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2025-09-29 16:25:14 Mon	START TASK.01	future_1d  future_daily
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2025-09-29 16:25:16,217 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250919   8412.0   8454.0  ...    20806.00   8437.0      8427.0       AP
1    AP511  20250919   8281.0   8281.0  ...     3663.69   8233.0      8227.0       AP
2    AP512  20250919   8223.0   8248.0  ...      559.32   8225.0      8215.0       AP
3    AP601  20250919   8285.0   8326.0  ...   362333.54   8290.0      8286.0       AP
4    AP603  20250919   8231.0   8231.0  ...      270.04   8183.0      8185.0       AP
5    AP604  20250919   8200.0   8202.0  ...       40.97   8194.0      8176.0       AP
6    AP605  20250919   8260.0   8278.0  ...     3218.40   8252.0      8237.0       AP
7    CF511  20250919  13650.0  13665.0  ...   325013.22  13625.0     13710.0       CF
8    CF601  20250919  13775.0  13785.0  ...  1682261.08  13745.0     13835.0       CF
9    CF603  20250919  13720.0  13745.0  ...     3898.54  13705.0     13800.0       CF
10   CF605  20250919  13735.0  13760.0  ...   226699.17  13715.0     13795.0       CF
11   CF607  20250919  13755.0  13780.0  ...     1112.91  13740.0     13820.0       CF
12   CF609  20250919  13905.0  13910.0  ...      257.13  13900.0     14000.0       CF
13   CJ512  20250919  10575.0  10705.0  ...     1842.54  10650.0     10670.0       CJ
14   CJ601  20250919  10620.0  10750.0  ...   480287.27  10680.0     10720.0       CJ
15   CJ603  20250919  10635.0  10730.0  ...    12481.12  10655.0     10735.0       CJ
16   CJ605  20250919  10715.0  10810.0  ...    98468.07  10725.0     10810.0       CJ
17   CJ607  20250919  10775.0  10915.0  ...     1497.50  10850.0     10935.0       CJ
18   CJ609  20250919  10940.0  11020.0  ...      377.77  10950.0     11050.0       CJ
19   CY510  20250919      0.0      0.0  ...        0.00  19600.0     19705.0       CY
20   CY511  20250919  19760.0  19825.0  ...   114478.44  19775.0     19880.0       CY
21   CY512  20250919      0.0      0.0  ...        0.00  19690.0     19710.0       CY
22   CY601  20250919  19785.0  19835.0  ...     1158.31  19800.0     19875.0       CY
23   CY602  20250919      0.0      0.0  ...        0.00  19810.0     19810.0       CY
24   CY603  20250919      0.0      0.0  ...        0.00  20160.0     20170.0       CY
25   CY604  20250919      0.0      0.0  ...        0.00  19945.0     19995.0       CY
26   CY605  20250919      0.0      0.0  ...        0.00  19990.0     20025.0       CY
27   CY606  20250919      0.0      0.0  ...        0.00  19975.0     19990.0       CY
28   CY607  20250919      0.0      0.0  ...        0.00  20290.0     20290.0       CY
29   CY608  20250919      0.0      0.0  ...        0.00  19935.0     20100.0       CY
30   CY609  20250919  20240.0  20240.0  ...       10.12  20240.0     20305.0       CY
31   FG510  20250919   1091.0   1103.0  ...     6782.74   1093.0      1096.0       FG
32   FG511  20250919   1093.0   1104.0  ...   141220.65   1095.0      1095.0       FG
33   FG512  20250919   1209.0   1224.0  ...    81857.42   1214.0      1215.0       FG
34   FG601  20250919   1207.0   1223.0  ...  3086629.46   1212.0      1219.0       FG
35   FG602  20250919   1259.0   1279.0  ...    31046.93   1268.0      1271.0       FG
36   FG603  20250919   1265.0   1283.0  ...     2208.02   1268.0      1277.0       FG
37   FG604  20250919   1325.0   1343.0  ...     1201.41   1329.0      1332.0       FG
38   FG605  20250919   1326.0   1348.0  ...   122561.49   1337.0      1333.0       FG
39   FG606  20250919   1358.0   1374.0  ...      816.07   1365.0      1363.0       FG
40   FG607  20250919   1357.0   1374.0  ...     2477.42   1363.0      1358.0       FG
41   FG608  20250919   1381.0   1403.0  ...      884.55   1395.0      1388.0       FG
42   FG609  20250919   1387.0   1407.0  ...     4628.07   1397.0      1390.0       FG
43   JR511  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250919   2255.0   2283.0  ...     4617.11   2264.0      2266.0       MA
52   MA511  20250919   2287.0   2309.0  ...   169238.69   2289.0      2291.0       MA
53   MA512  20250919   2325.0   2349.0  ...    79505.69   2333.0      2334.0       MA
54   MA601  20250919   2350.0   2374.0  ...  1782594.23   2356.0      2356.0       MA
55   MA602  20250919   2371.0   2394.0  ...   109582.45   2373.0      2377.0       MA
56   MA603  20250919   2392.0   2412.0  ...     1033.63   2398.0      2392.0       MA
57   MA604  20250919   2391.0   2400.0  ...       59.83   2393.0      2406.0       MA
58   MA605  20250919   2389.0   2390.0  ...   187848.71   2382.0      2389.0       MA
59   MA606  20250919   2382.0   2394.0  ...        9.54   2385.0      2396.0       MA
60   MA607  20250919   2372.0   2378.0  ...       28.48   2373.0      2379.0       MA
61   MA608  20250919   2361.0   2375.0  ...       11.84   2368.0      2386.0       MA
62   MA609  20250919   2360.0   2360.0  ...     1503.31   2353.0      2367.0       MA
63   OI511  20250919  10152.0  10282.0  ...   526388.35  10221.0     10129.0       OI
64   OI601  20250919   9986.0  10114.0  ...  3135766.68  10046.0      9966.0       OI
65   OI603  20250919   9737.0   9844.0  ...     4062.15   9788.0      9741.0       OI
66   OI605  20250919   9501.0   9605.0  ...   110457.56   9558.0      9501.0       OI
67   OI607  20250919   9477.0   9553.0  ...      969.53   9505.0      9469.0       OI
68   OI609  20250919   9448.0   9522.0  ...      455.12   9482.0      9446.0       OI
69   PF510  20250919   6362.0   6366.0  ...    10629.20   6322.0      6404.0       PF
70   PF511  20250919   6352.0   6362.0  ...   681025.57   6320.0      6406.0       PF
71   PF512  20250919   6330.0   6342.0  ...   380648.52   6304.0      6378.0       PF
72   PF601  20250919   6382.0   6386.0  ...    38485.20   6340.0      6420.0       PF
73   PF602  20250919   6386.0   6392.0  ...   104942.44   6358.0      6414.0       PF
74   PF603  20250919   6382.0   6398.0  ...      352.15   6346.0      6456.0       PF
75   PF604  20250919   6444.0   6444.0  ...      291.47   6406.0      6492.0       PF
76   PF605  20250919   6460.0   6460.0  ...      246.97   6416.0      6506.0       PF
77   PF606  20250919   6482.0   6482.0  ...       19.25   6418.0      6516.0       PF
78   PF607  20250919   6414.0   6500.0  ...       16.10   6442.0      6542.0       PF
79   PF608  20250919      0.0      0.0  ...        0.00   6450.0      6566.0       PF
80   PF609  20250919   6480.0   6480.0  ...        6.48   6480.0      6554.0       PF
81   PK510  20250919   7846.0   7918.0  ...    13587.30   7868.0      7842.0       PK
82   PK511  20250919   7866.0   7922.0  ...   677885.13   7876.0      7844.0       PK
83   PK512  20250919   7870.0   7916.0  ...   287234.98   7872.0      7846.0       PK
84   PK601  20250919   7846.0   7906.0  ...    62644.57   7872.0      7834.0       PK
85   PK603  20250919   7866.0   7902.0  ...      622.63   7882.0      7854.0       PK
86   PK604  20250919   7874.0   7900.0  ...       86.72   7884.0      7864.0       PK
87   PK605  20250919   7880.0   7908.0  ...     5897.91   7890.0      7872.0       PK
88   PL601  20250919   6424.0   6462.0  ...    49289.43   6411.0      6443.0       PL
89   PL602  20250919   6458.0   6479.0  ...     2194.38   6454.0      6471.0       PL
90   PL603  20250919   6451.0   6451.0  ...       64.45   6445.0      6502.0       PL
91   PL604  20250919      0.0      0.0  ...        0.00   6463.0      6477.0       PL
92   PL605  20250919      0.0      0.0  ...        0.00   6385.0      6419.0       PL
93   PL606  20250919      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250919      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250919   5830.0   5840.0  ...     3783.29   5812.0      5866.0       PR
104  PR511  20250919   5828.0   5830.0  ...   501945.95   5794.0      5878.0       PR
105  PR512  20250919   5834.0   5836.0  ...   386281.19   5806.0      5884.0       PR
106  PR601  20250919   5836.0   5836.0  ...   126679.54   5802.0      5866.0       PR
107  PR602  20250919   5872.0   5876.0  ...     2863.07   5838.0      5892.0       PR
108  PR603  20250919   5846.0   5846.0  ...       52.50   5834.0      5906.0       PR
109  PR604  20250919   5848.0   5848.0  ...       61.23   5832.0      5924.0       PR
110  PR605  20250919   5836.0   5860.0  ...       61.31   5840.0      5960.0       PR
111  PR606  20250919      0.0      0.0  ...        0.00   5904.0      5936.0       PR
112  PR607  20250919      0.0      0.0  ...        0.00   5912.0      5952.0       PR
113  PR608  20250919      0.0      0.0  ...        0.00   5914.0      5958.0       PR
114  PR609  20250919      0.0      0.0  ...        0.00   5910.0      5932.0       PR
115  PX510  20250919   6754.0   6764.0  ...     1384.74   6690.0      6754.0       PX
116  PX511  20250919   6698.0   6718.0  ...   904148.53   6640.0      6764.0       PX
117  PX512  20250919   6690.0   6708.0  ...   338676.96   6644.0      6748.0       PX
118  PX601  20250919   6680.0   6694.0  ...   180923.08   6634.0      6728.0       PX
119  PX602  20250919   6666.0   6694.0  ...    29964.67   6644.0      6720.0       PX
120  PX603  20250919   6624.0   6624.0  ...        9.92   6614.0      6718.0       PX
121  PX604  20250919   6586.0   6586.0  ...        3.29   6586.0      6718.0       PX
122  PX605  20250919   6686.0   6690.0  ...     5504.77   6628.0      6710.0       PX
123  PX606  20250919   6606.0   6606.0  ...        3.30   6606.0      6686.0       PX
124  PX607  20250919   6596.0   6622.0  ...        9.92   6614.0      6734.0       PX
125  PX608  20250919   6622.0   6622.0  ...        3.31   6622.0      6694.0       PX
126  PX609  20250919   6652.0   6658.0  ...       16.63   6652.0      6724.0       PX
127  RI511  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250919   2508.0   2553.0  ...    26192.61   2527.0      2500.0       RM
134  RM601  20250919   2475.0   2530.0  ...   940248.65   2498.0      2469.0       RM
135  RM603  20250919   2378.0   2417.0  ...    12803.73   2402.0      2378.0       RM
136  RM605  20250919   2361.0   2389.0  ...   139688.21   2374.0      2362.0       RM
137  RM607  20250919   2349.0   2377.0  ...     6926.42   2362.0      2353.0       RM
138  RM608  20250919   2450.0   2470.0  ...     1160.23   2458.0      2457.0       RM
139  RM609  20250919   2436.0   2455.0  ...     3011.98   2447.0      2440.0       RM
140  RS511  20250919   5312.0   5372.0  ...       79.93   5329.0      5276.0       RS
141  RS607  20250919   5567.0   5628.0  ...      194.88   5568.0      5558.0       RS
142  RS608  20250919   5537.0   5638.0  ...      167.11   5570.0      5558.0       RS
143  RS609  20250919   5601.0   5601.0  ...       44.70   5588.0      5555.0       RS
144  SA510  20250919   1221.0   1232.0  ...     8151.28   1223.0      1227.0       SA
145  SA511  20250919   1227.0   1242.0  ...   431111.27   1233.0      1239.0       SA
146  SA512  20250919   1295.0   1309.0  ...   148028.64   1301.0      1303.0       SA
147  SA601  20250919   1305.0   1321.0  ...  2419891.75   1312.0      1317.0       SA
148  SA602  20250919   1338.0   1353.0  ...   291521.27   1344.0      1351.0       SA
149  SA603  20250919   1345.0   1359.0  ...     1823.16   1350.0      1352.0       SA
150  SA604  20250919   1394.0   1404.0  ...      438.40   1396.0      1397.0       SA
151  SA605  20250919   1397.0   1412.0  ...    84988.85   1403.0      1405.0       SA
152  SA606  20250919   1409.0   1424.0  ...      690.31   1415.0      1414.0       SA
153  SA607  20250919   1410.0   1425.0  ...      940.87   1417.0      1415.0       SA
154  SA608  20250919   1437.0   1449.0  ...      653.96   1440.0      1438.0       SA
155  SA609  20250919   1442.0   1456.0  ...     2965.37   1449.0      1446.0       SA
156  SF510  20250919   5598.0   5628.0  ...    17784.47   5594.0      5602.0       SF
157  SF511  20250919   5768.0   5810.0  ...   661962.22   5764.0      5780.0       SF
158  SF512  20250919   5746.0   5790.0  ...   229398.42   5746.0      5752.0       SF
159  SF601  20250919   5752.0   5792.0  ...   172968.35   5752.0      5760.0       SF
160  SF602  20250919   5714.0   5748.0  ...    31571.90   5710.0      5714.0       SF
161  SF603  20250919   5876.0   5876.0  ...      161.44   5870.0      5868.0       SF
162  SF604  20250919   5888.0   5888.0  ...        8.81   5876.0      5892.0       SF
163  SF605  20250919   5858.0   5894.0  ...     2341.56   5854.0      5860.0       SF
164  SF606  20250919   5854.0   5854.0  ...       29.10   5820.0      5834.0       SF
165  SF607  20250919   5986.0   5986.0  ...       71.64   5970.0      5966.0       SF
166  SF608  20250919   5938.0   5968.0  ...       17.86   5952.0      5954.0       SF
167  SF609  20250919   5958.0   5974.0  ...       41.68   5954.0      5954.0       SF
168  SH510  20250919   2512.0   2547.0  ...    26339.48   2523.0      2503.0       SH
169  SH511  20250919   2532.0   2596.0  ...   697787.08   2562.0      2538.0       SH
170  SH512  20250919   2585.0   2655.0  ...   318771.88   2618.0      2596.0       SH
171  SH601  20250919   2583.0   2657.0  ...  3758394.12   2623.0      2600.0       SH
172  SH602  20250919   2591.0   2676.0  ...   133977.83   2636.0      2623.0       SH
173  SH603  20250919   2621.0   2687.0  ...     2166.08   2655.0      2637.0       SH
174  SH604  20250919   2665.0   2727.0  ...      194.74   2705.0      2686.0       SH
175  SH605  20250919   2673.0   2737.0  ...    27644.74   2706.0      2689.0       SH
176  SH606  20250919   2723.0   2745.0  ...      171.79   2727.0      2705.0       SH
177  SH607  20250919   2723.0   2730.0  ...       57.30   2729.0      2687.0       SH
178  SH608  20250919   2720.0   2740.0  ...       81.89   2730.0      2686.0       SH
179  SH609  20250919   2704.0   2746.0  ...      212.73   2727.0      2710.0       SH
180  SM510  20250919   5920.0   5920.0  ...     7796.89   5880.0      5870.0       SM
181  SM511  20250919   5958.0   5988.0  ...   340828.24   5950.0      5946.0       SM
182  SM512  20250919   5958.0   5994.0  ...    68239.48   5966.0      5954.0       SM
183  SM601  20250919   5970.0   6012.0  ...   498718.17   5980.0      5976.0       SM
184  SM602  20250919   5976.0   6014.0  ...   247699.21   5978.0      5974.0       SM
185  SM603  20250919   5984.0   6026.0  ...      125.89   5996.0      5994.0       SM
186  SM604  20250919   5978.0   5978.0  ...        5.98   5978.0      5990.0       SM
187  SM605  20250919   6020.0   6050.0  ...     6701.37   6014.0      6010.0       SM
188  SM606  20250919   6004.0   6016.0  ...        9.01   6010.0      6020.0       SM
189  SM607  20250919   6024.0   6038.0  ...       18.09   6030.0      6042.0       SM
190  SM608  20250919      0.0      0.0  ...        0.00   6048.0      6048.0       SM
191  SM609  20250919   5996.0   6062.0  ...      592.73   6048.0      6038.0       SM
192  SR511  20250919   5494.0   5498.0  ...   129999.26   5483.0      5508.0       SR
193  SR601  20250919   5467.0   5475.0  ...  1231092.02   5460.0      5496.0       SR
194  SR603  20250919   5478.0   5627.0  ...     2518.62   5452.0      5484.0       SR
195  SR605  20250919   5454.0   5458.0  ...   123714.30   5443.0      5472.0       SR
196  SR607  20250919   5468.0   5468.0  ...     7015.44   5451.0      5481.0       SR
197  SR609  20250919   5482.0   5482.0  ...     3208.20   5465.0      5490.0       SR
198  TA510  20250919   4644.0   4652.0  ...    19846.93   4602.0      4674.0       TA
199  TA511  20250919   4660.0   4666.0  ...   337397.94   4620.0      4690.0       TA
200  TA512  20250919   4662.0   4678.0  ...   172696.00   4630.0      4706.0       TA
201  TA601  20250919   4674.0   4688.0  ...  1981431.35   4638.0      4708.0       TA
202  TA602  20250919   4684.0   4698.0  ...    29048.53   4648.0      4712.0       TA
203  TA603  20250919   4704.0   4704.0  ...       79.22   4660.0      4738.0       TA
204  TA604  20250919      0.0      0.0  ...        0.00   4644.0      4744.0       TA
205  TA605  20250919   4710.0   4726.0  ...    66900.31   4672.0      4740.0       TA
206  TA606  20250919   4722.0   4722.0  ...        7.05   4702.0      4730.0       TA
207  TA607  20250919   4708.0   4716.0  ...        7.06   4708.0      4760.0       TA
208  TA608  20250919      0.0      0.0  ...        0.00   4688.0      4746.0       TA
209  TA609  20250919   4752.0   4752.0  ...      159.95   4704.0      4760.0       TA
210  UR510  20250919   1580.0   1581.0  ...     2914.24   1574.0      1577.0       UR
211  UR511  20250919   1662.0   1662.0  ...    52488.70   1647.0      1653.0       UR
212  UR512  20250919   1663.0   1669.0  ...    16142.54   1657.0      1664.0       UR
213  UR601  20250919   1672.0   1676.0  ...   375626.62   1666.0      1671.0       UR
214  UR602  20250919   1679.0   1681.0  ...      672.08   1672.0      1677.0       UR
215  UR603  20250919   1724.0   1727.0  ...      106.45   1717.0      1722.0       UR
216  UR604  20250919   1727.0   1728.0  ...       17.24   1724.0      1725.0       UR
217  UR605  20250919   1725.0   1732.0  ...    25363.67   1724.0      1726.0       UR
218  UR606  20250919   1727.0   1730.0  ...      124.13   1724.0      1724.0       UR
219  UR607  20250919   1760.0   1763.0  ...       84.36   1758.0      1757.0       UR
220  UR608  20250919   1753.0   1753.0  ...        3.51   1753.0      1749.0       UR
221  UR609  20250919   1745.0   1752.0  ...      185.18   1747.0      1746.0       UR
222  WH511  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:25:16,611 - future_1d - INFO - ak.get_czce_daily('2025-09-19') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250919  ...   79840      79800      CU
1        1      CU2511  20250919  ...   79820      79780      CU
2        2      CU2512  20250919  ...   79810      79760      CU
3        3      CU2601  20250919  ...   79810      79800      CU
4        4      CU2602  20250919  ...   79800      79780      CU
5        5      CU2603  20250919  ...   79830      79840      CU
6        6      CU2604  20250919  ...   79860      79790      CU
7        7      CU2605  20250919  ...   79910      79820      CU
8        8      CU2606  20250919  ...   79850      79780      CU
9        9      CU2607  20250919  ...   79840      79720      CU
10      10      CU2608  20250919  ...   79800      79790      CU
11      11      CU2609  20250919  ...   79780      79830      CU
12      12      BC2510  20250919  ...   70760      70760      BC
13      13      BC2511  20250919  ...   70890      70820      BC
14      14      BC2512  20250919  ...   71670      71670      BC
15      15      BC2601  20250919  ...   71000      71000      BC
16      16      BC2602  20250919  ...   71100      71100      BC
17      17      BC2603  20250919  ...   71200      71200      BC
18      18      BC2604  20250919  ...   71300      71300      BC
19      19      BC2605  20250919  ...   71300      71300      BC
20      20      BC2606  20250919  ...   71400      71400      BC
21      21      BC2607  20250919  ...   71400      71400      BC
22      22      BC2608  20250919  ...   71400      71400      BC
23      23      BC2609  20250919  ...   71550      71550      BC
24      24      AL2510  20250919  ...   20805      20775      AL
25      25      AL2511  20250919  ...   20820      20795      AL
26      26      AL2512  20250919  ...   20820      20790      AL
27      27      AL2601  20250919  ...   20815      20790      AL
28      28      AL2602  20250919  ...   20815      20790      AL
29      29      AL2603  20250919  ...   20840      20810      AL
30      30      AL2604  20250919  ...   20855      20820      AL
31      31      AL2605  20250919  ...   20865      20825      AL
32      32      AL2606  20250919  ...   20850      20845      AL
33      33      AL2607  20250919  ...   20865      20825      AL
34      34      AL2608  20250919  ...   20885      20830      AL
35      35      AL2609  20250919  ...   20850      20835      AL
36      36      ZN2510  20250919  ...   22065      22075      ZN
37      37      ZN2511  20250919  ...   22060      22085      ZN
38      38      ZN2512  20250919  ...   22080      22115      ZN
39      39      ZN2601  20250919  ...   22100      22150      ZN
40      40      ZN2602  20250919  ...   22125      22180      ZN
41      41      ZN2603  20250919  ...   22160      22175      ZN
42      42      ZN2604  20250919  ...   22200      22225      ZN
43      43      ZN2605  20250919  ...   22230      22260      ZN
44      44      ZN2606  20250919  ...   22240      22265      ZN
45      45      ZN2607  20250919  ...   22260      22275      ZN
46      46      ZN2608  20250919  ...   22290      22295      ZN
47      47      ZN2609  20250919  ...   22305      22335      ZN
48      48      PB2510  20250919  ...   17140      17110      PB
49      49      PB2511  20250919  ...   17170      17130      PB
50      50      PB2512  20250919  ...   17175      17135      PB
51      51      PB2601  20250919  ...   17170      17135      PB
52      52      PB2602  20250919  ...   17175      17175      PB
53      53      PB2603  20250919  ...   17190      17190      PB
54      54      PB2604  20250919  ...   17235      17195      PB
55      55      PB2605  20250919  ...   17210      17180      PB
56      56      PB2606  20250919  ...   17145      17145      PB
57      57      PB2607  20250919  ...   17225      17185      PB
58      58      PB2608  20250919  ...   17245      17190      PB
59      59      PB2609  20250919  ...   17210      17220      PB
60      60      NI2510  20250919  ...  121320     121570      NI
61      61      NI2511  20250919  ...  121520     121700      NI
62      62      NI2512  20250919  ...  121810     121890      NI
63      63      NI2601  20250919  ...  121930     122100      NI
64      64      NI2602  20250919  ...  122110     122330      NI
65      65      NI2603  20250919  ...  122540     122460      NI
66      66      NI2604  20250919  ...  122710     122640      NI
67      67      NI2605  20250919  ...  122950     122910      NI
68      68      NI2606  20250919  ...  123120     123030      NI
69      69      NI2607  20250919  ...  123440     123210      NI
70      70      NI2608  20250919  ...  123490     123600      NI
71      71      NI2609  20250919  ...  123530     123850      NI
72      72      SN2510  20250919  ...  268470     270240      SN
73      73      SN2511  20250919  ...  268840     270460      SN
74      74      SN2512  20250919  ...  269060     270420      SN
75      75      SN2601  20250919  ...  269200     270430      SN
76      76      SN2602  20250919  ...  269420     270580      SN
77      77      SN2603  20250919  ...  269440     270650      SN
78      78      SN2604  20250919  ...  270080     271420      SN
79      79      SN2605  20250919  ...  269840     270780      SN
80      80      SN2606  20250919  ...  269920     271460      SN
81      81      SN2607  20250919  ...  270550     272240      SN
82      82      SN2608  20250919  ...  270360     272130      SN
83      83      SN2609  20250919  ...  271330     271810      SN
84      84      AO2510  20250919  ...    2915       2923      AO
85      85      AO2511  20250919  ...    2919       2927      AO
86      86      AO2512  20250919  ...    2927       2935      AO
87      87      AO2601  20250919  ...    2936       2948      AO
88      88      AO2602  20250919  ...    2947       2949      AO
89      89      AO2603  20250919  ...    3016       3019      AO
90      90      AO2604  20250919  ...    3023       3025      AO
91      91      AO2605  20250919  ...    3029       3032      AO
92      92      AO2606  20250919  ...    3032       3036      AO
93      93      AO2607  20250919  ...    3038       3043      AO
94      94      AO2608  20250919  ...    3048       3059      AO
95      95      AO2609  20250919  ...    3062       3081      AO
96      96      AD2511  20250919  ...   20320      20325      AD
97      97      AD2512  20250919  ...   20350      20355      AD
98      98      AD2601  20250919  ...   20380      20345      AD
99      99      AD2602  20250919  ...   20355      20365      AD
100    100      AD2603  20250919  ...   20415      20500      AD
101    101      AD2604  20250919  ...   20345      20485      AD
102    102      AD2605  20250919  ...   20355      20355      AD
103    103      AD2606  20250919  ...   20305      20305      AD
104    104      AD2607  20250919  ...   20510      20510      AD
105    105      AD2608  20250919  ...   20515      20515      AD
106    106      AD2609  20250919  ...   20515      20515      AD
107    107      AU2510  20250919  ...  826.86      831.8      AU
108    108      AU2511  20250919  ...   828.7     832.92      AU
109    109      AU2512  20250919  ...  829.78     833.96      AU
110    110      AU2602  20250919  ...  832.14     836.52      AU
111    111      AU2604  20250919  ...  834.24     838.64      AU
112    112      AU2606  20250919  ...  836.56     840.78      AU
113    113      AU2608  20250919  ...  839.52     843.44      AU
114    114      AU2610  20250919  ...   842.9     846.74      AU
115    115      AG2510  20250919  ...    9903       9882      AG
116    116      AG2511  20250919  ...    9928       9884      AG
117    117      AG2512  20250919  ...    9938       9908      AG
118    118      AG2601  20250919  ...    9951       9921      AG
119    119      AG2602  20250919  ...    9960       9934      AG
120    120      AG2603  20250919  ...    9983       9939      AG
121    121      AG2604  20250919  ...    9989       9961      AG
122    122      AG2605  20250919  ...   10006       9971      AG
123    123      AG2606  20250919  ...   10021       9976      AG
124    124      AG2607  20250919  ...   10032      10001      AG
125    125      AG2608  20250919  ...   10046      10003      AG
126    126      AG2609  20250919  ...   10059      10025      AG
127    127      RB2510  20250919  ...    3069       3057      RB
128    128      RB2511  20250919  ...    3083       3075      RB
129    129      RB2512  20250919  ...    3139       3131      RB
130    130      RB2601  20250919  ...    3158       3149      RB
131    131      RB2602  20250919  ...    3162       3155      RB
132    132      RB2603  20250919  ...    3184       3179      RB
133    133      RB2604  20250919  ...    3198       3217      RB
134    134      RB2605  20250919  ...    3218       3208      RB
135    135      RB2606  20250919  ...    3230       3227      RB
136    136      RB2607  20250919  ...    3241       3240      RB
137    137      RB2608  20250919  ...    3239       3238      RB
138    138      RB2609  20250919  ...    3253       3242      RB
139    139      WR2510  20250919  ...    3283       3279      WR
140    140      WR2511  20250919  ...    3302       3302      WR
141    141      WR2512  20250919  ...    3324       3324      WR
142    142      WR2601  20250919  ...    3349       3349      WR
143    143      WR2602  20250919  ...    3358       3358      WR
144    144      WR2603  20250919  ...    3399       3395      WR
145    145      WR2604  20250919  ...    3389       3389      WR
146    146      WR2605  20250919  ...    3414       3414      WR
147    147      WR2606  20250919  ...    3372       3372      WR
148    148      WR2607  20250919  ...    3390       3390      WR
149    149      WR2608  20250919  ...    3399       3399      WR
150    150      WR2609  20250919  ...    3466       3553      WR
151    151      HC2510  20250919  ...    3400       3403      HC
152    152      HC2511  20250919  ...    3382       3390      HC
153    153      HC2512  20250919  ...    3370       3383      HC
154    154      HC2601  20250919  ...    3362       3368      HC
155    155      HC2602  20250919  ...    3360       3374      HC
156    156      HC2603  20250919  ...    3365       3370      HC
157    157      HC2604  20250919  ...    3371       3373      HC
158    158      HC2605  20250919  ...    3372       3377      HC
159    159      HC2606  20250919  ...    3377       3395      HC
160    160      HC2607  20250919  ...    3384       3402      HC
161    161      HC2608  20250919  ...    3381       3385      HC
162    162      HC2609  20250919  ...    3401       3407      HC
163    163      SS2510  20250919  ...   12755      12790      SS
164    164      SS2511  20250919  ...   12870      12910      SS
165    165      SS2512  20250919  ...   12910      12950      SS
166    166      SS2601  20250919  ...   12970      13020      SS
167    167      SS2602  20250919  ...   13025      13095      SS
168    168      SS2603  20250919  ...   13105      13145      SS
169    169      SS2604  20250919  ...   13155      13205      SS
170    170      SS2605  20250919  ...   13225      13280      SS
171    171      SS2606  20250919  ...   13315      13315      SS
172    172      SS2607  20250919  ...   13350      13350      SS
173    173      SS2608  20250919  ...   13400      13415      SS
174    174      SS2609  20250919  ...   13475      13495      SS
175    175      SC2510  20250919  ...   492.1      495.5      SC
176    176      SC2511  20250919  ...   491.2      496.3      SC
177    177      SC2512  20250919  ...   489.8      493.5      SC
178    178      SC2601  20250919  ...   488.5      491.9      SC
179    179      SC2602  20250919  ...   486.6      490.4      SC
180    180      SC2603  20250919  ...     486      489.8      SC
181    181      SC2604  20250919  ...     486        488      SC
182    182      SC2605  20250919  ...   485.4      487.2      SC
183    183      SC2606  20250919  ...   485.8        487      SC
184    184      SC2607  20250919  ...   484.6      485.2      SC
185    185      SC2608  20250919  ...     483      483.9      SC
186    186      SC2609  20250919  ...   480.8      483.8      SC
187    187      SC2612  20250919  ...   477.1      482.5      SC
188    188      SC2703  20250919  ...   475.1      475.1      SC
189    189      SC2706  20250919  ...   469.2      476.8      SC
190    190      SC2709  20250919  ...   473.2      473.2      SC
191    191      SC2712  20250919  ...   472.9      474.1      SC
192    192      SC2803  20250919  ...     471      471.2      SC
193    193      SC2806  20250919  ...   467.5      472.5      SC
194    194      SC2809  20250919  ...   465.7      465.7      SC
195    195      LU2510  20250919  ...    3372       3418      LU
196    196      LU2511  20250919  ...    3405       3428      LU
197    197      LU2512  20250919  ...    3388       3410      LU
198    198      LU2601  20250919  ...    3382       3403      LU
199    199      LU2602  20250919  ...    3362       3389      LU
200    200      LU2603  20250919  ...    3362       3378      LU
201    201      LU2604  20250919  ...    3345       3365      LU
202    202      LU2605  20250919  ...    3346       3374      LU
203    203      LU2606  20250919  ...    3352       3360      LU
204    204      LU2607  20250919  ...    3350       3358      LU
205    205      LU2608  20250919  ...    3342       3346      LU
206    206      LU2609  20250919  ...    3329       3325      LU
207    207      FU2510  20250919  ...    2834       2811      FU
208    208      FU2511  20250919  ...    2850       2834      FU
209    209      FU2512  20250919  ...    2830       2821      FU
210    210      FU2601  20250919  ...    2818       2807      FU
211    211      FU2602  20250919  ...    2795       2788      FU
212    212      FU2603  20250919  ...    2788       2779      FU
213    213      FU2604  20250919  ...    2783       2773      FU
214    214      FU2605  20250919  ...    2772       2763      FU
215    215      FU2606  20250919  ...    2756       2749      FU
216    216      FU2607  20250919  ...    2737       2738      FU
217    217      FU2608  20250919  ...    2729       2727      FU
218    218      FU2609  20250919  ...    2711       2707      FU
219    219      BU2510  20250919  ...    3433       3443      BU
220    220      BU2511  20250919  ...    3425       3436      BU
221    221      BU2512  20250919  ...    3381       3393      BU
222    222      BU2601  20250919  ...    3361       3375      BU
223    223      BU2602  20250919  ...    3363       3377      BU
224    224      BU2603  20250919  ...    3364       3382      BU
225    225      BU2604  20250919  ...    3364       3367      BU
226    226      BU2605  20250919  ...    3347       3375      BU
227    227      BU2606  20250919  ...    3356       3371      BU
228    228      BU2607  20250919  ...    3348       3348      BU
229    229      BU2608  20250919  ...    3369       3369      BU
230    230      BU2609  20250919  ...    3349       3356      BU
231    231      BU2612  20250919  ...    3314       3314      BU
232    232      BU2703  20250919  ...    3312       3322      BU
233    233      BU2706  20250919  ...    3318       3331      BU
234    234      BU2709  20250919  ...    3342       3314      BU
235    235      BR2510  20250919  ...   11545      11510      BR
236    236      BR2511  20250919  ...   11470      11455      BR
237    237      BR2512  20250919  ...   11460      11450      BR
238    238      BR2601  20250919  ...   11470      11470      BR
239    239      BR2602  20250919  ...   11500      11460      BR
240    240      BR2603  20250919  ...   11475      11490      BR
241    241      BR2604  20250919  ...   11535      11560      BR
242    242      BR2605  20250919  ...   11525      11500      BR
243    243      BR2606  20250919  ...   11630      11635      BR
244    244      BR2607  20250919  ...   11715      11715      BR
245    245      BR2608  20250919  ...   11770      11780      BR
246    246      BR2609  20250919  ...   11645      11675      BR
247    247      RU2510  20250919  ...   14670      14740      RU
248    248      RU2511  20250919  ...   14645      14700      RU
249    249      RU2601  20250919  ...   15530      15630      RU
250    250      RU2603  20250919  ...   15525      15705      RU
251    251      RU2604  20250919  ...   15505      15650      RU
252    252      RU2605  20250919  ...   15515      15610      RU
253    253      RU2606  20250919  ...   15565      15670      RU
254    254      RU2607  20250919  ...   15585      15780      RU
255    255      RU2608  20250919  ...   15585      15660      RU
256    256      RU2609  20250919  ...   15570      15665      RU
257    257      NR2510  20250919  ...   12280      12305      NR
258    258      NR2511  20250919  ...   12290      12330      NR
259    259      NR2512  20250919  ...   12335      12355      NR
260    260      NR2601  20250919  ...   12370      12400      NR
261    261      NR2602  20250919  ...   12405      12455      NR
262    262      NR2603  20250919  ...   12375      12435      NR
263    263      NR2604  20250919  ...   12435      12405      NR
264    264      NR2605  20250919  ...   12470      12455      NR
265    265      NR2606  20250919  ...   12440      12440      NR
266    266      NR2607  20250919  ...   12650      12655      NR
267    267      NR2608  20250919  ...   12685      12685      NR
268    268      NR2609  20250919  ...   12510      12510      NR
269    269      SP2510  20250919  ...    4990       4986      SP
270    270      SP2511  20250919  ...    5020       5008      SP
271    271      SP2512  20250919  ...    5038       5026      SP
272    272      SP2601  20250919  ...    5320       5318      SP
273    273      SP2602  20250919  ...    5310       5316      SP
274    274      SP2603  20250919  ...    5324       5328      SP
275    275      SP2604  20250919  ...    5322       5318      SP
276    276      SP2605  20250919  ...    5338       5336      SP
277    277      SP2606  20250919  ...    5338       5342      SP
278    278      SP2607  20250919  ...    5346       5346      SP
279    279      SP2608  20250919  ...    5344       5338      SP
280    280      SP2609  20250919  ...    5354       5352      SP
281    281      OP2601  20250919  ...    4232       4232      OP
282    282      OP2602  20250919  ...    4232       4234      OP
283    283      OP2603  20250919  ...    4238       4228      OP
284    284      OP2604  20250919  ...    4260       4260      OP
285    285      OP2605  20250919  ...    4256       4256      OP
286    286      OP2606  20250919  ...    4242       4242      OP
287    287      OP2607  20250919  ...    4258       4262      OP
288    288      OP2608  20250919  ...    4244       4242      OP
289    289      OP2609  20250919  ...    4342       4256      OP
290    290      EC2510  20250919  ...  1072.3     1117.6      EC
291    291      EC2512  20250919  ...  1626.1       1663      EC
292    292      EC2602  20250919  ...  1552.7     1564.7      EC
293    293      EC2604  20250919  ...  1250.7     1271.7      EC
294    294      EC2606  20250919  ...  1438.3     1456.6      EC
295    295      EC2608  20250919  ...    1595     1615.3      EC
296    297  SC_TAS2511  20250919  ...                     SC_TAS
297    298  SC_TAS2512  20250919  ...                     SC_TAS
298    299  SC_TAS2601  20250919  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:25:16,717 - future_1d - INFO - ak.get_shfe_daily('2025-09-19') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250919   492.4     497  ...     79529.8   492.1      495.5      SC
1       SC2511  20250919     496   496.8  ...  5350084.38   491.2      496.3      SC
2       SC2512  20250919   492.5   495.2  ...   691817.35   489.8      493.5      SC
3       SC2601  20250919   491.4     494  ...   197806.98   488.5      491.9      SC
4       SC2602  20250919   490.2     492  ...    26665.74   486.6      490.4      SC
5       SC2603  20250919   489.5   491.1  ...    17934.02     486      489.8      SC
6       SC2604  20250919   489.4   490.2  ...    12977.04     486        488      SC
7       SC2605  20250919   487.4   488.9  ...     3203.87   485.4      487.2      SC
8       SC2606  20250919   486.1   488.8  ...    10883.51   485.8        487      SC
9       SC2607  20250919   486.3   486.3  ...      484.66   484.6      485.2      SC
10      SC2608  20250919   483.8   483.8  ...        96.6     483      483.9      SC
11      SC2609  20250919   480.2   482.1  ...      144.25   480.8      483.8      SC
12      SC2612  20250919   477.9   477.9  ...       95.42   477.1      482.5      SC
13      SC2703  20250919                  ...           0   475.1      475.1      SC
14      SC2706  20250919   469.2   469.2  ...       93.84   469.2      476.8      SC
15      SC2709  20250919                  ...           0   473.2      473.2      SC
16      SC2712  20250919   475.8   475.8  ...      331.07   472.9      474.1      SC
17      SC2803  20250919                  ...           0     471      471.2      SC
18      SC2806  20250919   466.3   470.4  ...      280.52   467.5      472.5      SC
19      SC2809  20250919                  ...           0   465.7      465.7      SC
21      LU2510  20250919    3386    3403  ...    1433.485    3372       3418      LU
22      LU2511  20250919    3423    3435  ...  264241.092    3405       3428      LU
23      LU2512  20250919    3406    3423  ...  124304.829    3388       3410      LU
24      LU2601  20250919    3402    3415  ...   30635.477    3382       3403      LU
25      LU2602  20250919    3384    3400  ...    1701.261    3362       3389      LU
26      LU2603  20250919    3412    3412  ...      43.712    3362       3378      LU
27      LU2604  20250919    3345    3345  ...       3.345    3345       3365      LU
28      LU2605  20250919    3352    3352  ...      10.038    3346       3374      LU
29      LU2606  20250919    3375    3375  ...      13.411    3352       3360      LU
30      LU2607  20250919    3371    3371  ...      10.051    3350       3358      LU
31      LU2608  20250919    3356    3356  ...        23.4    3342       3346      LU
32      LU2609  20250919    3335    3351  ...      43.282    3329       3325      LU
34      NR2510  20250919   12305   12350  ...   45954.425   12280      12305      NR
35      NR2511  20250919   12350   12365  ...  1022204.27   12290      12330      NR
36      NR2512  20250919   12380   12410  ...   203639.26   12335      12355      NR
37      NR2601  20250919   12425   12445  ...  177399.435   12370      12400      NR
38      NR2602  20250919   12440   12440  ...     2394.74   12405      12455      NR
39      NR2603  20250919   12405   12405  ...      136.14   12375      12435      NR
40      NR2604  20250919   12500   12500  ...      410.47   12435      12405      NR
41      NR2605  20250919   12480   12480  ...      24.945   12470      12455      NR
42      NR2606  20250919                  ...           0   12440      12440      NR
43      NR2607  20250919                  ...           0   12650      12655      NR
44      NR2608  20250919                  ...           0   12685      12685      NR
45      NR2609  20250919                  ...           0   12510      12510      NR
47      BC2510  20250919   70680   71010  ...   115551.94   70760      70760      BC
48      BC2511  20250919   70700   71080  ...   29847.295   70890      70820      BC
49      BC2512  20250919                  ...           0   71670      71670      BC
50      BC2601  20250919                  ...           0   71000      71000      BC
51      BC2602  20250919                  ...           0   71100      71100      BC
52      BC2603  20250919                  ...           0   71200      71200      BC
53      BC2604  20250919                  ...           0   71300      71300      BC
54      BC2605  20250919                  ...           0   71300      71300      BC
55      BC2606  20250919                  ...           0   71400      71400      BC
56      BC2607  20250919                  ...           0   71400      71400      BC
57      BC2608  20250919                  ...           0   71400      71400      BC
58      BC2609  20250919                  ...           0   71550      71550      BC
60      EC2510  20250919    1105    1106  ...  177534.134  1072.3     1117.6      EC
61      EC2512  20250919  1666.1  1666.1  ...  94181.2335  1626.1       1663      EC
62      EC2602  20250919  1564.5    1565  ...   17841.469  1552.7     1564.7      EC
63      EC2604  20250919  1260.5  1262.7  ...   8086.0645  1250.7     1271.7      EC
64      EC2606  20250919  1437.7  1451.6  ...     949.307  1438.3     1456.6      EC
65      EC2608  20250919  1601.2  1606.5  ...     925.154    1595     1615.3      EC
68  SC_TAS2511  20250919                  ...                                 SC_TAS
69  SC_TAS2512  20250919                  ...                                 SC_TAS
70  SC_TAS2601  20250919                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-29 16:25:16,818 - future_1d - INFO - ak.get_ine_daily('2025-09-19') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250919  53200.0  ...  53040.0     53200.0       PS
1   PS2511  20250919  53365.0  ...  52910.0     53160.0       PS
2   PS2512  20250919  56000.0  ...  55320.0     55775.0       PS
3   PS2601  20250919  55600.0  ...  55030.0     55590.0       PS
4   PS2602  20250919  55800.0  ...  55135.0     55695.0       PS
5   PS2603  20250919  55775.0  ...  55205.0     55635.0       PS
6   PS2604  20250919  55840.0  ...  54950.0     55870.0       PS
7   PS2605  20250919  55750.0  ...  54930.0     55705.0       PS
8   PS2606  20250919  57620.0  ...  56920.0     58010.0       PS
9   PS2607  20250919  58010.0  ...  56815.0     57890.0       PS
10  PS2608  20250919  58160.0  ...  57180.0     57885.0       PS
11  PS2609  20250919  58200.0  ...  56995.0     57975.0       PS
13  SI2510  20250919   8900.0  ...   8975.0      8940.0       SI
14  SI2511  20250919   8885.0  ...   9025.0      8980.0       SI
15  SI2512  20250919   9300.0  ...   9420.0      9355.0       SI
16  SI2601  20250919   9260.0  ...   9405.0      9355.0       SI
17  SI2602  20250919   9255.0  ...   9425.0      9350.0       SI
18  SI2603  20250919   9365.0  ...   9500.0      9360.0       SI
19  SI2604  20250919   9360.0  ...   9550.0      9385.0       SI
20  SI2605  20250919   9365.0  ...   9405.0      9390.0       SI
21  SI2606  20250919   9375.0  ...   9470.0      9425.0       SI
22  SI2607  20250919   9365.0  ...   9480.0      9385.0       SI
23  SI2608  20250919   9425.0  ...   9475.0      9410.0       SI
24  SI2609  20250919   9345.0  ...   9440.0      9390.0       SI
27  LC2510  20250919  72500.0  ...  73320.0     72620.0       LC
28  LC2511  20250919  72500.0  ...  73460.0     72780.0       LC
29  LC2512  20250919  73000.0  ...  73600.0     72840.0       LC
30  LC2601  20250919  73080.0  ...  73620.0     72840.0       LC
31  LC2602  20250919  72660.0  ...  73280.0     72580.0       LC
32  LC2603  20250919  72520.0  ...  73480.0     72780.0       LC
33  LC2604  20250919  73500.0  ...  74060.0     73520.0       LC
34  LC2605  20250919  73620.0  ...  74040.0     73420.0       LC
35  LC2606  20250919  73280.0  ...  73840.0     73260.0       LC
36  LC2607  20250919  72960.0  ...  73700.0     73160.0       LC
37  LC2608  20250919  73120.0  ...  73740.0     73060.0       LC
38  LC2609  20250919  73320.0  ...  73820.0     72980.0       LC

[36 rows x 12 columns]
2025-09-29 16:25:17,092 - future_1d - INFO - ak.get_gfex_daily('2025-09-19') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250919  7177.200  ...  7182.620    7164.600       IC
1   IC2510  20250919  7120.000  ...  7117.800    7090.800       IC
2   IC2512  20250919  6995.600  ...  6999.000    6960.200       IC
3   IC2603  20250919  6833.000  ...  6831.000    6793.600       IC
4   IF2509  20250919  4493.000  ...  4509.780    4483.400       IF
5   IF2510  20250919  4478.000  ...  4495.000    4470.200       IF
6   IF2512  20250919  4455.000  ...  4470.400    4440.000       IF
7   IF2603  20250919  4425.000  ...  4446.600    4416.400       IF
8   IH2509  20250919  2911.600  ...  2918.050    2907.800       IH
9   IH2510  20250919  2912.400  ...  2917.400    2904.200       IH
10  IH2512  20250919  2917.400  ...  2917.400    2903.400       IH
11  IH2603  20250919  2916.000  ...  2919.600    2906.000       IH
12  IM2509  20250919  7461.400  ...  7448.680    7449.200       IM
13  IM2510  20250919  7380.000  ...  7361.000    7366.800       IM
14  IM2512  20250919  7224.000  ...  7202.200    7206.200       IM
15  IM2603  20250919  7003.400  ...  6994.000    7001.800       IM
16   T2512  20250919   108.080  ...   107.755     108.065        T
17   T2603  20250919   107.715  ...   107.420     107.735        T
18   T2606  20250919   107.590  ...   107.285     107.565        T
19  TF2512  20250919   105.820  ...   105.630     105.815       TF
20  TF2603  20250919   105.695  ...   105.510     105.685       TF
21  TF2606  20250919   105.570  ...   105.420     105.590       TF
22  TL2512  20250919   115.640  ...   114.880     115.680       TL
23  TL2603  20250919   115.320  ...   114.570     115.360       TL
24  TL2606  20250919   115.330  ...   114.540     115.310       TL
25  TS2512  20250919   102.420  ...   102.358     102.414       TS
26  TS2603  20250919   102.330  ...   102.292     102.340       TS
27  TS2606  20250919   102.288  ...   102.274     102.302       TS

[28 rows x 12 columns]
2025-09-29 16:25:17,672 - future_1d - INFO - ak.get_cffex_daily('2025-09-19') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250919   3906.00  ...   3906.00     3892.00        A
1     a2601  20250919   3901.00  ...   3903.00     3893.00        A
2     a2603  20250919   3907.00  ...   3909.00     3900.00        A
3     a2605  20250919   3943.00  ...   3948.00     3940.00        A
4     a2607  20250919   3950.00  ...   3952.00     3944.00        A
5     a2609  20250919   3960.00  ...   3961.00     3953.00        A
6     b2510  20250919   3661.00  ...   3687.00     3674.00        B
7     b2511  20250919   3659.00  ...   3685.00     3670.00        B
8     b2512  20250919   3700.00  ...   3719.00     3709.00        B
9     b2601  20250919   3690.00  ...   3715.00     3704.00        B
10    b2602  20250919   3691.00  ...   3706.00     3687.00        B
11    b2603  20250919   3648.00  ...   3658.00     3654.00        B
12    b2604  20250919   3543.00  ...   3558.00     3545.00        B
13    b2605  20250919   3472.00  ...   3489.00     3484.00        B
14    b2606  20250919   3448.00  ...   3465.00     3459.00        B
15    b2607  20250919   3462.00  ...   3464.00     3457.00        B
16    b2608  20250919   3350.00  ...   3521.00     3562.00        B
17    b2609  20250919   3565.00  ...   3578.00     3574.00        B
18   bb2511  20250919    141.85  ...    142.00      142.20       BB
19   bb2601  20250919      0.00  ...    146.65      146.65       BB
20   bb2603  20250919      0.00  ...    146.85      146.85       BB
21   bb2605  20250919      0.00  ...    141.45      141.60       BB
22   bb2607  20250919      0.00  ...    146.20      146.40       BB
23   bb2609  20250919      0.00  ...    146.20      146.40       BB
24   bz2603  20250919   5999.00  ...   5979.00     6021.00       BZ
25   bz2604  20250919   5964.00  ...   5947.00     5974.00       BZ
26   bz2605  20250919   5982.00  ...   5975.00     5981.00       BZ
27   bz2606  20250919      0.00  ...   5954.00     5954.00       BZ
28   bz2607  20250919      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250919      0.00  ...   5949.00     5955.00       BZ
30    c2511  20250919   2178.00  ...   2171.00     2170.00        C
31    c2601  20250919   2165.00  ...   2161.00     2162.00        C
32    c2603  20250919   2173.00  ...   2171.00     2171.00        C
33    c2605  20250919   2229.00  ...   2228.00     2229.00        C
34    c2607  20250919   2240.00  ...   2239.00     2241.00        C
35    c2609  20250919   2179.00  ...   2234.00     2254.00        C
36   cs2511  20250919   2472.00  ...   2468.00     2465.00       CS
37   cs2601  20250919   2489.00  ...   2483.00     2489.00       CS
38   cs2603  20250919   2492.00  ...   2489.00     2492.00       CS
39   cs2605  20250919   2576.00  ...   2570.00     2573.00       CS
40   cs2607  20250919   2573.00  ...   2573.00     2577.00       CS
41   cs2609  20250919   2597.00  ...   2597.00     2597.00       CS
42   eb2509  20250919      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250919   7072.00  ...   7021.00     7079.00       EB
44   eb2511  20250919   7080.00  ...   7024.00     7090.00       EB
45   eb2512  20250919   7080.00  ...   7033.00     7099.00       EB
46   eb2601  20250919   7120.00  ...   7070.00     7130.00       EB
47   eb2602  20250919   7122.00  ...   7104.00     7156.00       EB
48   eb2603  20250919   7154.00  ...   7131.00     7183.00       EB
49   eb2604  20250919   7181.00  ...   7171.00     7230.00       EB
50   eb2605  20250919   7220.00  ...   7185.00     7251.00       EB
51   eb2606  20250919      0.00  ...   7260.00     7260.00       EB
52   eb2607  20250919      0.00  ...   7276.00     7283.00       EB
53   eb2608  20250919      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250919      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250919   4297.00  ...   4282.00     4314.00       EG
56   eg2511  20250919   4281.00  ...   4247.00     4275.00       EG
57   eg2512  20250919   4236.00  ...   4240.00     4275.00       EG
58   eg2601  20250919   4276.00  ...   4259.00     4282.00       EG
59   eg2602  20250919   4265.00  ...   4265.00     4284.00       EG
60   eg2603  20250919   4270.00  ...   4266.00     4298.00       EG
61   eg2604  20250919   4316.00  ...   4314.00     4338.00       EG
62   eg2605  20250919   4328.00  ...   4314.00     4340.00       EG
63   eg2606  20250919   4317.00  ...   4311.00     4358.00       EG
64   eg2607  20250919   4320.00  ...   4321.00     4343.00       EG
65   eg2608  20250919      0.00  ...   4399.00     4399.00       EG
66   fb2510  20250919   1255.00  ...   1259.50     1259.50       FB
67   fb2511  20250919   1254.00  ...   1254.00     1252.00       FB
68   fb2512  20250919   1257.50  ...   1255.00     1256.00       FB
69   fb2601  20250919   1255.50  ...   1253.50     1252.00       FB
70   fb2602  20250919   1255.00  ...   1254.00     1250.50       FB
71   fb2603  20250919   1247.00  ...   1247.00     1246.00       FB
72   fb2604  20250919      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250919      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250919   1303.50  ...   1298.00     1322.50       FB
75   fb2607  20250919      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250919   1269.50  ...   1270.00     1281.00       FB
77   fb2609  20250919      0.00  ...   1296.00     1296.00       FB
78    i2510  20250919    822.00  ...    823.50      820.50        I
79    i2511  20250919    815.00  ...    819.00      814.50        I
80    i2512  20250919    809.50  ...    813.00      809.00        I
81    i2601  20250919    802.50  ...    805.50      801.00        I
82    i2602  20250919    796.50  ...    801.00      795.50        I
83    i2603  20250919    791.50  ...    795.50      790.50        I
84    i2604  20250919    790.00  ...    790.50      786.50        I
85    i2605  20250919    779.00  ...    784.00      780.00        I
86    i2606  20250919    775.50  ...    778.50      775.00        I
87    i2607  20250919    770.00  ...    773.50      770.50        I
88    i2608  20250919    765.00  ...    768.50      765.50        I
89    i2609  20250919    760.50  ...    762.50      761.00        I
90    j2510  20250919   1623.00  ...   1624.00     1626.50        J
91    j2511  20250919   1641.50  ...   1657.50     1655.00        J
92    j2512  20250919   1700.00  ...   1700.00     1691.00        J
93    j2601  20250919   1709.00  ...   1725.50     1725.50        J
94    j2602  20250919      0.00  ...   1754.00     1754.00        J
95    j2603  20250919      0.00  ...   1763.50     1763.50        J
96    j2604  20250919      0.00  ...   1814.00     1814.00        J
97    j2605  20250919   1854.50  ...   1866.50     1853.50        J
98    j2606  20250919   1866.50  ...   1866.50     1879.50        J
99    j2607  20250919      0.00  ...   1878.50     1878.50        J
100   j2608  20250919   1884.50  ...   1891.00     1906.00        J
101   j2609  20250919   1901.00  ...   1923.50     1902.00        J
102  jd2509  20250919      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250919   3043.00  ...   3038.00     3041.00       JD
104  jd2511  20250919   3130.00  ...   3122.00     3119.00       JD
105  jd2512  20250919   3260.00  ...   3259.00     3242.00       JD
106  jd2601  20250919   3421.00  ...   3423.00     3396.00       JD
107  jd2602  20250919   3138.00  ...   3160.00     3131.00       JD
108  jd2603  20250919   3161.00  ...   3183.00     3148.00       JD
109  jd2604  20250919   3313.00  ...   3349.00     3318.00       JD
110  jd2605  20250919   3448.00  ...   3466.00     3432.00       JD
111  jd2606  20250919   3259.00  ...   3274.00     3245.00       JD
112  jd2607  20250919   3491.00  ...   3504.00     3484.00       JD
113  jd2608  20250919   3919.00  ...   3927.00     3916.00       JD
114  jm2510  20250919   1022.00  ...   1029.50     1034.00       JM
115  jm2511  20250919   1079.00  ...   1078.00     1082.00       JM
116  jm2512  20250919   1150.00  ...   1148.50     1148.50       JM
117  jm2601  20250919   1203.00  ...   1216.00     1215.50       JM
118  jm2602  20250919   1228.00  ...   1244.50     1237.00       JM
119  jm2603  20250919   1257.00  ...   1271.00     1258.50       JM
120  jm2604  20250919   1277.00  ...   1293.50     1281.00       JM
121  jm2605  20250919   1298.00  ...   1312.50     1302.50       JM
122  jm2606  20250919   1312.00  ...   1328.50     1316.00       JM
123  jm2607  20250919   1325.00  ...   1341.50     1326.00       JM
124  jm2608  20250919   1341.00  ...   1357.00     1339.00       JM
125  jm2609  20250919   1365.00  ...   1380.50     1360.50       JM
126   l2510  20250919   7107.00  ...   7095.00     7142.00        L
127   l2511  20250919   7159.00  ...   7128.00     7159.00        L
128   l2512  20250919   7163.00  ...   7158.00     7188.00        L
129   l2601  20250919   7202.00  ...   7181.00     7219.00        L
130   l2602  20250919   7186.00  ...   7177.00     7211.00        L
131   l2603  20250919   7203.00  ...   7193.00     7238.00        L
132   l2604  20250919   7238.00  ...   7233.00     7281.00        L
133   l2605  20250919   7250.00  ...   7228.00     7265.00        L
134   l2606  20250919   7216.00  ...   7225.00     7247.00        L
135   l2607  20250919   7241.00  ...   7238.00     7284.00        L
136   l2608  20250919   7255.00  ...   7256.00     7282.00        L
137   l2609  20250919   7272.00  ...   7264.00     7296.00        L
138  lg2509  20250919    780.00  ...    778.00      770.00       LG
139  lg2511  20250919    800.00  ...    804.00      806.00       LG
140  lg2601  20250919    817.00  ...    818.00      819.50       LG
141  lg2603  20250919    825.50  ...    824.50      824.50       LG
142  lg2605  20250919    830.50  ...    828.50      828.50       LG
143  lg2607  20250919    830.50  ...    828.50      830.50       LG
144  lh2509  20250919      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250919  12815.00  ...  12835.00    12885.00       LH
146  lh2601  20250919  13330.00  ...  13340.00    13395.00       LH
147  lh2603  20250919  12850.00  ...  12850.00    12915.00       LH
148  lh2605  20250919  13395.00  ...  13380.00    13460.00       LH
149  lh2607  20250919  14130.00  ...  14135.00    14215.00       LH
150   m2511  20250919   2968.00  ...   2975.00     2968.00        M
151   m2512  20250919   3011.00  ...   3024.00     3015.00        M
152   m2601  20250919   2995.00  ...   3004.00     3001.00        M
153   m2603  20250919   2932.00  ...   2949.00     2942.00        M
154   m2605  20250919   2768.00  ...   2777.00     2775.00        M
155   m2607  20250919   2754.00  ...   2768.00     2760.00        M
156   m2608  20250919   2874.00  ...   2885.00     2886.00        M
157   m2609  20250919   2882.00  ...   2889.00     2889.00        M
158   p2510  20250919   9186.00  ...   9242.00     9254.00        P
159   p2511  20250919   9256.00  ...   9292.00     9286.00        P
160   p2512  20250919   9292.00  ...   9318.00     9320.00        P
161   p2601  20250919   9314.00  ...   9340.00     9344.00        P
162   p2602  20250919   9300.00  ...   9318.00     9312.00        P
163   p2603  20250919   9248.00  ...   9280.00     9318.00        P
164   p2604  20250919   9214.00  ...   9230.00     9246.00        P
165   p2605  20250919   9118.00  ...   9138.00     9138.00        P
166   p2606  20250919   9032.00  ...   9032.00     9042.00        P
167   p2607  20250919   8932.00  ...   8930.00     8922.00        P
168   p2608  20250919   8864.00  ...   8864.00     8872.00        P
169   p2609  20250919   8814.00  ...   8812.00     8844.00        P
170  pg2509  20250919   3810.00  ...   3801.00     3805.00       PG
171  pg2510  20250919   4461.00  ...   4439.00     4466.00       PG
172  pg2511  20250919   4393.00  ...   4368.00     4400.00       PG
173  pg2512  20250919   4336.00  ...   4307.00     4336.00       PG
174  pg2601  20250919   4271.00  ...   4241.00     4270.00       PG
175  pg2602  20250919   4193.00  ...   4176.00     4209.00       PG
176  pg2603  20250919   4110.00  ...   4090.00     4123.00       PG
177  pg2604  20250919   4429.00  ...   4418.00     4451.00       PG
178  pg2605  20250919   4348.00  ...   4341.00     4379.00       PG
179  pg2606  20250919   4283.00  ...   4283.00     4297.00       PG
180  pg2607  20250919      0.00  ...   4247.00     4247.00       PG
181  pg2608  20250919      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250919   6825.00  ...   6816.00     6862.00       PP
183  pp2511  20250919   6878.00  ...   6846.00     6886.00       PP
184  pp2512  20250919   6895.00  ...   6883.00     6921.00       PP
185  pp2601  20250919   6930.00  ...   6917.00     6955.00       PP
186  pp2602  20250919   6901.00  ...   6900.00     6930.00       PP
187  pp2603  20250919   6898.00  ...   6899.00     6953.00       PP
188  pp2604  20250919   6934.00  ...   6927.00     6961.00       PP
189  pp2605  20250919   6970.00  ...   6959.00     6993.00       PP
190  pp2606  20250919   6917.00  ...   6921.00     6951.00       PP
191  pp2607  20250919   6902.00  ...   6890.00     6941.00       PP
192  pp2608  20250919   6902.00  ...   6900.00     6950.00       PP
193  pp2609  20250919   6931.00  ...   6926.00     6966.00       PP
194  rr2510  20250919   3608.00  ...   3608.00     3603.00       RR
195  rr2511  20250919   3610.00  ...   3614.00     3605.00       RR
196  rr2512  20250919   3600.00  ...   3605.00     3597.00       RR
197  rr2601  20250919   3621.00  ...   3620.00     3617.00       RR
198  rr2602  20250919   3602.00  ...   3603.00     3599.00       RR
199  rr2603  20250919      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250919   3616.00  ...   3616.00     3611.00       RR
201  rr2605  20250919      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250919      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250919      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250919      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250919      0.00  ...   3614.00     3614.00       RR
206   v2510  20250919   4810.00  ...   4834.00     4828.00        V
207   v2511  20250919   4844.00  ...   4867.00     4848.00        V
208   v2512  20250919   4887.00  ...   4908.00     4895.00        V
209   v2601  20250919   4927.00  ...   4949.00     4939.00        V
210   v2602  20250919   4967.00  ...   4984.00     4973.00        V
211   v2603  20250919   4999.00  ...   5016.00     5003.00        V
212   v2604  20250919   5203.00  ...   5222.00     5206.00        V
213   v2605  20250919   5229.00  ...   5252.00     5241.00        V
214   v2606  20250919   5280.00  ...   5286.00     5269.00        V
215   v2607  20250919   5301.00  ...   5314.00     5301.00        V
216   v2608  20250919   5332.00  ...   5342.00     5337.00        V
217   v2609  20250919   5347.00  ...   5374.00     5370.00        V
218   y2511  20250919   8294.00  ...   8350.00     8308.00        Y
219   y2512  20250919   8344.00  ...   8390.00     8346.00        Y
220   y2601  20250919   8298.00  ...   8336.00     8306.00        Y
221   y2603  20250919   8228.00  ...   8276.00     8276.00        Y
222   y2605  20250919   8034.00  ...   8060.00     8052.00        Y
223   y2607  20250919   7990.00  ...   8014.00     7998.00        Y
224   y2608  20250919   8008.00  ...   8024.00     8016.00        Y
225   y2609  20250919   7974.00  ...   7992.00     7988.00        Y

