   2439.0      2445.0       MA
64   OI509  20250811   9552.0   9612.0  ...  1855784.32   9560.0      9560.0       OI
65   OI511  20250811   9575.0   9630.0  ...   214492.87   9582.0      9579.0       OI
66   OI601  20250811   9544.0   9605.0  ...  1361776.66   9557.0      9543.0       OI
67   OI603  20250811   9494.0   9557.0  ...     2178.02   9511.0      9491.0       OI
68   OI605  20250811   9399.0   9464.0  ...    15460.93   9422.0      9399.0       OI
69   OI607  20250811   9408.0   9449.0  ...       56.58   9430.0      9389.0       OI
70   PF508  20250811   6298.0   6302.0  ...       97.66   6300.0      6290.0       PF
71   PF509  20250811   6332.0   6364.0  ...    61742.70   6346.0      6322.0       PF
72   PF510  20250811   6396.0   6442.0  ...   355520.99   6416.0      6390.0       PF
73   PF511  20250811   6392.0   6438.0  ...   134078.60   6412.0      6392.0       PF
74   PF512  20250811   6396.0   6440.0  ...    32363.49   6414.0      6394.0       PF
75   PF601  20250811   6416.0   6446.0  ...    10653.35   6420.0      6406.0       PF
76   PF602  20250811   6430.0   6480.0  ...      232.31   6454.0      6434.0       PF
77   PF603  20250811   6452.0   6494.0  ...      255.46   6468.0      6426.0       PF
78   PF604  20250811   6472.0   6528.0  ...      266.21   6494.0      6456.0       PF
79   PF605  20250811   6464.0   6538.0  ...      224.66   6512.0      6462.0       PF
80   PF606  20250811   6522.0   6522.0  ...        3.26   6522.0      6474.0       PF
81   PF607  20250811   6560.0   6560.0  ...        3.28   6560.0      6488.0       PF
82   PK510  20250811   8102.0   8110.0  ...   141095.61   8076.0      8104.0       PK
83   PK511  20250811   7958.0   7958.0  ...   141769.14   7928.0      7964.0       PK
84   PK512  20250811   7952.0   7966.0  ...    54867.47   7936.0      7952.0       PK
85   PK601  20250811   7968.0   7972.0  ...    15176.82   7956.0      7964.0       PK
86   PK603  20250811   7960.0   7988.0  ...      270.88   7968.0      7964.0       PK
87   PK604  20250811   7974.0   7974.0  ...       95.60   7968.0      7966.0       PK
88   PK605  20250811   7976.0   7978.0  ...     1791.95   7964.0      7966.0       PK
89   PL601  20250811   6462.0   6505.0  ...    16688.07   6478.0      6461.0       PL
90   PL602  20250811   6502.0   6543.0  ...      508.17   6515.0      6502.0       PL
91   PL603  20250811   6460.0   6492.0  ...      116.48   6471.0      6459.0       PL
92   PL604  20250811      0.0      0.0  ...        0.00   6490.0      6476.0       PL
93   PL605  20250811   6383.0   6406.0  ...       89.56   6397.0      6361.0       PL
94   PL606  20250811      0.0      0.0  ...        0.00   6488.0      6487.0       PL
95   PL607  20250811      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250811      0.0      0.0  ...        0.00   5922.0      5896.0       PR
103  PR509  20250811   5872.0   5906.0  ...    41733.63   5888.0      5866.0       PR
104  PR510  20250811   5916.0   5956.0  ...   175097.37   5938.0      5910.0       PR
105  PR511  20250811   5910.0   5960.0  ...   211568.29   5940.0      5914.0       PR
106  PR512  20250811   5910.0   5968.0  ...    63619.40   5946.0      5920.0       PR
107  PR601  20250811   5940.0   5968.0  ...     1205.38   5952.0      5930.0       PR
108  PR602  20250811      0.0      0.0  ...        0.00   5970.0      5954.0       PR
109  PR603  20250811      0.0      0.0  ...        0.00   5972.0      5960.0       PR
110  PR604  20250811      0.0      0.0  ...        0.00   5980.0      5968.0       PR
111  PR605  20250811      0.0      0.0  ...        0.00   5986.0      5976.0       PR
112  PR606  20250811      0.0      0.0  ...        0.00   5978.0      5958.0       PR
113  PR607  20250811      0.0      0.0  ...        0.00   5986.0      5960.0       PR
114  PX508  20250811      0.0      0.0  ...        0.00   6770.0      6748.0       PX
115  PX509  20250811   6750.0   6800.0  ...   250681.99   6770.0      6748.0       PX
116  PX510  20250811   6740.0   6792.0  ...   103378.88   6760.0      6720.0       PX
117  PX511  20250811   6710.0   6774.0  ...   226617.92   6742.0      6708.0       PX
118  PX512  20250811   6718.0   6768.0  ...    45418.66   6740.0      6706.0       PX
119  PX601  20250811   6706.0   6744.0  ...    79385.73   6716.0      6692.0       PX
120  PX602  20250811   6714.0   6714.0  ...        3.36   6714.0      6688.0       PX
121  PX603  20250811      0.0      0.0  ...        0.00   6690.0      6684.0       PX
122  PX604  20250811   6700.0   6710.0  ...        6.71   6706.0      6690.0       PX
123  PX605  20250811   6686.0   6724.0  ...      147.55   6708.0      6684.0       PX
124  PX606  20250811      0.0      0.0  ...        0.00   6694.0      6688.0       PX
125  PX607  20250811   6720.0   6720.0  ...        3.36   6720.0      6698.0       PX
126  RI509  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250811      0.0      0.0  ...        0.00   2718.0      2753.0       RM
133  RM509  20250811   2765.0   2766.0  ...  1168380.47   2735.0      2763.0       RM
134  RM511  20250811   2592.0   2596.0  ...    16889.95   2568.0      2588.0       RM
135  RM601  20250811   2499.0   2499.0  ...   848313.74   2464.0      2486.0       RM
136  RM603  20250811   2452.0   2452.0  ...    36034.66   2428.0      2443.0       RM
137  RM605  20250811   2413.0   2417.0  ...    91913.85   2405.0      2409.0       RM
138  RM607  20250811   2391.0   2399.0  ...     5057.75   2389.0      2388.0       RM
139  RS508  20250811      0.0      0.0  ...        0.00   4974.0      4978.0       RS
140  RS509  20250811   5013.0   5078.0  ...      171.18   5035.0      5039.0       RS
141  RS511  20250811   5201.0   5201.0  ...       61.78   5148.0      5181.0       RS
142  RS607  20250811      0.0      0.0  ...        0.00   5596.0      5596.0       RS
143  SA508  20250811   1221.0   1240.0  ...      510.77   1234.0      1270.0       SA
144  SA509  20250811   1240.0   1260.0  ...   929972.46   1247.0      1248.0       SA
145  SA510  20250811   1267.0   1287.0  ...   289856.67   1276.0      1273.0       SA
146  SA511  20250811   1280.0   1296.0  ...   348112.55   1284.0      1282.0       SA
147  SA512  20250811   1329.0   1343.0  ...    81268.37   1333.0      1329.0       SA
148  SA601  20250811   1326.0   1351.0  ...  4214185.14   1338.0      1336.0       SA
149  SA602  20250811   1342.0   1362.0  ...     5577.14   1349.0      1347.0       SA
150  SA603  20250811   1348.0   1366.0  ...     4101.29   1354.0      1351.0       SA
151  SA604  20250811   1387.0   1402.0  ...     3036.94   1393.0      1389.0       SA
152  SA605  20250811   1389.0   1407.0  ...    98612.46   1399.0      1393.0       SA
153  SA606  20250811   1391.0   1411.0  ...     1189.77   1403.0      1396.0       SA
154  SA607  20250811   1387.0   1405.0  ...     1059.71   1398.0      1393.0       SA
155  SF508  20250811   5784.0   5822.0  ...      498.03   5792.0      5760.0       SF
156  SF509  20250811   5788.0   5852.0  ...   623596.16   5808.0      5764.0       SF
157  SF510  20250811   5764.0   5842.0  ...   215678.34   5800.0      5752.0       SF
158  SF511  20250811   5980.0   6036.0  ...   478571.07   5998.0      5962.0       SF
159  SF512  20250811   5986.0   6032.0  ...    42616.50   5994.0      5958.0       SF
160  SF601  20250811   5976.0   6028.0  ...   111140.61   5992.0      5952.0       SF
161  SF602  20250811   5956.0   5980.0  ...      428.31   5950.0      5910.0       SF
162  SF603  20250811   6128.0   6158.0  ...      254.37   6130.0      6060.0       SF
163  SF604  20250811   6064.0   6118.0  ...       30.50   6100.0      6044.0       SF
164  SF605  20250811   6060.0   6132.0  ...     1808.35   6100.0      6040.0       SF
165  SF606  20250811   6024.0   6074.0  ...      204.98   6030.0      5974.0       SF
166  SF607  20250811   6138.0   6206.0  ...      193.94   6158.0      6098.0       SF
167  SH508  20250811      0.0      0.0  ...        0.00   2345.0      2303.0       SH
168  SH509  20250811   2452.0   2503.0  ...  1483104.67   2481.0      2437.0       SH
169  SH510  20250811   2536.0   2597.0  ...   317993.27   2576.0      2525.0       SH
170  SH511  20250811   2533.0   2599.0  ...   357896.24   2574.0      2527.0       SH
171  SH512  20250811   2553.0   2612.0  ...    91876.93   2589.0      2548.0       SH
172  SH601  20250811   2535.0   2595.0  ...   586403.12   2570.0      2535.0       SH
173  SH602  20250811   2563.0   2613.0  ...     1575.71   2587.0      2564.0       SH
174  SH603  20250811   2580.0   2624.0  ...      740.99   2600.0      2580.0       SH
175  SH604  20250811   2631.0   2667.0  ...      517.62   2654.0      2633.0       SH
176  SH605  20250811   2642.0   2678.0  ...     6377.54   2661.0      2643.0       SH
177  SH606  20250811   2670.0   2691.0  ...      216.97   2679.0      2661.0       SH
178  SH607  20250811   2661.0   2683.0  ...       80.19   2673.0      2652.0       SH
179  SM508  20250811   6088.0   6098.0  ...      404.44   6082.0      6050.0       SM
180  SM509  20250811   6060.0   6134.0  ...   831665.98   6100.0      6034.0       SM
181  SM510  20250811   6078.0   6140.0  ...   116845.43   6110.0      6028.0       SM
182  SM511  20250811   6144.0   6208.0  ...   178172.70   6178.0      6106.0       SM
183  SM512  20250811   6162.0   6216.0  ...    48043.99   6184.0      6130.0       SM
184  SM601  20250811   6162.0   6222.0  ...   373088.04   6192.0      6128.0       SM
185  SM602  20250811   6138.0   6214.0  ...      176.35   6188.0      6124.0       SM
186  SM603  20250811   6170.0   6232.0  ...      158.12   6202.0      6130.0       SM
187  SM604  20250811   6218.0   6226.0  ...       46.57   6210.0      6112.0       SM
188  SM605  20250811   6208.0   6262.0  ...     5626.51   6228.0      6166.0       SM
189  SM606  20250811   6204.0   6248.0  ...       34.23   6224.0      6152.0       SM
190  SM607  20250811   6204.0   6258.0  ...       24.92   6232.0      6172.0       SM
191  SR509  20250811   5691.0   5696.0  ...   227733.47   5680.0      5686.0       SR
192  SR511  20250811   5604.0   5609.0  ...    74202.43   5594.0      5594.0       SR
193  SR601  20250811   5584.0   5587.0  ...   666996.89   5574.0      5576.0       SR
194  SR603  20250811   5555.0   5559.0  ...     3994.29   5548.0      5552.0       SR
195  SR605  20250811   5540.0   5540.0  ...    17550.75   5530.0      5531.0       SR
196  SR607  20250811   5535.0   5536.0  ...     1188.63   5529.0      5531.0       SR
197  TA508  20250811   4690.0   4706.0  ...      215.70   4690.0      4676.0       TA
198  TA509  20250811   4704.0   4726.0  ...  1046665.88   4708.0      4688.0       TA
199  TA510  20250811   4714.0   4744.0  ...    78681.27   4726.0      4706.0       TA
200  TA511  20250811   4718.0   4750.0  ...    64206.99   4734.0      4714.0       TA
201  TA512  20250811   4724.0   4750.0  ...    29232.10   4736.0      4718.0       TA
202  TA601  20250811   4718.0   4748.0  ...   600651.24   4732.0      4716.0       TA
203  TA602  20250811   4722.0   4744.0  ...       35.53   4738.0      4716.0       TA
204  TA603  20250811      0.0      0.0  ...        0.00   4742.0      4730.0       TA
205  TA604  20250811   4752.0   4774.0  ...        7.15   4764.0      4746.0       TA
206  TA605  20250811   4760.0   4786.0  ...    11378.31   4772.0      4754.0       TA
207  TA606  20250811   4778.0   4778.0  ...        2.39   4778.0      4762.0       TA
208  TA607  20250811   4766.0   4780.0  ...        4.77   4774.0      4772.0       TA
209  UR508  20250811   1705.0   1705.0  ...        6.82   1705.0      1723.0       UR
210  UR509  20250811   1719.0   1730.0  ...   352526.95   1718.0      1739.0       UR
211  UR510  20250811   1721.0   1736.0  ...    25932.20   1726.0      1736.0       UR
212  UR511  20250811   1746.0   1760.0  ...    29212.66   1751.0      1760.0       UR
213  UR512  20250811   1742.0   1756.0  ...      864.47   1750.0      1758.0       UR
214  UR601  20250811   1740.0   1757.0  ...   243621.53   1748.0      1757.0       UR
215  UR602  20250811   1745.0   1753.0  ...      502.97   1746.0      1753.0       UR
216  UR603  20250811   1776.0   1788.0  ...       56.97   1780.0      1787.0       UR
217  UR604  20250811   1776.0   1786.0  ...       17.83   1783.0      1791.0       UR
218  UR605  20250811   1782.0   1794.0  ...     8809.91   1786.0      1791.0       UR
219  UR606  20250811   1770.0   1786.0  ...      124.45   1778.0      1783.0       UR
220  UR607  20250811   1780.0   1795.0  ...       85.79   1787.0      1790.0       UR
221  WH509  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC509  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC510  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 16:26:25,080 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250811  6317.400  ...  6376.200    6304.000       IC
1   IC2509  20250811  6254.000  ...  6309.600    6232.000       IC
2   IC2512  20250811  6092.600  ...  6154.600    6073.000       IC
3   IC2603  20250811  5958.800  ...  6018.800    5934.600       IC
4   IF2508  20250811  4101.200  ...  4123.000    4101.000       IF
5   IF2509  20250811  4089.400  ...  4110.200    4087.400       IF
6   IF2512  20250811  4060.000  ...  4081.200    4055.800       IF
7   IF2603  20250811  4025.000  ...  4048.800    4022.200       IF
8   IH2508  20250811  2787.800  ...  2792.400    2788.000       IH
9   IH2509  20250811  2789.000  ...  2792.600    2789.200       IH
10  IH2512  20250811  2793.400  ...  2793.600    2789.400       IH
11  IH2603  20250811  2789.800  ...  2793.200    2787.600       IH
12  IM2508  20250811  6828.400  ...  6933.000    6819.400       IM
13  IM2509  20250811  6759.800  ...  6862.400    6742.800       IM
14  IM2512  20250811  6569.000  ...  6674.400    6550.800       IM
15  IM2603  20250811  6370.400  ...  6492.800    6369.800       IM
16   T2509  20250811   108.590  ...   108.465     108.610        T
17   T2512  20250811   108.495  ...   108.365     108.505        T
18   T2603  20250811   108.275  ...   108.170     108.310        T
19  TF2509  20250811   105.800  ...   105.720     105.820       TF
20  TF2512  20250811   105.825  ...   105.755     105.875       TF
21  TF2603  20250811   105.870  ...   105.785     105.900       TF
22  TL2509  20250811   119.140  ...   118.510     119.250       TL
23  TL2512  20250811   118.800  ...   118.090     118.880       TL
24  TL2603  20250811   118.450  ...   117.790     118.550       TL
25  TS2509  20250811   102.374  ...   102.354     102.370       TS
26  TS2512  20250811   102.440  ...   102.396     102.436       TS
27  TS2603  20250811   102.390  ...   102.372     102.408       TS

[28 rows x 12 columns]
2025-08-11 16:26:25,307 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 16:26:25,496 - future_1d - INFO - ak.get_dce_daily('2025-08-11') failed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250811      0.0  ...  50505.0     50505.0       PS
1   PS2509  20250811  52000.0  ...  51425.0     49725.0       PS
2   PS2510  20250811  51230.0  ...  51535.0     49800.0       PS
3   PS2511  20250811  50600.0  ...  51445.0     49825.0       PS
4   PS2512  20250811  53000.0  ...  53435.0     52890.0       PS
5   PS2601  20250811  53650.0  ...  53615.0     52975.0       PS
6   PS2602  20250811  54000.0  ...  54005.0     53360.0       PS
7   PS2603  20250811  52355.0  ...  54190.0     53405.0       PS
8   PS2604  20250811  52440.0  ...  54525.0     53580.0       PS
9   PS2605  20250811  53355.0  ...  54115.0     53325.0       PS
10  PS2606  20250811  56485.0  ...  56955.0     56465.0       PS
11  PS2607  20250811  56895.0  ...  57055.0     56660.0       PS
13  SI2508  20250811   8895.0  ...   8860.0      8645.0       SI
14  SI2509  20250811   8705.0  ...   8895.0      8555.0       SI
15  SI2510  20250811   8410.0  ...   8900.0      8575.0       SI
16  SI2511  20250811   8760.0  ...   8940.0      8585.0       SI
17  SI2512  20250811   9125.0  ...   9255.0      8890.0       SI
18  SI2601  20250811   8980.0  ...   9230.0      8880.0       SI
19  SI2602  20250811   9105.0  ...   9210.0      8860.0       SI
20  SI2603  20250811   9020.0  ...   9240.0      8890.0       SI
21  SI2604  20250811   9060.0  ...   9250.0      8915.0       SI
22  SI2605  20250811   9070.0  ...   9265.0      8930.0       SI
23  SI2606  20250811   9165.0  ...   9280.0      8910.0       SI
24  SI2607  20250811   9200.0  ...   9295.0      8935.0       SI
27  LC2508  20250811  79000.0  ...  77680.0     74160.0       LC
28  LC2509  20250811  80560.0  ...  80540.0     74600.0       LC
29  LC2510  20250811  80920.0  ...  80820.0     74940.0       LC
30  LC2511  20250811  81000.0  ...  80900.0     75000.0       LC
31  LC2512  20250811  81100.0  ...  81100.0     75100.0       LC
32  LC2601  20250811  80960.0  ...  80960.0     74980.0       LC
33  LC2602  20250811  81080.0  ...  81360.0     75360.0       LC
34  LC2603  20250811  80880.0  ...  80880.0     74900.0       LC
35  LC2604  20250811  79940.0  ...  80160.0     74300.0       LC
36  LC2605  20250811  80300.0  ...  80280.0     74360.0       LC
37  LC2606  20250811  80220.0  ...  80200.0     74280.0       LC
38  LC2607  20250811  80400.0  ...  80520.0     74640.0       LC

[36 rows x 12 columns]
2025-08-11 16:26:25,618 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250811  ...   78960      78420      CU
1        1      CU2509  20250811  ...   78920      78440      CU
2        2      CU2510  20250811  ...   78930      78430      CU
3        3      CU2511  20250811  ...   78910      78410      CU
4        4      CU2512  20250811  ...   78920      78380      CU
5        5      CU2601  20250811  ...   78890      78340      CU
6        6      CU2602  20250811  ...   78920      78310      CU
7        7      CU2603  20250811  ...   78860      78260      CU
8        8      CU2604  20250811  ...   78900      78330      CU
9        9      CU2605  20250811  ...   78870      78350      CU
10      10      CU2606  20250811  ...   78860      78370      CU
11      11      CU2607  20250811  ...   78790      78370      CU
12      12      BC2508  20250811  ...   69300      69300      BC
13      13      BC2509  20250811  ...   70120      69610      BC
14      14      BC2510  20250811  ...   70170      69690      BC
15      15      BC2511  20250811  ...   70450      69590      BC
16      16      BC2512  20250811  ...   70240      69720      BC
17      17      BC2601  20250811  ...   70020      70020      BC
18      18      BC2602  20250811  ...   70000      70000      BC
19      19      BC2603  20250811  ...   70000      70000      BC
20      20      BC2604  20250811  ...   70000      70000      BC
21      21      BC2605  20250811  ...   70000      70000      BC
22      22      BC2606  20250811  ...   69340      69340      BC
23      23      BC2607  20250811  ...   68740      68670      BC
24      24      AL2508  20250811  ...   20690      20680      AL
25      25      AL2509  20250811  ...   20675      20670      AL
26      26      AL2510  20250811  ...   20655      20635      AL
27      27      AL2511  20250811  ...   20615      20585      AL
28      28      AL2512  20250811  ...   20570      20540      AL
29      29      AL2601  20250811  ...   20550      20505      AL
30      30      AL2602  20250811  ...   20550      20505      AL
31      31      AL2603  20250811  ...   20585      20520      AL
32      32      AL2604  20250811  ...   20600      20545      AL
33      33      AL2605  20250811  ...   20615      20560      AL
34      34      AL2606  20250811  ...   20625      20575      AL
35      35      AL2607  20250811  ...   20630      20580      AL
36      36      ZN2508  20250811  ...   22565      22485      ZN
37      37      ZN2509  20250811  ...   22560      22505      ZN
38      38      ZN2510  20250811  ...   22585      22520      ZN
39      39      ZN2511  20250811  ...   22600      22520      ZN
40      40      ZN2512  20250811  ...   22595      22500      ZN
41      41      ZN2601  20250811  ...   22550      22475      ZN
42      42      ZN2602  20250811  ...   22545      22460      ZN
43      43      ZN2603  20250811  ...   22520      22475      ZN
44      44      ZN2604  20250811  ...   22535      22455      ZN
45      45      ZN2605  20250811  ...   22555      22460      ZN
46      46      ZN2606  20250811  ...   22535      22445      ZN
47      47      ZN2607  20250811  ...   22520      22480      ZN
48      48      PB2508  20250811  ...   16845      16795      PB
49      49      PB2509  20250811  ...   16885      16865      PB
50      50      PB2510  20250811  ...   16895      16875      PB
51      51      PB2511  20250811  ...   16920      16900      PB
52      52      PB2512  20250811  ...   16950      16925      PB
53      53      PB2601  20250811  ...   16975      16935      PB
54      54      PB2602  20250811  ...   17000      16970      PB
55      55      PB2603  20250811  ...   17030      17005      PB
56      56      PB2604  20250811  ...   17000      17030      PB
57      57      PB2605  20250811  ...   16985      17025      PB
58      58      PB2606  20250811  ...   17020      17020      PB
59      59      PB2607  20250811  ...   17060      17060      PB
60      60      NI2508  20250811  ...  121670     120970      NI
61      61      NI2509  20250811  ...  121630     121160      NI
62      62      NI2510  20250811  ...  121840     121280      NI
63      63      NI2511  20250811  ...  122060     121450      NI
64      64      NI2512  20250811  ...  122310     121670      NI
65      65      NI2601  20250811  ...  122550     121950      NI
66      66      NI2602  20250811  ...  123080     121950      NI
67      67      NI2603  20250811  ...  123270     122270      NI
68      68      NI2604  20250811  ...  123570     123010      NI
69      69      NI2605  20250811  ...  123750     122980      NI
70      70      NI2606  20250811  ...  124100     123050      NI
71      71      NI2607  20250811  ...  124380     123270      NI
72      72      SN2508  20250811  ...  267200     267630      SN
73      73      SN2509  20250811  ...  267960     268140      SN
74      74      SN2510  20250811  ...  268200     268370      SN
75      75      SN2511  20250811  ...  268170     268360      SN
76      76      SN2512  20250811  ...  268250     268290      SN
77      77      SN2601  20250811  ...  268540     268500      SN
78      78      SN2602  20250811  ...  268300     268430      SN
79      79      SN2603  20250811  ...  269240     268710      SN
80      80      SN2604  20250811  ...  269640     268920      SN
81      81      SN2605  20250811  ...  269900     269110      SN
82      82      SN2606  20250811  ...  269740     269300      SN
83      83      SN2607  20250811  ...  269050     269050      SN
84      84      AO2508  20250811  ...    3172       3161      AO
85      85      AO2509  20250811  ...    3176       3172      AO
86      86      AO2510  20250811  ...    3182       3177      AO
87      87      AO2511  20250811  ...    3194       3188      AO
88      88      AO2512  20250811  ...    3203       3196      AO
89      89      AO2601  20250811  ...    3211       3206      AO
90      90      AO2602  20250811  ...    3208       3206      AO
91      91      AO2603  20250811  ...    3210       3211      AO
92      92      AO2604  20250811  ...    3218       3209      AO
93      93      AO2605  20250811  ...    3218       3211      AO
94      94      AO2606  20250811  ...    3220       3210      AO
95      95      AO2607  20250811  ...    3211       3212      AO
96      96      AD2511  20250811  ...   20105      20065      AD
97      97      AD2512  20250811  ...   20100      20060      AD
98      98      AD2601  20250811  ...   20045      20035      AD
99      99      AD2602  20250811  ...   19950      19955      AD
100    100      AD2603  20250811  ...   19940      19940      AD
101    101      AD2604  20250811  ...   19925      19865      AD
102    102      AD2605  20250811  ...   19845      19785      AD
103    103      AD2606  20250811  ...   19825      19750      AD
104    104      AD2607  20250811  ...   19830      19830      AD
105    105      AU2508  20250811  ...  783.02     783.82      AU
106    106      AU2509  20250811  ...  783.54     784.38      AU
107    107      AU2510  20250811  ...   784.8     785.82      AU
108    108      AU2512  20250811  ...  786.54     788.16      AU
109    109      AU2602  20250811  ...  788.76     790.16      AU
110    110      AU2604  20250811  ...   790.9     792.32      AU
111    111      AU2606  20250811  ...  792.56     794.54      AU
112    112      AU2608  20250811  ...  794.88     796.92      AU
113    113      AG2508  20250811  ...    9220       9254      AG
114    114      AG2509  20250811  ...    9230       9265      AG
115    115      AG2510  20250811  ...    9244       9277      AG
116    116      AG2511  20250811  ...    9255       9290      AG
117    117      AG2512  20250811  ...    9263       9299      AG
118    118      AG2601  20250811  ...    9277       9313      AG
119    119      AG2602  20250811  ...    9292       9324      AG
120    120      AG2603  20250811  ...    9294       9338      AG
121    121      AG2604  20250811  ...    9313       9352      AG
122    122      AG2605  20250811  ...    9324       9362      AG
123    123      AG2606  20250811  ...    9332       9376      AG
124    124      AG2607  20250811  ...    9343       9386      AG
125    125      RB2508  20250811  ...    3200       3179      RB
126    126      RB2509  20250811  ...    3203       3184      RB
127    127      RB2510  20250811  ...    3227       3215      RB
128    128      RB2511  20250811  ...    3244       3229      RB
129    129      RB2512  20250811  ...    3280       3273      RB
130    130      RB2601  20250811  ...    3295       3283      RB
131    131      RB2602  20250811  ...    3294       3292      RB
132    132      RB2603  20250811  ...    3308       3294      RB
133    133      RB2604  20250811  ...    3323       3306      RB
134    134      RB2605  20250811  ...    3321       3313      RB
135    135      RB2606  20250811  ...    3332       3322      RB
136    136      RB2607  20250811  ...    3340       3328      RB
137    137      WR2508  20250811  ...    3212       3212      WR
138    138      WR2509  20250811  ...    3342       3342      WR
139    139      WR2510  20250811  ...    3447       3447      WR
140    140      WR2511  20250811  ...    3480       3467      WR
141    141      WR2512  20250811  ...    3499       3499      WR
142    142      WR2601  20250811  ...    3436       3436      WR
143    143      WR2602  20250811  ...    3523       3523      WR
144    144      WR2603  20250811  ...    3550       3550      WR
145    145      WR2604  20250811  ...    3550       3550      WR
146    146      WR2605  20250811  ...    3478       3478      WR
147    147      WR2606  20250811  ...    3599       3599      WR
148    148      WR2607  20250811  ...    3634       3634      WR
149    149      HC2508  20250811  ...    3436       3436      HC
150    150      HC2509  20250811  ...    3456       3437      HC
151    151      HC2510  20250811  ...    3436       3421      HC
152    152      HC2511  20250811  ...    3433       3419      HC
153    153      HC2512  20250811  ...    3436       3422      HC
154    154      HC2601  20250811  ...    3435       3420      HC
155    155      HC2602  20250811  ...    3434       3416      HC
156    156      HC2603  20250811  ...    3436       3420      HC
157    157      HC2604  20250811  ...    3441       3432      HC
158    158      HC2605  20250811  ...    3437       3428      HC
159    159      HC2606  20250811  ...    3451       3438      HC
160    160      HC2607  20250811  ...    3445       3442      HC
161    161      SS2508  20250811  ...   13030      12985      SS
162    162      SS2509  20250811  ...   13075      12985      SS
163    163      SS2510  20250811  ...   13150      13045      SS
164    164      SS2511  20250811  ...   13200      13075      SS
165    165      SS2512  20250811  ...   13250      13100      SS
166    166      SS2601  20250811  ...   13295      13155      SS
167    167      SS2602  20250811  ...   13360      13210      SS
168    168      SS2603  20250811  ...   13390      13255      SS
169    169      SS2604  20250811  ...   13415      13270      SS
170    170      SS2605  20250811  ...   13455      13330      SS
171    171      SS2606  20250811  ...   13480      13355      SS
172    172      SS2607  20250811  ...   13545      13370      SS
173    173      SC2509  20250811  ...   492.5      496.4      SC
174    174      SC2510  20250811  ...   490.1        493      SC
175    175      SC2511  20250811  ...   485.8        488      SC
176    176      SC2512  20250811  ...   481.5      483.5      SC
177    177      SC2601  20250811  ...   478.6      481.4      SC
178    178      SC2602  20250811  ...     477      478.9      SC
179    179      SC2603  20250811  ...   474.1      476.1      SC
180    180      SC2604  20250811  ...   471.3      474.9      SC
181    181      SC2605  20250811  ...   469.4      473.3      SC
182    182      SC2606  20250811  ...   468.6      472.6      SC
183    183      SC2607  20250811  ...   464.9      472.5      SC
184    184      SC2608  20250811  ...   467.3      468.6      SC
185    185      SC2609  20250811  ...   466.8      468.7      SC
186    186      SC2612  20250811  ...     462      465.3      SC
187    187      SC2703  20250811  ...   460.4      465.9      SC
188    188      SC2706  20250811  ...   460.4      462.5      SC
189    189      SC2709  20250811  ...   457.7      462.1      SC
190    190      SC2712  20250811  ...   458.5        464      SC
191    191      SC2803  20250811  ...   456.7        460      SC
192    192      SC2806  20250811  ...   452.3      453.6      SC
193    193      LU2509  20250811  ...    3452       3477      LU
194    194      LU2510  20250811  ...    3469       3495      LU
195    195      LU2511  20250811  ...    3469       3488      LU
196    196      LU2512  20250811  ...    3454       3472      LU
197    197      LU2601  20250811  ...    3432       3441      LU
198    198      LU2602  20250811  ...    3404       3407      LU
199    199      LU2603  20250811  ...    3400       3408      LU
200    200      LU2604  20250811  ...    3396       3395      LU
201    201      LU2605  20250811  ...    3405       3400      LU
202    202      LU2606  20250811  ...    3403       3395      LU
203    203      LU2607  20250811  ...    3395       3387      LU
204    204      LU2608  20250811  ...    3387       3378      LU
205    205      FU2509  20250811  ...    2774       2799      FU
206    206      FU2510  20250811  ...    2780       2810      FU
207    207      FU2511  20250811  ...    2787       2820      FU
208    208      FU2512  20250811  ...    2792       2820      FU
209    209      FU2601  20250811  ...    2793       2815      FU
210    210      FU2602  20250811  ...    2781       2801      FU
211    211      FU2603  20250811  ...    2770       2793      FU
212    212      FU2604  20250811  ...    2766       2787      FU
213    213      FU2605  20250811  ...    2758       2777      FU
214    214      FU2606  20250811  ...    2748       2765      FU
215    215      FU2607  20250811  ...    2724       2744      FU
216    216      FU2608  20250811  ...    2710       2731      FU
217    217      BU2508  20250811  ...    3406       3538      BU
218    218      BU2509  20250811  ...    3518       3526      BU
219    219      BU2510  20250811  ...    3486       3499      BU
220    220      BU2511  20250811  ...    3450       3463      BU
221    221      BU2512  20250811  ...    3391       3410      BU
222    222      BU2601  20250811  ...    3363       3376      BU
223    223      BU2602  20250811  ...    3346       3370      BU
224    224      BU2603  20250811  ...    3332       3364      BU
225    225      BU2604  20250811  ...    3334       3343      BU
226    226      BU2605  20250811  ...    3330       3348      BU
227    227      BU2606  20250811  ...    3318       3352      BU
228    228      BU2607  20250811  ...    3338       3345      BU
229    229      BU2609  20250811  ...    3316       3336      BU
230    230      BU2612  20250811  ...    3289       3297      BU
231    231      BU2703  20250811  ...    3292       3299      BU
232    232      BU2706  20250811  ...    3302       3304      BU
233    233      BR2508  20250811  ...   11820      11550      BR
234    234      BR2509  20250811  ...   11740      11500      BR
235    235      BR2510  20250811  ...   11725      11485      BR
236    236      BR2511  20250811  ...   11735      11515      BR
237    237      BR2512  20250811  ...   11775      11545      BR
238    238      BR2601  20250811  ...   11800      11590      BR
239    239      BR2602  20250811  ...   11660      11575      BR
240    240      BR2603  20250811  ...   11810      11620      BR
241    241      BR2604  20250811  ...   11805      11645      BR
242    242      BR2605  20250811  ...   11895      11705      BR
243    243      BR2606  20250811  ...   11965      11730      BR
244    244      BR2607  20250811  ...   12035      11800      BR
245    245      RU2508  20250811  ...   14710      14560      RU
246    246      RU2509  20250811  ...   14715      14535      RU
247    247      RU2510  20250811  ...   14745      14560      RU
248    248      RU2511  20250811  ...   14760      14575      RU
249    249      RU2601  20250811  ...   15720      15500      RU
250    250      RU2603  20250811  ...   15810      15555      RU
251    251      RU2604  20250811  ...   15825      15590      RU
252    252      RU2605  20250811  ...   15810      15615      RU
253    253      RU2606  20250811  ...   15860      15615      RU
254    254      RU2607  20250811  ...   15880      15640      RU
255    255      NR2508  20250811  ...   12440      12295      NR
256    256      NR2509  20250811  ...   12520      12345      NR
257    257      NR2510  20250811  ...   12575      12405      NR
258    258      NR2511  20250811  ...   12620      12445      NR
259    259      NR2512  20250811  ...   12660      12460      NR
260    260      NR2601  20250811  ...   12705      12515      NR
261    261      NR2602  20250811  ...   12720      12535      NR
262    262      NR2603  20250811  ...   12745      12605      NR
263    263      NR2604  20250811  ...   12780      12615      NR
264    264      NR2605  20250811  ...   12765      12660      NR
265    265      NR2606  20250811  ...   12840      12745      NR
266    266      NR2607  20250811  ...   12755      12755      NR
267    267      SP2508  20250811  ...    5140       5120      SP
268    268      SP2509  20250811  ...    5192       5182      SP
269    269      SP2510  20250811  ...    5212       5200      SP
270    270      SP2511  20250811  ...    5226       5204      SP
271    271      SP2512  20250811  ...    5232       5208      SP
272    272      SP2601  20250811  ...    5460       5446      SP
273    273      SP2602  20250811  ...    5420       5418      SP
274    274      SP2603  20250811  ...    5440       5418      SP
275    275      SP2604  20250811  ...    5428       5430      SP
276    276      SP2605  20250811  ...    5436       5422      SP
277    277      SP2606  20250811  ...    5458       5426      SP
278    278      SP2607  20250811  ...    5434       5420      SP
279    279      EC2508  20250811  ...  2080.1     2072.5      EC
280    280      EC2510  20250811  ...  1438.9       1448      EC
281    281      EC2512  20250811  ...  1772.4     1768.7      EC
282    282      EC2602  20250811  ...  1536.5     1530.4      EC
283    283      EC2604  20250811  ...  1362.4     1361.1      EC
284    284      EC2606  20250811  ...    1499     1500.3      EC
285    286  SC_TAS2509  20250811  ...                     SC_TAS
286    287  SC_TAS2510  20250811  ...                     SC_TAS
287    288  SC_TAS2511  20250811  ...                     SC_TAS
288    289  SC_TAS2512  20250811  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 16:26:25,724 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
2025-08-11 16:26:27,495 - future_1d - INFO - save future_daily 2025-08-11 add
2025-08-11 16:26:27,501 - future_1d - INFO -                          0           1           2           3           4
symbol              SC2509      SC2510      SC2511      SC2512      SC2601
date            2025-08-11  2025-08-11  2025-08-11  2025-08-11  2025-08-11
opencol              494.5       493.5       489.9       485.3       482.9
high                 497.5       496.1       492.2       488.2       484.9
low                  488.1       486.0       481.9       477.1       474.5
close                489.4       487.1       484.1       479.6       476.8
volume            135691.0     48680.0     10243.0      3796.0       775.0
open_interest      29970.0     27114.0     10446.0      6525.0      2629.0
turnover        6683578.54  2385810.64   497612.75    182790.9     37095.5
settle               492.5       490.1       485.8       481.5       478.6
pre_settle           496.4       493.0       488.0       483.5       481.4
variety                 SC          SC          SC          SC          SC
exchange               INE         INE         INE         INE         INE
comd                    sc          sc          sc          sc          sc
contract            sc2509      sc2510      sc2511      sc2512      sc2601
contract_yymm         2509        2510        2511        2512        2601
maturity_month           1           2           3           4           5
maturity_day            21          51          82         112         143
=========================================================================
2025-08-11 18:25:27 Mon	START TASK.01	future_1d  future_daily
=========================================================================
2025-08-11 18:25:29,152 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250801  50580.0  ...  49395.0     50910.0       PS
1   PS2509  20250801  50300.0  ...  49350.0     50735.0       PS
2   PS2510  20250801  50395.0  ...  49490.0     50895.0       PS
3   PS2511  20250801  51000.0  ...  49590.0     50990.0       PS
4   PS2512  20250801  53100.0  ...  52650.0     53875.0       PS
5   PS2601  20250801  53800.0  ...  52835.0     53970.0       PS
6   PS2602  20250801  54000.0  ...  53380.0     54305.0       PS
7   PS2603  20250801  54070.0  ...  53405.0     54680.0       PS
8   PS2604  20250801  54045.0  ...  53565.0     54580.0       PS
9   PS2605  20250801  54000.0  ...  53300.0     54455.0       PS
10  PS2606  20250801  55400.0  ...  55335.0     56210.0       PS
11  PS2607  20250801  56235.0  ...  55500.0     56430.0       PS
13  SI2508  20250801   8775.0  ...   8710.0      8920.0       SI
14  SI2509  20250801   8850.0  ...   8660.0      8860.0       SI
15  SI2510  20250801   8780.0  ...   8655.0      8845.0       SI
16  SI2511  20250801   8755.0  ...   8645.0      8825.0       SI
17  SI2512  20250801   8965.0  ...   8995.0      9135.0       SI
18  SI2601  20250801   9090.0  ...   8975.0      9105.0       SI
19  SI2602  20250801   9070.0  ...   8935.0      9095.0       SI
20  SI2603  20250801   9100.0  ...   8965.0      9065.0       SI
21  SI2604  20250801   9090.0  ...   8970.0      9095.0       SI
22  SI2605  20250801   9105.0  ...   8990.0      9090.0       SI
23  SI2606  20250801   9120.0  ...   8995.0      9095.0       SI
24  SI2607  20250801   9135.0  ...   8975.0      9110.0       SI
27  LC2508  20250801  67600.0  ...  68480.0     67900.0       LC
28  LC2509  20250801  69080.0  ...  68860.0     67840.0       LC
29  LC2510  20250801  68540.0  ...  69000.0     67940.0       LC
30  LC2511  20250801  69040.0  ...  69100.0     68040.0       LC
31  LC2512  20250801  69340.0  ...  69520.0     68460.0       LC
32  LC2601  20250801  69700.0  ...  69500.0     68560.0       LC
33  LC2602  20250801  69600.0  ...  69400.0     68620.0       LC
34  LC2603  20250801  69000.0  ...  69260.0     68580.0       LC
35  LC2604  20250801  70000.0  ...  69900.0     69020.0       LC
36  LC2605  20250801  70040.0  ...  70080.0     69260.0       LC
37  LC2606  20250801  70140.0  ...  70060.0     69160.0       LC
38  LC2607  20250801  70260.0  ...  70160.0     69220.0       LC