[226 rows x 12 columns]
2025-09-29 16:25:18,371 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
2025-09-29 16:25:20,153 - future_1d - INFO - save future_daily 2025-09-19 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250922   8479.0   8495.0  ...    35108.28   8448.0      8437.0       AP
1    AP511  20250922   8237.0   8285.0  ...     9132.05   8220.0      8233.0       AP
2    AP512  20250922   8216.0   8278.0  ...     1033.84   8205.0      8225.0       AP
3    AP601  20250922   8273.0   8350.0  ...   699317.95   8256.0      8290.0       AP
4    AP603  20250922   8166.0   8225.0  ...      931.58   8172.0      8183.0       AP
5    AP604  20250922   8107.0   8206.0  ...      326.76   8169.0      8194.0       AP
6    AP605  20250922   8240.0   8242.0  ...     7842.30   8195.0      8252.0       AP
7    CF511  20250922  13615.0  13640.0  ...   333313.68  13520.0     13625.0       CF
8    CF601  20250922  13740.0  13755.0  ...  2286431.97  13635.0     13745.0       CF
9    CF603  20250922  13700.0  13725.0  ...     4414.14  13605.0     13705.0       CF
10   CF605  20250922  13715.0  13745.0  ...   300977.45  13640.0     13715.0       CF
11   CF607  20250922  13735.0  13760.0  ...     2381.47  13645.0     13740.0       CF
12   CF609  20250922  13900.0  13920.0  ...      746.54  13825.0     13900.0       CF
13   CJ512  20250922  10680.0  10815.0  ...     6882.28  10695.0     10650.0       CJ
14   CJ601  20250922  10680.0  10835.0  ...   696790.67  10710.0     10680.0       CJ
15   CJ603  20250922  10620.0  10790.0  ...    17190.45  10665.0     10655.0       CJ
16   CJ605  20250922  10710.0  10825.0  ...   149851.15  10680.0     10725.0       CJ
17   CJ607  20250922  10795.0  10935.0  ...     5888.40  10785.0     10850.0       CJ
18   CJ609  20250922  10865.0  11020.0  ...      998.03  10905.0     10950.0       CJ
19   CY510  20250922      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250922  19765.0  19815.0  ...   120128.69  19665.0     19775.0       CY
21   CY512  20250922      0.0      0.0  ...        0.00  19590.0     19690.0       CY
22   CY601  20250922  19765.0  19825.0  ...     1182.01  19700.0     19800.0       CY
23   CY602  20250922      0.0      0.0  ...        0.00  19790.0     19810.0       CY
24   CY603  20250922  19705.0  19705.0  ...        9.85  19705.0     20160.0       CY
25   CY604  20250922      0.0      0.0  ...        0.00  19790.0     19945.0       CY
26   CY605  20250922      0.0      0.0  ...        0.00  19910.0     19990.0       CY
27   CY606  20250922      0.0      0.0  ...        0.00  19845.0     19975.0       CY
28   CY607  20250922      0.0      0.0  ...        0.00  20150.0     20290.0       CY
29   CY608  20250922      0.0      0.0  ...        0.00  19810.0     19935.0       CY
30   CY609  20250922  19945.0  20120.0  ...       60.10  20035.0     20240.0       CY
31   FG510  20250922   1101.0   1106.0  ...     6999.80   1089.0      1093.0       FG
32   FG511  20250922   1102.0   1107.0  ...   226888.15   1087.0      1095.0       FG
33   FG512  20250922   1216.0   1230.0  ...   123497.19   1211.0      1214.0       FG
34   FG601  20250922   1220.0   1230.0  ...  4208149.81   1212.0      1212.0       FG
35   FG602  20250922   1276.0   1285.0  ...    73961.48   1263.0      1268.0       FG
36   FG603  20250922   1285.0   1290.0  ...     1857.36   1274.0      1268.0       FG
37   FG604  20250922   1346.0   1351.0  ...      695.16   1332.0      1329.0       FG
38   FG605  20250922   1350.0   1355.0  ...   151749.60   1339.0      1337.0       FG
39   FG606  20250922   1376.0   1383.0  ...      614.91   1366.0      1365.0       FG
40   FG607  20250922   1375.0   1382.0  ...     2511.37   1366.0      1363.0       FG
41   FG608  20250922   1408.0   1415.0  ...     1299.50   1400.0      1395.0       FG
42   FG609  20250922   1405.0   1417.0  ...     5698.48   1405.0      1397.0       FG
43   JR511  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250922   2270.0   2274.0  ...     2445.91   2263.0      2264.0       MA
52   MA511  20250922   2296.0   2303.0  ...   166979.42   2291.0      2289.0       MA
53   MA512  20250922   2339.0   2341.0  ...   146417.13   2330.0      2333.0       MA
54   MA601  20250922   2364.0   2366.0  ...  1077703.27   2353.0      2356.0       MA
55   MA602  20250922   2380.0   2386.0  ...    30610.13   2374.0      2373.0       MA
56   MA603  20250922   2396.0   2405.0  ...      812.80   2398.0      2398.0       MA
57   MA604  20250922   2391.0   2400.0  ...       16.75   2393.0      2393.0       MA
58   MA605  20250922   2382.0   2390.0  ...    71305.63   2379.0      2382.0       MA
59   MA606  20250922   2392.0   2392.0  ...       14.31   2386.0      2385.0       MA
60   MA607  20250922   2368.0   2377.0  ...       68.64   2367.0      2373.0       MA
61   MA608  20250922   2355.0   2366.0  ...       61.36   2360.0      2368.0       MA
62   MA609  20250922   2351.0   2351.0  ...     2101.01   2337.0      2353.0       MA
63   OI511  20250922  10252.0  10327.0  ...   539379.81  10272.0     10221.0       OI
64   OI601  20250922  10079.0  10161.0  ...  2782367.67  10102.0     10046.0       OI
65   OI603  20250922   9814.0   9890.0  ...     4088.33   9851.0      9788.0       OI
66   OI605  20250922   9561.0   9647.0  ...   111614.49   9607.0      9558.0       OI
67   OI607  20250922   9552.0   9589.0  ...     1253.45   9568.0      9505.0       OI
68   OI609  20250922   9518.0   9546.0  ...     1058.11   9532.0      9482.0       OI
69   PF510  20250922   6306.0   6318.0  ...     6396.85   6296.0      6322.0       PF
70   PF511  20250922   6288.0   6306.0  ...   628345.90   6278.0      6320.0       PF
71   PF512  20250922   6266.0   6276.0  ...   347956.60   6244.0      6304.0       PF
72   PF601  20250922   6300.0   6322.0  ...    37718.83   6298.0      6340.0       PF
73   PF602  20250922   6310.0   6328.0  ...    64821.82   6300.0      6358.0       PF
74   PF603  20250922   6318.0   6330.0  ...       75.75   6314.0      6346.0       PF
75   PF604  20250922   6372.0   6372.0  ...       12.73   6366.0      6406.0       PF
76   PF605  20250922   6396.0   6396.0  ...       60.58   6378.0      6416.0       PF
77   PF606  20250922   6378.0   6378.0  ...       25.50   6376.0      6418.0       PF
78   PF607  20250922   6412.0   6412.0  ...        3.21   6412.0      6442.0       PF
79   PF608  20250922      0.0      0.0  ...        0.00   6420.0      6450.0       PF
80   PF609  20250922   6424.0   6452.0  ...        9.64   6428.0      6480.0       PF
81   PK510  20250922   7848.0   7856.0  ...     3608.19   7818.0      7868.0       PK
82   PK511  20250922   7834.0   7858.0  ...   322471.80   7820.0      7876.0       PK
83   PK512  20250922   7844.0   7862.0  ...   138594.65   7828.0      7872.0       PK
84   PK601  20250922   7858.0   7862.0  ...    37393.92   7832.0      7872.0       PK
85   PK603  20250922   7860.0   7872.0  ...      129.55   7852.0      7882.0       PK
86   PK604  20250922   7852.0   7864.0  ...       43.17   7850.0      7884.0       PK
87   PK605  20250922   7888.0   7890.0  ...     4625.97   7862.0      7890.0       PK
88   PL601  20250922   6384.0   6405.0  ...    69680.17   6373.0      6411.0       PL
89   PL602  20250922   6436.0   6438.0  ...     1102.88   6412.0      6454.0       PL
90   PL603  20250922   6421.0   6421.0  ...       25.68   6421.0      6445.0       PL
91   PL604  20250922   6415.0   6415.0  ...       25.63   6407.0      6463.0       PL
92   PL605  20250922   6350.0   6373.0  ...      101.51   6345.0      6385.0       PL
93   PL606  20250922   6384.0   6384.0  ...       12.77   6384.0      6424.0       PL
94   PL607  20250922      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250922   5810.0   5810.0  ...     2621.53   5788.0      5812.0       PR
104  PR511  20250922   5762.0   5778.0  ...   301092.80   5756.0      5794.0       PR
105  PR512  20250922   5768.0   5784.0  ...   334515.65   5760.0      5806.0       PR
106  PR601  20250922   5774.0   5782.0  ...   281542.36   5760.0      5802.0       PR
107  PR602  20250922   5796.0   5806.0  ...     3078.01   5780.0      5838.0       PR
108  PR603  20250922   5810.0   5818.0  ...      139.45   5810.0      5834.0       PR
109  PR604  20250922   5818.0   5828.0  ...       43.65   5820.0      5832.0       PR
110  PR605  20250922   5826.0   5828.0  ...       17.48   5828.0      5840.0       PR
111  PR606  20250922      0.0      0.0  ...        0.00   5904.0      5904.0       PR
112  PR607  20250922      0.0      0.0  ...        0.00   5912.0      5912.0       PR
113  PR608  20250922      0.0      0.0  ...        0.00   5914.0      5914.0       PR
114  PR609  20250922      0.0      0.0  ...        0.00   5888.0      5910.0       PR
115  PX510  20250922   6644.0   6678.0  ...      916.44   6666.0      6690.0       PX
116  PX511  20250922   6602.0   6654.0  ...   643956.64   6602.0      6640.0       PX
117  PX512  20250922   6598.0   6642.0  ...   277519.72   6594.0      6644.0       PX
118  PX601  20250922   6608.0   6628.0  ...   115700.73   6588.0      6634.0       PX
119  PX602  20250922   6608.0   6630.0  ...     9627.42   6590.0      6644.0       PX
120  PX603  20250922      0.0      0.0  ...        0.00   6584.0      6614.0       PX
121  PX604  20250922   6600.0   6600.0  ...        9.90   6600.0      6586.0       PX
122  PX605  20250922   6594.0   6624.0  ...     1867.18   6586.0      6628.0       PX
123  PX606  20250922   6620.0   6620.0  ...        3.31   6620.0      6606.0       PX
124  PX607  20250922   6588.0   6588.0  ...        9.88   6586.0      6614.0       PX
125  PX608  20250922   6602.0   6602.0  ...        6.60   6602.0      6622.0       PX
126  PX609  20250922   6644.0   6644.0  ...        6.63   6634.0      6652.0       PX
127  RI511  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250922   2541.0   2568.0  ...    18961.48   2553.0      2527.0       RM
134  RM601  20250922   2519.0   2552.0  ...   860518.75   2533.0      2498.0       RM
135  RM603  20250922   2414.0   2437.0  ...    20569.69   2423.0      2402.0       RM
136  RM605  20250922   2383.0   2397.0  ...   165640.91   2384.0      2374.0       RM
137  RM607  20250922   2375.0   2385.0  ...     7696.50   2373.0      2362.0       RM
138  RM608  20250922   2471.0   2480.0  ...      872.04   2470.0      2458.0       RM
139  RM609  20250922   2454.0   2469.0  ...     6114.84   2458.0      2447.0       RM
140  RS511  20250922   5329.0   5376.0  ...       58.80   5346.0      5329.0       RS
141  RS607  20250922   5595.0   5595.0  ...      155.95   5570.0      5568.0       RS
142  RS608  20250922   5595.0   5624.0  ...      150.64   5579.0      5570.0       RS
143  RS609  20250922      0.0      0.0  ...        0.00   5588.0      5588.0       RS
144  SA510  20250922   1235.0   1236.0  ...    11478.60   1219.0      1223.0       SA
145  SA511  20250922   1241.0   1247.0  ...   576015.20   1233.0      1233.0       SA
146  SA512  20250922   1308.0   1314.0  ...   250273.00   1298.0      1301.0       SA
147  SA601  20250922   1320.0   1326.0  ...  3524980.07   1307.0      1312.0       SA
148  SA602  20250922   1352.0   1357.0  ...   308874.09   1344.0      1344.0       SA
149  SA603  20250922   1357.0   1363.0  ...     3483.28   1345.0      1350.0       SA
150  SA604  20250922   1410.0   1410.0  ...      504.79   1387.0      1396.0       SA
151  SA605  20250922   1408.0   1416.0  ...   104701.84   1397.0      1403.0       SA
152  SA606  20250922   1421.0   1427.0  ...      966.83   1409.0      1415.0       SA
153  SA607  20250922   1423.0   1428.0  ...     3353.40   1411.0      1417.0       SA
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

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

[299 rows x 13 columns]
2025-09-29 16:25:28,286 - future_1d - INFO - ak.get_shfe_daily('2025-09-22') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250922     490  ...   485.5      492.1      SC
1       SC2511  20250922   485.2  ...   484.2      491.2      SC
2       SC2512  20250922   485.9  ...   483.6      489.8      SC
3       SC2601  20250922   484.3  ...   482.9      488.5      SC
4       SC2602  20250922   482.6  ...   481.8      486.6      SC
5       SC2603  20250922     482  ...   481.1        486      SC
6       SC2604  20250922   481.2  ...   481.3        486      SC
7       SC2605  20250922   481.2  ...   480.9      485.4      SC
8       SC2606  20250922   481.7  ...   480.2      485.8      SC
9       SC2607  20250922     480  ...   480.4      484.6      SC
10      SC2608  20250922   478.5  ...     478        483      SC
11      SC2609  20250922   477.6  ...   477.7      480.8      SC
12      SC2612  20250922   473.9  ...   473.9      477.1      SC
13      SC2703  20250922          ...   475.1      475.1      SC
14      SC2706  20250922          ...   469.2      469.2      SC
15      SC2709  20250922          ...   473.2      473.2      SC
16      SC2712  20250922   466.3  ...   466.3      472.9      SC
17      SC2803  20250922          ...     470        471      SC
18      SC2806  20250922   462.7  ...   462.8      467.5      SC
19      SC2809  20250922          ...   465.7      465.7      SC
21      LU2510  20250922    3368  ...    3351       3372      LU
22      LU2511  20250922    3392  ...    3373       3405      LU
23      LU2512  20250922    3363  ...    3354       3388      LU
24      LU2601  20250922    3360  ...    3342       3382      LU
25      LU2602  20250922    3335  ...    3334       3362      LU
26      LU2603  20250922    3331  ...    3326       3362      LU
27      LU2604  20250922    3323  ...    3323       3345      LU
28      LU2605  20250922    3320  ...    3326       3346      LU
29      LU2606  20250922    3309  ...    3319       3352      LU
30      LU2607  20250922    3304  ...    3307       3350      LU
31      LU2608  20250922    3305  ...    3306       3342      LU
32      LU2609  20250922    3292  ...    3292       3329      LU
34      NR2510  20250922   12300  ...   12340      12280      NR
35      NR2511  20250922   12340  ...   12365      12290      NR
36      NR2512  20250922   12340  ...   12385      12335      NR
37      NR2601  20250922   12395  ...   12405      12370      NR
38      NR2602  20250922   12425  ...   12420      12405      NR
39      NR2603  20250922   12405  ...   12385      12375      NR
40      NR2604  20250922   12465  ...   12440      12435      NR
41      NR2605  20250922   12485  ...   12485      12470      NR
42      NR2606  20250922   12510  ...   12495      12440      NR
43      NR2607  20250922          ...   12650      12650      NR
44      NR2608  20250922          ...   12685      12685      NR
45      NR2609  20250922          ...   12510      12510      NR
47      BC2510  20250922   70780  ...   71050      70760      BC
48      BC2511  20250922   70970  ...   71120      70890      BC
49      BC2512  20250922          ...   71490      71670      BC
50      BC2601  20250922   71300  ...   71300      71000      BC
51      BC2602  20250922          ...   71100      71100      BC
52      BC2603  20250922          ...   71210      71200      BC
53      BC2604  20250922          ...   71300      71300      BC
54      BC2605  20250922          ...   71300      71300      BC
55      BC2606  20250922          ...   71400      71400      BC
56      BC2607  20250922          ...   71400      71400      BC
57      BC2608  20250922          ...   71400      71400      BC
58      BC2609  20250922          ...   71550      71550      BC
60      EC2510  20250922    1067  ...    1102     1072.3      EC
61      EC2512  20250922  1651.1  ...  1669.2     1626.1      EC
62      EC2602  20250922  1601.7  ...  1586.4     1552.7      EC
63      EC2604  20250922    1265  ...  1274.4     1250.7      EC
64      EC2606  20250922  1449.5  ...  1454.8     1438.3      EC
65      EC2608  20250922    1599  ...  1606.8       1595      EC
68  SC_TAS2511  20250922          ...                     SC_TAS
69  SC_TAS2512  20250922          ...                     SC_TAS
70  SC_TAS2601  20250922          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 16:25:28,367 - future_1d - INFO - ak.get_ine_daily('2025-09-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-29 16:25:28,678 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-29 16:25:29,069 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250922   3908.00  ...   3911.00     3906.00        A
1     a2601  20250922   3902.00  ...   3908.00     3903.00        A
2     a2603  20250922   3903.00  ...   3912.00     3909.00        A
3     a2605  20250922   3947.00  ...   3949.00     3948.00        A
4     a2607  20250922   3953.00  ...   3954.00     3952.00        A
5     a2609  20250922   3960.00  ...   3961.00     3961.00        A
6     b2510  20250922   3678.00  ...   3686.00     3687.00        B
7     b2511  20250922   3694.00  ...   3716.00     3685.00        B
8     b2512  20250922   3726.00  ...   3746.00     3719.00        B
9     b2601  20250922   3723.00  ...   3733.00     3715.00        B
10    b2602  20250922   3723.00  ...   3727.00     3706.00        B
11    b2603  20250922   3671.00  ...   3683.00     3658.00        B
12    b2604  20250922   3569.00  ...   3573.00     3558.00        B
13    b2605  20250922   3497.00  ...   3496.00     3489.00        B
14    b2606  20250922   3475.00  ...   3475.00     3465.00        B
15    b2607  20250922   3471.00  ...   3475.00     3464.00        B
16    b2608  20250922   3563.00  ...   3566.00     3521.00        B
17    b2609  20250922   3582.00  ...   3583.00     3578.00        B
18   bb2511  20250922    142.05  ...    142.05      142.00       BB
19   bb2601  20250922    146.05  ...    146.50      146.65       BB
20   bb2603  20250922    147.05  ...    146.80      146.85       BB
21   bb2605  20250922      0.00  ...    141.45      141.45       BB
22   bb2607  20250922      0.00  ...    146.20      146.20       BB
23   bb2609  20250922      0.00  ...    146.20      146.20       BB
24   bz2603  20250922   5977.00  ...   5922.00     5979.00       BZ
25   bz2604  20250922   5949.00  ...   5904.00     5947.00       BZ
26   bz2605  20250922   5953.00  ...   5927.00     5975.00       BZ
27   bz2606  20250922   5936.00  ...   5936.00     5954.00       BZ
28   bz2607  20250922   5935.00  ...   5935.00     5980.00       BZ
29   bz2608  20250922      0.00  ...   5884.00     5949.00       BZ
30    c2511  20250922   2169.00  ...   2163.00     2171.00        C
31    c2601  20250922   2158.00  ...   2148.00     2161.00        C
32    c2603  20250922   2166.00  ...   2159.00     2171.00        C
33    c2605  20250922   2225.00  ...   2218.00     2228.00        C
34    c2607  20250922   2237.00  ...   2231.00     2239.00        C
35    c2609  20250922   2251.00  ...   2247.00     2234.00        C
36   cs2511  20250922   2463.00  ...   2453.00     2468.00       CS
37   cs2601  20250922   2480.00  ...   2467.00     2483.00       CS
38   cs2603  20250922   2483.00  ...   2473.00     2489.00       CS
39   cs2605  20250922   2562.00  ...   2554.00     2570.00       CS
40   cs2607  20250922   2574.00  ...   2562.00     2573.00       CS
41   cs2609  20250922   2597.00  ...   2591.00     2597.00       CS
42   eb2509  20250922      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250922   7000.00  ...   6947.00     7021.00       EB
44   eb2511  20250922   6992.00  ...   6952.00     7024.00       EB
45   eb2512  20250922   7013.00  ...   6970.00     7033.00       EB
46   eb2601  20250922   7050.00  ...   7012.00     7070.00       EB
47   eb2602  20250922   7095.00  ...   7058.00     7104.00       EB
48   eb2603  20250922   7127.00  ...   7095.00     7131.00       EB
49   eb2604  20250922   7149.00  ...   7110.00     7171.00       EB
50   eb2605  20250922   7174.00  ...   7145.00     7185.00       EB
51   eb2606  20250922   7182.00  ...   7173.00     7260.00       EB
52   eb2607  20250922   7137.00  ...   7137.00     7276.00       EB
53   eb2608  20250922      0.00  ...   7243.00     7246.00       EB
54   eg2509  20250922      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250922   4298.00  ...   4279.00     4282.00       EG
56   eg2511  20250922   4234.00  ...   4234.00     4247.00       EG
57   eg2512  20250922   4236.00  ...   4246.00     4240.00       EG
58   eg2601  20250922   4260.00  ...   4249.00     4259.00       EG
59   eg2602  20250922   4241.00  ...   4241.00     4265.00       EG
60   eg2603  20250922   4265.00  ...   4271.00     4266.00       EG
61   eg2604  20250922   4296.00  ...   4294.00     4314.00       EG
62   eg2605  20250922   4326.00  ...   4305.00     4314.00       EG
63   eg2606  20250922   4315.00  ...   4311.00     4311.00       EG
64   eg2607  20250922   4316.00  ...   4321.00     4321.00       EG
65   eg2608  20250922      0.00  ...   4378.00     4399.00       EG
66   fb2510  20250922   1258.50  ...   1259.00     1259.50       FB
67   fb2511  20250922   1255.50  ...   1254.00     1254.00       FB
68   fb2512  20250922   1253.50  ...   1254.50     1255.00       FB
69   fb2601  20250922   1254.50  ...   1255.50     1253.50       FB
70   fb2602  20250922   1256.00  ...   1255.50     1254.00       FB
71   fb2603  20250922   1249.00  ...   1247.50     1247.00       FB
72   fb2604  20250922      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250922      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250922      0.00  ...   1294.50     1298.00       FB
75   fb2607  20250922      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250922   1308.50  ...   1308.00     1270.00       FB
77   fb2609  20250922      0.00  ...   1296.00     1296.00       FB
78    i2510  20250922    827.00  ...    828.50      823.50        I
79    i2511  20250922    822.00  ...    824.50      819.00        I
80    i2512  20250922    817.00  ...    819.00      813.00        I
81    i2601  20250922    811.00  ...    812.50      805.50        I
82    i2602  20250922    806.00  ...    808.00      801.00        I
83    i2603  20250922    800.50  ...    802.00      795.50        I
84    i2604  20250922    796.00  ...    796.50      790.50        I
85    i2605  20250922    787.00  ...    790.00      784.00        I
86    i2606  20250922    783.00  ...    784.00      778.50        I
87    i2607  20250922    777.50  ...    779.50      773.50        I
88    i2608  20250922    772.50  ...    774.50      768.50        I
89    i2609  20250922    766.00  ...    768.50      762.50        I
90    j2510  20250922   1622.50  ...   1621.50     1624.00        J
91    j2511  20250922   1668.50  ...   1653.00     1657.50        J
92    j2512  20250922   1701.50  ...   1698.00     1700.00        J
93    j2601  20250922   1740.00  ...   1729.00     1725.50        J
94    j2602  20250922   1761.00  ...   1760.00     1754.00        J
95    j2603  20250922   1782.50  ...   1783.00     1763.50        J
96    j2604  20250922      0.00  ...   1814.00     1814.00        J
97    j2605  20250922   1875.00  ...   1868.50     1866.50        J
98    j2606  20250922   1899.00  ...   1899.50     1866.50        J
99    j2607  20250922   1910.00  ...   1902.50     1878.50        J
100   j2608  20250922   1931.00  ...   1931.50     1891.00        J
101   j2609  20250922   1954.00  ...   1948.00     1923.50        J
102  jd2509  20250922      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250922   3038.00  ...   3003.00     3038.00       JD
104  jd2511  20250922   3124.00  ...   3096.00     3122.00       JD
105  jd2512  20250922   3256.00  ...   3224.00     3259.00       JD
106  jd2601  20250922   3415.00  ...   3381.00     3423.00       JD
107  jd2602  20250922   3160.00  ...   3135.00     3160.00       JD
108  jd2603  20250922   3181.00  ...   3156.00     3183.00       JD
109  jd2604  20250922   3352.00  ...   3324.00     3349.00       JD
110  jd2605  20250922   3478.00  ...   3443.00     3466.00       JD
111  jd2606  20250922   3276.00  ...   3254.00     3274.00       JD
112  jd2607  20250922   3508.00  ...   3492.00     3504.00       JD
113  jd2608  20250922   3928.00  ...   3924.00     3927.00       JD
114  jm2510  20250922   1040.50  ...   1036.00     1029.50       JM
115  jm2511  20250922   1091.00  ...   1085.50     1078.00       JM
116  jm2512  20250922   1165.00  ...   1155.50     1148.50       JM
117  jm2601  20250922   1236.50  ...   1229.00     1216.00       JM
118  jm2602  20250922   1259.50  ...   1251.00     1244.50       JM
119  jm2603  20250922   1282.50  ...   1277.50     1271.00       JM
120  jm2604  20250922   1308.00  ...   1304.00     1293.50       JM
121  jm2605  20250922   1339.00  ...   1323.00     1312.50       JM
122  jm2606  20250922   1359.00  ...   1347.50     1328.50       JM
123  jm2607  20250922   1367.00  ...   1361.00     1341.50       JM
124  jm2608  20250922   1378.00  ...   1370.00     1357.00       JM
125  jm2609  20250922   1398.00  ...   1389.50     1380.50       JM
126   l2510  20250922   7104.00  ...   7074.00     7095.00        L
127   l2511  20250922   7105.00  ...   7107.00     7128.00        L
128   l2512  20250922   7155.00  ...   7133.00     7158.00        L
129   l2601  20250922   7169.00  ...   7153.00     7181.00        L
130   l2602  20250922   7165.00  ...   7155.00     7177.00        L
131   l2603  20250922   7191.00  ...   7167.00     7193.00        L
132   l2604  20250922   7218.00  ...   7216.00     7233.00        L
133   l2605  20250922   7231.00  ...   7204.00     7228.00        L
134   l2606  20250922   7224.00  ...   7195.00     7225.00        L
135   l2607  20250922   7241.00  ...   7206.00     7238.00        L
136   l2608  20250922   7240.00  ...   7223.00     7256.00        L
137   l2609  20250922   7266.00  ...   7237.00     7264.00        L
138  lg2509  20250922    780.00  ...    780.00      778.00       LG
139  lg2511  20250922    805.00  ...    808.00      804.00       LG
140  lg2601  20250922    818.00  ...    821.00      818.00       LG
141  lg2603  20250922    826.50  ...    826.50      824.50       LG
142  lg2605  20250922    829.00  ...    830.50      828.50       LG
143  lg2607  20250922    829.50  ...    832.50      828.50       LG
144  lh2509  20250922  12600.00  ...  12600.00    12985.00       LH
145  lh2511  20250922  12835.00  ...  12855.00    12835.00       LH
146  lh2601  20250922  13350.00  ...  13405.00    13340.00       LH
147  lh2603  20250922  12850.00  ...  12815.00    12850.00       LH
148  lh2605  20250922  13385.00  ...  13315.00    13380.00       LH
149  lh2607  20250922  14150.00  ...  13990.00    14135.00       LH
150   m2511  20250922   2981.00  ...   3003.00     2975.00        M
151   m2512  20250922   3032.00  ...   3048.00     3024.00        M
152   m2601  20250922   3014.00  ...   3030.00     3004.00        M
153   m2603  20250922   2959.00  ...   2968.00     2949.00        M
154   m2605  20250922   2787.00  ...   2784.00     2777.00        M
155   m2607  20250922   2774.00  ...   2776.00     2768.00        M
156   m2608  20250922   2893.00  ...   2887.00     2885.00        M
157   m2609  20250922   2897.00  ...   2893.00     2889.00        M
158   p2510  20250922   9214.00  ...   9244.00     9242.00        P
159   p2511  20250922   9264.00  ...   9278.00     9292.00        P
160   p2512  20250922   9294.00  ...   9292.00     9318.00        P
161   p2601  20250922   9322.00  ...   9326.00     9340.00        P
162   p2602  20250922   9300.00  ...   9276.00     9318.00        P
163   p2603  20250922   9280.00  ...   9276.00     9280.00        P
164   p2604  20250922   9200.00  ...   9216.00     9230.00        P
165   p2605  20250922   9126.00  ...   9120.00     9138.00        P
166   p2606  20250922   9008.00  ...   9002.00     9032.00        P
167   p2607  20250922   8894.00  ...   8894.00     8930.00        P
168   p2608  20250922   8842.00  ...   8834.00     8864.00        P
169   p2609  20250922   8786.00  ...   8768.00     8812.00        P
170  pg2509  20250922   3830.00  ...   3810.00     3801.00       PG
171  pg2510  20250922   4425.00  ...   4366.00     4439.00       PG
172  pg2511  20250922   4359.00  ...   4293.00     4368.00       PG
173  pg2512  20250922   4295.00  ...   4232.00     4307.00       PG
174  pg2601  20250922   4237.00  ...   4171.00     4241.00       PG
175  pg2602  20250922   4153.00  ...   4100.00     4176.00       PG
176  pg2603  20250922   4070.00  ...   4020.00     4090.00       PG
177  pg2604  20250922   4413.00  ...   4366.00     4418.00       PG
178  pg2605  20250922   4321.00  ...   4281.00     4341.00       PG
179  pg2606  20250922   4196.00  ...   4195.00     4283.00       PG
180  pg2607  20250922   4161.00  ...   4159.00     4247.00       PG
181  pg2608  20250922   4100.00  ...   4095.00     4204.00       PG
182  pp2510  20250922   6819.00  ...   6785.00     6816.00       PP
183  pp2511  20250922   6827.00  ...   6821.00     6846.00       PP
184  pp2512  20250922   6882.00  ...   6857.00     6883.00       PP
185  pp2601  20250922   6917.00  ...   6895.00     6917.00       PP
186  pp2602  20250922   6900.00  ...   6882.00     6900.00       PP
187  pp2603  20250922   6905.00  ...   6870.00     6899.00       PP
188  pp2604  20250922   6941.00  ...   6911.00     6927.00       PP
189  pp2605  20250922   6967.00  ...   6942.00     6959.00       PP
190  pp2606  20250922   6904.00  ...   6903.00     6921.00       PP
191  pp2607  20250922   6906.00  ...   6878.00     6890.00       PP
192  pp2608  20250922   6922.00  ...   6894.00     6900.00       PP
193  pp2609  20250922   6944.00  ...   6931.00     6926.00       PP
194  rr2510  20250922   3609.00  ...   3610.00     3608.00       RR
195  rr2511  20250922   3613.00  ...   3615.00     3614.00       RR
196  rr2512  20250922   3602.00  ...   3613.00     3605.00       RR
197  rr2601  20250922   3616.00  ...   3624.00     3620.00       RR
198  rr2602  20250922   3607.00  ...   3608.00     3603.00       RR
199  rr2603  20250922   3611.00  ...   3611.00     3608.00       RR
200  rr2604  20250922      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250922      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250922      0.00  ...   3600.00     3597.00       RR
203  rr2607  20250922      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250922      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250922      0.00  ...   3614.00     3614.00       RR
206   v2510  20250922   4841.00  ...   4837.00     4834.00        V
207   v2511  20250922   4870.00  ...   4867.00     4867.00        V
208   v2512  20250922   4926.00  ...   4903.00     4908.00        V
209   v2601  20250922   4955.00  ...   4955.00     4949.00        V
210   v2602  20250922   5017.00  ...   5001.00     4984.00        V
211   v2603  20250922   5040.00  ...   5035.00     5016.00        V
212   v2604  20250922   5241.00  ...   5246.00     5222.00        V
213   v2605  20250922   5259.00  ...   5259.00     5252.00        V
214   v2606  20250922   5305.00  ...   5286.00     5286.00        V
215   v2607  20250922   5338.00  ...   5318.00     5314.00        V
216   v2608  20250922   5383.00  ...   5347.00     5342.00        V
217   v2609  20250922   5391.00  ...   5385.00     5374.00        V
218   y2511  20250922   8334.00  ...   8376.00     8350.00        Y
219   y2512  20250922   8380.00  ...   8402.00     8390.00        Y
220   y2601  20250922   8320.00  ...   8348.00     8336.00        Y
221   y2603  20250922   8258.00  ...   8282.00     8276.00        Y
222   y2605  20250922   8048.00  ...   8066.00     8060.00        Y
223   y2607  20250922   8008.00  ...   8026.00     8014.00        Y
224   y2608  20250922   8000.00  ...   8036.00     8024.00        Y
225   y2609  20250922   7988.00  ...   8000.00     7992.00        Y