[36 rows x 12 columns]
2025-08-11 18:25:29,409 - future_1d - INFO - ak.get_gfex_daily('2025-08-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250801   7806.0   7827.0  ...   296622.40   7791.0      7828.0       AP
1    AP511  20250801   7620.0   7631.0  ...     1596.73   7603.0      7643.0       AP
2    AP512  20250801   7678.0   7684.0  ...      237.54   7663.0      7695.0       AP
3    AP601  20250801   7743.0   7755.0  ...    21502.40   7718.0      7761.0       AP
4    AP603  20250801   7666.0   7705.0  ...      376.12   7676.0      7685.0       AP
5    AP604  20250801   7715.0   7715.0  ...       23.13   7710.0      7729.0       AP
6    AP605  20250801   7794.0   7820.0  ...      179.21   7792.0      7797.0       AP
7    CF509  20250801  13690.0  13695.0  ...  1305277.19  13615.0     13700.0       CF
8    CF511  20250801  13765.0  13780.0  ...   148870.99  13685.0     13755.0       CF
9    CF601  20250801  13875.0  13880.0  ...   690930.10  13800.0     13845.0       CF
10   CF603  20250801  13820.0  13845.0  ...     1936.31  13780.0     13830.0       CF
11   CF605  20250801  13800.0  13835.0  ...    47628.61  13770.0     13795.0       CF
12   CF607  20250801  13800.0  13845.0  ...      681.32  13765.0     13805.0       CF
13   CJ509  20250801   9580.0   9860.0  ...    88355.86   9715.0      9630.0       CJ
14   CJ512  20250801  10570.0  10860.0  ...    11504.21  10725.0     10575.0       CJ
15   CJ601  20250801  10695.0  11025.0  ...  1201752.97  10880.0     10750.0       CJ
16   CJ603  20250801  10760.0  11055.0  ...    11816.29  10915.0     10785.0       CJ
17   CJ605  20250801  10980.0  11220.0  ...   124614.86  11085.0     10970.0       CJ
18   CJ607  20250801  11115.0  11385.0  ...     1002.70  11265.0     11100.0       CJ
19   CY508  20250801      0.0      0.0  ...        0.00  20005.0     20070.0       CY
20   CY509  20250801  19760.0  19850.0  ...    40966.60  19760.0     19825.0       CY
21   CY510  20250801      0.0      0.0  ...        0.00  19900.0     19935.0       CY
22   CY511  20250801  19765.0  19815.0  ...    31040.01  19765.0     19800.0       CY
23   CY512  20250801  19650.0  19650.0  ...       19.57  19570.0     19740.0       CY
24   CY601  20250801  19650.0  19785.0  ...     1102.80  19695.0     19815.0       CY
25   CY602  20250801      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250801  20190.0  20190.0  ...       20.15  20150.0     20220.0       CY
27   CY604  20250801      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250801  19960.0  19960.0  ...        9.98  19960.0     20040.0       CY
29   CY606  20250801      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250801      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250801   1108.0   1111.0  ...      486.91   1092.0      1134.0       FG
32   FG509  20250801   1116.0   1134.0  ...  5790527.14   1104.0      1146.0       FG
33   FG510  20250801   1194.0   1201.0  ...   123653.30   1181.0      1217.0       FG
34   FG511  20250801   1176.0   1193.0  ...   151058.96   1172.0      1208.0       FG
35   FG512  20250801   1244.0   1263.0  ...    44885.39   1238.0      1278.0       FG
36   FG601  20250801   1224.0   1252.0  ...  2873978.68   1226.0      1265.0       FG
37   FG602  20250801   1270.0   1292.0  ...     4190.96   1268.0      1317.0       FG
38   FG603  20250801   1271.0   1286.0  ...     3750.74   1264.0      1310.0       FG
39   FG604  20250801   1304.0   1328.0  ...     2184.58   1302.0      1343.0       FG
40   FG605  20250801   1299.0   1320.0  ...    51996.77   1297.0      1334.0       FG
41   FG606  20250801   1320.0   1342.0  ...     2500.50   1320.0      1351.0       FG
42   FG607  20250801   1318.0   1338.0  ...     1621.89   1316.0      1344.0       FG
43   JR509  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250801      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250801      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250801      0.0      0.0  ...        0.00   2368.0      2385.0       MA
53   MA509  20250801   2403.0   2417.0  ...  1214195.45   2403.0      2412.0       MA
54   MA510  20250801   2434.0   2447.0  ...    33130.56   2431.0      2442.0       MA
55   MA511  20250801   2455.0   2468.0  ...    53905.77   2452.0      2463.0       MA
56   MA512  20250801   2485.0   2499.0  ...    22011.90   2485.0      2494.0       MA
57   MA601  20250801   2496.0   2508.0  ...   303307.74   2495.0      2502.0       MA
58   MA602  20250801   2495.0   2500.0  ...      187.01   2494.0      2493.0       MA
59   MA603  20250801   2488.0   2497.0  ...      154.37   2490.0      2487.0       MA
60   MA604  20250801   2473.0   2473.0  ...       12.34   2468.0      2470.0       MA
61   MA605  20250801   2438.0   2451.0  ...     7145.86   2443.0      2442.0       MA
62   MA606  20250801   2457.0   2457.0  ...        4.91   2457.0      2454.0       MA
63   MA607  20250801   2442.0   2442.0  ...       24.39   2439.0      2439.0       MA
64   OI509  20250801   9497.0   9557.0  ...  2057457.97   9495.0      9547.0       OI
65   OI511  20250801   9504.0   9564.0  ...   155603.36   9506.0      9544.0       OI
66   OI601  20250801   9435.0   9492.0  ...   637241.18   9434.0      9481.0       OI
67   OI603  20250801   9377.0   9422.0  ...     1423.15   9363.0      9406.0       OI
68   OI605  20250801   9304.0   9383.0  ...     8283.48   9328.0      9351.0       OI
69   OI607  20250801   9276.0   9373.0  ...      149.02   9314.0      9329.0       OI
70   PF508  20250801   6420.0   6420.0  ...      349.81   6360.0      6454.0       PF
71   PF509  20250801   6450.0   6458.0  ...   282086.69   6408.0      6494.0       PF
72   PF510  20250801   6514.0   6530.0  ...   229932.27   6474.0      6566.0       PF
73   PF511  20250801   6512.0   6526.0  ...    70807.75   6468.0      6562.0       PF
74   PF512  20250801   6522.0   6522.0  ...    27708.06   6464.0      6542.0       PF
75   PF601  20250801   6504.0   6510.0  ...    17386.08   6470.0      6536.0       PF
76   PF602  20250801   6486.0   6486.0  ...       12.95   6474.0      6538.0       PF
77   PF603  20250801   6488.0   6496.0  ...       19.46   6486.0      6566.0       PF
78   PF604  20250801   6516.0   6518.0  ...       22.78   6508.0      6588.0       PF
79   PF605  20250801   6506.0   6540.0  ...       39.13   6522.0      6596.0       PF
80   PF606  20250801   6524.0   6536.0  ...        6.53   6530.0      6598.0       PF
81   PF607  20250801      0.0      0.0  ...        0.00   6540.0      6622.0       PF
82   PK510  20250801   8082.0   8118.0  ...   115372.45   8094.0      8100.0       PK
83   PK511  20250801   7954.0   7986.0  ...    61739.03   7962.0      7966.0       PK
84   PK512  20250801   7940.0   7964.0  ...    18562.80   7946.0      7956.0       PK
85   PK601  20250801   7948.0   7958.0  ...     8995.87   7944.0      7968.0       PK
86   PK603  20250801   7970.0   7970.0  ...      194.95   7958.0      7990.0       PK
87   PK604  20250801   7974.0   7974.0  ...       43.81   7966.0      7998.0       PK
88   PK605  20250801   7980.0   7980.0  ...     1678.35   7954.0      7992.0       PK
89   PL601  20250801   6555.0   6555.0  ...    44929.98   6504.0      6561.0       PL
90   PL602  20250801   6619.0   6619.0  ...     1014.42   6587.0      6623.0       PL
91   PL603  20250801   6530.0   6542.0  ...     1028.89   6512.0      6573.0       PL
92   PL604  20250801   6509.0   6514.0  ...      181.75   6491.0      6595.0       PL
93   PL605  20250801   6476.0   6477.0  ...      782.61   6415.0      6516.0       PL
94   PL606  20250801   6551.0   6551.0  ...       13.10   6551.0      6589.0       PL
95   PL607  20250801   6542.0   6543.0  ...       26.17   6543.0      6593.0       PL
96   PM509  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250801      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250801   5944.0   5944.0  ...       44.32   5910.0      5944.0       PR
103  PR509  20250801   5972.0   5980.0  ...   194068.45   5934.0      5996.0       PR
104  PR510  20250801   6004.0   6012.0  ...   195863.10   5974.0      6016.0       PR
105  PR511  20250801   6012.0   6012.0  ...   127549.36   5986.0      6024.0       PR
106  PR512  20250801   5994.0   6002.0  ...    20621.75   5986.0      6030.0       PR
107  PR601  20250801   5998.0   6002.0  ...     3457.03   5986.0      6032.0       PR
108  PR602  20250801      0.0      0.0  ...        0.00   6020.0      6054.0       PR
109  PR603  20250801      0.0      0.0  ...        0.00   6026.0      6044.0       PR
110  PR604  20250801      0.0      0.0  ...        0.00   6036.0      6044.0       PR
111  PR605  20250801   6036.0   6036.0  ...       27.14   6032.0      6054.0       PR
112  PR606  20250801   6036.0   6036.0  ...       18.08   6026.0      6080.0       PR
113  PR607  20250801      0.0      0.0  ...        0.00   6066.0      6066.0       PR
114  PX508  20250801      0.0      0.0  ...        0.00   6846.0      6980.0       PX
115  PX509  20250801   6912.0   6914.0  ...   484983.96   6846.0      6980.0       PX
116  PX510  20250801   6900.0   6902.0  ...   104498.08   6842.0      6944.0       PX
117  PX511  20250801   6878.0   6882.0  ...   167962.69   6828.0      6920.0       PX
118  PX512  20250801   6868.0   6868.0  ...    71488.55   6828.0      6916.0       PX
119  PX601  20250801   6858.0   6858.0  ...   110416.51   6810.0      6888.0       PX
120  PX602  20250801   6814.0   6814.0  ...       13.59   6796.0      6892.0       PX
121  PX603  20250801      0.0      0.0  ...        0.00   6788.0      6846.0       PX
122  PX604  20250801      0.0      0.0  ...        0.00   6792.0      6832.0       PX
123  PX605  20250801   6780.0   6804.0  ...      250.76   6778.0      6846.0       PX
124  PX606  20250801   6774.0   6774.0  ...        3.39   6774.0      6846.0       PX
125  PX607  20250801      0.0      0.0  ...        0.00   6790.0      6852.0       PX
126  RI509  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250801      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250801   2670.0   2678.0  ...     4266.11   2666.0      2719.0       RM
133  RM509  20250801   2692.0   2702.0  ...   795040.51   2679.0      2721.0       RM
134  RM511  20250801   2540.0   2552.0  ...     5222.49   2536.0      2559.0       RM
135  RM601  20250801   2411.0   2414.0  ...   245832.38   2401.0      2419.0       RM
136  RM603  20250801   2391.0   2391.0  ...     7803.84   2381.0      2396.0       RM
137  RM605  20250801   2375.0   2377.0  ...    35514.65   2371.0      2377.0       RM
138  RM607  20250801   2357.0   2364.0  ...     2342.05   2359.0      2362.0       RM
139  RS508  20250801      0.0      0.0  ...        0.00   5075.0      5049.0       RS
140  RS509  20250801   5137.0   5160.0  ...       61.64   5136.0      5120.0       RS
141  RS511  20250801   5190.0   5255.0  ...       36.69   5241.0      5255.0       RS
142  RS607  20250801   5241.0   5389.0  ...      248.62   5290.0      5263.0       RS
143  SA508  20250801   1239.0   1243.0  ...      439.28   1241.0      1255.0       SA
144  SA509  20250801   1248.0   1268.0  ...  3629655.86   1254.0      1269.0       SA
145  SA510  20250801   1276.0   1295.0  ...   384590.38   1275.0      1308.0       SA
146  SA511  20250801   1287.0   1303.0  ...   452801.63   1285.0      1318.0       SA
147  SA512  20250801   1324.0   1339.0  ...    71622.54   1324.0      1347.0       SA
148  SA601  20250801   1327.0   1344.0  ...  2649974.18   1328.0      1349.0       SA
149  SA602  20250801   1338.0   1351.0  ...     5437.01   1337.0      1359.0       SA
150  SA603  20250801   1339.0   1354.0  ...     6395.79   1340.0      1360.0       SA
151  SA604  20250801   1374.0   1386.0  ...     2833.42   1373.0      1398.0       SA
152  SA605  20250801   1376.0   1393.0  ...    73859.25   1376.0      1402.0       SA
153  SA606  20250801   1379.0   1398.0  ...     2169.28   1382.0      1406.0       SA
154  SA607  20250801   1376.0   1390.0  ...     1927.17   1375.0      1400.0       SA
155  SF508  20250801   5718.0   5718.0  ...      796.21   5708.0      5722.0       SF
156  SF509  20250801   5736.0   5750.0  ...   797622.22   5706.0      5786.0       SF
157  SF510  20250801   5712.0   5736.0  ...   104697.36   5692.0      5774.0       SF
158  SF511  20250801   5910.0   5920.0  ...   208696.21   5872.0      5950.0       SF
159  SF512  20250801   5894.0   5908.0  ...    24536.44   5860.0      5930.0       SF
160  SF601  20250801   5872.0   5892.0  ...    86096.85   5852.0      5926.0       SF
161  SF602  20250801   5818.0   5842.0  ...      727.97   5802.0      5878.0       SF
162  SF603  20250801   5958.0   5964.0  ...      180.81   5928.0      6032.0       SF
163  SF604  20250801   5938.0   5938.0  ...       44.35   5914.0      5940.0       SF
164  SF605  20250801   5940.0   5954.0  ...      711.63   5906.0      5962.0       SF
165  SF606  20250801   5848.0   5872.0  ...       55.47   5840.0      5880.0       SF
166  SF607  20250801   5960.0   5990.0  ...       20.87   5962.0      6030.0       SF
167  SH508  20250801   2476.0   2476.0  ...      215.39   2476.0      2476.0       SH
168  SH509  20250801   2531.0   2564.0  ...  1833904.73   2541.0      2572.0       SH
169  SH510  20250801   2587.0   2629.0  ...   370571.20   2606.0      2639.0       SH
170  SH511  20250801   2608.0   2616.0  ...   337712.15   2595.0      2626.0       SH
171  SH512  20250801   2618.0   2632.0  ...    62371.94   2610.0      2639.0       SH
172  SH601  20250801   2588.0   2620.0  ...   376489.02   2599.0      2625.0       SH
173  SH602  20250801   2624.0   2634.0  ...      588.09   2614.0      2642.0       SH
174  SH603  20250801   2636.0   2645.0  ...      773.35   2630.0      2651.0       SH
175  SH604  20250801   2666.0   2684.0  ...      537.04   2672.0      2686.0       SH
176  SH605  20250801   2676.0   2696.0  ...     6765.35   2681.0      2695.0       SH
177  SH606  20250801   2681.0   2698.0  ...      249.89   2687.0      2700.0       SH
178  SH607  20250801   2671.0   2671.0  ...       23.96   2662.0      2678.0       SH
179  SM508  20250801   5952.0   5990.0  ...      657.88   5982.0      6008.0       SM
180  SM509  20250801   5982.0   6014.0  ...  1071391.14   5974.0      5988.0       SM
181  SM510  20250801   5986.0   6020.0  ...   114350.56   5986.0      5994.0       SM
182  SM511  20250801   6044.0   6084.0  ...   174764.36   6050.0      6066.0       SM
183  SM512  20250801   6052.0   6092.0  ...    41543.94   6054.0      6070.0       SM
184  SM601  20250801   6068.0   6094.0  ...   304792.38   6060.0      6072.0       SM
185  SM602  20250801   6062.0   6080.0  ...      439.00   6056.0      6066.0       SM
186  SM603  20250801   6080.0   6100.0  ...      837.41   6068.0      6100.0       SM
187  SM604  20250801   6086.0   6092.0  ...      142.96   6084.0      6094.0       SM
188  SM605  20250801   6092.0   6126.0  ...     7489.69   6092.0      6106.0       SM
189  SM606  20250801   6098.0   6128.0  ...       33.54   6098.0      6098.0       SM
190  SM607  20250801   6094.0   6142.0  ...       30.64   6130.0      6124.0       SM
191  SR509  20250801   5782.0   5794.0  ...  1057928.04   5762.0      5801.0       SR
192  SR511  20250801   5678.0   5688.0  ...    86016.27   5662.0      5691.0       SR
193  SR601  20250801   5649.0   5663.0  ...   480826.92   5639.0      5661.0       SR
194  SR603  20250801   5619.0   5636.0  ...     4858.16   5610.0      5635.0       SR
195  SR605  20250801   5605.0   5619.0  ...    24401.08   5590.0      5617.0       SR
196  SR607  20250801   5600.0   5612.0  ...     1934.05   5590.0      5614.0       SR
197  TA508  20250801   4790.0   4790.0  ...     2297.12   4772.0      4830.0       TA
198  TA509  20250801   4794.0   4800.0  ...  1614610.20   4762.0      4842.0       TA
199  TA510  20250801   4810.0   4820.0  ...    69027.65   4782.0      4846.0       TA
200  TA511  20250801   4818.0   4824.0  ...    47505.16   4790.0      4850.0       TA
201  TA512  20250801   4838.0   4838.0  ...    19002.97   4796.0      4854.0       TA
202  TA601  20250801   4832.0   4836.0  ...   597637.87   4800.0      4858.0       TA
203  TA602  20250801   4792.0   4822.0  ...      100.68   4794.0      4848.0       TA
204  TA603  20250801   4830.0   4830.0  ...      204.00   4800.0      4858.0       TA
205  TA604  20250801   4810.0   4824.0  ...      103.37   4808.0      4854.0       TA
206  TA605  20250801   4846.0   4846.0  ...    22098.62   4820.0      4870.0       TA
207  TA606  20250801   4846.0   4848.0  ...       19.34   4834.0      4872.0       TA
208  TA607  20250801   4840.0   4840.0  ...        4.84   4840.0      4870.0       TA
209  UR508  20250801      0.0      0.0  ...        0.00   1707.0      1717.0       UR
210  UR509  20250801   1717.0   1723.0  ...   373047.19   1714.0      1722.0       UR
211  UR510  20250801   1721.0   1730.0  ...    34256.73   1723.0      1728.0       UR
212  UR511  20250801   1749.0   1758.0  ...    35320.16   1752.0      1759.0       UR
213  UR512  20250801   1745.0   1751.0  ...      331.59   1745.0      1759.0       UR
214  UR601  20250801   1735.0   1747.0  ...   127680.42   1741.0      1749.0       UR
215  UR602  20250801   1737.0   1744.0  ...      306.02   1739.0      1742.0       UR
216  UR603  20250801   1775.0   1780.0  ...      156.25   1776.0      1776.0       UR
217  UR604  20250801   1781.0   1783.0  ...      138.70   1778.0      1783.0       UR
218  UR605  20250801   1775.0   1786.0  ...     5553.55   1780.0      1783.0       UR
219  UR606  20250801   1770.0   1781.0  ...      202.34   1775.0      1778.0       UR
220  UR607  20250801   1785.0   1785.0  ...      153.21   1782.0      1789.0       UR
221  WH509  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250801      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250801      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:25:29,707 - future_1d - INFO - ak.get_czce_daily('2025-08-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250801   529.6  ...   528.1        532      SC
1       SC2510  20250801   524.8  ...   523.7      525.3      SC
2       SC2511  20250801   521.6  ...   519.8        522      SC
3       SC2512  20250801   518.2  ...     516      518.2      SC
4       SC2601  20250801   515.1  ...     513      515.2      SC
5       SC2602  20250801   508.7  ...   509.6      511.7      SC
6       SC2603  20250801   506.9  ...   506.4      509.1      SC
7       SC2604  20250801   504.4  ...   503.7      506.3      SC
8       SC2605  20250801   502.7  ...   502.9      504.4      SC
9       SC2606  20250801   500.5  ...   500.8      503.2      SC
10      SC2607  20250801   498.8  ...   498.8      497.1      SC
11      SC2608  20250801     492  ...   496.8      497.1      SC
12      SC2609  20250801          ...   495.1      496.3      SC
13      SC2612  20250801   488.3  ...   488.2      493.1      SC
14      SC2703  20250801          ...   486.9      486.9      SC
15      SC2706  20250801   484.5  ...   484.5      485.4      SC
16      SC2709  20250801          ...   483.3      483.3      SC
17      SC2712  20250801          ...   483.1      483.1      SC
18      SC2803  20250801   476.1  ...   476.1      482.2      SC
19      SC2806  20250801   474.6  ...   474.2      478.3      SC
21      LU2509  20250801    3649  ...    3645       3672      LU
22      LU2510  20250801    3670  ...    3663       3697      LU
23      LU2511  20250801    3678  ...    3668       3699      LU
24      LU2512  20250801    3653  ...    3651       3677      LU
25      LU2601  20250801    3620  ...    3612       3642      LU
26      LU2602  20250801    3604  ...    3595       3625      LU
27      LU2603  20250801    3599  ...    3596       3622      LU
28      LU2604  20250801    3576  ...    3576       3604      LU
29      LU2605  20250801    3382  ...    3498       3607      LU
30      LU2606  20250801          ...    3572       3572      LU
31      LU2607  20250801    3539  ...    3542       3573      LU
32      LU2608  20250801    3530  ...    3529       3573      LU
34      NR2508  20250801   12250  ...   12185      12320      NR
35      NR2509  20250801   12290  ...   12220      12365      NR
36      NR2510  20250801   12325  ...   12260      12395      NR
37      NR2511  20250801   12350  ...   12295      12445      NR
38      NR2512  20250801   12390  ...   12340      12465      NR
39      NR2601  20250801   12435  ...   12385      12490      NR
40      NR2602  20250801   12485  ...   12465      12590      NR
41      NR2603  20250801   12310  ...   12310      12650      NR
42      NR2604  20250801   12250  ...   12285      12640      NR
43      NR2605  20250801   12500  ...   12430      12585      NR
44      NR2606  20250801   12150  ...   12290      12630      NR
45      NR2607  20250801          ...   12550      12550      NR
47      BC2508  20250801   67930  ...   68830      69490      BC
48      BC2509  20250801   69240  ...   69410      69640      BC
49      BC2510  20250801   69370  ...   69430      69630      BC
50      BC2511  20250801          ...   69240      69240      BC
51      BC2512  20250801          ...   69700      69700      BC
52      BC2601  20250801          ...   70020      70020      BC
53      BC2602  20250801          ...   70000      70000      BC
54      BC2603  20250801          ...   70000      70000      BC
55      BC2604  20250801          ...   70000      70000      BC
56      BC2605  20250801          ...   70000      70000      BC
57      BC2606  20250801          ...   69340      69340      BC
58      BC2607  20250801          ...   68670      68670      BC
60      EC2508  20250801    2118  ...  2114.3     2123.5      EC
61      EC2510  20250801  1420.8  ...  1432.1     1428.2      EC
62      EC2512  20250801  1684.1  ...  1687.9     1700.9      EC
63      EC2602  20250801  1480.7  ...  1485.8     1496.3      EC
64      EC2604  20250801    1329  ...  1329.8     1340.3      EC
65      EC2606  20250801  1474.4  ...  1469.7     1475.5      EC
68  SC_TAS2509  20250801          ...                     SC_TAS
69  SC_TAS2510  20250801          ...                     SC_TAS
70  SC_TAS2511  20250801          ...                     SC_TAS
71  SC_TAS2512  20250801          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 18:25:29,794 - future_1d - INFO - ak.get_ine_daily('2025-08-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250801  ...   78260      78430      CU
1        1      CU2509  20250801  ...   78270      78440      CU
2        2      CU2510  20250801  ...   78220      78420      CU
3        3      CU2511  20250801  ...   78210      78420      CU
4        4      CU2512  20250801  ...   78120      78340      CU
5        5      CU2601  20250801  ...   78040      78280      CU
6        6      CU2602  20250801  ...   78000      78270      CU
7        7      CU2603  20250801  ...   78080      78260      CU
8        8      CU2604  20250801  ...   78200      78330      CU
9        9      CU2605  20250801  ...   78070      78350      CU
10      10      CU2606  20250801  ...   78190      78300      CU
11      11      CU2607  20250801  ...   78180      78330      CU
12      12      BC2508  20250801  ...   68830      69490      BC
13      13      BC2509  20250801  ...   69410      69640      BC
14      14      BC2510  20250801  ...   69430      69630      BC
15      15      BC2511  20250801  ...   69240      69240      BC
16      16      BC2512  20250801  ...   69700      69700      BC
17      17      BC2601  20250801  ...   70020      70020      BC
18      18      BC2602  20250801  ...   70000      70000      BC
19      19      BC2603  20250801  ...   70000      70000      BC
20      20      BC2604  20250801  ...   70000      70000      BC
21      21      BC2605  20250801  ...   70000      70000      BC
22      22      BC2606  20250801  ...   69340      69340      BC
23      23      BC2607  20250801  ...   68670      68670      BC
24      24      AL2508  20250801  ...   20520      20625      AL
25      25      AL2509  20250801  ...   20475      20570      AL
26      26      AL2510  20250801  ...   20445      20550      AL
27      27      AL2511  20250801  ...   20400      20505      AL
28      28      AL2512  20250801  ...   20360      20460      AL
29      29      AL2601  20250801  ...   20325      20420      AL
30      30      AL2602  20250801  ...   20330      20435      AL
31      31      AL2603  20250801  ...   20365      20430      AL
32      32      AL2604  20250801  ...   20385      20450      AL
33      33      AL2605  20250801  ...   20400      20485      AL
34      34      AL2606  20250801  ...   20410      20490      AL
35      35      AL2607  20250801  ...   20420      20460      AL
36      36      ZN2508  20250801  ...   22315      22365      ZN
37      37      ZN2509  20250801  ...   22345      22440      ZN
38      38      ZN2510  20250801  ...   22355      22440      ZN
39      39      ZN2511  20250801  ...   22360      22435      ZN
40      40      ZN2512  20250801  ...   22330      22385      ZN
41      41      ZN2601  20250801  ...   22305      22370      ZN
42      42      ZN2602  20250801  ...   22305      22380      ZN
43      43      ZN2603  20250801  ...   22315      22390      ZN
44      44      ZN2604  20250801  ...   22310      22425      ZN
45      45      ZN2605  20250801  ...   22340      22455      ZN
46      46      ZN2606  20250801  ...   22350      22425      ZN
47      47      ZN2607  20250801  ...   22330      22405      ZN
48      48      PB2508  20250801  ...   16630      16785      PB
49      49      PB2509  20250801  ...   16660      16810      PB
50      50      PB2510  20250801  ...   16675      16815      PB
51      51      PB2511  20250801  ...   16705      16815      PB
52      52      PB2512  20250801  ...   16710      16840      PB
53      53      PB2601  20250801  ...   16745      16865      PB
54      54      PB2602  20250801  ...   16885      16885      PB
55      55      PB2603  20250801  ...   16840      16895      PB
56      56      PB2604  20250801  ...   16850      16950      PB
57      57      PB2605  20250801  ...   16850      16990      PB
58      58      PB2606  20250801  ...   17100      17100      PB
59      59      PB2607  20250801  ...   16890      16995      PB
60      60      NI2508  20250801  ...  119950     120130      NI
61      61      NI2509  20250801  ...  119980     120480      NI
62      62      NI2510  20250801  ...  120080     120610      NI
63      63      NI2511  20250801  ...  120270     120770      NI
64      64      NI2512  20250801  ...  120570     121030      NI
65      65      NI2601  20250801  ...  120780     121280      NI
66      66      NI2602  20250801  ...  120930     121610      NI
67      67      NI2603  20250801  ...  121270     121740      NI
68      68      NI2604  20250801  ...  121360     121690      NI
69      69      NI2605  20250801  ...  121760     122180      NI
70      70      NI2606  20250801  ...  121880     122360      NI
71      71      NI2607  20250801  ...  122430     122640      NI
72      72      SN2508  20250801  ...  263970     265890      SN
73      73      SN2509  20250801  ...  264250     266160      SN
74      74      SN2510  20250801  ...  264600     266440      SN
75      75      SN2511  20250801  ...  264620     266310      SN
76      76      SN2512  20250801  ...  264530     266040      SN
77      77      SN2601  20250801  ...  264800     266500      SN
78      78      SN2602  20250801  ...  265000     266500      SN
79      79      SN2603  20250801  ...  265120     266320      SN
80      80      SN2604  20250801  ...  266870     266870      SN
81      81      SN2605  20250801  ...  266350     267230      SN
82      82      SN2606  20250801  ...  266530     267240      SN
83      83      SN2607  20250801  ...  266520     266520      SN
84      84      AO2508  20250801  ...    3233       3274      AO
85      85      AO2509  20250801  ...    3205       3255      AO
86      86      AO2510  20250801  ...    3180       3233      AO
87      87      AO2511  20250801  ...    3183       3233      AO
88      88      AO2512  20250801  ...    3177       3230      AO
89      89      AO2601  20250801  ...    3175       3228      AO
90      90      AO2602  20250801  ...    3157       3229      AO
91      91      AO2603  20250801  ...    3155       3226      AO
92      92      AO2604  20250801  ...    3173       3211      AO
93      93      AO2605  20250801  ...    3163       3207      AO
94      94      AO2606  20250801  ...    3148       3210      AO
95      95      AO2607  20250801  ...    3119       3200      AO
96      96      AD2511  20250801  ...   19890      19980      AD
97      97      AD2512  20250801  ...   19895      19990      AD
98      98      AD2601  20250801  ...   19885      19935      AD
99      99      AD2602  20250801  ...   19760      19970      AD
100    100      AD2603  20250801  ...   19790      19925      AD
101    101      AD2604  20250801  ...   19760      19870      AD
102    102      AD2605  20250801  ...   19670      19755      AD
103    103      AD2606  20250801  ...   19650      19665      AD
104    104      AD2607  20250801  ...   19830      19830      AD
105    105      AU2508  20250801  ...   767.7     766.48      AU
106    106      AU2509  20250801  ...  769.98     768.88      AU
107    107      AU2510  20250801  ...   770.9     769.96      AU
108    108      AU2512  20250801  ...  772.98      771.9      AU
109    109      AU2602  20250801  ...  775.08     774.08      AU
110    110      AU2604  20250801  ...   777.4     776.42      AU
111    111      AU2606  20250801  ...  779.84     778.24      AU
112    112      AU2608  20250801  ...  781.88     780.76      AU
113    113      AG2508  20250801  ...    8902       9029      AG
114    114      AG2509  20250801  ...    8914       9034      AG
115    115      AG2510  20250801  ...    8923       9059      AG
116    116      AG2511  20250801  ...    8934       9063      AG
117    117      AG2512  20250801  ...    8947       9073      AG
118    118      AG2601  20250801  ...    8961       9092      AG
119    119      AG2602  20250801  ...    8971       9097      AG
120    120      AG2603  20250801  ...    8988       9102      AG
121    121      AG2604  20250801  ...    8998       9123      AG
122    122      AG2605  20250801  ...    9015       9132      AG
123    123      AG2606  20250801  ...    9026       9146      AG
124    124      AG2607  20250801  ...    9033       9163      AG
125    125      RB2508  20250801  ...    3170       3206      RB
126    126      RB2509  20250801  ...    3171       3199      RB
127    127      RB2510  20250801  ...    3213       3243      RB
128    128      RB2511  20250801  ...    3236       3262      RB
129    129      RB2512  20250801  ...    3264       3287      RB
130    130      RB2601  20250801  ...    3270       3302      RB
131    131      RB2602  20250801  ...    3256       3279      RB
132    132      RB2603  20250801  ...    3277       3300      RB
133    133      RB2604  20250801  ...    3294       3327      RB
134    134      RB2605  20250801  ...    3297       3326      RB
135    135      RB2606  20250801  ...    3307       3333      RB
136    136      RB2607  20250801  ...    3311       3332      RB
137    137      WR2508  20250801  ...    3212       3212      WR
138    138      WR2509  20250801  ...    3342       3335      WR
139    139      WR2510  20250801  ...    3448       3451      WR
140    140      WR2511  20250801  ...    3500       3500      WR
141    141      WR2512  20250801  ...    3501       3519      WR
142    142      WR2601  20250801  ...    3410       3410      WR
143    143      WR2602  20250801  ...    3540       3540      WR
144    144      WR2603  20250801  ...    3565       3565      WR
145    145      WR2604  20250801  ...    3560       3560      WR
146    146      WR2605  20250801  ...    3595       3595      WR
147    147      WR2606  20250801  ...    3599       3599      WR
148    148      WR2607  20250801  ...    3635       3635      WR
149    149      HC2508  20250801  ...    3395       3426      HC
150    150      HC2509  20250801  ...    3417       3434      HC
151    151      HC2510  20250801  ...    3408       3421      HC
152    152      HC2511  20250801  ...    3408       3425      HC
153    153      HC2512  20250801  ...    3417       3427      HC
154    154      HC2601  20250801  ...    3413       3432      HC
155    155      HC2602  20250801  ...    3403       3414      HC
156    156      HC2603  20250801  ...    3407       3427      HC
157    157      HC2604  20250801  ...    3413       3451      HC
158    158      HC2605  20250801  ...    3411       3425      HC
159    159      HC2606  20250801  ...    3409       3429      HC
160    160      HC2607  20250801  ...    3419       3446      HC
161    161      SS2508  20250801  ...   12915      12865      SS
162    162      SS2509  20250801  ...   12865      12835      SS
163    163      SS2510  20250801  ...   12905      12885      SS
164    164      SS2511  20250801  ...   12955      12925      SS
165    165      SS2512  20250801  ...   12975      12930      SS
166    166      SS2601  20250801  ...   13000      12975      SS
167    167      SS2602  20250801  ...   13025      13030      SS
168    168      SS2603  20250801  ...   13105      13075      SS
169    169      SS2604  20250801  ...   13115      13080      SS
170    170      SS2605  20250801  ...   13185      13145      SS
171    171      SS2606  20250801  ...   13210      13175      SS
172    172      SS2607  20250801  ...   13265      13240      SS
173    173      SC2509  20250801  ...   528.1        532      SC
174    174      SC2510  20250801  ...   523.7      525.3      SC
175    175      SC2511  20250801  ...   519.8        522      SC
176    176      SC2512  20250801  ...     516      518.2      SC
177    177      SC2601  20250801  ...     513      515.2      SC
178    178      SC2602  20250801  ...   509.6      511.7      SC
179    179      SC2603  20250801  ...   506.4      509.1      SC
180    180      SC2604  20250801  ...   503.7      506.3      SC
181    181      SC2605  20250801  ...   502.9      504.4      SC
182    182      SC2606  20250801  ...   500.8      503.2      SC
183    183      SC2607  20250801  ...   498.8      497.1      SC
184    184      SC2608  20250801  ...   496.8      497.1      SC
185    185      SC2609  20250801  ...   495.1      496.3      SC
186    186      SC2612  20250801  ...   488.2      493.1      SC
187    187      SC2703  20250801  ...   486.9      486.9      SC
188    188      SC2706  20250801  ...   484.5      485.4      SC
189    189      SC2709  20250801  ...   483.3      483.3      SC
190    190      SC2712  20250801  ...   483.1      483.1      SC
191    191      SC2803  20250801  ...   476.1      482.2      SC
192    192      SC2806  20250801  ...   474.2      478.3      SC
193    193      LU2509  20250801  ...    3645       3672      LU
194    194      LU2510  20250801  ...    3663       3697      LU
195    195      LU2511  20250801  ...    3668       3699      LU
196    196      LU2512  20250801  ...    3651       3677      LU
197    197      LU2601  20250801  ...    3612       3642      LU
198    198      LU2602  20250801  ...    3595       3625      LU
199    199      LU2603  20250801  ...    3596       3622      LU
200    200      LU2604  20250801  ...    3576       3604      LU
201    201      LU2605  20250801  ...    3498       3607      LU
202    202      LU2606  20250801  ...    3572       3572      LU
203    203      LU2607  20250801  ...    3542       3573      LU
204    204      LU2608  20250801  ...    3529       3573      LU
205    205      FU2509  20250801  ...    2914       2953      FU
206    206      FU2510  20250801  ...    2936       2969      FU
207    207      FU2511  20250801  ...    2952       2978      FU
208    208      FU2512  20250801  ...    2949       2972      FU
209    209      FU2601  20250801  ...    2943       2969      FU
210    210      FU2602  20250801  ...    2938       2960      FU
211    211      FU2603  20250801  ...    2929       2948      FU
212    212      FU2604  20250801  ...    2917       2933      FU
213    213      FU2605  20250801  ...    2903       2921      FU
214    214      FU2606  20250801  ...    2890       2905      FU
215    215      FU2607  20250801  ...    2867       2882      FU
216    216      FU2608  20250801  ...    2852       2882      FU
217    217      BU2508  20250801  ...    3657       3684      BU
218    218      BU2509  20250801  ...    3652       3665      BU
219    219      BU2510  20250801  ...    3643       3650      BU
220    220      BU2511  20250801  ...    3610       3612      BU
221    221      BU2512  20250801  ...    3531       3535      BU
222    222      BU2601  20250801  ...    3499       3500      BU
223    223      BU2602  20250801  ...    3478       3480      BU
224    224      BU2603  20250801  ...    3470       3482      BU
225    225      BU2604  20250801  ...    3467       3469      BU
226    226      BU2605  20250801  ...    3464       3462      BU
227    227      BU2606  20250801  ...    3454       3454      BU
228    228      BU2607  20250801  ...    3451       3461      BU
229    229      BU2609  20250801  ...    3428       3436      BU
230    230      BU2612  20250801  ...    3382       3393      BU
231    231      BU2703  20250801  ...    3378       3391      BU
232    232      BU2706  20250801  ...    3374       3388      BU
233    233      BR2508  20250801  ...   11505      11580      BR
234    234      BR2509  20250801  ...   11475      11580      BR
235    235      BR2510  20250801  ...   11455      11560      BR
236    236      BR2511  20250801  ...   11450      11575      BR
237    237      BR2512  20250801  ...   11480      11635      BR
238    238      BR2601  20250801  ...   11525      11650      BR
239    239      BR2602  20250801  ...   11510      11705      BR
240    240      BR2603  20250801  ...   11550      11705      BR
241    241      BR2604  20250801  ...   11615      11665      BR
242    242      BR2605  20250801  ...   11625      11675      BR
243    243      BR2606  20250801  ...   11575      11635      BR
244    244      BR2607  20250801  ...   11700      11690      BR
245    245      RU2508  20250801  ...   14405      14725      RU
246    246      RU2509  20250801  ...   14440      14720      RU
247    247      RU2510  20250801  ...   14430      14745      RU
248    248      RU2511  20250801  ...   14405      14675      RU
249    249      RU2601  20250801  ...   15280      15515      RU
250    250      RU2603  20250801  ...   15385      15635      RU
251    251      RU2604  20250801  ...   15405      15635      RU
252    252      RU2605  20250801  ...   15390      15650      RU
253    253      RU2606  20250801  ...   15300      15565      RU
254    254      RU2607  20250801  ...   15360      15655      RU
255    255      NR2508  20250801  ...   12185      12320      NR
256    256      NR2509  20250801  ...   12220      12365      NR
257    257      NR2510  20250801  ...   12260      12395      NR
258    258      NR2511  20250801  ...   12295      12445      NR
259    259      NR2512  20250801  ...   12340      12465      NR
260    260      NR2601  20250801  ...   12385      12490      NR
261    261      NR2602  20250801  ...   12465      12590      NR
262    262      NR2603  20250801  ...   12310      12650      NR
263    263      NR2604  20250801  ...   12285      12640      NR
264    264      NR2605  20250801  ...   12430      12585      NR
265    265      NR2606  20250801  ...   12290      12630      NR
266    266      NR2607  20250801  ...   12550      12550      NR
267    267      SP2508  20250801  ...    5194       5240      SP
268    268      SP2509  20250801  ...    5206       5268      SP
269    269      SP2510  20250801  ...    5196       5248      SP
270    270      SP2511  20250801  ...    5202       5246      SP
271    271      SP2512  20250801  ...    5198       5232      SP
272    272      SP2601  20250801  ...    5414       5444      SP
273    273      SP2602  20250801  ...    5356       5368      SP
274    274      SP2603  20250801  ...    5362       5366      SP
275    275      SP2604  20250801  ...    5354       5366      SP
276    276      SP2605  20250801  ...    5352       5354      SP
277    277      SP2606  20250801  ...    5354       5348      SP
278    278      SP2607  20250801  ...    5348       5348      SP
279    279      EC2508  20250801  ...  2114.3     2123.5      EC
280    280      EC2510  20250801  ...  1432.1     1428.2      EC
281    281      EC2512  20250801  ...  1687.9     1700.9      EC
282    282      EC2602  20250801  ...  1485.8     1496.3      EC
283    283      EC2604  20250801  ...  1329.8     1340.3      EC
284    284      EC2606  20250801  ...  1469.7     1475.5      EC
285    285  SC_TAS2509  20250801  ...                     SC_TAS
286    286  SC_TAS2510  20250801  ...                     SC_TAS
287    287  SC_TAS2511  20250801  ...                     SC_TAS
288    288  SC_TAS2512  20250801  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:25:29,906 - future_1d - INFO - ak.get_shfe_daily('2025-08-01') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:25:30,117 - future_1d - INFO - ak.get_dce_daily('2025-08-01') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250801  6182.000  ...  6173.600    6175.600       IC
1   IC2509  20250801  6130.000  ...  6109.800    6112.200       IC
2   IC2512  20250801  5977.000  ...  5961.800    5964.600       IC
3   IC2603  20250801  5852.000  ...  5835.800    5839.200       IC
4   IF2508  20250801  4064.800  ...  4044.000    4063.800       IF
5   IF2509  20250801  4057.800  ...  4031.800    4050.800       IF
6   IF2512  20250801  4021.000  ...  4000.000    4016.400       IF
7   IF2603  20250801  3990.800  ...  3969.000    3985.600       IF
8   IH2508  20250801  2773.600  ...  2755.400    2772.600       IH
9   IH2509  20250801  2776.000  ...  2755.400    2772.000       IH
10  IH2512  20250801  2775.000  ...  2757.400    2773.600       IH
11  IH2603  20250801  2776.200  ...  2757.000    2775.600       IH
12  IM2508  20250801  6625.000  ...  6625.200    6602.800       IM
13  IM2509  20250801  6554.600  ...  6549.800    6526.600       IM
14  IM2512  20250801  6350.000  ...  6364.800    6340.000       IM
15  IM2603  20250801  6188.000  ...  6194.600    6173.000       IM
16   T2509  20250801   108.395  ...   108.450     108.460        T
17   T2512  20250801   108.400  ...   108.425     108.435        T
18   T2603  20250801   108.310  ...   108.395     108.405        T
19  TF2509  20250801   105.715  ...   105.730     105.725       TF
20  TF2512  20250801   105.790  ...   105.785     105.790       TF
21  TF2603  20250801   105.820  ...   105.840     105.840       TF
22  TL2509  20250801   118.950  ...   119.090     119.120       TL
23  TL2512  20250801   118.700  ...   118.820     118.770       TL
24  TL2603  20250801   118.270  ...   118.520     118.430       TL
25  TS2509  20250801   102.346  ...   102.352     102.350       TS
26  TS2512  20250801   102.402  ...   102.394     102.414       TS
27  TS2603  20250801   102.470  ...   102.462     102.484       TS

[28 rows x 12 columns]
2025-08-11 18:25:30,278 - future_1d - INFO - ak.get_cffex_daily('2025-08-01') done
2025-08-11 18:25:32,048 - future_1d - INFO - save future_daily 2025-08-01 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250804  48000.0  ...  48370.0     49395.0       PS
1   PS2509  20250804  48500.0  ...  48250.0     49350.0       PS
2   PS2510  20250804  48500.0  ...  48405.0     49490.0       PS
3   PS2511  20250804  48800.0  ...  48450.0     49590.0       PS
4   PS2512  20250804  52475.0  ...  51430.0     52650.0       PS
5   PS2601  20250804  51600.0  ...  51605.0     52835.0       PS
6   PS2602  20250804  51940.0  ...  51880.0     53380.0       PS
7   PS2603  20250804  52065.0  ...  52045.0     53405.0       PS
8   PS2604  20250804  52100.0  ...  52185.0     53565.0       PS
9   PS2605  20250804  51900.0  ...  51875.0     53300.0       PS
10  PS2606  20250804  54600.0  ...  54095.0     55335.0       PS
11  PS2607  20250804  54235.0  ...  54260.0     55500.0       PS
13  SI2508  20250804   8330.0  ...   8490.0      8710.0       SI
14  SI2509  20250804   8490.0  ...   8365.0      8660.0       SI
15  SI2510  20250804   8465.0  ...   8380.0      8655.0       SI
16  SI2511  20250804   8450.0  ...   8375.0      8645.0       SI
17  SI2512  20250804   8825.0  ...   8720.0      8995.0       SI
18  SI2601  20250804   8795.0  ...   8715.0      8975.0       SI
19  SI2602  20250804   8750.0  ...   8700.0      8935.0       SI
20  SI2603  20250804   8750.0  ...   8725.0      8965.0       SI
21  SI2604  20250804   8760.0  ...   8745.0      8970.0       SI
22  SI2605  20250804   8885.0  ...   8745.0      8990.0       SI
23  SI2606  20250804   8885.0  ...   8770.0      8995.0       SI
24  SI2607  20250804   8895.0  ...   8790.0      8975.0       SI
27  LC2508  20250804  68500.0  ...  69520.0     68480.0       LC
28  LC2509  20250804  69280.0  ...  69520.0     68860.0       LC
29  LC2510  20250804  69360.0  ...  69480.0     69000.0       LC
30  LC2511  20250804  69320.0  ...  69500.0     69100.0       LC
31  LC2512  20250804  69580.0  ...  69580.0     69520.0       LC
32  LC2601  20250804  69600.0  ...  69640.0     69500.0       LC
33  LC2602  20250804  69460.0  ...  69320.0     69400.0       LC
34  LC2603  20250804  69000.0  ...  69440.0     69260.0       LC
35  LC2604  20250804  69860.0  ...  70200.0     69900.0       LC
36  LC2605  20250804  71000.0  ...  70300.0     70080.0       LC
37  LC2606  20250804  69160.0  ...  70140.0     70060.0       LC
38  LC2607  20250804  70060.0  ...  70220.0     70160.0       LC