[226 rows x 12 columns]
2025-09-29 16:25:29,629 - future_1d - INFO - ak.get_dce_daily('2025-09-22') done
2025-09-29 16:25:31,424 - future_1d - INFO - save future_daily 2025-09-22 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250923   8450.0   8490.0  ...    23932.02   8472.0      8448.0       AP
1    AP511  20250923   8251.0   8288.0  ...     7593.47   8263.0      8220.0       AP
2    AP512  20250923   8252.0   8254.0  ...      543.07   8228.0      8205.0       AP
3    AP601  20250923   8293.0   8322.0  ...   349547.15   8285.0      8256.0       AP
4    AP603  20250923   8191.0   8208.0  ...      220.83   8179.0      8172.0       AP
5    AP604  20250923   8155.0   8156.0  ...       48.92   8154.0      8169.0       AP
6    AP605  20250923   8238.0   8239.0  ...     2657.67   8203.0      8195.0       AP
7    CF511  20250923  13505.0  13540.0  ...   335967.69  13490.0     13520.0       CF
8    CF601  20250923  13600.0  13605.0  ...  1633174.42  13545.0     13635.0       CF
9    CF603  20250923  13565.0  13565.0  ...     3271.99  13520.0     13605.0       CF
10   CF605  20250923  13620.0  13620.0  ...   227380.36  13560.0     13640.0       CF
11   CF607  20250923  13590.0  13600.0  ...      821.13  13570.0     13645.0       CF
12   CF609  20250923  13760.0  13780.0  ...      336.51  13735.0     13825.0       CF
13   CJ512  20250923  10680.0  10780.0  ...     1889.48  10735.0     10695.0       CJ
14   CJ601  20250923  10700.0  10820.0  ...   569998.00  10760.0     10710.0       CJ
15   CJ603  20250923  10660.0  10795.0  ...    10673.59  10745.0     10665.0       CJ
16   CJ605  20250923  10700.0  10820.0  ...    77130.91  10760.0     10680.0       CJ
17   CJ607  20250923  10825.0  10925.0  ...     1770.36  10860.0     10785.0       CJ
18   CJ609  20250923  10950.0  11000.0  ...      197.45  10970.0     10905.0       CJ
19   CY510  20250923      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250923  19640.0  19695.0  ...    96808.01  19640.0     19665.0       CY
21   CY512  20250923      0.0      0.0  ...        0.00  19495.0     19590.0       CY
22   CY601  20250923  19655.0  19675.0  ...     2238.56  19635.0     19700.0       CY
23   CY602  20250923      0.0      0.0  ...        0.00  19745.0     19790.0       CY
24   CY603  20250923      0.0      0.0  ...        0.00  19735.0     19705.0       CY
25   CY604  20250923      0.0      0.0  ...        0.00  19730.0     19790.0       CY
26   CY605  20250923  19835.0  19835.0  ...       29.67  19780.0     19910.0       CY
27   CY606  20250923      0.0      0.0  ...        0.00  19735.0     19845.0       CY
28   CY607  20250923      0.0      0.0  ...        0.00  20005.0     20150.0       CY
29   CY608  20250923      0.0      0.0  ...        0.00  19810.0     19810.0       CY
30   CY609  20250923      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250923   1082.0   1083.0  ...     8381.67   1073.0      1089.0       FG
32   FG511  20250923   1077.0   1077.0  ...   195070.28   1067.0      1087.0       FG
33   FG512  20250923   1196.0   1197.0  ...    91030.90   1184.0      1211.0       FG
34   FG601  20250923   1195.0   1195.0  ...  4359055.58   1181.0      1212.0       FG
35   FG602  20250923   1248.0   1254.0  ...    77124.71   1240.0      1263.0       FG
36   FG603  20250923   1257.0   1257.0  ...     3286.93   1245.0      1274.0       FG
37   FG604  20250923   1318.0   1321.0  ...      719.35   1308.0      1332.0       FG
38   FG605  20250923   1327.0   1327.0  ...   169356.31   1310.0      1339.0       FG
39   FG606  20250923   1349.0   1349.0  ...      854.70   1340.0      1366.0       FG
40   FG607  20250923   1350.0   1350.0  ...     1643.94   1339.0      1366.0       FG
41   FG608  20250923   1392.0   1392.0  ...     1223.87   1384.0      1400.0       FG
42   FG609  20250923   1399.0   1399.0  ...     5673.52   1388.0      1405.0       FG
43   JR511  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250923   2250.0   2258.0  ...     3747.47   2249.0      2263.0       MA
52   MA511  20250923   2278.0   2289.0  ...   206723.97   2278.0      2291.0       MA
53   MA512  20250923   2324.0   2328.0  ...   194794.73   2320.0      2330.0       MA
54   MA601  20250923   2339.0   2351.0  ...  1088354.07   2340.0      2353.0       MA
55   MA602  20250923   2364.0   2373.0  ...   134806.42   2363.0      2374.0       MA
56   MA603  20250923   2384.0   2396.0  ...      801.17   2384.0      2398.0       MA
57   MA604  20250923   2391.0   2391.0  ...       11.90   2379.0      2393.0       MA
58   MA605  20250923   2371.0   2380.0  ...    53597.43   2371.0      2379.0       MA
59   MA606  20250923   2383.0   2383.0  ...        4.76   2380.0      2386.0       MA
60   MA607  20250923   2360.0   2364.0  ...       37.69   2356.0      2367.0       MA
61   MA608  20250923   2349.0   2361.0  ...        7.06   2354.0      2360.0       MA
62   MA609  20250923   2337.0   2345.0  ...     2365.82   2333.0      2337.0       MA
63   OI511  20250923  10287.0  10290.0  ...   737228.24  10202.0     10272.0       OI
64   OI601  20250923  10118.0  10121.0  ...  4204398.12  10026.0     10102.0       OI
65   OI603  20250923   9838.0   9849.0  ...     5661.95   9745.0      9851.0       OI
66   OI605  20250923   9608.0   9617.0  ...   246149.62   9498.0      9607.0       OI
67   OI607  20250923   9551.0   9551.0  ...     1048.77   9448.0      9568.0       OI
68   OI609  20250923   9501.0   9506.0  ...      649.85   9418.0      9532.0       OI
69   PF510  20250923   6260.0   6262.0  ...     5991.79   6242.0      6296.0       PF
70   PF511  20250923   6254.0   6256.0  ...   499030.51   6234.0      6278.0       PF
71   PF512  20250923   6218.0   6220.0  ...   287371.85   6202.0      6244.0       PF
72   PF601  20250923   6270.0   6270.0  ...    35246.28   6246.0      6298.0       PF
73   PF602  20250923   6260.0   6272.0  ...    81677.67   6258.0      6300.0       PF
74   PF603  20250923   6262.0   6266.0  ...       50.06   6258.0      6314.0       PF
75   PF604  20250923   6314.0   6316.0  ...       22.08   6308.0      6366.0       PF
76   PF605  20250923   6332.0   6332.0  ...       34.82   6332.0      6378.0       PF
77   PF606  20250923      0.0      0.0  ...        0.00   6364.0      6376.0       PF
78   PF607  20250923      0.0      0.0  ...        0.00   6378.0      6412.0       PF
79   PF608  20250923      0.0      0.0  ...        0.00   6392.0      6420.0       PF
80   PF609  20250923   6408.0   6408.0  ...        3.20   6408.0      6428.0       PF
81   PK510  20250923   7794.0   7816.0  ...     3624.08   7794.0      7818.0       PK
82   PK511  20250923   7790.0   7802.0  ...   380149.50   7772.0      7820.0       PK
83   PK512  20250923   7802.0   7812.0  ...   166386.10   7788.0      7828.0       PK
84   PK601  20250923   7820.0   7820.0  ...    58162.67   7796.0      7832.0       PK
85   PK603  20250923   7828.0   7834.0  ...      297.03   7818.0      7852.0       PK
86   PK604  20250923   7836.0   7836.0  ...       58.72   7830.0      7850.0       PK
87   PK605  20250923   7846.0   7846.0  ...     2961.37   7834.0      7862.0       PK
88   PL601  20250923   6319.0   6348.0  ...    53121.68   6332.0      6373.0       PL
89   PL602  20250923   6366.0   6373.0  ...      165.58   6369.0      6412.0       PL
90   PL603  20250923      0.0      0.0  ...        0.00   6402.0      6421.0       PL
91   PL604  20250923      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250923      0.0      0.0  ...        0.00   6327.0      6345.0       PL
93   PL606  20250923      0.0      0.0  ...        0.00   6384.0      6384.0       PL
94   PL607  20250923      0.0      0.0  ...        0.00   6410.0      6439.0       PL
95   PL608  20250923      0.0      0.0  ...        0.00   6499.0      6500.0       PL
96   PL609  20250923      0.0      0.0  ...        0.00   6490.0      6500.0       PL
97   PM511  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250923   5756.0   5784.0  ...     3373.82   5752.0      5788.0       PR
104  PR511  20250923   5732.0   5734.0  ...   474277.75   5708.0      5756.0       PR
105  PR512  20250923   5730.0   5740.0  ...   546543.29   5712.0      5760.0       PR
106  PR601  20250923   5734.0   5734.0  ...   178133.22   5712.0      5760.0       PR
107  PR602  20250923   5756.0   6124.0  ...      397.18   5756.0      5780.0       PR
108  PR603  20250923   5778.0   6136.0  ...      398.15   5770.0      5810.0       PR
109  PR604  20250923   5766.0   5800.0  ...      173.45   5782.0      5820.0       PR
110  PR605  20250923   5794.0   5812.0  ...      130.32   5792.0      5828.0       PR
111  PR606  20250923      0.0      0.0  ...        0.00   5860.0      5904.0       PR
112  PR607  20250923   5848.0   5848.0  ...        8.77   5848.0      5912.0       PR
113  PR608  20250923      0.0      0.0  ...        0.00   5870.0      5914.0       PR
114  PR609  20250923      0.0      0.0  ...        0.00   5870.0      5888.0       PR
115  PX510  20250923   6592.0   6592.0  ...      817.21   6564.0      6666.0       PX
116  PX511  20250923   6566.0   6570.0  ...   536097.15   6534.0      6602.0       PX
117  PX512  20250923   6564.0   6564.0  ...   232067.56   6526.0      6594.0       PX
118  PX601  20250923   6550.0   6550.0  ...   118298.50   6518.0      6588.0       PX
119  PX602  20250923   6548.0   6552.0  ...    10757.76   6524.0      6590.0       PX
120  PX603  20250923   6524.0   6524.0  ...       13.02   6512.0      6584.0       PX
121  PX604  20250923      0.0      0.0  ...        0.00   6540.0      6600.0       PX
122  PX605  20250923   6530.0   6558.0  ...     3227.44   6528.0      6586.0       PX
123  PX606  20250923      0.0      0.0  ...        0.00   6558.0      6620.0       PX
124  PX607  20250923   6528.0   6614.0  ...       45.96   6566.0      6586.0       PX
125  PX608  20250923   6550.0   6550.0  ...        6.55   6548.0      6602.0       PX
126  PX609  20250923   6580.0   6580.0  ...        3.29   6580.0      6634.0       PX
127  RI511  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250923   2534.0   2537.0  ...    33070.36   2493.0      2553.0       RM
134  RM601  20250923   2519.0   2519.0  ...  1206857.30   2468.0      2533.0       RM
135  RM603  20250923   2407.0   2409.0  ...    26030.09   2368.0      2423.0       RM
136  RM605  20250923   2367.0   2369.0  ...   257422.45   2338.0      2384.0       RM
137  RM607  20250923   2356.0   2356.0  ...    16271.20   2328.0      2373.0       RM
138  RM608  20250923   2455.0   2455.0  ...     2317.59   2427.0      2470.0       RM
139  RM609  20250923   2442.0   2462.0  ...     6438.24   2426.0      2458.0       RM
140  RS511  20250923   5306.0   5330.0  ...       90.06   5297.0      5346.0       RS
141  RS607  20250923   5519.0   5574.0  ...      166.34   5545.0      5570.0       RS
142  RS608  20250923   5526.0   5571.0  ...      177.37   5543.0      5579.0       RS
143  RS609  20250923   5534.0   5584.0  ...      122.16   5553.0      5588.0       RS
144  SA510  20250923   1205.0   1209.0  ...    13784.78   1200.0      1219.0       SA
145  SA511  20250923   1217.0   1218.0  ...   630620.16   1209.0      1233.0       SA
146  SA512  20250923   1278.0   1280.0  ...   303270.59   1267.0      1298.0       SA
147  SA601  20250923   1287.0   1290.0  ...  3200531.21   1278.0      1307.0       SA
148  SA602  20250923   1322.0   1323.0  ...   302874.97   1308.0      1344.0       SA
149  SA603  20250923   1329.0   1363.0  ...     5013.19   1317.0      1345.0       SA
150  SA604  20250923   1375.0   1375.0  ...     1850.53   1359.0      1387.0       SA
151  SA605  20250923   1380.0   1385.0  ...   179470.47   1364.0      1397.0       SA
152  SA606  20250923   1391.0   1392.0  ...     1518.85   1378.0      1409.0       SA
153  SA607  20250923   1393.0   1394.0  ...     1744.90   1380.0      1411.0       SA
154  SA608  20250923   1431.0   1431.0  ...     1465.37   1417.0      1441.0       SA
155  SA609  20250923   1438.0   1438.0  ...     6767.03   1423.0      1447.0       SA
156  SF510  20250923   5464.0   5544.0  ...     6162.35   5508.0      5510.0       SF
157  SF511  20250923   5642.0   5734.0  ...   696479.14   5692.0      5692.0       SF
158  SF512  20250923   5658.0   5718.0  ...   225000.00   5676.0      5708.0       SF
159  SF601  20250923   5636.0   5706.0  ...   191019.14   5664.0      5672.0       SF
160  SF602  20250923   5586.0   5668.0  ...    33277.91   5628.0      5632.0       SF
161  SF603  20250923   5810.0   5810.0  ...       54.94   5784.0      5810.0       SF
162  SF604  20250923      0.0      0.0  ...        0.00   5832.0      5876.0       SF
163  SF605  20250923   5758.0   5820.0  ...     2607.62   5776.0      5794.0       SF
164  SF606  20250923   5730.0   5774.0  ...      183.61   5738.0      5728.0       SF
165  SF607  20250923   5900.0   5900.0  ...       41.12   5876.0      5920.0       SF
166  SF608  20250923   5834.0   5856.0  ...        8.77   5846.0      5906.0       SF
167  SF609  20250923   5904.0   5904.0  ...      111.22   5854.0      5890.0       SF
168  SH510  20250923   2497.0   2506.0  ...    23584.32   2474.0      2517.0       SH
169  SH511  20250923   2518.0   2535.0  ...   712883.24   2493.0      2553.0       SH
170  SH512  20250923   2590.0   2598.0  ...   396488.93   2551.0      2615.0       SH
171  SH601  20250923   2594.0   2603.0  ...  3220884.00   2555.0      2622.0       SH
172  SH602  20250923   2618.0   2624.0  ...    58040.99   2573.0      2640.0       SH
173  SH603  20250923   2636.0   2637.0  ...     1941.86   2589.0      2662.0       SH
174  SH604  20250923   2681.0   2681.0  ...      386.46   2629.0      2697.0       SH
175  SH605  20250923   2688.0   2694.0  ...    24995.82   2648.0      2707.0       SH
176  SH606  20250923   2689.0   2695.0  ...      431.06   2661.0      2717.0       SH
177  SH607  20250923   2661.0   2668.0  ...      119.10   2647.0      2716.0       SH
178  SH608  20250923   2699.0   2699.0  ...       87.61   2655.0      2715.0       SH
179  SH609  20250923   2704.0   2704.0  ...      577.67   2674.0      2722.0       SH
180  SM510  20250923   5742.0   5838.0  ...     5693.78   5790.0      5798.0       SM
181  SM511  20250923   5844.0   5918.0  ...   260909.85   5862.0      5896.0       SM
182  SM512  20250923   5858.0   5924.0  ...    95495.91   5866.0      5906.0       SM
183  SM601  20250923   5858.0   5940.0  ...   725733.20   5890.0      5884.0       SM
184  SM602  20250923   5866.0   5948.0  ...   110787.74   5892.0      5936.0       SM
185  SM603  20250923   5902.0   5956.0  ...      381.97   5922.0      5894.0       SM
186  SM604  20250923   5940.0   5944.0  ...       23.75   5938.0      5992.0       SM
187  SM605  20250923   5918.0   5978.0  ...    10115.74   5930.0      5920.0       SM
188  SM606  20250923   5918.0   5918.0  ...        2.96   5918.0      5906.0       SM
189  SM607  20250923   5936.0   5952.0  ...       14.85   5940.0      5984.0       SM
190  SM608  20250923   5928.0   5928.0  ...        2.96   5928.0      5966.0       SM
191  SM609  20250923   5980.0   6008.0  ...      534.55   5974.0      5962.0       SM
192  SR511  20250923   5500.0   5516.0  ...   155873.47   5496.0      5497.0       SR
193  SR601  20250923   5451.0   5457.0  ...  1208829.22   5440.0      5461.0       SR
194  SR603  20250923   5450.0   5450.0  ...     6275.57   5424.0      5450.0       SR
195  SR605  20250923   5430.0   5435.0  ...   126861.56   5414.0      5442.0       SR
196  SR607  20250923   5448.0   5449.0  ...     5980.90   5427.0      5451.0       SR
197  SR609  20250923   5458.0   5459.0  ...     3040.49   5439.0      5465.0       SR
198  TA510  20250923   4522.0   4524.0  ...    18585.90   4512.0      4562.0       TA
199  TA511  20250923   4542.0   4546.0  ...   251751.50   4528.0      4576.0       TA
200  TA512  20250923   4560.0   4560.0  ...   100162.00   4540.0      4588.0       TA
201  TA601  20250923   4562.0   4568.0  ...  1376736.09   4550.0      4596.0       TA
202  TA602  20250923   4566.0   4578.0  ...    19993.68   4560.0      4606.0       TA
203  TA603  20250923   4576.0   4588.0  ...      157.71   4572.0      4630.0       TA
204  TA604  20250923   4580.0   4588.0  ...        6.87   4584.0      4618.0       TA
205  TA605  20250923   4600.0   4610.0  ...    54237.18   4592.0      4636.0       TA
206  TA606  20250923   4608.0   4608.0  ...       20.68   4596.0      4640.0       TA
207  TA607  20250923   4610.0   4624.0  ...       27.66   4610.0      4658.0       TA
208  TA608  20250923   4626.0   4628.0  ...        9.25   4626.0      4676.0       TA
209  TA609  20250923   4634.0   4642.0  ...      243.28   4634.0      4672.0       TA
210  UR510  20250923   1558.0   1566.0  ...     5681.73   1559.0      1561.0       UR
211  UR511  20250923   1630.0   1640.0  ...    57725.64   1634.0      1635.0       UR
212  UR512  20250923   1648.0   1653.0  ...    16640.84   1648.0      1648.0       UR
213  UR601  20250923   1655.0   1664.0  ...   373093.20   1658.0      1658.0       UR
214  UR602  20250923   1665.0   1671.0  ...      589.60   1666.0      1664.0       UR
215  UR603  20250923   1712.0   1714.0  ...       71.83   1710.0      1711.0       UR
216  UR604  20250923   1711.0   1715.0  ...       27.40   1713.0      1712.0       UR
217  UR605  20250923   1712.0   1718.0  ...    18504.79   1713.0      1716.0       UR
218  UR606  20250923   1713.0   1718.0  ...      181.69   1714.0      1717.0       UR
219  UR607  20250923   1748.0   1749.0  ...      188.59   1746.0      1753.0       UR
220  UR608  20250923   1745.0   1745.0  ...       24.39   1742.0      1747.0       UR
221  UR609  20250923   1735.0   1739.0  ...      350.40   1735.0      1740.0       UR
222  WH511  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:25:36,853 - future_1d - INFO - ak.get_czce_daily('2025-09-23') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250923  ...   79940      80130      CU
1        1      CU2511  20250923  ...   79940      80120      CU
2        2      CU2512  20250923  ...   79940      80120      CU
3        3      CU2601  20250923  ...   79920      80110      CU
4        4      CU2602  20250923  ...   79890      80100      CU
5        5      CU2603  20250923  ...   79880      80130      CU
6        6      CU2604  20250923  ...   79920      80170      CU
7        7      CU2605  20250923  ...   79890      80280      CU
8        8      CU2606  20250923  ...   79940      80260      CU
9        9      CU2607  20250923  ...   79930      80290      CU
10      10      CU2608  20250923  ...   79930      80210      CU
11      11      CU2609  20250923  ...   79940      80220      CU
12      12      BC2510  20250923  ...   70920      71050      BC
13      13      BC2511  20250923  ...   70990      71120      BC
14      14      BC2512  20250923  ...   71110      71490      BC
15      15      BC2601  20250923  ...   71300      71300      BC
16      16      BC2602  20250923  ...   71100      71100      BC
17      17      BC2603  20250923  ...   71210      71210      BC
18      18      BC2604  20250923  ...   71300      71300      BC
19      19      BC2605  20250923  ...   71300      71300      BC
20      20      BC2606  20250923  ...   71400      71400      BC
21      21      BC2607  20250923  ...   71400      71400      BC
22      22      BC2608  20250923  ...   71400      71400      BC
23      23      BC2609  20250923  ...   71550      71550      BC
24      24      AL2510  20250923  ...   20685      20760      AL
25      25      AL2511  20250923  ...   20685      20770      AL
26      26      AL2512  20250923  ...   20690      20765      AL
27      27      AL2601  20250923  ...   20690      20760      AL
28      28      AL2602  20250923  ...   20690      20765      AL
29      29      AL2603  20250923  ...   20715      20785      AL
30      30      AL2604  20250923  ...   20735      20840      AL
31      31      AL2605  20250923  ...   20740      20820      AL
32      32      AL2606  20250923  ...   20745      20820      AL
33      33      AL2607  20250923  ...   20745      20840      AL
34      34      AL2608  20250923  ...   20745      20830      AL
35      35      AL2609  20250923  ...   20775      20830      AL
36      36      ZN2510  20250923  ...   21945      21995      ZN
37      37      ZN2511  20250923  ...   21955      21995      ZN
38      38      ZN2512  20250923  ...   21955      22015      ZN
39      39      ZN2601  20250923  ...   21980      22035      ZN
40      40      ZN2602  20250923  ...   21980      22055      ZN
41      41      ZN2603  20250923  ...   21960      22070      ZN
42      42      ZN2604  20250923  ...   22020      22095      ZN
43      43      ZN2605  20250923  ...   22125      22145      ZN
44      44      ZN2606  20250923  ...   22105      22185      ZN
45      45      ZN2607  20250923  ...   22115      22205      ZN
46      46      ZN2608  20250923  ...   22140      22240      ZN
47      47      ZN2609  20250923  ...   22160      22305      ZN
48      48      PB2510  20250923  ...   17085      17120      PB
49      49      PB2511  20250923  ...   17125      17160      PB
50      50      PB2512  20250923  ...   17125      17170      PB
51      51      PB2601  20250923  ...   17095      17160      PB
52      52      PB2602  20250923  ...   17175      17175      PB
53      53      PB2603  20250923  ...   17125      17185      PB
54      54      PB2604  20250923  ...   17215      17185      PB
55      55      PB2605  20250923  ...   17150      17185      PB
56      56      PB2606  20250923  ...   17165      17195      PB
57      57      PB2607  20250923  ...   17180      17215      PB
58      58      PB2608  20250923  ...   17140      17220      PB
59      59      PB2609  20250923  ...   17185      17210      PB
60      60      NI2510  20250923  ...  121010     121440      NI
61      61      NI2511  20250923  ...  121170     121630      NI
62      62      NI2512  20250923  ...  121300     121810      NI
63      63      NI2601  20250923  ...  121540     122020      NI
64      64      NI2602  20250923  ...  121790     122170      NI
65      65      NI2603  20250923  ...  122010     122400      NI
66      66      NI2604  20250923  ...  122160     122780      NI
67      67      NI2605  20250923  ...  122370     122960      NI
68      68      NI2606  20250923  ...  122520     123530      NI
69      69      NI2607  20250923  ...  122800     123500      NI
70      70      NI2608  20250923  ...  123230     123810      NI
71      71      NI2609  20250923  ...  123490     123880      NI
72      72      SN2510  20250923  ...  270250     271360      SN
73      73      SN2511  20250923  ...  270590     271840      SN
74      74      SN2512  20250923  ...  270770     272050      SN
75      75      SN2601  20250923  ...  270840     272270      SN
76      76      SN2602  20250923  ...  270970     271620      SN
77      77      SN2603  20250923  ...  270870     271420      SN
78      78      SN2604  20250923  ...  271120     271610      SN
79      79      SN2605  20250923  ...  270970     272210      SN
80      80      SN2606  20250923  ...  271080     272850      SN
81      81      SN2607  20250923  ...  272210     272590      SN
82      82      SN2608  20250923  ...  272800     271030      SN
83      83      SN2609  20250923  ...  272720     274160      SN
84      84      AO2510  20250923  ...    2873       2915      AO
85      85      AO2511  20250923  ...    2877       2914      AO
86      86      AO2512  20250923  ...    2887       2924      AO
87      87      AO2601  20250923  ...    2899       2934      AO
88      88      AO2602  20250923  ...    2905       2938      AO
89      89      AO2603  20250923  ...    2974       3008      AO
90      90      AO2604  20250923  ...    2996       3016      AO
91      91      AO2605  20250923  ...    2992       3026      AO
92      92      AO2606  20250923  ...    3007       3031      AO
93      93      AO2607  20250923  ...    3008       3040      AO
94      94      AO2608  20250923  ...    3020       3044      AO
95      95      AO2609  20250923  ...    3030       3076      AO
96      96      AD2511  20250923  ...   20230      20315      AD
97      97      AD2512  20250923  ...   20260      20340      AD
98      98      AD2601  20250923  ...   20275      20355      AD
99      99      AD2602  20250923  ...   20285      20355      AD
100    100      AD2603  20250923  ...   20300      20415      AD
101    101      AD2604  20250923  ...   20320      20345      AD
102    102      AD2605  20250923  ...   20320      20340      AD
103    103      AD2606  20250923  ...   20305      20305      AD
104    104      AD2607  20250923  ...   20510      20510      AD
105    105      AD2608  20250923  ...   20515      20515      AD
106    106      AD2609  20250923  ...   20335      20515      AD
107    107      AU2510  20250923  ...  847.78     835.38      AU
108    108      AU2511  20250923  ...  850.82     839.18      AU
109    109      AU2512  20250923  ...   851.2     838.74      AU
110    110      AU2602  20250923  ...  853.94      841.9      AU
111    111      AU2604  20250923  ...  855.86     844.64      AU
112    112      AU2606  20250923  ...  858.76      845.2      AU
113    113      AU2608  20250923  ...  861.04     848.34      AU
114    114      AU2610  20250923  ...  864.14     850.26      AU
115    115      AG2510  20250923  ...   10273      10136      AG
116    116      AG2511  20250923  ...   10294      10147      AG
117    117      AG2512  20250923  ...   10311      10168      AG
118    118      AG2601  20250923  ...   10318      10181      AG
119    119      AG2602  20250923  ...   10328      10181      AG
120    120      AG2603  20250923  ...   10346      10236      AG
121    121      AG2604  20250923  ...   10349      10233      AG
122    122      AG2605  20250923  ...   10372      10242      AG
123    123      AG2606  20250923  ...   10389      10262      AG
124    124      AG2607  20250923  ...   10399      10281      AG
125    125      AG2608  20250923  ...   10418      10291      AG
126    126      AG2609  20250923  ...   10429      10322      AG
127    127      RB2510  20250923  ...    3074       3093      RB
128    128      RB2511  20250923  ...    3088       3109      RB
129    129      RB2512  20250923  ...    3140       3161      RB
130    130      RB2601  20250923  ...    3163       3187      RB
131    131      RB2602  20250923  ...    3163       3188      RB
132    132      RB2603  20250923  ...    3182       3210      RB
133    133      RB2604  20250923  ...    3200       3222      RB
134    134      RB2605  20250923  ...    3220       3245      RB
135    135      RB2606  20250923  ...    3233       3257      RB
136    136      RB2607  20250923  ...    3248       3272      RB
137    137      RB2608  20250923  ...    3242       3266      RB
138    138      RB2609  20250923  ...    3248       3274      RB
139    139      WR2510  20250923  ...    3275       3289      WR
140    140      WR2511  20250923  ...    3302       3302      WR
141    141      WR2512  20250923  ...    3324       3324      WR
142    142      WR2601  20250923  ...    3337       3349      WR
143    143      WR2602  20250923  ...    3330       3358      WR
144    144      WR2603  20250923  ...    3399       3399      WR
145    145      WR2604  20250923  ...    3389       3389      WR
146    146      WR2605  20250923  ...    3414       3414      WR
147    147      WR2606  20250923  ...    3372       3372      WR
148    148      WR2607  20250923  ...    3390       3390      WR
149    149      WR2608  20250923  ...    3371       3399      WR
150    150      WR2609  20250923  ...    3450       3466      WR
151    151      HC2510  20250923  ...    3396       3424      HC
152    152      HC2511  20250923  ...    3377       3408      HC
153    153      HC2512  20250923  ...    3356       3392      HC
154    154      HC2601  20250923  ...    3349       3385      HC
155    155      HC2602  20250923  ...    3345       3383      HC
156    156      HC2603  20250923  ...    3350       3385      HC
157    157      HC2604  20250923  ...    3356       3388      HC
158    158      HC2605  20250923  ...    3358       3393      HC
159    159      HC2606  20250923  ...    3370       3399      HC
160    160      HC2607  20250923  ...    3376       3405      HC
161    161      HC2608  20250923  ...    3378       3392      HC
162    162      HC2609  20250923  ...    3378       3396      HC
163    163      SS2510  20250923  ...   12790      12795      SS
164    164      SS2511  20250923  ...   12905      12910      SS
165    165      SS2512  20250923  ...   12940      12945      SS
166    166      SS2601  20250923  ...   13005      13015      SS
167    167      SS2602  20250923  ...   13065      13075      SS
168    168      SS2603  20250923  ...   13125      13140      SS
169    169      SS2604  20250923  ...   13190      13195      SS
170    170      SS2605  20250923  ...   13255      13265      SS
171    171      SS2606  20250923  ...   13305      13310      SS
172    172      SS2607  20250923  ...   13340      13360      SS
173    173      SS2608  20250923  ...   13420      13395      SS
174    174      SS2609  20250923  ...   13485      13475      SS
175    175      SC2510  20250923  ...   477.6      485.5      SC
176    176      SC2511  20250923  ...   475.3      484.2      SC
177    177      SC2512  20250923  ...   475.6      483.6      SC
178    178      SC2601  20250923  ...   475.6      482.9      SC
179    179      SC2602  20250923  ...   475.1      481.8      SC
180    180      SC2603  20250923  ...   474.4      481.1      SC
181    181      SC2604  20250923  ...   475.3      481.3      SC
182    182      SC2605  20250923  ...     475      480.9      SC
183    183      SC2606  20250923  ...   474.4      480.2      SC
184    184      SC2607  20250923  ...   472.8      480.4      SC
185    185      SC2608  20250923  ...   472.8        478      SC
186    186      SC2609  20250923  ...   471.8      477.7      SC
187    187      SC2612  20250923  ...   469.8      473.9      SC
188    188      SC2703  20250923  ...     472      475.1      SC
189    189      SC2706  20250923  ...   469.2      469.2      SC
190    190      SC2709  20250923  ...     470      473.2      SC
191    191      SC2712  20250923  ...   466.3      466.3      SC
192    192      SC2803  20250923  ...     468        470      SC
193    193      SC2806  20250923  ...   458.9      462.8      SC
194    194      SC2809  20250923  ...     461      465.7      SC
195    195      LU2510  20250923  ...    3317       3351      LU
196    196      LU2511  20250923  ...    3345       3373      LU
197    197      LU2512  20250923  ...    3328       3354      LU
198    198      LU2601  20250923  ...    3318       3342      LU
199    199      LU2602  20250923  ...    3309       3334      LU
200    200      LU2603  20250923  ...    3301       3326      LU
201    201      LU2604  20250923  ...    3294       3323      LU
202    202      LU2605  20250923  ...    3304       3326      LU
203    203      LU2606  20250923  ...    3297       3319      LU
204    204      LU2607  20250923  ...    3278       3307      LU
205    205      LU2608  20250923  ...    3274       3306      LU
206    206      LU2609  20250923  ...    3268       3292      LU
207    207      FU2510  20250923  ...    2770       2803      FU
208    208      FU2511  20250923  ...    2797       2818      FU
209    209      FU2512  20250923  ...    2776       2796      FU
210    210      FU2601  20250923  ...    2758       2778      FU
211    211      FU2602  20250923  ...    2744       2761      FU
212    212      FU2603  20250923  ...    2736       2754      FU
213    213      FU2604  20250923  ...    2730       2749      FU
214    214      FU2605  20250923  ...    2718       2739      FU
215    215      FU2606  20250923  ...    2710       2732      FU
216    216      FU2607  20250923  ...    2690       2713      FU
217    217      FU2608  20250923  ...    2684       2708      FU
218    218      FU2609  20250923  ...    2674       2695      FU
219    219      BU2510  20250923  ...    3387       3421      BU
220    220      BU2511  20250923  ...    3377       3414      BU
221    221      BU2512  20250923  ...    3324       3364      BU
222    222      BU2601  20250923  ...    3291       3336      BU
223    223      BU2602  20250923  ...    3298       3340      BU
224    224      BU2603  20250923  ...    3306       3342      BU
225    225      BU2604  20250923  ...    3312       3346      BU
226    226      BU2605  20250923  ...    3308       3346      BU
227    227      BU2606  20250923  ...    3309       3337      BU
228    228      BU2607  20250923  ...    3310       3330      BU
229    229      BU2608  20250923  ...    3302       3337      BU
230    230      BU2609  20250923  ...    3304       3332      BU
231    231      BU2612  20250923  ...    3276       3297      BU
232    232      BU2703  20250923  ...    3281       3312      BU
233    233      BU2706  20250923  ...    3289       3308      BU
234    234      BU2709  20250923  ...    3297       3337      BU
235    235      BR2510  20250923  ...   11545      11565      BR
236    236      BR2511  20250923  ...   11480      11495      BR
237    237      BR2512  20250923  ...   11465      11475      BR
238    238      BR2601  20250923  ...   11460      11475      BR
239    239      BR2602  20250923  ...   11500      11485      BR
240    240      BR2603  20250923  ...   11570      11470      BR
241    241      BR2604  20250923  ...   11540      11535      BR
242    242      BR2605  20250923  ...   11510      11545      BR
243    243      BR2606  20250923  ...   11620      11630      BR
244    244      BR2607  20250923  ...   11680      11730      BR
245    245      BR2608  20250923  ...   11685      11715      BR
246    246      BR2609  20250923  ...   11675      11675      BR
247    247      RU2510  20250923  ...   14780      14745      RU
248    248      RU2511  20250923  ...   14695      14675      RU
249    249      RU2601  20250923  ...   15570      15560      RU
250    250      RU2603  20250923  ...   15510      15560      RU
251    251      RU2604  20250923  ...   15505      15550      RU
252    252      RU2605  20250923  ...   15525      15540      RU
253    253      RU2606  20250923  ...   15655      15580      RU
254    254      RU2607  20250923  ...   15575      15580      RU
255    255      RU2608  20250923  ...   15680      15735      RU
256    256      RU2609  20250923  ...   15575      15610      RU
257    257      NR2510  20250923  ...   12390      12340      NR
258    258      NR2511  20250923  ...   12435      12365      NR
259    259      NR2512  20250923  ...   12445      12385      NR
260    260      NR2601  20250923  ...   12475      12405      NR
261    261      NR2602  20250923  ...   12460      12420      NR
262    262      NR2603  20250923  ...   12505      12385      NR
263    263      NR2604  20250923  ...   12525      12440      NR
264    264      NR2605  20250923  ...   12505      12485      NR
265    265      NR2606  20250923  ...   12495      12495      NR
266    266      NR2607  20250923  ...   12650      12650      NR
267    267      NR2608  20250923  ...   12685      12685      NR
268    268      NR2609  20250923  ...   12510      12510      NR
269    269      SP2510  20250923  ...    4984       4980      SP
270    270      SP2511  20250923  ...    5006       5006      SP
271    271      SP2512  20250923  ...    5026       5024      SP
272    272      SP2601  20250923  ...    5274       5298      SP
273    273      SP2602  20250923  ...    5264       5286      SP
274    274      SP2603  20250923  ...    5282       5304      SP
275    275      SP2604  20250923  ...    5286       5320      SP
276    276      SP2605  20250923  ...    5300       5316      SP
277    277      SP2606  20250923  ...    5308       5320      SP
278    278      SP2607  20250923  ...    5310       5322      SP
279    279      SP2608  20250923  ...    5312       5330      SP
280    280      SP2609  20250923  ...    5308       5340      SP
281    281      OP2601  20250923  ...    4230       4238      OP
282    282      OP2602  20250923  ...    4228       4232      OP
283    283      OP2603  20250923  ...    4238       4258      OP
284    284      OP2604  20250923  ...    4262       4270      OP
285    285      OP2605  20250923  ...    4276       4286      OP
286    286      OP2606  20250923  ...    4242       4242      OP
287    287      OP2607  20250923  ...    4258       4258      OP
288    288      OP2608  20250923  ...    4238       4260      OP
289    289      OP2609  20250923  ...    4342       4342      OP
290    290      EC2510  20250923  ...  1085.4       1102      EC
291    291      EC2512  20250923  ...  1622.5     1669.2      EC
292    292      EC2602  20250923  ...  1536.9     1586.4      EC
293    293      EC2604  20250923  ...  1235.7     1274.4      EC
294    294      EC2606  20250923  ...  1422.5     1454.8      EC
295    295      EC2608  20250923  ...  1591.2     1606.8      EC
296    298  SC_TAS2511  20250923  ...                     SC_TAS
297    299  SC_TAS2512  20250923  ...                     SC_TAS
298    300  SC_TAS2601  20250923  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:25:36,954 - future_1d - INFO - ak.get_shfe_daily('2025-09-23') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250923   481.2  ...   477.6      485.5      SC
1       SC2511  20250923   476.6  ...   475.3      484.2      SC
2       SC2512  20250923   477.4  ...   475.6      483.6      SC
3       SC2601  20250923   476.3  ...   475.6      482.9      SC
4       SC2602  20250923   476.6  ...   475.1      481.8      SC
5       SC2603  20250923     476  ...   474.4      481.1      SC
6       SC2604  20250923   476.6  ...   475.3      481.3      SC
7       SC2605  20250923   476.5  ...     475      480.9      SC
8       SC2606  20250923   474.7  ...   474.4      480.2      SC
9       SC2607  20250923   474.2  ...   472.8      480.4      SC
10      SC2608  20250923   473.5  ...   472.8        478      SC
11      SC2609  20250923   471.3  ...   471.8      477.7      SC
12      SC2612  20250923   470.6  ...   469.8      473.9      SC
13      SC2703  20250923          ...     472      475.1      SC
14      SC2706  20250923          ...   469.2      469.2      SC
15      SC2709  20250923          ...     470      473.2      SC
16      SC2712  20250923          ...   466.3      466.3      SC
17      SC2803  20250923          ...     468        470      SC
18      SC2806  20250923   456.5  ...   458.9      462.8      SC
19      SC2809  20250923          ...     461      465.7      SC
21      LU2510  20250923    3322  ...    3317       3351      LU
22      LU2511  20250923    3330  ...    3345       3373      LU
23      LU2512  20250923    3328  ...    3328       3354      LU
24      LU2601  20250923    3320  ...    3318       3342      LU
25      LU2602  20250923    3301  ...    3309       3334      LU
26      LU2603  20250923    3296  ...    3301       3326      LU
27      LU2604  20250923    3289  ...    3294       3323      LU
28      LU2605  20250923    3299  ...    3304       3326      LU
29      LU2606  20250923    3281  ...    3297       3319      LU
30      LU2607  20250923    3280  ...    3278       3307      LU
31      LU2608  20250923    3270  ...    3274       3306      LU
32      LU2609  20250923    3262  ...    3268       3292      LU
34      NR2510  20250923   12400  ...   12390      12340      NR
35      NR2511  20250923   12445  ...   12435      12365      NR
36      NR2512  20250923   12460  ...   12445      12385      NR
37      NR2601  20250923   12505  ...   12475      12405      NR
38      NR2602  20250923   12470  ...   12460      12420      NR
39      NR2603  20250923   12480  ...   12505      12385      NR
40      NR2604  20250923   12545  ...   12525      12440      NR
41      NR2605  20250923   12525  ...   12505      12485      NR
42      NR2606  20250923          ...   12495      12495      NR
43      NR2607  20250923          ...   12650      12650      NR
44      NR2608  20250923          ...   12685      12685      NR
45      NR2609  20250923          ...   12510      12510      NR
47      BC2510  20250923   71080  ...   70920      71050      BC
48      BC2511  20250923   71150  ...   70990      71120      BC
49      BC2512  20250923   71490  ...   71110      71490      BC
50      BC2601  20250923          ...   71300      71300      BC
51      BC2602  20250923          ...   71100      71100      BC
52      BC2603  20250923          ...   71210      71210      BC
53      BC2604  20250923          ...   71300      71300      BC
54      BC2605  20250923          ...   71300      71300      BC
55      BC2606  20250923          ...   71400      71400      BC
56      BC2607  20250923          ...   71400      71400      BC
57      BC2608  20250923          ...   71400      71400      BC
58      BC2609  20250923          ...   71550      71550      BC
60      EC2510  20250923    1101  ...  1085.4       1102      EC
61      EC2512  20250923    1640  ...  1622.5     1669.2      EC
62      EC2602  20250923  1560.1  ...  1536.9     1586.4      EC
63      EC2604  20250923    1270  ...  1235.7     1274.4      EC
64      EC2606  20250923  1453.1  ...  1422.5     1454.8      EC
65      EC2608  20250923  1586.1  ...  1591.2     1606.8      EC
68  SC_TAS2511  20250923          ...                     SC_TAS
69  SC_TAS2512  20250923          ...                     SC_TAS
70  SC_TAS2601  20250923          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 16:25:37,016 - future_1d - INFO - ak.get_ine_daily('2025-09-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250923  51015.0  ...  50335.0     51890.0       PS
1   PS2511  20250923  50900.0  ...  50170.0     51675.0       PS
2   PS2512  20250923  53420.0  ...  52510.0     54225.0       PS
3   PS2601  20250923  53070.0  ...  52240.0     54065.0       PS
4   PS2602  20250923  53345.0  ...  52145.0     54595.0       PS
5   PS2603  20250923  53410.0  ...  51780.0     54490.0       PS
6   PS2604  20250923  53440.0  ...  52115.0     54165.0       PS
7   PS2605  20250923  53100.0  ...  51960.0     53990.0       PS
8   PS2606  20250923  55615.0  ...  54160.0     56335.0       PS
9   PS2607  20250923  55715.0  ...  53800.0     56470.0       PS
10  PS2608  20250923  55385.0  ...  53725.0     56380.0       PS
11  PS2609  20250923  55295.0  ...  53680.0     56245.0       PS
13  SI2510  20250923   8900.0  ...   8905.0      9110.0       SI
14  SI2511  20250923   8930.0  ...   8945.0      9135.0       SI
15  SI2512  20250923   9330.0  ...   9350.0      9520.0       SI
16  SI2601  20250923   9310.0  ...   9305.0      9515.0       SI
17  SI2602  20250923   9320.0  ...   9320.0      9525.0       SI
18  SI2603  20250923   9390.0  ...   9340.0      9510.0       SI
19  SI2604  20250923   9330.0  ...   9335.0      9500.0       SI
20  SI2605  20250923   9330.0  ...   9355.0      9520.0       SI
21  SI2606  20250923   9345.0  ...   9335.0      9545.0       SI
22  SI2607  20250923   9380.0  ...   9355.0      9510.0       SI
23  SI2608  20250923   9340.0  ...   9350.0      9560.0       SI
24  SI2609  20250923   9380.0  ...   9360.0      9575.0       SI
27  LC2510  20250923  72880.0  ...  73160.0     73660.0       LC
28  LC2511  20250923  73040.0  ...  73460.0     73780.0       LC
29  LC2512  20250923  73240.0  ...  73540.0     73940.0       LC
30  LC2601  20250923  74160.0  ...  73440.0     73880.0       LC
31  LC2602  20250923  73120.0  ...  73360.0     73580.0       LC
32  LC2603  20250923  73520.0  ...  73320.0     73840.0       LC
33  LC2604  20250923  74180.0  ...  73900.0     74240.0       LC
34  LC2605  20250923  73860.0  ...  73800.0     74280.0       LC
35  LC2606  20250923  73700.0  ...  73500.0     74180.0       LC
36  LC2607  20250923  73460.0  ...  73440.0     73980.0       LC
37  LC2608  20250923  73600.0  ...  73500.0     74100.0       LC
38  LC2609  20250923  73680.0  ...  73580.0     74020.0       LC

[36 rows x 12 columns]
2025-09-29 16:25:37,369 - future_1d - INFO - ak.get_gfex_daily('2025-09-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250923  7156.800  ...  7034.000    7124.600       IC
1   IC2511  20250923  7093.200  ...  6972.000    7056.600       IC
2   IC2512  20250923  7033.000  ...  6888.200    6995.000       IC
3   IC2603  20250923  6857.000  ...  6715.600    6825.000       IC
4   IF2510  20250923  4516.800  ...  4482.000    4497.400       IF
5   IF2511  20250923  4502.000  ...  4472.600    4481.800       IF
6   IF2512  20250923  4495.000  ...  4454.600    4472.400       IF
7   IF2603  20250923  4469.000  ...  4425.200    4448.800       IF
8   IH2510  20250923  2917.000  ...  2911.800    2917.000       IH
9   IH2511  20250923  2915.800  ...  2912.600    2915.800       IH
10  IH2512  20250923  2920.000  ...  2912.400    2917.400       IH
11  IH2603  20250923  2921.000  ...  2911.400    2918.800       IH
12  IM2510  20250923  7402.200  ...  7250.400    7373.800       IM
13  IM2511  20250923  7319.800  ...  7160.400    7290.800       IM
14  IM2512  20250923  7236.800  ...  7075.800    7211.000       IM
15  IM2603  20250923  7029.000  ...  6870.200    7002.600       IM
16   T2512  20250923   107.905  ...   107.755     107.945        T
17   T2603  20250923   107.575  ...   107.420     107.595        T
18   T2606  20250923   107.400  ...   107.320     107.460        T
19  TF2512  20250923   105.730  ...   105.645     105.760       TF
20  TF2603  20250923   105.610  ...   105.515     105.620       TF
21  TF2606  20250923   105.530  ...   105.455     105.555       TF
22  TL2512  20250923   114.950  ...   114.540     115.090       TL
23  TL2603  20250923   114.660  ...   114.200     114.750       TL
24  TL2606  20250923   114.510  ...   114.250     114.770       TL
25  TS2512  20250923   102.394  ...   102.352     102.396       TS
26  TS2603  20250923   102.312  ...   102.280     102.324       TS
27  TS2606  20250923   102.274  ...   102.280     102.300       TS

[28 rows x 12 columns]
2025-09-29 16:25:37,742 - future_1d - INFO - ak.get_cffex_daily('2025-09-23') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250923   3909.00  ...   3876.00     3911.00        A
1     a2601  20250923   3899.00  ...   3870.00     3908.00        A
2     a2603  20250923   3912.00  ...   3872.00     3912.00        A
3     a2605  20250923   3951.00  ...   3911.00     3949.00        A
4     a2607  20250923   3956.00  ...   3917.00     3954.00        A
5     a2609  20250923   3964.00  ...   3927.00     3961.00        A
6     b2510  20250923   3678.00  ...   3576.00     3686.00        B
7     b2511  20250923   3705.00  ...   3607.00     3716.00        B
8     b2512  20250923   3740.00  ...   3645.00     3746.00        B
9     b2601  20250923   3720.00  ...   3639.00     3733.00        B
10    b2602  20250923   3717.00  ...   3635.00     3727.00        B
11    b2603  20250923   3672.00  ...   3586.00     3683.00        B
12    b2604  20250923   3560.00  ...   3494.00     3573.00        B
13    b2605  20250923   3487.00  ...   3426.00     3496.00        B
14    b2606  20250923   3445.00  ...   3401.00     3475.00        B
15    b2607  20250923   3452.00  ...   3406.00     3475.00        B
16    b2608  20250923   3547.00  ...   3510.00     3566.00        B
17    b2609  20250923   3554.00  ...   3510.00     3583.00        B
18   bb2511  20250923    141.80  ...    142.05      142.05       BB
19   bb2601  20250923    146.65  ...    146.65      146.50       BB
20   bb2603  20250923    147.10  ...    147.00      146.80       BB
21   bb2605  20250923      0.00  ...    141.60      141.45       BB
22   bb2607  20250923      0.00  ...    146.35      146.20       BB
23   bb2609  20250923      0.00  ...    146.35      146.20       BB
24   bz2603  20250923   5900.00  ...   5865.00     5922.00       BZ
25   bz2604  20250923   5866.00  ...   5841.00     5904.00       BZ
26   bz2605  20250923   5857.00  ...   5859.00     5927.00       BZ
27   bz2606  20250923      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250923      0.00  ...   5859.00     5935.00       BZ
29   bz2608  20250923      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250923   2144.00  ...   2151.00     2163.00        C
31    c2601  20250923   2135.00  ...   2134.00     2148.00        C
32    c2603  20250923   2146.00  ...   2146.00     2159.00        C
33    c2605  20250923   2210.00  ...   2207.00     2218.00        C
34    c2607  20250923   2222.00  ...   2220.00     2231.00        C
35    c2609  20250923   2238.00  ...   2235.00     2247.00        C
36   cs2511  20250923   2429.00  ...   2436.00     2453.00       CS
37   cs2601  20250923   2450.00  ...   2452.00     2467.00       CS
38   cs2603  20250923   2458.00  ...   2458.00     2473.00       CS
39   cs2605  20250923   2542.00  ...   2541.00     2554.00       CS
40   cs2607  20250923   2552.00  ...   2549.00     2562.00       CS
41   cs2609  20250923   2581.00  ...   2576.00     2591.00       CS
42   eb2509  20250923      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250923   6856.00  ...   6839.00     6947.00       EB
44   eb2511  20250923   6892.00  ...   6865.00     6952.00       EB
45   eb2512  20250923   6916.00  ...   6883.00     6970.00       EB
46   eb2601  20250923   6962.00  ...   6927.00     7012.00       EB
47   eb2602  20250923   6988.00  ...   6966.00     7058.00       EB
48   eb2603  20250923   7027.00  ...   7002.00     7095.00       EB
49   eb2604  20250923   7069.00  ...   7048.00     7110.00       EB
50   eb2605  20250923   7097.00  ...   7065.00     7145.00       EB
51   eb2606  20250923   7103.00  ...   7086.00     7173.00       EB
52   eb2607  20250923   7085.00  ...   7071.00     7137.00       EB
53   eb2608  20250923   7099.00  ...   7099.00     7243.00       EB
54   eg2509  20250923   4078.00  ...   4139.00     4338.00       EG
55   eg2510  20250923   4269.00  ...   4246.00     4279.00       EG
56   eg2511  20250923   4219.00  ...   4201.00     4234.00       EG
57   eg2512  20250923   4204.00  ...   4193.00     4246.00       EG
58   eg2601  20250923   4231.00  ...   4214.00     4249.00       EG
59   eg2602  20250923   4230.00  ...   4226.00     4241.00       EG
60   eg2603  20250923   4237.00  ...   4234.00     4271.00       EG
61   eg2604  20250923   4266.00  ...   4261.00     4294.00       EG
62   eg2605  20250923   4288.00  ...   4271.00     4305.00       EG
63   eg2606  20250923   4288.00  ...   4292.00     4311.00       EG
64   eg2607  20250923   4300.00  ...   4300.00     4321.00       EG
65   eg2608  20250923      0.00  ...   4346.00     4378.00       EG
66   fb2510  20250923   1261.00  ...   1260.00     1259.00       FB
67   fb2511  20250923   1256.00  ...   1254.50     1254.00       FB
68   fb2512  20250923   1254.00  ...   1252.50     1254.50       FB
69   fb2601  20250923   1255.50  ...   1253.50     1255.50       FB
70   fb2602  20250923   1254.50  ...   1254.50     1255.50       FB
71   fb2603  20250923   1247.50  ...   1247.00     1247.50       FB
72   fb2604  20250923      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250923      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250923      0.00  ...   1294.50     1294.50       FB
75   fb2607  20250923      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250923      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250923      0.00  ...   1296.00     1296.00       FB
78    i2510  20250923    820.50  ...    821.00      828.50        I
79    i2511  20250923    819.50  ...    816.00      824.50        I
80    i2512  20250923    817.50  ...    810.50      819.00        I
81    i2601  20250923    808.50  ...    803.50      812.50        I
82    i2602  20250923    803.00  ...    800.00      808.00        I
83    i2603  20250923    796.50  ...    793.00      802.00        I
84    i2604  20250923    793.00  ...    789.50      796.50        I
85    i2605  20250923    785.00  ...    781.00      790.00        I
86    i2606  20250923    779.50  ...    776.00      784.00        I
87    i2607  20250923    778.00  ...    771.50      779.50        I
88    i2608  20250923    773.00  ...    767.00      774.50        I
89    i2609  20250923    803.00  ...    767.50      768.50        I
90    j2510  20250923   1601.00  ...   1604.00     1621.50        J
91    j2511  20250923   1645.00  ...   1632.50     1653.00        J
92    j2512  20250923   1654.50  ...   1664.00     1698.00        J
93    j2601  20250923   1721.00  ...   1710.50     1729.00        J
94    j2602  20250923   1755.50  ...   1747.50     1760.00        J
95    j2603  20250923      0.00  ...   1783.00     1783.00        J
96    j2604  20250923      0.00  ...   1814.00     1814.00        J
97    j2605  20250923   1859.00  ...   1847.00     1868.50        J
98    j2606  20250923   1869.50  ...   1869.50     1899.50        J
99    j2607  20250923   1878.00  ...   1878.00     1902.50        J
100   j2608  20250923   1905.00  ...   1905.00     1931.50        J
101   j2609  20250923   1931.00  ...   1933.50     1948.00        J
102  jd2509  20250923   3120.00  ...   3120.00     3193.00       JD
103  jd2510  20250923   2982.00  ...   2962.00     3003.00       JD
104  jd2511  20250923   3069.00  ...   3070.00     3096.00       JD
105  jd2512  20250923   3182.00  ...   3192.00     3224.00       JD
106  jd2601  20250923   3363.00  ...   3366.00     3381.00       JD
107  jd2602  20250923   3123.00  ...   3125.00     3135.00       JD
108  jd2603  20250923   3142.00  ...   3140.00     3156.00       JD
109  jd2604  20250923   3306.00  ...   3288.00     3324.00       JD
110  jd2605  20250923   3426.00  ...   3406.00     3443.00       JD
111  jd2606  20250923   3240.00  ...   3232.00     3254.00       JD
112  jd2607  20250923   3479.00  ...   3471.00     3492.00       JD
113  jd2608  20250923   3920.00  ...   3918.00     3924.00       JD
114  jm2510  20250923   1036.00  ...   1019.00     1036.00       JM
115  jm2511  20250923   1081.00  ...   1069.50     1085.50       JM
116  jm2512  20250923   1147.50  ...   1140.50     1155.50       JM
117  jm2601  20250923   1214.00  ...   1209.50     1229.00       JM
118  jm2602  20250923   1239.50  ...   1232.50     1251.00       JM
119  jm2603  20250923   1259.00  ...   1254.50     1277.50       JM
120  jm2604  20250923   1275.50  ...   1276.00     1304.00       JM
121  jm2605  20250923   1305.00  ...   1301.00     1323.00       JM
122  jm2606  20250923   1315.00  ...   1314.50     1347.50       JM
123  jm2607  20250923   1326.50  ...   1329.50     1361.00       JM
124  jm2608  20250923   1346.00  ...   1345.50     1370.00       JM
125  jm2609  20250923   1376.00  ...   1370.50     1389.50       JM
126   l2510  20250923   7073.00  ...   7043.00     7074.00        L
127   l2511  20250923   7093.00  ...   7073.00     7107.00        L
128   l2512  20250923   7114.00  ...   7093.00     7133.00        L
129   l2601  20250923   7116.00  ...   7108.00     7153.00        L
130   l2602  20250923   7112.00  ...   7109.00     7155.00        L
131   l2603  20250923   7132.00  ...   7126.00     7167.00        L
132   l2604  20250923   7172.00  ...   7157.00     7216.00        L
133   l2605  20250923   7172.00  ...   7154.00     7204.00        L
134   l2606  20250923   7171.00  ...   7155.00     7195.00        L
135   l2607  20250923   7184.00  ...   7175.00     7206.00        L
136   l2608  20250923   7206.00  ...   7209.00     7223.00        L
137   l2609  20250923   7222.00  ...   7204.00     7237.00        L
138  lg2509  20250923    780.00  ...    780.00      780.00       LG
139  lg2511  20250923    808.00  ...    807.00      808.00       LG
140  lg2601  20250923    823.50  ...    820.00      821.00       LG
141  lg2603  20250923    825.50  ...    825.00      826.50       LG
142  lg2605  20250923    826.00  ...    827.00      830.50       LG
143  lg2607  20250923    830.00  ...    829.50      832.50       LG
144  lh2509  20250923      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250923  12760.00  ...  12730.00    12855.00       LH
146  lh2601  20250923  13310.00  ...  13280.00    13405.00       LH
147  lh2603  20250923  12745.00  ...  12685.00    12815.00       LH
148  lh2605  20250923  13230.00  ...  13130.00    13315.00       LH
149  lh2607  20250923  13905.00  ...  13780.00    13990.00       LH
150   m2511  20250923   2995.00  ...   2922.00     3003.00        M
151   m2512  20250923   3040.00  ...   2968.00     3048.00        M
152   m2601  20250923   3013.00  ...   2954.00     3030.00        M
153   m2603  20250923   2943.00  ...   2906.00     2968.00        M
154   m2605  20250923   2770.00  ...   2739.00     2784.00        M
155   m2607  20250923   2762.00  ...   2736.00     2776.00        M
156   m2608  20250923   2877.00  ...   2843.00     2887.00        M
157   m2609  20250923   2885.00  ...   2847.00     2893.00        M
158   p2510  20250923   9210.00  ...   8948.00     9244.00        P
159   p2511  20250923   9264.00  ...   9052.00     9278.00        P
160   p2512  20250923   9278.00  ...   9072.00     9292.00        P
161   p2601  20250923   9282.00  ...   9086.00     9326.00        P
162   p2602  20250923   9290.00  ...   9078.00     9276.00        P
163   p2603  20250923   9228.00  ...   9008.00     9276.00        P
164   p2604  20250923   9128.00  ...   8938.00     9216.00        P
165   p2605  20250923   9108.00  ...   8866.00     9120.00        P
166   p2606  20250923   8990.00  ...   8762.00     9002.00        P
167   p2607  20250923   8800.00  ...   8648.00     8894.00        P
168   p2608  20250923   8726.00  ...   8574.00     8834.00        P
169   p2609  20250923   8776.00  ...   8520.00     8768.00        P
170  pg2509  20250923      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250923   4314.00  ...   4318.00     4366.00       PG
172  pg2511  20250923   4258.00  ...   4247.00     4293.00       PG
173  pg2512  20250923   4194.00  ...   4185.00     4232.00       PG
174  pg2601  20250923   4132.00  ...   4123.00     4171.00       PG
175  pg2602  20250923   4056.00  ...   4055.00     4100.00       PG
176  pg2603  20250923   3994.00  ...   3977.00     4020.00       PG
177  pg2604  20250923   4348.00  ...   4332.00     4366.00       PG
178  pg2605  20250923   4261.00  ...   4246.00     4281.00       PG
179  pg2606  20250923   4197.00  ...   4197.00     4195.00       PG
180  pg2607  20250923   4134.00  ...   4134.00     4159.00       PG
181  pg2608  20250923   4080.00  ...   4080.00     4095.00       PG
182  pp2510  20250923   6755.00  ...   6750.00     6785.00       PP
183  pp2511  20250923   6796.00  ...   6782.00     6821.00       PP
184  pp2512  20250923   6839.00  ...   6818.00     6857.00       PP
185  pp2601  20250923   6866.00  ...   6850.00     6895.00       PP
186  pp2602  20250923   6852.00  ...   6836.00     6882.00       PP
187  pp2603  20250923   6839.00  ...   6840.00     6870.00       PP
188  pp2604  20250923   6887.00  ...   6876.00     6911.00       PP
189  pp2605  20250923   6905.00  ...   6900.00     6942.00       PP
190  pp2606  20250923   6877.00  ...   6852.00     6903.00       PP
191  pp2607  20250923   6865.00  ...   6842.00     6878.00       PP
192  pp2608  20250923   6871.00  ...   6859.00     6894.00       PP
193  pp2609  20250923   6900.00  ...   6892.00     6931.00       PP
194  rr2510  20250923   3614.00  ...   3619.00     3610.00       RR
195  rr2511  20250923   3616.00  ...   3615.00     3615.00       RR
196  rr2512  20250923   3616.00  ...   3615.00     3613.00       RR
197  rr2601  20250923   3622.00  ...   3620.00     3624.00       RR
198  rr2602  20250923   3606.00  ...   3606.00     3608.00       RR
199  rr2603  20250923   3612.00  ...   3612.00     3611.00       RR
200  rr2604  20250923      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250923      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250923      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250923      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250923      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250923      0.00  ...   3614.00     3614.00       RR
206   v2510  20250923   4798.00  ...   4784.00     4837.00        V
207   v2511  20250923   4848.00  ...   4819.00     4867.00        V
208   v2512  20250923   4884.00  ...   4859.00     4903.00        V
209   v2601  20250923   4927.00  ...   4903.00     4955.00        V
210   v2602  20250923   4969.00  ...   4939.00     5001.00        V
211   v2603  20250923   5002.00  ...   4976.00     5035.00        V
212   v2604  20250923   5198.00  ...   5179.00     5246.00        V
213   v2605  20250923   5232.00  ...   5203.00     5259.00        V
214   v2606  20250923   5251.00  ...   5248.00     5286.00        V
215   v2607  20250923   5281.00  ...   5269.00     5318.00        V
216   v2608  20250923   5333.00  ...   5308.00     5347.00        V
217   v2609  20250923   5352.00  ...   5331.00     5385.00        V
218   y2511  20250923   8354.00  ...   8128.00     8376.00        Y
219   y2512  20250923   8408.00  ...   8178.00     8402.00        Y
220   y2601  20250923   8310.00  ...   8136.00     8348.00        Y
221   y2603  20250923   8286.00  ...   8096.00     8282.00        Y
222   y2605  20250923   8042.00  ...   7860.00     8066.00        Y
223   y2607  20250923   8026.00  ...   7868.00     8026.00        Y
224   y2608  20250923   8000.00  ...   7852.00     8036.00        Y
225   y2609  20250923   8012.00  ...   7804.00     8000.00        Y