[36 rows x 12 columns]
2025-08-11 18:25:41,208 - future_1d - INFO - ak.get_gfex_daily('2025-08-04') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250804   7773.0   7849.0  ...   300951.68   7814.0      7791.0       AP
1    AP511  20250804   7605.0   7653.0  ...     1725.71   7636.0      7603.0       AP
2    AP512  20250804   7674.0   7706.0  ...       53.89   7698.0      7663.0       AP
3    AP601  20250804   7682.0   7768.0  ...    19704.24   7736.0      7718.0       AP
4    AP603  20250804   7662.0   7733.0  ...      169.46   7703.0      7676.0       AP
5    AP604  20250804   7724.0   7797.0  ...      139.63   7757.0      7710.0       AP
6    AP605  20250804   7800.0   7877.0  ...      352.93   7843.0      7792.0       AP
7    CF509  20250804  13585.0  13725.0  ...  1297244.37  13640.0     13615.0       CF
8    CF511  20250804  13650.0  13730.0  ...   141482.60  13655.0     13685.0       CF
9    CF601  20250804  13780.0  13850.0  ...   771390.51  13780.0     13800.0       CF
10   CF603  20250804  13725.0  13815.0  ...     4326.38  13755.0     13780.0       CF
11   CF605  20250804  13725.0  13790.0  ...    31564.35  13720.0     13770.0       CF
12   CF607  20250804  13730.0  13800.0  ...     1444.25  13755.0     13765.0       CF
13   CJ509  20250804   9855.0   9965.0  ...    53058.83   9790.0      9715.0       CJ
14   CJ512  20250804  10885.0  10970.0  ...    13609.31  10750.0     10725.0       CJ
15   CJ601  20250804  11030.0  11135.0  ...   931396.45  10920.0     10880.0       CJ
16   CJ603  20250804  11075.0  11200.0  ...    14148.16  11000.0     10915.0       CJ
17   CJ605  20250804  11220.0  11330.0  ...   133541.52  11135.0     11085.0       CJ
18   CJ607  20250804  11440.0  11470.0  ...     3045.32  11300.0     11265.0       CJ
19   CY508  20250804      0.0      0.0  ...        0.00  20005.0     20005.0       CY
20   CY509  20250804  19730.0  19855.0  ...    40417.30  19790.0     19760.0       CY
21   CY510  20250804      0.0      0.0  ...        0.00  19900.0     19900.0       CY
22   CY511  20250804  19735.0  19830.0  ...    50819.35  19765.0     19765.0       CY
23   CY512  20250804  19650.0  19650.0  ...        9.83  19650.0     19570.0       CY
24   CY601  20250804  19680.0  19740.0  ...      363.90  19670.0     19695.0       CY
25   CY602  20250804      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250804      0.0      0.0  ...        0.00  20150.0     20150.0       CY
27   CY604  20250804      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250804      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250804      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250804      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250804   1060.0   1062.0  ...      110.41   1062.0      1092.0       FG
32   FG509  20250804   1102.0   1114.0  ...  3978523.83   1084.0      1104.0       FG
33   FG510  20250804   1182.0   1191.0  ...   111783.35   1162.0      1181.0       FG
34   FG511  20250804   1170.0   1180.0  ...   144753.47   1156.0      1172.0       FG
35   FG512  20250804   1246.0   1250.0  ...    38624.12   1228.0      1238.0       FG
36   FG601  20250804   1225.0   1239.0  ...  2136501.70   1218.0      1226.0       FG
37   FG602  20250804   1275.0   1281.0  ...     4936.81   1261.0      1268.0       FG
38   FG603  20250804   1268.0   1278.0  ...     2449.13   1256.0      1264.0       FG
39   FG604  20250804   1315.0   1323.0  ...     1652.62   1303.0      1302.0       FG
40   FG605  20250804   1305.0   1312.0  ...    39571.16   1292.0      1297.0       FG
41   FG606  20250804   1333.0   1336.0  ...     1654.59   1322.0      1320.0       FG
42   FG607  20250804   1328.0   1333.0  ...     1215.33   1315.0      1316.0       FG
43   JR509  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250804      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250804      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250804      0.0      0.0  ...        0.00   2366.0      2368.0       MA
53   MA509  20250804   2398.0   2398.0  ...   937605.55   2384.0      2403.0       MA
54   MA510  20250804   2423.0   2426.0  ...    47736.70   2413.0      2431.0       MA
55   MA511  20250804   2445.0   2448.0  ...    86842.31   2437.0      2452.0       MA
56   MA512  20250804   2475.0   2482.0  ...    51185.22   2472.0      2485.0       MA
57   MA601  20250804   2490.0   2492.0  ...   293457.67   2481.0      2495.0       MA
58   MA602  20250804   2476.0   2487.0  ...       14.89   2482.0      2494.0       MA
59   MA603  20250804   2477.0   2480.0  ...       71.73   2474.0      2490.0       MA
60   MA604  20250804   2458.0   2460.0  ...       14.74   2456.0      2468.0       MA
61   MA605  20250804   2438.0   2440.0  ...     8826.55   2427.0      2443.0       MA
62   MA606  20250804   2435.0   2443.0  ...       29.25   2438.0      2457.0       MA
63   MA607  20250804   2425.0   2428.0  ...       31.53   2425.0      2439.0       MA
64   OI509  20250804   9516.0   9545.0  ...  2070972.21   9490.0      9495.0       OI
65   OI511  20250804   9519.0   9555.0  ...   196916.07   9496.0      9506.0       OI
66   OI601  20250804   9462.0   9478.0  ...   724308.93   9429.0      9434.0       OI
67   OI603  20250804   9387.0   9414.0  ...     1143.75   9375.0      9363.0       OI
68   OI605  20250804   9337.0   9357.0  ...     9060.38   9321.0      9328.0       OI
69   OI607  20250804   9288.0   9338.0  ...       65.18   9312.0      9314.0       OI
70   PF508  20250804   6342.0   6342.0  ...      309.71   6322.0      6360.0       PF
71   PF509  20250804   6392.0   6394.0  ...   236650.30   6362.0      6408.0       PF
72   PF510  20250804   6460.0   6484.0  ...   235468.09   6420.0      6474.0       PF
73   PF511  20250804   6448.0   6454.0  ...    75736.25   6412.0      6468.0       PF
74   PF512  20250804   6442.0   6448.0  ...    32645.95   6404.0      6464.0       PF
75   PF601  20250804   6452.0   6458.0  ...     7784.22   6416.0      6470.0       PF
76   PF602  20250804   6454.0   6454.0  ...      125.43   6432.0      6474.0       PF
77   PF603  20250804   6432.0   6436.0  ...       32.10   6420.0      6486.0       PF
78   PF604  20250804   6432.0   6432.0  ...        6.43   6432.0      6508.0       PF
79   PF605  20250804   6488.0   6488.0  ...       35.56   6466.0      6522.0       PF
80   PF606  20250804   6474.0   6474.0  ...        9.70   6468.0      6530.0       PF
81   PF607  20250804   6476.0   6476.0  ...        3.24   6476.0      6540.0       PF
82   PK510  20250804   8086.0   8116.0  ...   138040.34   8092.0      8094.0       PK
83   PK511  20250804   7936.0   7992.0  ...    65133.48   7960.0      7962.0       PK
84   PK512  20250804   7944.0   7964.0  ...    12139.21   7948.0      7946.0       PK
85   PK601  20250804   7938.0   7960.0  ...     9737.21   7950.0      7944.0       PK
86   PK603  20250804   7948.0   7970.0  ...      143.10   7950.0      7958.0       PK
87   PK604  20250804   7964.0   7970.0  ...       55.71   7960.0      7966.0       PK
88   PK605  20250804   7964.0   7968.0  ...     1057.86   7954.0      7954.0       PK
89   PL601  20250804   6480.0   6494.0  ...    27644.28   6468.0      6504.0       PL
90   PL602  20250804   6559.0   6565.0  ...     2547.66   6532.0      6587.0       PL
91   PL603  20250804   6503.0   6503.0  ...     1308.30   6477.0      6512.0       PL
92   PL604  20250804   6500.0   6500.0  ...       90.64   6475.0      6491.0       PL
93   PL605  20250804   6394.0   6399.0  ...      368.63   6356.0      6415.0       PL
94   PL606  20250804   6487.0   6488.0  ...       38.86   6477.0      6551.0       PL
95   PL607  20250804   6480.0   6480.0  ...       38.86   6477.0      6543.0       PL
96   PM509  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250804      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250804   5910.0   5910.0  ...      883.53   5890.0      5910.0       PR
103  PR509  20250804   5920.0   5930.0  ...   131191.51   5896.0      5934.0       PR
104  PR510  20250804   5958.0   5960.0  ...   261631.81   5932.0      5974.0       PR
105  PR511  20250804   5960.0   5976.0  ...   144239.65   5946.0      5986.0       PR
106  PR512  20250804   5970.0   5978.0  ...    24440.54   5962.0      5986.0       PR
107  PR601  20250804   5980.0   5982.0  ...     2565.75   5960.0      5986.0       PR
108  PR602  20250804   5988.0   6010.0  ...       18.00   6000.0      6020.0       PR
109  PR603  20250804   6000.0   6020.0  ...       36.03   6006.0      6026.0       PR
110  PR604  20250804   6010.0   6012.0  ...       27.05   6012.0      6036.0       PR
111  PR605  20250804   6000.0   6000.0  ...       44.95   5994.0      6032.0       PR
112  PR606  20250804      0.0      0.0  ...        0.00   6026.0      6026.0       PR
113  PR607  20250804      0.0      0.0  ...        0.00   6038.0      6066.0       PR
114  PX508  20250804      0.0      0.0  ...        0.00   6780.0      6846.0       PX
115  PX509  20250804   6814.0   6840.0  ...   334445.39   6780.0      6846.0       PX
116  PX510  20250804   6822.0   6836.0  ...    74595.13   6768.0      6842.0       PX
117  PX511  20250804   6792.0   6818.0  ...   152374.76   6744.0      6828.0       PX
118  PX512  20250804   6808.0   6820.0  ...    62508.73   6748.0      6828.0       PX
119  PX601  20250804   6784.0   6802.0  ...    65389.34   6746.0      6810.0       PX
120  PX602  20250804   6760.0   6760.0  ...       20.16   6722.0      6796.0       PX
121  PX603  20250804   6706.0   6706.0  ...        3.35   6706.0      6788.0       PX
122  PX604  20250804      0.0      0.0  ...        0.00   6718.0      6792.0       PX
123  PX605  20250804   6750.0   6752.0  ...      228.14   6710.0      6778.0       PX
124  PX606  20250804   6736.0   6736.0  ...       10.08   6718.0      6774.0       PX
125  PX607  20250804   6740.0   6740.0  ...       10.08   6720.0      6790.0       PX
126  RI509  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250804      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250804   2675.0   2690.0  ...     1239.52   2683.0      2666.0       RM
133  RM509  20250804   2668.0   2706.0  ...   707768.85   2686.0      2679.0       RM
134  RM511  20250804   2535.0   2565.0  ...     9752.72   2555.0      2536.0       RM
135  RM601  20250804   2403.0   2443.0  ...   289576.57   2428.0      2401.0       RM
136  RM603  20250804   2384.0   2414.0  ...    18395.60   2403.0      2381.0       RM
137  RM605  20250804   2372.0   2388.0  ...    66568.85   2380.0      2371.0       RM
138  RM607  20250804   2360.0   2371.0  ...     5984.32   2363.0      2359.0       RM
139  RS508  20250804      0.0      0.0  ...        0.00   5037.0      5075.0       RS
140  RS509  20250804   5020.0   5126.0  ...       56.08   5098.0      5136.0       RS
141  RS511  20250804      0.0      0.0  ...        0.00   5241.0      5241.0       RS
142  RS607  20250804      0.0      0.0  ...        0.00   5350.0      5290.0       RS
143  SA508  20250804   1243.0   1253.0  ...      628.17   1246.0      1241.0       SA
144  SA509  20250804   1261.0   1265.0  ...  2853354.68   1246.0      1254.0       SA
145  SA510  20250804   1284.0   1294.0  ...   262195.50   1274.0      1275.0       SA
146  SA511  20250804   1293.0   1304.0  ...   322932.05   1284.0      1285.0       SA
147  SA512  20250804   1328.0   1342.0  ...   115764.91   1323.0      1324.0       SA
148  SA601  20250804   1336.0   1348.0  ...  2655822.59   1327.0      1328.0       SA
149  SA602  20250804   1347.0   1356.0  ...     5451.06   1334.0      1337.0       SA
150  SA603  20250804   1341.0   1360.0  ...     6134.95   1337.0      1340.0       SA
151  SA604  20250804   1384.0   1394.0  ...     2576.12   1370.0      1373.0       SA
152  SA605  20250804   1387.0   1399.0  ...    68878.89   1376.0      1376.0       SA
153  SA606  20250804   1389.0   1403.0  ...     2068.54   1381.0      1382.0       SA
154  SA607  20250804   1381.0   1396.0  ...     1834.07   1373.0      1375.0       SA
155  SF508  20250804   5654.0   5654.0  ...      565.40   5654.0      5708.0       SF
156  SF509  20250804   5650.0   5686.0  ...   630654.35   5658.0      5706.0       SF
157  SF510  20250804   5636.0   5674.0  ...   117651.91   5638.0      5692.0       SF
158  SF511  20250804   5810.0   5850.0  ...   191289.12   5808.0      5872.0       SF
159  SF512  20250804   5794.0   5840.0  ...    21588.72   5802.0      5860.0       SF
160  SF601  20250804   5788.0   5828.0  ...    59683.99   5790.0      5852.0       SF
161  SF602  20250804   5750.0   5786.0  ...      628.50   5740.0      5802.0       SF
162  SF603  20250804   5890.0   5918.0  ...      123.44   5878.0      5928.0       SF
163  SF604  20250804   5850.0   5902.0  ...       43.97   5862.0      5914.0       SF
164  SF605  20250804   5860.0   5900.0  ...      556.94   5862.0      5906.0       SF
165  SF606  20250804   5778.0   5820.0  ...       46.31   5790.0      5840.0       SF
166  SF607  20250804   5926.0   5938.0  ...       26.67   5926.0      5962.0       SF
167  SH508  20250804      0.0      0.0  ...      741.00   2459.0      2476.0       SH
168  SH509  20250804   2537.0   2548.0  ...  1513544.15   2517.0      2541.0       SH
169  SH510  20250804   2600.0   2612.0  ...   316036.16   2590.0      2606.0       SH
170  SH511  20250804   2587.0   2611.0  ...   280266.17   2584.0      2595.0       SH
171  SH512  20250804   2607.0   2623.0  ...    85877.07   2597.0      2610.0       SH
172  SH601  20250804   2600.0   2607.0  ...   401607.32   2587.0      2599.0       SH
173  SH602  20250804   2619.0   2626.0  ...      617.95   2607.0      2614.0       SH
174  SH603  20250804   2629.0   2636.0  ...      416.18   2617.0      2630.0       SH
175  SH604  20250804   2666.0   2676.0  ...      175.74   2663.0      2672.0       SH
176  SH605  20250804   2686.0   2688.0  ...     4474.98   2673.0      2681.0       SH
177  SH606  20250804   2686.0   2693.0  ...      233.36   2682.0      2687.0       SH
178  SH607  20250804   2671.0   2671.0  ...       47.93   2663.0      2662.0       SH
179  SM508  20250804   5950.0   5968.0  ...     1159.78   5948.0      5982.0       SM
180  SM509  20250804   5950.0   5996.0  ...   838339.68   5962.0      5974.0       SM
181  SM510  20250804   5942.0   5998.0  ...    71556.61   5964.0      5986.0       SM
182  SM511  20250804   6016.0   6064.0  ...   134514.72   6032.0      6050.0       SM
183  SM512  20250804   6024.0   6072.0  ...    34306.74   6040.0      6054.0       SM
184  SM601  20250804   6040.0   6082.0  ...   235811.29   6050.0      6060.0       SM
185  SM602  20250804   6018.0   6068.0  ...     1023.27   6056.0      6056.0       SM
186  SM603  20250804   6012.0   6078.0  ...      202.33   6040.0      6068.0       SM
187  SM604  20250804   6032.0   6086.0  ...      138.95   6042.0      6084.0       SM
188  SM605  20250804   6048.0   6114.0  ...     4435.33   6080.0      6092.0       SM
189  SM606  20250804   6072.0   6112.0  ...       51.73   6086.0      6098.0       SM
190  SM607  20250804   6100.0   6130.0  ...       79.35   6104.0      6130.0       SM
191  SR509  20250804   5730.0   5735.0  ...   851954.10   5721.0      5762.0       SR
192  SR511  20250804   5653.0   5657.0  ...    80022.35   5650.0      5662.0       SR
193  SR601  20250804   5618.0   5639.0  ...   428796.21   5626.0      5639.0       SR
194  SR603  20250804   5592.0   5609.0  ...     4269.87   5596.0      5610.0       SR
195  SR605  20250804   5566.0   5575.0  ...    28518.38   5567.0      5590.0       SR
196  SR607  20250804   5568.0   5571.0  ...     1363.09   5564.0      5590.0       SR
197  TA508  20250804   4740.0   4740.0  ...     2013.21   4688.0      4772.0       TA
198  TA509  20250804   4750.0   4758.0  ...  1193028.62   4716.0      4762.0       TA
199  TA510  20250804   4754.0   4776.0  ...    93498.83   4734.0      4782.0       TA
200  TA511  20250804   4776.0   4782.0  ...    65366.60   4740.0      4790.0       TA
201  TA512  20250804   4778.0   4782.0  ...    25256.18   4742.0      4796.0       TA
202  TA601  20250804   4782.0   4786.0  ...   551070.31   4744.0      4800.0       TA
203  TA602  20250804   4772.0   4772.0  ...       68.79   4744.0      4794.0       TA
204  TA603  20250804   4778.0   4778.0  ...       23.76   4752.0      4800.0       TA
205  TA604  20250804   4760.0   4760.0  ...       14.28   4758.0      4808.0       TA
206  TA605  20250804   4808.0   4820.0  ...     8422.00   4784.0      4820.0       TA
207  TA606  20250804   4794.0   4794.0  ...       11.96   4784.0      4834.0       TA
208  TA607  20250804   4786.0   4788.0  ...        7.18   4786.0      4840.0       TA
209  UR508  20250804      0.0      0.0  ...        0.00   1722.0      1707.0       UR
210  UR509  20250804   1714.0   1742.0  ...   511274.84   1726.0      1714.0       UR
211  UR510  20250804   1719.0   1748.0  ...    24919.67   1734.0      1723.0       UR
212  UR511  20250804   1741.0   1776.0  ...    23864.82   1765.0      1752.0       UR
213  UR512  20250804   1752.0   1770.0  ...      715.44   1762.0      1745.0       UR
214  UR601  20250804   1740.0   1765.0  ...   144639.26   1752.0      1741.0       UR
215  UR602  20250804   1733.0   1762.0  ...     2181.49   1751.0      1739.0       UR
216  UR603  20250804   1777.0   1794.0  ...       92.82   1785.0      1776.0       UR
217  UR604  20250804   1778.0   1794.0  ...      160.22   1780.0      1778.0       UR
218  UR605  20250804   1782.0   1799.0  ...     4427.03   1788.0      1780.0       UR
219  UR606  20250804   1771.0   1789.0  ...      181.43   1779.0      1775.0       UR
220  UR607  20250804   1776.0   1793.0  ...      139.19   1785.0      1782.0       UR
221  WH509  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250804      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250804      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:25:41,556 - future_1d - INFO - ak.get_czce_daily('2025-08-04') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250804   527.6   527.7  ...   7537481.8   516.8      528.1      SC
1       SC2510  20250804   523.1   523.1  ...  1718415.83   511.8      523.7      SC
2       SC2511  20250804     519     519  ...   271381.83   507.9      519.8      SC
3       SC2512  20250804   516.3   516.3  ...    64483.96   505.7        516      SC
4       SC2601  20250804   511.2   511.2  ...    21919.61   501.5        513      SC
5       SC2602  20250804   507.1   507.1  ...    13994.73   499.8      509.6      SC
6       SC2603  20250804   505.8   505.8  ...    17388.31   496.8      506.4      SC
7       SC2604  20250804     503     503  ...     2690.04     489      503.7      SC
8       SC2605  20250804   502.5   502.5  ...      392.58   490.7      502.9      SC
9       SC2606  20250804     497     497  ...     2624.28   485.9      500.8      SC
10      SC2607  20250804                  ...           0     485      498.8      SC
11      SC2608  20250804                  ...           0   486.8      496.8      SC
12      SC2609  20250804   480.4   480.4  ...       48.04   480.4      495.1      SC
13      SC2612  20250804   487.7   487.7  ...      192.82     482      488.2      SC
14      SC2703  20250804                  ...           0   478.1      486.9      SC
15      SC2706  20250804   484.5   484.5  ...       96.18   480.9      484.5      SC
16      SC2709  20250804     472     472  ...       94.34   471.7      483.3      SC
17      SC2712  20250804   470.1   470.1  ...       47.01   470.1      483.1      SC
18      SC2803  20250804                  ...           0   469.5      476.1      SC
19      SC2806  20250804   474.5   474.5  ...      141.74   472.4      474.2      SC
21      LU2509  20250804    3633    3643  ...   30108.692    3572       3645      LU
22      LU2510  20250804    3652    3661  ...  391774.499    3588       3663      LU
23      LU2511  20250804    3669    3670  ...   162900.07    3600       3668      LU
24      LU2512  20250804    3634    3654  ...   10543.715    3571       3651      LU
25      LU2601  20250804    3600    3616  ...   10236.398    3529       3612      LU
26      LU2602  20250804    3572    3580  ...     518.326    3526       3595      LU
27      LU2603  20250804    3579    3580  ...     355.004    3550       3596      LU
28      LU2604  20250804    3543    3543  ...      28.048    3506       3576      LU
29      LU2605  20250804    3485    3485  ...       38.14    3467       3498      LU
30      LU2606  20250804    3551    3551  ...      31.436    3492       3572      LU
31      LU2607  20250804    3545    3545  ...      59.126    3478       3542      LU
32      LU2608  20250804    3508    3508  ...      20.862    3477       3529      LU
34      NR2508  20250804   12185   12185  ...      1331.5   12100      12185      NR
35      NR2509  20250804   12230   12230  ...  817545.835   12145      12220      NR
36      NR2510  20250804   12265   12270  ...   451114.65   12190      12260      NR
37      NR2511  20250804   12320   12320  ...   41742.415   12220      12295      NR
38      NR2512  20250804   12345   12345  ...   10967.365   12265      12340      NR
39      NR2601  20250804   12335   12390  ...   28054.275   12305      12385      NR
40      NR2602  20250804   12360   12360  ...      579.87   12335      12465      NR
41      NR2603  20250804   12310   12400  ...      692.76   12370      12310      NR
42      NR2604  20250804   12425   12425  ...         198   12375      12285      NR
43      NR2605  20250804   12360   12400  ...       37.16   12385      12430      NR
44      NR2606  20250804   12505   12505  ...     137.365   12485      12290      NR
45      NR2607  20250804   12475   12500  ...      24.975   12485      12550      NR
47      BC2508  20250804   69350   69440  ...     346.975   69390      68830      BC
48      BC2509  20250804   69600   69640  ...    125883.2   69370      69410      BC
49      BC2510  20250804   69510   69650  ...   13987.375   69410      69430      BC
50      BC2511  20250804                  ...           0   69240      69240      BC
51      BC2512  20250804   69660   69660  ...      69.655   69650      69700      BC
52      BC2601  20250804                  ...           0   70020      70020      BC
53      BC2602  20250804                  ...           0   70000      70000      BC
54      BC2603  20250804                  ...           0   70000      70000      BC
55      BC2604  20250804                  ...           0   70000      70000      BC
56      BC2605  20250804                  ...           0   70000      70000      BC
57      BC2606  20250804                  ...           0   69340      69340      BC
58      BC2607  20250804                  ...           0   68670      68670      BC
60      EC2508  20250804    2100  2122.3  ...    5068.865    2112     2114.3      EC
61      EC2510  20250804  1415.9    1432  ...  212521.427  1404.2     1432.1      EC
62      EC2512  20250804    1670    1700  ...   29799.638  1670.3     1687.9      EC
63      EC2602  20250804  1485.8    1490  ...   5042.7065  1474.4     1485.8      EC
64      EC2604  20250804  1325.9    1330  ...   4879.1515  1315.1     1329.8      EC
65      EC2606  20250804  1454.6  1467.8  ...    713.0175  1455.1     1469.7      EC
68  SC_TAS2509  20250804                  ...                                 SC_TAS
69  SC_TAS2510  20250804                  ...                                 SC_TAS
70  SC_TAS2511  20250804                  ...                                 SC_TAS
71  SC_TAS2512  20250804                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 18:25:41,625 - future_1d - INFO - ak.get_ine_daily('2025-08-04') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250804  ...   78240      78260      CU
1        1      CU2509  20250804  ...   78220      78270      CU
2        2      CU2510  20250804  ...   78200      78220      CU
3        3      CU2511  20250804  ...   78130      78210      CU
4        4      CU2512  20250804  ...   78100      78120      CU
5        5      CU2601  20250804  ...   78080      78040      CU
6        6      CU2602  20250804  ...   78070      78000      CU
7        7      CU2603  20250804  ...   78030      78080      CU
8        8      CU2604  20250804  ...   78120      78200      CU
9        9      CU2605  20250804  ...   78080      78070      CU
10      10      CU2606  20250804  ...   78120      78190      CU
11      11      CU2607  20250804  ...   78080      78180      CU
12      12      BC2508  20250804  ...   69390      68830      BC
13      13      BC2509  20250804  ...   69370      69410      BC
14      14      BC2510  20250804  ...   69410      69430      BC
15      15      BC2511  20250804  ...   69240      69240      BC
16      16      BC2512  20250804  ...   69650      69700      BC
17      17      BC2601  20250804  ...   70020      70020      BC
18      18      BC2602  20250804  ...   70000      70000      BC
19      19      BC2603  20250804  ...   70000      70000      BC
20      20      BC2604  20250804  ...   70000      70000      BC
21      21      BC2605  20250804  ...   70000      70000      BC
22      22      BC2606  20250804  ...   69340      69340      BC
23      23      BC2607  20250804  ...   68670      68670      BC
24      24      AL2508  20250804  ...   20515      20520      AL
25      25      AL2509  20250804  ...   20455      20475      AL
26      26      AL2510  20250804  ...   20415      20445      AL
27      27      AL2511  20250804  ...   20370      20400      AL
28      28      AL2512  20250804  ...   20325      20360      AL
29      29      AL2601  20250804  ...   20295      20325      AL
30      30      AL2602  20250804  ...   20300      20330      AL
31      31      AL2603  20250804  ...   20320      20365      AL
32      32      AL2604  20250804  ...   20355      20385      AL
33      33      AL2605  20250804  ...   20360      20400      AL
34      34      AL2606  20250804  ...   20355      20410      AL
35      35      AL2607  20250804  ...   20355      20420      AL
36      36      ZN2508  20250804  ...   22175      22315      ZN
37      37      ZN2509  20250804  ...   22205      22345      ZN
38      38      ZN2510  20250804  ...   22190      22355      ZN
39      39      ZN2511  20250804  ...   22190      22360      ZN
40      40      ZN2512  20250804  ...   22165      22330      ZN
41      41      ZN2601  20250804  ...   22140      22305      ZN
42      42      ZN2602  20250804  ...   22130      22305      ZN
43      43      ZN2603  20250804  ...   22150      22315      ZN
44      44      ZN2604  20250804  ...   22180      22310      ZN
45      45      ZN2605  20250804  ...   22170      22340      ZN
46      46      ZN2606  20250804  ...   22185      22350      ZN
47      47      ZN2607  20250804  ...   22170      22330      ZN
48      48      PB2508  20250804  ...   16735      16630      PB
49      49      PB2509  20250804  ...   16780      16660      PB
50      50      PB2510  20250804  ...   16780      16675      PB
51      51      PB2511  20250804  ...   16805      16705      PB
52      52      PB2512  20250804  ...   16830      16710      PB
53      53      PB2601  20250804  ...   16855      16745      PB
54      54      PB2602  20250804  ...   16835      16885      PB
55      55      PB2603  20250804  ...   16860      16840      PB
56      56      PB2604  20250804  ...   16850      16850      PB
57      57      PB2605  20250804  ...   16910      16850      PB
58      58      PB2606  20250804  ...   17100      17100      PB
59      59      PB2607  20250804  ...   16895      16890      PB
60      60      NI2508  20250804  ...  119880     119950      NI
61      61      NI2509  20250804  ...  119910     119980      NI
62      62      NI2510  20250804  ...  120020     120080      NI
63      63      NI2511  20250804  ...  120150     120270      NI
64      64      NI2512  20250804  ...  120170     120570      NI
65      65      NI2601  20250804  ...  120750     120780      NI
66      66      NI2602  20250804  ...  120670     120930      NI
67      67      NI2603  20250804  ...  120940     121270      NI
68      68      NI2604  20250804  ...  121190     121360      NI
69      69      NI2605  20250804  ...  121790     121760      NI
70      70      NI2606  20250804  ...  122260     121880      NI
71      71      NI2607  20250804  ...  122100     122430      NI
72      72      SN2508  20250804  ...  265590     263970      SN
73      73      SN2509  20250804  ...  266150     264250      SN
74      74      SN2510  20250804  ...  266410     264600      SN
75      75      SN2511  20250804  ...  266390     264620      SN
76      76      SN2512  20250804  ...  266610     264530      SN
77      77      SN2601  20250804  ...  266980     264800      SN
78      78      SN2602  20250804  ...  267390     265000      SN
79      79      SN2603  20250804  ...  267380     265120      SN
80      80      SN2604  20250804  ...  267470     266870      SN
81      81      SN2605  20250804  ...  267140     266350      SN
82      82      SN2606  20250804  ...  268030     266530      SN
83      83      SN2607  20250804  ...  267110     266520      SN
84      84      AO2508  20250804  ...    3178       3233      AO
85      85      AO2509  20250804  ...    3190       3205      AO
86      86      AO2510  20250804  ...    3185       3180      AO
87      87      AO2511  20250804  ...    3189       3183      AO
88      88      AO2512  20250804  ...    3183       3177      AO
89      89      AO2601  20250804  ...    3184       3175      AO
90      90      AO2602  20250804  ...    3173       3157      AO
91      91      AO2603  20250804  ...    3168       3155      AO
92      92      AO2604  20250804  ...    3179       3173      AO
93      93      AO2605  20250804  ...    3175       3163      AO
94      94      AO2606  20250804  ...    3164       3148      AO
95      95      AO2607  20250804  ...    3172       3119      AO
96      96      AD2511  20250804  ...   19880      19890      AD
97      97      AD2512  20250804  ...   19890      19895      AD
98      98      AD2601  20250804  ...   19830      19885      AD
99      99      AD2602  20250804  ...   19760      19760      AD
100    100      AD2603  20250804  ...   19790      19790      AD
101    101      AD2604  20250804  ...   19710      19760      AD
102    102      AD2605  20250804  ...   19650      19670      AD
103    103      AD2606  20250804  ...   19650      19650      AD
104    104      AD2607  20250804  ...   19830      19830      AD
105    105      AU2508  20250804  ...  777.22      767.7      AU
106    106      AU2509  20250804  ...   779.2     769.98      AU
107    107      AU2510  20250804  ...  780.48      770.9      AU
108    108      AU2512  20250804  ...  782.76     772.98      AU
109    109      AU2602  20250804  ...  784.98     775.08      AU
110    110      AU2604  20250804  ...     787      777.4      AU
111    111      AU2606  20250804  ...  789.08     779.84      AU
112    112      AU2608  20250804  ...   791.5     781.88      AU
113    113      AG2508  20250804  ...    8986       8902      AG
114    114      AG2509  20250804  ...    8992       8914      AG
115    115      AG2510  20250804  ...    9001       8923      AG
116    116      AG2511  20250804  ...    9014       8934      AG
117    117      AG2512  20250804  ...    9026       8947      AG
118    118      AG2601  20250804  ...    9038       8961      AG
119    119      AG2602  20250804  ...    9049       8971      AG
120    120      AG2603  20250804  ...    9064       8988      AG
121    121      AG2604  20250804  ...    9075       8998      AG
122    122      AG2605  20250804  ...    9092       9015      AG
123    123      AG2606  20250804  ...    9104       9026      AG
124    124      AG2607  20250804  ...    9115       9033      AG
125    125      RB2508  20250804  ...    3146       3170      RB
126    126      RB2509  20250804  ...    3160       3171      RB
127    127      RB2510  20250804  ...    3189       3213      RB
128    128      RB2511  20250804  ...    3212       3236      RB
129    129      RB2512  20250804  ...    3244       3264      RB
130    130      RB2601  20250804  ...    3250       3270      RB
131    131      RB2602  20250804  ...    3235       3256      RB
132    132      RB2603  20250804  ...    3258       3277      RB
133    133      RB2604  20250804  ...    3270       3294      RB
134    134      RB2605  20250804  ...    3284       3297      RB
135    135      RB2606  20250804  ...    3290       3307      RB
136    136      RB2607  20250804  ...    3297       3311      RB
137    137      WR2508  20250804  ...    3212       3212      WR
138    138      WR2509  20250804  ...    3342       3342      WR
139    139      WR2510  20250804  ...    3401       3448      WR
140    140      WR2511  20250804  ...    3490       3500      WR
141    141      WR2512  20250804  ...    3499       3501      WR
142    142      WR2601  20250804  ...    3416       3410      WR
143    143      WR2602  20250804  ...    3540       3540      WR
144    144      WR2603  20250804  ...    3565       3565      WR
145    145      WR2604  20250804  ...    3560       3560      WR
146    146      WR2605  20250804  ...    3595       3595      WR
147    147      WR2606  20250804  ...    3599       3599      WR
148    148      WR2607  20250804  ...    3635       3635      WR
149    149      HC2508  20250804  ...    3395       3395      HC
150    150      HC2509  20250804  ...    3404       3417      HC
151    151      HC2510  20250804  ...    3393       3408      HC
152    152      HC2511  20250804  ...    3391       3408      HC
153    153      HC2512  20250804  ...    3405       3417      HC
154    154      HC2601  20250804  ...    3396       3413      HC
155    155      HC2602  20250804  ...    3377       3403      HC
156    156      HC2603  20250804  ...    3389       3407      HC
157    157      HC2604  20250804  ...    3414       3413      HC
158    158      HC2605  20250804  ...    3399       3411      HC
159    159      HC2606  20250804  ...    3394       3409      HC
160    160      HC2607  20250804  ...    3414       3419      HC
161    161      SS2508  20250804  ...   12895      12915      SS
162    162      SS2509  20250804  ...   12845      12865      SS
163    163      SS2510  20250804  ...   12895      12905      SS
164    164      SS2511  20250804  ...   12945      12955      SS
165    165      SS2512  20250804  ...   12970      12975      SS
166    166      SS2601  20250804  ...   12990      13000      SS
167    167      SS2602  20250804  ...   13045      13025      SS
168    168      SS2603  20250804  ...   13090      13105      SS
169    169      SS2604  20250804  ...   13190      13115      SS
170    170      SS2605  20250804  ...   13150      13185      SS
171    171      SS2606  20250804  ...   13220      13210      SS
172    172      SS2607  20250804  ...   13240      13265      SS
173    173      SC2509  20250804  ...   516.8      528.1      SC
174    174      SC2510  20250804  ...   511.8      523.7      SC
175    175      SC2511  20250804  ...   507.9      519.8      SC
176    176      SC2512  20250804  ...   505.7        516      SC
177    177      SC2601  20250804  ...   501.5        513      SC
178    178      SC2602  20250804  ...   499.8      509.6      SC
179    179      SC2603  20250804  ...   496.8      506.4      SC
180    180      SC2604  20250804  ...     489      503.7      SC
181    181      SC2605  20250804  ...   490.7      502.9      SC
182    182      SC2606  20250804  ...   485.9      500.8      SC
183    183      SC2607  20250804  ...     485      498.8      SC
184    184      SC2608  20250804  ...   486.8      496.8      SC
185    185      SC2609  20250804  ...   480.4      495.1      SC
186    186      SC2612  20250804  ...     482      488.2      SC
187    187      SC2703  20250804  ...   478.1      486.9      SC
188    188      SC2706  20250804  ...   480.9      484.5      SC
189    189      SC2709  20250804  ...   471.7      483.3      SC
190    190      SC2712  20250804  ...   470.1      483.1      SC
191    191      SC2803  20250804  ...   469.5      476.1      SC
192    192      SC2806  20250804  ...   472.4      474.2      SC
193    193      LU2509  20250804  ...    3572       3645      LU
194    194      LU2510  20250804  ...    3588       3663      LU
195    195      LU2511  20250804  ...    3600       3668      LU
196    196      LU2512  20250804  ...    3571       3651      LU
197    197      LU2601  20250804  ...    3529       3612      LU
198    198      LU2602  20250804  ...    3526       3595      LU
199    199      LU2603  20250804  ...    3550       3596      LU
200    200      LU2604  20250804  ...    3506       3576      LU
201    201      LU2605  20250804  ...    3467       3498      LU
202    202      LU2606  20250804  ...    3492       3572      LU
203    203      LU2607  20250804  ...    3478       3542      LU
204    204      LU2608  20250804  ...    3477       3529      LU
205    205      FU2509  20250804  ...    2869       2914      FU
206    206      FU2510  20250804  ...    2889       2936      FU
207    207      FU2511  20250804  ...    2903       2952      FU
208    208      FU2512  20250804  ...    2894       2949      FU
209    209      FU2601  20250804  ...    2893       2943      FU
210    210      FU2602  20250804  ...    2876       2938      FU
211    211      FU2603  20250804  ...    2870       2929      FU
212    212      FU2604  20250804  ...    2855       2917      FU
213    213      FU2605  20250804  ...    2856       2903      FU
214    214      FU2606  20250804  ...    2843       2890      FU
215    215      FU2607  20250804  ...    2824       2867      FU
216    216      FU2608  20250804  ...    2825       2852      FU
217    217      BU2508  20250804  ...    3625       3657      BU
218    218      BU2509  20250804  ...    3601       3652      BU
219    219      BU2510  20250804  ...    3580       3643      BU
220    220      BU2511  20250804  ...    3553       3610      BU
221    221      BU2512  20250804  ...    3487       3531      BU
222    222      BU2601  20250804  ...    3442       3499      BU
223    223      BU2602  20250804  ...    3423       3478      BU
224    224      BU2603  20250804  ...    3405       3470      BU
225    225      BU2604  20250804  ...    3404       3467      BU
226    226      BU2605  20250804  ...    3402       3464      BU
227    227      BU2606  20250804  ...    3420       3454      BU
228    228      BU2607  20250804  ...    3399       3451      BU
229    229      BU2609  20250804  ...    3394       3428      BU
230    230      BU2612  20250804  ...    3352       3382      BU
231    231      BU2703  20250804  ...    3354       3378      BU
232    232      BU2706  20250804  ...    3353       3374      BU
233    233      BR2508  20250804  ...   11480      11505      BR
234    234      BR2509  20250804  ...   11405      11475      BR
235    235      BR2510  20250804  ...   11410      11455      BR
236    236      BR2511  20250804  ...   11430      11450      BR
237    237      BR2512  20250804  ...   11475      11480      BR
238    238      BR2601  20250804  ...   11515      11525      BR
239    239      BR2602  20250804  ...   11510      11510      BR
240    240      BR2603  20250804  ...   11525      11550      BR
241    241      BR2604  20250804  ...   11590      11615      BR
242    242      BR2605  20250804  ...   11610      11625      BR
243    243      BR2606  20250804  ...   11575      11575      BR
244    244      BR2607  20250804  ...   11655      11700      BR
245    245      RU2508  20250804  ...   14275      14405      RU
246    246      RU2509  20250804  ...   14320      14440      RU
247    247      RU2510  20250804  ...   14345      14430      RU
248    248      RU2511  20250804  ...   14325      14405      RU
249    249      RU2601  20250804  ...   15210      15280      RU
250    250      RU2603  20250804  ...   15280      15385      RU
251    251      RU2604  20250804  ...   15230      15405      RU
252    252      RU2605  20250804  ...   15325      15390      RU
253    253      RU2606  20250804  ...   15330      15300      RU
254    254      RU2607  20250804  ...   15400      15360      RU
255    255      NR2508  20250804  ...   12100      12185      NR
256    256      NR2509  20250804  ...   12145      12220      NR
257    257      NR2510  20250804  ...   12190      12260      NR
258    258      NR2511  20250804  ...   12220      12295      NR
259    259      NR2512  20250804  ...   12265      12340      NR
260    260      NR2601  20250804  ...   12305      12385      NR
261    261      NR2602  20250804  ...   12335      12465      NR
262    262      NR2603  20250804  ...   12370      12310      NR
263    263      NR2604  20250804  ...   12375      12285      NR
264    264      NR2605  20250804  ...   12385      12430      NR
265    265      NR2606  20250804  ...   12485      12290      NR
266    266      NR2607  20250804  ...   12485      12550      NR
267    267      SP2508  20250804  ...    5194       5194      SP
268    268      SP2509  20250804  ...    5170       5206      SP
269    269      SP2510  20250804  ...    5172       5196      SP
270    270      SP2511  20250804  ...    5178       5202      SP
271    271      SP2512  20250804  ...    5186       5198      SP
272    272      SP2601  20250804  ...    5410       5414      SP
273    273      SP2602  20250804  ...    5362       5356      SP
274    274      SP2603  20250804  ...    5374       5362      SP
275    275      SP2604  20250804  ...    5350       5354      SP
276    276      SP2605  20250804  ...    5362       5352      SP
277    277      SP2606  20250804  ...    5378       5354      SP
278    278      SP2607  20250804  ...    5362       5348      SP
279    279      EC2508  20250804  ...    2112     2114.3      EC
280    280      EC2510  20250804  ...  1404.2     1432.1      EC
281    281      EC2512  20250804  ...  1670.3     1687.9      EC
282    282      EC2602  20250804  ...  1474.4     1485.8      EC
283    283      EC2604  20250804  ...  1315.1     1329.8      EC
284    284      EC2606  20250804  ...  1455.1     1469.7      EC
285    286  SC_TAS2509  20250804  ...                     SC_TAS
286    287  SC_TAS2510  20250804  ...                     SC_TAS
287    288  SC_TAS2511  20250804  ...                     SC_TAS
288    289  SC_TAS2512  20250804  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:25:41,734 - future_1d - INFO - ak.get_shfe_daily('2025-08-04') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:25:41,918 - future_1d - INFO - ak.get_dce_daily('2025-08-04') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250804  6158.800  ...  6220.600    6173.600       IC
1   IC2509  20250804  6084.000  ...  6157.800    6109.800       IC
2   IC2512  20250804  5937.800  ...  6001.200    5961.800       IC
3   IC2603  20250804  5803.800  ...  5873.200    5835.800       IC
4   IF2508  20250804  4034.000  ...  4060.000    4044.000       IF
5   IF2509  20250804  4018.200  ...  4048.000    4031.800       IF
6   IF2512  20250804  3983.000  ...  4017.000    4000.000       IF
7   IF2603  20250804  3951.800  ...  3987.200    3969.000       IF
8   IH2508  20250804  2749.000  ...  2767.200    2755.400       IH
9   IH2509  20250804  2750.000  ...  2768.000    2755.400       IH
10  IH2512  20250804  2751.400  ...  2770.000    2757.400       IH
11  IH2603  20250804  2754.000  ...  2769.800    2757.000       IH
12  IM2508  20250804  6606.000  ...  6694.400    6625.200       IM
13  IM2509  20250804  6528.000  ...  6622.600    6549.800       IM
14  IM2512  20250804  6336.400  ...  6433.000    6364.800       IM
15  IM2603  20250804  6165.000  ...  6262.000    6194.600       IM
16   T2509  20250804   108.595  ...   108.485     108.450        T
17   T2512  20250804   108.450  ...   108.265     108.425        T
18   T2603  20250804   108.200  ...   108.035     108.395        T
19  TF2509  20250804   105.810  ...   105.715     105.730       TF
20  TF2512  20250804   105.825  ...   105.710     105.785       TF
21  TF2603  20250804   105.845  ...   105.695     105.840       TF
22  TL2509  20250804   119.700  ...   119.250     119.090       TL
23  TL2512  20250804   119.180  ...   118.900     118.820       TL
24  TL2603  20250804   118.490  ...   118.540     118.520       TL
25  TS2509  20250804   102.384  ...   102.354     102.352       TS
26  TS2512  20250804   102.396  ...   102.362     102.394       TS
27  TS2603  20250804   102.400  ...   102.332     102.462       TS

[28 rows x 12 columns]
2025-08-11 18:25:42,110 - future_1d - INFO - ak.get_cffex_daily('2025-08-04') done
2025-08-11 18:25:43,875 - future_1d - INFO - save future_daily 2025-08-04 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250805  48370.0  ...  48635.0     48370.0       PS
1   PS2509  20250805  48100.0  ...  49445.0     48250.0       PS
2   PS2510  20250805  48480.0  ...  49665.0     48405.0       PS
3   PS2511  20250805  48615.0  ...  49740.0     48450.0       PS
4   PS2512  20250805  51470.0  ...  52710.0     51430.0       PS
5   PS2601  20250805  51795.0  ...  52905.0     51605.0       PS
6   PS2602  20250805  51960.0  ...  53055.0     51880.0       PS
7   PS2603  20250805  52045.0  ...  53175.0     52045.0       PS
8   PS2604  20250805  52500.0  ...  53395.0     52185.0       PS
9   PS2605  20250805  51820.0  ...  53265.0     51875.0       PS
10  PS2606  20250805  54505.0  ...  55725.0     54095.0       PS
11  PS2607  20250805  54620.0  ...  55890.0     54260.0       PS
13  SI2508  20250805      0.0  ...   8490.0      8490.0       SI
14  SI2509  20250805   8330.0  ...   8365.0      8365.0       SI
15  SI2510  20250805   8315.0  ...   8400.0      8380.0       SI
16  SI2511  20250805   8345.0  ...   8395.0      8375.0       SI
17  SI2512  20250805   8830.0  ...   8785.0      8720.0       SI
18  SI2601  20250805   8730.0  ...   8770.0      8715.0       SI
19  SI2602  20250805   8700.0  ...   8810.0      8700.0       SI
20  SI2603  20250805   8715.0  ...   8780.0      8725.0       SI
21  SI2604  20250805   8670.0  ...   8830.0      8745.0       SI
22  SI2605  20250805   8735.0  ...   8805.0      8745.0       SI
23  SI2606  20250805   8740.0  ...   8825.0      8770.0       SI
24  SI2607  20250805   8755.0  ...   8795.0      8790.0       SI
27  LC2508  20250805  69200.0  ...  68200.0     69520.0       LC
28  LC2509  20250805  69160.0  ...  68400.0     69520.0       LC
29  LC2510  20250805  69080.0  ...  68520.0     69480.0       LC
30  LC2511  20250805  68840.0  ...  68540.0     69500.0       LC
31  LC2512  20250805  69460.0  ...  68680.0     69580.0       LC
32  LC2601  20250805  69000.0  ...  68800.0     69640.0       LC
33  LC2602  20250805  68900.0  ...  68520.0     69320.0       LC
34  LC2603  20250805  69000.0  ...  68720.0     69440.0       LC
35  LC2604  20250805  69740.0  ...  69360.0     70200.0       LC
36  LC2605  20250805  70040.0  ...  69560.0     70300.0       LC
37  LC2606  20250805  70020.0  ...  69560.0     70140.0       LC
38  LC2607  20250805  70060.0  ...  69780.0     70220.0       LC