[226 rows x 12 columns]
2025-09-29 16:25:38,286 - future_1d - INFO - ak.get_dce_daily('2025-09-23') done
2025-09-29 16:25:40,049 - future_1d - INFO - save future_daily 2025-09-23 completed
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:25:49,056 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:25:49,170 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 16:25:49,280 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-09-29 16:25:49,508 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-09-29 16:25:49,924 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-09-29 16:25:50,491 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
2025-09-29 16:25:52,283 - future_1d - INFO - save future_daily 2025-09-24 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250925   8538.0   8648.0  ...    23753.52   8585.0      8525.0       AP
1    AP511  20250925   8378.0   8498.0  ...    20087.47   8440.0      8356.0       AP
2    AP512  20250925   8248.0   8414.0  ...     1899.21   8367.0      8296.0       AP
3    AP601  20250925   8331.0   8450.0  ...   501897.78   8385.0      8344.0       AP
4    AP603  20250925   8242.0   8303.0  ...      890.41   8244.0      8223.0       AP
5    AP604  20250925   8236.0   8269.0  ...      148.16   8231.0      8213.0       AP
6    AP605  20250925   8248.0   8312.0  ...     9355.27   8264.0      8248.0       AP
7    CF511  20250925  13710.0  13725.0  ...   312969.82  13560.0     13625.0       CF
8    CF601  20250925  13555.0  13575.0  ...  1664965.42  13515.0     13560.0       CF
9    CF603  20250925  13520.0  13540.0  ...     6561.00  13485.0     13535.0       CF
10   CF605  20250925  13550.0  13555.0  ...   191722.50  13510.0     13560.0       CF
11   CF607  20250925  13575.0  13580.0  ...     2219.85  13535.0     13590.0       CF
12   CF609  20250925  13730.0  13730.0  ...      691.62  13695.0     13735.0       CF
13   CJ512  20250925  10740.0  11070.0  ...     6390.30  10905.0     10760.0       CJ
14   CJ601  20250925  10825.0  11130.0  ...  1254628.63  10960.0     10795.0       CJ
15   CJ603  20250925  10795.0  11095.0  ...    14645.96  10925.0     10785.0       CJ
16   CJ605  20250925  10875.0  11160.0  ...   208459.47  10990.0     10830.0       CJ
17   CJ607  20250925  10935.0  11255.0  ...     2647.11  11075.0     10935.0       CJ
18   CJ609  20250925  11065.0  11370.0  ...     1031.54  11210.0     11025.0       CJ
19   CY510  20250925      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250925  19880.0  19905.0  ...   119620.88  19780.0     19775.0       CY
21   CY512  20250925  19515.0  19515.0  ...        9.76  19515.0     19495.0       CY
22   CY601  20250925  19710.0  19730.0  ...     6459.10  19690.0     19690.0       CY
23   CY602  20250925      0.0      0.0  ...        0.00  19745.0     19745.0       CY
24   CY603  20250925      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250925      0.0      0.0  ...        0.00  19730.0     19730.0       CY
26   CY605  20250925  19705.0  19765.0  ...       19.74  19735.0     19795.0       CY
27   CY606  20250925      0.0      0.0  ...        0.00  19735.0     19735.0       CY
28   CY607  20250925      0.0      0.0  ...        0.00  20005.0     20005.0       CY
29   CY608  20250925      0.0      0.0  ...        0.00  19930.0     19940.0       CY
30   CY609  20250925      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250925   1130.0   1150.0  ...     9834.72   1135.0      1109.0       FG
32   FG511  20250925   1133.0   1164.0  ...   394480.86   1145.0      1106.0       FG
33   FG512  20250925   1253.0   1282.0  ...   151791.67   1265.0      1228.0       FG
34   FG601  20250925   1252.0   1282.0  ...  9137130.71   1260.0      1232.0       FG
35   FG602  20250925   1298.0   1331.0  ...   113762.92   1308.0      1274.0       FG
36   FG603  20250925   1319.0   1330.0  ...     8819.65   1314.0      1289.0       FG
37   FG604  20250925   1372.0   1391.0  ...     2719.36   1380.0      1354.0       FG
38   FG605  20250925   1365.0   1392.0  ...   335024.93   1373.0      1354.0       FG
39   FG606  20250925   1398.0   1419.0  ...     1893.04   1402.0      1382.0       FG
40   FG607  20250925   1372.0   1412.0  ...     2289.70   1398.0      1375.0       FG
41   FG608  20250925   1434.0   1449.0  ...     1630.58   1435.0      1417.0       FG
42   FG609  20250925   1426.0   1452.0  ...    12590.62   1440.0      1414.0       FG
43   JR511  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250925   2262.0   2269.0  ...     2975.32   2263.0      2263.0       MA
52   MA511  20250925   2303.0   2307.0  ...   129297.32   2298.0      2294.0       MA
53   MA512  20250925   2333.0   2340.0  ...    92047.38   2333.0      2332.0       MA
54   MA601  20250925   2356.0   2364.0  ...   822244.57   2357.0      2355.0       MA
55   MA602  20250925   2382.0   2387.0  ...    33142.05   2380.0      2380.0       MA
56   MA603  20250925   2392.0   2400.0  ...      908.62   2397.0      2396.0       MA
57   MA604  20250925   2395.0   2395.0  ...       23.94   2394.0      2396.0       MA
58   MA605  20250925   2382.0   2391.0  ...    59705.76   2383.0      2382.0       MA
59   MA606  20250925   2394.0   2399.0  ...       45.45   2392.0      2389.0       MA
60   MA607  20250925   2366.0   2371.0  ...       28.43   2369.0      2364.0       MA
61   MA608  20250925   2370.0   2370.0  ...        2.37   2370.0      2362.0       MA
62   MA609  20250925   2347.0   2350.0  ...      264.98   2345.0      2341.0       MA
63   OI511  20250925  10136.0  10344.0  ...   679752.78  10195.0     10110.0       OI
64   OI601  20250925   9949.0  10154.0  ...  4025663.97  10033.0      9923.0       OI
65   OI603  20250925   9703.0   9912.0  ...     6903.28   9792.0      9681.0       OI
66   OI605  20250925   9456.0   9668.0  ...   210491.42   9551.0      9437.0       OI
67   OI607  20250925   9406.0   9611.0  ...     2158.04   9549.0      9387.0       OI
68   OI609  20250925   9385.0   9566.0  ...     2685.78   9524.0      9343.0       OI
69   PF510  20250925   6308.0   6382.0  ...     3524.96   6358.0      6274.0       PF
70   PF511  20250925   6310.0   6380.0  ...   613970.31   6328.0      6272.0       PF
71   PF512  20250925   6262.0   6344.0  ...   338379.21   6288.0      6238.0       PF
72   PF601  20250925   6324.0   6386.0  ...    51277.92   6346.0      6284.0       PF
73   PF602  20250925   6316.0   6390.0  ...   136637.20   6334.0      6288.0       PF
74   PF603  20250925   6340.0   6392.0  ...       34.93   6350.0      6304.0       PF
75   PF604  20250925   6386.0   6418.0  ...       25.63   6408.0      6342.0       PF
76   PF605  20250925   6400.0   6454.0  ...       25.73   6434.0      6378.0       PF
77   PF606  20250925   6414.0   6414.0  ...        3.21   6414.0      6380.0       PF
78   PF607  20250925   6484.0   6484.0  ...        3.24   6484.0      6394.0       PF
79   PF608  20250925      0.0      0.0  ...        0.00   6496.0      6402.0       PF
80   PF609  20250925   6508.0   6508.0  ...        3.25   6508.0      6442.0       PF
81   PK510  20250925   7780.0   7790.0  ...     3624.73   7770.0      7796.0       PK
82   PK511  20250925   7762.0   7784.0  ...   221707.73   7766.0      7762.0       PK
83   PK512  20250925   7762.0   7776.0  ...    85187.60   7762.0      7770.0       PK
84   PK601  20250925   7778.0   7788.0  ...    57441.67   7776.0      7790.0       PK
85   PK603  20250925   7816.0   7818.0  ...       70.30   7812.0      7830.0       PK
86   PK604  20250925   7826.0   7838.0  ...       74.44   7836.0      7836.0       PK
87   PK605  20250925   7832.0   7840.0  ...     1946.70   7834.0      7836.0       PK
88   PL601  20250925   6358.0   6384.0  ...    18325.21   6372.0      6344.0       PL
89   PL602  20250925   6399.0   6409.0  ...      563.36   6402.0      6385.0       PL
90   PL603  20250925      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250925      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250925      0.0      0.0  ...        0.00   6350.0      6330.0       PL
93   PL606  20250925      0.0      0.0  ...        0.00   6419.0      6402.0       PL
94   PL607  20250925      0.0      0.0  ...        0.00   6410.0      6410.0       PL
95   PL608  20250925      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250925      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250925   5832.0   5880.0  ...     2354.18   5856.0      5798.0       PR
104  PR511  20250925   5800.0   5846.0  ...   249600.32   5816.0      5756.0       PR
105  PR512  20250925   5792.0   5850.0  ...   209730.17   5814.0      5764.0       PR
106  PR601  20250925   5794.0   5846.0  ...   127445.00   5812.0      5746.0       PR
107  PR602  20250925   5830.0   5866.0  ...     1534.81   5848.0      5790.0       PR
108  PR603  20250925   5830.0   5866.0  ...       52.56   5840.0      5808.0       PR
109  PR604  20250925   5850.0   5886.0  ...       17.60   5868.0      5826.0       PR
110  PR605  20250925   5852.0   5904.0  ...       61.75   5882.0      5830.0       PR
111  PR606  20250925      0.0      0.0  ...        0.00   5918.0      5860.0       PR
112  PR607  20250925   5902.0   5902.0  ...        8.85   5902.0      5876.0       PR
113  PR608  20250925      0.0      0.0  ...        0.00   5940.0      5892.0       PR
114  PR609  20250925      0.0      0.0  ...        0.00   5924.0      5882.0       PR
115  PX510  20250925   6334.0   6690.0  ...    26287.94   6470.0      6604.0       PX
116  PX511  20250925   6620.0   6686.0  ...   615785.56   6640.0      6568.0       PX
117  PX512  20250925   6614.0   6678.0  ...   210198.60   6638.0      6576.0       PX
118  PX601  20250925   6610.0   6672.0  ...   168342.39   6636.0      6570.0       PX
119  PX602  20250925   6624.0   6688.0  ...     7754.97   6654.0      6582.0       PX
120  PX603  20250925   6628.0   6632.0  ...        9.94   6630.0      6570.0       PX
121  PX604  20250925   6690.0   6690.0  ...        3.35   6690.0      6616.0       PX
122  PX605  20250925   6632.0   6706.0  ...     2464.91   6672.0      6596.0       PX
123  PX606  20250925      0.0      0.0  ...        0.00   6692.0      6622.0       PX
124  PX607  20250925   6700.0   6700.0  ...        3.35   6700.0      6608.0       PX
125  PX608  20250925      0.0      0.0  ...        0.00   6674.0      6620.0       PX
126  PX609  20250925   6658.0   6698.0  ...        6.68   6678.0      6626.0       PX
127  RI511  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250925   2471.0   2494.0  ...    11208.27   2479.0      2459.0       RM
134  RM601  20250925   2408.0   2450.0  ...   897937.89   2424.0      2406.0       RM
135  RM603  20250925   2334.0   2362.0  ...     9498.76   2343.0      2334.0       RM
136  RM605  20250925   2328.0   2345.0  ...   180100.32   2328.0      2321.0       RM
137  RM607  20250925   2315.0   2335.0  ...    12049.28   2319.0      2311.0       RM
138  RM608  20250925   2411.0   2435.0  ...     1529.32   2420.0      2409.0       RM
139  RM609  20250925   2401.0   2426.0  ...     4909.94   2412.0      2396.0       RM
140  RS511  20250925   5270.0   5331.0  ...      100.91   5311.0      5278.0       RS
141  RS607  20250925   5588.0   5588.0  ...      194.69   5562.0      5552.0       RS
142  RS608  20250925   5551.0   5574.0  ...      161.01   5552.0      5543.0       RS
143  RS609  20250925   5576.0   5579.0  ...      133.34   5556.0      5549.0       RS
144  SA510  20250925   1225.0   1229.0  ...     6547.04   1222.0      1213.0       SA
145  SA511  20250925   1229.0   1241.0  ...   438284.40   1232.0      1218.0       SA
146  SA512  20250925   1298.0   1308.0  ...   342124.54   1298.0      1282.0       SA
147  SA601  20250925   1311.0   1320.0  ...  3084478.49   1311.0      1300.0       SA
148  SA602  20250925   1335.0   1349.0  ...    93123.96   1340.0      1318.0       SA
149  SA603  20250925   1344.0   1356.0  ...     3208.99   1347.0      1340.0       SA
150  SA604  20250925   1388.0   1401.0  ...      735.53   1393.0      1382.0       SA
151  SA605  20250925   1395.0   1408.0  ...   115820.62   1400.0      1389.0       SA
152  SA606  20250925   1411.0   1420.0  ...      924.29   1413.0      1401.0       SA
153  SA607  20250925   1416.0   1423.0  ...     1259.04   1418.0      1407.0       SA
154  SA608  20250925   1452.0   1453.0  ...     2568.25   1449.0      1437.0       SA
155  SA609  20250925   1449.0   1460.0  ...     5968.90   1455.0      1440.0       SA
156  SF510  20250925   5540.0   5584.0  ...     2278.10   5544.0      5536.0       SF
157  SF511  20250925   5722.0   5790.0  ...   575802.32   5724.0      5732.0       SF
158  SF512  20250925   5686.0   5758.0  ...   139267.93   5698.0      5708.0       SF
159  SF601  20250925   5692.0   5746.0  ...   169962.64   5692.0      5700.0       SF
160  SF602  20250925   5658.0   5708.0  ...    27586.73   5648.0      5662.0       SF
161  SF603  20250925   5790.0   5878.0  ...      449.34   5836.0      5858.0       SF
162  SF604  20250925   5814.0   5814.0  ...        2.91   5814.0      5832.0       SF
163  SF605  20250925   5808.0   5846.0  ...     3268.64   5790.0      5810.0       SF
164  SF606  20250925   5730.0   5800.0  ...       54.93   5782.0      5786.0       SF
165  SF607  20250925   5880.0   5940.0  ...       20.68   5910.0      5936.0       SF
166  SF608  20250925   5872.0   5950.0  ...       11.83   5914.0      5896.0       SF
167  SF609  20250925   5864.0   5922.0  ...       35.29   5882.0      5904.0       SF
168  SH510  20250925   2484.0   2485.0  ...     6882.09   2467.0      2471.0       SH
169  SH511  20250925   2502.0   2507.0  ...   542872.48   2488.0      2486.0       SH
170  SH512  20250925   2549.0   2555.0  ...   371357.74   2540.0      2533.0       SH
171  SH601  20250925   2552.0   2555.0  ...  1738819.77   2542.0      2533.0       SH
172  SH602  20250925   2572.0   2575.0  ...    38919.23   2565.0      2558.0       SH
173  SH603  20250925   2589.0   2591.0  ...     1092.08   2582.0      2574.0       SH
174  SH604  20250925   2624.0   2624.0  ...       31.47   2623.0      2620.0       SH
175  SH605  20250925   2640.0   2643.0  ...     8540.13   2633.0      2626.0       SH
176  SH606  20250925   2652.0   2652.0  ...       79.43   2648.0      2637.0       SH
177  SH607  20250925   2636.0   2647.0  ...       55.42   2639.0      2631.0       SH
178  SH608  20250925   2650.0   2650.0  ...       15.89   2648.0      2652.0       SH
179  SH609  20250925   2678.0   2678.0  ...      152.05   2668.0      2665.0       SH
180  SM510  20250925   5818.0   5832.0  ...    37009.46   5732.0      5814.0       SM
181  SM511  20250925   5908.0   5938.0  ...   461939.29   5892.0      5898.0       SM
182  SM512  20250925   5880.0   5942.0  ...   229503.51   5910.0      5898.0       SM
183  SM601  20250925   5916.0   5954.0  ...   648883.48   5904.0      5910.0       SM
184  SM602  20250925   5928.0   5960.0  ...   189915.34   5902.0      5928.0       SM
185  SM603  20250925   5948.0   5956.0  ...      940.16   5932.0      5948.0       SM
186  SM604  20250925   5920.0   5962.0  ...      130.54   5934.0      5954.0       SM
187  SM605  20250925   5946.0   5988.0  ...    12387.44   5944.0      5946.0       SM
188  SM606  20250925   5928.0   5968.0  ...       41.50   5928.0      5966.0       SM
189  SM607  20250925   5932.0   5980.0  ...       38.60   5938.0      5978.0       SM
190  SM608  20250925      0.0      0.0  ...        0.00   5988.0      5960.0       SM
191  SM609  20250925   5952.0   6016.0  ...      394.92   5984.0      5976.0       SM
192  SR511  20250925   5542.0   5556.0  ...   197387.15   5533.0      5538.0       SR
193  SR601  20250925   5492.0   5518.0  ...  1170834.61   5497.0      5483.0       SR
194  SR603  20250925   5472.0   5498.0  ...     2998.31   5481.0      5457.0       SR
195  SR605  20250925   5468.0   5483.0  ...    67385.76   5463.0      5446.0       SR
196  SR607  20250925   5466.0   5483.0  ...     3340.88   5468.0      5452.0       SR
197  SR609  20250925   5477.0   5495.0  ...     2114.39   5478.0      5466.0       SR
198  TA510  20250925   4596.0   4654.0  ...    16455.61   4630.0      4558.0       TA
199  TA511  20250925   4608.0   4668.0  ...   326553.23   4638.0      4576.0       TA
200  TA512  20250925   4626.0   4678.0  ...   129291.73   4652.0      4588.0       TA
201  TA601  20250925   4640.0   4688.0  ...  1632322.69   4658.0      4598.0       TA
202  TA602  20250925   4654.0   4698.0  ...    24535.75   4672.0      4610.0       TA
203  TA603  20250925   4620.0   4706.0  ...      437.42   4630.0      4620.0       TA
204  TA604  20250925   4664.0   4712.0  ...       32.80   4686.0      4660.0       TA
205  TA605  20250925   4668.0   4722.0  ...    57245.87   4696.0      4640.0       TA
206  TA606  20250925   4684.0   4732.0  ...       16.45   4700.0      4626.0       TA
207  TA607  20250925   4716.0   4720.0  ...        7.08   4718.0      4662.0       TA
208  TA608  20250925      0.0      0.0  ...        0.00   4744.0      4690.0       TA
209  TA609  20250925   4700.0   4768.0  ...      170.82   4746.0      4694.0       TA
210  UR510  20250925   1570.0   1571.0  ...     1056.31   1567.0      1563.0       UR
211  UR511  20250925   1657.0   1657.0  ...    71609.71   1651.0      1649.0       UR
212  UR512  20250925   1665.0   1668.0  ...    15708.84   1664.0      1663.0       UR
213  UR601  20250925   1677.0   1679.0  ...   320987.42   1675.0      1672.0       UR
214  UR602  20250925   1684.0   1686.0  ...      390.24   1682.0      1681.0       UR
215  UR603  20250925   1725.0   1728.0  ...       37.97   1726.0      1724.0       UR
216  UR604  20250925   1725.0   1727.0  ...       24.16   1726.0      1726.0       UR
217  UR605  20250925   1730.0   1730.0  ...    13083.72   1727.0      1723.0       UR
218  UR606  20250925   1725.0   1730.0  ...      110.60   1728.0      1725.0       UR
219  UR607  20250925   1753.0   1758.0  ...       21.08   1757.0      1757.0       UR
220  UR608  20250925   1750.0   1750.0  ...       14.00   1750.0      1751.0       UR
221  UR609  20250925   1740.0   1749.0  ...      338.83   1747.0      1741.0       UR
222  WH511  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:25:59,649 - future_1d - INFO - ak.get_czce_daily('2025-09-25') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250925  ...   82080      79990      CU
1        1      CU2511  20250925  ...   82160      79990      CU
2        2      CU2512  20250925  ...   82110      79980      CU
3        3      CU2601  20250925  ...   82090      79970      CU
4        4      CU2602  20250925  ...   81970      79960      CU
5        5      CU2603  20250925  ...   82050      79950      CU
6        6      CU2604  20250925  ...   81900      79970      CU
7        7      CU2605  20250925  ...   82230      79910      CU
8        8      CU2606  20250925  ...   81760      79860      CU
9        9      CU2607  20250925  ...   81710      79840      CU
10      10      CU2608  20250925  ...   81680      79880      CU
11      11      CU2609  20250925  ...   81920      79890      CU
12      12      BC2510  20250925  ...   72920      70910      BC
13      13      BC2511  20250925  ...   73030      71060      BC
14      14      BC2512  20250925  ...   73180      71110      BC
15      15      BC2601  20250925  ...   73160      71300      BC
16      16      BC2602  20250925  ...   73100      71100      BC
17      17      BC2603  20250925  ...   73000      71210      BC
18      18      BC2604  20250925  ...   73000      71300      BC
19      19      BC2605  20250925  ...   72900      71300      BC
20      20      BC2606  20250925  ...   72900      71400      BC
21      21      BC2607  20250925  ...   72800      71400      BC
22      22      BC2608  20250925  ...   73000      71400      BC
23      23      BC2609  20250925  ...   73000      71550      BC
24      24      AL2510  20250925  ...   20765      20680      AL
25      25      AL2511  20250925  ...   20780      20685      AL
26      26      AL2512  20250925  ...   20780      20690      AL
27      27      AL2601  20250925  ...   20780      20695      AL
28      28      AL2602  20250925  ...   20785      20695      AL
29      29      AL2603  20250925  ...   20815      20725      AL
30      30      AL2604  20250925  ...   20830      20750      AL
31      31      AL2605  20250925  ...   20845      20755      AL
32      32      AL2606  20250925  ...   20850      20785      AL
33      33      AL2607  20250925  ...   20850      20780      AL
34      34      AL2608  20250925  ...   20860      20775      AL
35      35      AL2609  20250925  ...   20860      20775      AL
36      36      ZN2510  20250925  ...   21960      21905      ZN
37      37      ZN2511  20250925  ...   21965      21915      ZN
38      38      ZN2512  20250925  ...   21980      21915      ZN
39      39      ZN2601  20250925  ...   21995      21930      ZN
40      40      ZN2602  20250925  ...   22030      21955      ZN
41      41      ZN2603  20250925  ...   22040      21970      ZN
42      42      ZN2604  20250925  ...   22090      22010      ZN
43      43      ZN2605  20250925  ...   22160      22045      ZN
44      44      ZN2606  20250925  ...   22185      22080      ZN
45      45      ZN2607  20250925  ...   22095      22095      ZN
46      46      ZN2608  20250925  ...   22185      22115      ZN
47      47      ZN2609  20250925  ...   22195      22145      ZN
48      48      PB2510  20250925  ...   17070      17035      PB
49      49      PB2511  20250925  ...   17110      17075      PB
50      50      PB2512  20250925  ...   17125      17090      PB
51      51      PB2601  20250925  ...   17135      17085      PB
52      52      PB2602  20250925  ...   17090      17090      PB
53      53      PB2603  20250925  ...   17175      17125      PB
54      54      PB2604  20250925  ...   17215      17215      PB
55      55      PB2605  20250925  ...   17170      17140      PB
56      56      PB2606  20250925  ...   17190      17160      PB
57      57      PB2607  20250925  ...   17175      17175      PB
58      58      PB2608  20250925  ...   17210      17140      PB
59      59      PB2609  20250925  ...   17230      17185      PB
60      60      NI2510  20250925  ...  122390     121450      NI
61      61      NI2511  20250925  ...  122730     121680      NI
62      62      NI2512  20250925  ...  122960     121810      NI
63      63      NI2601  20250925  ...  123080     122020      NI
64      64      NI2602  20250925  ...  123580     122250      NI
65      65      NI2603  20250925  ...  123430     122510      NI
66      66      NI2604  20250925  ...  123660     122640      NI
67      67      NI2605  20250925  ...  123980     122920      NI
68      68      NI2606  20250925  ...  123830     123050      NI
69      69      NI2607  20250925  ...  124190     123340      NI
70      70      NI2608  20250925  ...  125100     123750      NI
71      71      NI2609  20250925  ...  125630     124090      NI
72      72      SN2510  20250925  ...  273150     271570      SN
73      73      SN2511  20250925  ...  273490     271840      SN
74      74      SN2512  20250925  ...  273700     272030      SN
75      75      SN2601  20250925  ...  273840     272140      SN
76      76      SN2602  20250925  ...  273860     272100      SN
77      77      SN2603  20250925  ...  274180     272640      SN
78      78      SN2604  20250925  ...  274410     272870      SN
79      79      SN2605  20250925  ...  274840     273140      SN
80      80      SN2606  20250925  ...  274920     273310      SN
81      81      SN2607  20250925  ...  274910     273200      SN
82      82      SN2608  20250925  ...  275220     273380      SN
83      83      SN2609  20250925  ...  276240     273670      SN
84      84      AO2510  20250925  ...    2875       2858      AO
85      85      AO2511  20250925  ...    2897       2871      AO
86      86      AO2512  20250925  ...    2912       2882      AO
87      87      AO2601  20250925  ...    2927       2894      AO
88      88      AO2602  20250925  ...    2936       2906      AO
89      89      AO2603  20250925  ...    3003       2975      AO
90      90      AO2604  20250925  ...    3007       2980      AO
91      91      AO2605  20250925  ...    3016       2986      AO
92      92      AO2606  20250925  ...    3023       2993      AO
93      93      AO2607  20250925  ...    3032       2996      AO
94      94      AO2608  20250925  ...    3036       3007      AO
95      95      AO2609  20250925  ...    3045       3020      AO
96      96      AD2511  20250925  ...   20360      20320      AD
97      97      AD2512  20250925  ...   20405      20315      AD
98      98      AD2601  20250925  ...   20410      20320      AD
99      99      AD2602  20250925  ...   20440      20320      AD
100    100      AD2603  20250925  ...   20300      20300      AD
101    101      AD2604  20250925  ...   20320      20320      AD
102    102      AD2605  20250925  ...   20320      20320      AD
103    103      AD2606  20250925  ...   20385      20305      AD
104    104      AD2607  20250925  ...   20510      20510      AD
105    105      AD2608  20250925  ...   20515      20515      AD
106    106      AD2609  20250925  ...   20335      20335      AD
107    107      AU2510  20250925  ...  853.14     854.98      AU
108    108      AU2511  20250925  ...  854.06     856.34      AU
109    109      AU2512  20250925  ...  855.96      858.6      AU
110    110      AU2602  20250925  ...   858.8     860.92      AU
111    111      AU2604  20250925  ...  860.04     863.22      AU
112    112      AU2606  20250925  ...  863.34     865.94      AU
113    113      AU2608  20250925  ...  865.28     869.22      AU
114    114      AU2610  20250925  ...  869.38     872.52      AU
115    115      AG2510  20250925  ...   10358      10356      AG
116    116      AG2511  20250925  ...   10374      10388      AG
117    117      AG2512  20250925  ...   10396      10403      AG
118    118      AG2601  20250925  ...   10407      10415      AG
119    119      AG2602  20250925  ...   10420      10423      AG
120    120      AG2603  20250925  ...   10441      10438      AG
121    121      AG2604  20250925  ...   10454      10454      AG
122    122      AG2605  20250925  ...   10463      10468      AG
123    123      AG2606  20250925  ...   10478      10479      AG
124    124      AG2607  20250925  ...   10491      10496      AG
125    125      AG2608  20250925  ...   10504      10509      AG
126    126      AG2609  20250925  ...   10512      10514      AG
127    127      RB2510  20250925  ...    3072       3066      RB
128    128      RB2511  20250925  ...    3087       3082      RB
129    129      RB2512  20250925  ...    3144       3136      RB
130    130      RB2601  20250925  ...    3164       3157      RB
131    131      RB2602  20250925  ...    3165       3159      RB
132    132      RB2603  20250925  ...    3183       3175      RB
133    133      RB2604  20250925  ...    3204       3193      RB
134    134      RB2605  20250925  ...    3223       3217      RB
135    135      RB2606  20250925  ...    3238       3235      RB
136    136      RB2607  20250925  ...    3247       3246      RB
137    137      RB2608  20250925  ...    3248       3241      RB
138    138      RB2609  20250925  ...    3255       3244      RB
139    139      WR2510  20250925  ...    3233       3233      WR
140    140      WR2511  20250925  ...    3330       3343      WR
141    141      WR2512  20250925  ...    3324       3324      WR
142    142      WR2601  20250925  ...    3339       3349      WR
143    143      WR2602  20250925  ...    3353       3339      WR
144    144      WR2603  20250925  ...    3399       3399      WR
145    145      WR2604  20250925  ...    3389       3389      WR
146    146      WR2605  20250925  ...    3413       3414      WR
147    147      WR2606  20250925  ...    3372       3372      WR
148    148      WR2607  20250925  ...    3390       3390      WR
149    149      WR2608  20250925  ...    3371       3371      WR
150    150      WR2609  20250925  ...    3418       3418      WR
151    151      HC2510  20250925  ...    3415       3401      HC
152    152      HC2511  20250925  ...    3391       3380      HC
153    153      HC2512  20250925  ...    3378       3368      HC
154    154      HC2601  20250925  ...    3354       3350      HC
155    155      HC2602  20250925  ...    3353       3346      HC
156    156      HC2603  20250925  ...    3357       3351      HC
157    157      HC2604  20250925  ...    3358       3349      HC
158    158      HC2605  20250925  ...    3364       3358      HC
159    159      HC2606  20250925  ...    3360       3362      HC
160    160      HC2607  20250925  ...    3376       3369      HC
161    161      HC2608  20250925  ...    3371       3371      HC
162    162      HC2609  20250925  ...    3383       3383      HC
163    163      SS2510  20250925  ...   12800      12790      SS
164    164      SS2511  20250925  ...   12915      12905      SS
165    165      SS2512  20250925  ...   12960      12945      SS
166    166      SS2601  20250925  ...   13020      13005      SS
167    167      SS2602  20250925  ...   13070      13040      SS
168    168      SS2603  20250925  ...   13175      13125      SS
169    169      SS2604  20250925  ...   13215      13180      SS
170    170      SS2605  20250925  ...   13295      13260      SS
171    171      SS2606  20250925  ...   13340      13305      SS
172    172      SS2607  20250925  ...   13410      13395      SS
173    173      SS2608  20250925  ...   13465      13420      SS
174    174      SS2609  20250925  ...   13535      13485      SS
175    175      SC2510  20250925  ...   489.3      479.3      SC
176    176      SC2511  20250925  ...   488.9      482.3      SC
177    177      SC2512  20250925  ...   489.8      482.8      SC
178    178      SC2601  20250925  ...   489.8      482.7      SC
179    179      SC2602  20250925  ...   488.9      482.1      SC
180    180      SC2603  20250925  ...   488.3      481.8      SC
181    181      SC2604  20250925  ...     488      482.5      SC
182    182      SC2605  20250925  ...   486.8      480.8      SC
183    183      SC2606  20250925  ...   486.3        480      SC
184    184      SC2607  20250925  ...   487.3        480      SC
185    185      SC2608  20250925  ...   485.8      478.1      SC
186    186      SC2609  20250925  ...   482.7      477.8      SC
187    187      SC2612  20250925  ...   473.5        472      SC
188    188      SC2703  20250925  ...   478.3      473.1      SC
189    189      SC2706  20250925  ...     476      469.2      SC
190    190      SC2709  20250925  ...     477        470      SC
191    191      SC2712  20250925  ...   477.8      469.1      SC
192    192      SC2803  20250925  ...     476        468      SC
193    193      SC2806  20250925  ...   473.2      465.8      SC
194    194      SC2809  20250925  ...   472.1      464.2      SC
195    195      LU2510  20250925  ...    3366       3366      LU
196    196      LU2511  20250925  ...    3435       3397      LU
197    197      LU2512  20250925  ...    3430       3385      LU
198    198      LU2601  20250925  ...    3418       3377      LU
199    199      LU2602  20250925  ...    3400       3362      LU
200    200      LU2603  20250925  ...    3398       3358      LU
201    201      LU2604  20250925  ...    3395       3356      LU
202    202      LU2605  20250925  ...    3390       3356      LU
203    203      LU2606  20250925  ...    3393       3347      LU
204    204      LU2607  20250925  ...    3377       3344      LU
205    205      LU2608  20250925  ...    3366       3334      LU
206    206      LU2609  20250925  ...    3346       3320      LU
207    207      FU2510  20250925  ...    2933       2879      FU
208    208      FU2511  20250925  ...    2948       2888      FU
209    209      FU2512  20250925  ...    2905       2867      FU
210    210      FU2601  20250925  ...    2883       2850      FU
211    211      FU2602  20250925  ...    2865       2837      FU
212    212      FU2603  20250925  ...    2853       2822      FU
213    213      FU2604  20250925  ...    2840       2808      FU
214    214      FU2605  20250925  ...    2827       2800      FU
215    215      FU2606  20250925  ...    2811       2782      FU
216    216      FU2607  20250925  ...    2784       2753      FU
217    217      FU2608  20250925  ...    2758       2728      FU
218    218      FU2609  20250925  ...    2737       2719      FU
219    219      BU2510  20250925  ...    3444       3413      BU
220    220      BU2511  20250925  ...    3426       3396      BU
221    221      BU2512  20250925  ...    3373       3346      BU
222    222      BU2601  20250925  ...    3341       3314      BU
223    223      BU2602  20250925  ...    3348       3318      BU
224    224      BU2603  20250925  ...    3361       3335      BU
225    225      BU2604  20250925  ...    3337       3312      BU
226    226      BU2605  20250925  ...    3365       3332      BU
227    227      BU2606  20250925  ...    3362       3333      BU
228    228      BU2607  20250925  ...    3365       3327      BU
229    229      BU2608  20250925  ...    3344       3323      BU
230    230      BU2609  20250925  ...    3352       3333      BU
231    231      BU2612  20250925  ...    3319       3300      BU
232    232      BU2703  20250925  ...    3329       3281      BU
233    233      BU2706  20250925  ...    3327       3312      BU
234    234      BU2709  20250925  ...    3333       3320      BU
235    235      BR2510  20250925  ...   11560      11595      BR
236    236      BR2511  20250925  ...   11555      11545      BR
237    237      BR2512  20250925  ...   11555      11535      BR
238    238      BR2601  20250925  ...   11545      11525      BR
239    239      BR2602  20250925  ...   11555      11545      BR
240    240      BR2603  20250925  ...   11595      11605      BR
241    241      BR2604  20250925  ...   11640      11640      BR
242    242      BR2605  20250925  ...   11615      11580      BR
243    243      BR2606  20250925  ...   11620      11620      BR
244    244      BR2607  20250925  ...   11745      11680      BR
245    245      BR2608  20250925  ...   11745      11745      BR
246    246      BR2609  20250925  ...   11750      11750      BR
247    247      RU2510  20250925  ...   14680      14740      RU
248    248      RU2511  20250925  ...   14705      14715      RU
249    249      RU2601  20250925  ...   15630      15605      RU
250    250      RU2603  20250925  ...   15625      15590      RU
251    251      RU2604  20250925  ...   15625      15570      RU
252    252      RU2605  20250925  ...   15575      15545      RU
253    253      RU2606  20250925  ...   15635      15585      RU
254    254      RU2607  20250925  ...   15580      15600      RU
255    255      RU2608  20250925  ...   15625      15685      RU
256    256      RU2609  20250925  ...   15550      15600      RU
257    257      NR2510  20250925  ...   12440      12415      NR
258    258      NR2511  20250925  ...   12485      12455      NR
259    259      NR2512  20250925  ...   12500      12465      NR
260    260      NR2601  20250925  ...   12525      12490      NR
261    261      NR2602  20250925  ...   12520      12490      NR
262    262      NR2603  20250925  ...   12530      12510      NR
263    263      NR2604  20250925  ...   12565      12530      NR
264    264      NR2605  20250925  ...   12575      12600      NR
265    265      NR2606  20250925  ...   12600      12495      NR
266    266      NR2607  20250925  ...   12650      12650      NR
267    267      NR2608  20250925  ...   12685      12685      NR
268    268      NR2609  20250925  ...   12510      12510      NR
269    269      SP2510  20250925  ...    5018       4984      SP
270    270      SP2511  20250925  ...    5050       5010      SP
271    271      SP2512  20250925  ...    5068       5026      SP
272    272      SP2601  20250925  ...    5304       5268      SP
273    273      SP2602  20250925  ...    5292       5258      SP
274    274      SP2603  20250925  ...    5310       5272      SP
275    275      SP2604  20250925  ...    5318       5282      SP
276    276      SP2605  20250925  ...    5318       5286      SP
277    277      SP2606  20250925  ...    5324       5282      SP
278    278      SP2607  20250925  ...    5320       5268      SP
279    279      SP2608  20250925  ...    5326       5292      SP
280    280      SP2609  20250925  ...    5328       5280      SP
281    281      OP2601  20250925  ...    4238       4230      OP
282    282      OP2602  20250925  ...    4228       4228      OP
283    283      OP2603  20250925  ...    4266       4246      OP
284    284      OP2604  20250925  ...    4262       4262      OP
285    285      OP2605  20250925  ...    4266       4266      OP
286    286      OP2606  20250925  ...    4236       4242      OP
287    287      OP2607  20250925  ...    4238       4238      OP
288    288      OP2608  20250925  ...    4240       4238      OP
289    289      OP2609  20250925  ...    4336       4338      OP
290    290      EC2510  20250925  ...  1160.6       1128      EC
291    291      EC2512  20250925  ...  1746.6     1678.9      EC
292    292      EC2602  20250925  ...  1647.8     1572.8      EC
293    293      EC2604  20250925  ...  1276.4     1257.3      EC
294    294      EC2606  20250925  ...  1467.5     1436.5      EC
295    295      EC2608  20250925  ...  1619.8     1591.5      EC
296    298  SC_TAS2511  20250925  ...                     SC_TAS
297    299  SC_TAS2512  20250925  ...                     SC_TAS
298    300  SC_TAS2601  20250925  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:25:59,749 - future_1d - INFO - ak.get_shfe_daily('2025-09-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250925   486.8  ...   489.3      479.3      SC
1       SC2511  20250925   486.3  ...   488.9      482.3      SC
2       SC2512  20250925   486.8  ...   489.8      482.8      SC
3       SC2601  20250925   486.5  ...   489.8      482.7      SC
4       SC2602  20250925   487.6  ...   488.9      482.1      SC
5       SC2603  20250925   481.3  ...   488.3      481.8      SC
6       SC2604  20250925   485.8  ...     488      482.5      SC
7       SC2605  20250925     485  ...   486.8      480.8      SC
8       SC2606  20250925   483.7  ...   486.3        480      SC
9       SC2607  20250925   487.4  ...   487.3        480      SC
10      SC2608  20250925   486.1  ...   485.8      478.1      SC
11      SC2609  20250925   482.5  ...   482.7      477.8      SC
12      SC2612  20250925          ...   473.5        472      SC
13      SC2703  20250925          ...   478.3      473.1      SC
14      SC2706  20250925          ...     476      469.2      SC
15      SC2709  20250925     477  ...     477        470      SC
16      SC2712  20250925   477.8  ...   477.8      469.1      SC
17      SC2803  20250925     476  ...     476        468      SC
18      SC2806  20250925   473.5  ...   473.2      465.8      SC
19      SC2809  20250925   472.9  ...   472.1      464.2      SC
21      LU2510  20250925          ...    3366       3366      LU
22      LU2511  20250925    3411  ...    3435       3397      LU
23      LU2512  20250925    3409  ...    3430       3385      LU
24      LU2601  20250925    3393  ...    3418       3377      LU
25      LU2602  20250925    3375  ...    3400       3362      LU
26      LU2603  20250925    3380  ...    3398       3358      LU
27      LU2604  20250925    3394  ...    3395       3356      LU
28      LU2605  20250925    3389  ...    3390       3356      LU
29      LU2606  20250925    3386  ...    3393       3347      LU
30      LU2607  20250925    3376  ...    3377       3344      LU
31      LU2608  20250925    3367  ...    3366       3334      LU
32      LU2609  20250925    3331  ...    3346       3320      LU
34      NR2510  20250925   12425  ...   12440      12415      NR
35      NR2511  20250925   12470  ...   12485      12455      NR
36      NR2512  20250925   12520  ...   12500      12465      NR
37      NR2601  20250925   12490  ...   12525      12490      NR
38      NR2602  20250925   12505  ...   12520      12490      NR
39      NR2603  20250925   12500  ...   12530      12510      NR
40      NR2604  20250925   12560  ...   12565      12530      NR
41      NR2605  20250925   12565  ...   12575      12600      NR
42      NR2606  20250925   12600  ...   12600      12495      NR
43      NR2607  20250925          ...   12650      12650      NR
44      NR2608  20250925          ...   12685      12685      NR
45      NR2609  20250925          ...   12510      12510      NR
47      BC2510  20250925   71790  ...   72920      70910      BC
48      BC2511  20250925   72000  ...   73030      71060      BC
49      BC2512  20250925   72500  ...   73180      71110      BC
50      BC2601  20250925   73350  ...   73160      71300      BC
51      BC2602  20250925          ...   73100      71100      BC
52      BC2603  20250925          ...   73000      71210      BC
53      BC2604  20250925          ...   73000      71300      BC
54      BC2605  20250925          ...   72900      71300      BC
55      BC2606  20250925          ...   72900      71400      BC
56      BC2607  20250925          ...   72800      71400      BC
57      BC2608  20250925          ...   73000      71400      BC
58      BC2609  20250925          ...   73000      71550      BC
60      EC2510  20250925    1161  ...  1160.6       1128      EC
61      EC2512  20250925  1740.1  ...  1746.6     1678.9      EC
62      EC2602  20250925    1620  ...  1647.8     1572.8      EC
63      EC2604  20250925  1282.6  ...  1276.4     1257.3      EC
64      EC2606  20250925    1466  ...  1467.5     1436.5      EC
65      EC2608  20250925    1626  ...  1619.8     1591.5      EC
68  SC_TAS2511  20250925          ...                     SC_TAS
69  SC_TAS2512  20250925          ...                     SC_TAS
70  SC_TAS2601  20250925          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 16:25:59,833 - future_1d - INFO - ak.get_ine_daily('2025-09-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250925  52135.0  ...  51595.0     51390.0       PS
1   PS2511  20250925  51480.0  ...  51360.0     50910.0       PS
2   PS2512  20250925  54010.0  ...  53675.0     53295.0       PS
3   PS2601  20250925  53500.0  ...  53200.0     52905.0       PS
4   PS2602  20250925  53460.0  ...  53205.0     52855.0       PS
5   PS2603  20250925  53235.0  ...  53035.0     52725.0       PS
6   PS2604  20250925  53280.0  ...  53005.0     52925.0       PS
7   PS2605  20250925  53200.0  ...  52930.0     52675.0       PS
8   PS2606  20250925  55500.0  ...  54935.0     54420.0       PS
9   PS2607  20250925  55160.0  ...  54870.0     54480.0       PS
10  PS2608  20250925  55155.0  ...  54605.0     54375.0       PS
11  PS2609  20250925  54815.0  ...  54620.0     54450.0       PS
13  SI2510  20250925   8980.0  ...   9020.0      8925.0       SI
14  SI2511  20250925   9035.0  ...   9030.0      8990.0       SI
15  SI2512  20250925   9405.0  ...   9425.0      9385.0       SI
16  SI2601  20250925   9400.0  ...   9390.0      9355.0       SI
17  SI2602  20250925   9370.0  ...   9390.0      9380.0       SI
18  SI2603  20250925   9395.0  ...   9420.0      9400.0       SI
19  SI2604  20250925   9405.0  ...   9405.0      9410.0       SI
20  SI2605  20250925   9445.0  ...   9420.0      9385.0       SI
21  SI2606  20250925   9435.0  ...   9445.0      9385.0       SI
22  SI2607  20250925   9460.0  ...   9465.0      9415.0       SI
23  SI2608  20250925   9420.0  ...   9425.0      9410.0       SI
24  SI2609  20250925   9405.0  ...   9425.0      9390.0       SI
27  LC2510  20250925  72720.0  ...  73100.0     73280.0       LC
28  LC2511  20250925  72980.0  ...  73580.0     73360.0       LC
29  LC2512  20250925  73060.0  ...  73660.0     73500.0       LC
30  LC2601  20250925  72900.0  ...  73620.0     73360.0       LC
31  LC2602  20250925  72680.0  ...  73360.0     73160.0       LC
32  LC2603  20250925  72800.0  ...  73480.0     73160.0       LC
33  LC2604  20250925  73260.0  ...  73760.0     73580.0       LC
34  LC2605  20250925  73260.0  ...  73740.0     73520.0       LC
35  LC2606  20250925  73040.0  ...  73460.0     73400.0       LC
36  LC2607  20250925  73040.0  ...  73360.0     73200.0       LC
37  LC2608  20250925  73040.0  ...  73480.0     73220.0       LC
38  LC2609  20250925  74000.0  ...  73540.0     73240.0       LC

[36 rows x 12 columns]
2025-09-29 16:26:00,021 - future_1d - INFO - ak.get_gfex_daily('2025-09-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250925  7263.000  ...  7311.000    7260.400       IC
1   IC2511  20250925  7209.800  ...  7240.200    7190.400       IC
2   IC2512  20250925  7139.000  ...  7185.400    7135.800       IC
3   IC2603  20250925  6976.000  ...  7007.000    6960.000       IC
4   IF2510  20250925  4548.000  ...  4596.600    4547.200       IF
5   IF2511  20250925  4533.200  ...  4581.600    4528.800       IF
6   IF2512  20250925  4523.400  ...  4572.400    4522.600       IF
7   IF2603  20250925  4493.000  ...  4539.600    4493.600       IF
8   IH2510  20250925  2941.000  ...  2958.000    2939.200       IH
9   IH2511  20250925  2942.000  ...  2956.400    2936.600       IH
10  IH2512  20250925  2941.000  ...  2958.400    2938.200       IH
11  IH2603  20250925  2944.800  ...  2955.800    2939.000       IH
12  IM2510  20250925  7460.600  ...  7456.400    7454.800       IM
13  IM2511  20250925  7383.600  ...  7369.200    7370.800       IM
14  IM2512  20250925  7290.000  ...  7290.800    7288.400       IM
15  IM2603  20250925  7080.000  ...  7076.400    7074.000       IM
16   T2512  20250925   107.600  ...   107.540     107.620        T
17   T2603  20250925   107.235  ...   107.175     107.275        T
18   T2606  20250925   107.205  ...   107.115     107.195        T
19  TF2512  20250925   105.510  ...   105.475     105.540       TF
20  TF2603  20250925   105.380  ...   105.335     105.415       TF
21  TF2606  20250925   105.345  ...   105.335     105.360       TF
22  TL2512  20250925   113.840  ...   113.960     113.990       TL
23  TL2603  20250925   113.490  ...   113.620     113.630       TL
24  TL2606  20250925   113.400  ...   113.540     113.620       TL
25  TS2512  20250925   102.306  ...   102.300     102.324       TS
26  TS2603  20250925   102.226  ...   102.220     102.248       TS
27  TS2606  20250925   102.250  ...   102.226     102.262       TS

[28 rows x 12 columns]
2025-09-29 16:26:00,395 - future_1d - INFO - ak.get_cffex_daily('2025-09-25') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250925   3916.0  ...   3930.00     3890.00        A
1     a2601  20250925   3898.0  ...   3912.00     3879.00        A
2     a2603  20250925   3900.0  ...   3912.00     3886.00        A
3     a2605  20250925   3929.0  ...   3944.00     3929.00        A
4     a2607  20250925   3931.0  ...   3943.00     3931.00        A
5     a2609  20250925   3941.0  ...   3951.00     3942.00        A
6     b2510  20250925   3591.0  ...   3628.00     3575.00        B
7     b2511  20250925   3618.0  ...   3636.00     3582.00        B
8     b2512  20250925   3632.0  ...   3652.00     3611.00        B
9     b2601  20250925   3645.0  ...   3651.00     3605.00        B
10    b2602  20250925   3640.0  ...   3654.00     3608.00        B
11    b2603  20250925   3605.0  ...   3618.00     3580.00        B
12    b2604  20250925   3519.0  ...   3521.00     3495.00        B
13    b2605  20250925   3437.0  ...   3450.00     3425.00        B
14    b2606  20250925   3419.0  ...   3426.00     3405.00        B
15    b2607  20250925   3452.0  ...   3429.00     3413.00        B
16    b2608  20250925   3517.0  ...   3525.00     3508.00        B
17    b2609  20250925   3539.0  ...   3538.00     3516.00        B
18   bb2511  20250925    141.9  ...    142.00      142.00       BB
19   bb2601  20250925    147.0  ...    146.95      146.80       BB
20   bb2603  20250925      0.0  ...    147.00      147.00       BB
21   bb2605  20250925      0.0  ...    141.70      141.60       BB
22   bb2607  20250925      0.0  ...    146.45      146.35       BB
23   bb2609  20250925      0.0  ...    146.45      146.35       BB
24   bz2603  20250925   5916.0  ...   5930.00     5910.00       BZ
25   bz2604  20250925   5908.0  ...   5914.00     5902.00       BZ
26   bz2605  20250925   5929.0  ...   5939.00     5916.00       BZ
27   bz2606  20250925      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250925      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250925      0.0  ...   5884.00     5884.00       BZ
30    c2511  20250925   2167.0  ...   2166.00     2158.00        C
31    c2601  20250925   2137.0  ...   2136.00     2134.00        C
32    c2603  20250925   2147.0  ...   2144.00     2146.00        C
33    c2605  20250925   2204.0  ...   2199.00     2201.00        C
34    c2607  20250925   2216.0  ...   2211.00     2214.00        C
35    c2609  20250925   2231.0  ...   2227.00     2231.00        C
36   cs2511  20250925   2474.0  ...   2476.00     2458.00       CS
37   cs2601  20250925   2469.0  ...   2466.00     2459.00       CS
38   cs2603  20250925   2465.0  ...   2466.00     2461.00       CS
39   cs2605  20250925   2545.0  ...   2546.00     2540.00       CS
40   cs2607  20250925   2558.0  ...   2551.00     2549.00       CS
41   cs2609  20250925   2593.0  ...   2590.00     2588.00       CS
42   eb2509  20250925      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250925   6915.0  ...   6919.00     6884.00       EB
44   eb2511  20250925   6938.0  ...   6958.00     6923.00       EB
45   eb2512  20250925   6970.0  ...   6974.00     6940.00       EB
46   eb2601  20250925   6994.0  ...   7000.00     6978.00       EB
47   eb2602  20250925   7028.0  ...   7030.00     7013.00       EB
48   eb2603  20250925   7064.0  ...   7069.00     7051.00       EB
49   eb2604  20250925   7090.0  ...   7098.00     7085.00       EB
50   eb2605  20250925   7118.0  ...   7111.00     7107.00       EB
51   eb2606  20250925      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250925   7134.0  ...   7134.00     7071.00       EB
53   eb2608  20250925      0.0  ...   7177.00     7178.00       EB
54   eg2509  20250925      0.0  ...   4175.00     4139.00       EG
55   eg2510  20250925   4293.0  ...   4300.00     4259.00       EG
56   eg2511  20250925   4112.0  ...   4230.00     4219.00       EG
57   eg2512  20250925   4231.0  ...   4236.00     4228.00       EG
58   eg2601  20250925   4255.0  ...   4249.00     4227.00       EG
59   eg2602  20250925   4258.0  ...   4260.00     4240.00       EG
60   eg2603  20250925   4269.0  ...   4270.00     4247.00       EG
61   eg2604  20250925      0.0  ...   4285.00     4279.00       EG
62   eg2605  20250925   4315.0  ...   4309.00     4286.00       EG
63   eg2606  20250925      0.0  ...   4300.00     4290.00       EG
64   eg2607  20250925      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250925      0.0  ...   4346.00     4346.00       EG
66   fb2510  20250925   1261.0  ...   1262.50     1259.50       FB
67   fb2511  20250925   1254.0  ...   1254.50     1254.50       FB
68   fb2512  20250925   1253.5  ...   1253.50     1254.00       FB
69   fb2601  20250925   1254.5  ...   1255.00     1254.50       FB
70   fb2602  20250925   1256.0  ...   1255.00     1255.50       FB
71   fb2603  20250925   1245.0  ...   1245.50     1246.00       FB
72   fb2604  20250925      0.0  ...   1252.00     1252.00       FB
73   fb2605  20250925      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250925      0.0  ...   1292.00     1292.00       FB
75   fb2607  20250925      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250925      0.0  ...   1308.00     1308.00       FB
77   fb2609  20250925      0.0  ...   1296.00     1296.00       FB
78    i2510  20250925    822.0  ...    821.00      820.00        I
79    i2511  20250925    816.0  ...    816.00      816.00        I
80    i2512  20250925    811.5  ...    811.00      811.00        I
81    i2601  20250925    805.5  ...    804.00      803.50        I
82    i2602  20250925    799.5  ...    799.50      799.00        I
83    i2603  20250925    795.0  ...    794.50      793.00        I
84    i2604  20250925    789.5  ...    791.00      789.50        I
85    i2605  20250925    784.0  ...    784.50      781.50        I
86    i2606  20250925    777.5  ...    779.50      777.00        I
87    i2607  20250925    772.5  ...    774.50      771.50        I
88    i2608  20250925    768.0  ...    769.50      767.00        I
89    i2609  20250925    762.0  ...    764.00      762.00        I
90    j2510  20250925   1630.0  ...   1645.00     1628.00        J
91    j2511  20250925   1657.5  ...   1667.00     1655.00        J
92    j2512  20250925   1705.0  ...   1715.50     1690.50        J
93    j2601  20250925   1730.0  ...   1741.00     1725.50        J
94    j2602  20250925      0.0  ...   1757.50     1747.50        J
95    j2603  20250925      0.0  ...   1783.00     1783.00        J
96    j2604  20250925      0.0  ...   1841.50     1841.50        J
97    j2605  20250925   1863.0  ...   1885.50     1869.50        J
98    j2606  20250925   1888.5  ...   1901.00     1869.50        J
99    j2607  20250925   1900.0  ...   1910.50     1898.50        J
100   j2608  20250925      0.0  ...   1919.50     1919.50        J
101   j2609  20250925   1938.0  ...   1956.50     1943.00        J
102  jd2509  20250925      0.0  ...   3220.00     3250.00       JD
103  jd2510  20250925   2936.0  ...   2977.00     2958.00       JD
104  jd2511  20250925   3055.0  ...   3073.00     3057.00       JD
105  jd2512  20250925   3182.0  ...   3203.00     3182.00       JD
106  jd2601  20250925   3355.0  ...   3365.00     3354.00       JD
107  jd2602  20250925   3122.0  ...   3117.00     3122.00       JD
108  jd2603  20250925   3150.0  ...   3145.00     3144.00       JD
109  jd2604  20250925   3274.0  ...   3265.00     3268.00       JD
110  jd2605  20250925   3394.0  ...   3392.00     3391.00       JD
111  jd2606  20250925   3234.0  ...   3234.00     3228.00       JD
112  jd2607  20250925   3474.0  ...   3478.00     3472.00       JD
113  jd2608  20250925   3921.0  ...   3920.00     3918.00       JD
114  jm2510  20250925   1032.5  ...   1026.00     1025.50       JM
115  jm2511  20250925   1075.0  ...   1080.50     1078.50       JM
116  jm2512  20250925   1155.0  ...   1152.50     1149.50       JM
117  jm2601  20250925   1229.5  ...   1229.00     1222.50       JM
118  jm2602  20250925   1247.5  ...   1250.50     1247.50       JM
119  jm2603  20250925   1269.0  ...   1272.00     1268.00       JM
120  jm2604  20250925   1287.0  ...   1294.50     1289.00       JM
121  jm2605  20250925   1312.0  ...   1318.00     1316.00       JM
122  jm2606  20250925   1331.0  ...   1334.00     1332.00       JM
123  jm2607  20250925   1344.0  ...   1346.50     1346.00       JM
124  jm2608  20250925   1365.5  ...   1362.00     1364.50       JM
125  jm2609  20250925   1382.0  ...   1389.00     1386.00       JM
126   l2510  20250925   7113.0  ...   7096.00     7075.00        L
127   l2511  20250925   7146.0  ...   7123.00     7109.00        L
128   l2512  20250925   7155.0  ...   7151.00     7131.00        L
129   l2601  20250925   7169.0  ...   7168.00     7138.00        L
130   l2602  20250925   7156.0  ...   7163.00     7144.00        L
131   l2603  20250925   7172.0  ...   7176.00     7146.00        L
132   l2604  20250925   7209.0  ...   7212.00     7193.00        L
133   l2605  20250925   7185.0  ...   7203.00     7179.00        L
134   l2606  20250925   7201.0  ...   7201.00     7187.00        L
135   l2607  20250925   7220.0  ...   7220.00     7208.00        L
136   l2608  20250925      0.0  ...   7230.00     7230.00        L
137   l2609  20250925   7218.0  ...   7230.00     7228.00        L
138  lg2509  20250925      0.0  ...    772.00      766.00       LG
139  lg2511  20250925    804.0  ...    804.50      804.50       LG
140  lg2601  20250925    819.0  ...    819.50      820.00       LG
141  lg2603  20250925    824.5  ...    825.00      826.00       LG
142  lg2605  20250925    825.0  ...    827.50      827.50       LG
143  lg2607  20250925    827.0  ...    827.50      828.00       LG
144  lh2509  20250925      0.0  ...  13065.00    12600.00       LH
145  lh2511  20250925  12730.0  ...  12700.00    12700.00       LH
146  lh2601  20250925  13360.0  ...  13325.00    13295.00       LH
147  lh2603  20250925  12750.0  ...  12745.00    12700.00       LH
148  lh2605  20250925  13160.0  ...  13145.00    13140.00       LH
149  lh2607  20250925  13870.0  ...  13805.00    13810.00       LH
150   m2511  20250925   2929.0  ...   2934.00     2895.00        M
151   m2512  20250925   2970.0  ...   2973.00     2937.00        M
152   m2601  20250925   2958.0  ...   2961.00     2922.00        M
153   m2603  20250925   2923.0  ...   2929.00     2897.00        M
154   m2605  20250925   2760.0  ...   2759.00     2743.00        M
155   m2607  20250925   2757.0  ...   2749.00     2737.00        M
156   m2608  20250925   2853.0  ...   2864.00     2848.00        M
157   m2609  20250925   2858.0  ...   2870.00     2851.00        M
158   p2510  20250925   8994.0  ...   9072.00     8904.00        P
159   p2511  20250925   9134.0  ...   9162.00     9044.00        P
160   p2512  20250925   9108.0  ...   9186.00     9052.00        P
161   p2601  20250925   9188.0  ...   9214.00     9078.00        P
162   p2602  20250925   9154.0  ...   9184.00     9062.00        P
163   p2603  20250925   9104.0  ...   9142.00     9018.00        P
164   p2604  20250925   9118.0  ...   9092.00     8982.00        P
165   p2605  20250925   8994.0  ...   9030.00     8902.00        P
166   p2606  20250925   8944.0  ...   8928.00     8798.00        P
167   p2607  20250925   8850.0  ...   8834.00     8718.00        P
168   p2608  20250925   8754.0  ...   8750.00     8618.00        P
169   p2609  20250925   8622.0  ...   8646.00     8546.00        P
170  pg2509  20250925      0.0  ...   3793.00     3810.00       PG
171  pg2510  20250925   4337.0  ...   4352.00     4332.00       PG
172  pg2511  20250925   4254.0  ...   4258.00     4254.00       PG
173  pg2512  20250925   4194.0  ...   4196.00     4193.00       PG
174  pg2601  20250925   4135.0  ...   4137.00     4132.00       PG
175  pg2602  20250925   4067.0  ...   4072.00     4065.00       PG
176  pg2603  20250925   3986.0  ...   3992.00     3989.00       PG
177  pg2604  20250925   4347.0  ...   4357.00     4363.00       PG
178  pg2605  20250925   4263.0  ...   4270.00     4265.00       PG
179  pg2606  20250925   4220.0  ...   4220.00     4220.00       PG
180  pg2607  20250925   4141.0  ...   4154.00     4153.00       PG
181  pg2608  20250925   4102.0  ...   4116.00     4096.00       PG
182  pp2510  20250925   6776.0  ...   6784.00     6763.00       PP
183  pp2511  20250925   6838.0  ...   6827.00     6806.00       PP
184  pp2512  20250925   6848.0  ...   6861.00     6843.00       PP
185  pp2601  20250925   6890.0  ...   6893.00     6870.00       PP
186  pp2602  20250925   6872.0  ...   6877.00     6858.00       PP
187  pp2603  20250925   6878.0  ...   6880.00     6859.00       PP
188  pp2604  20250925   6914.0  ...   6918.00     6904.00       PP
189  pp2605  20250925   6923.0  ...   6935.00     6916.00       PP
190  pp2606  20250925   6908.0  ...   6908.00     6895.00       PP
191  pp2607  20250925   6885.0  ...   6883.00     6871.00       PP
192  pp2608  20250925   6881.0  ...   6884.00     6881.00       PP
193  pp2609  20250925   6902.0  ...   6911.00     6903.00       PP
194  rr2510  20250925   3617.0  ...   3618.00     3622.00       RR
195  rr2511  20250925   3615.0  ...   3612.00     3614.00       RR
196  rr2512  20250925   3615.0  ...   3614.00     3615.00       RR
197  rr2601  20250925   3622.0  ...   3622.00     3621.00       RR
198  rr2602  20250925   3605.0  ...   3605.00     3602.00       RR
199  rr2603  20250925      0.0  ...   3612.00     3612.00       RR
200  rr2604  20250925   3616.0  ...   3616.00     3616.00       RR
201  rr2605  20250925      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250925      0.0  ...   3600.00     3600.00       RR
203  rr2607  20250925      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250925      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250925      0.0  ...   3614.00     3614.00       RR
206   v2510  20250925   4805.0  ...   4808.00     4787.00        V
207   v2511  20250925   4836.0  ...   4838.00     4823.00        V
208   v2512  20250925   4873.0  ...   4877.00     4871.00        V
209   v2601  20250925   4920.0  ...   4925.00     4906.00        V
210   v2602  20250925   4945.0  ...   4964.00     4960.00        V
211   v2603  20250925   4982.0  ...   4996.00     4994.00        V
212   v2604  20250925   5194.0  ...   5191.00     5162.00        V
213   v2605  20250925   5230.0  ...   5226.00     5208.00        V
214   v2606  20250925   5261.0  ...   5262.00     5232.00        V
215   v2607  20250925   5281.0  ...   5294.00     5262.00        V
216   v2608  20250925   5312.0  ...   5331.00     5293.00        V
217   v2609  20250925   5344.0  ...   5355.00     5328.00        V
218   y2511  20250925   8144.0  ...   8188.00     8100.00        Y
219   y2512  20250925   8200.0  ...   8238.00     8154.00        Y
220   y2601  20250925   8166.0  ...   8180.00     8096.00        Y
221   y2603  20250925   8076.0  ...   8112.00     8050.00        Y
222   y2605  20250925   7894.0  ...   7924.00     7852.00        Y
223   y2607  20250925   7848.0  ...   7878.00     7816.00        Y
224   y2608  20250925   7852.0  ...   7880.00     7816.00        Y
225   y2609  20250925   7804.0  ...   7852.00     7782.00        Y