[36 rows x 12 columns]
2025-08-11 18:25:47,263 - future_1d - INFO - ak.get_gfex_daily('2025-08-05') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250805   7830.0   7862.0  ...   235841.35   7842.0      7814.0       AP
1    AP511  20250805   7647.0   7677.0  ...      750.70   7660.0      7636.0       AP
2    AP512  20250805   7717.0   7730.0  ...      154.41   7721.0      7698.0       AP
3    AP601  20250805   7738.0   7796.0  ...    18030.53   7775.0      7736.0       AP
4    AP603  20250805   7727.0   7744.0  ...       23.20   7734.0      7703.0       AP
5    AP604  20250805   7779.0   7798.0  ...       23.37   7790.0      7757.0       AP
6    AP605  20250805   7852.0   7863.0  ...       78.54   7854.0      7843.0       AP
7    CF509  20250805  13690.0  13730.0  ...   842950.86  13670.0     13640.0       CF
8    CF511  20250805  13685.0  13730.0  ...   131987.93  13690.0     13655.0       CF
9    CF601  20250805  13810.0  13860.0  ...   548656.50  13825.0     13780.0       CF
10   CF603  20250805  13810.0  13830.0  ...     1400.46  13800.0     13755.0       CF
11   CF605  20250805  13790.0  13810.0  ...    22176.58  13775.0     13720.0       CF
12   CF607  20250805  13795.0  13830.0  ...      413.39  13780.0     13755.0       CF
13   CJ509  20250805   9760.0   9775.0  ...    26137.23   9705.0      9790.0       CJ
14   CJ512  20250805  10685.0  10720.0  ...     6106.67  10650.0     10750.0       CJ
15   CJ601  20250805  10855.0  10870.0  ...   526585.97  10795.0     10920.0       CJ
16   CJ603  20250805  10905.0  10940.0  ...     8639.97  10860.0     11000.0       CJ
17   CJ605  20250805  11090.0  11090.0  ...    71540.60  11015.0     11135.0       CJ
18   CJ607  20250805  11280.0  11290.0  ...     1054.96  11225.0     11300.0       CJ
19   CY508  20250805      0.0      0.0  ...        0.00  19995.0     20005.0       CY
20   CY509  20250805  19790.0  19880.0  ...    31312.45  19835.0     19790.0       CY
21   CY510  20250805      0.0      0.0  ...        0.00  19945.0     19900.0       CY
22   CY511  20250805  19760.0  19820.0  ...    85583.75  19755.0     19765.0       CY
23   CY512  20250805      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250805  19705.0  19810.0  ...     2086.66  19780.0     19670.0       CY
25   CY602  20250805      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250805      0.0      0.0  ...        0.00  20165.0     20150.0       CY
27   CY604  20250805      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250805      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250805      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250805      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250805   1063.0   1063.0  ...      358.78   1055.0      1062.0       FG
32   FG509  20250805   1082.0   1096.0  ...  4498783.48   1073.0      1084.0       FG
33   FG510  20250805   1167.0   1184.0  ...   101232.64   1162.0      1162.0       FG
34   FG511  20250805   1164.0   1181.0  ...   131088.75   1157.0      1156.0       FG
35   FG512  20250805   1241.0   1256.0  ...    52281.08   1231.0      1228.0       FG
36   FG601  20250805   1226.0   1250.0  ...  2701612.95   1220.0      1218.0       FG
37   FG602  20250805   1272.0   1299.0  ...     4076.46   1268.0      1261.0       FG
38   FG603  20250805   1269.0   1300.0  ...     5348.23   1268.0      1256.0       FG
39   FG604  20250805   1306.0   1348.0  ...     1981.39   1316.0      1303.0       FG
40   FG605  20250805   1298.0   1353.0  ...    74841.65   1310.0      1292.0       FG
41   FG606  20250805   1329.0   1369.0  ...     1919.69   1339.0      1322.0       FG
42   FG607  20250805   1323.0   1364.0  ...     1824.68   1334.0      1315.0       FG
43   JR509  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250805      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250805      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250805   2330.0   2355.0  ...       14.06   2343.0      2366.0       MA
53   MA509  20250805   2374.0   2402.0  ...   886984.32   2381.0      2384.0       MA
54   MA510  20250805   2407.0   2431.0  ...    33703.88   2411.0      2413.0       MA
55   MA511  20250805   2432.0   2455.0  ...    87044.37   2435.0      2437.0       MA
56   MA512  20250805   2468.0   2491.0  ...    64912.40   2470.0      2472.0       MA
57   MA601  20250805   2475.0   2501.0  ...   314568.77   2482.0      2481.0       MA
58   MA602  20250805   2476.0   2494.0  ...       14.90   2484.0      2482.0       MA
59   MA603  20250805   2470.0   2488.0  ...       17.33   2476.0      2474.0       MA
60   MA604  20250805   2453.0   2458.0  ...        9.82   2454.0      2456.0       MA
61   MA605  20250805   2428.0   2447.0  ...    10276.31   2427.0      2427.0       MA
62   MA606  20250805   2435.0   2448.0  ...      114.48   2436.0      2438.0       MA
63   MA607  20250805   2426.0   2441.0  ...       60.68   2427.0      2425.0       MA
64   OI509  20250805   9522.0   9617.0  ...  1954380.69   9566.0      9490.0       OI
65   OI511  20250805   9533.0   9626.0  ...   199001.02   9581.0      9496.0       OI
66   OI601  20250805   9458.0   9549.0  ...   737180.32   9506.0      9429.0       OI
67   OI603  20250805   9393.0   9495.0  ...      850.47   9450.0      9375.0       OI
68   OI605  20250805   9345.0   9425.0  ...    15399.45   9367.0      9321.0       OI
69   OI607  20250805   9344.0   9401.0  ...       84.42   9380.0      9312.0       OI
70   PF508  20250805   6304.0   6304.0  ...      314.49   6290.0      6322.0       PF
71   PF509  20250805   6324.0   6342.0  ...   266245.52   6322.0      6362.0       PF
72   PF510  20250805   6388.0   6408.0  ...   448532.33   6376.0      6420.0       PF
73   PF511  20250805   6388.0   6400.0  ...   290508.89   6372.0      6412.0       PF
74   PF512  20250805   6354.0   6398.0  ...    98389.80   6370.0      6404.0       PF
75   PF601  20250805   6378.0   6406.0  ...     4769.03   6390.0      6416.0       PF
76   PF602  20250805   6406.0   6426.0  ...      115.23   6402.0      6432.0       PF
77   PF603  20250805   6412.0   6436.0  ...       35.26   6410.0      6420.0       PF
78   PF604  20250805   6438.0   6438.0  ...        9.65   6432.0      6432.0       PF
79   PF605  20250805   6452.0   6458.0  ...       32.23   6446.0      6466.0       PF
80   PF606  20250805      0.0      0.0  ...        0.00   6468.0      6468.0       PF
81   PF607  20250805      0.0      0.0  ...        0.00   6476.0      6476.0       PF
82   PK510  20250805   8090.0   8118.0  ...   224696.08   8074.0      8092.0       PK
83   PK511  20250805   7964.0   7980.0  ...    97660.24   7954.0      7960.0       PK
84   PK512  20250805   7962.0   7990.0  ...    32543.37   7952.0      7948.0       PK
85   PK601  20250805   7944.0   7966.0  ...    11826.48   7952.0      7950.0       PK
86   PK603  20250805   7956.0   7960.0  ...       47.74   7958.0      7950.0       PK
87   PK604  20250805   7954.0   7962.0  ...       51.74   7960.0      7960.0       PK
88   PK605  20250805   7952.0   7964.0  ...      962.77   7958.0      7954.0       PK
89   PL601  20250805   6464.0   6520.0  ...    25561.90   6485.0      6468.0       PL
90   PL602  20250805   6532.0   6571.0  ...     1359.06   6534.0      6532.0       PL
91   PL603  20250805   6477.0   6526.0  ...      765.08   6484.0      6477.0       PL
92   PL604  20250805   6470.0   6494.0  ...       64.78   6478.0      6475.0       PL
93   PL605  20250805   6374.0   6375.0  ...      229.48   6375.0      6356.0       PL
94   PL606  20250805      0.0      0.0  ...        0.00   6499.0      6477.0       PL
95   PL607  20250805      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250805      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250805   5862.0   5864.0  ...      211.10   5864.0      5890.0       PR
103  PR509  20250805   5880.0   5882.0  ...    91859.90   5864.0      5896.0       PR
104  PR510  20250805   5902.0   5918.0  ...   193980.16   5894.0      5932.0       PR
105  PR511  20250805   5930.0   5930.0  ...   154302.83   5900.0      5946.0       PR
106  PR512  20250805   5946.0   5948.0  ...    81031.67   5916.0      5962.0       PR
107  PR601  20250805   5960.0   5960.0  ...     1992.51   5930.0      5960.0       PR
108  PR602  20250805      0.0      0.0  ...        0.00   5978.0      6000.0       PR
109  PR603  20250805   5968.0   5968.0  ...       17.90   5968.0      6006.0       PR
110  PR604  20250805   5970.0   5970.0  ...       17.90   5968.0      6012.0       PR
111  PR605  20250805   5986.0   5990.0  ...       26.90   5978.0      5994.0       PR
112  PR606  20250805   5958.0   5958.0  ...       17.87   5958.0      6026.0       PR
113  PR607  20250805      0.0      0.0  ...        0.00   6012.0      6038.0       PR
114  PX508  20250805      0.0      0.0  ...        0.00   6722.0      6780.0       PX
115  PX509  20250805   6700.0   6752.0  ...   287706.30   6722.0      6780.0       PX
116  PX510  20250805   6708.0   6744.0  ...    75540.37   6720.0      6768.0       PX
117  PX511  20250805   6688.0   6984.0  ...   137494.16   6710.0      6744.0       PX
118  PX512  20250805   6724.0   6736.0  ...    40628.30   6718.0      6748.0       PX
119  PX601  20250805   6674.0   6714.0  ...    56275.05   6696.0      6746.0       PX
120  PX602  20250805   6682.0   6700.0  ...       33.44   6688.0      6722.0       PX
121  PX603  20250805   6686.0   6686.0  ...        3.34   6686.0      6706.0       PX
122  PX604  20250805   6696.0   6696.0  ...        3.35   6696.0      6718.0       PX
123  PX605  20250805   6704.0   6704.0  ...      103.66   6688.0      6710.0       PX
124  PX606  20250805   6670.0   6688.0  ...        6.68   6680.0      6718.0       PX
125  PX607  20250805   6736.0   6736.0  ...       10.05   6700.0      6720.0       PX
126  RI509  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250805      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250805   2717.0   2727.0  ...      244.95   2722.0      2683.0       RM
133  RM509  20250805   2677.0   2752.0  ...  1124493.67   2720.0      2686.0       RM
134  RM511  20250805   2558.0   2599.0  ...    21642.63   2578.0      2555.0       RM
135  RM601  20250805   2433.0   2463.0  ...   386167.74   2448.0      2428.0       RM
136  RM603  20250805   2403.0   2429.0  ...    13907.27   2418.0      2403.0       RM
137  RM605  20250805   2379.0   2393.0  ...    64955.65   2387.0      2380.0       RM
138  RM607  20250805   2363.0   2372.0  ...     3133.86   2367.0      2363.0       RM
139  RS508  20250805      0.0      0.0  ...        0.00   5061.0      5037.0       RS
140  RS509  20250805   5110.0   5151.0  ...      368.80   5122.0      5098.0       RS
141  RS511  20250805   5207.0   5305.0  ...      193.59   5232.0      5241.0       RS
142  RS607  20250805   5400.0   5557.0  ...       22.05   5512.0      5350.0       RS
143  SA508  20250805   1246.0   1250.0  ...      640.66   1237.0      1246.0       SA
144  SA509  20250805   1248.0   1286.0  ...  2494890.38   1255.0      1246.0       SA
145  SA510  20250805   1275.0   1315.0  ...   155705.65   1285.0      1274.0       SA
146  SA511  20250805   1290.0   1324.0  ...   277493.74   1291.0      1284.0       SA
147  SA512  20250805   1334.0   1376.0  ...   161061.14   1334.0      1323.0       SA
148  SA601  20250805   1338.0   1384.0  ...  3322117.25   1346.0      1327.0       SA
149  SA602  20250805   1347.0   1394.0  ...     7793.67   1366.0      1334.0       SA
150  SA603  20250805   1346.0   1400.0  ...     8901.83   1369.0      1337.0       SA
151  SA604  20250805   1380.0   1434.0  ...     4332.05   1407.0      1370.0       SA
152  SA605  20250805   1380.0   1444.0  ...   122224.29   1402.0      1376.0       SA
153  SA606  20250805   1389.0   1446.0  ...     1926.10   1406.0      1381.0       SA
154  SA607  20250805   1382.0   1441.0  ...     1598.22   1404.0      1373.0       SA
155  SF508  20250805   5654.0   5654.0  ...     1843.20   5654.0      5654.0       SF
156  SF509  20250805   5662.0   5774.0  ...   624386.09   5666.0      5658.0       SF
157  SF510  20250805   5658.0   5754.0  ...   123816.74   5650.0      5638.0       SF
158  SF511  20250805   5820.0   5930.0  ...   221454.27   5830.0      5808.0       SF
159  SF512  20250805   5802.0   5918.0  ...    28597.46   5824.0      5802.0       SF
160  SF601  20250805   5804.0   5910.0  ...    67956.20   5810.0      5790.0       SF
161  SF602  20250805   5740.0   5866.0  ...      663.41   5770.0      5740.0       SF
162  SF603  20250805   5850.0   6000.0  ...       56.15   5912.0      5878.0       SF
163  SF604  20250805   5828.0   5992.0  ...       23.56   5890.0      5862.0       SF
164  SF605  20250805   5860.0   5992.0  ...     1168.91   5904.0      5862.0       SF
165  SF606  20250805   5778.0   5920.0  ...       46.90   5864.0      5790.0       SF
166  SF607  20250805   5960.0   6038.0  ...        9.01   6010.0      5926.0       SF
167  SH508  20250805   2631.0   2631.0  ...      459.11   2354.0      2459.0       SH
168  SH509  20250805   2519.0   2523.0  ...  1767704.91   2490.0      2517.0       SH
169  SH510  20250805   2601.0   2601.0  ...   336289.88   2572.0      2590.0       SH
170  SH511  20250805   2594.0   2603.0  ...   329124.30   2573.0      2584.0       SH
171  SH512  20250805   2613.0   2619.0  ...    67065.91   2593.0      2597.0       SH
172  SH601  20250805   2600.0   2606.0  ...   467479.99   2584.0      2587.0       SH
173  SH602  20250805   2618.0   2627.0  ...      453.23   2605.0      2607.0       SH
174  SH603  20250805   2636.0   2639.0  ...      549.90   2619.0      2617.0       SH
175  SH604  20250805   2669.0   2688.0  ...      583.36   2664.0      2663.0       SH
176  SH605  20250805   2677.0   2702.0  ...     8191.81   2674.0      2673.0       SH
177  SH606  20250805   2690.0   2710.0  ...      444.04   2691.0      2682.0       SH
178  SH607  20250805   2664.0   2693.0  ...       56.34   2683.0      2663.0       SH
179  SM508  20250805   5912.0   5988.0  ...       71.60   5968.0      5948.0       SM
180  SM509  20250805   5960.0   6054.0  ...   845698.40   5970.0      5962.0       SM
181  SM510  20250805   5966.0   6062.0  ...    77467.83   5978.0      5964.0       SM
182  SM511  20250805   6022.0   6128.0  ...   139178.56   6038.0      6032.0       SM
183  SM512  20250805   6032.0   6134.0  ...    30364.10   6058.0      6040.0       SM
184  SM601  20250805   6054.0   6146.0  ...   245962.38   6058.0      6050.0       SM
185  SM602  20250805   6026.0   6136.0  ...      208.90   6056.0      6056.0       SM
186  SM603  20250805   6014.0   6146.0  ...      240.82   6098.0      6040.0       SM
187  SM604  20250805   6044.0   6162.0  ...      137.70   6120.0      6042.0       SM
188  SM605  20250805   6078.0   6178.0  ...     3645.77   6092.0      6080.0       SM
189  SM606  20250805   6076.0   6164.0  ...       39.56   6088.0      6086.0       SM
190  SM607  20250805   6074.0   6136.0  ...       18.33   6112.0      6104.0       SM
191  SR509  20250805   5727.0   5730.0  ...   784438.98   5707.0      5721.0       SR
192  SR511  20250805   5660.0   5667.0  ...    89600.92   5656.0      5650.0       SR
193  SR601  20250805   5646.0   5650.0  ...   503022.73   5637.0      5626.0       SR
194  SR603  20250805   5611.0   5618.0  ...     3509.62   5606.0      5596.0       SR
195  SR605  20250805   5584.0   5586.0  ...    18665.17   5575.0      5567.0       SR
196  SR607  20250805   5575.0   5581.0  ...      813.37   5571.0      5564.0       SR
197  TA508  20250805   4660.0   4678.0  ...     9503.18   4666.0      4688.0       TA
198  TA509  20250805   4674.0   4696.0  ...  1051774.00   4678.0      4716.0       TA
199  TA510  20250805   4686.0   4714.0  ...    62341.57   4698.0      4734.0       TA
200  TA511  20250805   4710.0   4720.0  ...    63460.08   4706.0      4740.0       TA
201  TA512  20250805   4702.0   4726.0  ...    23842.44   4712.0      4742.0       TA
202  TA601  20250805   4710.0   4728.0  ...   471120.64   4714.0      4744.0       TA
203  TA602  20250805   4704.0   4716.0  ...       54.17   4712.0      4744.0       TA
204  TA603  20250805   4730.0   4732.0  ...       28.37   4728.0      4752.0       TA
205  TA604  20250805   4742.0   4742.0  ...        4.74   4740.0      4758.0       TA
206  TA605  20250805   4744.0   4780.0  ...    13541.38   4752.0      4784.0       TA
207  TA606  20250805   4750.0   4750.0  ...        2.38   4750.0      4784.0       TA
208  TA607  20250805   4768.0   4770.0  ...        7.15   4770.0      4786.0       TA
209  UR508  20250805   1742.0   1766.0  ...      705.20   1754.0      1722.0       UR
210  UR509  20250805   1736.0   1779.0  ...   732016.43   1756.0      1726.0       UR
211  UR510  20250805   1742.0   1772.0  ...    26455.04   1750.0      1734.0       UR
212  UR511  20250805   1770.0   1794.0  ...    22591.34   1773.0      1765.0       UR
213  UR512  20250805   1766.0   1788.0  ...     1378.66   1772.0      1762.0       UR
214  UR601  20250805   1763.0   1789.0  ...   236678.26   1772.0      1752.0       UR
215  UR602  20250805   1760.0   1785.0  ...     1017.90   1773.0      1751.0       UR
216  UR603  20250805   1793.0   1814.0  ...      371.29   1802.0      1785.0       UR
217  UR604  20250805   1794.0   1814.0  ...      449.46   1798.0      1780.0       UR
218  UR605  20250805   1793.0   1815.0  ...     7963.73   1802.0      1788.0       UR
219  UR606  20250805   1785.0   1803.0  ...      219.09   1796.0      1779.0       UR
220  UR607  20250805   1793.0   1814.0  ...      201.79   1802.0      1785.0       UR
221  WH509  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250805      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250805      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:25:47,558 - future_1d - INFO - ak.get_czce_daily('2025-08-05') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250805   502.7   513.2  ...  5459613.72   509.1      516.8      SC
1       SC2510  20250805   497.8   507.5  ...  1479824.73   503.3      511.8      SC
2       SC2511  20250805   494.7   503.5  ...   281418.06   499.4      507.9      SC
3       SC2512  20250805     490   499.4  ...    65747.36   494.7      505.7      SC
4       SC2601  20250805   487.9   495.8  ...    15354.48   490.5      501.5      SC
5       SC2602  20250805   485.2   491.7  ...     6862.23   486.6      499.8      SC
6       SC2603  20250805     483   487.8  ...     3345.39   484.8      496.8      SC
7       SC2604  20250805   480.1   485.6  ...      1204.3   481.7        489      SC
8       SC2605  20250805   478.8   483.1  ...      529.53   481.3      490.7      SC
9       SC2606  20250805   477.7   483.9  ...     2972.12   479.3      485.9      SC
10      SC2607  20250805                  ...           0   482.4        485      SC
11      SC2608  20250805   474.3     490  ...      240.81   481.6      486.8      SC
12      SC2609  20250805                  ...           0     478      480.4      SC
13      SC2612  20250805     470   474.7  ...       94.47   472.3        482      SC
14      SC2703  20250805                  ...           0   473.1      478.1      SC
15      SC2706  20250805                  ...           0     473      480.9      SC
16      SC2709  20250805   467.5   467.5  ...       93.36   466.8      471.7      SC
17      SC2712  20250805                  ...           0   466.3      470.1      SC
18      SC2803  20250805     453     473  ...        92.6     463      469.5      SC
19      SC2806  20250805     463     463  ...      366.94   458.6      472.4      SC
21      LU2509  20250805    3501    3570  ...   12623.133    3544       3572      LU
22      LU2510  20250805    3507    3567  ...  307314.131    3539       3588      LU
23      LU2511  20250805    3512    3565  ...  133821.897    3541       3600      LU
24      LU2512  20250805    3501    3547  ...    8740.935    3528       3571      LU
25      LU2601  20250805    3498    3512  ...    7071.373    3495       3529      LU
26      LU2602  20250805    3488    3500  ...    1396.232    3473       3526      LU
27      LU2603  20250805    3478    3526  ...     360.621    3467       3550      LU
28      LU2604  20250805    3436    3454  ...      30.987    3443       3506      LU
29      LU2605  20250805    3425    3453  ...      17.176    3435       3467      LU
30      LU2606  20250805    3418    3444  ...      13.748    3437       3492      LU
31      LU2607  20250805    3413    3437  ...      30.806    3422       3478      LU
32      LU2608  20250805    3415    3432  ...      13.675    3418       3477      LU
34      NR2508  20250805   12110   12280  ...      4037.1   12230      12100      NR
35      NR2509  20250805   12230   12345  ...   771088.43   12270      12145      NR
36      NR2510  20250805   12275   12395  ...   542097.88   12315      12190      NR
37      NR2511  20250805   12350   12440  ...  102313.575   12365      12220      NR
38      NR2512  20250805   12310   12470  ...    33457.98   12390      12265      NR
39      NR2601  20250805   12360   12525  ...   82388.275   12415      12305      NR
40      NR2602  20250805   12455   13005  ...    1072.095   12465      12335      NR
41      NR2603  20250805   12440   12535  ...     448.985   12470      12370      NR
42      NR2604  20250805   12435   12555  ...       62.61   12520      12375      NR
43      NR2605  20250805   13300   13300  ...     127.815   12780      12385      NR
44      NR2606  20250805   12510   12610  ...       37.62   12540      12485      NR
45      NR2607  20250805   12560   12560  ...       12.56   12560      12485      NR
47      BC2508  20250805   69500   69500  ...      173.75   69500      69390      BC
48      BC2509  20250805   69530   69790  ...    95558.87   69640      69370      BC
49      BC2510  20250805   69440   69850  ...    11567.63   69680      69410      BC
50      BC2511  20250805                  ...           0   69240      69240      BC
51      BC2512  20250805   69910   69910  ...      34.955   69910      69650      BC
52      BC2601  20250805                  ...           0   70020      70020      BC
53      BC2602  20250805                  ...           0   70000      70000      BC
54      BC2603  20250805                  ...           0   70000      70000      BC
55      BC2604  20250805                  ...           0   70000      70000      BC
56      BC2605  20250805                  ...           0   70000      70000      BC
57      BC2606  20250805                  ...           0   69340      69340      BC
58      BC2607  20250805                  ...           0   68670      68670      BC
60      EC2508  20250805  2103.1    2104  ...    7378.154    2096       2112      EC
61      EC2510  20250805    1400  1434.9  ...  215916.821  1411.1     1404.2      EC
62      EC2512  20250805    1665  1700.3  ...  23347.8595  1682.1     1670.3      EC
63      EC2602  20250805  1465.8  1498.8  ...    5306.773  1478.2     1474.4      EC
64      EC2604  20250805  1309.9    1339  ...   4990.0835  1323.6     1315.1      EC
65      EC2606  20250805  1454.1  1472.5  ...     606.269  1460.8     1455.1      EC
68  SC_TAS2509  20250805                  ...                                 SC_TAS
69  SC_TAS2510  20250805                  ...                                 SC_TAS
70  SC_TAS2511  20250805                  ...                                 SC_TAS
71  SC_TAS2512  20250805                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 18:25:47,645 - future_1d - INFO - ak.get_ine_daily('2025-08-05') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250805  ...   78490      78240      CU
1        1      CU2509  20250805  ...   78480      78220      CU
2        2      CU2510  20250805  ...   78480      78200      CU
3        3      CU2511  20250805  ...   78440      78130      CU
4        4      CU2512  20250805  ...   78420      78100      CU
5        5      CU2601  20250805  ...   78400      78080      CU
6        6      CU2602  20250805  ...   78330      78070      CU
7        7      CU2603  20250805  ...   78340      78030      CU
8        8      CU2604  20250805  ...   78360      78120      CU
9        9      CU2605  20250805  ...   78390      78080      CU
10      10      CU2606  20250805  ...   78380      78120      CU
11      11      CU2607  20250805  ...   78380      78080      CU
12      12      BC2508  20250805  ...   69500      69390      BC
13      13      BC2509  20250805  ...   69640      69370      BC
14      14      BC2510  20250805  ...   69680      69410      BC
15      15      BC2511  20250805  ...   69240      69240      BC
16      16      BC2512  20250805  ...   69910      69650      BC
17      17      BC2601  20250805  ...   70020      70020      BC
18      18      BC2602  20250805  ...   70000      70000      BC
19      19      BC2603  20250805  ...   70000      70000      BC
20      20      BC2604  20250805  ...   70000      70000      BC
21      21      BC2605  20250805  ...   70000      70000      BC
22      22      BC2606  20250805  ...   69340      69340      BC
23      23      BC2607  20250805  ...   68670      68670      BC
24      24      AL2508  20250805  ...   20535      20515      AL
25      25      AL2509  20250805  ...   20495      20455      AL
26      26      AL2510  20250805  ...   20460      20415      AL
27      27      AL2511  20250805  ...   20420      20370      AL
28      28      AL2512  20250805  ...   20360      20325      AL
29      29      AL2601  20250805  ...   20325      20295      AL
30      30      AL2602  20250805  ...   20320      20300      AL
31      31      AL2603  20250805  ...   20355      20320      AL
32      32      AL2604  20250805  ...   20345      20355      AL
33      33      AL2605  20250805  ...   20370      20360      AL
34      34      AL2606  20250805  ...   20405      20355      AL
35      35      AL2607  20250805  ...   20420      20355      AL
36      36      ZN2508  20250805  ...   22295      22175      ZN
37      37      ZN2509  20250805  ...   22315      22205      ZN
38      38      ZN2510  20250805  ...   22315      22190      ZN
39      39      ZN2511  20250805  ...   22315      22190      ZN
40      40      ZN2512  20250805  ...   22295      22165      ZN
41      41      ZN2601  20250805  ...   22260      22140      ZN
42      42      ZN2602  20250805  ...   22230      22130      ZN
43      43      ZN2603  20250805  ...   22300      22150      ZN
44      44      ZN2604  20250805  ...   22280      22180      ZN
45      45      ZN2605  20250805  ...   22300      22170      ZN
46      46      ZN2606  20250805  ...   22310      22185      ZN
47      47      ZN2607  20250805  ...   22295      22170      ZN
48      48      PB2508  20250805  ...   16665      16735      PB
49      49      PB2509  20250805  ...   16715      16780      PB
50      50      PB2510  20250805  ...   16720      16780      PB
51      51      PB2511  20250805  ...   16760      16805      PB
52      52      PB2512  20250805  ...   16785      16830      PB
53      53      PB2601  20250805  ...   16785      16855      PB
54      54      PB2602  20250805  ...   16800      16835      PB
55      55      PB2603  20250805  ...   16825      16860      PB
56      56      PB2604  20250805  ...   16855      16850      PB
57      57      PB2605  20250805  ...   16925      16910      PB
58      58      PB2606  20250805  ...   16860      17100      PB
59      59      PB2607  20250805  ...   16980      16895      PB
60      60      NI2508  20250805  ...  120660     119880      NI
61      61      NI2509  20250805  ...  120800     119910      NI
62      62      NI2510  20250805  ...  120900     120020      NI
63      63      NI2511  20250805  ...  121090     120150      NI
64      64      NI2512  20250805  ...  121380     120170      NI
65      65      NI2601  20250805  ...  121610     120750      NI
66      66      NI2602  20250805  ...  121950     120670      NI
67      67      NI2603  20250805  ...  122050     120940      NI
68      68      NI2604  20250805  ...  122250     121190      NI
69      69      NI2605  20250805  ...  122680     121790      NI
70      70      NI2606  20250805  ...  122900     122260      NI
71      71      NI2607  20250805  ...  123210     122100      NI
72      72      SN2508  20250805  ...  265600     265590      SN
73      73      SN2509  20250805  ...  266140     266150      SN
74      74      SN2510  20250805  ...  266620     266410      SN
75      75      SN2511  20250805  ...  266700     266390      SN
76      76      SN2512  20250805  ...  266960     266610      SN
77      77      SN2601  20250805  ...  266920     266980      SN
78      78      SN2602  20250805  ...  268140     267390      SN
79      79      SN2603  20250805  ...  268190     267380      SN
80      80      SN2604  20250805  ...  268730     267470      SN
81      81      SN2605  20250805  ...  267070     267140      SN
82      82      SN2606  20250805  ...  267870     268030      SN
83      83      SN2607  20250805  ...  268490     267110      SN
84      84      AO2508  20250805  ...    3225       3178      AO
85      85      AO2509  20250805  ...    3210       3190      AO
86      86      AO2510  20250805  ...    3213       3185      AO
87      87      AO2511  20250805  ...    3215       3189      AO
88      88      AO2512  20250805  ...    3219       3183      AO
89      89      AO2601  20250805  ...    3220       3184      AO
90      90      AO2602  20250805  ...    3220       3173      AO
91      91      AO2603  20250805  ...    3218       3168      AO
92      92      AO2604  20250805  ...    3209       3179      AO
93      93      AO2605  20250805  ...    3215       3175      AO
94      94      AO2606  20250805  ...    3208       3164      AO
95      95      AO2607  20250805  ...    3212       3172      AO
96      96      AD2511  20250805  ...   19940      19880      AD
97      97      AD2512  20250805  ...   19935      19890      AD
98      98      AD2601  20250805  ...   19880      19830      AD
99      99      AD2602  20250805  ...   19800      19760      AD
100    100      AD2603  20250805  ...   19795      19790      AD
101    101      AD2604  20250805  ...   19710      19710      AD
102    102      AD2605  20250805  ...   19650      19650      AD
103    103      AD2606  20250805  ...   19715      19650      AD
104    104      AD2607  20250805  ...   19830      19830      AD
105    105      AU2508  20250805  ...  781.16     777.22      AU
106    106      AU2509  20250805  ...  783.04      779.2      AU
107    107      AU2510  20250805  ...  784.32     780.48      AU
108    108      AU2512  20250805  ...  786.54     782.76      AU
109    109      AU2602  20250805  ...  788.78     784.98      AU
110    110      AU2604  20250805  ...  790.86        787      AU
111    111      AU2606  20250805  ...     793     789.08      AU
112    112      AU2608  20250805  ...  795.52      791.5      AU
113    113      AG2508  20250805  ...    9030       8986      AG
114    114      AG2509  20250805  ...    9063       8992      AG
115    115      AG2510  20250805  ...    9074       9001      AG
116    116      AG2511  20250805  ...    9086       9014      AG
117    117      AG2512  20250805  ...    9099       9026      AG
118    118      AG2601  20250805  ...    9110       9038      AG
119    119      AG2602  20250805  ...    9123       9049      AG
120    120      AG2603  20250805  ...    9135       9064      AG
121    121      AG2604  20250805  ...    9148       9075      AG
122    122      AG2605  20250805  ...    9163       9092      AG
123    123      AG2606  20250805  ...    9173       9104      AG
124    124      AG2607  20250805  ...    9185       9115      AG
125    125      RB2508  20250805  ...    3168       3146      RB
126    126      RB2509  20250805  ...    3180       3160      RB
127    127      RB2510  20250805  ...    3210       3189      RB
128    128      RB2511  20250805  ...    3227       3212      RB
129    129      RB2512  20250805  ...    3265       3244      RB
130    130      RB2601  20250805  ...    3284       3250      RB
131    131      RB2602  20250805  ...    3269       3235      RB
132    132      RB2603  20250805  ...    3286       3258      RB
133    133      RB2604  20250805  ...    3315       3270      RB
134    134      RB2605  20250805  ...    3311       3284      RB
135    135      RB2606  20250805  ...    3330       3290      RB
136    136      RB2607  20250805  ...    3331       3297      RB
137    137      WR2508  20250805  ...    3212       3212      WR
138    138      WR2509  20250805  ...    3342       3342      WR
139    139      WR2510  20250805  ...    3449       3401      WR
140    140      WR2511  20250805  ...    3490       3490      WR
141    141      WR2512  20250805  ...    3499       3499      WR
142    142      WR2601  20250805  ...    3473       3416      WR
143    143      WR2602  20250805  ...    3507       3540      WR
144    144      WR2603  20250805  ...    3565       3565      WR
145    145      WR2604  20250805  ...    3560       3560      WR
146    146      WR2605  20250805  ...    3439       3595      WR
147    147      WR2606  20250805  ...    3599       3599      WR
148    148      WR2607  20250805  ...    3635       3635      WR
149    149      HC2508  20250805  ...    3453       3395      HC
150    150      HC2509  20250805  ...    3443       3404      HC
151    151      HC2510  20250805  ...    3437       3393      HC
152    152      HC2511  20250805  ...    3434       3391      HC
153    153      HC2512  20250805  ...    3435       3405      HC
154    154      HC2601  20250805  ...    3440       3396      HC
155    155      HC2602  20250805  ...    3431       3377      HC
156    156      HC2603  20250805  ...    3434       3389      HC
157    157      HC2604  20250805  ...    3441       3414      HC
158    158      HC2605  20250805  ...    3439       3399      HC
159    159      HC2606  20250805  ...    3456       3394      HC
160    160      HC2607  20250805  ...    3459       3414      HC
161    161      SS2508  20250805  ...   12960      12895      SS
162    162      SS2509  20250805  ...   12950      12845      SS
163    163      SS2510  20250805  ...   12995      12895      SS
164    164      SS2511  20250805  ...   13035      12945      SS
165    165      SS2512  20250805  ...   13055      12970      SS
166    166      SS2601  20250805  ...   13095      12990      SS
167    167      SS2602  20250805  ...   13135      13045      SS
168    168      SS2603  20250805  ...   13195      13090      SS
169    169      SS2604  20250805  ...   13190      13190      SS
170    170      SS2605  20250805  ...   13265      13150      SS
171    171      SS2606  20250805  ...   13290      13220      SS
172    172      SS2607  20250805  ...   13345      13240      SS
173    173      SC2509  20250805  ...   509.1      516.8      SC
174    174      SC2510  20250805  ...   503.3      511.8      SC
175    175      SC2511  20250805  ...   499.4      507.9      SC
176    176      SC2512  20250805  ...   494.7      505.7      SC
177    177      SC2601  20250805  ...   490.5      501.5      SC
178    178      SC2602  20250805  ...   486.6      499.8      SC
179    179      SC2603  20250805  ...   484.8      496.8      SC
180    180      SC2604  20250805  ...   481.7        489      SC
181    181      SC2605  20250805  ...   481.3      490.7      SC
182    182      SC2606  20250805  ...   479.3      485.9      SC
183    183      SC2607  20250805  ...   482.4        485      SC
184    184      SC2608  20250805  ...   481.6      486.8      SC
185    185      SC2609  20250805  ...     478      480.4      SC
186    186      SC2612  20250805  ...   472.3        482      SC
187    187      SC2703  20250805  ...   473.1      478.1      SC
188    188      SC2706  20250805  ...     473      480.9      SC
189    189      SC2709  20250805  ...   466.8      471.7      SC
190    190      SC2712  20250805  ...   466.3      470.1      SC
191    191      SC2803  20250805  ...     463      469.5      SC
192    192      SC2806  20250805  ...   458.6      472.4      SC
193    193      LU2509  20250805  ...    3544       3572      LU
194    194      LU2510  20250805  ...    3539       3588      LU
195    195      LU2511  20250805  ...    3541       3600      LU
196    196      LU2512  20250805  ...    3528       3571      LU
197    197      LU2601  20250805  ...    3495       3529      LU
198    198      LU2602  20250805  ...    3473       3526      LU
199    199      LU2603  20250805  ...    3467       3550      LU
200    200      LU2604  20250805  ...    3443       3506      LU
201    201      LU2605  20250805  ...    3435       3467      LU
202    202      LU2606  20250805  ...    3437       3492      LU
203    203      LU2607  20250805  ...    3422       3478      LU
204    204      LU2608  20250805  ...    3418       3477      LU
205    205      FU2509  20250805  ...    2818       2869      FU
206    206      FU2510  20250805  ...    2839       2889      FU
207    207      FU2511  20250805  ...    2849       2903      FU
208    208      FU2512  20250805  ...    2848       2894      FU
209    209      FU2601  20250805  ...    2841       2893      FU
210    210      FU2602  20250805  ...    2836       2876      FU
211    211      FU2603  20250805  ...    2830       2870      FU
212    212      FU2604  20250805  ...    2825       2855      FU
213    213      FU2605  20250805  ...    2815       2856      FU
214    214      FU2606  20250805  ...    2810       2843      FU
215    215      FU2607  20250805  ...    2797       2824      FU
216    216      FU2608  20250805  ...    2793       2825      FU
217    217      BU2508  20250805  ...    3557       3625      BU
218    218      BU2509  20250805  ...    3543       3601      BU
219    219      BU2510  20250805  ...    3523       3580      BU
220    220      BU2511  20250805  ...    3494       3553      BU
221    221      BU2512  20250805  ...    3434       3487      BU
222    222      BU2601  20250805  ...    3399       3442      BU
223    223      BU2602  20250805  ...    3383       3423      BU
224    224      BU2603  20250805  ...    3371       3405      BU
225    225      BU2604  20250805  ...    3372       3404      BU
226    226      BU2605  20250805  ...    3368       3402      BU
227    227      BU2606  20250805  ...    3366       3420      BU
228    228      BU2607  20250805  ...    3361       3399      BU
229    229      BU2609  20250805  ...    3364       3394      BU
230    230      BU2612  20250805  ...    3316       3352      BU
231    231      BU2703  20250805  ...    3315       3354      BU
232    232      BU2706  20250805  ...    3335       3353      BU
233    233      BR2508  20250805  ...   11480      11480      BR
234    234      BR2509  20250805  ...   11460      11405      BR
235    235      BR2510  20250805  ...   11465      11410      BR
236    236      BR2511  20250805  ...   11490      11430      BR
237    237      BR2512  20250805  ...   11540      11475      BR
238    238      BR2601  20250805  ...   11555      11515      BR
239    239      BR2602  20250805  ...   11570      11510      BR
240    240      BR2603  20250805  ...   11585      11525      BR
241    241      BR2604  20250805  ...   11615      11590      BR
242    242      BR2605  20250805  ...   11670      11610      BR
243    243      BR2606  20250805  ...   11675      11575      BR
244    244      BR2607  20250805  ...   11660      11655      BR
245    245      RU2508  20250805  ...   14460      14275      RU
246    246      RU2509  20250805  ...   14465      14320      RU
247    247      RU2510  20250805  ...   14475      14345      RU
248    248      RU2511  20250805  ...   14495      14325      RU
249    249      RU2601  20250805  ...   15380      15210      RU
250    250      RU2603  20250805  ...   15420      15280      RU
251    251      RU2604  20250805  ...   15500      15230      RU
252    252      RU2605  20250805  ...   15480      15325      RU
253    253      RU2606  20250805  ...   15615      15330      RU
254    254      RU2607  20250805  ...   15590      15400      RU
255    255      NR2508  20250805  ...   12230      12100      NR
256    256      NR2509  20250805  ...   12270      12145      NR
257    257      NR2510  20250805  ...   12315      12190      NR
258    258      NR2511  20250805  ...   12365      12220      NR
259    259      NR2512  20250805  ...   12390      12265      NR
260    260      NR2601  20250805  ...   12415      12305      NR
261    261      NR2602  20250805  ...   12465      12335      NR
262    262      NR2603  20250805  ...   12470      12370      NR
263    263      NR2604  20250805  ...   12520      12375      NR
264    264      NR2605  20250805  ...   12780      12385      NR
265    265      NR2606  20250805  ...   12540      12485      NR
266    266      NR2607  20250805  ...   12560      12485      NR
267    267      SP2508  20250805  ...    5108       5194      SP
268    268      SP2509  20250805  ...    5156       5170      SP
269    269      SP2510  20250805  ...    5156       5172      SP
270    270      SP2511  20250805  ...    5162       5178      SP
271    271      SP2512  20250805  ...    5168       5186      SP
272    272      SP2601  20250805  ...    5394       5410      SP
273    273      SP2602  20250805  ...    5368       5362      SP
274    274      SP2603  20250805  ...    5378       5374      SP
275    275      SP2604  20250805  ...    5350       5350      SP
276    276      SP2605  20250805  ...    5374       5362      SP
277    277      SP2606  20250805  ...    5394       5378      SP
278    278      SP2607  20250805  ...    5370       5362      SP
279    279      EC2508  20250805  ...    2096       2112      EC
280    280      EC2510  20250805  ...  1411.1     1404.2      EC
281    281      EC2512  20250805  ...  1682.1     1670.3      EC
282    282      EC2602  20250805  ...  1478.2     1474.4      EC
283    283      EC2604  20250805  ...  1323.6     1315.1      EC
284    284      EC2606  20250805  ...  1460.8     1455.1      EC
285    286  SC_TAS2509  20250805  ...                     SC_TAS
286    287  SC_TAS2510  20250805  ...                     SC_TAS
287    288  SC_TAS2511  20250805  ...                     SC_TAS
288    289  SC_TAS2512  20250805  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:25:47,746 - future_1d - INFO - ak.get_shfe_daily('2025-08-05') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:25:47,842 - future_1d - INFO - ak.get_dce_daily('2025-08-05') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250805  6240.400  ...  6260.200    6220.600       IC
1   IC2509  20250805  6177.000  ...  6195.600    6157.800       IC
2   IC2512  20250805  6030.800  ...  6038.000    6001.200       IC
3   IC2603  20250805  5896.000  ...  5903.400    5873.200       IC
4   IF2508  20250805  4072.000  ...  4094.400    4060.000       IF
5   IF2509  20250805  4060.000  ...  4081.800    4048.000       IF
6   IF2512  20250805  4026.000  ...  4050.800    4017.000       IF
7   IF2603  20250805  3999.800  ...  4019.000    3987.200       IF
8   IH2508  20250805  2770.200  ...  2789.800    2767.200       IH
9   IH2509  20250805  2772.000  ...  2790.800    2768.000       IH
10  IH2512  20250805  2775.200  ...  2792.600    2770.000       IH
11  IH2603  20250805  2775.600  ...  2792.800    2769.800       IH
12  IM2508  20250805  6729.800  ...  6744.600    6694.400       IM
13  IM2509  20250805  6658.000  ...  6673.200    6622.600       IM
14  IM2512  20250805  6468.000  ...  6482.200    6433.000       IM
15  IM2603  20250805  6294.000  ...  6304.800    6262.000       IM
16   T2509  20250805   108.470  ...   108.550     108.485        T
17   T2512  20250805   108.210  ...   108.360     108.265        T
18   T2603  20250805   108.000  ...   108.150     108.035        T
19  TF2509  20250805   105.700  ...   105.755     105.715       TF
20  TF2512  20250805   105.655  ...   105.770     105.710       TF
21  TF2603  20250805   105.685  ...   105.770     105.695       TF
22  TL2509  20250805   119.200  ...   119.380     119.250       TL
23  TL2512  20250805   118.650  ...   119.020     118.900       TL
24  TL2603  20250805   118.450  ...   118.610     118.540       TL
25  TS2509  20250805   102.358  ...   102.352     102.354       TS
26  TS2512  20250805   102.356  ...   102.392     102.362       TS
27  TS2603  20250805   102.338  ...   102.368     102.332       TS

[28 rows x 12 columns]
2025-08-11 18:25:48,016 - future_1d - INFO - ak.get_cffex_daily('2025-08-05') done
2025-08-11 18:25:49,755 - future_1d - INFO - save future_daily 2025-08-05 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250806  49030.0  ...  49845.0     48635.0       PS
1   PS2509  20250806  50290.0  ...  51200.0     49445.0       PS
2   PS2510  20250806  50580.0  ...  51385.0     49665.0       PS
3   PS2511  20250806  50300.0  ...  51555.0     49740.0       PS
4   PS2512  20250806  53000.0  ...  54630.0     52710.0       PS
5   PS2601  20250806  53645.0  ...  54795.0     52905.0       PS
6   PS2602  20250806  53770.0  ...  54730.0     53055.0       PS
7   PS2603  20250806  53810.0  ...  54875.0     53175.0       PS
8   PS2604  20250806  54150.0  ...  55050.0     53395.0       PS
9   PS2605  20250806  54200.0  ...  55125.0     53265.0       PS
10  PS2606  20250806  56945.0  ...  57555.0     55725.0       PS
11  PS2607  20250806  56140.0  ...  57595.0     55890.0       PS
13  SI2508  20250806   8530.0  ...   8630.0      8490.0       SI
14  SI2509  20250806   8435.0  ...   8570.0      8365.0       SI
15  SI2510  20250806   8405.0  ...   8585.0      8400.0       SI
16  SI2511  20250806   8400.0  ...   8615.0      8395.0       SI
17  SI2512  20250806   8815.0  ...   9010.0      8785.0       SI
18  SI2601  20250806   8800.0  ...   8990.0      8770.0       SI
19  SI2602  20250806   8850.0  ...   9085.0      8810.0       SI
20  SI2603  20250806   8845.0  ...   9110.0      8780.0       SI
21  SI2604  20250806   8870.0  ...   9170.0      8830.0       SI
22  SI2605  20250806   8960.0  ...   9130.0      8805.0       SI
23  SI2606  20250806   8890.0  ...   9135.0      8825.0       SI
24  SI2607  20250806   8925.0  ...   9100.0      8795.0       SI
27  LC2508  20250806  67500.0  ...  67800.0     68200.0       LC
28  LC2509  20250806  67680.0  ...  68300.0     68400.0       LC
29  LC2510  20250806  67760.0  ...  68560.0     68520.0       LC
30  LC2511  20250806  68100.0  ...  68620.0     68540.0       LC
31  LC2512  20250806  68440.0  ...  68900.0     68680.0       LC
32  LC2601  20250806  68500.0  ...  69040.0     68800.0       LC
33  LC2602  20250806  68480.0  ...  68820.0     68520.0       LC
34  LC2603  20250806  68380.0  ...  68800.0     68720.0       LC
35  LC2604  20250806  69360.0  ...  69580.0     69360.0       LC
36  LC2605  20250806  69400.0  ...  69800.0     69560.0       LC
37  LC2606  20250806  69460.0  ...  69600.0     69560.0       LC
38  LC2607  20250806  69560.0  ...  69700.0     69780.0       LC