[226 rows x 12 columns]
2025-09-29 16:26:00,928 - future_1d - INFO - ak.get_dce_daily('2025-09-25') done
2025-09-29 16:26:02,703 - future_1d - INFO - save future_daily 2025-09-25 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250926   8650.0   8705.0  ...    32830.24   8628.0      8585.0       AP
1    AP511  20250926   8482.0   8551.0  ...    64283.35   8440.0      8440.0       AP
2    AP512  20250926   8408.0   8453.0  ...     4236.59   8373.0      8367.0       AP
3    AP601  20250926   8445.0   8486.0  ...   920217.60   8384.0      8385.0       AP
4    AP603  20250926   8284.0   8335.0  ...     1245.90   8251.0      8244.0       AP
5    AP604  20250926   8293.0   8304.0  ...      322.09   8259.0      8231.0       AP
6    AP605  20250926   8322.0   8342.0  ...    10576.05   8269.0      8264.0       AP
7    CF511  20250926  13550.0  13560.0  ...   244914.87  13500.0     13560.0       CF
8    CF601  20250926  13520.0  13530.0  ...  1320704.33  13460.0     13515.0       CF
9    CF603  20250926  13495.0  13500.0  ...     2295.40  13425.0     13485.0       CF
10   CF605  20250926  13520.0  13530.0  ...   136252.22  13460.0     13510.0       CF
11   CF607  20250926  13530.0  13530.0  ...     1684.50  13475.0     13535.0       CF
12   CF609  20250926  13660.0  13675.0  ...      886.12  13635.0     13695.0       CF
13   CJ512  20250926  10950.0  11240.0  ...     6835.98  11115.0     10905.0       CJ
14   CJ601  20250926  10965.0  11295.0  ...  1387747.55  11175.0     10960.0       CJ
15   CJ603  20250926  10940.0  11265.0  ...    13373.90  11155.0     10925.0       CJ
16   CJ605  20250926  10980.0  11345.0  ...   209953.85  11205.0     10990.0       CJ
17   CJ607  20250926  11085.0  11430.0  ...     3567.35  11325.0     11075.0       CJ
18   CJ609  20250926  11205.0  11500.0  ...     1895.03  11415.0     11210.0       CJ
19   CY510  20250926      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250926  19800.0  19800.0  ...   117911.29  19745.0     19780.0       CY
21   CY512  20250926      0.0      0.0  ...        0.00  19515.0     19515.0       CY
22   CY601  20250926  19710.0  19710.0  ...     4813.33  19645.0     19690.0       CY
23   CY602  20250926      0.0      0.0  ...        0.00  19600.0     19745.0       CY
24   CY603  20250926      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250926      0.0      0.0  ...        0.00  19545.0     19730.0       CY
26   CY605  20250926      0.0      0.0  ...        0.00  19695.0     19735.0       CY
27   CY606  20250926      0.0      0.0  ...        0.00  19555.0     19735.0       CY
28   CY607  20250926      0.0      0.0  ...        0.00  19965.0     20005.0       CY
29   CY608  20250926  19735.0  19735.0  ...        9.87  19735.0     19930.0       CY
30   CY609  20250926      0.0      0.0  ...        0.00  19965.0     20035.0       CY
31   FG510  20250926   1148.0   1149.0  ...     6227.20   1135.0      1135.0       FG
32   FG511  20250926   1152.0   1154.0  ...   248392.91   1140.0      1145.0       FG
33   FG512  20250926   1267.0   1272.0  ...    82814.46   1259.0      1265.0       FG
34   FG601  20250926   1269.0   1269.0  ...  5956727.16   1257.0      1260.0       FG
35   FG602  20250926   1319.0   1320.0  ...    66962.99   1310.0      1308.0       FG
36   FG603  20250926   1318.0   1321.0  ...     4278.31   1314.0      1314.0       FG
37   FG604  20250926   1380.0   1388.0  ...     3062.79   1381.0      1380.0       FG
38   FG605  20250926   1381.0   1386.0  ...   198434.70   1376.0      1373.0       FG
39   FG606  20250926   1410.0   1413.0  ...     2506.00   1403.0      1402.0       FG
40   FG607  20250926   1403.0   1409.0  ...     2477.59   1398.0      1398.0       FG
41   FG608  20250926   1443.0   1445.0  ...     1872.73   1438.0      1435.0       FG
42   FG609  20250926   1450.0   1455.0  ...     7399.11   1440.0      1440.0       FG
43   JR511  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250926   2263.0   2272.0  ...     8466.11   2258.0      2263.0       MA
52   MA511  20250926   2303.0   2315.0  ...   170232.83   2297.0      2298.0       MA
53   MA512  20250926   2334.0   2350.0  ...   115920.38   2330.0      2333.0       MA
54   MA601  20250926   2355.0   2372.0  ...  1308287.12   2352.0      2357.0       MA
55   MA602  20250926   2383.0   2399.0  ...    55043.79   2373.0      2380.0       MA
56   MA603  20250926   2395.0   2412.0  ...     6294.81   2394.0      2397.0       MA
57   MA604  20250926      0.0      0.0  ...        0.00   2394.0      2394.0       MA
58   MA605  20250926   2384.0   2403.0  ...    60556.23   2385.0      2383.0       MA
59   MA606  20250926      0.0      0.0  ...        0.00   2392.0      2392.0       MA
60   MA607  20250926   2358.0   2380.0  ...       42.62   2368.0      2369.0       MA
61   MA608  20250926   2364.0   2382.0  ...        4.75   2373.0      2370.0       MA
62   MA609  20250926   2343.0   2363.0  ...      803.91   2344.0      2345.0       MA
63   OI511  20250926  10334.0  10369.0  ...   576141.43  10320.0     10195.0       OI
64   OI601  20250926  10143.0  10196.0  ...  3072674.19  10146.0     10033.0       OI
65   OI603  20250926   9912.0   9952.0  ...    16712.23   9912.0      9792.0       OI
66   OI605  20250926   9654.0   9681.0  ...   194734.19   9632.0      9551.0       OI
67   OI607  20250926   9620.0   9620.0  ...     1005.92   9580.0      9549.0       OI
68   OI609  20250926   9569.0   9569.0  ...     1087.28   9538.0      9524.0       OI
69   PF510  20250926   6374.0   6374.0  ...     2019.09   6350.0      6358.0       PF
70   PF511  20250926   6364.0   6366.0  ...   644390.00   6344.0      6328.0       PF
71   PF512  20250926   6326.0   6328.0  ...   391647.53   6310.0      6288.0       PF
72   PF601  20250926   6374.0   6374.0  ...    27749.27   6356.0      6346.0       PF
73   PF602  20250926   6370.0   6378.0  ...   107234.64   6354.0      6334.0       PF
74   PF603  20250926   6368.0   6382.0  ...      133.77   6370.0      6350.0       PF
75   PF604  20250926   6418.0   6426.0  ...       22.45   6414.0      6408.0       PF
76   PF605  20250926   6440.0   6450.0  ...       22.54   6440.0      6434.0       PF
77   PF606  20250926   6416.0   6448.0  ...       16.09   6436.0      6414.0       PF
78   PF607  20250926   6440.0   6462.0  ...        9.68   6454.0      6484.0       PF
79   PF608  20250926      0.0      0.0  ...        0.00   6472.0      6496.0       PF
80   PF609  20250926   6504.0   6504.0  ...        3.25   6504.0      6508.0       PF
81   PK510  20250926   7788.0   7808.0  ...     9985.63   7784.0      7770.0       PK
82   PK511  20250926   7784.0   7810.0  ...   258564.65   7784.0      7766.0       PK
83   PK512  20250926   7758.0   7788.0  ...    81961.25   7770.0      7762.0       PK
84   PK601  20250926   7776.0   7786.0  ...    51830.08   7768.0      7776.0       PK
85   PK603  20250926   7798.0   7810.0  ...       62.43   7804.0      7812.0       PK
86   PK604  20250926   7816.0   7836.0  ...       66.47   7820.0      7836.0       PK
87   PK605  20250926   7834.0   7836.0  ...     3842.69   7826.0      7834.0       PK
88   PL601  20250926   6366.0   6401.0  ...    32275.72   6376.0      6372.0       PL
89   PL602  20250926   6385.0   6416.0  ...      563.10   6399.0      6402.0       PL
90   PL603  20250926      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250926      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250926      0.0      0.0  ...        0.00   6350.0      6350.0       PL
93   PL606  20250926      0.0      0.0  ...        0.00   6428.0      6419.0       PL
94   PL607  20250926   6326.0   6472.0  ...       25.60   6399.0      6410.0       PL
95   PL608  20250926      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250926      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250926   5858.0   5858.0  ...       70.17   5848.0      5856.0       PR
104  PR511  20250926   5844.0   5844.0  ...   495894.24   5818.0      5816.0       PR
105  PR512  20250926   5834.0   5844.0  ...   487434.61   5818.0      5814.0       PR
106  PR601  20250926   5828.0   5836.0  ...   163974.75   5808.0      5812.0       PR
107  PR602  20250926   5850.0   5856.0  ...     1612.96   5844.0      5848.0       PR
108  PR603  20250926   5850.0   5850.0  ...       96.21   5832.0      5840.0       PR
109  PR604  20250926   5850.0   5860.0  ...       26.34   5854.0      5868.0       PR
110  PR605  20250926   5858.0   5870.0  ...       17.59   5864.0      5882.0       PR
111  PR606  20250926      0.0      0.0  ...        0.00   5902.0      5918.0       PR
112  PR607  20250926      0.0      0.0  ...        0.00   5902.0      5902.0       PR
113  PR608  20250926      0.0      0.0  ...        0.00   5914.0      5940.0       PR
114  PR609  20250926      0.0      0.0  ...        0.00   5918.0      5924.0       PR
115  PX510  20250926   6672.0   6686.0  ...     2010.23   6668.0      6470.0       PX
116  PX511  20250926   6672.0   6704.0  ...   765735.73   6664.0      6640.0       PX
117  PX512  20250926   6658.0   6684.0  ...   234986.91   6648.0      6638.0       PX
118  PX601  20250926   6662.0   6676.0  ...   146711.28   6646.0      6636.0       PX
119  PX602  20250926   6678.0   6688.0  ...     9167.51   6660.0      6654.0       PX
120  PX603  20250926   6654.0   6654.0  ...      125.97   6630.0      6630.0       PX
121  PX604  20250926   6658.0   6658.0  ...        3.33   6658.0      6690.0       PX
122  PX605  20250926   6680.0   6714.0  ...     1079.85   6686.0      6672.0       PX
123  PX606  20250926   6684.0   6684.0  ...        6.68   6682.0      6692.0       PX
124  PX607  20250926   6670.0   6670.0  ...        6.67   6670.0      6700.0       PX
125  PX608  20250926   6686.0   6686.0  ...        3.34   6686.0      6674.0       PX
126  PX609  20250926   6686.0   6690.0  ...       10.03   6690.0      6678.0       PX
127  RI511  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250926   2479.0   2490.0  ...     6809.30   2474.0      2479.0       RM
134  RM601  20250926   2440.0   2452.0  ...   735276.09   2429.0      2424.0       RM
135  RM603  20250926   2356.0   2363.0  ...     8334.76   2346.0      2343.0       RM
136  RM605  20250926   2343.0   2345.0  ...   125577.81   2334.0      2328.0       RM
137  RM607  20250926   2331.0   2333.0  ...     4549.33   2322.0      2319.0       RM
138  RM608  20250926   2428.0   2429.0  ...      266.48   2423.0      2420.0       RM
139  RM609  20250926   2422.0   2424.0  ...     1778.82   2414.0      2412.0       RM
140  RS511  20250926   5296.0   5458.0  ...      359.68   5368.0      5311.0       RS
141  RS607  20250926   5579.0   5668.0  ...      150.41   5571.0      5562.0       RS
142  RS608  20250926   5531.0   5584.0  ...      211.20   5558.0      5552.0       RS
143  RS609  20250926   5575.0   5583.0  ...      189.00   5559.0      5556.0       RS
144  SA510  20250926   1228.0   1228.0  ...     4908.89   1212.0      1222.0       SA
145  SA511  20250926   1237.0   1237.0  ...   253828.17   1224.0      1232.0       SA
146  SA512  20250926   1300.0   1303.0  ...   200074.68   1287.0      1298.0       SA
147  SA601  20250926   1313.0   1316.0  ...  2932973.47   1301.0      1311.0       SA
148  SA602  20250926   1340.0   1345.0  ...    45541.78   1331.0      1340.0       SA
149  SA603  20250926   1347.0   1348.0  ...     2667.65   1339.0      1347.0       SA
150  SA604  20250926   1392.0   1392.0  ...     1003.41   1386.0      1393.0       SA
151  SA605  20250926   1403.0   1405.0  ...   117671.80   1392.0      1400.0       SA
152  SA606  20250926   1411.0   1415.0  ...     1107.30   1405.0      1413.0       SA
153  SA607  20250926   1418.0   1418.0  ...     1165.75   1408.0      1418.0       SA
154  SA608  20250926   1450.0   1450.0  ...      789.08   1440.0      1449.0       SA
155  SA609  20250926   1459.0   1459.0  ...     5716.70   1446.0      1455.0       SA
156  SF510  20250926   5566.0   5566.0  ...     1715.21   5480.0      5544.0       SF
157  SF511  20250926   5750.0   5750.0  ...   754550.26   5680.0      5724.0       SF
158  SF512  20250926   5720.0   5720.0  ...   199971.93   5658.0      5698.0       SF
159  SF601  20250926   5702.0   5702.0  ...   260170.71   5644.0      5692.0       SF
160  SF602  20250926   5670.0   5670.0  ...    34637.33   5602.0      5648.0       SF
161  SF603  20250926   5788.0   5804.0  ...      389.24   5768.0      5836.0       SF
162  SF604  20250926   5754.0   5754.0  ...        2.88   5754.0      5814.0       SF
163  SF605  20250926   5784.0   5806.0  ...     3292.91   5768.0      5790.0       SF
164  SF606  20250926   5750.0   5760.0  ...       17.22   5738.0      5782.0       SF
165  SF607  20250926   5880.0   5880.0  ...       23.49   5872.0      5910.0       SF
166  SF608  20250926   5884.0   5884.0  ...        2.94   5884.0      5914.0       SF
167  SF609  20250926   5842.0   5858.0  ...       26.30   5844.0      5882.0       SF
168  SH510  20250926   2459.0   2466.0  ...     6024.55   2455.0      2467.0       SH
169  SH511  20250926   2484.0   2500.0  ...   566706.45   2482.0      2488.0       SH
170  SH512  20250926   2536.0   2544.0  ...   350259.68   2530.0      2540.0       SH
171  SH601  20250926   2537.0   2542.0  ...  2097625.08   2530.0      2542.0       SH
172  SH602  20250926   2563.0   2568.0  ...    38984.50   2559.0      2565.0       SH
173  SH603  20250926   2582.0   2584.0  ...     1096.92   2575.0      2582.0       SH
174  SH604  20250926   2619.0   2625.0  ...      109.91   2617.0      2623.0       SH
175  SH605  20250926   2628.0   2634.0  ...    11880.48   2623.0      2633.0       SH
176  SH606  20250926   2639.0   2642.0  ...       71.22   2638.0      2648.0       SH
177  SH607  20250926   2632.0   2632.0  ...       23.66   2629.0      2639.0       SH
178  SH608  20250926   2647.0   2651.0  ...      158.72   2645.0      2648.0       SH
179  SH609  20250926   2662.0   2668.0  ...       95.74   2659.0      2668.0       SH
180  SM510  20250926   5776.0   5776.0  ...     4774.04   5752.0      5732.0       SM
181  SM511  20250926   5876.0   5896.0  ...   455165.98   5846.0      5892.0       SM
182  SM512  20250926   5888.0   5900.0  ...    95268.14   5852.0      5910.0       SM
183  SM601  20250926   5900.0   5912.0  ...   717236.94   5866.0      5904.0       SM
184  SM602  20250926   5906.0   5918.0  ...   327457.78   5872.0      5902.0       SM
185  SM603  20250926   5932.0   5932.0  ...     1396.06   5904.0      5932.0       SM
186  SM604  20250926   5912.0   5912.0  ...       53.19   5910.0      5934.0       SM
187  SM605  20250926   5946.0   5946.0  ...    19752.29   5900.0      5944.0       SM
188  SM606  20250926   5894.0   5906.0  ...       26.53   5896.0      5928.0       SM
189  SM607  20250926   5920.0   5930.0  ...       38.46   5918.0      5938.0       SM
190  SM608  20250926   5918.0   5936.0  ...       35.61   5936.0      5988.0       SM
191  SM609  20250926   5972.0   5976.0  ...      795.93   5940.0      5984.0       SM
192  SR511  20250926   5519.0   5537.0  ...   144411.22   5520.0      5533.0       SR
193  SR601  20250926   5486.0   5510.0  ...   841801.30   5491.0      5497.0       SR
194  SR603  20250926   5469.0   5487.0  ...     2791.06   5473.0      5481.0       SR
195  SR605  20250926   5458.0   5470.0  ...    76268.52   5452.0      5463.0       SR
196  SR607  20250926   5462.0   5466.0  ...     5816.53   5451.0      5468.0       SR
197  SR609  20250926   5469.0   5470.0  ...    14061.67   5457.0      5478.0       SR
198  TA510  20250926   4644.0   4644.0  ...    25825.57   4626.0      4630.0       TA
199  TA511  20250926   4654.0   4656.0  ...   285773.62   4640.0      4638.0       TA
200  TA512  20250926   4660.0   4670.0  ...   115051.07   4650.0      4652.0       TA
201  TA601  20250926   4676.0   4682.0  ...  1475535.99   4664.0      4658.0       TA
202  TA602  20250926   4684.0   4692.0  ...    22745.35   4674.0      4672.0       TA
203  TA603  20250926   4688.0   4696.0  ...    12860.24   4690.0      4630.0       TA
204  TA604  20250926   4698.0   4712.0  ...     2050.62   4698.0      4686.0       TA
205  TA605  20250926   4710.0   4728.0  ...    79999.52   4706.0      4696.0       TA
206  TA606  20250926   4714.0   4714.0  ...       35.29   4706.0      4700.0       TA
207  TA607  20250926      0.0      0.0  ...        0.00   4718.0      4718.0       TA
208  TA608  20250926      0.0      0.0  ...        0.00   4736.0      4744.0       TA
209  TA609  20250926   4762.0   4764.0  ...      173.07   4742.0      4746.0       TA
210  UR510  20250926   1560.0   1560.0  ...     2791.87   1549.0      1567.0       UR
211  UR511  20250926   1650.0   1659.0  ...    61070.09   1649.0      1651.0       UR
212  UR512  20250926   1658.0   1671.0  ...    17063.25   1661.0      1664.0       UR
213  UR601  20250926   1676.0   1683.0  ...   383259.56   1673.0      1675.0       UR
214  UR602  20250926   1684.0   1689.0  ...      551.16   1680.0      1682.0       UR
215  UR603  20250926   1724.0   1732.0  ...      779.52   1725.0      1726.0       UR
216  UR604  20250926   1725.0   1727.0  ...       58.63   1725.0      1726.0       UR
217  UR605  20250926   1721.0   1733.0  ...    17090.61   1725.0      1727.0       UR
218  UR606  20250926   1726.0   1730.0  ...       96.57   1724.0      1728.0       UR
219  UR607  20250926   1750.0   1760.0  ...       49.21   1758.0      1757.0       UR
220  UR608  20250926   1743.0   1746.0  ...       10.47   1745.0      1750.0       UR
221  UR609  20250926   1742.0   1750.0  ...      324.25   1743.0      1747.0       UR
222  WH511  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:26:11,727 - future_1d - INFO - ak.get_czce_daily('2025-09-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250926  ...   82500      82080      CU
1        1      CU2511  20250926  ...   82540      82160      CU
2        2      CU2512  20250926  ...   82540      82110      CU
3        3      CU2601  20250926  ...   82530      82090      CU
4        4      CU2602  20250926  ...   82490      81970      CU
5        5      CU2603  20250926  ...   82420      82050      CU
6        6      CU2604  20250926  ...   82450      81900      CU
7        7      CU2605  20250926  ...   82500      82230      CU
8        8      CU2606  20250926  ...   82380      81760      CU
9        9      CU2607  20250926  ...   82200      81710      CU
10      10      CU2608  20250926  ...   82220      81680      CU
11      11      CU2609  20250926  ...   82110      81920      CU
12      12      BC2510  20250926  ...   73250      72920      BC
13      13      BC2511  20250926  ...   73420      73030      BC
14      14      BC2512  20250926  ...   73550      73180      BC
15      15      BC2601  20250926  ...   73160      73160      BC
16      16      BC2602  20250926  ...   73820      73100      BC
17      17      BC2603  20250926  ...   73000      73000      BC
18      18      BC2604  20250926  ...   73000      73000      BC
19      19      BC2605  20250926  ...   72900      72900      BC
20      20      BC2606  20250926  ...   72960      72900      BC
21      21      BC2607  20250926  ...   72840      72800      BC
22      22      BC2608  20250926  ...   73000      73000      BC
23      23      BC2609  20250926  ...   73000      73000      BC
24      24      AL2510  20250926  ...   20765      20765      AL
25      25      AL2511  20250926  ...   20775      20780      AL
26      26      AL2512  20250926  ...   20780      20780      AL
27      27      AL2601  20250926  ...   20780      20780      AL
28      28      AL2602  20250926  ...   20785      20785      AL
29      29      AL2603  20250926  ...   20810      20815      AL
30      30      AL2604  20250926  ...   20840      20830      AL
31      31      AL2605  20250926  ...   20845      20845      AL
32      32      AL2606  20250926  ...   20840      20850      AL
33      33      AL2607  20250926  ...   20860      20850      AL
34      34      AL2608  20250926  ...   20840      20860      AL
35      35      AL2609  20250926  ...   20860      20860      AL
36      36      ZN2510  20250926  ...   22010      21960      ZN
37      37      ZN2511  20250926  ...   22035      21965      ZN
38      38      ZN2512  20250926  ...   22040      21980      ZN
39      39      ZN2601  20250926  ...   22055      21995      ZN
40      40      ZN2602  20250926  ...   22085      22030      ZN
41      41      ZN2603  20250926  ...   22115      22040      ZN
42      42      ZN2604  20250926  ...   22145      22090      ZN
43      43      ZN2605  20250926  ...   22170      22160      ZN
44      44      ZN2606  20250926  ...   22215      22185      ZN
45      45      ZN2607  20250926  ...   22220      22095      ZN
46      46      ZN2608  20250926  ...   22270      22185      ZN
47      47      ZN2609  20250926  ...   22255      22195      ZN
48      48      PB2510  20250926  ...   17055      17070      PB
49      49      PB2511  20250926  ...   17090      17110      PB
50      50      PB2512  20250926  ...   17110      17125      PB
51      51      PB2601  20250926  ...   17125      17135      PB
52      52      PB2602  20250926  ...   17135      17090      PB
53      53      PB2603  20250926  ...   17145      17175      PB
54      54      PB2604  20250926  ...   17150      17215      PB
55      55      PB2605  20250926  ...   17150      17170      PB
56      56      PB2606  20250926  ...   17220      17190      PB
57      57      PB2607  20250926  ...   17175      17175      PB
58      58      PB2608  20250926  ...   17210      17210      PB
59      59      PB2609  20250926  ...   17230      17230      PB
60      60      NI2510  20250926  ...  121620     122390      NI
61      61      NI2511  20250926  ...  121840     122730      NI
62      62      NI2512  20250926  ...  121970     122960      NI
63      63      NI2601  20250926  ...  122210     123080      NI
64      64      NI2602  20250926  ...  122270     123580      NI
65      65      NI2603  20250926  ...  122550     123430      NI
66      66      NI2604  20250926  ...  122830     123660      NI
67      67      NI2605  20250926  ...  123060     123980      NI
68      68      NI2606  20250926  ...  123250     123830      NI
69      69      NI2607  20250926  ...  123370     124190      NI
70      70      NI2608  20250926  ...  123860     125100      NI
71      71      NI2609  20250926  ...  124150     125630      NI
72      72      SN2510  20250926  ...  273130     273150      SN
73      73      SN2511  20250926  ...  273550     273490      SN
74      74      SN2512  20250926  ...  273960     273700      SN
75      75      SN2601  20250926  ...  273970     273840      SN
76      76      SN2602  20250926  ...  274200     273860      SN
77      77      SN2603  20250926  ...  274160     274180      SN
78      78      SN2604  20250926  ...  274280     274410      SN
79      79      SN2605  20250926  ...  274930     274840      SN
80      80      SN2606  20250926  ...  274760     274920      SN
81      81      SN2607  20250926  ...  274780     274910      SN
82      82      SN2608  20250926  ...  275430     275220      SN
83      83      SN2609  20250926  ...  275640     276240      SN
84      84      AO2510  20250926  ...    2871       2875      AO
85      85      AO2511  20250926  ...    2904       2897      AO
86      86      AO2512  20250926  ...    2902       2912      AO
87      87      AO2601  20250926  ...    2916       2927      AO
88      88      AO2602  20250926  ...    2928       2936      AO
89      89      AO2603  20250926  ...    2991       3003      AO
90      90      AO2604  20250926  ...    3001       3007      AO
91      91      AO2605  20250926  ...    3007       3016      AO
92      92      AO2606  20250926  ...    3015       3023      AO
93      93      AO2607  20250926  ...    3021       3032      AO
94      94      AO2608  20250926  ...    3031       3036      AO
95      95      AO2609  20250926  ...    3048       3045      AO
96      96      AD2511  20250926  ...   20315      20360      AD
97      97      AD2512  20250926  ...   20370      20405      AD
98      98      AD2601  20250926  ...   20385      20410      AD
99      99      AD2602  20250926  ...   20410      20440      AD
100    100      AD2603  20250926  ...   20300      20300      AD
101    101      AD2604  20250926  ...   20320      20320      AD
102    102      AD2605  20250926  ...   20320      20320      AD
103    103      AD2606  20250926  ...   20385      20385      AD
104    104      AD2607  20250926  ...   20510      20510      AD
105    105      AD2608  20250926  ...   20515      20515      AD
106    106      AD2609  20250926  ...   20335      20335      AD
107    107      AU2510  20250926  ...   851.5     853.14      AU
108    108      AU2511  20250926  ...  853.38     854.06      AU
109    109      AU2512  20250926  ...     855     855.96      AU
110    110      AU2602  20250926  ...  857.82      858.8      AU
111    111      AU2604  20250926  ...  859.92     860.04      AU
112    112      AU2606  20250926  ...  862.34     863.34      AU
113    113      AU2608  20250926  ...   865.8     865.28      AU
114    114      AU2610  20250926  ...  868.42     869.38      AU
115    115      AG2510  20250926  ...   10483      10358      AG
116    116      AG2511  20250926  ...   10509      10374      AG
117    117      AG2512  20250926  ...   10526      10396      AG
118    118      AG2601  20250926  ...   10528      10407      AG
119    119      AG2602  20250926  ...   10542      10420      AG
120    120      AG2603  20250926  ...   10527      10441      AG
121    121      AG2604  20250926  ...   10545      10454      AG
122    122      AG2605  20250926  ...   10553      10463      AG
123    123      AG2606  20250926  ...   10553      10478      AG
124    124      AG2607  20250926  ...   10548      10491      AG
125    125      AG2608  20250926  ...   10572      10504      AG
126    126      AG2609  20250926  ...   10613      10512      AG
127    127      RB2510  20250926  ...    3050       3072      RB
128    128      RB2511  20250926  ...    3083       3087      RB
129    129      RB2512  20250926  ...    3121       3144      RB
130    130      RB2601  20250926  ...    3139       3164      RB
131    131      RB2602  20250926  ...    3139       3165      RB
132    132      RB2603  20250926  ...    3157       3183      RB
133    133      RB2604  20250926  ...    3177       3204      RB
134    134      RB2605  20250926  ...    3197       3223      RB
135    135      RB2606  20250926  ...    3210       3238      RB
136    136      RB2607  20250926  ...    3217       3247      RB
137    137      RB2608  20250926  ...    3220       3248      RB
138    138      RB2609  20250926  ...    3232       3255      RB
139    139      WR2510  20250926  ...    3219       3233      WR
140    140      WR2511  20250926  ...    3329       3330      WR
141    141      WR2512  20250926  ...    3324       3324      WR
142    142      WR2601  20250926  ...    3342       3339      WR
143    143      WR2602  20250926  ...    3400       3353      WR
144    144      WR2603  20250926  ...    3351       3399      WR
145    145      WR2604  20250926  ...    3370       3389      WR
146    146      WR2605  20250926  ...    3386       3413      WR
147    147      WR2606  20250926  ...    3383       3372      WR
148    148      WR2607  20250926  ...    3390       3390      WR
149    149      WR2608  20250926  ...    3385       3371      WR
150    150      WR2609  20250926  ...    3458       3418      WR
151    151      HC2510  20250926  ...    3404       3415      HC
152    152      HC2511  20250926  ...    3385       3391      HC
153    153      HC2512  20250926  ...    3358       3378      HC
154    154      HC2601  20250926  ...    3330       3354      HC
155    155      HC2602  20250926  ...    3330       3353      HC
156    156      HC2603  20250926  ...    3333       3357      HC
157    157      HC2604  20250926  ...    3337       3358      HC
158    158      HC2605  20250926  ...    3337       3364      HC
159    159      HC2606  20250926  ...    3346       3360      HC
160    160      HC2607  20250926  ...    3355       3376      HC
161    161      HC2608  20250926  ...    3359       3371      HC
162    162      HC2609  20250926  ...    3364       3383      HC
163    163      SS2510  20250926  ...   12735      12800      SS
164    164      SS2511  20250926  ...   12850      12915      SS
165    165      SS2512  20250926  ...   12890      12960      SS
166    166      SS2601  20250926  ...   12950      13020      SS
167    167      SS2602  20250926  ...   12985      13070      SS
168    168      SS2603  20250926  ...   13100      13175      SS
169    169      SS2604  20250926  ...   13160      13215      SS
170    170      SS2605  20250926  ...   13240      13295      SS
171    171      SS2606  20250926  ...   13305      13340      SS
172    172      SS2607  20250926  ...   13350      13410      SS
173    173      SS2608  20250926  ...   13400      13465      SS
174    174      SS2609  20250926  ...   13465      13535      SS
175    175      SC2510  20250926  ...   487.5      489.3      SC
176    176      SC2511  20250926  ...   489.1      488.9      SC
177    177      SC2512  20250926  ...   490.8      489.8      SC
178    178      SC2601  20250926  ...   490.7      489.8      SC
179    179      SC2602  20250926  ...   489.9      488.9      SC
180    180      SC2603  20250926  ...     490      488.3      SC
181    181      SC2604  20250926  ...   490.3        488      SC
182    182      SC2605  20250926  ...   491.2      486.8      SC
183    183      SC2606  20250926  ...   488.9      486.3      SC
184    184      SC2607  20250926  ...   484.9      487.3      SC
185    185      SC2608  20250926  ...   486.6      485.8      SC
186    186      SC2609  20250926  ...   483.8      482.7      SC
187    187      SC2612  20250926  ...   479.5      473.5      SC
188    188      SC2703  20250926  ...   473.1      478.3      SC
189    189      SC2706  20250926  ...     477        476      SC
190    190      SC2709  20250926  ...     477        477      SC
191    191      SC2712  20250926  ...   475.9      477.8      SC
192    192      SC2803  20250926  ...     475        476      SC
193    193      SC2806  20250926  ...   473.8      473.2      SC
194    194      SC2809  20250926  ...   472.1      472.1      SC
195    195      LU2510  20250926  ...    3450       3366      LU
196    196      LU2511  20250926  ...    3470       3435      LU
197    197      LU2512  20250926  ...    3471       3430      LU
198    198      LU2601  20250926  ...    3459       3418      LU
199    199      LU2602  20250926  ...    3440       3400      LU
200    200      LU2603  20250926  ...    3425       3398      LU
201    201      LU2604  20250926  ...    3407       3395      LU
202    202      LU2605  20250926  ...    3437       3390      LU
203    203      LU2606  20250926  ...    3427       3393      LU
204    204      LU2607  20250926  ...    3418       3377      LU
205    205      LU2608  20250926  ...    3392       3366      LU
206    206      LU2609  20250926  ...    3379       3346      LU
207    207      FU2510  20250926  ...    2991       2933      FU
208    208      FU2511  20250926  ...    3002       2948      FU
209    209      FU2512  20250926  ...    2942       2905      FU
210    210      FU2601  20250926  ...    2914       2883      FU
211    211      FU2602  20250926  ...    2893       2865      FU
212    212      FU2603  20250926  ...    2880       2853      FU
213    213      FU2604  20250926  ...    2857       2840      FU
214    214      FU2605  20250926  ...    2843       2827      FU
215    215      FU2606  20250926  ...    2833       2811      FU
216    216      FU2607  20250926  ...    2797       2784      FU
217    217      FU2608  20250926  ...    2769       2758      FU
218    218      FU2609  20250926  ...    2748       2737      FU
219    219      BU2510  20250926  ...    3472       3444      BU
220    220      BU2511  20250926  ...    3451       3426      BU
221    221      BU2512  20250926  ...    3408       3373      BU
222    222      BU2601  20250926  ...    3387       3341      BU
223    223      BU2602  20250926  ...    3389       3348      BU
224    224      BU2603  20250926  ...    3407       3361      BU
225    225      BU2604  20250926  ...    3373       3337      BU
226    226      BU2605  20250926  ...    3416       3365      BU
227    227      BU2606  20250926  ...    3404       3362      BU
228    228      BU2607  20250926  ...    3407       3365      BU
229    229      BU2608  20250926  ...    3384       3344      BU
230    230      BU2609  20250926  ...    3386       3352      BU
231    231      BU2612  20250926  ...    3340       3319      BU
232    232      BU2703  20250926  ...    3329       3329      BU
233    233      BU2706  20250926  ...    3347       3327      BU
234    234      BU2709  20250926  ...    3354       3333      BU
235    235      BR2510  20250926  ...   11385      11560      BR
236    236      BR2511  20250926  ...   11360      11555      BR
237    237      BR2512  20250926  ...   11365      11555      BR
238    238      BR2601  20250926  ...   11340      11545      BR
239    239      BR2602  20250926  ...   11330      11555      BR
240    240      BR2603  20250926  ...   11355      11595      BR
241    241      BR2604  20250926  ...   11385      11640      BR
242    242      BR2605  20250926  ...   11430      11615      BR
243    243      BR2606  20250926  ...   11440      11620      BR
244    244      BR2607  20250926  ...   11635      11745      BR
245    245      BR2608  20250926  ...   11610      11745      BR
246    246      BR2609  20250926  ...   11675      11750      BR
247    247      RU2510  20250926  ...   14530      14680      RU
248    248      RU2511  20250926  ...   14555      14705      RU
249    249      RU2601  20250926  ...   15425      15630      RU
250    250      RU2603  20250926  ...   15425      15625      RU
251    251      RU2604  20250926  ...   15425      15625      RU
252    252      RU2605  20250926  ...   15395      15575      RU
253    253      RU2606  20250926  ...   15400      15635      RU
254    254      RU2607  20250926  ...   15395      15580      RU
255    255      RU2608  20250926  ...   15405      15625      RU
256    256      RU2609  20250926  ...   15370      15550      RU
257    257      NR2510  20250926  ...   12320      12440      NR
258    258      NR2511  20250926  ...   12350      12485      NR
259    259      NR2512  20250926  ...   12375      12500      NR
260    260      NR2601  20250926  ...   12395      12525      NR
261    261      NR2602  20250926  ...   12380      12520      NR
262    262      NR2603  20250926  ...   12455      12530      NR
263    263      NR2604  20250926  ...   12390      12565      NR
264    264      NR2605  20250926  ...   12460      12575      NR
265    265      NR2606  20250926  ...   12465      12600      NR
266    266      NR2607  20250926  ...   12650      12650      NR
267    267      NR2608  20250926  ...   12685      12685      NR
268    268      NR2609  20250926  ...   12510      12510      NR
269    269      SP2510  20250926  ...    5000       5018      SP
270    270      SP2511  20250926  ...    5034       5050      SP
271    271      SP2512  20250926  ...    5050       5068      SP
272    272      SP2601  20250926  ...    5290       5304      SP
273    273      SP2602  20250926  ...    5282       5292      SP
274    274      SP2603  20250926  ...    5302       5310      SP
275    275      SP2604  20250926  ...    5312       5318      SP
276    276      SP2605  20250926  ...    5308       5318      SP
277    277      SP2606  20250926  ...    5296       5324      SP
278    278      SP2607  20250926  ...    5300       5320      SP
279    279      SP2608  20250926  ...    5316       5326      SP
280    280      SP2609  20250926  ...    5318       5328      SP
281    281      OP2601  20250926  ...    4232       4238      OP
282    282      OP2602  20250926  ...    4228       4228      OP
283    283      OP2603  20250926  ...    4260       4266      OP
284    284      OP2604  20250926  ...    4274       4262      OP
285    285      OP2605  20250926  ...    4266       4266      OP
286    286      OP2606  20250926  ...    4236       4236      OP
287    287      OP2607  20250926  ...    4238       4238      OP
288    288      OP2608  20250926  ...    4240       4240      OP
289    289      OP2609  20250926  ...    4334       4336      OP
290    290      EC2510  20250926  ...  1150.8     1160.6      EC
291    291      EC2512  20250926  ...  1780.6     1746.6      EC
292    292      EC2602  20250926  ...  1691.9     1647.8      EC
293    293      EC2604  20250926  ...  1279.1     1276.4      EC
294    294      EC2606  20250926  ...  1482.6     1467.5      EC
295    295      EC2608  20250926  ...    1631     1619.8      EC
296    297  SC_TAS2511  20250926  ...                     SC_TAS
297    298  SC_TAS2512  20250926  ...                     SC_TAS
298    299  SC_TAS2601  20250926  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:26:11,836 - future_1d - INFO - ak.get_shfe_daily('2025-09-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250926     488  ...   487.5      489.3      SC
1       SC2511  20250926   489.1  ...   489.1      488.9      SC
2       SC2512  20250926   490.8  ...   490.8      489.8      SC
3       SC2601  20250926     491  ...   490.7      489.8      SC
4       SC2602  20250926   489.2  ...   489.9      488.9      SC
5       SC2603  20250926   488.2  ...     490      488.3      SC
6       SC2604  20250926   486.3  ...   490.3        488      SC
7       SC2605  20250926   486.4  ...   491.2      486.8      SC
8       SC2606  20250926     487  ...   488.9      486.3      SC
9       SC2607  20250926   484.9  ...   484.9      487.3      SC
10      SC2608  20250926   484.2  ...   486.6      485.8      SC
11      SC2609  20250926   481.6  ...   483.8      482.7      SC
12      SC2612  20250926   479.7  ...   479.5      473.5      SC
13      SC2703  20250926   473.1  ...   473.1      478.3      SC
14      SC2706  20250926          ...     477        476      SC
15      SC2709  20250926          ...     477        477      SC
16      SC2712  20250926   473.8  ...   475.9      477.8      SC
17      SC2803  20250926     475  ...     475        476      SC
18      SC2806  20250926     472  ...   473.8      473.2      SC
19      SC2809  20250926   472.1  ...   472.1      472.1      SC
21      LU2510  20250926    3450  ...    3450       3366      LU
22      LU2511  20250926    3445  ...    3470       3435      LU
23      LU2512  20250926    3443  ...    3471       3430      LU
24      LU2601  20250926    3430  ...    3459       3418      LU
25      LU2602  20250926    3409  ...    3440       3400      LU
26      LU2603  20250926    3413  ...    3425       3398      LU
27      LU2604  20250926          ...    3407       3395      LU
28      LU2605  20250926    3443  ...    3437       3390      LU
29      LU2606  20250926    3422  ...    3427       3393      LU
30      LU2607  20250926    3383  ...    3418       3377      LU
31      LU2608  20250926    3367  ...    3392       3366      LU
32      LU2609  20250926    3354  ...    3379       3346      LU
34      NR2510  20250926   12415  ...   12320      12440      NR
35      NR2511  20250926   12425  ...   12350      12485      NR
36      NR2512  20250926   12450  ...   12375      12500      NR
37      NR2601  20250926   12480  ...   12395      12525      NR
38      NR2602  20250926   12435  ...   12380      12520      NR
39      NR2603  20250926   12455  ...   12455      12530      NR
40      NR2604  20250926   12435  ...   12390      12565      NR
41      NR2605  20250926   12465  ...   12460      12575      NR
42      NR2606  20250926   12465  ...   12465      12600      NR
43      NR2607  20250926          ...   12650      12650      NR
44      NR2608  20250926          ...   12685      12685      NR
45      NR2609  20250926          ...   12510      12510      NR
47      BC2510  20250926   73050  ...   73250      72920      BC
48      BC2511  20250926   73540  ...   73420      73030      BC
49      BC2512  20250926   73620  ...   73550      73180      BC
50      BC2601  20250926          ...   73160      73160      BC
51      BC2602  20250926   73820  ...   73820      73100      BC
52      BC2603  20250926          ...   73000      73000      BC
53      BC2604  20250926          ...   73000      73000      BC
54      BC2605  20250926          ...   72900      72900      BC
55      BC2606  20250926          ...   72960      72900      BC
56      BC2607  20250926          ...   72840      72800      BC
57      BC2608  20250926          ...   73000      73000      BC
58      BC2609  20250926          ...   73000      73000      BC
60      EC2510  20250926    1176  ...  1150.8     1160.6      EC
61      EC2512  20250926    1790  ...  1780.6     1746.6      EC
62      EC2602  20250926    1692  ...  1691.9     1647.8      EC
63      EC2604  20250926  1281.1  ...  1279.1     1276.4      EC
64      EC2606  20250926  1475.4  ...  1482.6     1467.5      EC
65      EC2608  20250926    1632  ...    1631     1619.8      EC
68  SC_TAS2511  20250926          ...                     SC_TAS
69  SC_TAS2512  20250926          ...                     SC_TAS
70  SC_TAS2601  20250926          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 16:26:11,914 - future_1d - INFO - ak.get_ine_daily('2025-09-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250926  51070.0  ...  51505.0     51595.0       PS
1   PS2511  20250926  51100.0  ...  51420.0     51360.0       PS
2   PS2512  20250926  53360.0  ...  53780.0     53675.0       PS
3   PS2601  20250926  53010.0  ...  53310.0     53200.0       PS
4   PS2602  20250926  52790.0  ...  53110.0     53205.0       PS
5   PS2603  20250926  52780.0  ...  53220.0     53035.0       PS
6   PS2604  20250926  52690.0  ...  53190.0     53005.0       PS
7   PS2605  20250926  52655.0  ...  53080.0     52930.0       PS
8   PS2606  20250926  54680.0  ...  54975.0     54935.0       PS
9   PS2607  20250926  54820.0  ...  54945.0     54870.0       PS
10  PS2608  20250926  54390.0  ...  54565.0     54605.0       PS
11  PS2609  20250926  54000.0  ...  54550.0     54620.0       PS
13  SI2510  20250926   8965.0  ...   8975.0      9020.0       SI
14  SI2511  20250926   9005.0  ...   9000.0      9030.0       SI
15  SI2512  20250926   9280.0  ...   9395.0      9425.0       SI
16  SI2601  20250926   9365.0  ...   9360.0      9390.0       SI
17  SI2602  20250926   9375.0  ...   9360.0      9390.0       SI
18  SI2603  20250926   9380.0  ...   9395.0      9420.0       SI
19  SI2604  20250926   9355.0  ...   9205.0      9405.0       SI
20  SI2605  20250926   9405.0  ...   9390.0      9420.0       SI
21  SI2606  20250926   9405.0  ...   9400.0      9445.0       SI
22  SI2607  20250926   9340.0  ...   9390.0      9465.0       SI
23  SI2608  20250926      0.0  ...   9415.0      9425.0       SI
24  SI2609  20250926   9335.0  ...   9410.0      9425.0       SI
27  LC2510  20250926  74200.0  ...  72920.0     73100.0       LC
28  LC2511  20250926  73800.0  ...  73240.0     73580.0       LC
29  LC2512  20250926  73840.0  ...  73340.0     73660.0       LC
30  LC2601  20250926  73800.0  ...  73180.0     73620.0       LC
31  LC2602  20250926  73360.0  ...  72840.0     73360.0       LC
32  LC2603  20250926  73340.0  ...  72940.0     73480.0       LC
33  LC2604  20250926  73760.0  ...  73320.0     73760.0       LC
34  LC2605  20250926  73680.0  ...  73340.0     73740.0       LC
35  LC2606  20250926  73740.0  ...  73160.0     73460.0       LC
36  LC2607  20250926  73400.0  ...  73060.0     73360.0       LC
37  LC2608  20250926  73600.0  ...  73020.0     73480.0       LC
38  LC2609  20250926  73780.0  ...  72980.0     73540.0       LC

[36 rows x 12 columns]
2025-09-29 16:26:12,066 - future_1d - INFO - ak.get_gfex_daily('2025-09-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250926  7275.200  ...  7219.600    7311.000       IC
1   IC2511  20250926  7192.000  ...  7151.800    7240.200       IC
2   IC2512  20250926  7147.000  ...  7097.600    7185.400       IC
3   IC2603  20250926  6951.200  ...  6922.000    7007.000       IC
4   IF2510  20250926  4575.800  ...  4555.800    4596.600       IF
5   IF2511  20250926  4558.600  ...  4541.800    4581.600       IF
6   IF2512  20250926  4550.000  ...  4535.200    4572.400       IF
7   IF2603  20250926  4520.200  ...  4509.800    4539.600       IF
8   IH2510  20250926  2943.000  ...  2950.200    2958.000       IH
9   IH2511  20250926  2944.000  ...  2948.000    2956.400       IH
10  IH2512  20250926  2946.000  ...  2949.800    2958.400       IH
11  IH2603  20250926  2942.000  ...  2947.400    2955.800       IH
12  IM2510  20250926  7419.600  ...  7360.800    7456.400       IM
13  IM2511  20250926  7335.400  ...  7272.800    7369.200       IM
14  IM2512  20250926  7260.000  ...  7193.400    7290.800       IM
15  IM2603  20250926  7040.000  ...  6974.400    7076.400       IM
16   T2512  20250926   107.655  ...   107.670     107.540        T
17   T2603  20250926   107.270  ...   107.325     107.175        T
18   T2606  20250926   107.150  ...   107.235     107.115        T
19  TF2512  20250926   105.535  ...   105.530     105.475       TF
20  TF2603  20250926   105.390  ...   105.410     105.335       TF
21  TF2606  20250926   105.390  ...   105.400     105.335       TF
22  TL2512  20250926   114.230  ...   114.260     113.960       TL
23  TL2603  20250926   113.910  ...   113.920     113.620       TL
24  TL2606  20250926   113.960  ...   113.910     113.540       TL
25  TS2512  20250926   102.314  ...   102.344     102.300       TS
26  TS2603  20250926   102.258  ...   102.258     102.220       TS
27  TS2606  20250926   102.258  ...   102.262     102.226       TS

[28 rows x 12 columns]
2025-09-29 16:26:12,466 - future_1d - INFO - ak.get_cffex_daily('2025-09-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250926   3931.0  ...   3940.00     3930.00        A
1     a2601  20250926   3910.0  ...   3918.00     3912.00        A
2     a2603  20250926   3917.0  ...   3922.00     3912.00        A
3     a2605  20250926   3949.0  ...   3951.00     3944.00        A
4     a2607  20250926   3949.0  ...   3945.00     3943.00        A
5     a2609  20250926   3949.0  ...   3948.00     3951.00        A
6     b2510  20250926   3654.0  ...   3630.00     3628.00        B
7     b2511  20250926   3655.0  ...   3627.00     3636.00        B
8     b2512  20250926   3665.0  ...   3647.00     3652.00        B
9     b2601  20250926   3662.0  ...   3647.00     3651.00        B
10    b2602  20250926   3665.0  ...   3649.00     3654.00        B
11    b2603  20250926   3629.0  ...   3615.00     3618.00        B
12    b2604  20250926   3521.0  ...   3520.00     3521.00        B
13    b2605  20250926   3460.0  ...   3449.00     3450.00        B
14    b2606  20250926   3427.0  ...   3422.00     3426.00        B
15    b2607  20250926   3470.0  ...   3428.00     3429.00        B
16    b2608  20250926   3527.0  ...   3520.00     3525.00        B
17    b2609  20250926   3541.0  ...   3535.00     3538.00        B
18   bb2511  20250926    141.9  ...    141.90      142.00       BB
19   bb2601  20250926    147.0  ...    147.00      146.95       BB
20   bb2603  20250926      0.0  ...    147.00      147.00       BB
21   bb2605  20250926      0.0  ...    141.70      141.70       BB
22   bb2607  20250926      0.0  ...    146.45      146.45       BB
23   bb2609  20250926      0.0  ...    146.45      146.45       BB
24   bz2603  20250926   5922.0  ...   5906.00     5930.00       BZ
25   bz2604  20250926   5892.0  ...   5880.00     5914.00       BZ
26   bz2605  20250926      0.0  ...   5936.00     5939.00       BZ
27   bz2606  20250926      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250926      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250926      0.0  ...   5883.00     5884.00       BZ
30   bz2609  20250926      0.0  ...   5884.00     5884.00       BZ
31    c2511  20250926   2159.0  ...   2176.00     2166.00        C
32    c2601  20250926   2134.0  ...   2137.00     2136.00        C
33    c2603  20250926   2143.0  ...   2146.00     2144.00        C
34    c2605  20250926   2197.0  ...   2203.00     2199.00        C
35    c2607  20250926   2208.0  ...   2213.00     2211.00        C
36    c2609  20250926   2224.0  ...   2228.00     2227.00        C
37   cs2511  20250926   2474.0  ...   2485.00     2476.00       CS
38   cs2601  20250926   2461.0  ...   2467.00     2466.00       CS
39   cs2603  20250926   2462.0  ...   2466.00     2466.00       CS
40   cs2605  20250926   2538.0  ...   2547.00     2546.00       CS
41   cs2607  20250926   2550.0  ...   2551.00     2551.00       CS
42   cs2609  20250926   2584.0  ...   2586.00     2590.00       CS
43   eb2510  20250926   6919.0  ...   6899.00     6919.00       EB
44   eb2511  20250926   6945.0  ...   6939.00     6958.00       EB
45   eb2512  20250926   6958.0  ...   6954.00     6974.00       EB
46   eb2601  20250926   7004.0  ...   6980.00     7000.00       EB
47   eb2602  20250926   7010.0  ...   7021.00     7030.00       EB
48   eb2603  20250926   7031.0  ...   7058.00     7069.00       EB
49   eb2604  20250926   7106.0  ...   7103.00     7098.00       EB
50   eb2605  20250926   7095.0  ...   7103.00     7111.00       EB
51   eb2606  20250926      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250926      0.0  ...   7134.00     7134.00       EB
53   eb2608  20250926      0.0  ...   7177.00     7177.00       EB
54   eb2609  20250926      0.0  ...   7177.00     7177.00       EB
55   eg2510  20250926   4278.0  ...   4269.00     4300.00       EG
56   eg2511  20250926   4239.0  ...   4221.00     4230.00       EG
57   eg2512  20250926   4212.0  ...   4218.00     4236.00       EG
58   eg2601  20250926   4254.0  ...   4227.00     4249.00       EG
59   eg2602  20250926   4239.0  ...   4231.00     4260.00       EG
60   eg2603  20250926   4249.0  ...   4252.00     4270.00       EG
61   eg2604  20250926      0.0  ...   4276.00     4285.00       EG
62   eg2605  20250926   4310.0  ...   4285.00     4309.00       EG
63   eg2606  20250926      0.0  ...   4300.00     4300.00       EG
64   eg2607  20250926      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250926      0.0  ...   4346.00     4346.00       EG
66   eg2609  20250926   4450.0  ...   4367.00     4346.00       EG
67   fb2510  20250926   1287.0  ...   1270.00     1262.50       FB
68   fb2511  20250926   1256.0  ...   1254.50     1254.50       FB
69   fb2512  20250926   1255.5  ...   1255.00     1253.50       FB
70   fb2601  20250926   1255.5  ...   1254.50     1255.00       FB
71   fb2602  20250926   1253.5  ...   1253.50     1255.00       FB
72   fb2603  20250926   1245.0  ...   1243.50     1245.50       FB
73   fb2604  20250926   1233.5  ...   1254.50     1252.00       FB
74   fb2605  20250926   1311.0  ...   1300.50     1292.50       FB
75   fb2606  20250926   1288.5  ...   1276.50     1292.00       FB
76   fb2607  20250926      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250926      0.0  ...   1308.00     1308.00       FB
78   fb2609  20250926      0.0  ...   1296.00     1296.00       FB
79    i2510  20250926    818.0  ...    813.50      821.00        I
80    i2511  20250926    816.5  ...    809.50      816.00        I
81    i2512  20250926    811.0  ...    805.00      811.00        I
82    i2601  20250926    804.0  ...    796.50      804.00        I
83    i2602  20250926    801.0  ...    790.50      799.50        I
84    i2603  20250926    796.0  ...    787.50      794.50        I
85    i2604  20250926    791.0  ...    784.50      791.00        I
86    i2605  20250926    784.0  ...    776.50      784.50        I
87    i2606  20250926    779.0  ...    772.00      779.50        I
88    i2607  20250926    774.0  ...    767.00      774.50        I
89    i2608  20250926    770.0  ...    763.50      769.50        I
90    i2609  20250926    764.0  ...    755.50      764.00        I
91    j2510  20250926   1631.0  ...   1619.50     1645.00        J
92    j2511  20250926   1663.5  ...   1643.50     1667.00        J
93    j2512  20250926   1695.0  ...   1684.50     1715.50        J
94    j2601  20250926   1751.0  ...   1718.50     1741.00        J
95    j2602  20250926   1751.0  ...   1747.50     1757.50        J
96    j2603  20250926   1778.0  ...   1778.00     1783.00        J
97    j2604  20250926      0.0  ...   1841.50     1841.50        J
98    j2605  20250926   1892.0  ...   1862.50     1885.50        J
99    j2606  20250926   1901.0  ...   1901.00     1901.00        J
100   j2607  20250926      0.0  ...   1903.50     1910.50        J
101   j2608  20250926      0.0  ...   1919.50     1919.50        J
102   j2609  20250926   1948.5  ...   1933.50     1956.50        J
103  jd2510  20250926   2971.0  ...   2952.00     2977.00       JD
104  jd2511  20250926   3068.0  ...   3051.00     3073.00       JD
105  jd2512  20250926   3195.0  ...   3182.00     3203.00       JD
106  jd2601  20250926   3370.0  ...   3360.00     3365.00       JD
107  jd2602  20250926   3116.0  ...   3106.00     3117.00       JD
108  jd2603  20250926   3142.0  ...   3130.00     3145.00       JD
109  jd2604  20250926   3265.0  ...   3253.00     3265.00       JD
110  jd2605  20250926   3391.0  ...   3385.00     3392.00       JD
111  jd2606  20250926   3231.0  ...   3226.00     3234.00       JD
112  jd2607  20250926   3474.0  ...   3470.00     3478.00       JD
113  jd2608  20250926   3920.0  ...   3918.00     3920.00       JD
114  jd2609  20250926   3769.0  ...   3787.00     3920.00       JD
115  jm2510  20250926   1027.0  ...   1037.00     1026.00       JM
116  jm2511  20250926   1086.0  ...   1071.50     1080.50       JM
117  jm2512  20250926   1156.5  ...   1142.00     1152.50       JM
118  jm2601  20250926   1229.5  ...   1214.50     1229.00       JM
119  jm2602  20250926   1252.0  ...   1237.00     1250.50       JM
120  jm2603  20250926   1274.0  ...   1256.50     1272.00       JM
121  jm2604  20250926   1292.0  ...   1278.50     1294.50       JM
122  jm2605  20250926   1327.0  ...   1304.00     1318.00       JM
123  jm2606  20250926   1337.5  ...   1319.00     1334.00       JM
124  jm2607  20250926   1351.0  ...   1333.50     1346.50       JM
125  jm2608  20250926   1371.5  ...   1350.50     1362.00       JM
126  jm2609  20250926   1394.0  ...   1374.00     1389.00       JM
127   l2510  20250926   7067.0  ...   7072.00     7096.00        L
128   l2511  20250926   7117.0  ...   7103.00     7123.00        L
129   l2512  20250926   7140.0  ...   7138.00     7151.00        L
130   l2601  20250926   7161.0  ...   7163.00     7168.00        L
131   l2602  20250926   7154.0  ...   7161.00     7163.00        L
132   l2603  20250926   7170.0  ...   7186.00     7176.00        L
133   l2604  20250926   7187.0  ...   7210.00     7212.00        L
134   l2605  20250926   7208.0  ...   7200.00     7203.00        L
135   l2606  20250926   7176.0  ...   7208.00     7201.00        L
136   l2607  20250926   7213.0  ...   7227.00     7220.00        L
137   l2608  20250926   7217.0  ...   7245.00     7230.00        L
138   l2609  20250926   7205.0  ...   7228.00     7230.00        L
139  lg2511  20250926    806.0  ...    807.50      804.50       LG
140  lg2601  20250926    822.5  ...    820.50      819.50       LG
141  lg2603  20250926    825.5  ...    825.50      825.00       LG
142  lg2605  20250926    829.0  ...    828.50      827.50       LG
143  lg2607  20250926    829.0  ...    829.50      827.50       LG
144  lg2609  20250926    816.5  ...    816.50      827.50       LG
145  lh2511  20250926  12660.0  ...  12625.00    12700.00       LH
146  lh2601  20250926  13300.0  ...  13180.00    13325.00       LH
147  lh2603  20250926  12750.0  ...  12660.00    12745.00       LH
148  lh2605  20250926  13145.0  ...  13070.00    13145.00       LH
149  lh2607  20250926  13810.0  ...  13655.00    13805.00       LH
150  lh2609  20250926  14200.0  ...  14220.00    13805.00       LH
151   m2511  20250926   2942.0  ...   2916.00     2934.00        M
152   m2512  20250926   2979.0  ...   2960.00     2973.00        M
153   m2601  20250926   2972.0  ...   2949.00     2961.00        M
154   m2603  20250926   2936.0  ...   2921.00     2929.00        M
155   m2605  20250926   2768.0  ...   2755.00     2759.00        M
156   m2607  20250926   2753.0  ...   2744.00     2749.00        M
157   m2608  20250926   2870.0  ...   2860.00     2864.00        M
158   m2609  20250926   2877.0  ...   2863.00     2870.00        M
159   p2510  20250926   9060.0  ...   9126.00     9072.00        P
160   p2511  20250926   9156.0  ...   9208.00     9162.00        P
161   p2512  20250926   9212.0  ...   9232.00     9186.00        P
162   p2601  20250926   9242.0  ...   9266.00     9214.00        P
163   p2602  20250926   9212.0  ...   9218.00     9184.00        P
164   p2603  20250926   9142.0  ...   9160.00     9142.00        P
165   p2604  20250926   9152.0  ...   9154.00     9092.00        P
166   p2605  20250926   9066.0  ...   9076.00     9030.00        P
167   p2606  20250926   8936.0  ...   8978.00     8928.00        P
168   p2607  20250926   8858.0  ...   8876.00     8834.00        P
169   p2608  20250926   8770.0  ...   8776.00     8750.00        P
170   p2609  20250926   8654.0  ...   8686.00     8646.00        P
171  pg2510  20250926   4367.0  ...   4432.00     4352.00       PG
172  pg2511  20250926   4267.0  ...   4285.00     4258.00       PG
173  pg2512  20250926   4191.0  ...   4215.00     4196.00       PG
174  pg2601  20250926   4145.0  ...   4150.00     4137.00       PG
175  pg2602  20250926   4079.0  ...   4085.00     4072.00       PG
176  pg2603  20250926   3991.0  ...   4003.00     3992.00       PG
177  pg2604  20250926   4371.0  ...   4367.00     4357.00       PG
178  pg2605  20250926   4280.0  ...   4285.00     4270.00       PG
179  pg2606  20250926   4223.0  ...   4228.00     4220.00       PG
180  pg2607  20250926      0.0  ...   4154.00     4154.00       PG
181  pg2608  20250926   4102.0  ...   4109.00     4116.00       PG
182  pg2609  20250926   4091.0  ...   4093.00     4116.00       PG
183  pp2510  20250926   6782.0  ...   6795.00     6784.00       PP
184  pp2511  20250926   6838.0  ...   6830.00     6827.00       PP
185  pp2512  20250926   6853.0  ...   6869.00     6861.00       PP
186  pp2601  20250926   6890.0  ...   6900.00     6893.00       PP
187  pp2602  20250926   6866.0  ...   6889.00     6877.00       PP
188  pp2603  20250926   6883.0  ...   6890.00     6880.00       PP
189  pp2604  20250926   6894.0  ...   6917.00     6918.00       PP
190  pp2605  20250926   6941.0  ...   6944.00     6935.00       PP
191  pp2606  20250926   6907.0  ...   6921.00     6908.00       PP
192  pp2607  20250926   6892.0  ...   6893.00     6883.00       PP
193  pp2608  20250926   6882.0  ...   6900.00     6884.00       PP
194  pp2609  20250926   6911.0  ...   6924.00     6911.00       PP
195  rr2510  20250926   3623.0  ...   3623.00     3618.00       RR
196  rr2511  20250926   3616.0  ...   3613.00     3612.00       RR
197  rr2512  20250926   3613.0  ...   3614.00     3614.00       RR
198  rr2601  20250926   3624.0  ...   3620.00     3622.00       RR
199  rr2602  20250926   3605.0  ...   3606.00     3605.00       RR
200  rr2603  20250926   3614.0  ...   3614.00     3612.00       RR
201  rr2604  20250926      0.0  ...   3616.00     3616.00       RR
202  rr2605  20250926      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250926      0.0  ...   3600.00     3600.00       RR
204  rr2607  20250926      0.0  ...   3609.00     3609.00       RR
205  rr2608  20250926      0.0  ...   3614.00     3614.00       RR
206  rr2609  20250926      0.0  ...   3614.00     3614.00       RR
207   v2510  20250926   4808.0  ...   4788.00     4808.00        V
208   v2511  20250926   4841.0  ...   4817.00     4838.00        V
209   v2512  20250926   4884.0  ...   4858.00     4877.00        V
210   v2601  20250926   4930.0  ...   4902.00     4925.00        V
211   v2602  20250926   4957.0  ...   4941.00     4964.00        V
212   v2603  20250926   4980.0  ...   4971.00     4996.00        V
213   v2604  20250926   5192.0  ...   5174.00     5191.00        V
214   v2605  20250926   5237.0  ...   5205.00     5226.00        V
215   v2606  20250926   5236.0  ...   5248.00     5262.00        V
216   v2607  20250926   5268.0  ...   5277.00     5294.00        V
217   v2608  20250926   5305.0  ...   5302.00     5331.00        V
218   v2609  20250926   5350.0  ...   5341.00     5355.00        V
219   y2511  20250926   8200.0  ...   8202.00     8188.00        Y
220   y2512  20250926   8266.0  ...   8248.00     8238.00        Y
221   y2601  20250926   8208.0  ...   8192.00     8180.00        Y
222   y2603  20250926   8148.0  ...   8140.00     8112.00        Y
223   y2605  20250926   7940.0  ...   7946.00     7924.00        Y
224   y2607  20250926   7910.0  ...   7908.00     7878.00        Y
225   y2608  20250926   7888.0  ...   7896.00     7880.00        Y
226   y2609  20250926   7868.0  ...   7876.00     7852.00        Y