[36 rows x 12 columns]
2025-08-11 18:25:58,309 - future_1d - INFO - ak.get_gfex_daily('2025-08-06') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250806   7859.0   7944.0  ...   314392.84   7906.0      7842.0       AP
1    AP511  20250806   7681.0   7736.0  ...     1357.23   7712.0      7660.0       AP
2    AP512  20250806   7758.0   7780.0  ...      225.27   7768.0      7721.0       AP
3    AP601  20250806   7780.0   7875.0  ...    24187.54   7843.0      7775.0       AP
4    AP603  20250806   7771.0   7805.0  ...      210.39   7792.0      7734.0       AP
5    AP604  20250806   7823.0   7839.0  ...       39.17   7833.0      7790.0       AP
6    AP605  20250806   7879.0   7910.0  ...      339.88   7904.0      7854.0       AP
7    CF509  20250806  13675.0  13730.0  ...   913008.41  13690.0     13670.0       CF
8    CF511  20250806  13705.0  13780.0  ...   132938.10  13740.0     13690.0       CF
9    CF601  20250806  13825.0  13885.0  ...   630239.11  13855.0     13825.0       CF
10   CF603  20250806  13800.0  13850.0  ...     2011.96  13830.0     13800.0       CF
11   CF605  20250806  13780.0  13830.0  ...    35816.87  13810.0     13775.0       CF
12   CF607  20250806  13780.0  13840.0  ...      614.93  13820.0     13780.0       CF
13   CJ509  20250806   9730.0   9850.0  ...    25882.81   9770.0      9705.0       CJ
14   CJ512  20250806  10720.0  10840.0  ...     9756.43  10735.0     10650.0       CJ
15   CJ601  20250806  10865.0  10985.0  ...   584003.04  10885.0     10795.0       CJ
16   CJ603  20250806  10925.0  11055.0  ...     7041.43  10960.0     10860.0       CJ
17   CJ605  20250806  11090.0  11190.0  ...    95692.16  11100.0     11015.0       CJ
18   CJ607  20250806  11300.0  11380.0  ...     1372.66  11300.0     11225.0       CJ
19   CY508  20250806      0.0      0.0  ...        0.00  19965.0     19995.0       CY
20   CY509  20250806  19850.0  19970.0  ...    16492.96  19905.0     19835.0       CY
21   CY510  20250806      0.0      0.0  ...        0.00  20015.0     19945.0       CY
22   CY511  20250806  19665.0  19775.0  ...    57069.79  19725.0     19755.0       CY
23   CY512  20250806      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250806  19735.0  19815.0  ...      731.66  19775.0     19780.0       CY
25   CY602  20250806      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250806      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250806      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250806      0.0      0.0  ...        0.00  19960.0     19960.0       CY
29   CY606  20250806      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250806      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250806   1064.0   1064.0  ...       63.84   1064.0      1055.0       FG
32   FG509  20250806   1079.0   1093.0  ...  2810737.49   1079.0      1073.0       FG
33   FG510  20250806   1174.0   1181.0  ...    71895.64   1169.0      1162.0       FG
34   FG511  20250806   1169.0   1179.0  ...   114846.97   1165.0      1157.0       FG
35   FG512  20250806   1242.0   1255.0  ...    61444.01   1238.0      1231.0       FG
36   FG601  20250806   1241.0   1248.0  ...  2646818.98   1229.0      1220.0       FG
37   FG602  20250806   1274.0   1296.0  ...     1933.74   1279.0      1268.0       FG
38   FG603  20250806   1277.0   1296.0  ...     3103.22   1280.0      1268.0       FG
39   FG604  20250806   1331.0   1340.0  ...      878.30   1323.0      1316.0       FG
40   FG605  20250806   1328.0   1336.0  ...    41995.88   1319.0      1310.0       FG
41   FG606  20250806   1343.0   1364.0  ...     1741.96   1340.0      1339.0       FG
42   FG607  20250806   1355.0   1355.0  ...     1119.48   1336.0      1334.0       FG
43   JR509  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250806      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250806      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250806      0.0      0.0  ...        0.00   2347.0      2343.0       MA
53   MA509  20250806   2394.0   2407.0  ...   684868.97   2397.0      2381.0       MA
54   MA510  20250806   2425.0   2438.0  ...    30656.62   2427.0      2411.0       MA
55   MA511  20250806   2445.0   2462.0  ...    64448.95   2452.0      2435.0       MA
56   MA512  20250806   2483.0   2499.0  ...    49791.62   2489.0      2470.0       MA
57   MA601  20250806   2490.0   2512.0  ...   320208.79   2502.0      2482.0       MA
58   MA602  20250806   2496.0   2507.0  ...       40.00   2500.0      2484.0       MA
59   MA603  20250806   2493.0   2503.0  ...      521.55   2495.0      2476.0       MA
60   MA604  20250806   2479.0   2484.0  ...       27.27   2479.0      2454.0       MA
61   MA605  20250806   2442.0   2460.0  ...     6942.59   2451.0      2427.0       MA
62   MA606  20250806   2450.0   2462.0  ...       12.29   2458.0      2436.0       MA
63   MA607  20250806   2444.0   2450.0  ...       26.88   2444.0      2427.0       MA
64   OI509  20250806   9620.0   9642.0  ...  1907396.47   9576.0      9566.0       OI
65   OI511  20250806   9620.0   9649.0  ...   191023.53   9589.0      9581.0       OI
66   OI601  20250806   9550.0   9573.0  ...   806394.17   9524.0      9506.0       OI
67   OI603  20250806   9499.0   9502.0  ...     3009.78   9465.0      9450.0       OI
68   OI605  20250806   9425.0   9445.0  ...     9691.28   9400.0      9367.0       OI
69   OI607  20250806   9425.0   9425.0  ...      187.81   9390.0      9380.0       OI
70   PF508  20250806   6298.0   6298.0  ...       31.49   6298.0      6290.0       PF
71   PF509  20250806   6314.0   6370.0  ...   156581.91   6332.0      6322.0       PF
72   PF510  20250806   6382.0   6436.0  ...   481228.55   6400.0      6376.0       PF
73   PF511  20250806   6374.0   6440.0  ...   277996.92   6408.0      6372.0       PF
74   PF512  20250806   6386.0   6438.0  ...    55692.20   6416.0      6370.0       PF
75   PF601  20250806   6386.0   6450.0  ...     8806.79   6410.0      6390.0       PF
76   PF602  20250806   6418.0   6452.0  ...       12.87   6434.0      6402.0       PF
77   PF603  20250806   6424.0   6448.0  ...       35.34   6426.0      6410.0       PF
78   PF604  20250806   6442.0   6444.0  ...       22.54   6442.0      6432.0       PF
79   PF605  20250806   6444.0   6484.0  ...       25.86   6466.0      6446.0       PF
80   PF606  20250806   6472.0   6488.0  ...        9.72   6478.0      6468.0       PF
81   PF607  20250806   6484.0   6490.0  ...        6.49   6488.0      6476.0       PF
82   PK510  20250806   8084.0   8100.0  ...    95588.20   8084.0      8074.0       PK
83   PK511  20250806   7956.0   7980.0  ...    75915.97   7956.0      7954.0       PK
84   PK512  20250806   7934.0   7970.0  ...    24022.29   7950.0      7952.0       PK
85   PK601  20250806   7960.0   7966.0  ...     7857.54   7954.0      7952.0       PK
86   PK603  20250806   7954.0   7974.0  ...       51.74   7960.0      7958.0       PK
87   PK604  20250806   7974.0   7976.0  ...       59.77   7970.0      7960.0       PK
88   PK605  20250806   7970.0   7986.0  ...     1087.79   7970.0      7958.0       PK
89   PL601  20250806   6510.0   6555.0  ...    24983.14   6499.0      6485.0       PL
90   PL602  20250806   6532.0   6570.0  ...      275.07   6549.0      6534.0       PL
91   PL603  20250806   6489.0   6531.0  ...      104.13   6508.0      6484.0       PL
92   PL604  20250806   6511.0   6511.0  ...       65.09   6509.0      6478.0       PL
93   PL605  20250806   6393.0   6393.0  ...       25.52   6379.0      6375.0       PL
94   PL606  20250806      0.0      0.0  ...        0.00   6499.0      6499.0       PL
95   PL607  20250806      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250806      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250806      0.0      0.0  ...        0.00   5896.0      5864.0       PR
103  PR509  20250806   5868.0   5916.0  ...    59208.19   5886.0      5864.0       PR
104  PR510  20250806   5900.0   5950.0  ...   235479.50   5924.0      5894.0       PR
105  PR511  20250806   5908.0   5956.0  ...   199802.34   5936.0      5900.0       PR
106  PR512  20250806   5930.0   5962.0  ...    61986.56   5952.0      5916.0       PR
107  PR601  20250806   5934.0   5960.0  ...     2570.78   5930.0      5930.0       PR
108  PR602  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
109  PR603  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
110  PR604  20250806      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250806      0.0      0.0  ...        0.00   5978.0      5978.0       PR
112  PR606  20250806      0.0      0.0  ...        0.00   5968.0      5958.0       PR
113  PR607  20250806      0.0      0.0  ...        0.00   6012.0      6012.0       PR
114  PX508  20250806      0.0      0.0  ...        0.00   6756.0      6722.0       PX
115  PX509  20250806   6716.0   6828.0  ...   351097.13   6756.0      6722.0       PX
116  PX510  20250806   6726.0   6804.0  ...   106039.48   6754.0      6720.0       PX
117  PX511  20250806   6708.0   6794.0  ...   197629.57   6740.0      6710.0       PX
118  PX512  20250806   6708.0   6788.0  ...    62266.54   6742.0      6718.0       PX
119  PX601  20250806   6684.0   6768.0  ...    80619.70   6722.0      6696.0       PX
120  PX602  20250806   6730.0   6740.0  ...       16.84   6738.0      6688.0       PX
121  PX603  20250806      0.0      0.0  ...        0.00   6718.0      6686.0       PX
122  PX604  20250806   6744.0   6744.0  ...        6.74   6744.0      6696.0       PX
123  PX605  20250806   6688.0   6752.0  ...      100.68   6712.0      6688.0       PX
124  PX606  20250806   6700.0   6708.0  ...       10.06   6706.0      6680.0       PX
125  PX607  20250806   6710.0   6752.0  ...       26.90   6726.0      6700.0       PX
126  RI509  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250806      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250806   2733.0   2745.0  ...      273.82   2738.0      2722.0       RM
133  RM509  20250806   2728.0   2793.0  ...  1508398.63   2761.0      2720.0       RM
134  RM511  20250806   2585.0   2615.0  ...    24847.32   2597.0      2578.0       RM
135  RM601  20250806   2444.0   2485.0  ...   553827.23   2462.0      2448.0       RM
136  RM603  20250806   2416.0   2445.0  ...    24039.15   2428.0      2418.0       RM
137  RM605  20250806   2392.0   2408.0  ...    67191.42   2397.0      2387.0       RM
138  RM607  20250806   2374.0   2383.0  ...     8859.63   2375.0      2367.0       RM
139  RS508  20250806      0.0      0.0  ...        0.00   5023.0      5061.0       RS
140  RS509  20250806   5278.0   5278.0  ...      238.96   5084.0      5122.0       RS
141  RS511  20250806   5269.0   5269.0  ...       15.73   5243.0      5232.0       RS
142  RS607  20250806   5584.0   5683.0  ...      123.77   5626.0      5512.0       RS
143  SA508  20250806   1254.0   1254.0  ...       97.57   1251.0      1237.0       SA
144  SA509  20250806   1269.0   1295.0  ...  1806727.84   1272.0      1255.0       SA
145  SA510  20250806   1305.0   1321.0  ...   191626.94   1302.0      1285.0       SA
146  SA511  20250806   1317.0   1331.0  ...   358539.66   1307.0      1291.0       SA
147  SA512  20250806   1362.0   1379.0  ...   187919.91   1352.0      1334.0       SA
148  SA601  20250806   1377.0   1388.0  ...  4578416.06   1363.0      1346.0       SA
149  SA602  20250806   1377.0   1396.0  ...     7750.65   1373.0      1366.0       SA
150  SA603  20250806   1385.0   1399.0  ...     7013.32   1377.0      1369.0       SA
151  SA604  20250806   1420.0   1438.0  ...     2587.76   1414.0      1407.0       SA
152  SA605  20250806   1427.0   1443.0  ...   125623.01   1421.0      1402.0       SA
153  SA606  20250806   1425.0   1445.0  ...     2443.86   1426.0      1406.0       SA
154  SA607  20250806   1424.0   1438.0  ...     2703.06   1424.0      1404.0       SA
155  SF508  20250806   5768.0   5944.0  ...     2384.39   5858.0      5654.0       SF
156  SF509  20250806   5708.0   6012.0  ...  1454719.26   5906.0      5666.0       SF
157  SF510  20250806   5692.0   5994.0  ...   258542.24   5880.0      5650.0       SF
158  SF511  20250806   5882.0   6176.0  ...   534537.38   6070.0      5830.0       SF
159  SF512  20250806   5864.0   6164.0  ...    59896.00   6054.0      5824.0       SF
160  SF601  20250806   5854.0   6148.0  ...   186150.55   6042.0      5810.0       SF
161  SF602  20250806   5844.0   6092.0  ...     1463.63   5986.0      5770.0       SF
162  SF603  20250806   6030.0   6226.0  ...      254.94   6144.0      5912.0       SF
163  SF604  20250806   6060.0   6182.0  ...       39.89   6138.0      5890.0       SF
164  SF605  20250806   5950.0   6204.0  ...     2949.62   6126.0      5904.0       SF
165  SF606  20250806   5946.0   6130.0  ...      275.76   6062.0      5864.0       SF
166  SF607  20250806   6058.0   6238.0  ...      172.68   6168.0      6010.0       SF
167  SH508  20250806      0.0      0.0  ...        0.00   2349.0      2354.0       SH
168  SH509  20250806   2506.0   2515.0  ...  1426910.21   2485.0      2490.0       SH
169  SH510  20250806   2590.0   2593.0  ...   321298.15   2569.0      2572.0       SH
170  SH511  20250806   2588.0   2590.0  ...   312692.04   2570.0      2573.0       SH
171  SH512  20250806   2607.0   2609.0  ...    76908.55   2593.0      2593.0       SH
172  SH601  20250806   2596.0   2598.0  ...   434692.64   2583.0      2584.0       SH
173  SH602  20250806   2621.0   2621.0  ...      492.90   2608.0      2605.0       SH
174  SH603  20250806   2634.0   2634.0  ...      715.35   2620.0      2619.0       SH
175  SH604  20250806   2672.0   2680.0  ...      528.43   2669.0      2664.0       SH
176  SH605  20250806   2697.0   2697.0  ...     5362.71   2680.0      2674.0       SH
177  SH606  20250806   2692.0   2702.0  ...      307.27   2695.0      2691.0       SH
178  SH607  20250806   2678.0   2690.0  ...       88.48   2681.0      2683.0       SH
179  SM508  20250806   6030.0   6148.0  ...       36.38   6064.0      5968.0       SM
180  SM509  20250806   6012.0   6192.0  ...  1381334.61   6110.0      5970.0       SM
181  SM510  20250806   6030.0   6188.0  ...   140567.57   6116.0      5978.0       SM
182  SM511  20250806   6078.0   6264.0  ...   213775.66   6196.0      6038.0       SM
183  SM512  20250806   6104.0   6270.0  ...    41131.80   6204.0      6058.0       SM
184  SM601  20250806   6102.0   6280.0  ...   444589.37   6202.0      6058.0       SM
185  SM602  20250806   6130.0   6258.0  ...      244.73   6196.0      6056.0       SM
186  SM603  20250806   6188.0   6278.0  ...      152.23   6214.0      6098.0       SM
187  SM604  20250806   6140.0   6290.0  ...       86.92   6210.0      6120.0       SM
188  SM605  20250806   6150.0   6312.0  ...     5777.89   6236.0      6092.0       SM
189  SM606  20250806   6204.0   6300.0  ...       53.05   6242.0      6088.0       SM
190  SM607  20250806   6164.0   6310.0  ...       56.48   6276.0      6112.0       SM
191  SR509  20250806   5680.0   5702.0  ...   635289.07   5689.0      5707.0       SR
192  SR511  20250806   5645.0   5654.0  ...    80865.75   5645.0      5656.0       SR
193  SR601  20250806   5623.0   5637.0  ...   475524.18   5627.0      5637.0       SR
194  SR603  20250806   5586.0   5605.0  ...     3027.70   5596.0      5606.0       SR
195  SR605  20250806   5566.0   5574.0  ...    19250.64   5565.0      5575.0       SR
196  SR607  20250806   5556.0   5569.0  ...     1718.81   5562.0      5571.0       SR
197  TA508  20250806   4666.0   4732.0  ...     1524.18   4668.0      4666.0       TA
198  TA509  20250806   4678.0   4748.0  ...  1408293.52   4702.0      4678.0       TA
199  TA510  20250806   4650.0   4756.0  ...   113324.77   4720.0      4698.0       TA
200  TA511  20250806   4706.0   4760.0  ...   119080.35   4728.0      4706.0       TA
201  TA512  20250806   4714.0   4764.0  ...    29852.27   4732.0      4712.0       TA
202  TA601  20250806   4710.0   4768.0  ...   651324.84   4734.0      4714.0       TA
203  TA602  20250806   4710.0   4758.0  ...      231.32   4722.0      4712.0       TA
204  TA603  20250806   4728.0   4774.0  ...       68.81   4746.0      4728.0       TA
205  TA604  20250806   4742.0   4782.0  ...        7.15   4768.0      4740.0       TA
206  TA605  20250806   4756.0   4800.0  ...    10110.05   4776.0      4752.0       TA
207  TA606  20250806      0.0      0.0  ...        0.00   4794.0      4750.0       TA
208  TA607  20250806   4806.0   4806.0  ...        2.40   4806.0      4770.0       TA
209  UR508  20250806   1775.0   1780.0  ...      206.40   1749.0      1754.0       UR
210  UR509  20250806   1784.0   1792.0  ...   833313.96   1761.0      1756.0       UR
211  UR510  20250806   1773.0   1785.0  ...    31993.87   1754.0      1750.0       UR
212  UR511  20250806   1789.0   1803.0  ...    27819.72   1777.0      1773.0       UR
213  UR512  20250806   1798.0   1799.0  ...      898.76   1776.0      1772.0       UR
214  UR601  20250806   1800.0   1804.0  ...   287545.04   1774.0      1772.0       UR
215  UR602  20250806   1792.0   1792.0  ...      938.41   1771.0      1773.0       UR
216  UR603  20250806   1814.0   1816.0  ...      371.35   1803.0      1802.0       UR
217  UR604  20250806   1811.0   1821.0  ...      224.15   1808.0      1798.0       UR
218  UR605  20250806   1818.0   1827.0  ...    13356.73   1805.0      1802.0       UR
219  UR606  20250806   1806.0   1809.0  ...      208.69   1799.0      1796.0       UR
220  UR607  20250806   1812.0   1812.0  ...      173.03   1802.0      1802.0       UR
221  WH509  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250806      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250806      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:25:58,607 - future_1d - INFO - ak.get_czce_daily('2025-08-06') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250806   504.5  ...   504.2      509.1      SC
1       SC2510  20250806   499.6  ...   499.5      503.3      SC
2       SC2511  20250806   495.7  ...   495.4      499.4      SC
3       SC2512  20250806   492.3  ...   491.6      494.7      SC
4       SC2601  20250806   488.7  ...   488.6      490.5      SC
5       SC2602  20250806   485.5  ...     486      486.6      SC
6       SC2603  20250806   485.8  ...   483.2      484.8      SC
7       SC2604  20250806   482.5  ...   481.6      481.7      SC
8       SC2605  20250806   477.6  ...   478.4      481.3      SC
9       SC2606  20250806   477.6  ...   476.8      479.3      SC
10      SC2607  20250806   474.3  ...   475.6      482.4      SC
11      SC2608  20250806          ...   477.5      481.6      SC
12      SC2609  20250806          ...     475        478      SC
13      SC2612  20250806          ...   472.3      472.3      SC
14      SC2703  20250806          ...   470.5      473.1      SC
15      SC2706  20250806     468  ...   467.8        473      SC
16      SC2709  20250806     466  ...   464.4      466.8      SC
17      SC2712  20250806          ...     464      466.3      SC
18      SC2803  20250806          ...   460.5        463      SC
19      SC2806  20250806   455.6  ...     456      458.6      SC
21      LU2509  20250806    3527  ...    3532       3544      LU
22      LU2510  20250806    3526  ...    3535       3539      LU
23      LU2511  20250806    3525  ...    3531       3541      LU
24      LU2512  20250806    3504  ...    3507       3528      LU
25      LU2601  20250806    3503  ...    3488       3495      LU
26      LU2602  20250806    3448  ...    3451       3473      LU
27      LU2603  20250806    3443  ...    3438       3467      LU
28      LU2604  20250806    3430  ...    3431       3443      LU
29      LU2605  20250806    3433  ...    3427       3435      LU
30      LU2606  20250806    3421  ...    3421       3437      LU
31      LU2607  20250806    3430  ...    3415       3422      LU
32      LU2608  20250806    3408  ...    3408       3418      LU
34      NR2508  20250806   12270  ...   12260      12230      NR
35      NR2509  20250806   12320  ...   12300      12270      NR
36      NR2510  20250806   12415  ...   12365      12315      NR
37      NR2511  20250806   12435  ...   12410      12365      NR
38      NR2512  20250806   12495  ...   12435      12390      NR
39      NR2601  20250806   12480  ...   12470      12415      NR
40      NR2602  20250806   12460  ...   12505      12465      NR
41      NR2603  20250806   12480  ...   12545      12470      NR
42      NR2604  20250806          ...   12565      12520      NR
43      NR2605  20250806   12620  ...   12620      12780      NR
44      NR2606  20250806          ...   12540      12540      NR
45      NR2607  20250806   12645  ...   12645      12560      NR
47      BC2508  20250806   69300  ...   69270      69500      BC
48      BC2509  20250806   69380  ...   69340      69640      BC
49      BC2510  20250806   69330  ...   69410      69680      BC
50      BC2511  20250806          ...   69240      69240      BC
51      BC2512  20250806          ...   69900      69910      BC
52      BC2601  20250806          ...   70020      70020      BC
53      BC2602  20250806          ...   70000      70000      BC
54      BC2603  20250806          ...   70000      70000      BC
55      BC2604  20250806          ...   70000      70000      BC
56      BC2605  20250806          ...   70000      70000      BC
57      BC2606  20250806          ...   69340      69340      BC
58      BC2607  20250806          ...   68670      68670      BC
60      EC2508  20250806  2075.3  ...  2080.3       2096      EC
61      EC2510  20250806  1403.8  ...  1434.4     1411.1      EC
62      EC2512  20250806  1681.3  ...  1759.5     1682.1      EC
63      EC2602  20250806  1483.2  ...  1521.6     1478.2      EC
64      EC2604  20250806  1329.9  ...  1342.5     1323.6      EC
65      EC2606  20250806    1458  ...  1489.4     1460.8      EC
69  SC_TAS2509  20250806          ...                     SC_TAS
70  SC_TAS2510  20250806          ...                     SC_TAS
71  SC_TAS2511  20250806          ...                     SC_TAS
72  SC_TAS2512  20250806          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 18:25:58,677 - future_1d - INFO - ak.get_ine_daily('2025-08-06') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250806  ...   78200      78490      CU
1        1      CU2509  20250806  ...   78160      78480      CU
2        2      CU2510  20250806  ...   78160      78480      CU
3        3      CU2511  20250806  ...   78150      78440      CU
4        4      CU2512  20250806  ...   78120      78420      CU
5        5      CU2601  20250806  ...   78080      78400      CU
6        6      CU2602  20250806  ...   78030      78330      CU
7        7      CU2603  20250806  ...   78010      78340      CU
8        8      CU2604  20250806  ...   78040      78360      CU
9        9      CU2605  20250806  ...   78080      78390      CU
10      10      CU2606  20250806  ...   78040      78380      CU
11      11      CU2607  20250806  ...   78060      78380      CU
12      12      BC2508  20250806  ...   69270      69500      BC
13      13      BC2509  20250806  ...   69340      69640      BC
14      14      BC2510  20250806  ...   69410      69680      BC
15      15      BC2511  20250806  ...   69240      69240      BC
16      16      BC2512  20250806  ...   69900      69910      BC
17      17      BC2601  20250806  ...   70020      70020      BC
18      18      BC2602  20250806  ...   70000      70000      BC
19      19      BC2603  20250806  ...   70000      70000      BC
20      20      BC2604  20250806  ...   70000      70000      BC
21      21      BC2605  20250806  ...   70000      70000      BC
22      22      BC2606  20250806  ...   69340      69340      BC
23      23      BC2607  20250806  ...   68670      68670      BC
24      24      AL2508  20250806  ...   20655      20535      AL
25      25      AL2509  20250806  ...   20600      20495      AL
26      26      AL2510  20250806  ...   20570      20460      AL
27      27      AL2511  20250806  ...   20525      20420      AL
28      28      AL2512  20250806  ...   20475      20360      AL
29      29      AL2601  20250806  ...   20445      20325      AL
30      30      AL2602  20250806  ...   20450      20320      AL
31      31      AL2603  20250806  ...   20470      20355      AL
32      32      AL2604  20250806  ...   20460      20345      AL
33      33      AL2605  20250806  ...   20480      20370      AL
34      34      AL2606  20250806  ...   20535      20405      AL
35      35      AL2607  20250806  ...   20505      20420      AL
36      36      ZN2508  20250806  ...   22310      22295      ZN
37      37      ZN2509  20250806  ...   22330      22315      ZN
38      38      ZN2510  20250806  ...   22330      22315      ZN
39      39      ZN2511  20250806  ...   22325      22315      ZN
40      40      ZN2512  20250806  ...   22280      22295      ZN
41      41      ZN2601  20250806  ...   22260      22260      ZN
42      42      ZN2602  20250806  ...   22255      22230      ZN
43      43      ZN2603  20250806  ...   22275      22300      ZN
44      44      ZN2604  20250806  ...   22270      22280      ZN
45      45      ZN2605  20250806  ...   22320      22300      ZN
46      46      ZN2606  20250806  ...   22345      22310      ZN
47      47      ZN2607  20250806  ...   22305      22295      ZN
48      48      PB2508  20250806  ...   16775      16665      PB
49      49      PB2509  20250806  ...   16830      16715      PB
50      50      PB2510  20250806  ...   16825      16720      PB
51      51      PB2511  20250806  ...   16845      16760      PB
52      52      PB2512  20250806  ...   16845      16785      PB
53      53      PB2601  20250806  ...   16925      16785      PB
54      54      PB2602  20250806  ...   16970      16800      PB
55      55      PB2603  20250806  ...   16825      16825      PB
56      56      PB2604  20250806  ...   16855      16855      PB
57      57      PB2605  20250806  ...   17020      16925      PB
58      58      PB2606  20250806  ...   16860      16860      PB
59      59      PB2607  20250806  ...   16980      16980      PB
60      60      NI2508  20250806  ...  120620     120660      NI
61      61      NI2509  20250806  ...  120680     120800      NI
62      62      NI2510  20250806  ...  120810     120900      NI
63      63      NI2511  20250806  ...  120970     121090      NI
64      64      NI2512  20250806  ...  121190     121380      NI
65      65      NI2601  20250806  ...  121500     121610      NI
66      66      NI2602  20250806  ...  121710     121950      NI
67      67      NI2603  20250806  ...  121820     122050      NI
68      68      NI2604  20250806  ...  122280     122250      NI
69      69      NI2605  20250806  ...  122640     122680      NI
70      70      NI2606  20250806  ...  122940     122900      NI
71      71      NI2607  20250806  ...  123100     123210      NI
72      72      SN2508  20250806  ...  266550     265600      SN
73      73      SN2509  20250806  ...  266860     266140      SN
74      74      SN2510  20250806  ...  267160     266620      SN
75      75      SN2511  20250806  ...  267170     266700      SN
76      76      SN2512  20250806  ...  266980     266960      SN
77      77      SN2601  20250806  ...  267550     266920      SN
78      78      SN2602  20250806  ...  267470     268140      SN
79      79      SN2603  20250806  ...  267930     268190      SN
80      80      SN2604  20250806  ...  268730     268730      SN
81      81      SN2605  20250806  ...  268090     267070      SN
82      82      SN2606  20250806  ...  268240     267870      SN
83      83      SN2607  20250806  ...  268490     268490      SN
84      84      AO2508  20250806  ...    3227       3225      AO
85      85      AO2509  20250806  ...    3222       3210      AO
86      86      AO2510  20250806  ...    3223       3213      AO
87      87      AO2511  20250806  ...    3225       3215      AO
88      88      AO2512  20250806  ...    3232       3219      AO
89      89      AO2601  20250806  ...    3235       3220      AO
90      90      AO2602  20250806  ...    3219       3220      AO
91      91      AO2603  20250806  ...    3229       3218      AO
92      92      AO2604  20250806  ...    3237       3209      AO
93      93      AO2605  20250806  ...    3237       3215      AO
94      94      AO2606  20250806  ...    3234       3208      AO
95      95      AO2607  20250806  ...    3239       3212      AO
96      96      AD2511  20250806  ...   20020      19940      AD
97      97      AD2512  20250806  ...   20060      19935      AD
98      98      AD2601  20250806  ...   20015      19880      AD
99      99      AD2602  20250806  ...   19855      19800      AD
100    100      AD2603  20250806  ...   19885      19795      AD
101    101      AD2604  20250806  ...   19710      19710      AD
102    102      AD2605  20250806  ...   19650      19650      AD
103    103      AD2606  20250806  ...   19715      19715      AD
104    104      AD2607  20250806  ...   19830      19830      AD
105    105      AU2508  20250806  ...  781.54     781.16      AU
106    106      AU2509  20250806  ...  783.02     783.04      AU
107    107      AU2510  20250806  ...  784.26     784.32      AU
108    108      AU2512  20250806  ...  786.36     786.54      AU
109    109      AU2602  20250806  ...   788.5     788.78      AU
110    110      AU2604  20250806  ...  790.68     790.86      AU
111    111      AU2606  20250806  ...  792.88        793      AU
112    112      AU2608  20250806  ...   795.3     795.52      AU
113    113      AG2508  20250806  ...    9147       9030      AG
114    114      AG2509  20250806  ...    9147       9063      AG
115    115      AG2510  20250806  ...    9160       9074      AG
116    116      AG2511  20250806  ...    9169       9086      AG
117    117      AG2512  20250806  ...    9184       9099      AG
118    118      AG2601  20250806  ...    9192       9110      AG
119    119      AG2602  20250806  ...    9208       9123      AG
120    120      AG2603  20250806  ...    9218       9135      AG
121    121      AG2604  20250806  ...    9228       9148      AG
122    122      AG2605  20250806  ...    9250       9163      AG
123    123      AG2606  20250806  ...    9257       9173      AG
124    124      AG2607  20250806  ...    9266       9185      AG
125    125      RB2508  20250806  ...    3195       3168      RB
126    126      RB2509  20250806  ...    3194       3180      RB
127    127      RB2510  20250806  ...    3230       3210      RB
128    128      RB2511  20250806  ...    3246       3227      RB
129    129      RB2512  20250806  ...    3284       3265      RB
130    130      RB2601  20250806  ...    3306       3284      RB
131    131      RB2602  20250806  ...    3295       3269      RB
132    132      RB2603  20250806  ...    3317       3286      RB
133    133      RB2604  20250806  ...    3330       3315      RB
134    134      RB2605  20250806  ...    3334       3311      RB
135    135      RB2606  20250806  ...    3346       3330      RB
136    136      RB2607  20250806  ...    3354       3331      RB
137    137      WR2508  20250806  ...    3212       3212      WR
138    138      WR2509  20250806  ...    3342       3342      WR
139    139      WR2510  20250806  ...    3467       3449      WR
140    140      WR2511  20250806  ...    3490       3490      WR
141    141      WR2512  20250806  ...    3499       3499      WR
142    142      WR2601  20250806  ...    3473       3473      WR
143    143      WR2602  20250806  ...    3523       3507      WR
144    144      WR2603  20250806  ...    3527       3565      WR
145    145      WR2604  20250806  ...    3560       3560      WR
146    146      WR2605  20250806  ...    3478       3439      WR
147    147      WR2606  20250806  ...    3599       3599      WR
148    148      WR2607  20250806  ...    3635       3635      WR
149    149      HC2508  20250806  ...    3450       3453      HC
150    150      HC2509  20250806  ...    3461       3443      HC
151    151      HC2510  20250806  ...    3452       3437      HC
152    152      HC2511  20250806  ...    3454       3434      HC
153    153      HC2512  20250806  ...    3451       3435      HC
154    154      HC2601  20250806  ...    3455       3440      HC
155    155      HC2602  20250806  ...    3448       3431      HC
156    156      HC2603  20250806  ...    3456       3434      HC
157    157      HC2604  20250806  ...    3461       3441      HC
158    158      HC2605  20250806  ...    3460       3439      HC
159    159      HC2606  20250806  ...    3457       3456      HC
160    160      HC2607  20250806  ...    3473       3459      HC
161    161      SS2508  20250806  ...   12955      12960      SS
162    162      SS2509  20250806  ...   12930      12950      SS
163    163      SS2510  20250806  ...   12985      12995      SS
164    164      SS2511  20250806  ...   13025      13035      SS
165    165      SS2512  20250806  ...   13045      13055      SS
166    166      SS2601  20250806  ...   13085      13095      SS
167    167      SS2602  20250806  ...   13125      13135      SS
168    168      SS2603  20250806  ...   13180      13195      SS
169    169      SS2604  20250806  ...   13190      13190      SS
170    170      SS2605  20250806  ...   13270      13265      SS
171    171      SS2606  20250806  ...   13300      13290      SS
172    172      SS2607  20250806  ...   13335      13345      SS
173    173      SC2509  20250806  ...   504.2      509.1      SC
174    174      SC2510  20250806  ...   499.5      503.3      SC
175    175      SC2511  20250806  ...   495.4      499.4      SC
176    176      SC2512  20250806  ...   491.6      494.7      SC
177    177      SC2601  20250806  ...   488.6      490.5      SC
178    178      SC2602  20250806  ...     486      486.6      SC
179    179      SC2603  20250806  ...   483.2      484.8      SC
180    180      SC2604  20250806  ...   481.6      481.7      SC
181    181      SC2605  20250806  ...   478.4      481.3      SC
182    182      SC2606  20250806  ...   476.8      479.3      SC
183    183      SC2607  20250806  ...   475.6      482.4      SC
184    184      SC2608  20250806  ...   477.5      481.6      SC
185    185      SC2609  20250806  ...     475        478      SC
186    186      SC2612  20250806  ...   472.3      472.3      SC
187    187      SC2703  20250806  ...   470.5      473.1      SC
188    188      SC2706  20250806  ...   467.8        473      SC
189    189      SC2709  20250806  ...   464.4      466.8      SC
190    190      SC2712  20250806  ...     464      466.3      SC
191    191      SC2803  20250806  ...   460.5        463      SC
192    192      SC2806  20250806  ...     456      458.6      SC
193    193      LU2509  20250806  ...    3532       3544      LU
194    194      LU2510  20250806  ...    3535       3539      LU
195    195      LU2511  20250806  ...    3531       3541      LU
196    196      LU2512  20250806  ...    3507       3528      LU
197    197      LU2601  20250806  ...    3488       3495      LU
198    198      LU2602  20250806  ...    3451       3473      LU
199    199      LU2603  20250806  ...    3438       3467      LU
200    200      LU2604  20250806  ...    3431       3443      LU
201    201      LU2605  20250806  ...    3427       3435      LU
202    202      LU2606  20250806  ...    3421       3437      LU
203    203      LU2607  20250806  ...    3415       3422      LU
204    204      LU2608  20250806  ...    3408       3418      LU
205    205      FU2509  20250806  ...    2819       2818      FU
206    206      FU2510  20250806  ...    2838       2839      FU
207    207      FU2511  20250806  ...    2850       2849      FU
208    208      FU2512  20250806  ...    2849       2848      FU
209    209      FU2601  20250806  ...    2840       2841      FU
210    210      FU2602  20250806  ...    2832       2836      FU
211    211      FU2603  20250806  ...    2824       2830      FU
212    212      FU2604  20250806  ...    2820       2825      FU
213    213      FU2605  20250806  ...    2806       2815      FU
214    214      FU2606  20250806  ...    2803       2810      FU
215    215      FU2607  20250806  ...    2788       2797      FU
216    216      FU2608  20250806  ...    2788       2793      FU
217    217      BU2508  20250806  ...    3550       3557      BU
218    218      BU2509  20250806  ...    3543       3543      BU
219    219      BU2510  20250806  ...    3517       3523      BU
220    220      BU2511  20250806  ...    3486       3494      BU
221    221      BU2512  20250806  ...    3430       3434      BU
222    222      BU2601  20250806  ...    3396       3399      BU
223    223      BU2602  20250806  ...    3385       3383      BU
224    224      BU2603  20250806  ...    3367       3371      BU
225    225      BU2604  20250806  ...    3372       3372      BU
226    226      BU2605  20250806  ...    3362       3368      BU
227    227      BU2606  20250806  ...    3359       3366      BU
228    228      BU2607  20250806  ...    3380       3361      BU
229    229      BU2609  20250806  ...    3364       3364      BU
230    230      BU2612  20250806  ...    3297       3316      BU
231    231      BU2703  20250806  ...    3314       3315      BU
232    232      BU2706  20250806  ...    3335       3335      BU
233    233      BR2508  20250806  ...   11525      11480      BR
234    234      BR2509  20250806  ...   11510      11460      BR
235    235      BR2510  20250806  ...   11510      11465      BR
236    236      BR2511  20250806  ...   11530      11490      BR
237    237      BR2512  20250806  ...   11575      11540      BR
238    238      BR2601  20250806  ...   11615      11555      BR
239    239      BR2602  20250806  ...   11605      11570      BR
240    240      BR2603  20250806  ...   11665      11585      BR
241    241      BR2604  20250806  ...   11615      11615      BR
242    242      BR2605  20250806  ...   11735      11670      BR
243    243      BR2606  20250806  ...   11695      11675      BR
244    244      BR2607  20250806  ...   11760      11660      BR
245    245      RU2508  20250806  ...   14460      14460      RU
246    246      RU2509  20250806  ...   14510      14465      RU
247    247      RU2510  20250806  ...   14525      14475      RU
248    248      RU2511  20250806  ...   14555      14495      RU
249    249      RU2601  20250806  ...   15475      15380      RU
250    250      RU2603  20250806  ...   15570      15420      RU
251    251      RU2604  20250806  ...   15590      15500      RU
252    252      RU2605  20250806  ...   15595      15480      RU
253    253      RU2606  20250806  ...   15600      15615      RU
254    254      RU2607  20250806  ...   15620      15590      RU
255    255      NR2508  20250806  ...   12260      12230      NR
256    256      NR2509  20250806  ...   12300      12270      NR
257    257      NR2510  20250806  ...   12365      12315      NR
258    258      NR2511  20250806  ...   12410      12365      NR
259    259      NR2512  20250806  ...   12435      12390      NR
260    260      NR2601  20250806  ...   12470      12415      NR
261    261      NR2602  20250806  ...   12505      12465      NR
262    262      NR2603  20250806  ...   12545      12470      NR
263    263      NR2604  20250806  ...   12565      12520      NR
264    264      NR2605  20250806  ...   12620      12780      NR
265    265      NR2606  20250806  ...   12540      12540      NR
266    266      NR2607  20250806  ...   12645      12560      NR
267    267      SP2508  20250806  ...    5108       5108      SP
268    268      SP2509  20250806  ...    5162       5156      SP
269    269      SP2510  20250806  ...    5176       5156      SP
270    270      SP2511  20250806  ...    5178       5162      SP
271    271      SP2512  20250806  ...    5186       5168      SP
272    272      SP2601  20250806  ...    5418       5394      SP
273    273      SP2602  20250806  ...    5402       5368      SP
274    274      SP2603  20250806  ...    5392       5378      SP
275    275      SP2604  20250806  ...    5390       5350      SP
276    276      SP2605  20250806  ...    5394       5374      SP
277    277      SP2606  20250806  ...    5420       5394      SP
278    278      SP2607  20250806  ...    5402       5370      SP
279    279      EC2508  20250806  ...  2080.3       2096      EC
280    280      EC2510  20250806  ...  1434.4     1411.1      EC
281    281      EC2512  20250806  ...  1759.5     1682.1      EC
282    282      EC2602  20250806  ...  1521.6     1478.2      EC
283    283      EC2604  20250806  ...  1342.5     1323.6      EC
284    284      EC2606  20250806  ...  1489.4     1460.8      EC
285    287  SC_TAS2509  20250806  ...                     SC_TAS
286    288  SC_TAS2510  20250806  ...                     SC_TAS
287    289  SC_TAS2511  20250806  ...                     SC_TAS
288    290  SC_TAS2512  20250806  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:25:58,786 - future_1d - INFO - ak.get_shfe_daily('2025-08-06') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:25:58,874 - future_1d - INFO - ak.get_dce_daily('2025-08-06') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250806  6255.000  ...  6331.000    6260.200       IC
1   IC2509  20250806  6198.000  ...  6266.200    6195.600       IC
2   IC2512  20250806  6034.800  ...  6107.800    6038.000       IC
3   IC2603  20250806  5909.800  ...  5973.400    5903.400       IC
4   IF2508  20250806  4091.400  ...  4109.000    4094.400       IF
5   IF2509  20250806  4080.000  ...  4098.600    4081.800       IF
6   IF2512  20250806  4050.800  ...  4068.600    4050.800       IF
7   IF2603  20250806  4022.000  ...  4037.800    4019.000       IF
8   IH2508  20250806  2787.000  ...  2797.200    2789.800       IH
9   IH2509  20250806  2790.000  ...  2798.200    2790.800       IH
10  IH2512  20250806  2790.000  ...  2800.200    2792.600       IH
11  IH2603  20250806  2789.800  ...  2801.800    2792.800       IH
12  IM2508  20250806  6745.000  ...  6840.200    6744.600       IM
13  IM2509  20250806  6674.000  ...  6770.400    6673.200       IM
14  IM2512  20250806  6490.000  ...  6581.200    6482.200       IM
15  IM2603  20250806  6312.000  ...  6402.600    6304.800       IM
16   T2509  20250806   108.510  ...   108.565     108.550        T
17   T2512  20250806   108.325  ...   108.435     108.360        T
18   T2603  20250806   108.085  ...   108.235     108.150        T
19  TF2509  20250806   105.755  ...   105.780     105.755       TF
20  TF2512  20250806   105.700  ...   105.815     105.770       TF
21  TF2603  20250806   105.740  ...   105.820     105.770       TF
22  TL2509  20250806   119.220  ...   119.340     119.380       TL
23  TL2512  20250806   118.830  ...   119.000     119.020       TL
24  TL2603  20250806   118.460  ...   118.620     118.610       TL
25  TS2509  20250806   102.348  ...   102.370     102.352       TS
26  TS2512  20250806   102.384  ...   102.408     102.392       TS
27  TS2603  20250806   102.352  ...   102.380     102.368       TS

[28 rows x 12 columns]
2025-08-11 18:25:59,015 - future_1d - INFO - ak.get_cffex_daily('2025-08-06') done
2025-08-11 18:26:00,746 - future_1d - INFO - save future_daily 2025-08-06 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250807  49845.0  ...  50505.0     49845.0       PS
1   PS2509  20250807  51450.0  ...  50425.0     51200.0       PS
2   PS2510  20250807  51260.0  ...  50590.0     51385.0       PS
3   PS2511  20250807  51290.0  ...  50625.0     51555.0       PS
4   PS2512  20250807  54135.0  ...  53790.0     54630.0       PS
5   PS2601  20250807  54600.0  ...  53930.0     54795.0       PS
6   PS2602  20250807  54715.0  ...  53915.0     54730.0       PS
7   PS2603  20250807  54885.0  ...  53885.0     54875.0       PS
8   PS2604  20250807  55030.0  ...  54120.0     55050.0       PS
9   PS2605  20250807  55000.0  ...  54000.0     55125.0       PS
10  PS2606  20250807  57000.0  ...  57045.0     57555.0       PS
11  PS2607  20250807  57645.0  ...  57295.0     57595.0       PS
13  SI2508  20250807   8645.0  ...   8645.0      8630.0       SI
14  SI2509  20250807   8670.0  ...   8605.0      8570.0       SI
15  SI2510  20250807   8700.0  ...   8625.0      8585.0       SI
16  SI2511  20250807   8680.0  ...   8635.0      8615.0       SI
17  SI2512  20250807   9010.0  ...   8975.0      9010.0       SI
18  SI2601  20250807   9030.0  ...   8965.0      8990.0       SI
19  SI2602  20250807   9050.0  ...   8945.0      9085.0       SI
20  SI2603  20250807   9095.0  ...   8970.0      9110.0       SI
21  SI2604  20250807   9080.0  ...   9025.0      9170.0       SI
22  SI2605  20250807   9100.0  ...   9010.0      9130.0       SI
23  SI2606  20250807   9235.0  ...   9035.0      9135.0       SI
24  SI2607  20250807   9160.0  ...   9040.0      9100.0       SI
27  LC2508  20250807  70000.0  ...  70000.0     67800.0       LC
28  LC2509  20250807  69600.0  ...  71080.0     68300.0       LC
29  LC2510  20250807  69460.0  ...  71420.0     68560.0       LC
30  LC2511  20250807  69900.0  ...  71440.0     68620.0       LC
31  LC2512  20250807  69880.0  ...  71820.0     68900.0       LC
32  LC2601  20250807  70500.0  ...  71640.0     69040.0       LC
33  LC2602  20250807  69740.0  ...  71420.0     68820.0       LC
34  LC2603  20250807  69780.0  ...  71680.0     68800.0       LC
35  LC2604  20250807  70500.0  ...  71880.0     69580.0       LC
36  LC2605  20250807  70460.0  ...  71880.0     69800.0       LC
37  LC2606  20250807  70440.0  ...  71820.0     69600.0       LC
38  LC2607  20250807  70680.0  ...  71840.0     69700.0       LC

[36 rows x 12 columns]
2025-08-11 18:26:06,506 - future_1d - INFO - ak.get_gfex_daily('2025-08-07') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250807   7930.0   7977.0  ...   243169.92   7937.0      7906.0       AP
1    AP511  20250807   7717.0   7764.0  ...      765.34   7731.0      7712.0       AP
2    AP512  20250807   7758.0   7809.0  ...      311.26   7781.0      7768.0       AP
3    AP601  20250807   7856.0   7894.0  ...    23873.39   7871.0      7843.0       AP
4    AP603  20250807   7780.0   7816.0  ...      280.72   7798.0      7792.0       AP
5    AP604  20250807   7820.0   7832.0  ...       78.19   7819.0      7833.0       AP
6    AP605  20250807   7881.0   7915.0  ...      473.49   7891.0      7904.0       AP
7    CF509  20250807  13690.0  13710.0  ...   705965.08  13675.0     13690.0       CF
8    CF511  20250807  13735.0  13760.0  ...   134780.62  13735.0     13740.0       CF
9    CF601  20250807  13840.0  13860.0  ...   491622.78  13830.0     13855.0       CF
10   CF603  20250807  13820.0  13820.0  ...     2420.64  13795.0     13830.0       CF
11   CF605  20250807  13800.0  13810.0  ...    16750.82  13785.0     13810.0       CF
12   CF607  20250807  13815.0  13815.0  ...      414.00  13800.0     13820.0       CF
13   CJ509  20250807   9900.0  10095.0  ...    73150.96   9955.0      9770.0       CJ
14   CJ512  20250807  10825.0  11185.0  ...    29208.37  10985.0     10735.0       CJ
15   CJ601  20250807  10985.0  11345.0  ...  1619726.08  11140.0     10885.0       CJ
16   CJ603  20250807  11055.0  11365.0  ...    20067.68  11190.0     10960.0       CJ
17   CJ605  20250807  11200.0  11500.0  ...   221690.47  11315.0     11100.0       CJ
18   CJ607  20250807  11365.0  11665.0  ...     2800.09  11500.0     11300.0       CJ
19   CY508  20250807      0.0      0.0  ...        0.00  19965.0     19965.0       CY
20   CY509  20250807  19945.0  19945.0  ...    10171.85  19905.0     19905.0       CY
21   CY510  20250807      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250807  19680.0  19765.0  ...    61592.60  19725.0     19725.0       CY
23   CY512  20250807      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250807  19820.0  19820.0  ...      365.90  19780.0     19775.0       CY
25   CY602  20250807      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250807      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250807      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250807  20015.0  20090.0  ...       89.87  19970.0     19960.0       CY
29   CY606  20250807      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250807      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250807   1072.0   1072.0  ...       10.72   1072.0      1064.0       FG
32   FG509  20250807   1085.0   1097.0  ...  2982460.00   1078.0      1079.0       FG
33   FG510  20250807   1174.0   1185.0  ...    78194.12   1168.0      1169.0       FG
34   FG511  20250807   1168.0   1180.0  ...   137607.85   1162.0      1165.0       FG
35   FG512  20250807   1251.0   1253.0  ...    81544.77   1237.0      1238.0       FG
36   FG601  20250807   1231.0   1242.0  ...  2824489.12   1222.0      1229.0       FG
37   FG602  20250807   1284.0   1292.0  ...     1567.96   1273.0      1279.0       FG
38   FG603  20250807   1282.0   1290.0  ...     2319.55   1272.0      1280.0       FG
39   FG604  20250807   1330.0   1335.0  ...      671.83   1317.0      1323.0       FG
40   FG605  20250807   1319.0   1331.0  ...    38840.73   1311.0      1319.0       FG
41   FG606  20250807   1347.0   1350.0  ...     1415.83   1333.0      1340.0       FG
42   FG607  20250807   1339.0   1347.0  ...      661.97   1329.0      1336.0       FG
43   JR509  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250807      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250807      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250807      0.0      0.0  ...        0.00   2347.0      2347.0       MA
53   MA509  20250807   2397.0   2410.0  ...   698085.26   2395.0      2397.0       MA
54   MA510  20250807   2429.0   2438.0  ...    68895.61   2420.0      2427.0       MA
55   MA511  20250807   2453.0   2464.0  ...   107586.52   2448.0      2452.0       MA
56   MA512  20250807   2488.0   2501.0  ...    39555.82   2482.0      2489.0       MA
57   MA601  20250807   2503.0   2515.0  ...   333376.33   2502.0      2502.0       MA
58   MA602  20250807   2507.0   2507.0  ...      109.99   2500.0      2500.0       MA
59   MA603  20250807   2501.0   2501.0  ...       74.90   2497.0      2495.0       MA
60   MA604  20250807   2487.0   2487.0  ...       24.81   2481.0      2479.0       MA
61   MA605  20250807   2455.0   2461.0  ...    10380.59   2453.0      2451.0       MA
62   MA606  20250807   2460.0   2460.0  ...        4.92   2459.0      2458.0       MA
63   MA607  20250807   2451.0   2453.0  ...       19.60   2450.0      2444.0       MA
64   OI509  20250807   9575.0   9672.0  ...  3279742.03   9558.0      9576.0       OI
65   OI511  20250807   9594.0   9681.0  ...   375141.92   9569.0      9589.0       OI
66   OI601  20250807   9530.0   9630.0  ...  1512278.71   9532.0      9524.0       OI
67   OI603  20250807   9483.0   9555.0  ...     4686.66   9487.0      9465.0       OI
68   OI605  20250807   9413.0   9473.0  ...    23167.30   9398.0      9400.0       OI
69   OI607  20250807   9405.0   9461.0  ...      263.64   9416.0      9390.0       OI
70   PF508  20250807   6300.0   6300.0  ...       72.44   6300.0      6298.0       PF
71   PF509  20250807   6348.0   6362.0  ...    90245.99   6332.0      6332.0       PF
72   PF510  20250807   6418.0   6430.0  ...   337961.19   6402.0      6400.0       PF
73   PF511  20250807   6428.0   6434.0  ...   204082.23   6402.0      6408.0       PF
74   PF512  20250807   6416.0   6430.0  ...    84646.97   6400.0      6416.0       PF
75   PF601  20250807   6428.0   6438.0  ...     9507.27   6416.0      6410.0       PF
76   PF602  20250807   6436.0   6460.0  ...        9.66   6444.0      6434.0       PF
77   PF603  20250807   6454.0   6470.0  ...       32.23   6446.0      6426.0       PF
78   PF604  20250807   6472.0   6476.0  ...       32.32   6464.0      6442.0       PF
79   PF605  20250807   6490.0   6494.0  ...       51.84   6480.0      6466.0       PF
80   PF606  20250807      0.0      0.0  ...        0.00   6478.0      6478.0       PF
81   PF607  20250807      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250807   8100.0   8144.0  ...   203033.37   8118.0      8084.0       PK
83   PK511  20250807   7974.0   8004.0  ...   126535.83   7986.0      7956.0       PK
84   PK512  20250807   7964.0   7988.0  ...    45639.01   7976.0      7950.0       PK
85   PK601  20250807   7956.0   7980.0  ...     8470.25   7972.0      7954.0       PK
86   PK603  20250807   7960.0   7994.0  ...      363.13   7982.0      7960.0       PK
87   PK604  20250807   7970.0   7996.0  ...      147.61   7980.0      7970.0       PK
88   PK605  20250807   7974.0   7988.0  ...     1727.46   7980.0      7970.0       PK
89   PL601  20250807   6501.0   6511.0  ...    14506.91   6488.0      6499.0       PL
90   PL602  20250807   6551.0   6557.0  ...      156.95   6539.0      6549.0       PL
91   PL603  20250807   6494.0   6494.0  ...       12.99   6494.0      6508.0       PL
92   PL604  20250807   6476.0   6476.0  ...       25.90   6476.0      6509.0       PL
93   PL605  20250807   6377.0   6378.0  ...      114.76   6376.0      6379.0       PL
94   PL606  20250807   6487.0   6487.0  ...       12.97   6487.0      6499.0       PL
95   PL607  20250807      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250807      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250807      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250807   5906.0   5916.0  ...    63434.70   5892.0      5886.0       PR
104  PR510  20250807   5940.0   5956.0  ...   184889.77   5930.0      5924.0       PR
105  PR511  20250807   5942.0   5958.0  ...   132616.07   5928.0      5936.0       PR
106  PR512  20250807   5954.0   5966.0  ...    38494.80   5942.0      5952.0       PR
107  PR601  20250807   5960.0   5960.0  ...      454.68   5944.0      5930.0       PR
108  PR602  20250807   5982.0   5982.0  ...       17.90   5966.0      5978.0       PR
109  PR603  20250807   5974.0   5974.0  ...       17.90   5966.0      5968.0       PR
110  PR604  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250807   5978.0   5978.0  ...        8.97   5978.0      5978.0       PR
112  PR606  20250807      0.0      0.0  ...        0.00   5968.0      5968.0       PR
113  PR607  20250807      0.0      0.0  ...        0.00   5996.0      6012.0       PR
114  PX508  20250807      0.0      0.0  ...        0.00   6788.0      6756.0       PX
115  PX509  20250807   6806.0   6826.0  ...   295072.51   6788.0      6756.0       PX
116  PX510  20250807   6784.0   6800.0  ...    92182.33   6758.0      6754.0       PX
117  PX511  20250807   6776.0   6788.0  ...   201849.99   6740.0      6740.0       PX
118  PX512  20250807   6772.0   6782.0  ...    74809.92   6738.0      6742.0       PX
119  PX601  20250807   6762.0   6762.0  ...    69503.89   6728.0      6722.0       PX
120  PX602  20250807   6710.0   6714.0  ...       10.07   6712.0      6738.0       PX
121  PX603  20250807      0.0      0.0  ...        0.00   6706.0      6718.0       PX
122  PX604  20250807      0.0      0.0  ...        0.00   6712.0      6744.0       PX
123  PX605  20250807   6728.0   6732.0  ...      191.27   6712.0      6712.0       PX
124  PX606  20250807   6722.0   6722.0  ...       13.43   6714.0      6706.0       PX
125  PX607  20250807   6714.0   6714.0  ...        3.36   6714.0      6726.0       PX
126  RI509  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250807      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250807      0.0      0.0  ...        0.00   2738.0      2738.0       RM
133  RM509  20250807   2749.0   2750.0  ...  1016898.96   2723.0      2761.0       RM
134  RM511  20250807   2585.0   2585.0  ...     9478.67   2567.0      2597.0       RM
135  RM601  20250807   2463.0   2472.0  ...   480105.22   2454.0      2462.0       RM
136  RM603  20250807   2429.0   2437.0  ...    11576.04   2424.0      2428.0       RM
137  RM605  20250807   2402.0   2407.0  ...    45945.16   2397.0      2397.0       RM
138  RM607  20250807   2380.0   2385.0  ...     3597.87   2378.0      2375.0       RM
139  RS508  20250807      0.0      0.0  ...        0.00   5003.0      5023.0       RS
140  RS509  20250807   5077.0   5089.0  ...      106.34   5064.0      5084.0       RS
141  RS511  20250807      0.0      0.0  ...        0.00   5243.0      5243.0       RS
142  RS607  20250807   5596.0   5596.0  ...        5.60   5596.0      5626.0       RS
143  SA508  20250807   1270.0   1270.0  ...       12.70   1270.0      1251.0       SA
144  SA509  20250807   1283.0   1291.0  ...  1220618.34   1272.0      1272.0       SA
145  SA510  20250807   1308.0   1317.0  ...   339414.12   1299.0      1302.0       SA
146  SA511  20250807   1316.0   1326.0  ...   412215.02   1306.0      1307.0       SA
147  SA512  20250807   1353.0   1374.0  ...    99445.57   1352.0      1352.0       SA
148  SA601  20250807   1370.0   1381.0  ...  4684402.95   1360.0      1363.0       SA
149  SA602  20250807   1381.0   1389.0  ...     4469.49   1369.0      1373.0       SA
150  SA603  20250807   1385.0   1391.0  ...     3552.82   1373.0      1377.0       SA
151  SA604  20250807   1424.0   1430.0  ...     1815.17   1411.0      1414.0       SA
152  SA605  20250807   1422.0   1435.0  ...    99157.17   1415.0      1421.0       SA
153  SA606  20250807   1432.0   1436.0  ...     1295.13   1417.0      1426.0       SA
154  SA607  20250807   1423.0   1432.0  ...     2049.96   1416.0      1424.0       SA
155  SF508  20250807   5852.0   5852.0  ...       35.11   5852.0      5858.0       SF
156  SF509  20250807   5908.0   5936.0  ...   827142.50   5854.0      5906.0       SF
157  SF510  20250807   5908.0   5920.0  ...   199684.49   5832.0      5880.0       SF
158  SF511  20250807   6060.0   6102.0  ...   447489.53   6024.0      6070.0       SF
159  SF512  20250807   6078.0   6092.0  ...    48805.50   6020.0      6054.0       SF
160  SF601  20250807   6066.0   6082.0  ...   153921.95   6012.0      6042.0       SF
161  SF602  20250807   6014.0   6014.0  ...      643.49   5958.0      5986.0       SF
162  SF603  20250807   6132.0   6148.0  ...      253.13   6100.0      6144.0       SF
163  SF604  20250807   6094.0   6122.0  ...       45.68   6090.0      6138.0       SF
164  SF605  20250807   6132.0   6132.0  ...     1301.19   6080.0      6126.0       SF
165  SF606  20250807   6066.0   6066.0  ...      159.55   6022.0      6062.0       SF
166  SF607  20250807   6172.0   6172.0  ...       70.57   6136.0      6168.0       SF
167  SH508  20250807      0.0      0.0  ...        0.00   2310.0      2349.0       SH
168  SH509  20250807   2455.0   2473.0  ...  1617487.91   2444.0      2485.0       SH
169  SH510  20250807   2525.0   2557.0  ...   383758.40   2537.0      2569.0       SH
170  SH511  20250807   2540.0   2563.0  ...   413519.79   2544.0      2570.0       SH
171  SH512  20250807   2577.0   2591.0  ...   100217.29   2574.0      2593.0       SH
172  SH601  20250807   2568.0   2586.0  ...   473653.72   2564.0      2583.0       SH
173  SH602  20250807   2603.0   2614.0  ...     1377.98   2595.0      2608.0       SH
174  SH603  20250807   2615.0   2628.0  ...      963.42   2611.0      2620.0       SH
175  SH604  20250807   2667.0   2678.0  ...      845.49   2659.0      2669.0       SH
176  SH605  20250807   2672.0   2687.0  ...     8930.14   2667.0      2680.0       SH
177  SH606  20250807   2697.0   2697.0  ...      298.04   2685.0      2695.0       SH
178  SH607  20250807   2679.0   2681.0  ...       40.14   2676.0      2681.0       SH
179  SM508  20250807   6082.0   6082.0  ...       72.75   6062.0      6064.0       SM
180  SM509  20250807   6106.0   6112.0  ...   791846.56   6064.0      6110.0       SM
181  SM510  20250807   6100.0   6118.0  ...   100904.56   6066.0      6116.0       SM
182  SM511  20250807   6202.0   6202.0  ...   177942.55   6148.0      6196.0       SM
183  SM512  20250807   6188.0   6204.0  ...    49481.53   6164.0      6204.0       SM
184  SM601  20250807   6202.0   6210.0  ...   329052.86   6160.0      6202.0       SM
185  SM602  20250807   6202.0   6202.0  ...      110.88   6160.0      6196.0       SM
186  SM603  20250807   6206.0   6206.0  ...       49.33   6166.0      6214.0       SM
187  SM604  20250807   6176.0   6176.0  ...        9.26   6176.0      6210.0       SM
188  SM605  20250807   6228.0   6244.0  ...     5449.78   6194.0      6236.0       SM
189  SM606  20250807   6238.0   6238.0  ...       21.70   6200.0      6242.0       SM
190  SM607  20250807   6174.0   6216.0  ...       24.73   6184.0      6276.0       SM
191  SR509  20250807   5680.0   5697.0  ...   611693.22   5675.0      5689.0       SR
192  SR511  20250807   5645.0   5649.0  ...    84673.94   5622.0      5645.0       SR
193  SR601  20250807   5621.0   5636.0  ...   684200.22   5608.0      5627.0       SR
194  SR603  20250807   5596.0   5607.0  ...     5362.76   5580.0      5596.0       SR
195  SR605  20250807   5568.0   5577.0  ...    21224.69   5558.0      5565.0       SR
196  SR607  20250807   5601.0   5601.0  ...     2944.90   5556.0      5562.0       SR
197  TA508  20250807   4694.0   4694.0  ...    11122.87   4676.0      4668.0       TA
198  TA509  20250807   4732.0   4736.0  ...   981667.58   4708.0      4702.0       TA
199  TA510  20250807   4732.0   4752.0  ...    54047.29   4726.0      4720.0       TA
200  TA511  20250807   4754.0   4758.0  ...    66733.15   4730.0      4728.0       TA
201  TA512  20250807   4756.0   4760.0  ...    30259.69   4732.0      4732.0       TA
202  TA601  20250807   4756.0   4764.0  ...   551414.88   4738.0      4734.0       TA
203  TA602  20250807   4754.0   4754.0  ...       35.51   4736.0      4722.0       TA
204  TA603  20250807   4766.0   4766.0  ...        9.49   4748.0      4746.0       TA
205  TA604  20250807   4748.0   4762.0  ...        4.76   4756.0      4768.0       TA
206  TA605  20250807   4802.0   4802.0  ...     6447.36   4774.0      4776.0       TA
207  TA606  20250807      0.0      0.0  ...        0.00   4784.0      4794.0       TA
208  TA607  20250807      0.0      0.0  ...        0.00   4796.0      4806.0       TA
209  UR508  20250807   1736.0   1736.0  ...       10.40   1734.0      1749.0       UR
210  UR509  20250807   1749.0   1754.0  ...   387825.78   1743.0      1761.0       UR
211  UR510  20250807   1741.0   1746.0  ...    22143.20   1740.0      1754.0       UR
212  UR511  20250807   1774.0   1774.0  ...    24214.93   1765.0      1777.0       UR
213  UR512  20250807   1766.0   1767.0  ...      295.72   1760.0      1776.0       UR
214  UR601  20250807   1765.0   1768.0  ...   158081.21   1759.0      1774.0       UR
215  UR602  20250807   1756.0   1763.0  ...      298.39   1755.0      1771.0       UR
216  UR603  20250807   1795.0   1795.0  ...       60.85   1790.0      1803.0       UR
217  UR604  20250807   1808.0   1808.0  ...      158.59   1802.0      1808.0       UR
218  UR605  20250807   1802.0   1802.0  ...     4116.77   1795.0      1805.0       UR
219  UR606  20250807   1788.0   1792.0  ...       28.62   1789.0      1799.0       UR
220  UR607  20250807   1795.0   1795.0  ...       89.69   1794.0      1802.0       UR
221  WH509  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250807      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250807      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:26:06,792 - future_1d - INFO - ak.get_czce_daily('2025-08-07') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250807   508.4  ...   504.3      504.2      SC
1       SC2510  20250807   503.8  ...   499.9      499.5      SC
2       SC2511  20250807   499.5  ...   495.2      495.4      SC
3       SC2512  20250807     495  ...   490.8      491.6      SC
4       SC2601  20250807   492.7  ...   487.5      488.6      SC
5       SC2602  20250807   488.3  ...   483.3        486      SC
6       SC2603  20250807   484.5  ...   480.4      483.2      SC
7       SC2604  20250807   483.4  ...   478.2      481.6      SC
8       SC2605  20250807   483.6  ...   476.2      478.4      SC
9       SC2606  20250807   479.4  ...   475.3      476.8      SC
10      SC2607  20250807     478  ...   477.4      475.6      SC
11      SC2608  20250807   476.4  ...   476.4      477.5      SC
12      SC2609  20250807     468  ...     468        475      SC
13      SC2612  20250807   465.5  ...   466.9      472.3      SC
14      SC2703  20250807   464.7  ...   464.7      470.5      SC
15      SC2706  20250807     465  ...   464.3      467.8      SC
16      SC2709  20250807   466.6  ...   460.4      464.4      SC
17      SC2712  20250807          ...     464        464      SC
18      SC2803  20250807          ...   460.5      460.5      SC
19      SC2806  20250807   455.6  ...     454        456      SC
21      LU2509  20250807    3559  ...    3520       3532      LU
22      LU2510  20250807    3566  ...    3545       3535      LU
23      LU2511  20250807    3556  ...    3535       3531      LU
24      LU2512  20250807    3543  ...    3506       3507      LU
25      LU2601  20250807    3503  ...    3481       3488      LU
26      LU2602  20250807    3471  ...    3454       3451      LU
27      LU2603  20250807    3458  ...    3439       3438      LU
28      LU2604  20250807    3447  ...    3427       3431      LU
29      LU2605  20250807    3416  ...    3416       3427      LU
30      LU2606  20250807    3414  ...    3412       3421      LU
31      LU2607  20250807    3437  ...    3417       3415      LU
32      LU2608  20250807    3426  ...    3402       3408      LU
34      NR2508  20250807   12180  ...   12215      12260      NR
35      NR2509  20250807   12320  ...   12290      12300      NR
36      NR2510  20250807   12370  ...   12350      12365      NR
37      NR2511  20250807   12415  ...   12395      12410      NR
38      NR2512  20250807   12445  ...   12410      12435      NR
39      NR2601  20250807   12490  ...   12450      12470      NR
40      NR2602  20250807   12500  ...   12475      12505      NR
41      NR2603  20250807          ...   12545      12545      NR
42      NR2604  20250807   12485  ...   12495      12565      NR
43      NR2605  20250807   12505  ...   12535      12620      NR
44      NR2606  20250807   12585  ...   12585      12540      NR
45      NR2607  20250807   12650  ...   12650      12645      NR
47      BC2508  20250807          ...   69270      69270      BC
48      BC2509  20250807   69570  ...   69540      69340      BC
49      BC2510  20250807   69570  ...   69600      69410      BC
50      BC2511  20250807   69290  ...   69290      69240      BC
51      BC2512  20250807   69890  ...   69460      69900      BC
52      BC2601  20250807          ...   70020      70020      BC
53      BC2602  20250807          ...   70000      70000      BC
54      BC2603  20250807          ...   70000      70000      BC
55      BC2604  20250807          ...   70000      70000      BC
56      BC2605  20250807          ...   70000      70000      BC
57      BC2606  20250807          ...   69340      69340      BC
58      BC2607  20250807          ...   68670      68670      BC
60      EC2508  20250807  2076.7  ...  2072.4     2080.3      EC
61      EC2510  20250807    1412  ...    1417     1434.4      EC
62      EC2512  20250807    1746  ...  1751.9     1759.5      EC
63      EC2602  20250807    1515  ...  1506.8     1521.6      EC
64      EC2604  20250807  1346.7  ...  1343.6     1342.5      EC
65      EC2606  20250807    1512  ...    1492     1489.4      EC
68  SC_TAS2509  20250807          ...                     SC_TAS
69  SC_TAS2510  20250807          ...                     SC_TAS
70  SC_TAS2511  20250807          ...                     SC_TAS
71  SC_TAS2512  20250807          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 18:26:06,857 - future_1d - INFO - ak.get_ine_daily('2025-08-07') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250807  ...   78380      78200      CU
1        1      CU2509  20250807  ...   78380      78160      CU
2        2      CU2510  20250807  ...   78380      78160      CU
3        3      CU2511  20250807  ...   78350      78150      CU
4        4      CU2512  20250807  ...   78320      78120      CU
5        5      CU2601  20250807  ...   78290      78080      CU
6        6      CU2602  20250807  ...   78270      78030      CU
7        7      CU2603  20250807  ...   78300      78010      CU
8        8      CU2604  20250807  ...   78290      78040      CU
9        9      CU2605  20250807  ...   78280      78080      CU
10      10      CU2606  20250807  ...   78230      78040      CU
11      11      CU2607  20250807  ...   78260      78060      CU
12      12      BC2508  20250807  ...   69270      69270      BC
13      13      BC2509  20250807  ...   69540      69340      BC
14      14      BC2510  20250807  ...   69600      69410      BC
15      15      BC2511  20250807  ...   69290      69240      BC
16      16      BC2512  20250807  ...   69460      69900      BC
17      17      BC2601  20250807  ...   70020      70020      BC
18      18      BC2602  20250807  ...   70000      70000      BC
19      19      BC2603  20250807  ...   70000      70000      BC
20      20      BC2604  20250807  ...   70000      70000      BC
21      21      BC2605  20250807  ...   70000      70000      BC
22      22      BC2606  20250807  ...   69340      69340      BC
23      23      BC2607  20250807  ...   68670      68670      BC
24      24      AL2508  20250807  ...   20775      20655      AL
25      25      AL2509  20250807  ...   20765      20600      AL
26      26      AL2510  20250807  ...   20725      20570      AL
27      27      AL2511  20250807  ...   20670      20525      AL
28      28      AL2512  20250807  ...   20630      20475      AL
29      29      AL2601  20250807  ...   20590      20445      AL
30      30      AL2602  20250807  ...   20590      20450      AL
31      31      AL2603  20250807  ...   20605      20470      AL
32      32      AL2604  20250807  ...   20630      20460      AL
33      33      AL2605  20250807  ...   20640      20480      AL
34      34      AL2606  20250807  ...   20660      20535      AL
35      35      AL2607  20250807  ...   20670      20505      AL
36      36      ZN2508  20250807  ...   22505      22310      ZN
37      37      ZN2509  20250807  ...   22530      22330      ZN
38      38      ZN2510  20250807  ...   22540      22330      ZN
39      39      ZN2511  20250807  ...   22540      22325      ZN
40      40      ZN2512  20250807  ...   22545      22280      ZN
41      41      ZN2601  20250807  ...   22505      22260      ZN
42      42      ZN2602  20250807  ...   22495      22255      ZN
43      43      ZN2603  20250807  ...   22525      22275      ZN
44      44      ZN2604  20250807  ...   22530      22270      ZN
45      45      ZN2605  20250807  ...   22515      22320      ZN
46      46      ZN2606  20250807  ...   22495      22345      ZN
47      47      ZN2607  20250807  ...   22505      22305      ZN
48      48      PB2508  20250807  ...   16810      16775      PB
49      49      PB2509  20250807  ...   16860      16830      PB
50      50      PB2510  20250807  ...   16875      16825      PB
51      51      PB2511  20250807  ...   16910      16845      PB
52      52      PB2512  20250807  ...   16930      16845      PB
53      53      PB2601  20250807  ...   16935      16925      PB
54      54      PB2602  20250807  ...   16970      16970      PB
55      55      PB2603  20250807  ...   17010      16825      PB
56      56      PB2604  20250807  ...   17030      16855      PB
57      57      PB2605  20250807  ...   17040      17020      PB
58      58      PB2606  20250807  ...   17065      16860      PB
59      59      PB2607  20250807  ...   17060      16980      PB
60      60      NI2508  20250807  ...  121100     120620      NI
61      61      NI2509  20250807  ...  121350     120680      NI
62      62      NI2510  20250807  ...  121480     120810      NI
63      63      NI2511  20250807  ...  121640     120970      NI
64      64      NI2512  20250807  ...  121850     121190      NI
65      65      NI2601  20250807  ...  122110     121500      NI
66      66      NI2602  20250807  ...  122680     121710      NI
67      67      NI2603  20250807  ...  122660     121820      NI
68      68      NI2604  20250807  ...  122660     122280      NI
69      69      NI2605  20250807  ...  123230     122640      NI
70      70      NI2606  20250807  ...  123650     122940      NI
71      71      NI2607  20250807  ...  123550     123100      NI
72      72      SN2508  20250807  ...  267040     266550      SN
73      73      SN2509  20250807  ...  267530     266860      SN
74      74      SN2510  20250807  ...  267850     267160      SN
75      75      SN2511  20250807  ...  267850     267170      SN
76      76      SN2512  20250807  ...  267740     266980      SN
77      77      SN2601  20250807  ...  268160     267550      SN
78      78      SN2602  20250807  ...  267920     267470      SN
79      79      SN2603  20250807  ...  268070     267930      SN
80      80      SN2604  20250807  ...  268810     268730      SN
81      81      SN2605  20250807  ...  268850     268090      SN
82      82      SN2606  20250807  ...  269300     268240      SN
83      83      SN2607  20250807  ...  268580     268490      SN
84      84      AO2508  20250807  ...    3251       3227      AO
85      85      AO2509  20250807  ...    3244       3222      AO
86      86      AO2510  20250807  ...    3242       3223      AO
87      87      AO2511  20250807  ...    3245       3225      AO
88      88      AO2512  20250807  ...    3252       3232      AO
89      89      AO2601  20250807  ...    3265       3235      AO
90      90      AO2602  20250807  ...    3262       3219      AO
91      91      AO2603  20250807  ...    3258       3229      AO
92      92      AO2604  20250807  ...    3282       3237      AO
93      93      AO2605  20250807  ...    3261       3237      AO
94      94      AO2606  20250807  ...    3266       3234      AO
95      95      AO2607  20250807  ...    3263       3239      AO
96      96      AD2511  20250807  ...   20160      20020      AD
97      97      AD2512  20250807  ...   20170      20060      AD
98      98      AD2601  20250807  ...   20140      20015      AD
99      99      AD2602  20250807  ...   19855      19855      AD
100    100      AD2603  20250807  ...   19885      19885      AD
101    101      AD2604  20250807  ...   19710      19710      AD
102    102      AD2605  20250807  ...   19885      19650      AD
103    103      AD2606  20250807  ...   19870      19715      AD
104    104      AD2607  20250807  ...   19830      19830      AD
105    105      AU2508  20250807  ...   781.6     781.54      AU
106    106      AU2509  20250807  ...   782.4     783.02      AU
107    107      AU2510  20250807  ...  783.38     784.26      AU
108    108      AU2512  20250807  ...  785.56     786.36      AU
109    109      AU2602  20250807  ...  787.66      788.5      AU
110    110      AU2604  20250807  ...  789.84     790.68      AU
111    111      AU2606  20250807  ...  792.04     792.88      AU
112    112      AU2608  20250807  ...   794.3      795.3      AU
113    113      AG2508  20250807  ...    9184       9147      AG
114    114      AG2509  20250807  ...    9190       9147      AG
115    115      AG2510  20250807  ...    9201       9160      AG
116    116      AG2511  20250807  ...    9212       9169      AG
117    117      AG2512  20250807  ...    9227       9184      AG
118    118      AG2601  20250807  ...    9237       9192      AG
119    119      AG2602  20250807  ...    9248       9208      AG
120    120      AG2603  20250807  ...    9268       9218      AG
121    121      AG2604  20250807  ...    9275       9228      AG
122    122      AG2605  20250807  ...    9291       9250      AG
123    123      AG2606  20250807  ...    9307       9257      AG
124    124      AG2607  20250807  ...    9323       9266      AG
125    125      RB2508  20250807  ...    3202       3195      RB
126    126      RB2509  20250807  ...    3201       3194      RB
127    127      RB2510  20250807  ...    3236       3230      RB
128    128      RB2511  20250807  ...    3251       3246      RB
129    129      RB2512  20250807  ...    3288       3284      RB
130    130      RB2601  20250807  ...    3309       3306      RB
131    131      RB2602  20250807  ...    3301       3295      RB
132    132      RB2603  20250807  ...    3316       3317      RB
133    133      RB2604  20250807  ...    3330       3330      RB
134    134      RB2605  20250807  ...    3331       3334      RB
135    135      RB2606  20250807  ...    3343       3346      RB
136    136      RB2607  20250807  ...    3350       3354      RB
137    137      WR2508  20250807  ...    3212       3212      WR
138    138      WR2509  20250807  ...    3342       3342      WR
139    139      WR2510  20250807  ...    3461       3467      WR
140    140      WR2511  20250807  ...    3490       3490      WR
141    141      WR2512  20250807  ...    3499       3499      WR
142    142      WR2601  20250807  ...    3473       3473      WR
143    143      WR2602  20250807  ...    3523       3523      WR
144    144      WR2603  20250807  ...    3609       3527      WR
145    145      WR2604  20250807  ...    3560       3560      WR
146    146      WR2605  20250807  ...    3478       3478      WR
147    147      WR2606  20250807  ...    3599       3599      WR
148    148      WR2607  20250807  ...    3635       3635      WR
149    149      HC2508  20250807  ...    3436       3450      HC
150    150      HC2509  20250807  ...    3459       3461      HC
151    151      HC2510  20250807  ...    3447       3452      HC
152    152      HC2511  20250807  ...    3449       3454      HC
153    153      HC2512  20250807  ...    3445       3451      HC
154    154      HC2601  20250807  ...    3449       3455      HC
155    155      HC2602  20250807  ...    3444       3448      HC
156    156      HC2603  20250807  ...    3451       3456      HC
157    157      HC2604  20250807  ...    3451       3461      HC
158    158      HC2605  20250807  ...    3452       3460      HC
159    159      HC2606  20250807  ...    3462       3457      HC
160    160      HC2607  20250807  ...    3461       3473      HC
161    161      SS2508  20250807  ...   12965      12955      SS
162    162      SS2509  20250807  ...   12960      12930      SS
163    163      SS2510  20250807  ...   13010      12985      SS
164    164      SS2511  20250807  ...   13045      13025      SS
165    165      SS2512  20250807  ...   13070      13045      SS
166    166      SS2601  20250807  ...   13110      13085      SS
167    167      SS2602  20250807  ...   13160      13125      SS
168    168      SS2603  20250807  ...   13225      13180      SS
169    169      SS2604  20250807  ...   13275      13190      SS
170    170      SS2605  20250807  ...   13275      13270      SS
171    171      SS2606  20250807  ...   13310      13300      SS
172    172      SS2607  20250807  ...   13355      13335      SS
173    173      SC2509  20250807  ...   504.3      504.2      SC
174    174      SC2510  20250807  ...   499.9      499.5      SC
175    175      SC2511  20250807  ...   495.2      495.4      SC
176    176      SC2512  20250807  ...   490.8      491.6      SC
177    177      SC2601  20250807  ...   487.5      488.6      SC
178    178      SC2602  20250807  ...   483.3        486      SC
179    179      SC2603  20250807  ...   480.4      483.2      SC
180    180      SC2604  20250807  ...   478.2      481.6      SC
181    181      SC2605  20250807  ...   476.2      478.4      SC
182    182      SC2606  20250807  ...   475.3      476.8      SC
183    183      SC2607  20250807  ...   477.4      475.6      SC
184    184      SC2608  20250807  ...   476.4      477.5      SC
185    185      SC2609  20250807  ...     468        475      SC
186    186      SC2612  20250807  ...   466.9      472.3      SC
187    187      SC2703  20250807  ...   464.7      470.5      SC
188    188      SC2706  20250807  ...   464.3      467.8      SC
189    189      SC2709  20250807  ...   460.4      464.4      SC
190    190      SC2712  20250807  ...     464        464      SC
191    191      SC2803  20250807  ...   460.5      460.5      SC
192    192      SC2806  20250807  ...     454        456      SC
193    193      LU2509  20250807  ...    3520       3532      LU
194    194      LU2510  20250807  ...    3545       3535      LU
195    195      LU2511  20250807  ...    3535       3531      LU
196    196      LU2512  20250807  ...    3506       3507      LU
197    197      LU2601  20250807  ...    3481       3488      LU
198    198      LU2602  20250807  ...    3454       3451      LU
199    199      LU2603  20250807  ...    3439       3438      LU
200    200      LU2604  20250807  ...    3427       3431      LU
201    201      LU2605  20250807  ...    3416       3427      LU
202    202      LU2606  20250807  ...    3412       3421      LU
203    203      LU2607  20250807  ...    3417       3415      LU
204    204      LU2608  20250807  ...    3402       3408      LU
205    205      FU2509  20250807  ...    2833       2819      FU
206    206      FU2510  20250807  ...    2846       2838      FU
207    207      FU2511  20250807  ...    2856       2850      FU
208    208      FU2512  20250807  ...    2851       2849      FU
209    209      FU2601  20250807  ...    2847       2840      FU
210    210      FU2602  20250807  ...    2837       2832      FU
211    211      FU2603  20250807  ...    2828       2824      FU
212    212      FU2604  20250807  ...    2822       2820      FU
213    213      FU2605  20250807  ...    2809       2806      FU
214    214      FU2606  20250807  ...    2801       2803      FU
215    215      FU2607  20250807  ...    2786       2788      FU
216    216      FU2608  20250807  ...    2774       2788      FU
217    217      BU2508  20250807  ...    3559       3550      BU
218    218      BU2509  20250807  ...    3556       3543      BU
219    219      BU2510  20250807  ...    3534       3517      BU
220    220      BU2511  20250807  ...    3498       3486      BU
221    221      BU2512  20250807  ...    3441       3430      BU
222    222      BU2601  20250807  ...    3408       3396      BU
223    223      BU2602  20250807  ...    3395       3385      BU
224    224      BU2603  20250807  ...    3385       3367      BU
225    225      BU2604  20250807  ...    3377       3372      BU
226    226      BU2605  20250807  ...    3366       3362      BU
227    227      BU2606  20250807  ...    3367       3359      BU
228    228      BU2607  20250807  ...    3380       3380      BU
229    229      BU2609  20250807  ...    3367       3364      BU
230    230      BU2612  20250807  ...    3327       3297      BU
231    231      BU2703  20250807  ...    3320       3314      BU
232    232      BU2706  20250807  ...    3339       3335      BU
233    233      BR2508  20250807  ...   11465      11525      BR
234    234      BR2509  20250807  ...   11505      11510      BR
235    235      BR2510  20250807  ...   11500      11510      BR
236    236      BR2511  20250807  ...   11530      11530      BR
237    237      BR2512  20250807  ...   11565      11575      BR
238    238      BR2601  20250807  ...   11605      11615      BR
239    239      BR2602  20250807  ...   11575      11605      BR
240    240      BR2603  20250807  ...   11595      11665      BR
241    241      BR2604  20250807  ...   11700      11615      BR
242    242      BR2605  20250807  ...   11715      11735      BR
243    243      BR2606  20250807  ...   11695      11695      BR
244    244      BR2607  20250807  ...   11765      11760      BR
245    245      RU2508  20250807  ...   14365      14460      RU
246    246      RU2509  20250807  ...   14475      14510      RU
247    247      RU2510  20250807  ...   14505      14525      RU
248    248      RU2511  20250807  ...   14530      14555      RU
249    249      RU2601  20250807  ...   15445      15475      RU
250    250      RU2603  20250807  ...   15485      15570      RU
251    251      RU2604  20250807  ...   15555      15590      RU
252    252      RU2605  20250807  ...   15565      15595      RU
253    253      RU2606  20250807  ...   15660      15600      RU
254    254      RU2607  20250807  ...   15595      15620      RU
255    255      NR2508  20250807  ...   12215      12260      NR
256    256      NR2509  20250807  ...   12290      12300      NR
257    257      NR2510  20250807  ...   12350      12365      NR
258    258      NR2511  20250807  ...   12395      12410      NR
259    259      NR2512  20250807  ...   12410      12435      NR
260    260      NR2601  20250807  ...   12450      12470      NR
261    261      NR2602  20250807  ...   12475      12505      NR
262    262      NR2603  20250807  ...   12545      12545      NR
263    263      NR2604  20250807  ...   12495      12565      NR
264    264      NR2605  20250807  ...   12535      12620      NR
265    265      NR2606  20250807  ...   12585      12540      NR
266    266      NR2607  20250807  ...   12650      12645      NR
267    267      SP2508  20250807  ...    5132       5108      SP
268    268      SP2509  20250807  ...    5174       5162      SP
269    269      SP2510  20250807  ...    5192       5176      SP
270    270      SP2511  20250807  ...    5194       5178      SP
271    271      SP2512  20250807  ...    5198       5186      SP
272    272      SP2601  20250807  ...    5428       5418      SP
273    273      SP2602  20250807  ...    5402       5402      SP
274    274      SP2603  20250807  ...    5408       5392      SP
275    275      SP2604  20250807  ...    5396       5390      SP
276    276      SP2605  20250807  ...    5406       5394      SP
277    277      SP2606  20250807  ...    5416       5420      SP
278    278      SP2607  20250807  ...    5406       5402      SP
279    279      EC2508  20250807  ...  2072.4     2080.3      EC
280    280      EC2510  20250807  ...    1417     1434.4      EC
281    281      EC2512  20250807  ...  1751.9     1759.5      EC
282    282      EC2602  20250807  ...  1506.8     1521.6      EC
283    283      EC2604  20250807  ...  1343.6     1342.5      EC
284    284      EC2606  20250807  ...    1492     1489.4      EC
285    285  SC_TAS2509  20250807  ...                     SC_TAS
286    286  SC_TAS2510  20250807  ...                     SC_TAS
287    287  SC_TAS2511  20250807  ...                     SC_TAS
288    288  SC_TAS2512  20250807  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:26:06,970 - future_1d - INFO - ak.get_shfe_daily('2025-08-07') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:26:07,058 - future_1d - INFO - ak.get_dce_daily('2025-08-07') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250807  6333.800  ...  6298.200    6331.000       IC
1   IC2509  20250807  6262.000  ...  6226.600    6266.200       IC
2   IC2512  20250807  6108.200  ...  6071.200    6107.800       IC
3   IC2603  20250807  5982.800  ...  5935.400    5973.400       IC
4   IF2508  20250807  4112.200  ...  4105.800    4109.000       IF
5   IF2509  20250807  4100.000  ...  4093.000    4098.600       IF
6   IF2512  20250807  4075.000  ...  4063.000    4068.600       IF
7   IF2603  20250807  4040.000  ...  4032.000    4037.800       IF
8   IH2508  20250807  2798.000  ...  2796.800    2797.200       IH
9   IH2509  20250807  2798.000  ...  2797.600    2798.200       IH
10  IH2512  20250807  2801.000  ...  2797.600    2800.200       IH
11  IH2603  20250807  2802.000  ...  2797.200    2801.800       IH
12  IM2508  20250807  6840.000  ...  6825.600    6840.200       IM
13  IM2509  20250807  6768.800  ...  6748.800    6770.400       IM
14  IM2512  20250807  6581.000  ...  6560.000    6581.200       IM
15  IM2603  20250807  6398.200  ...  6378.000    6402.600       IM
16   T2509  20250807   108.610  ...   108.610     108.565        T
17   T2512  20250807   108.495  ...   108.480     108.435        T
18   T2603  20250807   108.280  ...   108.290     108.235        T
19  TF2509  20250807   105.800  ...   105.815     105.780       TF
20  TF2512  20250807   105.830  ...   105.860     105.815       TF
21  TF2603  20250807   105.875  ...   105.875     105.820       TF
22  TL2509  20250807   119.410  ...   119.340     119.340       TL
23  TL2512  20250807   119.110  ...   118.990     119.000       TL
24  TL2603  20250807   118.740  ...   118.680     118.620       TL
25  TS2509  20250807   102.390  ...   102.370     102.370       TS
26  TS2512  20250807   102.416  ...   102.426     102.408       TS
27  TS2603  20250807   102.408  ...   102.402     102.380       TS

[28 rows x 12 columns]
2025-08-11 18:26:07,196 - future_1d - INFO - ak.get_cffex_daily('2025-08-07') done
2025-08-11 18:26:08,938 - future_1d - INFO - save future_daily 2025-08-07 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250808      0.0  ...  50505.0     50505.0       PS
1   PS2509  20250808  50000.0  ...  49725.0     50425.0       PS
2   PS2510  20250808  50590.0  ...  49800.0     50590.0       PS
3   PS2511  20250808  50290.0  ...  49825.0     50625.0       PS
4   PS2512  20250808  53020.0  ...  52890.0     53790.0       PS
5   PS2601  20250808  53155.0  ...  52975.0     53930.0       PS
6   PS2602  20250808  53560.0  ...  53360.0     53915.0       PS
7   PS2603  20250808  53795.0  ...  53405.0     53885.0       PS
8   PS2604  20250808  53765.0  ...  53580.0     54120.0       PS
9   PS2605  20250808  53610.0  ...  53325.0     54000.0       PS
10  PS2606  20250808  56600.0  ...  56465.0     57045.0       PS
11  PS2607  20250808  57105.0  ...  56660.0     57295.0       PS
13  SI2508  20250808      0.0  ...   8645.0      8645.0       SI
14  SI2509  20250808   8560.0  ...   8555.0      8605.0       SI
15  SI2510  20250808   8625.0  ...   8575.0      8625.0       SI
16  SI2511  20250808   8630.0  ...   8585.0      8635.0       SI
17  SI2512  20250808   8890.0  ...   8890.0      8975.0       SI
18  SI2601  20250808   8905.0  ...   8880.0      8965.0       SI
19  SI2602  20250808   8875.0  ...   8860.0      8945.0       SI
20  SI2603  20250808   8900.0  ...   8890.0      8970.0       SI
21  SI2604  20250808   8945.0  ...   8915.0      9025.0       SI
22  SI2605  20250808   8920.0  ...   8930.0      9010.0       SI
23  SI2606  20250808   8940.0  ...   8910.0      9035.0       SI
24  SI2607  20250808   8935.0  ...   8935.0      9040.0       SI
27  LC2508  20250808  75300.0  ...  74160.0     70000.0       LC
28  LC2509  20250808  72340.0  ...  74600.0     71080.0       LC
29  LC2510  20250808  72500.0  ...  74940.0     71420.0       LC
30  LC2511  20250808  73000.0  ...  75000.0     71440.0       LC
31  LC2512  20250808  73460.0  ...  75100.0     71820.0       LC
32  LC2601  20250808  72800.0  ...  74980.0     71640.0       LC
33  LC2602  20250808  72660.0  ...  75360.0     71420.0       LC
34  LC2603  20250808  72600.0  ...  74900.0     71680.0       LC
35  LC2604  20250808  72900.0  ...  74300.0     71880.0       LC
36  LC2605  20250808  73000.0  ...  74360.0     71880.0       LC
37  LC2606  20250808  73000.0  ...  74280.0     71820.0       LC
38  LC2607  20250808  73140.0  ...  74640.0     71840.0       LC