[227 rows x 12 columns]
2025-09-29 16:26:12,984 - future_1d - INFO - ak.get_dce_daily('2025-09-26') done
2025-09-29 16:26:14,748 - future_1d - INFO - save future_daily 2025-09-26 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250929   8656.0   8699.0  ...    27982.84   8647.0      8628.0       AP
1    AP511  20250929   8401.0   8523.0  ...    42297.98   8444.0      8440.0       AP
2    AP512  20250929   8411.0   8530.0  ...     5029.49   8453.0      8373.0       AP
3    AP601  20250929   8437.0   8619.0  ...  1159018.15   8513.0      8384.0       AP
4    AP603  20250929   8286.0   8419.0  ...     3448.32   8349.0      8251.0       AP
5    AP604  20250929   8362.0   8388.0  ...      783.85   8339.0      8259.0       AP
6    AP605  20250929   8310.0   8433.0  ...    20768.51   8371.0      8269.0       AP
7    CF511  20250929  13405.0  13430.0  ...   281544.73  13345.0     13500.0       CF
8    CF601  20250929  13390.0  13425.0  ...  1640207.09  13365.0     13460.0       CF
9    CF603  20250929  13380.0  13400.0  ...     3818.94  13355.0     13425.0       CF
10   CF605  20250929  13400.0  13425.0  ...   217717.18  13370.0     13460.0       CF
11   CF607  20250929  13425.0  13450.0  ...     2231.37  13400.0     13475.0       CF
12   CF609  20250929  13580.0  13585.0  ...     2545.98  13540.0     13635.0       CF
13   CJ512  20250929  11180.0  11180.0  ...    10855.29  10910.0     11115.0       CJ
14   CJ601  20250929  11270.0  11270.0  ...  1617835.48  10955.0     11175.0       CJ
15   CJ603  20250929  11220.0  11280.0  ...    24991.00  10945.0     11155.0       CJ
16   CJ605  20250929  11330.0  11330.0  ...   255484.38  11020.0     11205.0       CJ
17   CJ607  20250929  11390.0  11400.0  ...     4382.50  11110.0     11325.0       CJ
18   CJ609  20250929  11490.0  11500.0  ...     2175.80  11245.0     11415.0       CJ
19   CY510  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250929  19610.0  19615.0  ...   116020.41  19530.0     19745.0       CY
21   CY512  20250929      0.0      0.0  ...        0.00  19415.0     19515.0       CY
22   CY601  20250929  19545.0  19550.0  ...     6007.06  19505.0     19645.0       CY
23   CY602  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
24   CY603  20250929      0.0      0.0  ...        0.00  19775.0     19830.0       CY
25   CY604  20250929      0.0      0.0  ...        0.00  19545.0     19545.0       CY
26   CY605  20250929  19575.0  19575.0  ...        9.79  19575.0     19695.0       CY
27   CY606  20250929      0.0      0.0  ...        0.00  19555.0     19555.0       CY
28   CY607  20250929      0.0      0.0  ...        0.00  19915.0     19965.0       CY
29   CY608  20250929      0.0      0.0  ...        0.00  19735.0     19735.0       CY
30   CY609  20250929      0.0      0.0  ...        0.00  19885.0     19965.0       CY
31   FG510  20250929   1130.0   1130.0  ...     9258.22   1117.0      1135.0       FG
32   FG511  20250929   1128.0   1132.0  ...   284860.98   1112.0      1140.0       FG
33   FG512  20250929   1252.0   1255.0  ...   140604.75   1230.0      1259.0       FG
34   FG601  20250929   1251.0   1253.0  ...  5591696.92   1229.0      1257.0       FG
35   FG602  20250929   1304.0   1306.0  ...    45248.10   1285.0      1310.0       FG
36   FG603  20250929   1298.0   1307.0  ...     2811.19   1287.0      1314.0       FG
37   FG604  20250929   1359.0   1373.0  ...     1180.58   1348.0      1381.0       FG
38   FG605  20250929   1369.0   1371.0  ...   184698.54   1347.0      1376.0       FG
39   FG606  20250929   1397.0   1398.0  ...     1975.64   1378.0      1403.0       FG
40   FG607  20250929   1390.0   1394.0  ...     2603.30   1372.0      1398.0       FG
41   FG608  20250929   1425.0   1432.0  ...     1279.09   1418.0      1438.0       FG
42   FG609  20250929   1430.0   1434.0  ...     6085.10   1420.0      1440.0       FG
43   JR511  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250929   2258.0   2275.0  ...     3233.71   2261.0      2258.0       MA
52   MA511  20250929   2293.0   2308.0  ...   106475.80   2298.0      2297.0       MA
53   MA512  20250929   2334.0   2345.0  ...    61133.99   2335.0      2330.0       MA
54   MA601  20250929   2360.0   2367.0  ...  1003865.58   2356.0      2352.0       MA
55   MA602  20250929   2383.0   2391.0  ...    33316.36   2383.0      2373.0       MA
56   MA603  20250929   2395.0   2404.0  ...      508.05   2396.0      2394.0       MA
57   MA604  20250929   2398.0   2398.0  ...      114.80   2392.0      2394.0       MA
58   MA605  20250929   2391.0   2394.0  ...    47339.35   2386.0      2385.0       MA
59   MA606  20250929      0.0      0.0  ...        0.00   2396.0      2392.0       MA
60   MA607  20250929   2363.0   2376.0  ...       23.66   2366.0      2368.0       MA
61   MA608  20250929      0.0      0.0  ...        0.00   2373.0      2373.0       MA
62   MA609  20250929   2340.0   2352.0  ...      398.94   2347.0      2344.0       MA
63   OI511  20250929  10338.0  10345.0  ...   482929.50  10288.0     10320.0       OI
64   OI601  20250929  10174.0  10177.0  ...  2347037.86  10128.0     10146.0       OI
65   OI603  20250929   9921.0   9929.0  ...     8380.04   9870.0      9912.0       OI
66   OI605  20250929   9664.0   9664.0  ...    69872.79   9615.0      9632.0       OI
67   OI607  20250929   9580.0   9593.0  ...      726.14   9555.0      9580.0       OI
68   OI609  20250929   9535.0   9547.0  ...      730.81   9491.0      9538.0       OI
69   PF510  20250929   6332.0   6362.0  ...     2031.03   6318.0      6350.0       PF
70   PF511  20250929   6324.0   6356.0  ...   586976.78   6326.0      6344.0       PF
71   PF512  20250929   6288.0   6320.0  ...   346631.01   6294.0      6310.0       PF
72   PF601  20250929   6340.0   6366.0  ...    30760.71   6340.0      6356.0       PF
73   PF602  20250929   6336.0   6368.0  ...    91057.47   6340.0      6354.0       PF
74   PF603  20250929   6352.0   6366.0  ...      117.52   6352.0      6370.0       PF
75   PF604  20250929   6398.0   6442.0  ...       73.85   6422.0      6414.0       PF
76   PF605  20250929   6420.0   6452.0  ...      131.79   6430.0      6440.0       PF
77   PF606  20250929   6424.0   6424.0  ...        6.42   6424.0      6436.0       PF
78   PF607  20250929   6410.0   6446.0  ...        9.65   6432.0      6454.0       PF
79   PF608  20250929   6472.0   6472.0  ...        6.45   6448.0      6472.0       PF
80   PF609  20250929      0.0      0.0  ...        0.00   6498.0      6504.0       PF
81   PK510  20250929   7784.0   7820.0  ...     6758.86   7800.0      7784.0       PK
82   PK511  20250929   7802.0   7868.0  ...   358713.17   7834.0      7784.0       PK
83   PK512  20250929   7776.0   7870.0  ...   119217.42   7826.0      7770.0       PK
84   PK601  20250929   7800.0   7848.0  ...    95841.03   7820.0      7768.0       PK
85   PK603  20250929   7830.0   7862.0  ...      404.03   7846.0      7804.0       PK
86   PK604  20250929   7836.0   7864.0  ...      204.01   7846.0      7820.0       PK
87   PK605  20250929   7840.0   7866.0  ...     5166.75   7846.0      7826.0       PK
88   PL601  20250929   6376.0   6406.0  ...    41908.30   6375.0      6376.0       PL
89   PL602  20250929   6402.0   6413.0  ...      256.11   6403.0      6399.0       PL
90   PL603  20250929   6411.0   6436.0  ...       25.69   6424.0      6402.0       PL
91   PL604  20250929   6419.0   6442.0  ...       38.55   6425.0      6407.0       PL
92   PL605  20250929   6373.0   6386.0  ...      165.65   6371.0      6350.0       PL
93   PL606  20250929   6440.0   6440.0  ...       25.72   6430.0      6428.0       PL
94   PL607  20250929      0.0      0.0  ...        0.00   6399.0      6399.0       PL
95   PL608  20250929   6440.0   6440.0  ...       12.88   6440.0      6499.0       PL
96   PL609  20250929      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250929   5854.0   5854.0  ...      498.23   5828.0      5848.0       PR
104  PR511  20250929   5810.0   5822.0  ...   370379.70   5798.0      5818.0       PR
105  PR512  20250929   5804.0   5826.0  ...   448589.44   5802.0      5818.0       PR
106  PR601  20250929   5806.0   5826.0  ...   197224.95   5802.0      5808.0       PR
107  PR602  20250929   5816.0   5870.0  ...      621.77   5838.0      5844.0       PR
108  PR603  20250929   5810.0   5886.0  ...      764.43   5858.0      5832.0       PR
109  PR604  20250929   5830.0   5916.0  ...      538.82   5890.0      5854.0       PR
110  PR605  20250929   5836.0   5938.0  ...      620.03   5906.0      5864.0       PR
111  PR606  20250929   5916.0   5952.0  ...       71.27   5940.0      5902.0       PR
112  PR607  20250929   5926.0   5954.0  ...      124.75   5940.0      5902.0       PR
113  PR608  20250929   5922.0   5922.0  ...       53.25   5918.0      5914.0       PR
114  PR609  20250929   5940.0   5940.0  ...       62.03   5908.0      5918.0       PR
115  PX510  20250929   6674.0   6682.0  ...      387.90   6632.0      6668.0       PX
116  PX511  20250929   6666.0   6700.0  ...   597824.37   6664.0      6664.0       PX
117  PX512  20250929   6654.0   6682.0  ...   235327.92   6650.0      6648.0       PX
118  PX601  20250929   6652.0   6672.0  ...   145505.81   6640.0      6646.0       PX
119  PX602  20250929   6652.0   6678.0  ...     9133.01   6648.0      6660.0       PX
120  PX603  20250929   6634.0   6664.0  ...       53.06   6634.0      6630.0       PX
121  PX604  20250929   6616.0   6622.0  ...        6.62   6620.0      6658.0       PX
122  PX605  20250929   6658.0   6700.0  ...      617.00   6670.0      6686.0       PX
123  PX606  20250929   6656.0   6656.0  ...        3.33   6656.0      6682.0       PX
124  PX607  20250929   6632.0   6690.0  ...       23.26   6646.0      6670.0       PX
125  PX608  20250929      0.0      0.0  ...        0.00   6686.0      6686.0       PX
126  PX609  20250929   6730.0   6730.0  ...        6.71   6714.0      6690.0       PX
127  RI511  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250929   2467.0   2487.0  ...     8227.56   2472.0      2474.0       RM
134  RM601  20250929   2411.0   2430.0  ...   522729.44   2413.0      2429.0       RM
135  RM603  20250929   2343.0   2346.0  ...     5931.30   2338.0      2346.0       RM
136  RM605  20250929   2330.0   2336.0  ...   101374.11   2328.0      2334.0       RM
137  RM607  20250929   2321.0   2328.0  ...     9704.08   2319.0      2322.0       RM
138  RM608  20250929   2421.0   2427.0  ...      420.85   2419.0      2423.0       RM
139  RM609  20250929   2410.0   2415.0  ...     2280.62   2408.0      2414.0       RM
140  RS511  20250929   5429.0   5429.0  ...      297.83   5318.0      5368.0       RS
141  RS607  20250929   5580.0   5588.0  ...      150.33   5568.0      5571.0       RS
142  RS608  20250929   5543.0   5589.0  ...      122.44   5565.0      5558.0       RS
143  RS609  20250929   5543.0   5583.0  ...       77.86   5561.0      5559.0       RS
144  SA510  20250929   1207.0   1207.0  ...    14570.42   1201.0      1212.0       SA
145  SA511  20250929   1215.0   1219.0  ...   398360.49   1209.0      1224.0       SA
146  SA512  20250929   1278.0   1283.0  ...   258006.82   1272.0      1287.0       SA
147  SA601  20250929   1291.0   1295.0  ...  2455419.25   1284.0      1301.0       SA
148  SA602  20250929   1322.0   1325.0  ...   185719.65   1311.0      1331.0       SA
149  SA603  20250929   1330.0   1333.0  ...     3842.56   1322.0      1339.0       SA
150  SA604  20250929   1371.0   1379.0  ...     1088.96   1365.0      1386.0       SA
151  SA605  20250929   1383.0   1387.0  ...   153744.58   1373.0      1392.0       SA
152  SA606  20250929   1393.0   1401.0  ...      877.84   1389.0      1405.0       SA
153  SA607  20250929   1395.0   1403.0  ...     1861.12   1391.0      1408.0       SA
154  SA608  20250929   1424.0   1436.0  ...      916.92   1428.0      1440.0       SA
155  SA609  20250929   1438.0   1443.0  ...     5361.06   1434.0      1446.0       SA
156  SF510  20250929   5454.0   5478.0  ...     4879.87   5402.0      5480.0       SF
157  SF511  20250929   5620.0   5678.0  ...   957047.42   5590.0      5680.0       SF
158  SF512  20250929   5620.0   5654.0  ...   204478.47   5574.0      5658.0       SF
159  SF601  20250929   5600.0   5638.0  ...   380717.72   5558.0      5644.0       SF
160  SF602  20250929   5550.0   5594.0  ...    47522.51   5524.0      5602.0       SF
161  SF603  20250929   5706.0   5766.0  ...     1214.64   5704.0      5768.0       SF
162  SF604  20250929   5702.0   5740.0  ...       11.42   5708.0      5754.0       SF
163  SF605  20250929   5714.0   5742.0  ...     6198.94   5684.0      5768.0       SF
164  SF606  20250929   5668.0   5704.0  ...      138.26   5644.0      5738.0       SF
165  SF607  20250929   5840.0   5852.0  ...       69.61   5802.0      5872.0       SF
166  SF608  20250929   5784.0   5804.0  ...       11.55   5774.0      5884.0       SF
167  SF609  20250929   5758.0   5828.0  ...       71.99   5760.0      5844.0       SF
168  SH510  20250929   2455.0   2466.0  ...     6784.34   2453.0      2455.0       SH
169  SH511  20250929   2489.0   2496.0  ...   597883.78   2479.0      2482.0       SH
170  SH512  20250929   2530.0   2539.0  ...   344078.99   2519.0      2530.0       SH
171  SH601  20250929   2530.0   2536.0  ...  2488833.56   2513.0      2530.0       SH
172  SH602  20250929   2557.0   2562.0  ...    51761.54   2539.0      2559.0       SH
173  SH603  20250929   2570.0   2580.0  ...     2504.88   2553.0      2575.0       SH
174  SH604  20250929   2608.0   2621.0  ...      358.38   2597.0      2617.0       SH
175  SH605  20250929   2620.0   2629.0  ...    21517.02   2604.0      2623.0       SH
176  SH606  20250929   2629.0   2629.0  ...      242.68   2609.0      2638.0       SH
177  SH607  20250929   2626.0   2632.0  ...      320.31   2604.0      2629.0       SH
178  SH608  20250929   2642.0   2642.0  ...      102.47   2627.0      2645.0       SH
179  SH609  20250929   2656.0   2660.0  ...      531.46   2644.0      2659.0       SH
180  SM510  20250929   5738.0   5748.0  ...     3373.43   5684.0      5752.0       SM
181  SM511  20250929   5818.0   5852.0  ...   398459.35   5786.0      5846.0       SM
182  SM512  20250929   5818.0   5858.0  ...   135876.45   5802.0      5852.0       SM
183  SM601  20250929   5834.0   5868.0  ...   831719.66   5802.0      5866.0       SM
184  SM602  20250929   5836.0   5878.0  ...   243624.84   5812.0      5872.0       SM
185  SM603  20250929   5894.0   5894.0  ...     1247.78   5832.0      5904.0       SM
186  SM604  20250929   5868.0   5882.0  ...        8.81   5874.0      5910.0       SM
187  SM605  20250929   5872.0   5900.0  ...    21467.30   5838.0      5900.0       SM
188  SM606  20250929   5860.0   5900.0  ...       73.00   5840.0      5896.0       SM
189  SM607  20250929   5870.0   5912.0  ...       41.05   5864.0      5918.0       SM
190  SM608  20250929   5914.0   5928.0  ...       17.64   5880.0      5936.0       SM
191  SM609  20250929   5868.0   5928.0  ...      930.02   5868.0      5940.0       SM
192  SR511  20250929   5519.0   5530.0  ...   138166.21   5519.0      5520.0       SR
193  SR601  20250929   5485.0   5505.0  ...   789921.09   5489.0      5491.0       SR
194  SR603  20250929   5467.0   5483.0  ...     1713.04   5473.0      5473.0       SR
195  SR605  20250929   5447.0   5463.0  ...    62060.93   5448.0      5452.0       SR
196  SR607  20250929   5451.0   5460.0  ...     4259.43   5447.0      5451.0       SR
197  SR609  20250929   5454.0   5468.0  ...     5573.82   5449.0      5457.0       SR
198  TA510  20250929   4612.0   4632.0  ...     8162.28   4606.0      4626.0       TA
199  TA511  20250929   4620.0   4652.0  ...   273494.08   4626.0      4640.0       TA
200  TA512  20250929   4638.0   4660.0  ...   142326.03   4638.0      4650.0       TA
201  TA601  20250929   4650.0   4672.0  ...  1350166.41   4650.0      4664.0       TA
202  TA602  20250929   4668.0   4684.0  ...    23176.32   4664.0      4674.0       TA
203  TA603  20250929   4680.0   4692.0  ...      451.18   4676.0      4690.0       TA
204  TA604  20250929   4672.0   4672.0  ...        9.32   4662.0      4698.0       TA
205  TA605  20250929   4692.0   4718.0  ...    47510.47   4694.0      4706.0       TA
206  TA606  20250929   4702.0   4702.0  ...        7.04   4696.0      4706.0       TA
207  TA607  20250929   4710.0   4710.0  ...        9.41   4704.0      4718.0       TA
208  TA608  20250929   4712.0   4732.0  ...        9.43   4718.0      4736.0       TA
209  TA609  20250929   4732.0   4756.0  ...      274.84   4740.0      4742.0       TA
210  UR510  20250929   1546.0   1552.0  ...     2939.37   1541.0      1549.0       UR
211  UR511  20250929   1640.0   1642.0  ...    77585.41   1632.0      1649.0       UR
212  UR512  20250929   1645.0   1655.0  ...    24157.22   1646.0      1661.0       UR
213  UR601  20250929   1666.0   1668.0  ...   563687.81   1657.0      1673.0       UR
214  UR602  20250929   1670.0   1675.0  ...      582.02   1663.0      1680.0       UR
215  UR603  20250929   1712.0   1715.0  ...      167.55   1710.0      1725.0       UR
216  UR604  20250929   1716.0   1718.0  ...      211.73   1708.0      1725.0       UR
217  UR605  20250929   1717.0   1718.0  ...    27474.81   1708.0      1725.0       UR
218  UR606  20250929   1720.0   1720.0  ...      666.53   1709.0      1724.0       UR
219  UR607  20250929   1750.0   1750.0  ...      149.94   1743.0      1758.0       UR
220  UR608  20250929   1739.0   1741.0  ...      135.48   1737.0      1745.0       UR
221  UR609  20250929   1735.0   1738.0  ...      550.11   1730.0      1743.0       UR
222  WH511  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 16:26:20,995 - future_1d - INFO - ak.get_czce_daily('2025-09-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250929  ...   82180      82500      CU
1        1      CU2511  20250929  ...   82070      82540      CU
2        2      CU2512  20250929  ...   82100      82540      CU
3        3      CU2601  20250929  ...   82020      82530      CU
4        4      CU2602  20250929  ...   82030      82490      CU
5        5      CU2603  20250929  ...   81970      82420      CU
6        6      CU2604  20250929  ...   81960      82450      CU
7        7      CU2605  20250929  ...   82020      82500      CU
8        8      CU2606  20250929  ...   81880      82380      CU
9        9      CU2607  20250929  ...   81790      82200      CU
10      10      CU2608  20250929  ...   81840      82220      CU
11      11      CU2609  20250929  ...   81780      82110      CU
12      12      BC2510  20250929  ...   72820      73250      BC
13      13      BC2511  20250929  ...   73040      73420      BC
14      14      BC2512  20250929  ...   73080      73550      BC
15      15      BC2601  20250929  ...   73160      73160      BC
16      16      BC2602  20250929  ...   73080      73820      BC
17      17      BC2603  20250929  ...   73290      73000      BC
18      18      BC2604  20250929  ...   73000      73000      BC
19      19      BC2605  20250929  ...   72900      72900      BC
20      20      BC2606  20250929  ...   72960      72960      BC
21      21      BC2607  20250929  ...   72900      72840      BC
22      22      BC2608  20250929  ...   73000      73000      BC
23      23      BC2609  20250929  ...   73000      73000      BC
24      24      AL2510  20250929  ...   20695      20765      AL
25      25      AL2511  20250929  ...   20705      20775      AL
26      26      AL2512  20250929  ...   20710      20780      AL
27      27      AL2601  20250929  ...   20715      20780      AL
28      28      AL2602  20250929  ...   20710      20785      AL
29      29      AL2603  20250929  ...   20740      20810      AL
30      30      AL2604  20250929  ...   20780      20840      AL
31      31      AL2605  20250929  ...   20785      20845      AL
32      32      AL2606  20250929  ...   20785      20840      AL
33      33      AL2607  20250929  ...   20775      20860      AL
34      34      AL2608  20250929  ...   20790      20840      AL
35      35      AL2609  20250929  ...   20800      20860      AL
36      36      ZN2510  20250929  ...   21705      22010      ZN
37      37      ZN2511  20250929  ...   21755      22035      ZN
38      38      ZN2512  20250929  ...   21770      22040      ZN
39      39      ZN2601  20250929  ...   21800      22055      ZN
40      40      ZN2602  20250929  ...   21830      22085      ZN
41      41      ZN2603  20250929  ...   21845      22115      ZN
42      42      ZN2604  20250929  ...   21890      22145      ZN
43      43      ZN2605  20250929  ...   21925      22170      ZN
44      44      ZN2606  20250929  ...   21930      22215      ZN
45      45      ZN2607  20250929  ...   21965      22220      ZN
46      46      ZN2608  20250929  ...   21985      22270      ZN
47      47      ZN2609  20250929  ...   22075      22255      ZN
48      48      PB2510  20250929  ...   16965      17055      PB
49      49      PB2511  20250929  ...   16965      17090      PB
50      50      PB2512  20250929  ...   16980      17110      PB
51      51      PB2601  20250929  ...   16990      17125      PB
52      52      PB2602  20250929  ...   16960      17135      PB
53      53      PB2603  20250929  ...   16970      17145      PB
54      54      PB2604  20250929  ...   17015      17150      PB
55      55      PB2605  20250929  ...   17045      17150      PB
56      56      PB2606  20250929  ...   17025      17220      PB
57      57      PB2607  20250929  ...   17175      17175      PB
58      58      PB2608  20250929  ...   17080      17210      PB
59      59      PB2609  20250929  ...   17230      17230      PB
60      60      NI2510  20250929  ...  120770     121620      NI
61      61      NI2511  20250929  ...  121050     121840      NI
62      62      NI2512  20250929  ...  121260     121970      NI
63      63      NI2601  20250929  ...  121460     122210      NI
64      64      NI2602  20250929  ...  121730     122270      NI
65      65      NI2603  20250929  ...  121850     122550      NI
66      66      NI2604  20250929  ...  122110     122830      NI
67      67      NI2605  20250929  ...  122330     123060      NI
68      68      NI2606  20250929  ...  122550     123250      NI
69      69      NI2607  20250929  ...  122790     123370      NI
70      70      NI2608  20250929  ...  123120     123860      NI
71      71      NI2609  20250929  ...  123490     124150      NI
72      72      SN2510  20250929  ...  272130     273130      SN
73      73      SN2511  20250929  ...  272520     273550      SN
74      74      SN2512  20250929  ...  272770     273960      SN
75      75      SN2601  20250929  ...  272990     273970      SN
76      76      SN2602  20250929  ...  272820     274200      SN
77      77      SN2603  20250929  ...  272840     274160      SN
78      78      SN2604  20250929  ...  273300     274280      SN
79      79      SN2605  20250929  ...  273470     274930      SN
80      80      SN2606  20250929  ...  274360     274760      SN
81      81      SN2607  20250929  ...  274550     274780      SN
82      82      SN2608  20250929  ...  274910     275430      SN
83      83      SN2609  20250929  ...  274820     275640      SN
84      84      AO2510  20250929  ...    2850       2871      AO
85      85      AO2511  20250929  ...    2866       2904      AO
86      86      AO2512  20250929  ...    2884       2902      AO
87      87      AO2601  20250929  ...    2893       2916      AO
88      88      AO2602  20250929  ...    2904       2928      AO
89      89      AO2603  20250929  ...    2976       2991      AO
90      90      AO2604  20250929  ...    2986       3001      AO
91      91      AO2605  20250929  ...    2987       3007      AO
92      92      AO2606  20250929  ...    2997       3015      AO
93      93      AO2607  20250929  ...    3001       3021      AO
94      94      AO2608  20250929  ...    3009       3031      AO
95      95      AO2609  20250929  ...    3027       3048      AO
96      96      AD2511  20250929  ...   20215      20315      AD
97      97      AD2512  20250929  ...   20280      20370      AD
98      98      AD2601  20250929  ...   20310      20385      AD
99      99      AD2602  20250929  ...   20320      20410      AD
100    100      AD2603  20250929  ...   20335      20300      AD
101    101      AD2604  20250929  ...   20320      20320      AD
102    102      AD2605  20250929  ...   20310      20320      AD
103    103      AD2606  20250929  ...   20330      20385      AD
104    104      AD2607  20250929  ...   20510      20510      AD
105    105      AD2608  20250929  ...   20515      20515      AD
106    106      AD2609  20250929  ...   20335      20335      AD
107    107      AU2510  20250929  ...     858      851.5      AU
108    108      AU2511  20250929  ...  858.82     853.38      AU
109    109      AU2512  20250929  ...  861.66        855      AU
110    110      AU2602  20250929  ...  863.72     857.82      AU
111    111      AU2604  20250929  ...  865.32     859.92      AU
112    112      AU2606  20250929  ...  868.74     862.34      AU
113    113      AU2608  20250929  ...  871.46      865.8      AU
114    114      AU2610  20250929  ...  874.82     868.42      AU
115    115      AG2510  20250929  ...   10776      10483      AG
116    116      AG2511  20250929  ...   10819      10509      AG
117    117      AG2512  20250929  ...   10835      10526      AG
118    118      AG2601  20250929  ...   10830      10528      AG
119    119      AG2602  20250929  ...   10855      10542      AG
120    120      AG2603  20250929  ...   10850      10527      AG
121    121      AG2604  20250929  ...   10870      10545      AG
122    122      AG2605  20250929  ...   10879      10553      AG
123    123      AG2606  20250929  ...   10888      10553      AG
124    124      AG2607  20250929  ...   10914      10548      AG
125    125      AG2608  20250929  ...   10902      10572      AG
126    126      AG2609  20250929  ...   10935      10613      AG
127    127      RB2510  20250929  ...    3016       3050      RB
128    128      RB2511  20250929  ...    3032       3083      RB
129    129      RB2512  20250929  ...    3090       3121      RB
130    130      RB2601  20250929  ...    3107       3139      RB
131    131      RB2602  20250929  ...    3111       3139      RB
132    132      RB2603  20250929  ...    3125       3157      RB
133    133      RB2604  20250929  ...    3146       3177      RB
134    134      RB2605  20250929  ...    3164       3197      RB
135    135      RB2606  20250929  ...    3182       3210      RB
136    136      RB2607  20250929  ...    3188       3217      RB
137    137      RB2608  20250929  ...    3194       3220      RB
138    138      RB2609  20250929  ...    3200       3232      RB
139    139      WR2510  20250929  ...    3205       3219      WR
140    140      WR2511  20250929  ...    3300       3329      WR
141    141      WR2512  20250929  ...    3309       3324      WR
142    142      WR2601  20250929  ...    3314       3342      WR
143    143      WR2602  20250929  ...    3301       3400      WR
144    144      WR2603  20250929  ...    3351       3351      WR
145    145      WR2604  20250929  ...    3340       3370      WR
146    146      WR2605  20250929  ...    3386       3386      WR
147    147      WR2606  20250929  ...    3367       3383      WR
148    148      WR2607  20250929  ...    3390       3390      WR
149    149      WR2608  20250929  ...    3378       3385      WR
150    150      WR2609  20250929  ...    3458       3458      WR
151    151      HC2510  20250929  ...    3395       3404      HC
152    152      HC2511  20250929  ...    3352       3385      HC
153    153      HC2512  20250929  ...    3335       3358      HC
154    154      HC2601  20250929  ...    3304       3330      HC
155    155      HC2602  20250929  ...    3304       3330      HC
156    156      HC2603  20250929  ...    3306       3333      HC
157    157      HC2604  20250929  ...    3311       3337      HC
158    158      HC2605  20250929  ...    3310       3337      HC
159    159      HC2606  20250929  ...    3316       3346      HC
160    160      HC2607  20250929  ...    3318       3355      HC
161    161      HC2608  20250929  ...    3327       3359      HC
162    162      HC2609  20250929  ...    3333       3364      HC
163    163      SS2510  20250929  ...   12670      12735      SS
164    164      SS2511  20250929  ...   12785      12850      SS
165    165      SS2512  20250929  ...   12810      12890      SS
166    166      SS2601  20250929  ...   12880      12950      SS
167    167      SS2602  20250929  ...   12930      12985      SS
168    168      SS2603  20250929  ...   13035      13100      SS
169    169      SS2604  20250929  ...   13100      13160      SS
170    170      SS2605  20250929  ...   13170      13240      SS
171    171      SS2606  20250929  ...   13230      13305      SS
172    172      SS2607  20250929  ...   13290      13350      SS
173    173      SS2608  20250929  ...   13350      13400      SS
174    174      SS2609  20250929  ...   13410      13465      SS
175    175      SC2510  20250929  ...   486.4      487.5      SC
176    176      SC2511  20250929  ...   494.5      489.1      SC
177    177      SC2512  20250929  ...   495.1      490.8      SC
178    178      SC2601  20250929  ...   494.9      490.7      SC
179    179      SC2602  20250929  ...   493.7      489.9      SC
180    180      SC2603  20250929  ...   491.7        490      SC
181    181      SC2604  20250929  ...   490.3      490.3      SC
182    182      SC2605  20250929  ...   489.6      491.2      SC
183    183      SC2606  20250929  ...     490      488.9      SC
184    184      SC2607  20250929  ...   490.4      484.9      SC
185    185      SC2608  20250929  ...   492.8      486.6      SC
186    186      SC2609  20250929  ...     489      483.8      SC
187    187      SC2612  20250929  ...   475.2      479.5      SC
188    188      SC2703  20250929  ...   472.1      473.1      SC
189    189      SC2706  20250929  ...     477        477      SC
190    190      SC2709  20250929  ...     477        477      SC
191    191      SC2712  20250929  ...   479.2      475.9      SC
192    192      SC2803  20250929  ...   475.1        475      SC
193    193      SC2806  20250929  ...   473.5      473.8      SC
194    194      SC2809  20250929  ...   472.1      472.1      SC
195    195      LU2510  20250929  ...    3450       3450      LU
196    196      LU2511  20250929  ...    3482       3470      LU
197    197      LU2512  20250929  ...    3494       3471      LU
198    198      LU2601  20250929  ...    3481       3459      LU
199    199      LU2602  20250929  ...    3455       3440      LU
200    200      LU2603  20250929  ...    3456       3425      LU
201    201      LU2604  20250929  ...    3439       3407      LU
202    202      LU2605  20250929  ...    3440       3437      LU
203    203      LU2606  20250929  ...    3459       3427      LU
204    204      LU2607  20250929  ...    3439       3418      LU
205    205      LU2608  20250929  ...    3420       3392      LU
206    206      LU2609  20250929  ...    3409       3379      LU
207    207      FU2510  20250929  ...    3025       2991      FU
208    208      FU2511  20250929  ...    3057       3002      FU
209    209      FU2512  20250929  ...    2977       2942      FU
210    210      FU2601  20250929  ...    2937       2914      FU
211    211      FU2602  20250929  ...    2912       2893      FU
212    212      FU2603  20250929  ...    2900       2880      FU
213    213      FU2604  20250929  ...    2885       2857      FU
214    214      FU2605  20250929  ...    2870       2843      FU
215    215      FU2606  20250929  ...    2849       2833      FU
216    216      FU2607  20250929  ...    2818       2797      FU
217    217      FU2608  20250929  ...    2785       2769      FU
218    218      FU2609  20250929  ...    2764       2748      FU
219    219      BU2510  20250929  ...    3471       3472      BU
220    220      BU2511  20250929  ...    3454       3451      BU
221    221      BU2512  20250929  ...    3411       3408      BU
222    222      BU2601  20250929  ...    3395       3387      BU
223    223      BU2602  20250929  ...    3399       3389      BU
224    224      BU2603  20250929  ...    3412       3407      BU
225    225      BU2604  20250929  ...    3400       3373      BU
226    226      BU2605  20250929  ...    3412       3416      BU
227    227      BU2606  20250929  ...    3403       3404      BU
228    228      BU2607  20250929  ...    3407       3407      BU
229    229      BU2608  20250929  ...    3394       3384      BU
230    230      BU2609  20250929  ...    3396       3386      BU
231    231      BU2612  20250929  ...    3337       3340      BU
232    232      BU2703  20250929  ...    3347       3329      BU
233    233      BU2706  20250929  ...    3346       3347      BU
234    234      BU2709  20250929  ...    3360       3354      BU
235    235      BR2510  20250929  ...   11320      11385      BR
236    236      BR2511  20250929  ...   11285      11360      BR
237    237      BR2512  20250929  ...   11280      11365      BR
238    238      BR2601  20250929  ...   11270      11340      BR
239    239      BR2602  20250929  ...   11245      11330      BR
240    240      BR2603  20250929  ...   11355      11355      BR
241    241      BR2604  20250929  ...   11320      11385      BR
242    242      BR2605  20250929  ...   11345      11430      BR
243    243      BR2606  20250929  ...   11350      11440      BR
244    244      BR2607  20250929  ...   11490      11635      BR
245    245      BR2608  20250929  ...   11490      11610      BR
246    246      BR2609  20250929  ...   11565      11675      BR
247    247      RU2510  20250929  ...   14475      14530      RU
248    248      RU2511  20250929  ...   14475      14555      RU
249    249      RU2601  20250929  ...   15340      15425      RU
250    250      RU2603  20250929  ...   15325      15425      RU
251    251      RU2604  20250929  ...   15335      15425      RU
252    252      RU2605  20250929  ...   15305      15395      RU
253    253      RU2606  20250929  ...   15240      15400      RU
254    254      RU2607  20250929  ...   15350      15395      RU
255    255      RU2608  20250929  ...   15410      15405      RU
256    256      RU2609  20250929  ...   15290      15370      RU
257    257      NR2510  20250929  ...   12370      12320      NR
258    258      NR2511  20250929  ...   12370      12350      NR
259    259      NR2512  20250929  ...   12375      12375      NR
260    260      NR2601  20250929  ...   12405      12395      NR
261    261      NR2602  20250929  ...   12405      12380      NR
262    262      NR2603  20250929  ...   12365      12455      NR
263    263      NR2604  20250929  ...   12435      12390      NR
264    264      NR2605  20250929  ...   12425      12460      NR
265    265      NR2606  20250929  ...   12430      12465      NR
266    266      NR2607  20250929  ...   12550      12650      NR
267    267      NR2608  20250929  ...   12555      12685      NR
268    268      NR2609  20250929  ...   12510      12510      NR
269    269      SP2510  20250929  ...    4866       5000      SP
270    270      SP2511  20250929  ...    4922       5034      SP
271    271      SP2512  20250929  ...    4940       5050      SP
272    272      SP2601  20250929  ...    5204       5290      SP
273    273      SP2602  20250929  ...    5202       5282      SP
274    274      SP2603  20250929  ...    5218       5302      SP
275    275      SP2604  20250929  ...    5250       5312      SP
276    276      SP2605  20250929  ...    5242       5308      SP
277    277      SP2606  20250929  ...    5248       5296      SP
278    278      SP2607  20250929  ...    5244       5300      SP
279    279      SP2608  20250929  ...    5262       5316      SP
280    280      SP2609  20250929  ...    5258       5318      SP
281    281      OP2601  20250929  ...    4232       4232      OP
282    282      OP2602  20250929  ...    4228       4228      OP
283    283      OP2603  20250929  ...    4250       4260      OP
284    284      OP2604  20250929  ...    4262       4274      OP
285    285      OP2605  20250929  ...    4266       4266      OP
286    286      OP2606  20250929  ...    4236       4236      OP
287    287      OP2607  20250929  ...    4238       4238      OP
288    288      OP2608  20250929  ...    4238       4240      OP
289    289      OP2609  20250929  ...    4330       4334      OP
290    290      EC2510  20250929  ...    1122     1150.8      EC
291    291      EC2512  20250929  ...    1735     1780.6      EC
292    292      EC2602  20250929  ...  1644.7     1691.9      EC
293    293      EC2604  20250929  ...  1253.1     1279.1      EC
294    294      EC2606  20250929  ...  1453.8     1482.6      EC
295    295      EC2608  20250929  ...  1598.9       1631      EC
296    296  SC_TAS2511  20250929  ...                     SC_TAS
297    297  SC_TAS2512  20250929  ...                     SC_TAS
298    298  SC_TAS2601  20250929  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 16:26:21,101 - future_1d - INFO - ak.get_shfe_daily('2025-09-29') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250929   488.1     505  ...     1945.63   486.4      487.5      SC
1       SC2511  20250929   492.1   499.2  ...  4743445.34   494.5      489.1      SC
2       SC2512  20250929   493.3   499.6  ...  1085522.81   495.1      490.8      SC
3       SC2601  20250929   493.3   499.5  ...   237010.04   494.9      490.7      SC
4       SC2602  20250929     494   498.9  ...    63648.63   493.7      489.9      SC
5       SC2603  20250929   492.7   497.8  ...    25421.15   491.7        490      SC
6       SC2604  20250929   495.4   496.8  ...    13338.42   490.3      490.3      SC
7       SC2605  20250929   492.5   497.2  ...    15766.67   489.6      491.2      SC
8       SC2606  20250929   490.6   496.6  ...    16122.84     490      488.9      SC
9       SC2607  20250929   494.6   494.8  ...      392.33   490.4      484.9      SC
10      SC2608  20250929   493.5   493.5  ...       98.56   492.8      486.6      SC
11      SC2609  20250929     491   492.3  ...      293.45     489      483.8      SC
12      SC2612  20250929   475.2   475.2  ...       47.52   475.2      479.5      SC
13      SC2703  20250929   472.1   472.1  ...       47.21   472.1      473.1      SC
14      SC2706  20250929                  ...           0     477        477      SC
15      SC2709  20250929                  ...           0     477        477      SC
16      SC2712  20250929   477.6   482.2  ...      479.29   479.2      475.9      SC
17      SC2803  20250929     475   477.9  ...      285.07   475.1        475      SC
18      SC2806  20250929   472.4   476.2  ...      520.88   473.5      473.8      SC
19      SC2809  20250929                  ...           0   472.1      472.1      SC
21      LU2510  20250929                  ...           0    3450       3450      LU
22      LU2511  20250929    3489    3527  ...  238222.826    3482       3470      LU
23      LU2512  20250929    3481    3540  ...   200238.01    3494       3471      LU
24      LU2601  20250929    3480    3528  ...   94948.303    3481       3459      LU
25      LU2602  20250929    3451    3505  ...    3556.073    3455       3440      LU
26      LU2603  20250929    3442    3498  ...     1361.94    3456       3425      LU
27      LU2604  20250929    3454    3461  ...      44.717    3439       3407      LU
28      LU2605  20250929    3451    3454  ...      58.489    3440       3437      LU
29      LU2606  20250929    3449    3467  ...      10.378    3459       3427      LU
30      LU2607  20250929    3418    3458  ...       34.39    3439       3418      LU
31      LU2608  20250929    3415    3439  ...       30.78    3420       3392      LU
32      LU2609  20250929    3396    3429  ...      64.773    3409       3379      LU
34      NR2510  20250929   12425   12455  ...    28212.04   12370      12320      NR
35      NR2511  20250929   12450   12475  ...  1153395.56   12370      12350      NR
36      NR2512  20250929   12430   12485  ...   395493.37   12375      12375      NR
37      NR2601  20250929   12465   12505  ...  211166.935   12405      12395      NR
38      NR2602  20250929   12470   12470  ...      4864.5   12405      12380      NR
39      NR2603  20250929   12390   12485  ...    1422.075   12365      12455      NR
40      NR2604  20250929   12485   12495  ...      348.24   12435      12390      NR
41      NR2605  20250929   12460   12535  ...      186.43   12425      12460      NR
42      NR2606  20250929   12430   12430  ...       12.43   12430      12465      NR
43      NR2607  20250929   12500   12600  ...        25.1   12550      12650      NR
44      NR2608  20250929   12520   12650  ...       50.22   12555      12685      NR
45      NR2609  20250929                  ...           0   12510      12510      NR
47      BC2510  20250929   72980   73160  ...    88849.76   72820      73250      BC
48      BC2511  20250929   73090   73350  ...   285677.51   73040      73420      BC
49      BC2512  20250929   73150   73480  ...     5590.91   73080      73550      BC
50      BC2601  20250929                  ...           0   73160      73160      BC
51      BC2602  20250929   72990   73600  ...     109.625   73080      73820      BC
52      BC2603  20250929                  ...           0   73290      73000      BC
53      BC2604  20250929                  ...           0   73000      73000      BC
54      BC2605  20250929                  ...           0   72900      72900      BC
55      BC2606  20250929                  ...           0   72960      72960      BC
56      BC2607  20250929                  ...           0   72900      72840      BC
57      BC2608  20250929                  ...           0   73000      73000      BC
58      BC2609  20250929                  ...           0   73000      73000      BC
60      EC2510  20250929    1141  1154.5  ...  93576.7345    1122     1150.8      EC
61      EC2512  20250929    1763  1775.3  ...  103054.394    1735     1780.6      EC
62      EC2602  20250929  1668.1  1684.6  ...  32984.4615  1644.7     1691.9      EC
63      EC2604  20250929    1260  1261.5  ...    7450.222  1253.1     1279.1      EC
64      EC2606  20250929  1463.6    1478  ...    705.1215  1453.8     1482.6      EC
65      EC2608  20250929  1601.1  1607.9  ...     599.612  1598.9       1631      EC
68  SC_TAS2511  20250929                  ...                                 SC_TAS
69  SC_TAS2512  20250929                  ...                                 SC_TAS
70  SC_TAS2601  20250929                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-29 16:26:21,165 - future_1d - INFO - ak.get_ine_daily('2025-09-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250929  51285.0  ...  51180.0     51505.0       PS
1   PS2511  20250929  50950.0  ...  50825.0     51420.0       PS
2   PS2512  20250929  53335.0  ...  53265.0     53780.0       PS
3   PS2601  20250929  52920.0  ...  52840.0     53310.0       PS
4   PS2602  20250929  52740.0  ...  52755.0     53110.0       PS
5   PS2603  20250929  52670.0  ...  52695.0     53220.0       PS
6   PS2604  20250929  52605.0  ...  52835.0     53190.0       PS
7   PS2605  20250929  53415.0  ...  52525.0     53080.0       PS
8   PS2606  20250929  54560.0  ...  54545.0     54975.0       PS
9   PS2607  20250929  54435.0  ...  54395.0     54945.0       PS
10  PS2608  20250929  54175.0  ...  54205.0     54565.0       PS
11  PS2609  20250929  54005.0  ...  54000.0     54550.0       PS
13  SI2510  20250929   8835.0  ...   8675.0      8975.0       SI
14  SI2511  20250929   8850.0  ...   8655.0      9000.0       SI
15  SI2512  20250929   9240.0  ...   9045.0      9395.0       SI
16  SI2601  20250929   9215.0  ...   8995.0      9360.0       SI
17  SI2602  20250929   9255.0  ...   9000.0      9360.0       SI
18  SI2603  20250929   9195.0  ...   9020.0      9395.0       SI
19  SI2604  20250929   9190.0  ...   9035.0      9205.0       SI
20  SI2605  20250929   9265.0  ...   9035.0      9390.0       SI
21  SI2606  20250929   9165.0  ...   9080.0      9400.0       SI
22  SI2607  20250929   9205.0  ...   9070.0      9390.0       SI
23  SI2608  20250929   9180.0  ...   9055.0      9415.0       SI
24  SI2609  20250929   9265.0  ...   9075.0      9410.0       SI
27  LC2510  20250929  72000.0  ...  72720.0     72920.0       LC
28  LC2511  20250929  73100.0  ...  73700.0     73240.0       LC
29  LC2512  20250929  72320.0  ...  73780.0     73340.0       LC
30  LC2601  20250929  72500.0  ...  73640.0     73180.0       LC
31  LC2602  20250929  71960.0  ...  73500.0     72840.0       LC
32  LC2603  20250929  71840.0  ...  73440.0     72940.0       LC
33  LC2604  20250929  72920.0  ...  73840.0     73320.0       LC
34  LC2605  20250929  72460.0  ...  73680.0     73340.0       LC
35  LC2606  20250929  72640.0  ...  73500.0     73160.0       LC
36  LC2607  20250929  72240.0  ...  73380.0     73060.0       LC
37  LC2608  20250929  72700.0  ...  73480.0     73020.0       LC
38  LC2609  20250929  73000.0  ...  73320.0     72980.0       LC

[36 rows x 12 columns]
2025-09-29 16:26:21,409 - future_1d - INFO - ak.get_gfex_daily('2025-09-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250929  7224.000  ...  7328.200    7219.600       IC
1   IC2511  20250929  7146.000  ...  7261.200    7151.800       IC
2   IC2512  20250929  7083.800  ...  7210.600    7097.600       IC
3   IC2603  20250929  6926.600  ...  7033.600    6922.000       IC
4   IF2510  20250929  4543.200  ...  4626.200    4555.800       IF
5   IF2511  20250929  4536.600  ...  4614.400    4541.800       IF
6   IF2512  20250929  4530.000  ...  4608.800    4535.200       IF
7   IF2603  20250929  4509.800  ...  4584.000    4509.800       IF
8   IH2510  20250929  2945.000  ...  2985.400    2950.200       IH
9   IH2511  20250929  2944.000  ...  2984.000    2948.000       IH
10  IH2512  20250929  2944.200  ...  2985.400    2949.800       IH
11  IH2603  20250929  2939.600  ...  2985.800    2947.400       IH
12  IM2510  20250929  7372.000  ...  7469.600    7360.800       IM
13  IM2511  20250929  7284.000  ...  7387.800    7272.800       IM
14  IM2512  20250929  7205.000  ...  7316.800    7193.400       IM
15  IM2603  20250929  6988.000  ...  7096.600    6974.400       IM
16   T2512  20250929   107.705  ...   107.660     107.670        T
17   T2603  20250929   107.400  ...   107.340     107.325        T
18   T2606  20250929   107.325  ...   107.260     107.235        T
19  TF2512  20250929   105.575  ...   105.510     105.530       TF
20  TF2603  20250929   105.425  ...   105.395     105.410       TF
21  TF2606  20250929   105.430  ...   105.405     105.400       TF
22  TL2512  20250929   114.350  ...   113.790     114.260       TL
23  TL2603  20250929   114.010  ...   113.440     113.920       TL
24  TL2606  20250929   114.040  ...   113.480     113.910       TL
25  TS2512  20250929   102.350  ...   102.332     102.344       TS
26  TS2603  20250929   102.262  ...   102.244     102.258       TS
27  TS2606  20250929   102.292  ...   102.276     102.262       TS