[36 rows x 12 columns]
2025-08-11 18:26:14,503 - future_1d - INFO - ak.get_gfex_daily('2025-08-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250808   7951.0   8106.0  ...   448001.47   8022.0      7937.0       AP
1    AP511  20250808   7731.0   7836.0  ...     1528.13   7797.0      7731.0       AP
2    AP512  20250808   7776.0   7876.0  ...      266.12   7827.0      7781.0       AP
3    AP601  20250808   7857.0   7989.0  ...    38550.63   7919.0      7871.0       AP
4    AP603  20250808   7825.0   7881.0  ...      298.39   7852.0      7798.0       AP
5    AP604  20250808   7842.0   7913.0  ...      149.82   7885.0      7819.0       AP
6    AP605  20250808   7945.0   7983.0  ...      508.33   7943.0      7891.0       AP
7    CF509  20250808  13675.0  13700.0  ...   620030.80  13660.0     13675.0       CF
8    CF511  20250808  13735.0  13765.0  ...   129600.70  13710.0     13735.0       CF
9    CF601  20250808  13860.0  13865.0  ...   480629.88  13815.0     13830.0       CF
10   CF603  20250808  13815.0  13815.0  ...     1115.83  13775.0     13795.0       CF
11   CF605  20250808  13800.0  13810.0  ...    16865.58  13770.0     13785.0       CF
12   CF607  20250808  13800.0  13805.0  ...      599.62  13785.0     13800.0       CF
13   CJ509  20250808   9900.0  10395.0  ...    76968.18  10130.0      9955.0       CJ
14   CJ512  20250808  11050.0  11390.0  ...    27954.48  11170.0     10985.0       CJ
15   CJ601  20250808  11080.0  11545.0  ...  1477628.86  11310.0     11140.0       CJ
16   CJ603  20250808  11120.0  11590.0  ...    16298.76  11375.0     11190.0       CJ
17   CJ605  20250808  11260.0  11730.0  ...   225509.50  11495.0     11315.0       CJ
18   CJ607  20250808  11475.0  11890.0  ...     2828.46  11665.0     11500.0       CJ
19   CY508  20250808      0.0      0.0  ...        0.00  19925.0     19965.0       CY
20   CY509  20250808  19895.0  19925.0  ...     5699.31  19895.0     19905.0       CY
21   CY510  20250808      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250808  19795.0  19795.0  ...    56186.78  19685.0     19725.0       CY
23   CY512  20250808      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250808  19720.0  19810.0  ...     1499.13  19725.0     19780.0       CY
25   CY602  20250808      0.0      0.0  ...        0.00  20015.0     20055.0       CY
26   CY603  20250808      0.0      0.0  ...        0.00  20165.0     20165.0       CY
27   CY604  20250808      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250808  19955.0  19955.0  ...        9.98  19955.0     19970.0       CY
29   CY606  20250808      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250808      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250808   1063.0   1063.0  ...     1178.35   1056.0      1072.0       FG
32   FG509  20250808   1074.0   1076.0  ...  2335309.14   1060.0      1078.0       FG
33   FG510  20250808   1166.0   1167.0  ...    83984.35   1152.0      1168.0       FG
34   FG511  20250808   1159.0   1159.0  ...   122493.99   1143.0      1162.0       FG
35   FG512  20250808   1228.0   1230.0  ...    58746.51   1214.0      1237.0       FG
36   FG601  20250808   1220.0   1221.0  ...  2324575.61   1201.0      1222.0       FG
37   FG602  20250808   1267.0   1272.0  ...     1158.97   1254.0      1273.0       FG
38   FG603  20250808   1268.0   1269.0  ...      986.22   1248.0      1272.0       FG
39   FG604  20250808   1311.0   1314.0  ...      676.99   1297.0      1317.0       FG
40   FG605  20250808   1305.0   1309.0  ...    31981.23   1293.0      1311.0       FG
41   FG606  20250808   1325.0   1331.0  ...     1656.48   1319.0      1333.0       FG
42   FG607  20250808   1322.0   1328.0  ...      848.41   1313.0      1329.0       FG
43   JR509  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250808      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250808      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250808      0.0      0.0  ...        0.00   2340.0      2347.0       MA
53   MA509  20250808   2391.0   2399.0  ...   714862.22   2388.0      2395.0       MA
54   MA510  20250808   2418.0   2425.0  ...   104595.77   2419.0      2420.0       MA
55   MA511  20250808   2447.0   2452.0  ...   170031.10   2443.0      2448.0       MA
56   MA512  20250808   2478.0   2487.0  ...    69062.31   2471.0      2482.0       MA
57   MA601  20250808   2497.0   2505.0  ...   414762.11   2489.0      2502.0       MA
58   MA602  20250808   2496.0   2501.0  ...       89.63   2490.0      2500.0       MA
59   MA603  20250808   2495.0   2497.0  ...      101.97   2487.0      2497.0       MA
60   MA604  20250808   2481.0   2481.0  ...       54.45   2475.0      2481.0       MA
61   MA605  20250808   2456.0   2461.0  ...    12784.08   2446.0      2453.0       MA
62   MA606  20250808   2452.0   2452.0  ...        2.45   2452.0      2459.0       MA
63   MA607  20250808   2445.0   2454.0  ...       46.46   2445.0      2450.0       MA
64   OI509  20250808   9505.0   9592.0  ...  1848814.79   9560.0      9558.0       OI
65   OI511  20250808   9516.0   9605.0  ...   186992.06   9579.0      9569.0       OI
66   OI601  20250808   9495.0   9574.0  ...  1020082.29   9543.0      9532.0       OI
67   OI603  20250808   9447.0   9514.0  ...     3587.71   9491.0      9487.0       OI
68   OI605  20250808   9371.0   9416.0  ...    17002.12   9399.0      9398.0       OI
69   OI607  20250808   9381.0   9407.0  ...      150.22   9389.0      9416.0       OI
70   PF508  20250808   6290.0   6290.0  ...        6.29   6290.0      6300.0       PF
71   PF509  20250808   6310.0   6338.0  ...    64471.60   6322.0      6332.0       PF
72   PF510  20250808   6386.0   6416.0  ...   350921.50   6390.0      6402.0       PF
73   PF511  20250808   6386.0   6420.0  ...   170598.49   6392.0      6402.0       PF
74   PF512  20250808   6400.0   6418.0  ...    27882.97   6394.0      6400.0       PF
75   PF601  20250808   6410.0   6424.0  ...     6344.52   6406.0      6416.0       PF
76   PF602  20250808   6436.0   6436.0  ...        6.43   6434.0      6444.0       PF
77   PF603  20250808      0.0      0.0  ...        0.00   6426.0      6446.0       PF
78   PF604  20250808   6456.0   6456.0  ...        3.23   6456.0      6464.0       PF
79   PF605  20250808   6462.0   6462.0  ...        6.46   6462.0      6480.0       PF
80   PF606  20250808      0.0      0.0  ...        0.00   6474.0      6478.0       PF
81   PF607  20250808      0.0      0.0  ...        0.00   6488.0      6488.0       PF
82   PK510  20250808   8126.0   8130.0  ...   136665.11   8104.0      8118.0       PK
83   PK511  20250808   7996.0   7996.0  ...    95126.93   7964.0      7986.0       PK
84   PK512  20250808   7982.0   7982.0  ...    24738.54   7952.0      7976.0       PK
85   PK601  20250808   7978.0   7986.0  ...     8596.69   7964.0      7972.0       PK
86   PK603  20250808   7974.0   7974.0  ...      119.45   7964.0      7982.0       PK
87   PK604  20250808   7966.0   7972.0  ...       75.68   7966.0      7980.0       PK
88   PK605  20250808   7984.0   7984.0  ...     1429.92   7966.0      7980.0       PK
89   PL601  20250808   6462.0   6496.0  ...    15337.96   6461.0      6488.0       PL
90   PL602  20250808   6501.0   6509.0  ...      637.18   6502.0      6539.0       PL
91   PL603  20250808   6456.0   6464.0  ...      348.81   6459.0      6494.0       PL
92   PL604  20250808      0.0      0.0  ...        0.00   6476.0      6476.0       PL
93   PL605  20250808   6376.0   6376.0  ...       76.33   6361.0      6376.0       PL
94   PL606  20250808      0.0      0.0  ...        0.00   6487.0      6487.0       PL
95   PL607  20250808      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250808      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250808      0.0      0.0  ...        0.00   5896.0      5896.0       PR
103  PR509  20250808   5872.0   5882.0  ...    40344.31   5866.0      5892.0       PR
104  PR510  20250808   5918.0   5930.0  ...   152600.07   5910.0      5930.0       PR
105  PR511  20250808   5908.0   5936.0  ...   189199.92   5914.0      5928.0       PR
106  PR512  20250808   5920.0   5938.0  ...    95016.23   5920.0      5942.0       PR
107  PR601  20250808   5936.0   5942.0  ...     1556.27   5930.0      5944.0       PR
108  PR602  20250808      0.0      0.0  ...        0.00   5954.0      5966.0       PR
109  PR603  20250808      0.0      0.0  ...        0.00   5960.0      5966.0       PR
110  PR604  20250808      0.0      0.0  ...        0.00   5968.0      5968.0       PR
111  PR605  20250808      0.0      0.0  ...        0.00   5976.0      5978.0       PR
112  PR606  20250808   5952.0   5964.0  ...       35.75   5958.0      5968.0       PR
113  PR607  20250808   5960.0   5960.0  ...       35.76   5960.0      5996.0       PR
114  PX508  20250808      0.0      0.0  ...        0.00   6748.0      6788.0       PX
115  PX509  20250808   6758.0   6774.0  ...   217842.13   6748.0      6788.0       PX
116  PX510  20250808   6738.0   6752.0  ...   122856.56   6720.0      6758.0       PX
117  PX511  20250808   6722.0   6732.0  ...   214762.17   6708.0      6740.0       PX
118  PX512  20250808   6724.0   6730.0  ...    56250.76   6706.0      6738.0       PX
119  PX601  20250808   6712.0   6714.0  ...    58799.95   6692.0      6728.0       PX
120  PX602  20250808   6698.0   6698.0  ...       13.38   6688.0      6712.0       PX
121  PX603  20250808      0.0      0.0  ...        0.00   6684.0      6706.0       PX
122  PX604  20250808   6690.0   6690.0  ...        3.35   6690.0      6712.0       PX
123  PX605  20250808   6706.0   6706.0  ...       26.73   6684.0      6712.0       PX
124  PX606  20250808      0.0      0.0  ...        0.00   6688.0      6714.0       PX
125  PX607  20250808      0.0      0.0  ...        0.00   6698.0      6714.0       PX
126  RI509  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250808      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250808      0.0      0.0  ...        0.00   2753.0      2738.0       RM
133  RM509  20250808   2741.0   2781.0  ...  1042438.14   2763.0      2723.0       RM
134  RM511  20250808   2583.0   2606.0  ...    13275.83   2588.0      2567.0       RM
135  RM601  20250808   2468.0   2508.0  ...   592690.30   2486.0      2454.0       RM
136  RM603  20250808   2432.0   2456.0  ...    15811.15   2443.0      2424.0       RM
137  RM605  20250808   2404.0   2419.0  ...    56496.91   2409.0      2397.0       RM
138  RM607  20250808   2387.0   2394.0  ...     4129.18   2388.0      2378.0       RM
139  RS508  20250808      0.0      0.0  ...        0.00   4978.0      5003.0       RS
140  RS509  20250808   5012.0   5074.0  ...      146.14   5039.0      5064.0       RS
141  RS511  20250808   5181.0   5181.0  ...        5.18   5181.0      5243.0       RS
142  RS607  20250808      0.0      0.0  ...        0.00   5596.0      5596.0       RS
143  SA508  20250808   1270.0   1270.0  ...     1129.92   1270.0      1270.0       SA
144  SA509  20250808   1267.0   1270.0  ...   976360.83   1248.0      1272.0       SA
145  SA510  20250808   1296.0   1296.0  ...   222168.34   1273.0      1299.0       SA
146  SA511  20250808   1303.0   1303.0  ...   277462.95   1282.0      1306.0       SA
147  SA512  20250808   1354.0   1354.0  ...    78109.51   1329.0      1352.0       SA
148  SA601  20250808   1357.0   1359.0  ...  3794339.99   1336.0      1360.0       SA
149  SA602  20250808   1369.0   1369.0  ...     3757.22   1347.0      1369.0       SA
150  SA603  20250808   1371.0   1371.0  ...     3827.53   1351.0      1373.0       SA
151  SA604  20250808   1409.0   1409.0  ...     1689.33   1389.0      1411.0       SA
152  SA605  20250808   1413.0   1413.0  ...    94023.88   1393.0      1415.0       SA
153  SA606  20250808   1407.0   1409.0  ...     1175.85   1396.0      1417.0       SA
154  SA607  20250808   1404.0   1406.0  ...     1317.35   1393.0      1416.0       SA
155  SF508  20250808   5754.0   5780.0  ...      187.17   5760.0      5852.0       SF
156  SF509  20250808   5826.0   5836.0  ...   650952.44   5764.0      5854.0       SF
157  SF510  20250808   5802.0   5822.0  ...   185752.08   5752.0      5832.0       SF
158  SF511  20250808   6018.0   6018.0  ...   403579.06   5962.0      6024.0       SF
159  SF512  20250808   5996.0   6016.0  ...    64415.17   5958.0      6020.0       SF
160  SF601  20250808   5998.0   6000.0  ...   124433.15   5952.0      6012.0       SF
161  SF602  20250808   5920.0   5940.0  ...      360.44   5910.0      5958.0       SF
162  SF603  20250808   6054.0   6084.0  ...      163.58   6060.0      6100.0       SF
163  SF604  20250808   6064.0   6064.0  ...       48.34   6044.0      6090.0       SF
164  SF605  20250808   6056.0   6082.0  ...     1491.64   6040.0      6080.0       SF
165  SF606  20250808   6074.0   6074.0  ...      188.14   5974.0      6022.0       SF
166  SF607  20250808   6200.0   6200.0  ...      121.95   6098.0      6136.0       SF
167  SH508  20250808      0.0      0.0  ...        0.00   2303.0      2310.0       SH
168  SH509  20250808   2421.0   2462.0  ...  1176112.44   2437.0      2444.0       SH
169  SH510  20250808   2515.0   2541.0  ...   242094.91   2525.0      2537.0       SH
170  SH511  20250808   2525.0   2541.0  ...   296288.65   2527.0      2544.0       SH
171  SH512  20250808   2553.0   2559.0  ...    84979.22   2548.0      2574.0       SH
172  SH601  20250808   2548.0   2550.0  ...   423499.60   2535.0      2564.0       SH
173  SH602  20250808   2577.0   2577.0  ...     1453.94   2564.0      2595.0       SH
174  SH603  20250808   2593.0   2596.0  ...      874.53   2580.0      2611.0       SH
175  SH604  20250808   2632.0   2635.0  ...      292.24   2633.0      2659.0       SH
176  SH605  20250808   2655.0   2661.0  ...     6873.59   2643.0      2667.0       SH
177  SH606  20250808   2678.0   2678.0  ...      383.12   2661.0      2685.0       SH
178  SH607  20250808   2657.0   2657.0  ...       47.74   2652.0      2676.0       SH
179  SM508  20250808   6030.0   6064.0  ...       60.50   6050.0      6062.0       SM
180  SM509  20250808   6050.0   6086.0  ...   812884.09   6034.0      6064.0       SM
181  SM510  20250808   6072.0   6086.0  ...   104230.83   6028.0      6066.0       SM
182  SM511  20250808   6138.0   6154.0  ...   167535.77   6106.0      6148.0       SM
183  SM512  20250808   6154.0   6164.0  ...    33992.87   6130.0      6164.0       SM
184  SM601  20250808   6158.0   6172.0  ...   278407.62   6128.0      6160.0       SM
185  SM602  20250808   6166.0   6166.0  ...      140.83   6124.0      6160.0       SM
186  SM603  20250808   6108.0   6178.0  ...       73.55   6130.0      6166.0       SM
187  SM604  20250808   6126.0   6180.0  ...       85.57   6112.0      6176.0       SM
188  SM605  20250808   6170.0   6208.0  ...     5980.42   6166.0      6194.0       SM
189  SM606  20250808   6156.0   6190.0  ...       43.07   6152.0      6200.0       SM
190  SM607  20250808   6170.0   6194.0  ...       43.21   6172.0      6184.0       SM
191  SR509  20250808   5680.0   5709.0  ...   573663.00   5686.0      5675.0       SR
192  SR511  20250808   5614.0   5625.0  ...   102332.47   5594.0      5622.0       SR
193  SR601  20250808   5602.0   5603.0  ...  1059356.81   5576.0      5608.0       SR
194  SR603  20250808   5571.0   5573.0  ...     6417.86   5552.0      5580.0       SR
195  SR605  20250808   5550.0   5559.0  ...    32219.29   5531.0      5558.0       SR
196  SR607  20250808   5546.0   5549.0  ...     1836.29   5531.0      5556.0       SR
197  TA508  20250808   4670.0   4692.0  ...     3874.10   4676.0      4676.0       TA
198  TA509  20250808   4684.0   4702.0  ...   814135.54   4688.0      4708.0       TA
199  TA510  20250808   4686.0   4722.0  ...    61468.64   4706.0      4726.0       TA
200  TA511  20250808   4710.0   4728.0  ...    60953.77   4714.0      4730.0       TA
201  TA512  20250808   4724.0   4732.0  ...    29426.61   4718.0      4732.0       TA
202  TA601  20250808   4718.0   4734.0  ...   484330.84   4716.0      4738.0       TA
203  TA602  20250808   4724.0   4726.0  ...       63.65   4716.0      4736.0       TA
204  TA603  20250808   4726.0   4734.0  ...       26.02   4730.0      4748.0       TA
205  TA604  20250808   4746.0   4746.0  ...        7.12   4746.0      4756.0       TA
206  TA605  20250808   4758.0   4768.0  ...    11209.05   4754.0      4774.0       TA
207  TA606  20250808      0.0      0.0  ...        0.00   4762.0      4784.0       TA
208  TA607  20250808      0.0      0.0  ...        0.00   4772.0      4796.0       TA
209  UR508  20250808      0.0      0.0  ...      170.00   1723.0      1734.0       UR
210  UR509  20250808   1738.0   1748.0  ...   279280.64   1739.0      1743.0       UR
211  UR510  20250808   1741.0   1744.0  ...    12904.27   1736.0      1740.0       UR
212  UR511  20250808   1763.0   1767.0  ...    19940.39   1760.0      1765.0       UR
213  UR512  20250808   1758.0   1764.0  ...      502.69   1758.0      1760.0       UR
214  UR601  20250808   1756.0   1765.0  ...   137112.92   1757.0      1759.0       UR
215  UR602  20250808   1754.0   1762.0  ...      329.54   1753.0      1755.0       UR
216  UR603  20250808   1785.0   1791.0  ...       89.33   1787.0      1790.0       UR
217  UR604  20250808   1789.0   1794.0  ...      128.98   1791.0      1802.0       UR
218  UR605  20250808   1792.0   1799.0  ...     5322.94   1791.0      1795.0       UR
219  UR606  20250808   1785.0   1792.0  ...       57.06   1783.0      1789.0       UR
220  UR607  20250808   1793.0   1794.0  ...       17.90   1790.0      1794.0       UR
221  WH509  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250808      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC509  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC510  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250808      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:26:14,813 - future_1d - INFO - ak.get_czce_daily('2025-08-08') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250808   500.5     501  ...  4841142.49   496.4      504.3      SC
1       SC2510  20250808   497.8   497.8  ...  1620638.07     493      499.9      SC
2       SC2511  20250808   492.5   492.8  ...      357335     488      495.2      SC
3       SC2512  20250808   488.7   488.7  ...    90383.76   483.5      490.8      SC
4       SC2601  20250808   487.6   487.6  ...    35003.12   481.4      487.5      SC
5       SC2602  20250808   481.7   481.7  ...    21170.74   478.9      483.3      SC
6       SC2603  20250808   478.9   482.8  ...    15379.66   476.1      480.4      SC
7       SC2604  20250808   477.6   477.6  ...    14722.03   474.9      478.2      SC
8       SC2605  20250808   474.3   475.3  ...     8284.06   473.3      476.2      SC
9       SC2606  20250808   472.7     475  ...     9595.49   472.6      475.3      SC
10      SC2607  20250808     472   473.8  ...      189.02   472.5      477.4      SC
11      SC2608  20250808   469.4   469.4  ...       93.73   468.6      476.4      SC
12      SC2609  20250808   467.9     470  ...      328.12   468.7        468      SC
13      SC2612  20250808   464.3   466.5  ...      279.18   465.3      466.9      SC
14      SC2703  20250808   465.9   465.9  ...       46.59   465.9      464.7      SC
15      SC2706  20250808   464.3   465.4  ...     1110.23   462.5      464.3      SC
16      SC2709  20250808   462.6     463  ...      277.27   462.1      460.4      SC
17      SC2712  20250808                  ...           0     464        464      SC
18      SC2803  20250808                  ...           0     460      460.5      SC
19      SC2806  20250808   454.5   454.5  ...      771.25   453.6        454      SC
21      LU2509  20250808    3527    3527  ...    6457.789    3477       3520      LU
22      LU2510  20250808    3539    3544  ...  279341.791    3495       3545      LU
23      LU2511  20250808    3528    3531  ...  143671.717    3488       3535      LU
24      LU2512  20250808    3480    3508  ...   19521.124    3472       3506      LU
25      LU2601  20250808    3463    3473  ...    8626.601    3441       3481      LU
26      LU2602  20250808    3441    3449  ...     875.661    3407       3454      LU
27      LU2603  20250808    3434    3434  ...       71.58    3408       3439      LU
28      LU2604  20250808    3411    3422  ...      78.105    3395       3427      LU
29      LU2605  20250808    3429    3429  ...     251.618    3400       3416      LU
30      LU2606  20250808    3420    3420  ...      27.165    3395       3412      LU
31      LU2607  20250808    3406    3406  ...      64.371    3387       3417      LU
32      LU2608  20250808    3410    3410  ...       50.68    3378       3402      LU
34      NR2508  20250808   12280   12330  ...     1967.95   12295      12215      NR
35      NR2509  20250808   12395   12420  ...   480095.44   12345      12290      NR
36      NR2510  20250808   12400   12475  ...   650860.98   12405      12350      NR
37      NR2511  20250808   12435   12525  ...    60179.78   12445      12395      NR
38      NR2512  20250808   12470   12545  ...     5420.22   12460      12410      NR
39      NR2601  20250808   12530   12585  ...    33882.01   12515      12450      NR
40      NR2602  20250808   12520   12605  ...     288.415   12535      12475      NR
41      NR2603  20250808   12615   12650  ...      126.08   12605      12545      NR
42      NR2604  20250808   12585   12685  ...       37.85   12615      12495      NR
43      NR2605  20250808   12640   12730  ...      75.975   12660      12535      NR
44      NR2606  20250808   12745   12745  ...      12.745   12745      12585      NR
45      NR2607  20250808   12755   12755  ...      12.755   12755      12650      NR
47      BC2508  20250808   69300   69300  ...      173.25   69300      69270      BC
48      BC2509  20250808   69530   69780  ...   69928.485   69610      69540      BC
49      BC2510  20250808   69610   69810  ...   11359.635   69690      69600      BC
50      BC2511  20250808   69590   69600  ...      69.595   69590      69290      BC
51      BC2512  20250808   69740   69740  ...      104.59   69720      69460      BC
52      BC2601  20250808                  ...           0   70020      70020      BC
53      BC2602  20250808                  ...           0   70000      70000      BC
54      BC2603  20250808                  ...           0   70000      70000      BC
55      BC2604  20250808                  ...           0   70000      70000      BC
56      BC2605  20250808                  ...           0   70000      70000      BC
57      BC2606  20250808                  ...           0   69340      69340      BC
58      BC2607  20250808                  ...           0   68670      68670      BC
60      EC2508  20250808  2076.7  2076.7  ...    2828.968  2072.5     2072.4      EC
61      EC2510  20250808    1405  1487.7  ...   408701.12    1448       1417      EC
62      EC2512  20250808    1750  1796.9  ...   53665.041  1768.7     1751.9      EC
63      EC2602  20250808    1508  1554.9  ...    8455.975  1530.4     1506.8      EC
64      EC2604  20250808    1343  1383.4  ...     8779.19  1361.1     1343.6      EC
65      EC2606  20250808  1489.7  1513.8  ...   1065.2815  1500.3       1492      EC
68  SC_TAS2509  20250808                  ...                                 SC_TAS
69  SC_TAS2510  20250808                  ...                                 SC_TAS
70  SC_TAS2511  20250808                  ...                                 SC_TAS
71  SC_TAS2512  20250808                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-08-11 18:26:14,934 - future_1d - INFO - ak.get_ine_daily('2025-08-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250808  ...   78420      78380      CU
1        1      CU2509  20250808  ...   78440      78380      CU
2        2      CU2510  20250808  ...   78430      78380      CU
3        3      CU2511  20250808  ...   78410      78350      CU
4        4      CU2512  20250808  ...   78380      78320      CU
5        5      CU2601  20250808  ...   78340      78290      CU
6        6      CU2602  20250808  ...   78310      78270      CU
7        7      CU2603  20250808  ...   78260      78300      CU
8        8      CU2604  20250808  ...   78330      78290      CU
9        9      CU2605  20250808  ...   78350      78280      CU
10      10      CU2606  20250808  ...   78370      78230      CU
11      11      CU2607  20250808  ...   78370      78260      CU
12      12      BC2508  20250808  ...   69300      69270      BC
13      13      BC2509  20250808  ...   69610      69540      BC
14      14      BC2510  20250808  ...   69690      69600      BC
15      15      BC2511  20250808  ...   69590      69290      BC
16      16      BC2512  20250808  ...   69720      69460      BC
17      17      BC2601  20250808  ...   70020      70020      BC
18      18      BC2602  20250808  ...   70000      70000      BC
19      19      BC2603  20250808  ...   70000      70000      BC
20      20      BC2604  20250808  ...   70000      70000      BC
21      21      BC2605  20250808  ...   70000      70000      BC
22      22      BC2606  20250808  ...   69340      69340      BC
23      23      BC2607  20250808  ...   68670      68670      BC
24      24      AL2508  20250808  ...   20680      20775      AL
25      25      AL2509  20250808  ...   20670      20765      AL
26      26      AL2510  20250808  ...   20635      20725      AL
27      27      AL2511  20250808  ...   20585      20670      AL
28      28      AL2512  20250808  ...   20540      20630      AL
29      29      AL2601  20250808  ...   20505      20590      AL
30      30      AL2602  20250808  ...   20505      20590      AL
31      31      AL2603  20250808  ...   20520      20605      AL
32      32      AL2604  20250808  ...   20545      20630      AL
33      33      AL2605  20250808  ...   20560      20640      AL
34      34      AL2606  20250808  ...   20575      20660      AL
35      35      AL2607  20250808  ...   20580      20670      AL
36      36      ZN2508  20250808  ...   22485      22505      ZN
37      37      ZN2509  20250808  ...   22505      22530      ZN
38      38      ZN2510  20250808  ...   22520      22540      ZN
39      39      ZN2511  20250808  ...   22520      22540      ZN
40      40      ZN2512  20250808  ...   22500      22545      ZN
41      41      ZN2601  20250808  ...   22475      22505      ZN
42      42      ZN2602  20250808  ...   22460      22495      ZN
43      43      ZN2603  20250808  ...   22475      22525      ZN
44      44      ZN2604  20250808  ...   22455      22530      ZN
45      45      ZN2605  20250808  ...   22460      22515      ZN
46      46      ZN2606  20250808  ...   22445      22495      ZN
47      47      ZN2607  20250808  ...   22480      22505      ZN
48      48      PB2508  20250808  ...   16795      16810      PB
49      49      PB2509  20250808  ...   16865      16860      PB
50      50      PB2510  20250808  ...   16875      16875      PB
51      51      PB2511  20250808  ...   16900      16910      PB
52      52      PB2512  20250808  ...   16925      16930      PB
53      53      PB2601  20250808  ...   16935      16935      PB
54      54      PB2602  20250808  ...   16970      16970      PB
55      55      PB2603  20250808  ...   17005      17010      PB
56      56      PB2604  20250808  ...   17030      17030      PB
57      57      PB2605  20250808  ...   17025      17040      PB
58      58      PB2606  20250808  ...   17020      17065      PB
59      59      PB2607  20250808  ...   17060      17060      PB
60      60      NI2508  20250808  ...  120970     121100      NI
61      61      NI2509  20250808  ...  121160     121350      NI
62      62      NI2510  20250808  ...  121280     121480      NI
63      63      NI2511  20250808  ...  121450     121640      NI
64      64      NI2512  20250808  ...  121670     121850      NI
65      65      NI2601  20250808  ...  121950     122110      NI
66      66      NI2602  20250808  ...  121950     122680      NI
67      67      NI2603  20250808  ...  122270     122660      NI
68      68      NI2604  20250808  ...  123010     122660      NI
69      69      NI2605  20250808  ...  122980     123230      NI
70      70      NI2606  20250808  ...  123050     123650      NI
71      71      NI2607  20250808  ...  123270     123550      NI
72      72      SN2508  20250808  ...  267630     267040      SN
73      73      SN2509  20250808  ...  268140     267530      SN
74      74      SN2510  20250808  ...  268370     267850      SN
75      75      SN2511  20250808  ...  268360     267850      SN
76      76      SN2512  20250808  ...  268290     267740      SN
77      77      SN2601  20250808  ...  268500     268160      SN
78      78      SN2602  20250808  ...  268430     267920      SN
79      79      SN2603  20250808  ...  268710     268070      SN
80      80      SN2604  20250808  ...  268920     268810      SN
81      81      SN2605  20250808  ...  269110     268850      SN
82      82      SN2606  20250808  ...  269300     269300      SN
83      83      SN2607  20250808  ...  269050     268580      SN
84      84      AO2508  20250808  ...    3161       3251      AO
85      85      AO2509  20250808  ...    3172       3244      AO
86      86      AO2510  20250808  ...    3177       3242      AO
87      87      AO2511  20250808  ...    3188       3245      AO
88      88      AO2512  20250808  ...    3196       3252      AO
89      89      AO2601  20250808  ...    3206       3265      AO
90      90      AO2602  20250808  ...    3206       3262      AO
91      91      AO2603  20250808  ...    3211       3258      AO
92      92      AO2604  20250808  ...    3209       3282      AO
93      93      AO2605  20250808  ...    3211       3261      AO
94      94      AO2606  20250808  ...    3210       3266      AO
95      95      AO2607  20250808  ...    3212       3263      AO
96      96      AD2511  20250808  ...   20065      20160      AD
97      97      AD2512  20250808  ...   20060      20170      AD
98      98      AD2601  20250808  ...   20035      20140      AD
99      99      AD2602  20250808  ...   19955      19855      AD
100    100      AD2603  20250808  ...   19940      19885      AD
101    101      AD2604  20250808  ...   19865      19710      AD
102    102      AD2605  20250808  ...   19785      19885      AD
103    103      AD2606  20250808  ...   19750      19870      AD
104    104      AD2607  20250808  ...   19830      19830      AD
105    105      AU2508  20250808  ...  783.82      781.6      AU
106    106      AU2509  20250808  ...  784.38      782.4      AU
107    107      AU2510  20250808  ...  785.82     783.38      AU
108    108      AU2512  20250808  ...  788.16     785.56      AU
109    109      AU2602  20250808  ...  790.16     787.66      AU
110    110      AU2604  20250808  ...  792.32     789.84      AU
111    111      AU2606  20250808  ...  794.54     792.04      AU
112    112      AU2608  20250808  ...  796.92      794.3      AU
113    113      AG2508  20250808  ...    9254       9184      AG
114    114      AG2509  20250808  ...    9265       9190      AG
115    115      AG2510  20250808  ...    9277       9201      AG
116    116      AG2511  20250808  ...    9290       9212      AG
117    117      AG2512  20250808  ...    9299       9227      AG
118    118      AG2601  20250808  ...    9313       9237      AG
119    119      AG2602  20250808  ...    9324       9248      AG
120    120      AG2603  20250808  ...    9338       9268      AG
121    121      AG2604  20250808  ...    9352       9275      AG
122    122      AG2605  20250808  ...    9362       9291      AG
123    123      AG2606  20250808  ...    9376       9307      AG
124    124      AG2607  20250808  ...    9386       9323      AG
125    125      RB2508  20250808  ...    3179       3202      RB
126    126      RB2509  20250808  ...    3184       3201      RB
127    127      RB2510  20250808  ...    3215       3236      RB
128    128      RB2511  20250808  ...    3229       3251      RB
129    129      RB2512  20250808  ...    3273       3288      RB
130    130      RB2601  20250808  ...    3283       3309      RB
131    131      RB2602  20250808  ...    3292       3301      RB
132    132      RB2603  20250808  ...    3294       3316      RB
133    133      RB2604  20250808  ...    3306       3330      RB
134    134      RB2605  20250808  ...    3313       3331      RB
135    135      RB2606  20250808  ...    3322       3343      RB
136    136      RB2607  20250808  ...    3328       3350      RB
137    137      WR2508  20250808  ...    3212       3212      WR
138    138      WR2509  20250808  ...    3342       3342      WR
139    139      WR2510  20250808  ...    3447       3461      WR
140    140      WR2511  20250808  ...    3467       3490      WR
141    141      WR2512  20250808  ...    3499       3499      WR
142    142      WR2601  20250808  ...    3436       3473      WR
143    143      WR2602  20250808  ...    3523       3523      WR
144    144      WR2603  20250808  ...    3550       3609      WR
145    145      WR2604  20250808  ...    3550       3560      WR
146    146      WR2605  20250808  ...    3478       3478      WR
147    147      WR2606  20250808  ...    3599       3599      WR
148    148      WR2607  20250808  ...    3634       3635      WR
149    149      HC2508  20250808  ...    3436       3436      HC
150    150      HC2509  20250808  ...    3437       3459      HC
151    151      HC2510  20250808  ...    3421       3447      HC
152    152      HC2511  20250808  ...    3419       3449      HC
153    153      HC2512  20250808  ...    3422       3445      HC
154    154      HC2601  20250808  ...    3420       3449      HC
155    155      HC2602  20250808  ...    3416       3444      HC
156    156      HC2603  20250808  ...    3420       3451      HC
157    157      HC2604  20250808  ...    3432       3451      HC
158    158      HC2605  20250808  ...    3428       3452      HC
159    159      HC2606  20250808  ...    3438       3462      HC
160    160      HC2607  20250808  ...    3442       3461      HC
161    161      SS2508  20250808  ...   12985      12965      SS
162    162      SS2509  20250808  ...   12985      12960      SS
163    163      SS2510  20250808  ...   13045      13010      SS
164    164      SS2511  20250808  ...   13075      13045      SS
165    165      SS2512  20250808  ...   13100      13070      SS
166    166      SS2601  20250808  ...   13155      13110      SS
167    167      SS2602  20250808  ...   13210      13160      SS
168    168      SS2603  20250808  ...   13255      13225      SS
169    169      SS2604  20250808  ...   13270      13275      SS
170    170      SS2605  20250808  ...   13330      13275      SS
171    171      SS2606  20250808  ...   13355      13310      SS
172    172      SS2607  20250808  ...   13370      13355      SS
173    173      SC2509  20250808  ...   496.4      504.3      SC
174    174      SC2510  20250808  ...     493      499.9      SC
175    175      SC2511  20250808  ...     488      495.2      SC
176    176      SC2512  20250808  ...   483.5      490.8      SC
177    177      SC2601  20250808  ...   481.4      487.5      SC
178    178      SC2602  20250808  ...   478.9      483.3      SC
179    179      SC2603  20250808  ...   476.1      480.4      SC
180    180      SC2604  20250808  ...   474.9      478.2      SC
181    181      SC2605  20250808  ...   473.3      476.2      SC
182    182      SC2606  20250808  ...   472.6      475.3      SC
183    183      SC2607  20250808  ...   472.5      477.4      SC
184    184      SC2608  20250808  ...   468.6      476.4      SC
185    185      SC2609  20250808  ...   468.7        468      SC
186    186      SC2612  20250808  ...   465.3      466.9      SC
187    187      SC2703  20250808  ...   465.9      464.7      SC
188    188      SC2706  20250808  ...   462.5      464.3      SC
189    189      SC2709  20250808  ...   462.1      460.4      SC
190    190      SC2712  20250808  ...     464        464      SC
191    191      SC2803  20250808  ...     460      460.5      SC
192    192      SC2806  20250808  ...   453.6        454      SC
193    193      LU2509  20250808  ...    3477       3520      LU
194    194      LU2510  20250808  ...    3495       3545      LU
195    195      LU2511  20250808  ...    3488       3535      LU
196    196      LU2512  20250808  ...    3472       3506      LU
197    197      LU2601  20250808  ...    3441       3481      LU
198    198      LU2602  20250808  ...    3407       3454      LU
199    199      LU2603  20250808  ...    3408       3439      LU
200    200      LU2604  20250808  ...    3395       3427      LU
201    201      LU2605  20250808  ...    3400       3416      LU
202    202      LU2606  20250808  ...    3395       3412      LU
203    203      LU2607  20250808  ...    3387       3417      LU
204    204      LU2608  20250808  ...    3378       3402      LU
205    205      FU2509  20250808  ...    2799       2833      FU
206    206      FU2510  20250808  ...    2810       2846      FU
207    207      FU2511  20250808  ...    2820       2856      FU
208    208      FU2512  20250808  ...    2820       2851      FU
209    209      FU2601  20250808  ...    2815       2847      FU
210    210      FU2602  20250808  ...    2801       2837      FU
211    211      FU2603  20250808  ...    2793       2828      FU
212    212      FU2604  20250808  ...    2787       2822      FU
213    213      FU2605  20250808  ...    2777       2809      FU
214    214      FU2606  20250808  ...    2765       2801      FU
215    215      FU2607  20250808  ...    2744       2786      FU
216    216      FU2608  20250808  ...    2731       2774      FU
217    217      BU2508  20250808  ...    3538       3559      BU
218    218      BU2509  20250808  ...    3526       3556      BU
219    219      BU2510  20250808  ...    3499       3534      BU
220    220      BU2511  20250808  ...    3463       3498      BU
221    221      BU2512  20250808  ...    3410       3441      BU
222    222      BU2601  20250808  ...    3376       3408      BU
223    223      BU2602  20250808  ...    3370       3395      BU
224    224      BU2603  20250808  ...    3364       3385      BU
225    225      BU2604  20250808  ...    3343       3377      BU
226    226      BU2605  20250808  ...    3348       3366      BU
227    227      BU2606  20250808  ...    3352       3367      BU
228    228      BU2607  20250808  ...    3345       3380      BU
229    229      BU2609  20250808  ...    3336       3367      BU
230    230      BU2612  20250808  ...    3297       3327      BU
231    231      BU2703  20250808  ...    3299       3320      BU
232    232      BU2706  20250808  ...    3304       3339      BU
233    233      BR2508  20250808  ...   11550      11465      BR
234    234      BR2509  20250808  ...   11500      11505      BR
235    235      BR2510  20250808  ...   11485      11500      BR
236    236      BR2511  20250808  ...   11515      11530      BR
237    237      BR2512  20250808  ...   11545      11565      BR
238    238      BR2601  20250808  ...   11590      11605      BR
239    239      BR2602  20250808  ...   11575      11575      BR
240    240      BR2603  20250808  ...   11620      11595      BR
241    241      BR2604  20250808  ...   11645      11700      BR
242    242      BR2605  20250808  ...   11705      11715      BR
243    243      BR2606  20250808  ...   11730      11695      BR
244    244      BR2607  20250808  ...   11800      11765      BR
245    245      RU2508  20250808  ...   14560      14365      RU
246    246      RU2509  20250808  ...   14535      14475      RU
247    247      RU2510  20250808  ...   14560      14505      RU
248    248      RU2511  20250808  ...   14575      14530      RU
249    249      RU2601  20250808  ...   15500      15445      RU
250    250      RU2603  20250808  ...   15555      15485      RU
251    251      RU2604  20250808  ...   15590      15555      RU
252    252      RU2605  20250808  ...   15615      15565      RU
253    253      RU2606  20250808  ...   15615      15660      RU
254    254      RU2607  20250808  ...   15640      15595      RU
255    255      NR2508  20250808  ...   12295      12215      NR
256    256      NR2509  20250808  ...   12345      12290      NR
257    257      NR2510  20250808  ...   12405      12350      NR
258    258      NR2511  20250808  ...   12445      12395      NR
259    259      NR2512  20250808  ...   12460      12410      NR
260    260      NR2601  20250808  ...   12515      12450      NR
261    261      NR2602  20250808  ...   12535      12475      NR
262    262      NR2603  20250808  ...   12605      12545      NR
263    263      NR2604  20250808  ...   12615      12495      NR
264    264      NR2605  20250808  ...   12660      12535      NR
265    265      NR2606  20250808  ...   12745      12585      NR
266    266      NR2607  20250808  ...   12755      12650      NR
267    267      SP2508  20250808  ...    5120       5132      SP
268    268      SP2509  20250808  ...    5182       5174      SP
269    269      SP2510  20250808  ...    5200       5192      SP
270    270      SP2511  20250808  ...    5204       5194      SP
271    271      SP2512  20250808  ...    5208       5198      SP
272    272      SP2601  20250808  ...    5446       5428      SP
273    273      SP2602  20250808  ...    5418       5402      SP
274    274      SP2603  20250808  ...    5418       5408      SP
275    275      SP2604  20250808  ...    5430       5396      SP
276    276      SP2605  20250808  ...    5422       5406      SP
277    277      SP2606  20250808  ...    5426       5416      SP
278    278      SP2607  20250808  ...    5420       5406      SP
279    279      EC2508  20250808  ...  2072.5     2072.4      EC
280    280      EC2510  20250808  ...    1448       1417      EC
281    281      EC2512  20250808  ...  1768.7     1751.9      EC
282    282      EC2602  20250808  ...  1530.4     1506.8      EC
283    283      EC2604  20250808  ...  1361.1     1343.6      EC
284    284      EC2606  20250808  ...  1500.3       1492      EC
285    285  SC_TAS2509  20250808  ...                     SC_TAS
286    286  SC_TAS2510  20250808  ...                     SC_TAS
287    287  SC_TAS2511  20250808  ...                     SC_TAS
288    288  SC_TAS2512  20250808  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:26:15,052 - future_1d - INFO - ak.get_shfe_daily('2025-08-08') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:26:15,138 - future_1d - INFO - ak.get_dce_daily('2025-08-08') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250808  6288.200  ...  6304.000    6298.200       IC
1   IC2509  20250808  6219.000  ...  6232.000    6226.600       IC
2   IC2512  20250808  6060.000  ...  6073.000    6071.200       IC
3   IC2603  20250808  5915.000  ...  5934.600    5935.400       IC
4   IF2508  20250808  4100.000  ...  4101.000    4105.800       IF
5   IF2509  20250808  4087.000  ...  4087.400    4093.000       IF
6   IF2512  20250808  4057.800  ...  4055.800    4063.000       IF
7   IF2603  20250808  4027.800  ...  4022.200    4032.000       IF
8   IH2508  20250808  2794.000  ...  2788.000    2796.800       IH
9   IH2509  20250808  2795.200  ...  2789.200    2797.600       IH
10  IH2512  20250808  2795.600  ...  2789.400    2797.600       IH
11  IH2603  20250808  2795.800  ...  2787.600    2797.200       IH
12  IM2508  20250808  6818.200  ...  6819.400    6825.600       IM
13  IM2509  20250808  6740.000  ...  6742.800    6748.800       IM
14  IM2512  20250808  6551.000  ...  6550.800    6560.000       IM
15  IM2603  20250808  6368.800  ...  6369.800    6378.000       IM
16   T2509  20250808   108.670  ...   108.610     108.610        T
17   T2512  20250808   108.520  ...   108.505     108.480        T
18   T2603  20250808   108.380  ...   108.310     108.290        T
19  TF2509  20250808   105.895  ...   105.820     105.815       TF
20  TF2512  20250808   105.910  ...   105.875     105.860       TF
21  TF2603  20250808   105.950  ...   105.900     105.875       TF
22  TL2509  20250808   119.500  ...   119.250     119.340       TL
23  TL2512  20250808   119.140  ...   118.880     118.990       TL
24  TL2603  20250808   118.800  ...   118.550     118.680       TL
25  TS2509  20250808   102.392  ...   102.370     102.370       TS
26  TS2512  20250808   102.450  ...   102.436     102.426       TS
27  TS2603  20250808   102.426  ...   102.408     102.402       TS

[28 rows x 12 columns]
2025-08-11 18:26:15,293 - future_1d - INFO - ak.get_cffex_daily('2025-08-08') done
2025-08-11 18:26:17,029 - future_1d - INFO - save future_daily 2025-08-08 completed
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250811      0.0  ...  50505.0     50505.0       PS
1   PS2509  20250811  52000.0  ...  51425.0     49725.0       PS
2   PS2510  20250811  51230.0  ...  51535.0     49800.0       PS
3   PS2511  20250811  50600.0  ...  51445.0     49825.0       PS
4   PS2512  20250811  53000.0  ...  53435.0     52890.0       PS
5   PS2601  20250811  53650.0  ...  53615.0     52975.0       PS
6   PS2602  20250811  54000.0  ...  54005.0     53360.0       PS
7   PS2603  20250811  52355.0  ...  54190.0     53405.0       PS
8   PS2604  20250811  52440.0  ...  54525.0     53580.0       PS
9   PS2605  20250811  53355.0  ...  54115.0     53325.0       PS
10  PS2606  20250811  56485.0  ...  56955.0     56465.0       PS
11  PS2607  20250811  56895.0  ...  57055.0     56660.0       PS
13  SI2508  20250811   8895.0  ...   8860.0      8645.0       SI
14  SI2509  20250811   8705.0  ...   8895.0      8555.0       SI
15  SI2510  20250811   8410.0  ...   8900.0      8575.0       SI
16  SI2511  20250811   8760.0  ...   8940.0      8585.0       SI
17  SI2512  20250811   9125.0  ...   9255.0      8890.0       SI
18  SI2601  20250811   8980.0  ...   9230.0      8880.0       SI
19  SI2602  20250811   9105.0  ...   9210.0      8860.0       SI
20  SI2603  20250811   9020.0  ...   9240.0      8890.0       SI
21  SI2604  20250811   9060.0  ...   9250.0      8915.0       SI
22  SI2605  20250811   9070.0  ...   9265.0      8930.0       SI
23  SI2606  20250811   9165.0  ...   9280.0      8910.0       SI
24  SI2607  20250811   9200.0  ...   9295.0      8935.0       SI
27  LC2508  20250811  79000.0  ...  77680.0     74160.0       LC
28  LC2509  20250811  80560.0  ...  80540.0     74600.0       LC
29  LC2510  20250811  80920.0  ...  80820.0     74940.0       LC
30  LC2511  20250811  81000.0  ...  80900.0     75000.0       LC
31  LC2512  20250811  81100.0  ...  81100.0     75100.0       LC
32  LC2601  20250811  80960.0  ...  80960.0     74980.0       LC
33  LC2602  20250811  81080.0  ...  81360.0     75360.0       LC
34  LC2603  20250811  80880.0  ...  80880.0     74900.0       LC
35  LC2604  20250811  79940.0  ...  80160.0     74300.0       LC
36  LC2605  20250811  80300.0  ...  80280.0     74360.0       LC
37  LC2606  20250811  80220.0  ...  80200.0     74280.0       LC
38  LC2607  20250811  80400.0  ...  80520.0     74640.0       LC

[36 rows x 12 columns]
2025-08-11 18:26:23,710 - future_1d - INFO - ak.get_gfex_daily('2025-08-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250811   8100.0   8193.0  ...   541640.87   8125.0      8022.0       AP
1    AP511  20250811   7885.0   7891.0  ...     4097.50   7850.0      7797.0       AP
2    AP512  20250811   7907.0   7910.0  ...      385.78   7873.0      7827.0       AP
3    AP601  20250811   7973.0   8014.0  ...    59037.37   7957.0      7919.0       AP
4    AP603  20250811   7879.0   7881.0  ...      109.93   7852.0      7852.0       AP
5    AP604  20250811   7939.0   7939.0  ...      126.33   7895.0      7885.0       AP
6    AP605  20250811   7985.0   7997.0  ...      621.06   7962.0      7943.0       AP
7    CF509  20250811  13645.0  13750.0  ...   890560.83  13700.0     13660.0       CF
8    CF511  20250811  13675.0  13830.0  ...   177397.64  13760.0     13710.0       CF
9    CF601  20250811  13790.0  13945.0  ...   963431.42  13870.0     13815.0       CF
10   CF603  20250811  13740.0  13900.0  ...     1914.12  13820.0     13775.0       CF
11   CF605  20250811  13740.0  13890.0  ...    38252.16  13825.0     13770.0       CF
12   CF607  20250811  13755.0  13905.0  ...      352.68  13830.0     13785.0       CF
13   CJ509  20250811  10390.0  10660.0  ...    92452.24  10490.0     10130.0       CJ
14   CJ512  20250811  11500.0  11715.0  ...    33625.79  11525.0     11170.0       CJ
15   CJ601  20250811  11540.0  11825.0  ...  2151988.70  11655.0     11310.0       CJ
16   CJ603  20250811  11600.0  11895.0  ...    33014.05  11730.0     11375.0       CJ
17   CJ605  20250811  11735.0  12025.0  ...   320981.35  11845.0     11495.0       CJ
18   CJ607  20250811  11980.0  12165.0  ...     2600.84  12015.0     11665.0       CJ
19   CY508  20250811      0.0      0.0  ...        0.00  19955.0     19925.0       CY
20   CY509  20250811  19925.0  19970.0  ...     5718.88  19925.0     19895.0       CY
21   CY510  20250811      0.0      0.0  ...        0.00  20015.0     20015.0       CY
22   CY511  20250811  19580.0  19855.0  ...    71296.90  19715.0     19685.0       CY
23   CY512  20250811      0.0      0.0  ...        0.00  19650.0     19650.0       CY
24   CY601  20250811  19625.0  19840.0  ...     1056.77  19755.0     19725.0       CY
25   CY602  20250811      0.0      0.0  ...        0.00  20015.0     20015.0       CY
26   CY603  20250811      0.0      0.0  ...        0.00  20180.0     20165.0       CY
27   CY604  20250811      0.0      0.0  ...        0.00  20030.0     20040.0       CY
28   CY605  20250811      0.0      0.0  ...        0.00  19955.0     19955.0       CY
29   CY606  20250811      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250811      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG508  20250811      0.0      0.0  ...        0.00   1056.0      1056.0       FG
32   FG509  20250811   1058.0   1080.0  ...  2242973.58   1068.0      1060.0       FG
33   FG510  20250811   1147.0   1175.0  ...   123981.99   1163.0      1152.0       FG
34   FG511  20250811   1138.0   1168.0  ...   213406.64   1155.0      1143.0       FG
35   FG512  20250811   1208.0   1239.0  ...   113408.70   1227.0      1214.0       FG
36   FG601  20250811   1194.0   1229.0  ...  3258943.61   1214.0      1201.0       FG
37   FG602  20250811   1241.0   1279.0  ...     1481.09   1266.0      1254.0       FG
38   FG603  20250811   1238.0   1276.0  ...     1514.59   1264.0      1248.0       FG
39   FG604  20250811   1289.0   1319.0  ...      885.04   1309.0      1297.0       FG
40   FG605  20250811   1287.0   1314.0  ...    31853.41   1303.0      1293.0       FG
41   FG606  20250811   1311.0   1335.0  ...     1038.72   1325.0      1319.0       FG
42   FG607  20250811   1310.0   1332.0  ...      647.91   1322.0      1313.0       FG
43   JR509  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250811      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250811      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250811      0.0      0.0  ...        0.00   2337.0      2340.0       MA
53   MA509  20250811   2386.0   2395.0  ...   838637.47   2385.0      2388.0       MA
54   MA510  20250811   2410.0   2423.0  ...    85213.92   2413.0      2419.0       MA
55   MA511  20250811   2436.0   2445.0  ...   116603.83   2434.0      2443.0       MA
56   MA512  20250811   2470.0   2478.0  ...    43388.46   2464.0      2471.0       MA
57   MA601  20250811   2480.0   2491.0  ...   548514.79   2479.0      2489.0       MA
58   MA602  20250811   2492.0   2494.0  ...       42.22   2483.0      2490.0       MA
59   MA603  20250811   2487.0   2489.0  ...       44.62   2479.0      2487.0       MA
60   MA604  20250811   2479.0   2479.0  ...       12.34   2469.0      2475.0       MA
61   MA605  20250811   2443.0   2452.0  ...    15292.21   2443.0      2446.0       MA
62   MA606  20250811   2453.0   2453.0  ...       19.58   2448.0      2452.0       MA
63   MA607  20250811   2445.0   2445.0  ...       24.39   2439.0      2445.0       MA
64   OI509  20250811   9552.0   9612.0  ...  1855784.32   9560.0      9560.0       OI
65   OI511  20250811   9575.0   9630.0  ...   214492.87   9582.0      9579.0       OI
66   OI601  20250811   9544.0   9605.0  ...  1361776.66   9557.0      9543.0       OI
67   OI603  20250811   9494.0   9557.0  ...     2178.02   9511.0      9491.0       OI
68   OI605  20250811   9399.0   9464.0  ...    15460.93   9422.0      9399.0       OI
69   OI607  20250811   9408.0   9449.0  ...       56.58   9430.0      9389.0       OI
70   PF508  20250811   6298.0   6302.0  ...       97.66   6300.0      6290.0       PF
71   PF509  20250811   6332.0   6364.0  ...    61742.70   6346.0      6322.0       PF
72   PF510  20250811   6396.0   6442.0  ...   355520.99   6416.0      6390.0       PF
73   PF511  20250811   6392.0   6438.0  ...   134078.60   6412.0      6392.0       PF
74   PF512  20250811   6396.0   6440.0  ...    32363.49   6414.0      6394.0       PF
75   PF601  20250811   6416.0   6446.0  ...    10653.35   6420.0      6406.0       PF
76   PF602  20250811   6430.0   6480.0  ...      232.31   6454.0      6434.0       PF
77   PF603  20250811   6452.0   6494.0  ...      255.46   6468.0      6426.0       PF
78   PF604  20250811   6472.0   6528.0  ...      266.21   6494.0      6456.0       PF
79   PF605  20250811   6464.0   6538.0  ...      224.66   6512.0      6462.0       PF
80   PF606  20250811   6522.0   6522.0  ...        3.26   6522.0      6474.0       PF
81   PF607  20250811   6560.0   6560.0  ...        3.28   6560.0      6488.0       PF
82   PK510  20250811   8102.0   8110.0  ...   141095.61   8076.0      8104.0       PK
83   PK511  20250811   7958.0   7958.0  ...   141769.14   7928.0      7964.0       PK
84   PK512  20250811   7952.0   7966.0  ...    54867.47   7936.0      7952.0       PK
85   PK601  20250811   7968.0   7972.0  ...    15176.82   7956.0      7964.0       PK
86   PK603  20250811   7960.0   7988.0  ...      270.88   7968.0      7964.0       PK
87   PK604  20250811   7974.0   7974.0  ...       95.60   7968.0      7966.0       PK
88   PK605  20250811   7976.0   7978.0  ...     1791.95   7964.0      7966.0       PK
89   PL601  20250811   6462.0   6505.0  ...    16688.07   6478.0      6461.0       PL
90   PL602  20250811   6502.0   6543.0  ...      508.17   6515.0      6502.0       PL
91   PL603  20250811   6460.0   6492.0  ...      116.48   6471.0      6459.0       PL
92   PL604  20250811      0.0      0.0  ...        0.00   6490.0      6476.0       PL
93   PL605  20250811   6383.0   6406.0  ...       89.56   6397.0      6361.0       PL
94   PL606  20250811      0.0      0.0  ...        0.00   6488.0      6487.0       PL
95   PL607  20250811      0.0      0.0  ...        0.00   6477.0      6477.0       PL
96   PM509  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250811      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250811      0.0      0.0  ...        0.00   5922.0      5896.0       PR
103  PR509  20250811   5872.0   5906.0  ...    41733.63   5888.0      5866.0       PR
104  PR510  20250811   5916.0   5956.0  ...   175097.37   5938.0      5910.0       PR
105  PR511  20250811   5910.0   5960.0  ...   211568.29   5940.0      5914.0       PR
106  PR512  20250811   5910.0   5968.0  ...    63619.40   5946.0      5920.0       PR
107  PR601  20250811   5940.0   5968.0  ...     1205.38   5952.0      5930.0       PR
108  PR602  20250811      0.0      0.0  ...        0.00   5970.0      5954.0       PR
109  PR603  20250811      0.0      0.0  ...        0.00   5972.0      5960.0       PR
110  PR604  20250811      0.0      0.0  ...        0.00   5980.0      5968.0       PR
111  PR605  20250811      0.0      0.0  ...        0.00   5986.0      5976.0       PR
112  PR606  20250811      0.0      0.0  ...        0.00   5978.0      5958.0       PR
113  PR607  20250811      0.0      0.0  ...        0.00   5986.0      5960.0       PR
114  PX508  20250811      0.0      0.0  ...        0.00   6770.0      6748.0       PX
115  PX509  20250811   6750.0   6800.0  ...   250681.99   6770.0      6748.0       PX
116  PX510  20250811   6740.0   6792.0  ...   103378.88   6760.0      6720.0       PX
117  PX511  20250811   6710.0   6774.0  ...   226617.92   6742.0      6708.0       PX
118  PX512  20250811   6718.0   6768.0  ...    45418.66   6740.0      6706.0       PX
119  PX601  20250811   6706.0   6744.0  ...    79385.73   6716.0      6692.0       PX
120  PX602  20250811   6714.0   6714.0  ...        3.36   6714.0      6688.0       PX
121  PX603  20250811      0.0      0.0  ...        0.00   6690.0      6684.0       PX
122  PX604  20250811   6700.0   6710.0  ...        6.71   6706.0      6690.0       PX
123  PX605  20250811   6686.0   6724.0  ...      147.55   6708.0      6684.0       PX
124  PX606  20250811      0.0      0.0  ...        0.00   6694.0      6688.0       PX
125  PX607  20250811   6720.0   6720.0  ...        3.36   6720.0      6698.0       PX
126  RI509  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250811      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250811      0.0      0.0  ...        0.00   2718.0      2753.0       RM
133  RM509  20250811   2765.0   2766.0  ...  1168380.47   2735.0      2763.0       RM
134  RM511  20250811   2592.0   2596.0  ...    16889.95   2568.0      2588.0       RM
135  RM601  20250811   2499.0   2499.0  ...   848313.74   2464.0      2486.0       RM
136  RM603  20250811   2452.0   2452.0  ...    36034.66   2428.0      2443.0       RM
137  RM605  20250811   2413.0   2417.0  ...    91913.85   2405.0      2409.0       RM
138  RM607  20250811   2391.0   2399.0  ...     5057.75   2389.0      2388.0       RM
139  RS508  20250811      0.0      0.0  ...        0.00   4974.0      4978.0       RS
140  RS509  20250811   5013.0   5078.0  ...      171.18   5035.0      5039.0       RS
141  RS511  20250811   5201.0   5201.0  ...       61.78   5148.0      5181.0       RS
142  RS607  20250811      0.0      0.0  ...        0.00   5596.0      5596.0       RS
143  SA508  20250811   1221.0   1240.0  ...      510.77   1234.0      1270.0       SA
144  SA509  20250811   1240.0   1260.0  ...   929972.46   1247.0      1248.0       SA
145  SA510  20250811   1267.0   1287.0  ...   289856.67   1276.0      1273.0       SA
146  SA511  20250811   1280.0   1296.0  ...   348112.55   1284.0      1282.0       SA
147  SA512  20250811   1329.0   1343.0  ...    81268.37   1333.0      1329.0       SA
148  SA601  20250811   1326.0   1351.0  ...  4214185.14   1338.0      1336.0       SA
149  SA602  20250811   1342.0   1362.0  ...     5577.14   1349.0      1347.0       SA
150  SA603  20250811   1348.0   1366.0  ...     4101.29   1354.0      1351.0       SA
151  SA604  20250811   1387.0   1402.0  ...     3036.94   1393.0      1389.0       SA
152  SA605  20250811   1389.0   1407.0  ...    98612.46   1399.0      1393.0       SA
153  SA606  20250811   1391.0   1411.0  ...     1189.77   1403.0      1396.0       SA
154  SA607  20250811   1387.0   1405.0  ...     1059.71   1398.0      1393.0       SA
155  SF508  20250811   5784.0   5822.0  ...      498.03   5792.0      5760.0       SF
156  SF509  20250811   5788.0   5852.0  ...   623596.16   5808.0      5764.0       SF
157  SF510  20250811   5764.0   5842.0  ...   215678.34   5800.0      5752.0       SF
158  SF511  20250811   5980.0   6036.0  ...   478571.07   5998.0      5962.0       SF
159  SF512  20250811   5986.0   6032.0  ...    42616.50   5994.0      5958.0       SF
160  SF601  20250811   5976.0   6028.0  ...   111140.61   5992.0      5952.0       SF
161  SF602  20250811   5956.0   5980.0  ...      428.31   5950.0      5910.0       SF
162  SF603  20250811   6128.0   6158.0  ...      254.37   6130.0      6060.0       SF
163  SF604  20250811   6064.0   6118.0  ...       30.50   6100.0      6044.0       SF
164  SF605  20250811   6060.0   6132.0  ...     1808.35   6100.0      6040.0       SF
165  SF606  20250811   6024.0   6074.0  ...      204.98   6030.0      5974.0       SF
166  SF607  20250811   6138.0   6206.0  ...      193.94   6158.0      6098.0       SF
167  SH508  20250811      0.0      0.0  ...        0.00   2345.0      2303.0       SH
168  SH509  20250811   2452.0   2503.0  ...  1483104.67   2481.0      2437.0       SH
169  SH510  20250811   2536.0   2597.0  ...   317993.27   2576.0      2525.0       SH
170  SH511  20250811   2533.0   2599.0  ...   357896.24   2574.0      2527.0       SH
171  SH512  20250811   2553.0   2612.0  ...    91876.93   2589.0      2548.0       SH
172  SH601  20250811   2535.0   2595.0  ...   586403.12   2570.0      2535.0       SH
173  SH602  20250811   2563.0   2613.0  ...     1575.71   2587.0      2564.0       SH
174  SH603  20250811   2580.0   2624.0  ...      740.99   2600.0      2580.0       SH
175  SH604  20250811   2631.0   2667.0  ...      517.62   2654.0      2633.0       SH
176  SH605  20250811   2642.0   2678.0  ...     6377.54   2661.0      2643.0       SH
177  SH606  20250811   2670.0   2691.0  ...      216.97   2679.0      2661.0       SH
178  SH607  20250811   2661.0   2683.0  ...       80.19   2673.0      2652.0       SH
179  SM508  20250811   6088.0   6098.0  ...      404.44   6082.0      6050.0       SM
180  SM509  20250811   6060.0   6134.0  ...   831665.98   6100.0      6034.0       SM
181  SM510  20250811   6078.0   6140.0  ...   116845.43   6110.0      6028.0       SM
182  SM511  20250811   6144.0   6208.0  ...   178172.70   6178.0      6106.0       SM
183  SM512  20250811   6162.0   6216.0  ...    48043.99   6184.0      6130.0       SM
184  SM601  20250811   6162.0   6222.0  ...   373088.04   6192.0      6128.0       SM
185  SM602  20250811   6138.0   6214.0  ...      176.35   6188.0      6124.0       SM
186  SM603  20250811   6170.0   6232.0  ...      158.12   6202.0      6130.0       SM
187  SM604  20250811   6218.0   6226.0  ...       46.57   6210.0      6112.0       SM
188  SM605  20250811   6208.0   6262.0  ...     5626.51   6228.0      6166.0       SM
189  SM606  20250811   6204.0   6248.0  ...       34.23   6224.0      6152.0       SM
190  SM607  20250811   6204.0   6258.0  ...       24.92   6232.0      6172.0       SM
191  SR509  20250811   5691.0   5696.0  ...   227733.47   5680.0      5686.0       SR
192  SR511  20250811   5604.0   5609.0  ...    74202.43   5594.0      5594.0       SR
193  SR601  20250811   5584.0   5587.0  ...   666996.89   5574.0      5576.0       SR
194  SR603  20250811   5555.0   5559.0  ...     3994.29   5548.0      5552.0       SR
195  SR605  20250811   5540.0   5540.0  ...    17550.75   5530.0      5531.0       SR
196  SR607  20250811   5535.0   5536.0  ...     1188.63   5529.0      5531.0       SR
197  TA508  20250811   4690.0   4706.0  ...      215.70   4690.0      4676.0       TA
198  TA509  20250811   4704.0   4726.0  ...  1046665.88   4708.0      4688.0       TA
199  TA510  20250811   4714.0   4744.0  ...    78681.27   4726.0      4706.0       TA
200  TA511  20250811   4718.0   4750.0  ...    64206.99   4734.0      4714.0       TA
201  TA512  20250811   4724.0   4750.0  ...    29232.10   4736.0      4718.0       TA
202  TA601  20250811   4718.0   4748.0  ...   600651.24   4732.0      4716.0       TA
203  TA602  20250811   4722.0   4744.0  ...       35.53   4738.0      4716.0       TA
204  TA603  20250811      0.0      0.0  ...        0.00   4742.0      4730.0       TA
205  TA604  20250811   4752.0   4774.0  ...        7.15   4764.0      4746.0       TA
206  TA605  20250811   4760.0   4786.0  ...    11378.31   4772.0      4754.0       TA
207  TA606  20250811   4778.0   4778.0  ...        2.39   4778.0      4762.0       TA
208  TA607  20250811   4766.0   4780.0  ...        4.77   4774.0      4772.0       TA
209  UR508  20250811   1705.0   1705.0  ...        6.82   1705.0      1723.0       UR
210  UR509  20250811   1719.0   1730.0  ...   352526.95   1718.0      1739.0       UR
211  UR510  20250811   1721.0   1736.0  ...    25932.20   1726.0      1736.0       UR
212  UR511  20250811   1746.0   1760.0  ...    29212.66   1751.0      1760.0       UR
213  UR512  20250811   1742.0   1756.0  ...      864.47   1750.0      1758.0       UR
214  UR601  20250811   1740.0   1757.0  ...   243621.53   1748.0      1757.0       UR
215  UR602  20250811   1745.0   1753.0  ...      502.97   1746.0      1753.0       UR
216  UR603  20250811   1776.0   1788.0  ...       56.97   1780.0      1787.0       UR
217  UR604  20250811   1776.0   1786.0  ...       17.83   1783.0      1791.0       UR
218  UR605  20250811   1782.0   1794.0  ...     8809.91   1786.0      1791.0       UR
219  UR606  20250811   1770.0   1786.0  ...      124.45   1778.0      1783.0       UR
220  UR607  20250811   1780.0   1795.0  ...       85.79   1787.0      1790.0       UR
221  WH509  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250811      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC509  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC510  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250811      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-08-11 18:26:23,993 - future_1d - INFO - ak.get_czce_daily('2025-08-11') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250811   494.5  ...   492.5      496.4      SC
1       SC2510  20250811   493.5  ...   490.1        493      SC
2       SC2511  20250811   489.9  ...   485.8        488      SC
3       SC2512  20250811   485.3  ...   481.5      483.5      SC
4       SC2601  20250811   482.9  ...   478.6      481.4      SC
5       SC2602  20250811     480  ...     477      478.9      SC
6       SC2603  20250811   477.6  ...   474.1      476.1      SC
7       SC2604  20250811   475.4  ...   471.3      474.9      SC
8       SC2605  20250811   474.8  ...   469.4      473.3      SC
9       SC2606  20250811   472.4  ...   468.6      472.6      SC
10      SC2607  20250811   469.3  ...   464.9      472.5      SC
11      SC2608  20250811   468.2  ...   467.3      468.6      SC
12      SC2609  20250811   468.1  ...   466.8      468.7      SC
13      SC2612  20250811     462  ...     462      465.3      SC
14      SC2703  20250811     460  ...   460.4      465.9      SC
15      SC2706  20250811     461  ...   460.4      462.5      SC
16      SC2709  20250811   456.1  ...   457.7      462.1      SC
17      SC2712  20250811          ...   458.5        464      SC
18      SC2803  20250811          ...   456.7        460      SC
19      SC2806  20250811     455  ...   452.3      453.6      SC
21      LU2509  20250811    3461  ...    3452       3477      LU
22      LU2510  20250811    3480  ...    3469       3495      LU
23      LU2511  20250811    3470  ...    3469       3488      LU
24      LU2512  20250811    3463  ...    3454       3472      LU
25      LU2601  20250811    3443  ...    3432       3441      LU
26      LU2602  20250811    3415  ...    3404       3407      LU
27      LU2603  20250811    3412  ...    3400       3408      LU
28      LU2604  20250811    3407  ...    3396       3395      LU
29      LU2605  20250811    3407  ...    3405       3400      LU
30      LU2606  20250811    3410  ...    3403       3395      LU
31      LU2607  20250811    3405  ...    3395       3387      LU
32      LU2608  20250811    3396  ...    3387       3378      LU
34      NR2508  20250811   12430  ...   12440      12295      NR
35      NR2509  20250811   12425  ...   12520      12345      NR
36      NR2510  20250811   12475  ...   12575      12405      NR
37      NR2511  20250811   12485  ...   12620      12445      NR
38      NR2512  20250811   12550  ...   12660      12460      NR
39      NR2601  20250811   12595  ...   12705      12515      NR
40      NR2602  20250811   12735  ...   12720      12535      NR
41      NR2603  20250811   12740  ...   12745      12605      NR
42      NR2604  20250811   12800  ...   12780      12615      NR
43      NR2605  20250811   12840  ...   12765      12660      NR
44      NR2606  20250811   12880  ...   12840      12745      NR
45      NR2607  20250811          ...   12755      12755      NR
47      BC2508  20250811          ...   69300      69300      BC
48      BC2509  20250811   69690  ...   70120      69610      BC
49      BC2510  20250811   69730  ...   70170      69690      BC
50      BC2511  20250811   70600  ...   70450      69590      BC
51      BC2512  20250811   69940  ...   70240      69720      BC
52      BC2601  20250811          ...   70020      70020      BC
53      BC2602  20250811          ...   70000      70000      BC
54      BC2603  20250811          ...   70000      70000      BC
55      BC2604  20250811          ...   70000      70000      BC
56      BC2605  20250811          ...   70000      70000      BC
57      BC2606  20250811          ...   69340      69340      BC
58      BC2607  20250811          ...   68740      68670      BC
60      EC2508  20250811  2068.3  ...  2080.1     2072.5      EC
61      EC2510  20250811  1430.1  ...  1438.9       1448      EC
62      EC2512  20250811    1746  ...  1772.4     1768.7      EC
63      EC2602  20250811    1525  ...  1536.5     1530.4      EC
64      EC2604  20250811  1350.1  ...  1362.4     1361.1      EC
65      EC2606  20250811  1490.9  ...    1499     1500.3      EC
68  SC_TAS2509  20250811          ...                     SC_TAS
69  SC_TAS2510  20250811          ...                     SC_TAS
70  SC_TAS2511  20250811          ...                     SC_TAS
71  SC_TAS2512  20250811          ...                     SC_TAS

[66 rows x 12 columns]
2025-08-11 18:26:24,065 - future_1d - INFO - ak.get_ine_daily('2025-08-11') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250811  ...   78960      78420      CU
1        1      CU2509  20250811  ...   78920      78440      CU
2        2      CU2510  20250811  ...   78930      78430      CU
3        3      CU2511  20250811  ...   78910      78410      CU
4        4      CU2512  20250811  ...   78920      78380      CU
5        5      CU2601  20250811  ...   78890      78340      CU
6        6      CU2602  20250811  ...   78920      78310      CU
7        7      CU2603  20250811  ...   78860      78260      CU
8        8      CU2604  20250811  ...   78900      78330      CU
9        9      CU2605  20250811  ...   78870      78350      CU
10      10      CU2606  20250811  ...   78860      78370      CU
11      11      CU2607  20250811  ...   78790      78370      CU
12      12      BC2508  20250811  ...   69300      69300      BC
13      13      BC2509  20250811  ...   70120      69610      BC
14      14      BC2510  20250811  ...   70170      69690      BC
15      15      BC2511  20250811  ...   70450      69590      BC
16      16      BC2512  20250811  ...   70240      69720      BC
17      17      BC2601  20250811  ...   70020      70020      BC
18      18      BC2602  20250811  ...   70000      70000      BC
19      19      BC2603  20250811  ...   70000      70000      BC
20      20      BC2604  20250811  ...   70000      70000      BC
21      21      BC2605  20250811  ...   70000      70000      BC
22      22      BC2606  20250811  ...   69340      69340      BC
23      23      BC2607  20250811  ...   68740      68670      BC
24      24      AL2508  20250811  ...   20690      20680      AL
25      25      AL2509  20250811  ...   20675      20670      AL
26      26      AL2510  20250811  ...   20655      20635      AL
27      27      AL2511  20250811  ...   20615      20585      AL
28      28      AL2512  20250811  ...   20570      20540      AL
29      29      AL2601  20250811  ...   20550      20505      AL
30      30      AL2602  20250811  ...   20550      20505      AL
31      31      AL2603  20250811  ...   20585      20520      AL
32      32      AL2604  20250811  ...   20600      20545      AL
33      33      AL2605  20250811  ...   20615      20560      AL
34      34      AL2606  20250811  ...   20625      20575      AL
35      35      AL2607  20250811  ...   20630      20580      AL
36      36      ZN2508  20250811  ...   22565      22485      ZN
37      37      ZN2509  20250811  ...   22560      22505      ZN
38      38      ZN2510  20250811  ...   22585      22520      ZN
39      39      ZN2511  20250811  ...   22600      22520      ZN
40      40      ZN2512  20250811  ...   22595      22500      ZN
41      41      ZN2601  20250811  ...   22550      22475      ZN
42      42      ZN2602  20250811  ...   22545      22460      ZN
43      43      ZN2603  20250811  ...   22520      22475      ZN
44      44      ZN2604  20250811  ...   22535      22455      ZN
45      45      ZN2605  20250811  ...   22555      22460      ZN
46      46      ZN2606  20250811  ...   22535      22445      ZN
47      47      ZN2607  20250811  ...   22520      22480      ZN
48      48      PB2508  20250811  ...   16845      16795      PB
49      49      PB2509  20250811  ...   16885      16865      PB
50      50      PB2510  20250811  ...   16895      16875      PB
51      51      PB2511  20250811  ...   16920      16900      PB
52      52      PB2512  20250811  ...   16950      16925      PB
53      53      PB2601  20250811  ...   16975      16935      PB
54      54      PB2602  20250811  ...   17000      16970      PB
55      55      PB2603  20250811  ...   17030      17005      PB
56      56      PB2604  20250811  ...   17000      17030      PB
57      57      PB2605  20250811  ...   16985      17025      PB
58      58      PB2606  20250811  ...   17020      17020      PB
59      59      PB2607  20250811  ...   17060      17060      PB
60      60      NI2508  20250811  ...  121670     120970      NI
61      61      NI2509  20250811  ...  121630     121160      NI
62      62      NI2510  20250811  ...  121840     121280      NI
63      63      NI2511  20250811  ...  122060     121450      NI
64      64      NI2512  20250811  ...  122310     121670      NI
65      65      NI2601  20250811  ...  122550     121950      NI
66      66      NI2602  20250811  ...  123080     121950      NI
67      67      NI2603  20250811  ...  123270     122270      NI
68      68      NI2604  20250811  ...  123570     123010      NI
69      69      NI2605  20250811  ...  123750     122980      NI
70      70      NI2606  20250811  ...  124100     123050      NI
71      71      NI2607  20250811  ...  124380     123270      NI
72      72      SN2508  20250811  ...  267200     267630      SN
73      73      SN2509  20250811  ...  267960     268140      SN
74      74      SN2510  20250811  ...  268200     268370      SN
75      75      SN2511  20250811  ...  268170     268360      SN
76      76      SN2512  20250811  ...  268250     268290      SN
77      77      SN2601  20250811  ...  268540     268500      SN
78      78      SN2602  20250811  ...  268300     268430      SN
79      79      SN2603  20250811  ...  269240     268710      SN
80      80      SN2604  20250811  ...  269640     268920      SN
81      81      SN2605  20250811  ...  269900     269110      SN
82      82      SN2606  20250811  ...  269740     269300      SN
83      83      SN2607  20250811  ...  269050     269050      SN
84      84      AO2508  20250811  ...    3172       3161      AO
85      85      AO2509  20250811  ...    3176       3172      AO
86      86      AO2510  20250811  ...    3182       3177      AO
87      87      AO2511  20250811  ...    3194       3188      AO
88      88      AO2512  20250811  ...    3203       3196      AO
89      89      AO2601  20250811  ...    3211       3206      AO
90      90      AO2602  20250811  ...    3208       3206      AO
91      91      AO2603  20250811  ...    3210       3211      AO
92      92      AO2604  20250811  ...    3218       3209      AO
93      93      AO2605  20250811  ...    3218       3211      AO
94      94      AO2606  20250811  ...    3220       3210      AO
95      95      AO2607  20250811  ...    3211       3212      AO
96      96      AD2511  20250811  ...   20105      20065      AD
97      97      AD2512  20250811  ...   20100      20060      AD
98      98      AD2601  20250811  ...   20045      20035      AD
99      99      AD2602  20250811  ...   19950      19955      AD
100    100      AD2603  20250811  ...   19940      19940      AD
101    101      AD2604  20250811  ...   19925      19865      AD
102    102      AD2605  20250811  ...   19845      19785      AD
103    103      AD2606  20250811  ...   19825      19750      AD
104    104      AD2607  20250811  ...   19830      19830      AD
105    105      AU2508  20250811  ...  783.02     783.82      AU
106    106      AU2509  20250811  ...  783.54     784.38      AU
107    107      AU2510  20250811  ...   784.8     785.82      AU
108    108      AU2512  20250811  ...  786.54     788.16      AU
109    109      AU2602  20250811  ...  788.76     790.16      AU
110    110      AU2604  20250811  ...   790.9     792.32      AU
111    111      AU2606  20250811  ...  792.56     794.54      AU
112    112      AU2608  20250811  ...  794.88     796.92      AU
113    113      AG2508  20250811  ...    9220       9254      AG
114    114      AG2509  20250811  ...    9230       9265      AG
115    115      AG2510  20250811  ...    9244       9277      AG
116    116      AG2511  20250811  ...    9255       9290      AG
117    117      AG2512  20250811  ...    9263       9299      AG
118    118      AG2601  20250811  ...    9277       9313      AG
119    119      AG2602  20250811  ...    9292       9324      AG
120    120      AG2603  20250811  ...    9294       9338      AG
121    121      AG2604  20250811  ...    9313       9352      AG
122    122      AG2605  20250811  ...    9324       9362      AG
123    123      AG2606  20250811  ...    9332       9376      AG
124    124      AG2607  20250811  ...    9343       9386      AG
125    125      RB2508  20250811  ...    3200       3179      RB
126    126      RB2509  20250811  ...    3203       3184      RB
127    127      RB2510  20250811  ...    3227       3215      RB
128    128      RB2511  20250811  ...    3244       3229      RB
129    129      RB2512  20250811  ...    3280       3273      RB
130    130      RB2601  20250811  ...    3295       3283      RB
131    131      RB2602  20250811  ...    3294       3292      RB
132    132      RB2603  20250811  ...    3308       3294      RB
133    133      RB2604  20250811  ...    3323       3306      RB
134    134      RB2605  20250811  ...    3321       3313      RB
135    135      RB2606  20250811  ...    3332       3322      RB
136    136      RB2607  20250811  ...    3340       3328      RB
137    137      WR2508  20250811  ...    3212       3212      WR
138    138      WR2509  20250811  ...    3342       3342      WR
139    139      WR2510  20250811  ...    3447       3447      WR
140    140      WR2511  20250811  ...    3480       3467      WR
141    141      WR2512  20250811  ...    3499       3499      WR
142    142      WR2601  20250811  ...    3436       3436      WR
143    143      WR2602  20250811  ...    3523       3523      WR
144    144      WR2603  20250811  ...    3550       3550      WR
145    145      WR2604  20250811  ...    3550       3550      WR
146    146      WR2605  20250811  ...    3478       3478      WR
147    147      WR2606  20250811  ...    3599       3599      WR
148    148      WR2607  20250811  ...    3634       3634      WR
149    149      HC2508  20250811  ...    3436       3436      HC
150    150      HC2509  20250811  ...    3456       3437      HC
151    151      HC2510  20250811  ...    3436       3421      HC
152    152      HC2511  20250811  ...    3433       3419      HC
153    153      HC2512  20250811  ...    3436       3422      HC
154    154      HC2601  20250811  ...    3435       3420      HC
155    155      HC2602  20250811  ...    3434       3416      HC
156    156      HC2603  20250811  ...    3436       3420      HC
157    157      HC2604  20250811  ...    3441       3432      HC
158    158      HC2605  20250811  ...    3437       3428      HC
159    159      HC2606  20250811  ...    3451       3438      HC
160    160      HC2607  20250811  ...    3445       3442      HC
161    161      SS2508  20250811  ...   13030      12985      SS
162    162      SS2509  20250811  ...   13075      12985      SS
163    163      SS2510  20250811  ...   13150      13045      SS
164    164      SS2511  20250811  ...   13200      13075      SS
165    165      SS2512  20250811  ...   13250      13100      SS
166    166      SS2601  20250811  ...   13295      13155      SS
167    167      SS2602  20250811  ...   13360      13210      SS
168    168      SS2603  20250811  ...   13390      13255      SS
169    169      SS2604  20250811  ...   13415      13270      SS
170    170      SS2605  20250811  ...   13455      13330      SS
171    171      SS2606  20250811  ...   13480      13355      SS
172    172      SS2607  20250811  ...   13545      13370      SS
173    173      SC2509  20250811  ...   492.5      496.4      SC
174    174      SC2510  20250811  ...   490.1        493      SC
175    175      SC2511  20250811  ...   485.8        488      SC
176    176      SC2512  20250811  ...   481.5      483.5      SC
177    177      SC2601  20250811  ...   478.6      481.4      SC
178    178      SC2602  20250811  ...     477      478.9      SC
179    179      SC2603  20250811  ...   474.1      476.1      SC
180    180      SC2604  20250811  ...   471.3      474.9      SC
181    181      SC2605  20250811  ...   469.4      473.3      SC
182    182      SC2606  20250811  ...   468.6      472.6      SC
183    183      SC2607  20250811  ...   464.9      472.5      SC
184    184      SC2608  20250811  ...   467.3      468.6      SC
185    185      SC2609  20250811  ...   466.8      468.7      SC
186    186      SC2612  20250811  ...     462      465.3      SC
187    187      SC2703  20250811  ...   460.4      465.9      SC
188    188      SC2706  20250811  ...   460.4      462.5      SC
189    189      SC2709  20250811  ...   457.7      462.1      SC
190    190      SC2712  20250811  ...   458.5        464      SC
191    191      SC2803  20250811  ...   456.7        460      SC
192    192      SC2806  20250811  ...   452.3      453.6      SC
193    193      LU2509  20250811  ...    3452       3477      LU
194    194      LU2510  20250811  ...    3469       3495      LU
195    195      LU2511  20250811  ...    3469       3488      LU
196    196      LU2512  20250811  ...    3454       3472      LU
197    197      LU2601  20250811  ...    3432       3441      LU
198    198      LU2602  20250811  ...    3404       3407      LU
199    199      LU2603  20250811  ...    3400       3408      LU
200    200      LU2604  20250811  ...    3396       3395      LU
201    201      LU2605  20250811  ...    3405       3400      LU
202    202      LU2606  20250811  ...    3403       3395      LU
203    203      LU2607  20250811  ...    3395       3387      LU
204    204      LU2608  20250811  ...    3387       3378      LU
205    205      FU2509  20250811  ...    2774       2799      FU
206    206      FU2510  20250811  ...    2780       2810      FU
207    207      FU2511  20250811  ...    2787       2820      FU
208    208      FU2512  20250811  ...    2792       2820      FU
209    209      FU2601  20250811  ...    2793       2815      FU
210    210      FU2602  20250811  ...    2781       2801      FU
211    211      FU2603  20250811  ...    2770       2793      FU
212    212      FU2604  20250811  ...    2766       2787      FU
213    213      FU2605  20250811  ...    2758       2777      FU
214    214      FU2606  20250811  ...    2748       2765      FU
215    215      FU2607  20250811  ...    2724       2744      FU
216    216      FU2608  20250811  ...    2710       2731      FU
217    217      BU2508  20250811  ...    3406       3538      BU
218    218      BU2509  20250811  ...    3518       3526      BU
219    219      BU2510  20250811  ...    3486       3499      BU
220    220      BU2511  20250811  ...    3450       3463      BU
221    221      BU2512  20250811  ...    3391       3410      BU
222    222      BU2601  20250811  ...    3363       3376      BU
223    223      BU2602  20250811  ...    3346       3370      BU
224    224      BU2603  20250811  ...    3332       3364      BU
225    225      BU2604  20250811  ...    3334       3343      BU
226    226      BU2605  20250811  ...    3330       3348      BU
227    227      BU2606  20250811  ...    3318       3352      BU
228    228      BU2607  20250811  ...    3338       3345      BU
229    229      BU2609  20250811  ...    3316       3336      BU
230    230      BU2612  20250811  ...    3289       3297      BU
231    231      BU2703  20250811  ...    3292       3299      BU
232    232      BU2706  20250811  ...    3302       3304      BU
233    233      BR2508  20250811  ...   11820      11550      BR
234    234      BR2509  20250811  ...   11740      11500      BR
235    235      BR2510  20250811  ...   11725      11485      BR
236    236      BR2511  20250811  ...   11735      11515      BR
237    237      BR2512  20250811  ...   11775      11545      BR
238    238      BR2601  20250811  ...   11800      11590      BR
239    239      BR2602  20250811  ...   11660      11575      BR
240    240      BR2603  20250811  ...   11810      11620      BR
241    241      BR2604  20250811  ...   11805      11645      BR
242    242      BR2605  20250811  ...   11895      11705      BR
243    243      BR2606  20250811  ...   11965      11730      BR
244    244      BR2607  20250811  ...   12035      11800      BR
245    245      RU2508  20250811  ...   14710      14560      RU
246    246      RU2509  20250811  ...   14715      14535      RU
247    247      RU2510  20250811  ...   14745      14560      RU
248    248      RU2511  20250811  ...   14760      14575      RU
249    249      RU2601  20250811  ...   15720      15500      RU
250    250      RU2603  20250811  ...   15810      15555      RU
251    251      RU2604  20250811  ...   15825      15590      RU
252    252      RU2605  20250811  ...   15810      15615      RU
253    253      RU2606  20250811  ...   15860      15615      RU
254    254      RU2607  20250811  ...   15880      15640      RU
255    255      NR2508  20250811  ...   12440      12295      NR
256    256      NR2509  20250811  ...   12520      12345      NR
257    257      NR2510  20250811  ...   12575      12405      NR
258    258      NR2511  20250811  ...   12620      12445      NR
259    259      NR2512  20250811  ...   12660      12460      NR
260    260      NR2601  20250811  ...   12705      12515      NR
261    261      NR2602  20250811  ...   12720      12535      NR
262    262      NR2603  20250811  ...   12745      12605      NR
263    263      NR2604  20250811  ...   12780      12615      NR
264    264      NR2605  20250811  ...   12765      12660      NR
265    265      NR2606  20250811  ...   12840      12745      NR
266    266      NR2607  20250811  ...   12755      12755      NR
267    267      SP2508  20250811  ...    5140       5120      SP
268    268      SP2509  20250811  ...    5192       5182      SP
269    269      SP2510  20250811  ...    5212       5200      SP
270    270      SP2511  20250811  ...    5226       5204      SP
271    271      SP2512  20250811  ...    5232       5208      SP
272    272      SP2601  20250811  ...    5460       5446      SP
273    273      SP2602  20250811  ...    5420       5418      SP
274    274      SP2603  20250811  ...    5440       5418      SP
275    275      SP2604  20250811  ...    5428       5430      SP
276    276      SP2605  20250811  ...    5436       5422      SP
277    277      SP2606  20250811  ...    5458       5426      SP
278    278      SP2607  20250811  ...    5434       5420      SP
279    279      EC2508  20250811  ...  2080.1     2072.5      EC
280    280      EC2510  20250811  ...  1438.9       1448      EC
281    281      EC2512  20250811  ...  1772.4     1768.7      EC
282    282      EC2602  20250811  ...  1536.5     1530.4      EC
283    283      EC2604  20250811  ...  1362.4     1361.1      EC
284    284      EC2606  20250811  ...    1499     1500.3      EC
285    286  SC_TAS2509  20250811  ...                     SC_TAS
286    287  SC_TAS2510  20250811  ...                     SC_TAS
287    288  SC_TAS2511  20250811  ...                     SC_TAS
288    289  SC_TAS2512  20250811  ...                     SC_TAS

[289 rows x 13 columns]
2025-08-11 18:26:24,162 - future_1d - INFO - ak.get_shfe_daily('2025-08-11') done
Traceback (most recent call last):
  File "/root/project/future_1d/future1d_request.py", line 1036, in save_future_daily
    df_ex = eval(f"ak.get_{ex.lower()}_daily('{td.strftime('%Y%m%d')}')")
  File "", line 1, in 
  File "/usr/local/lib/python3.10/site-packages/akshare/futures/futures_daily_bar.py", line 567, in get_dce_daily
    data_df = pd.read_excel(BytesIO(r.content), header=1)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 495, in read_excel
    io = ExcelFile(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/excel/_base.py", line 1554, in __init__
    raise ValueError(
ValueError: Excel file format cannot be determined, you must specify an engine manually.
An error occurred: Excel file format cannot be determined, you must specify an engine manually.
2025-08-11 18:26:24,276 - future_1d - INFO - ak.get_dce_daily('2025-08-11') failed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250811  6317.400  ...  6376.200    6304.000       IC
1   IC2509  20250811  6254.000  ...  6309.600    6232.000       IC
2   IC2512  20250811  6092.600  ...  6154.600    6073.000       IC
3   IC2603  20250811  5958.800  ...  6018.800    5934.600       IC
4   IF2508  20250811  4101.200  ...  4123.000    4101.000       IF
5   IF2509  20250811  4089.400  ...  4110.200    4087.400       IF
6   IF2512  20250811  4060.000  ...  4081.200    4055.800       IF
7   IF2603  20250811  4025.000  ...  4048.800    4022.200       IF
8   IH2508  20250811  2787.800  ...  2792.400    2788.000       IH
9   IH2509  20250811  2789.000  ...  2792.600    2789.200       IH
10  IH2512  20250811  2793.400  ...  2793.600    2789.400       IH
11  IH2603  20250811  2789.800  ...  2793.200    2787.600       IH
12  IM2508  20250811  6828.400  ...  6933.000    6819.400       IM
13  IM2509  20250811  6759.800  ...  6862.400    6742.800       IM
14  IM2512  20250811  6569.000  ...  6674.400    6550.800       IM
15  IM2603  20250811  6370.400  ...  6492.800    6369.800       IM
16   T2509  20250811   108.590  ...   108.465     108.610        T
17   T2512  20250811   108.495  ...   108.365     108.505        T
18   T2603  20250811   108.275  ...   108.170     108.310        T
19  TF2509  20250811   105.800  ...   105.720     105.820       TF
20  TF2512  20250811   105.825  ...   105.755     105.875       TF
21  TF2603  20250811   105.870  ...   105.785     105.900       TF
22  TL2509  20250811   119.140  ...   118.510     119.250       TL
23  TL2512  20250811   118.800  ...   118.090     118.880       TL
24  TL2603  20250811   118.450  ...   117.790     118.550       TL
25  TS2509  20250811   102.374  ...   102.354     102.370       TS
26  TS2512  20250811   102.440  ...   102.396     102.436       TS
27  TS2603  20250811   102.390  ...   102.372     102.408       TS

[28 rows x 12 columns]
2025-08-11 18:26:24,415 - future_1d - INFO - ak.get_cffex_daily('2025-08-11') done
2025-08-11 18:26:26,143 - future_1d - INFO - save future_daily 2025-08-11 completed