[28 rows x 12 columns]
2025-09-29 16:26:21,796 - future_1d - INFO - ak.get_cffex_daily('2025-09-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250929   3939.00  ...   3931.00     3940.00        A
1     a2601  20250929   3906.00  ...   3897.00     3918.00        A
2     a2603  20250929   3904.00  ...   3897.00     3922.00        A
3     a2605  20250929   3935.00  ...   3929.00     3951.00        A
4     a2607  20250929   3931.00  ...   3927.00     3945.00        A
5     a2609  20250929   3928.00  ...   3932.00     3948.00        A
6     b2510  20250929   3591.00  ...   3628.00     3630.00        B
7     b2511  20250929   3609.00  ...   3605.00     3627.00        B
8     b2512  20250929   3630.00  ...   3629.00     3647.00        B
9     b2601  20250929   3627.00  ...   3629.00     3647.00        B
10    b2602  20250929   3639.00  ...   3641.00     3649.00        B
11    b2603  20250929   3602.00  ...   3606.00     3615.00        B
12    b2604  20250929   3504.00  ...   3508.00     3520.00        B
13    b2605  20250929   3443.00  ...   3440.00     3449.00        B
14    b2606  20250929   3412.00  ...   3412.00     3422.00        B
15    b2607  20250929   3421.00  ...   3414.00     3428.00        B
16    b2608  20250929   3515.00  ...   3513.00     3520.00        B
17    b2609  20250929   3529.00  ...   3530.00     3535.00        B
18   bb2511  20250929    141.05  ...    141.75      141.90       BB
19   bb2601  20250929    146.40  ...    146.80      147.00       BB
20   bb2603  20250929    147.00  ...    147.00      147.00       BB
21   bb2605  20250929      0.00  ...    141.70      141.70       BB
22   bb2607  20250929      0.00  ...    146.45      146.45       BB
23   bb2609  20250929      0.00  ...    146.45      146.45       BB
24   bz2603  20250929   5919.00  ...   5895.00     5906.00       BZ
25   bz2604  20250929   5886.00  ...   5880.00     5880.00       BZ
26   bz2605  20250929   5939.00  ...   5894.00     5936.00       BZ
27   bz2606  20250929      0.00  ...   5902.00     5936.00       BZ
28   bz2607  20250929      0.00  ...   5880.00     5880.00       BZ
29   bz2608  20250929      0.00  ...   5858.00     5883.00       BZ
30   bz2609  20250929      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250929   2178.00  ...   2171.00     2176.00        C
32    c2601  20250929   2140.00  ...   2137.00     2137.00        C
33    c2603  20250929   2150.00  ...   2150.00     2146.00        C
34    c2605  20250929   2203.00  ...   2206.00     2203.00        C
35    c2607  20250929   2216.00  ...   2216.00     2213.00        C
36    c2609  20250929   2231.00  ...   2230.00     2228.00        C
37   cs2511  20250929   2479.00  ...   2486.00     2485.00       CS
38   cs2601  20250929   2463.00  ...   2461.00     2467.00       CS
39   cs2603  20250929   2464.00  ...   2463.00     2466.00       CS
40   cs2605  20250929   2548.00  ...   2548.00     2547.00       CS
41   cs2607  20250929   2551.00  ...   2553.00     2551.00       CS
42   cs2609  20250929   2583.00  ...   2585.00     2586.00       CS
43   eb2510  20250929   6899.00  ...   6888.00     6899.00       EB
44   eb2511  20250929   6961.00  ...   6939.00     6939.00       EB
45   eb2512  20250929   6968.00  ...   6948.00     6954.00       EB
46   eb2601  20250929   6992.00  ...   6987.00     6980.00       EB
47   eb2602  20250929   7038.00  ...   7020.00     7021.00       EB
48   eb2603  20250929   7071.00  ...   7043.00     7058.00       EB
49   eb2604  20250929   7108.00  ...   7108.00     7103.00       EB
50   eb2605  20250929   7106.00  ...   7099.00     7103.00       EB
51   eb2606  20250929   7151.00  ...   7152.00     7117.00       EB
52   eb2607  20250929   7153.00  ...   7153.00     7134.00       EB
53   eb2608  20250929   7178.00  ...   7178.00     7177.00       EB
54   eb2609  20250929      0.00  ...   7177.00     7177.00       EB
55   eg2510  20250929   4256.00  ...   4268.00     4269.00       EG
56   eg2511  20250929   4224.00  ...   4217.00     4221.00       EG
57   eg2512  20250929      0.00  ...   4218.00     4218.00       EG
58   eg2601  20250929   4215.00  ...   4225.00     4227.00       EG
59   eg2602  20250929   4227.00  ...   4233.00     4231.00       EG
60   eg2603  20250929   4235.00  ...   4237.00     4252.00       EG
61   eg2604  20250929   4262.00  ...   4262.00     4276.00       EG
62   eg2605  20250929   4276.00  ...   4287.00     4285.00       EG
63   eg2606  20250929   4270.00  ...   4270.00     4300.00       EG
64   eg2607  20250929      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250929      0.00  ...   4346.00     4346.00       EG
66   eg2609  20250929      0.00  ...   4367.00     4367.00       EG
67   fb2510  20250929   1260.50  ...   1266.00     1270.00       FB
68   fb2511  20250929   1251.50  ...   1252.00     1254.50       FB
69   fb2512  20250929   1254.00  ...   1253.00     1255.00       FB
70   fb2601  20250929   1256.00  ...   1255.00     1254.50       FB
71   fb2602  20250929   1253.00  ...   1254.50     1253.50       FB
72   fb2603  20250929   1241.00  ...   1240.00     1243.50       FB
73   fb2604  20250929      0.00  ...   1254.50     1254.50       FB
74   fb2605  20250929      0.00  ...   1299.00     1300.50       FB
75   fb2606  20250929      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250929      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250929      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250929      0.00  ...   1296.00     1296.00       FB
79    i2510  20250929    805.00  ...    803.50      813.50        I
80    i2511  20250929    804.00  ...    801.50      809.50        I
81    i2512  20250929    797.50  ...    794.00      805.00        I
82    i2601  20250929    790.00  ...    785.50      796.50        I
83    i2602  20250929    784.50  ...    780.50      790.50        I
84    i2603  20250929    777.50  ...    775.50      787.50        I
85    i2604  20250929    774.50  ...    771.50      784.50        I
86    i2605  20250929    769.50  ...    765.00      776.50        I
87    i2606  20250929    763.00  ...    760.00      772.00        I
88    i2607  20250929    758.00  ...    755.00      767.00        I
89    i2608  20250929    753.50  ...    750.50      763.50        I
90    i2609  20250929    750.50  ...    745.50      755.50        I
91    j2510  20250929   1580.00  ...   1578.50     1619.50        J
92    j2511  20250929   1617.00  ...   1595.50     1643.50        J
93    j2512  20250929   1649.50  ...   1637.50     1684.50        J
94    j2601  20250929   1699.50  ...   1666.50     1718.50        J
95    j2602  20250929   1703.00  ...   1688.00     1747.50        J
96    j2603  20250929      0.00  ...   1725.00     1778.00        J
97    j2604  20250929   1767.50  ...   1767.50     1841.50        J
98    j2605  20250929   1844.50  ...   1808.00     1862.50        J
99    j2606  20250929   1843.00  ...   1830.50     1901.00        J
100   j2607  20250929   1875.00  ...   1875.00     1903.50        J
101   j2608  20250929   1869.50  ...   1869.50     1919.50        J
102   j2609  20250929   1909.00  ...   1890.50     1933.50        J
103  jd2510  20250929   2946.00  ...   2928.00     2952.00       JD
104  jd2511  20250929   3029.00  ...   3028.00     3051.00       JD
105  jd2512  20250929   3170.00  ...   3175.00     3182.00       JD
106  jd2601  20250929   3350.00  ...   3348.00     3360.00       JD
107  jd2602  20250929   3090.00  ...   3090.00     3106.00       JD
108  jd2603  20250929   3125.00  ...   3113.00     3130.00       JD
109  jd2604  20250929   3241.00  ...   3236.00     3253.00       JD
110  jd2605  20250929   3380.00  ...   3386.00     3385.00       JD
111  jd2606  20250929   3225.00  ...   3226.00     3226.00       JD
112  jd2607  20250929   3470.00  ...   3472.00     3470.00       JD
113  jd2608  20250929   3918.00  ...   3921.00     3918.00       JD
114  jd2609  20250929   3793.00  ...   3796.00     3787.00       JD
115  jm2510  20250929   1026.00  ...   1010.50     1037.00       JM
116  jm2511  20250929   1061.00  ...   1034.50     1071.50       JM
117  jm2512  20250929   1131.00  ...   1102.50     1142.00       JM
118  jm2601  20250929   1191.00  ...   1171.50     1214.50       JM
119  jm2602  20250929   1218.00  ...   1194.00     1237.00       JM
120  jm2603  20250929   1237.00  ...   1216.00     1256.50       JM
121  jm2604  20250929   1256.50  ...   1233.50     1278.50       JM
122  jm2605  20250929   1278.50  ...   1258.50     1304.00       JM
123  jm2606  20250929   1295.00  ...   1270.00     1319.00       JM
124  jm2607  20250929   1312.00  ...   1292.00     1333.50       JM
125  jm2608  20250929   1320.00  ...   1310.00     1350.50       JM
126  jm2609  20250929   1350.00  ...   1333.50     1374.00       JM
127   l2510  20250929   7071.00  ...   7091.00     7072.00        L
128   l2511  20250929   7114.00  ...   7114.00     7103.00        L
129   l2512  20250929   7136.00  ...   7150.00     7138.00        L
130   l2601  20250929   7173.00  ...   7174.00     7163.00        L
131   l2602  20250929   7163.00  ...   7168.00     7161.00        L
132   l2603  20250929   7180.00  ...   7188.00     7186.00        L
133   l2604  20250929   7212.00  ...   7221.00     7210.00        L
134   l2605  20250929   7200.00  ...   7213.00     7200.00        L
135   l2606  20250929   7203.00  ...   7214.00     7208.00        L
136   l2607  20250929   7209.00  ...   7219.00     7227.00        L
137   l2608  20250929   7229.00  ...   7240.00     7245.00        L
138   l2609  20250929   7228.00  ...   7237.00     7228.00        L
139  lg2511  20250929    808.50  ...    809.00      807.50       LG
140  lg2601  20250929    819.50  ...    820.50      820.50       LG
141  lg2603  20250929    826.00  ...    826.50      825.50       LG
142  lg2605  20250929    828.50  ...    827.50      828.50       LG
143  lg2607  20250929    830.00  ...    828.50      829.50       LG
144  lg2609  20250929    820.50  ...    820.50      816.50       LG
145  lh2511  20250929  12550.00  ...  12345.00    12625.00       LH
146  lh2601  20250929  13045.00  ...  12835.00    13180.00       LH
147  lh2603  20250929  12580.00  ...  12450.00    12660.00       LH
148  lh2605  20250929  12980.00  ...  12845.00    13070.00       LH
149  lh2607  20250929  13600.00  ...  13360.00    13655.00       LH
150  lh2609  20250929  14000.00  ...  13980.00    14220.00       LH
151   m2511  20250929   2906.00  ...   2906.00     2916.00        M
152   m2512  20250929   2951.00  ...   2945.00     2960.00        M
153   m2601  20250929   2938.00  ...   2937.00     2949.00        M
154   m2603  20250929   2918.00  ...   2913.00     2921.00        M
155   m2605  20250929   2753.00  ...   2749.00     2755.00        M
156   m2607  20250929   2739.00  ...   2735.00     2744.00        M
157   m2608  20250929   2858.00  ...   2854.00     2860.00        M
158   m2609  20250929   2858.00  ...   2857.00     2863.00        M
159   p2510  20250929   9126.00  ...   9102.00     9126.00        P
160   p2511  20250929   9168.00  ...   9188.00     9208.00        P
161   p2512  20250929   9194.00  ...   9204.00     9232.00        P
162   p2601  20250929   9236.00  ...   9234.00     9266.00        P
163   p2602  20250929   9216.00  ...   9224.00     9218.00        P
164   p2603  20250929   9188.00  ...   9196.00     9160.00        P
165   p2604  20250929   9150.00  ...   9152.00     9154.00        P
166   p2605  20250929   9060.00  ...   9056.00     9076.00        P
167   p2606  20250929   8986.00  ...   8978.00     8978.00        P
168   p2607  20250929   8888.00  ...   8880.00     8876.00        P
169   p2608  20250929   8768.00  ...   8770.00     8776.00        P
170   p2609  20250929   8676.00  ...   8676.00     8686.00        P
171  pg2510  20250929   4438.00  ...   4448.00     4432.00       PG
172  pg2511  20250929   4302.00  ...   4295.00     4285.00       PG
173  pg2512  20250929   4218.00  ...   4213.00     4215.00       PG
174  pg2601  20250929   4155.00  ...   4143.00     4150.00       PG
175  pg2602  20250929   4089.00  ...   4077.00     4085.00       PG
176  pg2603  20250929   4006.00  ...   3996.00     4003.00       PG
177  pg2604  20250929   4364.00  ...   4352.00     4367.00       PG
178  pg2605  20250929   4270.00  ...   4268.00     4285.00       PG
179  pg2606  20250929      0.00  ...   4212.00     4228.00       PG
180  pg2607  20250929   4153.00  ...   4156.00     4154.00       PG
181  pg2608  20250929   4120.00  ...   4101.00     4109.00       PG
182  pg2609  20250929   4098.00  ...   4093.00     4093.00       PG
183  pp2510  20250929   6786.00  ...   6782.00     6795.00       PP
184  pp2511  20250929   6840.00  ...   6823.00     6830.00       PP
185  pp2512  20250929   6869.00  ...   6862.00     6869.00       PP
186  pp2601  20250929   6899.00  ...   6899.00     6900.00       PP
187  pp2602  20250929   6892.00  ...   6888.00     6889.00       PP
188  pp2603  20250929   6884.00  ...   6890.00     6890.00       PP
189  pp2604  20250929   6917.00  ...   6932.00     6917.00       PP
190  pp2605  20250929   6942.00  ...   6940.00     6944.00       PP
191  pp2606  20250929   6908.00  ...   6908.00     6921.00       PP
192  pp2607  20250929   6865.00  ...   6873.00     6893.00       PP
193  pp2608  20250929   6874.00  ...   6884.00     6900.00       PP
194  pp2609  20250929   6906.00  ...   6915.00     6924.00       PP
195  rr2510  20250929   3623.00  ...   3619.00     3623.00       RR
196  rr2511  20250929   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250929   3617.00  ...   3610.00     3614.00       RR
198  rr2601  20250929   3621.00  ...   3619.00     3620.00       RR
199  rr2602  20250929   3608.00  ...   3609.00     3606.00       RR
200  rr2603  20250929   3616.00  ...   3613.00     3614.00       RR
201  rr2604  20250929   3621.00  ...   3616.00     3616.00       RR
202  rr2605  20250929   3618.00  ...   3615.00     3618.00       RR
203  rr2606  20250929      0.00  ...   3600.00     3600.00       RR
204  rr2607  20250929      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250929      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250929      0.00  ...   3623.00     3614.00       RR
207   v2510  20250929   4788.00  ...   4780.00     4788.00        V
208   v2511  20250929   4812.00  ...   4808.00     4817.00        V
209   v2512  20250929   4848.00  ...   4850.00     4858.00        V
210   v2601  20250929   4894.00  ...   4895.00     4902.00        V
211   v2602  20250929   4932.00  ...   4934.00     4941.00        V
212   v2603  20250929   4959.00  ...   4964.00     4971.00        V
213   v2604  20250929   5158.00  ...   5165.00     5174.00        V
214   v2605  20250929   5192.00  ...   5202.00     5205.00        V
215   v2606  20250929   5220.00  ...   5239.00     5248.00        V
216   v2607  20250929   5263.00  ...   5263.00     5277.00        V
217   v2608  20250929   5296.00  ...   5296.00     5302.00        V
218   v2609  20250929   5336.00  ...   5331.00     5341.00        V
219   y2511  20250929   8160.00  ...   8166.00     8202.00        Y
220   y2512  20250929   8202.00  ...   8210.00     8248.00        Y
221   y2601  20250929   8150.00  ...   8154.00     8192.00        Y
222   y2603  20250929   8112.00  ...   8114.00     8140.00        Y
223   y2605  20250929   7932.00  ...   7932.00     7946.00        Y
224   y2607  20250929   7888.00  ...   7882.00     7908.00        Y
225   y2608  20250929   7884.00  ...   7878.00     7896.00        Y
226   y2609  20250929   7850.00  ...   7858.00     7876.00        Y

[227 rows x 12 columns]
2025-09-29 16:26:22,391 - future_1d - INFO - ak.get_dce_daily('2025-09-29') done
2025-09-29 16:26:24,207 - future_1d - INFO - save future_daily 2025-09-29 add
2025-09-29 16:26:24,214 - future_1d - INFO -                          0           1           2           3           4
symbol               AP510       AP511       AP512       AP601       AP603
date            2025-09-29  2025-09-29  2025-09-29  2025-09-29  2025-09-29
opencol             8656.0      8401.0      8411.0      8437.0      8286.0
high                8699.0      8523.0      8530.0      8619.0      8419.0
low                 8576.0      8401.0      8358.0      8402.0      8273.0
close               8670.0      8481.0      8439.0      8486.0      8324.0
volume              3236.0      5009.0       595.0    136145.0       413.0
open_interest       3951.0      3744.0       417.0    107796.0       388.0
turnover          27982.84    42297.98     5029.49  1159018.15     3448.32
settle              8647.0      8444.0      8453.0      8513.0      8349.0
pre_settle          8628.0      8440.0      8373.0      8384.0      8251.0
variety                 AP          AP          AP          AP          AP
exchange              CZCE        CZCE        CZCE        CZCE        CZCE
comd                    AP          AP          AP          AP          AP
contract             AP510       AP511       AP512       AP601       AP603
contract_yymm         2510        2511        2512        2601        2603
maturity_month           1           2           3           4           6
maturity_day             2          33          63          94         153
=========================================================================
2025-09-29 18:25:31 Mon	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-29 18:25:33,041 - future_1d - INFO - future_daily check=True check_last=7 start...
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250919  ...   79840      79800      CU
1        1      CU2511  20250919  ...   79820      79780      CU
2        2      CU2512  20250919  ...   79810      79760      CU
3        3      CU2601  20250919  ...   79810      79800      CU
4        4      CU2602  20250919  ...   79800      79780      CU
5        5      CU2603  20250919  ...   79830      79840      CU
6        6      CU2604  20250919  ...   79860      79790      CU
7        7      CU2605  20250919  ...   79910      79820      CU
8        8      CU2606  20250919  ...   79850      79780      CU
9        9      CU2607  20250919  ...   79840      79720      CU
10      10      CU2608  20250919  ...   79800      79790      CU
11      11      CU2609  20250919  ...   79780      79830      CU
12      12      BC2510  20250919  ...   70760      70760      BC
13      13      BC2511  20250919  ...   70890      70820      BC
14      14      BC2512  20250919  ...   71670      71670      BC
15      15      BC2601  20250919  ...   71000      71000      BC
16      16      BC2602  20250919  ...   71100      71100      BC
17      17      BC2603  20250919  ...   71200      71200      BC
18      18      BC2604  20250919  ...   71300      71300      BC
19      19      BC2605  20250919  ...   71300      71300      BC
20      20      BC2606  20250919  ...   71400      71400      BC
21      21      BC2607  20250919  ...   71400      71400      BC
22      22      BC2608  20250919  ...   71400      71400      BC
23      23      BC2609  20250919  ...   71550      71550      BC
24      24      AL2510  20250919  ...   20805      20775      AL
25      25      AL2511  20250919  ...   20820      20795      AL
26      26      AL2512  20250919  ...   20820      20790      AL
27      27      AL2601  20250919  ...   20815      20790      AL
28      28      AL2602  20250919  ...   20815      20790      AL
29      29      AL2603  20250919  ...   20840      20810      AL
30      30      AL2604  20250919  ...   20855      20820      AL
31      31      AL2605  20250919  ...   20865      20825      AL
32      32      AL2606  20250919  ...   20850      20845      AL
33      33      AL2607  20250919  ...   20865      20825      AL
34      34      AL2608  20250919  ...   20885      20830      AL
35      35      AL2609  20250919  ...   20850      20835      AL
36      36      ZN2510  20250919  ...   22065      22075      ZN
37      37      ZN2511  20250919  ...   22060      22085      ZN
38      38      ZN2512  20250919  ...   22080      22115      ZN
39      39      ZN2601  20250919  ...   22100      22150      ZN
40      40      ZN2602  20250919  ...   22125      22180      ZN
41      41      ZN2603  20250919  ...   22160      22175      ZN
42      42      ZN2604  20250919  ...   22200      22225      ZN
43      43      ZN2605  20250919  ...   22230      22260      ZN
44      44      ZN2606  20250919  ...   22240      22265      ZN
45      45      ZN2607  20250919  ...   22260      22275      ZN
46      46      ZN2608  20250919  ...   22290      22295      ZN
47      47      ZN2609  20250919  ...   22305      22335      ZN
48      48      PB2510  20250919  ...   17140      17110      PB
49      49      PB2511  20250919  ...   17170      17130      PB
50      50      PB2512  20250919  ...   17175      17135      PB
51      51      PB2601  20250919  ...   17170      17135      PB
52      52      PB2602  20250919  ...   17175      17175      PB
53      53      PB2603  20250919  ...   17190      17190      PB
54      54      PB2604  20250919  ...   17235      17195      PB
55      55      PB2605  20250919  ...   17210      17180      PB
56      56      PB2606  20250919  ...   17145      17145      PB
57      57      PB2607  20250919  ...   17225      17185      PB
58      58      PB2608  20250919  ...   17245      17190      PB
59      59      PB2609  20250919  ...   17210      17220      PB
60      60      NI2510  20250919  ...  121320     121570      NI
61      61      NI2511  20250919  ...  121520     121700      NI
62      62      NI2512  20250919  ...  121810     121890      NI
63      63      NI2601  20250919  ...  121930     122100      NI
64      64      NI2602  20250919  ...  122110     122330      NI
65      65      NI2603  20250919  ...  122540     122460      NI
66      66      NI2604  20250919  ...  122710     122640      NI
67      67      NI2605  20250919  ...  122950     122910      NI
68      68      NI2606  20250919  ...  123120     123030      NI
69      69      NI2607  20250919  ...  123440     123210      NI
70      70      NI2608  20250919  ...  123490     123600      NI
71      71      NI2609  20250919  ...  123530     123850      NI
72      72      SN2510  20250919  ...  268470     270240      SN
73      73      SN2511  20250919  ...  268840     270460      SN
74      74      SN2512  20250919  ...  269060     270420      SN
75      75      SN2601  20250919  ...  269200     270430      SN
76      76      SN2602  20250919  ...  269420     270580      SN
77      77      SN2603  20250919  ...  269440     270650      SN
78      78      SN2604  20250919  ...  270080     271420      SN
79      79      SN2605  20250919  ...  269840     270780      SN
80      80      SN2606  20250919  ...  269920     271460      SN
81      81      SN2607  20250919  ...  270550     272240      SN
82      82      SN2608  20250919  ...  270360     272130      SN
83      83      SN2609  20250919  ...  271330     271810      SN
84      84      AO2510  20250919  ...    2915       2923      AO
85      85      AO2511  20250919  ...    2919       2927      AO
86      86      AO2512  20250919  ...    2927       2935      AO
87      87      AO2601  20250919  ...    2936       2948      AO
88      88      AO2602  20250919  ...    2947       2949      AO
89      89      AO2603  20250919  ...    3016       3019      AO
90      90      AO2604  20250919  ...    3023       3025      AO
91      91      AO2605  20250919  ...    3029       3032      AO
92      92      AO2606  20250919  ...    3032       3036      AO
93      93      AO2607  20250919  ...    3038       3043      AO
94      94      AO2608  20250919  ...    3048       3059      AO
95      95      AO2609  20250919  ...    3062       3081      AO
96      96      AD2511  20250919  ...   20320      20325      AD
97      97      AD2512  20250919  ...   20350      20355      AD
98      98      AD2601  20250919  ...   20380      20345      AD
99      99      AD2602  20250919  ...   20355      20365      AD
100    100      AD2603  20250919  ...   20415      20500      AD
101    101      AD2604  20250919  ...   20345      20485      AD
102    102      AD2605  20250919  ...   20355      20355      AD
103    103      AD2606  20250919  ...   20305      20305      AD
104    104      AD2607  20250919  ...   20510      20510      AD
105    105      AD2608  20250919  ...   20515      20515      AD
106    106      AD2609  20250919  ...   20515      20515      AD
107    107      AU2510  20250919  ...  826.86      831.8      AU
108    108      AU2511  20250919  ...   828.7     832.92      AU
109    109      AU2512  20250919  ...  829.78     833.96      AU
110    110      AU2602  20250919  ...  832.14     836.52      AU
111    111      AU2604  20250919  ...  834.24     838.64      AU
112    112      AU2606  20250919  ...  836.56     840.78      AU
113    113      AU2608  20250919  ...  839.52     843.44      AU
114    114      AU2610  20250919  ...   842.9     846.74      AU
115    115      AG2510  20250919  ...    9903       9882      AG
116    116      AG2511  20250919  ...    9928       9884      AG
117    117      AG2512  20250919  ...    9938       9908      AG
118    118      AG2601  20250919  ...    9951       9921      AG
119    119      AG2602  20250919  ...    9960       9934      AG
120    120      AG2603  20250919  ...    9983       9939      AG
121    121      AG2604  20250919  ...    9989       9961      AG
122    122      AG2605  20250919  ...   10006       9971      AG
123    123      AG2606  20250919  ...   10021       9976      AG
124    124      AG2607  20250919  ...   10032      10001      AG
125    125      AG2608  20250919  ...   10046      10003      AG
126    126      AG2609  20250919  ...   10059      10025      AG
127    127      RB2510  20250919  ...    3069       3057      RB
128    128      RB2511  20250919  ...    3083       3075      RB
129    129      RB2512  20250919  ...    3139       3131      RB
130    130      RB2601  20250919  ...    3158       3149      RB
131    131      RB2602  20250919  ...    3162       3155      RB
132    132      RB2603  20250919  ...    3184       3179      RB
133    133      RB2604  20250919  ...    3198       3217      RB
134    134      RB2605  20250919  ...    3218       3208      RB
135    135      RB2606  20250919  ...    3230       3227      RB
136    136      RB2607  20250919  ...    3241       3240      RB
137    137      RB2608  20250919  ...    3239       3238      RB
138    138      RB2609  20250919  ...    3253       3242      RB
139    139      WR2510  20250919  ...    3283       3279      WR
140    140      WR2511  20250919  ...    3302       3302      WR
141    141      WR2512  20250919  ...    3324       3324      WR
142    142      WR2601  20250919  ...    3349       3349      WR
143    143      WR2602  20250919  ...    3358       3358      WR
144    144      WR2603  20250919  ...    3399       3395      WR
145    145      WR2604  20250919  ...    3389       3389      WR
146    146      WR2605  20250919  ...    3414       3414      WR
147    147      WR2606  20250919  ...    3372       3372      WR
148    148      WR2607  20250919  ...    3390       3390      WR
149    149      WR2608  20250919  ...    3399       3399      WR
150    150      WR2609  20250919  ...    3466       3553      WR
151    151      HC2510  20250919  ...    3400       3403      HC
152    152      HC2511  20250919  ...    3382       3390      HC
153    153      HC2512  20250919  ...    3370       3383      HC
154    154      HC2601  20250919  ...    3362       3368      HC
155    155      HC2602  20250919  ...    3360       3374      HC
156    156      HC2603  20250919  ...    3365       3370      HC
157    157      HC2604  20250919  ...    3371       3373      HC
158    158      HC2605  20250919  ...    3372       3377      HC
159    159      HC2606  20250919  ...    3377       3395      HC
160    160      HC2607  20250919  ...    3384       3402      HC
161    161      HC2608  20250919  ...    3381       3385      HC
162    162      HC2609  20250919  ...    3401       3407      HC
163    163      SS2510  20250919  ...   12755      12790      SS
164    164      SS2511  20250919  ...   12870      12910      SS
165    165      SS2512  20250919  ...   12910      12950      SS
166    166      SS2601  20250919  ...   12970      13020      SS
167    167      SS2602  20250919  ...   13025      13095      SS
168    168      SS2603  20250919  ...   13105      13145      SS
169    169      SS2604  20250919  ...   13155      13205      SS
170    170      SS2605  20250919  ...   13225      13280      SS
171    171      SS2606  20250919  ...   13315      13315      SS
172    172      SS2607  20250919  ...   13350      13350      SS
173    173      SS2608  20250919  ...   13400      13415      SS
174    174      SS2609  20250919  ...   13475      13495      SS
175    175      SC2510  20250919  ...   492.1      495.5      SC
176    176      SC2511  20250919  ...   491.2      496.3      SC
177    177      SC2512  20250919  ...   489.8      493.5      SC
178    178      SC2601  20250919  ...   488.5      491.9      SC
179    179      SC2602  20250919  ...   486.6      490.4      SC
180    180      SC2603  20250919  ...     486      489.8      SC
181    181      SC2604  20250919  ...     486        488      SC
182    182      SC2605  20250919  ...   485.4      487.2      SC
183    183      SC2606  20250919  ...   485.8        487      SC
184    184      SC2607  20250919  ...   484.6      485.2      SC
185    185      SC2608  20250919  ...     483      483.9      SC
186    186      SC2609  20250919  ...   480.8      483.8      SC
187    187      SC2612  20250919  ...   477.1      482.5      SC
188    188      SC2703  20250919  ...   475.1      475.1      SC
189    189      SC2706  20250919  ...   469.2      476.8      SC
190    190      SC2709  20250919  ...   473.2      473.2      SC
191    191      SC2712  20250919  ...   472.9      474.1      SC
192    192      SC2803  20250919  ...     471      471.2      SC
193    193      SC2806  20250919  ...   467.5      472.5      SC
194    194      SC2809  20250919  ...   465.7      465.7      SC
195    195      LU2510  20250919  ...    3372       3418      LU
196    196      LU2511  20250919  ...    3405       3428      LU
197    197      LU2512  20250919  ...    3388       3410      LU
198    198      LU2601  20250919  ...    3382       3403      LU
199    199      LU2602  20250919  ...    3362       3389      LU
200    200      LU2603  20250919  ...    3362       3378      LU
201    201      LU2604  20250919  ...    3345       3365      LU
202    202      LU2605  20250919  ...    3346       3374      LU
203    203      LU2606  20250919  ...    3352       3360      LU
204    204      LU2607  20250919  ...    3350       3358      LU
205    205      LU2608  20250919  ...    3342       3346      LU
206    206      LU2609  20250919  ...    3329       3325      LU
207    207      FU2510  20250919  ...    2834       2811      FU
208    208      FU2511  20250919  ...    2850       2834      FU
209    209      FU2512  20250919  ...    2830       2821      FU
210    210      FU2601  20250919  ...    2818       2807      FU
211    211      FU2602  20250919  ...    2795       2788      FU
212    212      FU2603  20250919  ...    2788       2779      FU
213    213      FU2604  20250919  ...    2783       2773      FU
214    214      FU2605  20250919  ...    2772       2763      FU
215    215      FU2606  20250919  ...    2756       2749      FU
216    216      FU2607  20250919  ...    2737       2738      FU
217    217      FU2608  20250919  ...    2729       2727      FU
218    218      FU2609  20250919  ...    2711       2707      FU
219    219      BU2510  20250919  ...    3433       3443      BU
220    220      BU2511  20250919  ...    3425       3436      BU
221    221      BU2512  20250919  ...    3381       3393      BU
222    222      BU2601  20250919  ...    3361       3375      BU
223    223      BU2602  20250919  ...    3363       3377      BU
224    224      BU2603  20250919  ...    3364       3382      BU
225    225      BU2604  20250919  ...    3364       3367      BU
226    226      BU2605  20250919  ...    3347       3375      BU
227    227      BU2606  20250919  ...    3356       3371      BU
228    228      BU2607  20250919  ...    3348       3348      BU
229    229      BU2608  20250919  ...    3369       3369      BU
230    230      BU2609  20250919  ...    3349       3356      BU
231    231      BU2612  20250919  ...    3314       3314      BU
232    232      BU2703  20250919  ...    3312       3322      BU
233    233      BU2706  20250919  ...    3318       3331      BU
234    234      BU2709  20250919  ...    3342       3314      BU
235    235      BR2510  20250919  ...   11545      11510      BR
236    236      BR2511  20250919  ...   11470      11455      BR
237    237      BR2512  20250919  ...   11460      11450      BR
238    238      BR2601  20250919  ...   11470      11470      BR
239    239      BR2602  20250919  ...   11500      11460      BR
240    240      BR2603  20250919  ...   11475      11490      BR
241    241      BR2604  20250919  ...   11535      11560      BR
242    242      BR2605  20250919  ...   11525      11500      BR
243    243      BR2606  20250919  ...   11630      11635      BR
244    244      BR2607  20250919  ...   11715      11715      BR
245    245      BR2608  20250919  ...   11770      11780      BR
246    246      BR2609  20250919  ...   11645      11675      BR
247    247      RU2510  20250919  ...   14670      14740      RU
248    248      RU2511  20250919  ...   14645      14700      RU
249    249      RU2601  20250919  ...   15530      15630      RU
250    250      RU2603  20250919  ...   15525      15705      RU
251    251      RU2604  20250919  ...   15505      15650      RU
252    252      RU2605  20250919  ...   15515      15610      RU
253    253      RU2606  20250919  ...   15565      15670      RU
254    254      RU2607  20250919  ...   15585      15780      RU
255    255      RU2608  20250919  ...   15585      15660      RU
256    256      RU2609  20250919  ...   15570      15665      RU
257    257      NR2510  20250919  ...   12280      12305      NR
258    258      NR2511  20250919  ...   12290      12330      NR
259    259      NR2512  20250919  ...   12335      12355      NR
260    260      NR2601  20250919  ...   12370      12400      NR
261    261      NR2602  20250919  ...   12405      12455      NR
262    262      NR2603  20250919  ...   12375      12435      NR
263    263      NR2604  20250919  ...   12435      12405      NR
264    264      NR2605  20250919  ...   12470      12455      NR
265    265      NR2606  20250919  ...   12440      12440      NR
266    266      NR2607  20250919  ...   12650      12655      NR
267    267      NR2608  20250919  ...   12685      12685      NR
268    268      NR2609  20250919  ...   12510      12510      NR
269    269      SP2510  20250919  ...    4990       4986      SP
270    270      SP2511  20250919  ...    5020       5008      SP
271    271      SP2512  20250919  ...    5038       5026      SP
272    272      SP2601  20250919  ...    5320       5318      SP
273    273      SP2602  20250919  ...    5310       5316      SP
274    274      SP2603  20250919  ...    5324       5328      SP
275    275      SP2604  20250919  ...    5322       5318      SP
276    276      SP2605  20250919  ...    5338       5336      SP
277    277      SP2606  20250919  ...    5338       5342      SP
278    278      SP2607  20250919  ...    5346       5346      SP
279    279      SP2608  20250919  ...    5344       5338      SP
280    280      SP2609  20250919  ...    5354       5352      SP
281    281      OP2601  20250919  ...    4232       4232      OP
282    282      OP2602  20250919  ...    4232       4234      OP
283    283      OP2603  20250919  ...    4238       4228      OP
284    284      OP2604  20250919  ...    4260       4260      OP
285    285      OP2605  20250919  ...    4256       4256      OP
286    286      OP2606  20250919  ...    4242       4242      OP
287    287      OP2607  20250919  ...    4258       4262      OP
288    288      OP2608  20250919  ...    4244       4242      OP
289    289      OP2609  20250919  ...    4342       4256      OP
290    290      EC2510  20250919  ...  1072.3     1117.6      EC
291    291      EC2512  20250919  ...  1626.1       1663      EC
292    292      EC2602  20250919  ...  1552.7     1564.7      EC
293    293      EC2604  20250919  ...  1250.7     1271.7      EC
294    294      EC2606  20250919  ...  1438.3     1456.6      EC
295    295      EC2608  20250919  ...    1595     1615.3      EC
296    297  SC_TAS2511  20250919  ...                     SC_TAS
297    298  SC_TAS2512  20250919  ...                     SC_TAS
298    299  SC_TAS2601  20250919  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:25:33,244 - future_1d - INFO - ak.get_shfe_daily('2025-09-19') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250919  53200.0  ...  53040.0     53200.0       PS
1   PS2511  20250919  53365.0  ...  52910.0     53160.0       PS
2   PS2512  20250919  56000.0  ...  55320.0     55775.0       PS
3   PS2601  20250919  55600.0  ...  55030.0     55590.0       PS
4   PS2602  20250919  55800.0  ...  55135.0     55695.0       PS
5   PS2603  20250919  55775.0  ...  55205.0     55635.0       PS
6   PS2604  20250919  55840.0  ...  54950.0     55870.0       PS
7   PS2605  20250919  55750.0  ...  54930.0     55705.0       PS
8   PS2606  20250919  57620.0  ...  56920.0     58010.0       PS
9   PS2607  20250919  58010.0  ...  56815.0     57890.0       PS
10  PS2608  20250919  58160.0  ...  57180.0     57885.0       PS
11  PS2609  20250919  58200.0  ...  56995.0     57975.0       PS
13  SI2510  20250919   8900.0  ...   8975.0      8940.0       SI
14  SI2511  20250919   8885.0  ...   9025.0      8980.0       SI
15  SI2512  20250919   9300.0  ...   9420.0      9355.0       SI
16  SI2601  20250919   9260.0  ...   9405.0      9355.0       SI
17  SI2602  20250919   9255.0  ...   9425.0      9350.0       SI
18  SI2603  20250919   9365.0  ...   9500.0      9360.0       SI
19  SI2604  20250919   9360.0  ...   9550.0      9385.0       SI
20  SI2605  20250919   9365.0  ...   9405.0      9390.0       SI
21  SI2606  20250919   9375.0  ...   9470.0      9425.0       SI
22  SI2607  20250919   9365.0  ...   9480.0      9385.0       SI
23  SI2608  20250919   9425.0  ...   9475.0      9410.0       SI
24  SI2609  20250919   9345.0  ...   9440.0      9390.0       SI
27  LC2510  20250919  72500.0  ...  73320.0     72620.0       LC
28  LC2511  20250919  72500.0  ...  73460.0     72780.0       LC
29  LC2512  20250919  73000.0  ...  73600.0     72840.0       LC
30  LC2601  20250919  73080.0  ...  73620.0     72840.0       LC
31  LC2602  20250919  72660.0  ...  73280.0     72580.0       LC
32  LC2603  20250919  72520.0  ...  73480.0     72780.0       LC
33  LC2604  20250919  73500.0  ...  74060.0     73520.0       LC
34  LC2605  20250919  73620.0  ...  74040.0     73420.0       LC
35  LC2606  20250919  73280.0  ...  73840.0     73260.0       LC
36  LC2607  20250919  72960.0  ...  73700.0     73160.0       LC
37  LC2608  20250919  73120.0  ...  73740.0     73060.0       LC
38  LC2609  20250919  73320.0  ...  73820.0     72980.0       LC

[36 rows x 12 columns]
2025-09-29 18:25:33,462 - future_1d - INFO - ak.get_gfex_daily('2025-09-19') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250919  7177.200  ...  7182.620    7164.600       IC
1   IC2510  20250919  7120.000  ...  7117.800    7090.800       IC
2   IC2512  20250919  6995.600  ...  6999.000    6960.200       IC
3   IC2603  20250919  6833.000  ...  6831.000    6793.600       IC
4   IF2509  20250919  4493.000  ...  4509.780    4483.400       IF
5   IF2510  20250919  4478.000  ...  4495.000    4470.200       IF
6   IF2512  20250919  4455.000  ...  4470.400    4440.000       IF
7   IF2603  20250919  4425.000  ...  4446.600    4416.400       IF
8   IH2509  20250919  2911.600  ...  2918.050    2907.800       IH
9   IH2510  20250919  2912.400  ...  2917.400    2904.200       IH
10  IH2512  20250919  2917.400  ...  2917.400    2903.400       IH
11  IH2603  20250919  2916.000  ...  2919.600    2906.000       IH
12  IM2509  20250919  7461.400  ...  7448.680    7449.200       IM
13  IM2510  20250919  7380.000  ...  7361.000    7366.800       IM
14  IM2512  20250919  7224.000  ...  7202.200    7206.200       IM
15  IM2603  20250919  7003.400  ...  6994.000    7001.800       IM
16   T2512  20250919   108.080  ...   107.755     108.065        T
17   T2603  20250919   107.715  ...   107.420     107.735        T
18   T2606  20250919   107.590  ...   107.285     107.565        T
19  TF2512  20250919   105.820  ...   105.630     105.815       TF
20  TF2603  20250919   105.695  ...   105.510     105.685       TF
21  TF2606  20250919   105.570  ...   105.420     105.590       TF
22  TL2512  20250919   115.640  ...   114.880     115.680       TL
23  TL2603  20250919   115.320  ...   114.570     115.360       TL
24  TL2606  20250919   115.330  ...   114.540     115.310       TL
25  TS2512  20250919   102.420  ...   102.358     102.414       TS
26  TS2603  20250919   102.330  ...   102.292     102.340       TS
27  TS2606  20250919   102.288  ...   102.274     102.302       TS

[28 rows x 12 columns]
2025-09-29 18:25:33,885 - future_1d - INFO - ak.get_cffex_daily('2025-09-19') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250919   8412.0   8454.0  ...    20806.00   8437.0      8427.0       AP
1    AP511  20250919   8281.0   8281.0  ...     3663.69   8233.0      8227.0       AP
2    AP512  20250919   8223.0   8248.0  ...      559.32   8225.0      8215.0       AP
3    AP601  20250919   8285.0   8326.0  ...   362333.54   8290.0      8286.0       AP
4    AP603  20250919   8231.0   8231.0  ...      270.04   8183.0      8185.0       AP
5    AP604  20250919   8200.0   8202.0  ...       40.97   8194.0      8176.0       AP
6    AP605  20250919   8260.0   8278.0  ...     3218.40   8252.0      8237.0       AP
7    CF511  20250919  13650.0  13665.0  ...   325013.22  13625.0     13710.0       CF
8    CF601  20250919  13775.0  13785.0  ...  1682261.08  13745.0     13835.0       CF
9    CF603  20250919  13720.0  13745.0  ...     3898.54  13705.0     13800.0       CF
10   CF605  20250919  13735.0  13760.0  ...   226699.17  13715.0     13795.0       CF
11   CF607  20250919  13755.0  13780.0  ...     1112.91  13740.0     13820.0       CF
12   CF609  20250919  13905.0  13910.0  ...      257.13  13900.0     14000.0       CF
13   CJ512  20250919  10575.0  10705.0  ...     1842.54  10650.0     10670.0       CJ
14   CJ601  20250919  10620.0  10750.0  ...   480287.27  10680.0     10720.0       CJ
15   CJ603  20250919  10635.0  10730.0  ...    12481.12  10655.0     10735.0       CJ
16   CJ605  20250919  10715.0  10810.0  ...    98468.07  10725.0     10810.0       CJ
17   CJ607  20250919  10775.0  10915.0  ...     1497.50  10850.0     10935.0       CJ
18   CJ609  20250919  10940.0  11020.0  ...      377.77  10950.0     11050.0       CJ
19   CY510  20250919      0.0      0.0  ...        0.00  19600.0     19705.0       CY
20   CY511  20250919  19760.0  19825.0  ...   114478.44  19775.0     19880.0       CY
21   CY512  20250919      0.0      0.0  ...        0.00  19690.0     19710.0       CY
22   CY601  20250919  19785.0  19835.0  ...     1158.31  19800.0     19875.0       CY
23   CY602  20250919      0.0      0.0  ...        0.00  19810.0     19810.0       CY
24   CY603  20250919      0.0      0.0  ...        0.00  20160.0     20170.0       CY
25   CY604  20250919      0.0      0.0  ...        0.00  19945.0     19995.0       CY
26   CY605  20250919      0.0      0.0  ...        0.00  19990.0     20025.0       CY
27   CY606  20250919      0.0      0.0  ...        0.00  19975.0     19990.0       CY
28   CY607  20250919      0.0      0.0  ...        0.00  20290.0     20290.0       CY
29   CY608  20250919      0.0      0.0  ...        0.00  19935.0     20100.0       CY
30   CY609  20250919  20240.0  20240.0  ...       10.12  20240.0     20305.0       CY
31   FG510  20250919   1091.0   1103.0  ...     6782.74   1093.0      1096.0       FG
32   FG511  20250919   1093.0   1104.0  ...   141220.65   1095.0      1095.0       FG
33   FG512  20250919   1209.0   1224.0  ...    81857.42   1214.0      1215.0       FG
34   FG601  20250919   1207.0   1223.0  ...  3086629.46   1212.0      1219.0       FG
35   FG602  20250919   1259.0   1279.0  ...    31046.93   1268.0      1271.0       FG
36   FG603  20250919   1265.0   1283.0  ...     2208.02   1268.0      1277.0       FG
37   FG604  20250919   1325.0   1343.0  ...     1201.41   1329.0      1332.0       FG
38   FG605  20250919   1326.0   1348.0  ...   122561.49   1337.0      1333.0       FG
39   FG606  20250919   1358.0   1374.0  ...      816.07   1365.0      1363.0       FG
40   FG607  20250919   1357.0   1374.0  ...     2477.42   1363.0      1358.0       FG
41   FG608  20250919   1381.0   1403.0  ...      884.55   1395.0      1388.0       FG
42   FG609  20250919   1387.0   1407.0  ...     4628.07   1397.0      1390.0       FG
43   JR511  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250919      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250919      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250919   2255.0   2283.0  ...     4617.11   2264.0      2266.0       MA
52   MA511  20250919   2287.0   2309.0  ...   169238.69   2289.0      2291.0       MA
53   MA512  20250919   2325.0   2349.0  ...    79505.69   2333.0      2334.0       MA
54   MA601  20250919   2350.0   2374.0  ...  1782594.23   2356.0      2356.0       MA
55   MA602  20250919   2371.0   2394.0  ...   109582.45   2373.0      2377.0       MA
56   MA603  20250919   2392.0   2412.0  ...     1033.63   2398.0      2392.0       MA
57   MA604  20250919   2391.0   2400.0  ...       59.83   2393.0      2406.0       MA
58   MA605  20250919   2389.0   2390.0  ...   187848.71   2382.0      2389.0       MA
59   MA606  20250919   2382.0   2394.0  ...        9.54   2385.0      2396.0       MA
60   MA607  20250919   2372.0   2378.0  ...       28.48   2373.0      2379.0       MA
61   MA608  20250919   2361.0   2375.0  ...       11.84   2368.0      2386.0       MA
62   MA609  20250919   2360.0   2360.0  ...     1503.31   2353.0      2367.0       MA
63   OI511  20250919  10152.0  10282.0  ...   526388.35  10221.0     10129.0       OI
64   OI601  20250919   9986.0  10114.0  ...  3135766.68  10046.0      9966.0       OI
65   OI603  20250919   9737.0   9844.0  ...     4062.15   9788.0      9741.0       OI
66   OI605  20250919   9501.0   9605.0  ...   110457.56   9558.0      9501.0       OI
67   OI607  20250919   9477.0   9553.0  ...      969.53   9505.0      9469.0       OI
68   OI609  20250919   9448.0   9522.0  ...      455.12   9482.0      9446.0       OI
69   PF510  20250919   6362.0   6366.0  ...    10629.20   6322.0      6404.0       PF
70   PF511  20250919   6352.0   6362.0  ...   681025.57   6320.0      6406.0       PF
71   PF512  20250919   6330.0   6342.0  ...   380648.52   6304.0      6378.0       PF
72   PF601  20250919   6382.0   6386.0  ...    38485.20   6340.0      6420.0       PF
73   PF602  20250919   6386.0   6392.0  ...   104942.44   6358.0      6414.0       PF
74   PF603  20250919   6382.0   6398.0  ...      352.15   6346.0      6456.0       PF
75   PF604  20250919   6444.0   6444.0  ...      291.47   6406.0      6492.0       PF
76   PF605  20250919   6460.0   6460.0  ...      246.97   6416.0      6506.0       PF
77   PF606  20250919   6482.0   6482.0  ...       19.25   6418.0      6516.0       PF
78   PF607  20250919   6414.0   6500.0  ...       16.10   6442.0      6542.0       PF
79   PF608  20250919      0.0      0.0  ...        0.00   6450.0      6566.0       PF
80   PF609  20250919   6480.0   6480.0  ...        6.48   6480.0      6554.0       PF
81   PK510  20250919   7846.0   7918.0  ...    13587.30   7868.0      7842.0       PK
82   PK511  20250919   7866.0   7922.0  ...   677885.13   7876.0      7844.0       PK
83   PK512  20250919   7870.0   7916.0  ...   287234.98   7872.0      7846.0       PK
84   PK601  20250919   7846.0   7906.0  ...    62644.57   7872.0      7834.0       PK
85   PK603  20250919   7866.0   7902.0  ...      622.63   7882.0      7854.0       PK
86   PK604  20250919   7874.0   7900.0  ...       86.72   7884.0      7864.0       PK
87   PK605  20250919   7880.0   7908.0  ...     5897.91   7890.0      7872.0       PK
88   PL601  20250919   6424.0   6462.0  ...    49289.43   6411.0      6443.0       PL
89   PL602  20250919   6458.0   6479.0  ...     2194.38   6454.0      6471.0       PL
90   PL603  20250919   6451.0   6451.0  ...       64.45   6445.0      6502.0       PL
91   PL604  20250919      0.0      0.0  ...        0.00   6463.0      6477.0       PL
92   PL605  20250919      0.0      0.0  ...        0.00   6385.0      6419.0       PL
93   PL606  20250919      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250919      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250919      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250919      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250919   5830.0   5840.0  ...     3783.29   5812.0      5866.0       PR
104  PR511  20250919   5828.0   5830.0  ...   501945.95   5794.0      5878.0       PR
105  PR512  20250919   5834.0   5836.0  ...   386281.19   5806.0      5884.0       PR
106  PR601  20250919   5836.0   5836.0  ...   126679.54   5802.0      5866.0       PR
107  PR602  20250919   5872.0   5876.0  ...     2863.07   5838.0      5892.0       PR
108  PR603  20250919   5846.0   5846.0  ...       52.50   5834.0      5906.0       PR
109  PR604  20250919   5848.0   5848.0  ...       61.23   5832.0      5924.0       PR
110  PR605  20250919   5836.0   5860.0  ...       61.31   5840.0      5960.0       PR
111  PR606  20250919      0.0      0.0  ...        0.00   5904.0      5936.0       PR
112  PR607  20250919      0.0      0.0  ...        0.00   5912.0      5952.0       PR
113  PR608  20250919      0.0      0.0  ...        0.00   5914.0      5958.0       PR
114  PR609  20250919      0.0      0.0  ...        0.00   5910.0      5932.0       PR
115  PX510  20250919   6754.0   6764.0  ...     1384.74   6690.0      6754.0       PX
116  PX511  20250919   6698.0   6718.0  ...   904148.53   6640.0      6764.0       PX
117  PX512  20250919   6690.0   6708.0  ...   338676.96   6644.0      6748.0       PX
118  PX601  20250919   6680.0   6694.0  ...   180923.08   6634.0      6728.0       PX
119  PX602  20250919   6666.0   6694.0  ...    29964.67   6644.0      6720.0       PX
120  PX603  20250919   6624.0   6624.0  ...        9.92   6614.0      6718.0       PX
121  PX604  20250919   6586.0   6586.0  ...        3.29   6586.0      6718.0       PX
122  PX605  20250919   6686.0   6690.0  ...     5504.77   6628.0      6710.0       PX
123  PX606  20250919   6606.0   6606.0  ...        3.30   6606.0      6686.0       PX
124  PX607  20250919   6596.0   6622.0  ...        9.92   6614.0      6734.0       PX
125  PX608  20250919   6622.0   6622.0  ...        3.31   6622.0      6694.0       PX
126  PX609  20250919   6652.0   6658.0  ...       16.63   6652.0      6724.0       PX
127  RI511  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250919      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250919   2508.0   2553.0  ...    26192.61   2527.0      2500.0       RM
134  RM601  20250919   2475.0   2530.0  ...   940248.65   2498.0      2469.0       RM
135  RM603  20250919   2378.0   2417.0  ...    12803.73   2402.0      2378.0       RM
136  RM605  20250919   2361.0   2389.0  ...   139688.21   2374.0      2362.0       RM
137  RM607  20250919   2349.0   2377.0  ...     6926.42   2362.0      2353.0       RM
138  RM608  20250919   2450.0   2470.0  ...     1160.23   2458.0      2457.0       RM
139  RM609  20250919   2436.0   2455.0  ...     3011.98   2447.0      2440.0       RM
140  RS511  20250919   5312.0   5372.0  ...       79.93   5329.0      5276.0       RS
141  RS607  20250919   5567.0   5628.0  ...      194.88   5568.0      5558.0       RS
142  RS608  20250919   5537.0   5638.0  ...      167.11   5570.0      5558.0       RS
143  RS609  20250919   5601.0   5601.0  ...       44.70   5588.0      5555.0       RS
144  SA510  20250919   1221.0   1232.0  ...     8151.28   1223.0      1227.0       SA
145  SA511  20250919   1227.0   1242.0  ...   431111.27   1233.0      1239.0       SA
146  SA512  20250919   1295.0   1309.0  ...   148028.64   1301.0      1303.0       SA
147  SA601  20250919   1305.0   1321.0  ...  2419891.75   1312.0      1317.0       SA
148  SA602  20250919   1338.0   1353.0  ...   291521.27   1344.0      1351.0       SA
149  SA603  20250919   1345.0   1359.0  ...     1823.16   1350.0      1352.0       SA
150  SA604  20250919   1394.0   1404.0  ...      438.40   1396.0      1397.0       SA
151  SA605  20250919   1397.0   1412.0  ...    84988.85   1403.0      1405.0       SA
152  SA606  20250919   1409.0   1424.0  ...      690.31   1415.0      1414.0       SA
153  SA607  20250919   1410.0   1425.0  ...      940.87   1417.0      1415.0       SA
154  SA608  20250919   1437.0   1449.0  ...      653.96   1440.0      1438.0       SA
155  SA609  20250919   1442.0   1456.0  ...     2965.37   1449.0      1446.0       SA
156  SF510  20250919   5598.0   5628.0  ...    17784.47   5594.0      5602.0       SF
157  SF511  20250919   5768.0   5810.0  ...   661962.22   5764.0      5780.0       SF
158  SF512  20250919   5746.0   5790.0  ...   229398.42   5746.0      5752.0       SF
159  SF601  20250919   5752.0   5792.0  ...   172968.35   5752.0      5760.0       SF
160  SF602  20250919   5714.0   5748.0  ...    31571.90   5710.0      5714.0       SF
161  SF603  20250919   5876.0   5876.0  ...      161.44   5870.0      5868.0       SF
162  SF604  20250919   5888.0   5888.0  ...        8.81   5876.0      5892.0       SF
163  SF605  20250919   5858.0   5894.0  ...     2341.56   5854.0      5860.0       SF
164  SF606  20250919   5854.0   5854.0  ...       29.10   5820.0      5834.0       SF
165  SF607  20250919   5986.0   5986.0  ...       71.64   5970.0      5966.0       SF
166  SF608  20250919   5938.0   5968.0  ...       17.86   5952.0      5954.0       SF
167  SF609  20250919   5958.0   5974.0  ...       41.68   5954.0      5954.0       SF
168  SH510  20250919   2512.0   2547.0  ...    26339.48   2523.0      2503.0       SH
169  SH511  20250919   2532.0   2596.0  ...   697787.08   2562.0      2538.0       SH
170  SH512  20250919   2585.0   2655.0  ...   318771.88   2618.0      2596.0       SH
171  SH601  20250919   2583.0   2657.0  ...  3758394.12   2623.0      2600.0       SH
172  SH602  20250919   2591.0   2676.0  ...   133977.83   2636.0      2623.0       SH
173  SH603  20250919   2621.0   2687.0  ...     2166.08   2655.0      2637.0       SH
174  SH604  20250919   2665.0   2727.0  ...      194.74   2705.0      2686.0       SH
175  SH605  20250919   2673.0   2737.0  ...    27644.74   2706.0      2689.0       SH
176  SH606  20250919   2723.0   2745.0  ...      171.79   2727.0      2705.0       SH
177  SH607  20250919   2723.0   2730.0  ...       57.30   2729.0      2687.0       SH
178  SH608  20250919   2720.0   2740.0  ...       81.89   2730.0      2686.0       SH
179  SH609  20250919   2704.0   2746.0  ...      212.73   2727.0      2710.0       SH
180  SM510  20250919   5920.0   5920.0  ...     7796.89   5880.0      5870.0       SM
181  SM511  20250919   5958.0   5988.0  ...   340828.24   5950.0      5946.0       SM
182  SM512  20250919   5958.0   5994.0  ...    68239.48   5966.0      5954.0       SM
183  SM601  20250919   5970.0   6012.0  ...   498718.17   5980.0      5976.0       SM
184  SM602  20250919   5976.0   6014.0  ...   247699.21   5978.0      5974.0       SM
185  SM603  20250919   5984.0   6026.0  ...      125.89   5996.0      5994.0       SM
186  SM604  20250919   5978.0   5978.0  ...        5.98   5978.0      5990.0       SM
187  SM605  20250919   6020.0   6050.0  ...     6701.37   6014.0      6010.0       SM
188  SM606  20250919   6004.0   6016.0  ...        9.01   6010.0      6020.0       SM
189  SM607  20250919   6024.0   6038.0  ...       18.09   6030.0      6042.0       SM
190  SM608  20250919      0.0      0.0  ...        0.00   6048.0      6048.0       SM
191  SM609  20250919   5996.0   6062.0  ...      592.73   6048.0      6038.0       SM
192  SR511  20250919   5494.0   5498.0  ...   129999.26   5483.0      5508.0       SR
193  SR601  20250919   5467.0   5475.0  ...  1231092.02   5460.0      5496.0       SR
194  SR603  20250919   5478.0   5627.0  ...     2518.62   5452.0      5484.0       SR
195  SR605  20250919   5454.0   5458.0  ...   123714.30   5443.0      5472.0       SR
196  SR607  20250919   5468.0   5468.0  ...     7015.44   5451.0      5481.0       SR
197  SR609  20250919   5482.0   5482.0  ...     3208.20   5465.0      5490.0       SR
198  TA510  20250919   4644.0   4652.0  ...    19846.93   4602.0      4674.0       TA
199  TA511  20250919   4660.0   4666.0  ...   337397.94   4620.0      4690.0       TA
200  TA512  20250919   4662.0   4678.0  ...   172696.00   4630.0      4706.0       TA
201  TA601  20250919   4674.0   4688.0  ...  1981431.35   4638.0      4708.0       TA
202  TA602  20250919   4684.0   4698.0  ...    29048.53   4648.0      4712.0       TA
203  TA603  20250919   4704.0   4704.0  ...       79.22   4660.0      4738.0       TA
204  TA604  20250919      0.0      0.0  ...        0.00   4644.0      4744.0       TA
205  TA605  20250919   4710.0   4726.0  ...    66900.31   4672.0      4740.0       TA
206  TA606  20250919   4722.0   4722.0  ...        7.05   4702.0      4730.0       TA
207  TA607  20250919   4708.0   4716.0  ...        7.06   4708.0      4760.0       TA
208  TA608  20250919      0.0      0.0  ...        0.00   4688.0      4746.0       TA
209  TA609  20250919   4752.0   4752.0  ...      159.95   4704.0      4760.0       TA
210  UR510  20250919   1580.0   1581.0  ...     2914.24   1574.0      1577.0       UR
211  UR511  20250919   1662.0   1662.0  ...    52488.70   1647.0      1653.0       UR
212  UR512  20250919   1663.0   1669.0  ...    16142.54   1657.0      1664.0       UR
213  UR601  20250919   1672.0   1676.0  ...   375626.62   1666.0      1671.0       UR
214  UR602  20250919   1679.0   1681.0  ...      672.08   1672.0      1677.0       UR
215  UR603  20250919   1724.0   1727.0  ...      106.45   1717.0      1722.0       UR
216  UR604  20250919   1727.0   1728.0  ...       17.24   1724.0      1725.0       UR
217  UR605  20250919   1725.0   1732.0  ...    25363.67   1724.0      1726.0       UR
218  UR606  20250919   1727.0   1730.0  ...      124.13   1724.0      1724.0       UR
219  UR607  20250919   1760.0   1763.0  ...       84.36   1758.0      1757.0       UR
220  UR608  20250919   1753.0   1753.0  ...        3.51   1753.0      1749.0       UR
221  UR609  20250919   1745.0   1752.0  ...      185.18   1747.0      1746.0       UR
222  WH511  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250919      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250919      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:25:34,227 - future_1d - INFO - ak.get_czce_daily('2025-09-19') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250919   492.4     497  ...     79529.8   492.1      495.5      SC
1       SC2511  20250919     496   496.8  ...  5350084.38   491.2      496.3      SC
2       SC2512  20250919   492.5   495.2  ...   691817.35   489.8      493.5      SC
3       SC2601  20250919   491.4     494  ...   197806.98   488.5      491.9      SC
4       SC2602  20250919   490.2     492  ...    26665.74   486.6      490.4      SC
5       SC2603  20250919   489.5   491.1  ...    17934.02     486      489.8      SC
6       SC2604  20250919   489.4   490.2  ...    12977.04     486        488      SC
7       SC2605  20250919   487.4   488.9  ...     3203.87   485.4      487.2      SC
8       SC2606  20250919   486.1   488.8  ...    10883.51   485.8        487      SC
9       SC2607  20250919   486.3   486.3  ...      484.66   484.6      485.2      SC
10      SC2608  20250919   483.8   483.8  ...        96.6     483      483.9      SC
11      SC2609  20250919   480.2   482.1  ...      144.25   480.8      483.8      SC
12      SC2612  20250919   477.9   477.9  ...       95.42   477.1      482.5      SC
13      SC2703  20250919                  ...           0   475.1      475.1      SC
14      SC2706  20250919   469.2   469.2  ...       93.84   469.2      476.8      SC
15      SC2709  20250919                  ...           0   473.2      473.2      SC
16      SC2712  20250919   475.8   475.8  ...      331.07   472.9      474.1      SC
17      SC2803  20250919                  ...           0     471      471.2      SC
18      SC2806  20250919   466.3   470.4  ...      280.52   467.5      472.5      SC
19      SC2809  20250919                  ...           0   465.7      465.7      SC
21      LU2510  20250919    3386    3403  ...    1433.485    3372       3418      LU
22      LU2511  20250919    3423    3435  ...  264241.092    3405       3428      LU
23      LU2512  20250919    3406    3423  ...  124304.829    3388       3410      LU
24      LU2601  20250919    3402    3415  ...   30635.477    3382       3403      LU
25      LU2602  20250919    3384    3400  ...    1701.261    3362       3389      LU
26      LU2603  20250919    3412    3412  ...      43.712    3362       3378      LU
27      LU2604  20250919    3345    3345  ...       3.345    3345       3365      LU
28      LU2605  20250919    3352    3352  ...      10.038    3346       3374      LU
29      LU2606  20250919    3375    3375  ...      13.411    3352       3360      LU
30      LU2607  20250919    3371    3371  ...      10.051    3350       3358      LU
31      LU2608  20250919    3356    3356  ...        23.4    3342       3346      LU
32      LU2609  20250919    3335    3351  ...      43.282    3329       3325      LU
34      NR2510  20250919   12305   12350  ...   45954.425   12280      12305      NR
35      NR2511  20250919   12350   12365  ...  1022204.27   12290      12330      NR
36      NR2512  20250919   12380   12410  ...   203639.26   12335      12355      NR
37      NR2601  20250919   12425   12445  ...  177399.435   12370      12400      NR
38      NR2602  20250919   12440   12440  ...     2394.74   12405      12455      NR
39      NR2603  20250919   12405   12405  ...      136.14   12375      12435      NR
40      NR2604  20250919   12500   12500  ...      410.47   12435      12405      NR
41      NR2605  20250919   12480   12480  ...      24.945   12470      12455      NR
42      NR2606  20250919                  ...           0   12440      12440      NR
43      NR2607  20250919                  ...           0   12650      12655      NR
44      NR2608  20250919                  ...           0   12685      12685      NR
45      NR2609  20250919                  ...           0   12510      12510      NR
47      BC2510  20250919   70680   71010  ...   115551.94   70760      70760      BC
48      BC2511  20250919   70700   71080  ...   29847.295   70890      70820      BC
49      BC2512  20250919                  ...           0   71670      71670      BC
50      BC2601  20250919                  ...           0   71000      71000      BC
51      BC2602  20250919                  ...           0   71100      71100      BC
52      BC2603  20250919                  ...           0   71200      71200      BC
53      BC2604  20250919                  ...           0   71300      71300      BC
54      BC2605  20250919                  ...           0   71300      71300      BC
55      BC2606  20250919                  ...           0   71400      71400      BC
56      BC2607  20250919                  ...           0   71400      71400      BC
57      BC2608  20250919                  ...           0   71400      71400      BC
58      BC2609  20250919                  ...           0   71550      71550      BC
60      EC2510  20250919    1105    1106  ...  177534.134  1072.3     1117.6      EC
61      EC2512  20250919  1666.1  1666.1  ...  94181.2335  1626.1       1663      EC
62      EC2602  20250919  1564.5    1565  ...   17841.469  1552.7     1564.7      EC
63      EC2604  20250919  1260.5  1262.7  ...   8086.0645  1250.7     1271.7      EC
64      EC2606  20250919  1437.7  1451.6  ...     949.307  1438.3     1456.6      EC
65      EC2608  20250919  1601.2  1606.5  ...     925.154    1595     1615.3      EC
68  SC_TAS2511  20250919                  ...                                 SC_TAS
69  SC_TAS2512  20250919                  ...                                 SC_TAS
70  SC_TAS2601  20250919                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-29 18:25:34,296 - future_1d - INFO - ak.get_ine_daily('2025-09-19') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250919   3906.00  ...   3906.00     3892.00        A
1     a2601  20250919   3901.00  ...   3903.00     3893.00        A
2     a2603  20250919   3907.00  ...   3909.00     3900.00        A
3     a2605  20250919   3943.00  ...   3948.00     3940.00        A
4     a2607  20250919   3950.00  ...   3952.00     3944.00        A
5     a2609  20250919   3960.00  ...   3961.00     3953.00        A
6     b2510  20250919   3661.00  ...   3687.00     3674.00        B
7     b2511  20250919   3659.00  ...   3685.00     3670.00        B
8     b2512  20250919   3700.00  ...   3719.00     3709.00        B
9     b2601  20250919   3690.00  ...   3715.00     3704.00        B
10    b2602  20250919   3691.00  ...   3706.00     3687.00        B
11    b2603  20250919   3648.00  ...   3658.00     3654.00        B
12    b2604  20250919   3543.00  ...   3558.00     3545.00        B
13    b2605  20250919   3472.00  ...   3489.00     3484.00        B
14    b2606  20250919   3448.00  ...   3465.00     3459.00        B
15    b2607  20250919   3462.00  ...   3464.00     3457.00        B
16    b2608  20250919   3350.00  ...   3521.00     3562.00        B
17    b2609  20250919   3565.00  ...   3578.00     3574.00        B
18   bb2511  20250919    141.85  ...    142.00      142.20       BB
19   bb2601  20250919      0.00  ...    146.65      146.65       BB
20   bb2603  20250919      0.00  ...    146.85      146.85       BB
21   bb2605  20250919      0.00  ...    141.45      141.60       BB
22   bb2607  20250919      0.00  ...    146.20      146.40       BB
23   bb2609  20250919      0.00  ...    146.20      146.40       BB
24   bz2603  20250919   5999.00  ...   5979.00     6021.00       BZ
25   bz2604  20250919   5964.00  ...   5947.00     5974.00       BZ
26   bz2605  20250919   5982.00  ...   5975.00     5981.00       BZ
27   bz2606  20250919      0.00  ...   5954.00     5954.00       BZ
28   bz2607  20250919      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250919      0.00  ...   5949.00     5955.00       BZ
30    c2511  20250919   2178.00  ...   2171.00     2170.00        C
31    c2601  20250919   2165.00  ...   2161.00     2162.00        C
32    c2603  20250919   2173.00  ...   2171.00     2171.00        C
33    c2605  20250919   2229.00  ...   2228.00     2229.00        C
34    c2607  20250919   2240.00  ...   2239.00     2241.00        C
35    c2609  20250919   2179.00  ...   2234.00     2254.00        C
36   cs2511  20250919   2472.00  ...   2468.00     2465.00       CS
37   cs2601  20250919   2489.00  ...   2483.00     2489.00       CS
38   cs2603  20250919   2492.00  ...   2489.00     2492.00       CS
39   cs2605  20250919   2576.00  ...   2570.00     2573.00       CS
40   cs2607  20250919   2573.00  ...   2573.00     2577.00       CS
41   cs2609  20250919   2597.00  ...   2597.00     2597.00       CS
42   eb2509  20250919      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250919   7072.00  ...   7021.00     7079.00       EB
44   eb2511  20250919   7080.00  ...   7024.00     7090.00       EB
45   eb2512  20250919   7080.00  ...   7033.00     7099.00       EB
46   eb2601  20250919   7120.00  ...   7070.00     7130.00       EB
47   eb2602  20250919   7122.00  ...   7104.00     7156.00       EB
48   eb2603  20250919   7154.00  ...   7131.00     7183.00       EB
49   eb2604  20250919   7181.00  ...   7171.00     7230.00       EB
50   eb2605  20250919   7220.00  ...   7185.00     7251.00       EB
51   eb2606  20250919      0.00  ...   7260.00     7260.00       EB
52   eb2607  20250919      0.00  ...   7276.00     7283.00       EB
53   eb2608  20250919      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250919      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250919   4297.00  ...   4282.00     4314.00       EG
56   eg2511  20250919   4281.00  ...   4247.00     4275.00       EG
57   eg2512  20250919   4236.00  ...   4240.00     4275.00       EG
58   eg2601  20250919   4276.00  ...   4259.00     4282.00       EG
59   eg2602  20250919   4265.00  ...   4265.00     4284.00       EG
60   eg2603  20250919   4270.00  ...   4266.00     4298.00       EG
61   eg2604  20250919   4316.00  ...   4314.00     4338.00       EG
62   eg2605  20250919   4328.00  ...   4314.00     4340.00       EG
63   eg2606  20250919   4317.00  ...   4311.00     4358.00       EG
64   eg2607  20250919   4320.00  ...   4321.00     4343.00       EG
65   eg2608  20250919      0.00  ...   4399.00     4399.00       EG
66   fb2510  20250919   1255.00  ...   1259.50     1259.50       FB
67   fb2511  20250919   1254.00  ...   1254.00     1252.00       FB
68   fb2512  20250919   1257.50  ...   1255.00     1256.00       FB
69   fb2601  20250919   1255.50  ...   1253.50     1252.00       FB
70   fb2602  20250919   1255.00  ...   1254.00     1250.50       FB
71   fb2603  20250919   1247.00  ...   1247.00     1246.00       FB
72   fb2604  20250919      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250919      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250919   1303.50  ...   1298.00     1322.50       FB
75   fb2607  20250919      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250919   1269.50  ...   1270.00     1281.00       FB
77   fb2609  20250919      0.00  ...   1296.00     1296.00       FB
78    i2510  20250919    822.00  ...    823.50      820.50        I
79    i2511  20250919    815.00  ...    819.00      814.50        I
80    i2512  20250919    809.50  ...    813.00      809.00        I
81    i2601  20250919    802.50  ...    805.50      801.00        I
82    i2602  20250919    796.50  ...    801.00      795.50        I
83    i2603  20250919    791.50  ...    795.50      790.50        I
84    i2604  20250919    790.00  ...    790.50      786.50        I
85    i2605  20250919    779.00  ...    784.00      780.00        I
86    i2606  20250919    775.50  ...    778.50      775.00        I
87    i2607  20250919    770.00  ...    773.50      770.50        I
88    i2608  20250919    765.00  ...    768.50      765.50        I
89    i2609  20250919    760.50  ...    762.50      761.00        I
90    j2510  20250919   1623.00  ...   1624.00     1626.50        J
91    j2511  20250919   1641.50  ...   1657.50     1655.00        J
92    j2512  20250919   1700.00  ...   1700.00     1691.00        J
93    j2601  20250919   1709.00  ...   1725.50     1725.50        J
94    j2602  20250919      0.00  ...   1754.00     1754.00        J
95    j2603  20250919      0.00  ...   1763.50     1763.50        J
96    j2604  20250919      0.00  ...   1814.00     1814.00        J
97    j2605  20250919   1854.50  ...   1866.50     1853.50        J
98    j2606  20250919   1866.50  ...   1866.50     1879.50        J
99    j2607  20250919      0.00  ...   1878.50     1878.50        J
100   j2608  20250919   1884.50  ...   1891.00     1906.00        J
101   j2609  20250919   1901.00  ...   1923.50     1902.00        J
102  jd2509  20250919      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250919   3043.00  ...   3038.00     3041.00       JD
104  jd2511  20250919   3130.00  ...   3122.00     3119.00       JD
105  jd2512  20250919   3260.00  ...   3259.00     3242.00       JD
106  jd2601  20250919   3421.00  ...   3423.00     3396.00       JD
107  jd2602  20250919   3138.00  ...   3160.00     3131.00       JD
108  jd2603  20250919   3161.00  ...   3183.00     3148.00       JD
109  jd2604  20250919   3313.00  ...   3349.00     3318.00       JD
110  jd2605  20250919   3448.00  ...   3466.00     3432.00       JD
111  jd2606  20250919   3259.00  ...   3274.00     3245.00       JD
112  jd2607  20250919   3491.00  ...   3504.00     3484.00       JD
113  jd2608  20250919   3919.00  ...   3927.00     3916.00       JD
114  jm2510  20250919   1022.00  ...   1029.50     1034.00       JM
115  jm2511  20250919   1079.00  ...   1078.00     1082.00       JM
116  jm2512  20250919   1150.00  ...   1148.50     1148.50       JM
117  jm2601  20250919   1203.00  ...   1216.00     1215.50       JM
118  jm2602  20250919   1228.00  ...   1244.50     1237.00       JM
119  jm2603  20250919   1257.00  ...   1271.00     1258.50       JM
120  jm2604  20250919   1277.00  ...   1293.50     1281.00       JM
121  jm2605  20250919   1298.00  ...   1312.50     1302.50       JM
122  jm2606  20250919   1312.00  ...   1328.50     1316.00       JM
123  jm2607  20250919   1325.00  ...   1341.50     1326.00       JM
124  jm2608  20250919   1341.00  ...   1357.00     1339.00       JM
125  jm2609  20250919   1365.00  ...   1380.50     1360.50       JM
126   l2510  20250919   7107.00  ...   7095.00     7142.00        L
127   l2511  20250919   7159.00  ...   7128.00     7159.00        L
128   l2512  20250919   7163.00  ...   7158.00     7188.00        L
129   l2601  20250919   7202.00  ...   7181.00     7219.00        L
130   l2602  20250919   7186.00  ...   7177.00     7211.00        L
131   l2603  20250919   7203.00  ...   7193.00     7238.00        L
132   l2604  20250919   7238.00  ...   7233.00     7281.00        L
133   l2605  20250919   7250.00  ...   7228.00     7265.00        L
134   l2606  20250919   7216.00  ...   7225.00     7247.00        L
135   l2607  20250919   7241.00  ...   7238.00     7284.00        L
136   l2608  20250919   7255.00  ...   7256.00     7282.00        L
137   l2609  20250919   7272.00  ...   7264.00     7296.00        L
138  lg2509  20250919    780.00  ...    778.00      770.00       LG
139  lg2511  20250919    800.00  ...    804.00      806.00       LG
140  lg2601  20250919    817.00  ...    818.00      819.50       LG
141  lg2603  20250919    825.50  ...    824.50      824.50       LG
142  lg2605  20250919    830.50  ...    828.50      828.50       LG
143  lg2607  20250919    830.50  ...    828.50      830.50       LG
144  lh2509  20250919      0.00  ...  12985.00    12985.00       LH
145  lh2511  20250919  12815.00  ...  12835.00    12885.00       LH
146  lh2601  20250919  13330.00  ...  13340.00    13395.00       LH
147  lh2603  20250919  12850.00  ...  12850.00    12915.00       LH
148  lh2605  20250919  13395.00  ...  13380.00    13460.00       LH
149  lh2607  20250919  14130.00  ...  14135.00    14215.00       LH
150   m2511  20250919   2968.00  ...   2975.00     2968.00        M
151   m2512  20250919   3011.00  ...   3024.00     3015.00        M
152   m2601  20250919   2995.00  ...   3004.00     3001.00        M
153   m2603  20250919   2932.00  ...   2949.00     2942.00        M
154   m2605  20250919   2768.00  ...   2777.00     2775.00        M
155   m2607  20250919   2754.00  ...   2768.00     2760.00        M
156   m2608  20250919   2874.00  ...   2885.00     2886.00        M
157   m2609  20250919   2882.00  ...   2889.00     2889.00        M
158   p2510  20250919   9186.00  ...   9242.00     9254.00        P
159   p2511  20250919   9256.00  ...   9292.00     9286.00        P
160   p2512  20250919   9292.00  ...   9318.00     9320.00        P
161   p2601  20250919   9314.00  ...   9340.00     9344.00        P
162   p2602  20250919   9300.00  ...   9318.00     9312.00        P
163   p2603  20250919   9248.00  ...   9280.00     9318.00        P
164   p2604  20250919   9214.00  ...   9230.00     9246.00        P
165   p2605  20250919   9118.00  ...   9138.00     9138.00        P
166   p2606  20250919   9032.00  ...   9032.00     9042.00        P
167   p2607  20250919   8932.00  ...   8930.00     8922.00        P
168   p2608  20250919   8864.00  ...   8864.00     8872.00        P
169   p2609  20250919   8814.00  ...   8812.00     8844.00        P
170  pg2509  20250919   3810.00  ...   3801.00     3805.00       PG
171  pg2510  20250919   4461.00  ...   4439.00     4466.00       PG
172  pg2511  20250919   4393.00  ...   4368.00     4400.00       PG
173  pg2512  20250919   4336.00  ...   4307.00     4336.00       PG
174  pg2601  20250919   4271.00  ...   4241.00     4270.00       PG
175  pg2602  20250919   4193.00  ...   4176.00     4209.00       PG
176  pg2603  20250919   4110.00  ...   4090.00     4123.00       PG
177  pg2604  20250919   4429.00  ...   4418.00     4451.00       PG
178  pg2605  20250919   4348.00  ...   4341.00     4379.00       PG
179  pg2606  20250919   4283.00  ...   4283.00     4297.00       PG
180  pg2607  20250919      0.00  ...   4247.00     4247.00       PG
181  pg2608  20250919      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250919   6825.00  ...   6816.00     6862.00       PP
183  pp2511  20250919   6878.00  ...   6846.00     6886.00       PP
184  pp2512  20250919   6895.00  ...   6883.00     6921.00       PP
185  pp2601  20250919   6930.00  ...   6917.00     6955.00       PP
186  pp2602  20250919   6901.00  ...   6900.00     6930.00       PP
187  pp2603  20250919   6898.00  ...   6899.00     6953.00       PP
188  pp2604  20250919   6934.00  ...   6927.00     6961.00       PP
189  pp2605  20250919   6970.00  ...   6959.00     6993.00       PP
190  pp2606  20250919   6917.00  ...   6921.00     6951.00       PP
191  pp2607  20250919   6902.00  ...   6890.00     6941.00       PP
192  pp2608  20250919   6902.00  ...   6900.00     6950.00       PP
193  pp2609  20250919   6931.00  ...   6926.00     6966.00       PP
194  rr2510  20250919   3608.00  ...   3608.00     3603.00       RR
195  rr2511  20250919   3610.00  ...   3614.00     3605.00       RR
196  rr2512  20250919   3600.00  ...   3605.00     3597.00       RR
197  rr2601  20250919   3621.00  ...   3620.00     3617.00       RR
198  rr2602  20250919   3602.00  ...   3603.00     3599.00       RR
199  rr2603  20250919      0.00  ...   3608.00     3608.00       RR
200  rr2604  20250919   3616.00  ...   3616.00     3611.00       RR
201  rr2605  20250919      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250919      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250919      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250919      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250919      0.00  ...   3614.00     3614.00       RR
206   v2510  20250919   4810.00  ...   4834.00     4828.00        V
207   v2511  20250919   4844.00  ...   4867.00     4848.00        V
208   v2512  20250919   4887.00  ...   4908.00     4895.00        V
209   v2601  20250919   4927.00  ...   4949.00     4939.00        V
210   v2602  20250919   4967.00  ...   4984.00     4973.00        V
211   v2603  20250919   4999.00  ...   5016.00     5003.00        V
212   v2604  20250919   5203.00  ...   5222.00     5206.00        V
213   v2605  20250919   5229.00  ...   5252.00     5241.00        V
214   v2606  20250919   5280.00  ...   5286.00     5269.00        V
215   v2607  20250919   5301.00  ...   5314.00     5301.00        V
216   v2608  20250919   5332.00  ...   5342.00     5337.00        V
217   v2609  20250919   5347.00  ...   5374.00     5370.00        V
218   y2511  20250919   8294.00  ...   8350.00     8308.00        Y
219   y2512  20250919   8344.00  ...   8390.00     8346.00        Y
220   y2601  20250919   8298.00  ...   8336.00     8306.00        Y
221   y2603  20250919   8228.00  ...   8276.00     8276.00        Y
222   y2605  20250919   8034.00  ...   8060.00     8052.00        Y
223   y2607  20250919   7990.00  ...   8014.00     7998.00        Y
224   y2608  20250919   8008.00  ...   8024.00     8016.00        Y
225   y2609  20250919   7974.00  ...   7992.00     7988.00        Y

[226 rows x 12 columns]
2025-09-29 18:25:34,869 - future_1d - INFO - ak.get_dce_daily('2025-09-19') done
2025-09-29 18:25:36,644 - future_1d - INFO - save future_daily 2025-09-19 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250922  ...   80130      79840      CU
1        1      CU2511  20250922  ...   80120      79820      CU
2        2      CU2512  20250922  ...   80120      79810      CU
3        3      CU2601  20250922  ...   80110      79810      CU
4        4      CU2602  20250922  ...   80100      79800      CU
5        5      CU2603  20250922  ...   80130      79830      CU
6        6      CU2604  20250922  ...   80170      79860      CU
7        7      CU2605  20250922  ...   80280      79910      CU
8        8      CU2606  20250922  ...   80260      79850      CU
9        9      CU2607  20250922  ...   80290      79840      CU
10      10      CU2608  20250922  ...   80210      79800      CU
11      11      CU2609  20250922  ...   80220      79780      CU
12      12      BC2510  20250922  ...   71050      70760      BC
13      13      BC2511  20250922  ...   71120      70890      BC
14      14      BC2512  20250922  ...   71490      71670      BC
15      15      BC2601  20250922  ...   71300      71000      BC
16      16      BC2602  20250922  ...   71100      71100      BC
17      17      BC2603  20250922  ...   71210      71200      BC
18      18      BC2604  20250922  ...   71300      71300      BC
19      19      BC2605  20250922  ...   71300      71300      BC
20      20      BC2606  20250922  ...   71400      71400      BC
21      21      BC2607  20250922  ...   71400      71400      BC
22      22      BC2608  20250922  ...   71400      71400      BC
23      23      BC2609  20250922  ...   71550      71550      BC
24      24      AL2510  20250922  ...   20760      20805      AL
25      25      AL2511  20250922  ...   20770      20820      AL
26      26      AL2512  20250922  ...   20765      20820      AL
27      27      AL2601  20250922  ...   20760      20815      AL
28      28      AL2602  20250922  ...   20765      20815      AL
29      29      AL2603  20250922  ...   20785      20840      AL
30      30      AL2604  20250922  ...   20840      20855      AL
31      31      AL2605  20250922  ...   20820      20865      AL
32      32      AL2606  20250922  ...   20820      20850      AL
33      33      AL2607  20250922  ...   20840      20865      AL
34      34      AL2608  20250922  ...   20830      20885      AL
35      35      AL2609  20250922  ...   20830      20850      AL
36      36      ZN2510  20250922  ...   21995      22065      ZN
37      37      ZN2511  20250922  ...   21995      22060      ZN
38      38      ZN2512  20250922  ...   22015      22080      ZN
39      39      ZN2601  20250922  ...   22035      22100      ZN
40      40      ZN2602  20250922  ...   22055      22125      ZN
41      41      ZN2603  20250922  ...   22070      22160      ZN
42      42      ZN2604  20250922  ...   22095      22200      ZN
43      43      ZN2605  20250922  ...   22145      22230      ZN
44      44      ZN2606  20250922  ...   22185      22240      ZN
45      45      ZN2607  20250922  ...   22205      22260      ZN
46      46      ZN2608  20250922  ...   22240      22290      ZN
47      47      ZN2609  20250922  ...   22305      22305      ZN
48      48      PB2510  20250922  ...   17120      17140      PB
49      49      PB2511  20250922  ...   17160      17170      PB
50      50      PB2512  20250922  ...   17170      17175      PB
51      51      PB2601  20250922  ...   17160      17170      PB
52      52      PB2602  20250922  ...   17175      17175      PB
53      53      PB2603  20250922  ...   17185      17190      PB
54      54      PB2604  20250922  ...   17185      17235      PB
55      55      PB2605  20250922  ...   17185      17210      PB
56      56      PB2606  20250922  ...   17195      17145      PB
57      57      PB2607  20250922  ...   17215      17225      PB
58      58      PB2608  20250922  ...   17220      17245      PB
59      59      PB2609  20250922  ...   17210      17210      PB
60      60      NI2510  20250922  ...  121440     121320      NI
61      61      NI2511  20250922  ...  121630     121520      NI
62      62      NI2512  20250922  ...  121810     121810      NI
63      63      NI2601  20250922  ...  122020     121930      NI
64      64      NI2602  20250922  ...  122170     122110      NI
65      65      NI2603  20250922  ...  122400     122540      NI
66      66      NI2604  20250922  ...  122780     122710      NI
67      67      NI2605  20250922  ...  122960     122950      NI
68      68      NI2606  20250922  ...  123530     123120      NI
69      69      NI2607  20250922  ...  123500     123440      NI
70      70      NI2608  20250922  ...  123810     123490      NI
71      71      NI2609  20250922  ...  123880     123530      NI
72      72      SN2510  20250922  ...  271360     268470      SN
73      73      SN2511  20250922  ...  271840     268840      SN
74      74      SN2512  20250922  ...  272050     269060      SN
75      75      SN2601  20250922  ...  272270     269200      SN
76      76      SN2602  20250922  ...  271620     269420      SN
77      77      SN2603  20250922  ...  271420     269440      SN
78      78      SN2604  20250922  ...  271610     270080      SN
79      79      SN2605  20250922  ...  272210     269840      SN
80      80      SN2606  20250922  ...  272850     269920      SN
81      81      SN2607  20250922  ...  272590     270550      SN
82      82      SN2608  20250922  ...  271030     270360      SN
83      83      SN2609  20250922  ...  274160     271330      SN
84      84      AO2510  20250922  ...    2915       2915      AO
85      85      AO2511  20250922  ...    2914       2919      AO
86      86      AO2512  20250922  ...    2924       2927      AO
87      87      AO2601  20250922  ...    2934       2936      AO
88      88      AO2602  20250922  ...    2938       2947      AO
89      89      AO2603  20250922  ...    3008       3016      AO
90      90      AO2604  20250922  ...    3016       3023      AO
91      91      AO2605  20250922  ...    3026       3029      AO
92      92      AO2606  20250922  ...    3031       3032      AO
93      93      AO2607  20250922  ...    3040       3038      AO
94      94      AO2608  20250922  ...    3044       3048      AO
95      95      AO2609  20250922  ...    3076       3062      AO
96      96      AD2511  20250922  ...   20315      20320      AD
97      97      AD2512  20250922  ...   20340      20350      AD
98      98      AD2601  20250922  ...   20355      20380      AD
99      99      AD2602  20250922  ...   20355      20355      AD
100    100      AD2603  20250922  ...   20415      20415      AD
101    101      AD2604  20250922  ...   20345      20345      AD
102    102      AD2605  20250922  ...   20340      20355      AD
103    103      AD2606  20250922  ...   20305      20305      AD
104    104      AD2607  20250922  ...   20510      20510      AD
105    105      AD2608  20250922  ...   20515      20515      AD
106    106      AD2609  20250922  ...   20515      20515      AD
107    107      AU2510  20250922  ...  835.38     826.86      AU
108    108      AU2511  20250922  ...  839.18      828.7      AU
109    109      AU2512  20250922  ...  838.74     829.78      AU
110    110      AU2602  20250922  ...   841.9     832.14      AU
111    111      AU2604  20250922  ...  844.64     834.24      AU
112    112      AU2606  20250922  ...   845.2     836.56      AU
113    113      AU2608  20250922  ...  848.34     839.52      AU
114    114      AU2610  20250922  ...  850.26      842.9      AU
115    115      AG2510  20250922  ...   10136       9903      AG
116    116      AG2511  20250922  ...   10147       9928      AG
117    117      AG2512  20250922  ...   10168       9938      AG
118    118      AG2601  20250922  ...   10181       9951      AG
119    119      AG2602  20250922  ...   10181       9960      AG
120    120      AG2603  20250922  ...   10236       9983      AG
121    121      AG2604  20250922  ...   10233       9989      AG
122    122      AG2605  20250922  ...   10242      10006      AG
123    123      AG2606  20250922  ...   10262      10021      AG
124    124      AG2607  20250922  ...   10281      10032      AG
125    125      AG2608  20250922  ...   10291      10046      AG
126    126      AG2609  20250922  ...   10322      10059      AG
127    127      RB2510  20250922  ...    3093       3069      RB
128    128      RB2511  20250922  ...    3109       3083      RB
129    129      RB2512  20250922  ...    3161       3139      RB
130    130      RB2601  20250922  ...    3187       3158      RB
131    131      RB2602  20250922  ...    3188       3162      RB
132    132      RB2603  20250922  ...    3210       3184      RB
133    133      RB2604  20250922  ...    3222       3198      RB
134    134      RB2605  20250922  ...    3245       3218      RB
135    135      RB2606  20250922  ...    3257       3230      RB
136    136      RB2607  20250922  ...    3272       3241      RB
137    137      RB2608  20250922  ...    3266       3239      RB
138    138      RB2609  20250922  ...    3274       3253      RB
139    139      WR2510  20250922  ...    3289       3283      WR
140    140      WR2511  20250922  ...    3302       3302      WR
141    141      WR2512  20250922  ...    3324       3324      WR
142    142      WR2601  20250922  ...    3349       3349      WR
143    143      WR2602  20250922  ...    3358       3358      WR
144    144      WR2603  20250922  ...    3399       3399      WR
145    145      WR2604  20250922  ...    3389       3389      WR
146    146      WR2605  20250922  ...    3414       3414      WR
147    147      WR2606  20250922  ...    3372       3372      WR
148    148      WR2607  20250922  ...    3390       3390      WR
149    149      WR2608  20250922  ...    3399       3399      WR
150    150      WR2609  20250922  ...    3466       3466      WR
151    151      HC2510  20250922  ...    3424       3400      HC
152    152      HC2511  20250922  ...    3408       3382      HC
153    153      HC2512  20250922  ...    3392       3370      HC
154    154      HC2601  20250922  ...    3385       3362      HC
155    155      HC2602  20250922  ...    3383       3360      HC
156    156      HC2603  20250922  ...    3385       3365      HC
157    157      HC2604  20250922  ...    3388       3371      HC
158    158      HC2605  20250922  ...    3393       3372      HC
159    159      HC2606  20250922  ...    3399       3377      HC
160    160      HC2607  20250922  ...    3405       3384      HC
161    161      HC2608  20250922  ...    3392       3381      HC
162    162      HC2609  20250922  ...    3396       3401      HC
163    163      SS2510  20250922  ...   12795      12755      SS
164    164      SS2511  20250922  ...   12910      12870      SS
165    165      SS2512  20250922  ...   12945      12910      SS
166    166      SS2601  20250922  ...   13015      12970      SS
167    167      SS2602  20250922  ...   13075      13025      SS
168    168      SS2603  20250922  ...   13140      13105      SS
169    169      SS2604  20250922  ...   13195      13155      SS
170    170      SS2605  20250922  ...   13265      13225      SS
171    171      SS2606  20250922  ...   13310      13315      SS
172    172      SS2607  20250922  ...   13360      13350      SS
173    173      SS2608  20250922  ...   13395      13400      SS
174    174      SS2609  20250922  ...   13475      13475      SS
175    175      SC2510  20250922  ...   485.5      492.1      SC
176    176      SC2511  20250922  ...   484.2      491.2      SC
177    177      SC2512  20250922  ...   483.6      489.8      SC
178    178      SC2601  20250922  ...   482.9      488.5      SC
179    179      SC2602  20250922  ...   481.8      486.6      SC
180    180      SC2603  20250922  ...   481.1        486      SC
181    181      SC2604  20250922  ...   481.3        486      SC
182    182      SC2605  20250922  ...   480.9      485.4      SC
183    183      SC2606  20250922  ...   480.2      485.8      SC
184    184      SC2607  20250922  ...   480.4      484.6      SC
185    185      SC2608  20250922  ...     478        483      SC
186    186      SC2609  20250922  ...   477.7      480.8      SC
187    187      SC2612  20250922  ...   473.9      477.1      SC
188    188      SC2703  20250922  ...   475.1      475.1      SC
189    189      SC2706  20250922  ...   469.2      469.2      SC
190    190      SC2709  20250922  ...   473.2      473.2      SC
191    191      SC2712  20250922  ...   466.3      472.9      SC
192    192      SC2803  20250922  ...     470        471      SC
193    193      SC2806  20250922  ...   462.8      467.5      SC
194    194      SC2809  20250922  ...   465.7      465.7      SC
195    195      LU2510  20250922  ...    3351       3372      LU
196    196      LU2511  20250922  ...    3373       3405      LU
197    197      LU2512  20250922  ...    3354       3388      LU
198    198      LU2601  20250922  ...    3342       3382      LU
199    199      LU2602  20250922  ...    3334       3362      LU
200    200      LU2603  20250922  ...    3326       3362      LU
201    201      LU2604  20250922  ...    3323       3345      LU
202    202      LU2605  20250922  ...    3326       3346      LU
203    203      LU2606  20250922  ...    3319       3352      LU
204    204      LU2607  20250922  ...    3307       3350      LU
205    205      LU2608  20250922  ...    3306       3342      LU
206    206      LU2609  20250922  ...    3292       3329      LU
207    207      FU2510  20250922  ...    2803       2834      FU
208    208      FU2511  20250922  ...    2818       2850      FU
209    209      FU2512  20250922  ...    2796       2830      FU
210    210      FU2601  20250922  ...    2778       2818      FU
211    211      FU2602  20250922  ...    2761       2795      FU
212    212      FU2603  20250922  ...    2754       2788      FU
213    213      FU2604  20250922  ...    2749       2783      FU
214    214      FU2605  20250922  ...    2739       2772      FU
215    215      FU2606  20250922  ...    2732       2756      FU
216    216      FU2607  20250922  ...    2713       2737      FU
217    217      FU2608  20250922  ...    2708       2729      FU
218    218      FU2609  20250922  ...    2695       2711      FU
219    219      BU2510  20250922  ...    3421       3433      BU
220    220      BU2511  20250922  ...    3414       3425      BU
221    221      BU2512  20250922  ...    3364       3381      BU
222    222      BU2601  20250922  ...    3336       3361      BU
223    223      BU2602  20250922  ...    3340       3363      BU
224    224      BU2603  20250922  ...    3342       3364      BU
225    225      BU2604  20250922  ...    3346       3364      BU
226    226      BU2605  20250922  ...    3346       3347      BU
227    227      BU2606  20250922  ...    3337       3356      BU
228    228      BU2607  20250922  ...    3330       3348      BU
229    229      BU2608  20250922  ...    3337       3369      BU
230    230      BU2609  20250922  ...    3332       3349      BU
231    231      BU2612  20250922  ...    3297       3314      BU
232    232      BU2703  20250922  ...    3312       3312      BU
233    233      BU2706  20250922  ...    3308       3318      BU
234    234      BU2709  20250922  ...    3337       3342      BU
235    235      BR2510  20250922  ...   11565      11545      BR
236    236      BR2511  20250922  ...   11495      11470      BR
237    237      BR2512  20250922  ...   11475      11460      BR
238    238      BR2601  20250922  ...   11475      11470      BR
239    239      BR2602  20250922  ...   11485      11500      BR
240    240      BR2603  20250922  ...   11470      11475      BR
241    241      BR2604  20250922  ...   11535      11535      BR
242    242      BR2605  20250922  ...   11545      11525      BR
243    243      BR2606  20250922  ...   11630      11630      BR
244    244      BR2607  20250922  ...   11730      11715      BR
245    245      BR2608  20250922  ...   11715      11770      BR
246    246      BR2609  20250922  ...   11675      11645      BR
247    247      RU2510  20250922  ...   14745      14670      RU
248    248      RU2511  20250922  ...   14675      14645      RU
249    249      RU2601  20250922  ...   15560      15530      RU
250    250      RU2603  20250922  ...   15560      15525      RU
251    251      RU2604  20250922  ...   15550      15505      RU
252    252      RU2605  20250922  ...   15540      15515      RU
253    253      RU2606  20250922  ...   15580      15565      RU
254    254      RU2607  20250922  ...   15580      15585      RU
255    255      RU2608  20250922  ...   15735      15585      RU
256    256      RU2609  20250922  ...   15610      15570      RU
257    257      NR2510  20250922  ...   12340      12280      NR
258    258      NR2511  20250922  ...   12365      12290      NR
259    259      NR2512  20250922  ...   12385      12335      NR
260    260      NR2601  20250922  ...   12405      12370      NR
261    261      NR2602  20250922  ...   12420      12405      NR
262    262      NR2603  20250922  ...   12385      12375      NR
263    263      NR2604  20250922  ...   12440      12435      NR
264    264      NR2605  20250922  ...   12485      12470      NR
265    265      NR2606  20250922  ...   12495      12440      NR
266    266      NR2607  20250922  ...   12650      12650      NR
267    267      NR2608  20250922  ...   12685      12685      NR
268    268      NR2609  20250922  ...   12510      12510      NR
269    269      SP2510  20250922  ...    4980       4990      SP
270    270      SP2511  20250922  ...    5006       5020      SP
271    271      SP2512  20250922  ...    5024       5038      SP
272    272      SP2601  20250922  ...    5298       5320      SP
273    273      SP2602  20250922  ...    5286       5310      SP
274    274      SP2603  20250922  ...    5304       5324      SP
275    275      SP2604  20250922  ...    5320       5322      SP
276    276      SP2605  20250922  ...    5316       5338      SP
277    277      SP2606  20250922  ...    5320       5338      SP
278    278      SP2607  20250922  ...    5322       5346      SP
279    279      SP2608  20250922  ...    5330       5344      SP
280    280      SP2609  20250922  ...    5340       5354      SP
281    281      OP2601  20250922  ...    4238       4232      OP
282    282      OP2602  20250922  ...    4232       4232      OP
283    283      OP2603  20250922  ...    4258       4238      OP
284    284      OP2604  20250922  ...    4270       4260      OP
285    285      OP2605  20250922  ...    4286       4256      OP
286    286      OP2606  20250922  ...    4242       4242      OP
287    287      OP2607  20250922  ...    4258       4258      OP
288    288      OP2608  20250922  ...    4260       4244      OP
289    289      OP2609  20250922  ...    4342       4342      OP
290    290      EC2510  20250922  ...    1102     1072.3      EC
291    291      EC2512  20250922  ...  1669.2     1626.1      EC
292    292      EC2602  20250922  ...  1586.4     1552.7      EC
293    293      EC2604  20250922  ...  1274.4     1250.7      EC
294    294      EC2606  20250922  ...  1454.8     1438.3      EC
295    295      EC2608  20250922  ...  1606.8       1595      EC
296    296  SC_TAS2511  20250922  ...                     SC_TAS
297    297  SC_TAS2512  20250922  ...                     SC_TAS
298    298  SC_TAS2601  20250922  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:25:39,808 - future_1d - INFO - ak.get_shfe_daily('2025-09-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250922  52995.0  ...  51890.0     53040.0       PS
1   PS2511  20250922  52925.0  ...  51675.0     52910.0       PS
2   PS2512  20250922  55290.0  ...  54225.0     55320.0       PS
3   PS2601  20250922  55300.0  ...  54065.0     55030.0       PS
4   PS2602  20250922  55385.0  ...  54595.0     55135.0       PS
5   PS2603  20250922  55455.0  ...  54490.0     55205.0       PS
6   PS2604  20250922  55475.0  ...  54165.0     54950.0       PS
7   PS2605  20250922  55385.0  ...  53990.0     54930.0       PS
8   PS2606  20250922  57600.0  ...  56335.0     56920.0       PS
9   PS2607  20250922  57685.0  ...  56470.0     56815.0       PS
10  PS2608  20250922  57560.0  ...  56380.0     57180.0       PS
11  PS2609  20250922  56810.0  ...  56245.0     56995.0       PS
13  SI2510  20250922   9275.0  ...   9110.0      8975.0       SI
14  SI2511  20250922   9285.0  ...   9135.0      9025.0       SI
15  SI2512  20250922   9855.0  ...   9520.0      9420.0       SI
16  SI2601  20250922   9690.0  ...   9515.0      9405.0       SI
17  SI2602  20250922   9650.0  ...   9525.0      9425.0       SI
18  SI2603  20250922   9690.0  ...   9510.0      9500.0       SI
19  SI2604  20250922   9665.0  ...   9500.0      9550.0       SI
20  SI2605  20250922   9655.0  ...   9520.0      9405.0       SI
21  SI2606  20250922   9645.0  ...   9545.0      9470.0       SI
22  SI2607  20250922   9640.0  ...   9510.0      9480.0       SI
23  SI2608  20250922   9605.0  ...   9560.0      9475.0       SI
24  SI2609  20250922   9665.0  ...   9575.0      9440.0       SI
27  LC2510  20250922  74020.0  ...  73660.0     73320.0       LC
28  LC2511  20250922  74580.0  ...  73780.0     73460.0       LC
29  LC2512  20250922  74460.0  ...  73940.0     73600.0       LC
30  LC2601  20250922  73840.0  ...  73880.0     73620.0       LC
31  LC2602  20250922  74560.0  ...  73580.0     73280.0       LC
32  LC2603  20250922  74360.0  ...  73840.0     73480.0       LC
33  LC2604  20250922  74640.0  ...  74240.0     74060.0       LC
34  LC2605  20250922  74500.0  ...  74280.0     74040.0       LC
35  LC2606  20250922  74560.0  ...  74180.0     73840.0       LC
36  LC2607  20250922  74080.0  ...  73980.0     73700.0       LC
37  LC2608  20250922  74160.0  ...  74100.0     73740.0       LC
38  LC2609  20250922  74120.0  ...  74020.0     73820.0       LC

[36 rows x 12 columns]
2025-09-29 18:25:40,057 - future_1d - INFO - ak.get_gfex_daily('2025-09-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250922  7111.000  ...  7124.600    7117.800       IC
1   IC2511  20250922  7088.800  ...  7056.600    7117.800       IC
2   IC2512  20250922  7007.000  ...  6995.000    6999.000       IC
3   IC2603  20250922  6840.000  ...  6825.000    6831.000       IC
4   IF2510  20250922  4492.200  ...  4497.400    4495.000       IF
5   IF2511  20250922  4492.800  ...  4481.800    4495.000       IF
6   IF2512  20250922  4475.000  ...  4472.400    4470.400       IF
7   IF2603  20250922  4447.600  ...  4448.800    4446.600       IF
8   IH2510  20250922  2914.200  ...  2917.000    2917.400       IH
9   IH2511  20250922  2904.400  ...  2915.800    2917.400       IH
10  IH2512  20250922  2914.200  ...  2917.400    2917.400       IH
11  IH2603  20250922  2915.600  ...  2918.800    2919.600       IH
12  IM2510  20250922  7382.000  ...  7373.800    7361.000       IM
13  IM2511  20250922  7311.800  ...  7290.800    7361.000       IM
14  IM2512  20250922  7209.000  ...  7211.000    7202.200       IM
15  IM2603  20250922  7000.000  ...  7002.600    6994.000       IM
16   T2512  20250922   107.810  ...   107.945     107.755        T
17   T2603  20250922   107.510  ...   107.595     107.420        T
18   T2606  20250922   107.335  ...   107.460     107.285        T
19  TF2512  20250922   105.675  ...   105.760     105.630       TF
20  TF2603  20250922   105.515  ...   105.620     105.510       TF
21  TF2606  20250922   105.500  ...   105.555     105.420       TF
22  TL2512  20250922   114.900  ...   115.090     114.880       TL
23  TL2603  20250922   114.620  ...   114.750     114.570       TL
24  TL2606  20250922   114.600  ...   114.770     114.540       TL
25  TS2512  20250922   102.370  ...   102.396     102.358       TS
26  TS2603  20250922   102.276  ...   102.324     102.292       TS
27  TS2606  20250922   102.298  ...   102.300     102.274       TS

[28 rows x 12 columns]
2025-09-29 18:25:40,484 - future_1d - INFO - ak.get_cffex_daily('2025-09-22') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250922   8479.0   8495.0  ...    35108.28   8448.0      8437.0       AP
1    AP511  20250922   8237.0   8285.0  ...     9132.05   8220.0      8233.0       AP
2    AP512  20250922   8216.0   8278.0  ...     1033.84   8205.0      8225.0       AP
3    AP601  20250922   8273.0   8350.0  ...   699317.95   8256.0      8290.0       AP
4    AP603  20250922   8166.0   8225.0  ...      931.58   8172.0      8183.0       AP
5    AP604  20250922   8107.0   8206.0  ...      326.76   8169.0      8194.0       AP
6    AP605  20250922   8240.0   8242.0  ...     7842.30   8195.0      8252.0       AP
7    CF511  20250922  13615.0  13640.0  ...   333313.68  13520.0     13625.0       CF
8    CF601  20250922  13740.0  13755.0  ...  2286431.97  13635.0     13745.0       CF
9    CF603  20250922  13700.0  13725.0  ...     4414.14  13605.0     13705.0       CF
10   CF605  20250922  13715.0  13745.0  ...   300977.45  13640.0     13715.0       CF
11   CF607  20250922  13735.0  13760.0  ...     2381.47  13645.0     13740.0       CF
12   CF609  20250922  13900.0  13920.0  ...      746.54  13825.0     13900.0       CF
13   CJ512  20250922  10680.0  10815.0  ...     6882.28  10695.0     10650.0       CJ
14   CJ601  20250922  10680.0  10835.0  ...   696790.67  10710.0     10680.0       CJ
15   CJ603  20250922  10620.0  10790.0  ...    17190.45  10665.0     10655.0       CJ
16   CJ605  20250922  10710.0  10825.0  ...   149851.15  10680.0     10725.0       CJ
17   CJ607  20250922  10795.0  10935.0  ...     5888.40  10785.0     10850.0       CJ
18   CJ609  20250922  10865.0  11020.0  ...      998.03  10905.0     10950.0       CJ
19   CY510  20250922      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250922  19765.0  19815.0  ...   120128.69  19665.0     19775.0       CY
21   CY512  20250922      0.0      0.0  ...        0.00  19590.0     19690.0       CY
22   CY601  20250922  19765.0  19825.0  ...     1182.01  19700.0     19800.0       CY
23   CY602  20250922      0.0      0.0  ...        0.00  19790.0     19810.0       CY
24   CY603  20250922  19705.0  19705.0  ...        9.85  19705.0     20160.0       CY
25   CY604  20250922      0.0      0.0  ...        0.00  19790.0     19945.0       CY
26   CY605  20250922      0.0      0.0  ...        0.00  19910.0     19990.0       CY
27   CY606  20250922      0.0      0.0  ...        0.00  19845.0     19975.0       CY
28   CY607  20250922      0.0      0.0  ...        0.00  20150.0     20290.0       CY
29   CY608  20250922      0.0      0.0  ...        0.00  19810.0     19935.0       CY
30   CY609  20250922  19945.0  20120.0  ...       60.10  20035.0     20240.0       CY
31   FG510  20250922   1101.0   1106.0  ...     6999.80   1089.0      1093.0       FG
32   FG511  20250922   1102.0   1107.0  ...   226888.15   1087.0      1095.0       FG
33   FG512  20250922   1216.0   1230.0  ...   123497.19   1211.0      1214.0       FG
34   FG601  20250922   1220.0   1230.0  ...  4208149.81   1212.0      1212.0       FG
35   FG602  20250922   1276.0   1285.0  ...    73961.48   1263.0      1268.0       FG
36   FG603  20250922   1285.0   1290.0  ...     1857.36   1274.0      1268.0       FG
37   FG604  20250922   1346.0   1351.0  ...      695.16   1332.0      1329.0       FG
38   FG605  20250922   1350.0   1355.0  ...   151749.60   1339.0      1337.0       FG
39   FG606  20250922   1376.0   1383.0  ...      614.91   1366.0      1365.0       FG
40   FG607  20250922   1375.0   1382.0  ...     2511.37   1366.0      1363.0       FG
41   FG608  20250922   1408.0   1415.0  ...     1299.50   1400.0      1395.0       FG
42   FG609  20250922   1405.0   1417.0  ...     5698.48   1405.0      1397.0       FG
43   JR511  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250922      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250922      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250922   2270.0   2274.0  ...     2445.91   2263.0      2264.0       MA
52   MA511  20250922   2296.0   2303.0  ...   166979.42   2291.0      2289.0       MA
53   MA512  20250922   2339.0   2341.0  ...   146417.13   2330.0      2333.0       MA
54   MA601  20250922   2364.0   2366.0  ...  1077703.27   2353.0      2356.0       MA
55   MA602  20250922   2380.0   2386.0  ...    30610.13   2374.0      2373.0       MA
56   MA603  20250922   2396.0   2405.0  ...      812.80   2398.0      2398.0       MA
57   MA604  20250922   2391.0   2400.0  ...       16.75   2393.0      2393.0       MA
58   MA605  20250922   2382.0   2390.0  ...    71305.63   2379.0      2382.0       MA
59   MA606  20250922   2392.0   2392.0  ...       14.31   2386.0      2385.0       MA
60   MA607  20250922   2368.0   2377.0  ...       68.64   2367.0      2373.0       MA
61   MA608  20250922   2355.0   2366.0  ...       61.36   2360.0      2368.0       MA
62   MA609  20250922   2351.0   2351.0  ...     2101.01   2337.0      2353.0       MA
63   OI511  20250922  10252.0  10327.0  ...   539379.81  10272.0     10221.0       OI
64   OI601  20250922  10079.0  10161.0  ...  2782367.67  10102.0     10046.0       OI
65   OI603  20250922   9814.0   9890.0  ...     4088.33   9851.0      9788.0       OI
66   OI605  20250922   9561.0   9647.0  ...   111614.49   9607.0      9558.0       OI
67   OI607  20250922   9552.0   9589.0  ...     1253.45   9568.0      9505.0       OI
68   OI609  20250922   9518.0   9546.0  ...     1058.11   9532.0      9482.0       OI
69   PF510  20250922   6306.0   6318.0  ...     6396.85   6296.0      6322.0       PF
70   PF511  20250922   6288.0   6306.0  ...   628345.90   6278.0      6320.0       PF
71   PF512  20250922   6266.0   6276.0  ...   347956.60   6244.0      6304.0       PF
72   PF601  20250922   6300.0   6322.0  ...    37718.83   6298.0      6340.0       PF
73   PF602  20250922   6310.0   6328.0  ...    64821.82   6300.0      6358.0       PF
74   PF603  20250922   6318.0   6330.0  ...       75.75   6314.0      6346.0       PF
75   PF604  20250922   6372.0   6372.0  ...       12.73   6366.0      6406.0       PF
76   PF605  20250922   6396.0   6396.0  ...       60.58   6378.0      6416.0       PF
77   PF606  20250922   6378.0   6378.0  ...       25.50   6376.0      6418.0       PF
78   PF607  20250922   6412.0   6412.0  ...        3.21   6412.0      6442.0       PF
79   PF608  20250922      0.0      0.0  ...        0.00   6420.0      6450.0       PF
80   PF609  20250922   6424.0   6452.0  ...        9.64   6428.0      6480.0       PF
81   PK510  20250922   7848.0   7856.0  ...     3608.19   7818.0      7868.0       PK
82   PK511  20250922   7834.0   7858.0  ...   322471.80   7820.0      7876.0       PK
83   PK512  20250922   7844.0   7862.0  ...   138594.65   7828.0      7872.0       PK
84   PK601  20250922   7858.0   7862.0  ...    37393.92   7832.0      7872.0       PK
85   PK603  20250922   7860.0   7872.0  ...      129.55   7852.0      7882.0       PK
86   PK604  20250922   7852.0   7864.0  ...       43.17   7850.0      7884.0       PK
87   PK605  20250922   7888.0   7890.0  ...     4625.97   7862.0      7890.0       PK
88   PL601  20250922   6384.0   6405.0  ...    69680.17   6373.0      6411.0       PL
89   PL602  20250922   6436.0   6438.0  ...     1102.88   6412.0      6454.0       PL
90   PL603  20250922   6421.0   6421.0  ...       25.68   6421.0      6445.0       PL
91   PL604  20250922   6415.0   6415.0  ...       25.63   6407.0      6463.0       PL
92   PL605  20250922   6350.0   6373.0  ...      101.51   6345.0      6385.0       PL
93   PL606  20250922   6384.0   6384.0  ...       12.77   6384.0      6424.0       PL
94   PL607  20250922      0.0      0.0  ...        0.00   6439.0      6439.0       PL
95   PL608  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250922      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250922      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250922   5810.0   5810.0  ...     2621.53   5788.0      5812.0       PR
104  PR511  20250922   5762.0   5778.0  ...   301092.80   5756.0      5794.0       PR
105  PR512  20250922   5768.0   5784.0  ...   334515.65   5760.0      5806.0       PR
106  PR601  20250922   5774.0   5782.0  ...   281542.36   5760.0      5802.0       PR
107  PR602  20250922   5796.0   5806.0  ...     3078.01   5780.0      5838.0       PR
108  PR603  20250922   5810.0   5818.0  ...      139.45   5810.0      5834.0       PR
109  PR604  20250922   5818.0   5828.0  ...       43.65   5820.0      5832.0       PR
110  PR605  20250922   5826.0   5828.0  ...       17.48   5828.0      5840.0       PR
111  PR606  20250922      0.0      0.0  ...        0.00   5904.0      5904.0       PR
112  PR607  20250922      0.0      0.0  ...        0.00   5912.0      5912.0       PR
113  PR608  20250922      0.0      0.0  ...        0.00   5914.0      5914.0       PR
114  PR609  20250922      0.0      0.0  ...        0.00   5888.0      5910.0       PR
115  PX510  20250922   6644.0   6678.0  ...      916.44   6666.0      6690.0       PX
116  PX511  20250922   6602.0   6654.0  ...   643956.64   6602.0      6640.0       PX
117  PX512  20250922   6598.0   6642.0  ...   277519.72   6594.0      6644.0       PX
118  PX601  20250922   6608.0   6628.0  ...   115700.73   6588.0      6634.0       PX
119  PX602  20250922   6608.0   6630.0  ...     9627.42   6590.0      6644.0       PX
120  PX603  20250922      0.0      0.0  ...        0.00   6584.0      6614.0       PX
121  PX604  20250922   6600.0   6600.0  ...        9.90   6600.0      6586.0       PX
122  PX605  20250922   6594.0   6624.0  ...     1867.18   6586.0      6628.0       PX
123  PX606  20250922   6620.0   6620.0  ...        3.31   6620.0      6606.0       PX
124  PX607  20250922   6588.0   6588.0  ...        9.88   6586.0      6614.0       PX
125  PX608  20250922   6602.0   6602.0  ...        6.60   6602.0      6622.0       PX
126  PX609  20250922   6644.0   6644.0  ...        6.63   6634.0      6652.0       PX
127  RI511  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250922      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250922   2541.0   2568.0  ...    18961.48   2553.0      2527.0       RM
134  RM601  20250922   2519.0   2552.0  ...   860518.75   2533.0      2498.0       RM
135  RM603  20250922   2414.0   2437.0  ...    20569.69   2423.0      2402.0       RM
136  RM605  20250922   2383.0   2397.0  ...   165640.91   2384.0      2374.0       RM
137  RM607  20250922   2375.0   2385.0  ...     7696.50   2373.0      2362.0       RM
138  RM608  20250922   2471.0   2480.0  ...      872.04   2470.0      2458.0       RM
139  RM609  20250922   2454.0   2469.0  ...     6114.84   2458.0      2447.0       RM
140  RS511  20250922   5329.0   5376.0  ...       58.80   5346.0      5329.0       RS
141  RS607  20250922   5595.0   5595.0  ...      155.95   5570.0      5568.0       RS
142  RS608  20250922   5595.0   5624.0  ...      150.64   5579.0      5570.0       RS
143  RS609  20250922      0.0      0.0  ...        0.00   5588.0      5588.0       RS
144  SA510  20250922   1235.0   1236.0  ...    11478.60   1219.0      1223.0       SA
145  SA511  20250922   1241.0   1247.0  ...   576015.20   1233.0      1233.0       SA
146  SA512  20250922   1308.0   1314.0  ...   250273.00   1298.0      1301.0       SA
147  SA601  20250922   1320.0   1326.0  ...  3524980.07   1307.0      1312.0       SA
148  SA602  20250922   1352.0   1357.0  ...   308874.09   1344.0      1344.0       SA
149  SA603  20250922   1357.0   1363.0  ...     3483.28   1345.0      1350.0       SA
150  SA604  20250922   1410.0   1410.0  ...      504.79   1387.0      1396.0       SA
151  SA605  20250922   1408.0   1416.0  ...   104701.84   1397.0      1403.0       SA
152  SA606  20250922   1421.0   1427.0  ...      966.83   1409.0      1415.0       SA
153  SA607  20250922   1423.0   1428.0  ...     3353.40   1411.0      1417.0       SA
154  SA608  20250922   1450.0   1456.0  ...     1683.28   1441.0      1440.0       SA
155  SA609  20250922   1454.0   1463.0  ...     6773.61   1447.0      1449.0       SA
156  SF510  20250922   5606.0   5606.0  ...     5220.47   5510.0      5594.0       SF
157  SF511  20250922   5760.0   5790.0  ...   802136.67   5692.0      5764.0       SF
158  SF512  20250922   5748.0   5784.0  ...   300500.11   5708.0      5746.0       SF
159  SF601  20250922   5760.0   5784.0  ...   236333.21   5672.0      5752.0       SF
160  SF602  20250922   5742.0   5754.0  ...    45401.13   5632.0      5710.0       SF
161  SF603  20250922   5900.0   5900.0  ...      104.57   5810.0      5870.0       SF
162  SF604  20250922   5888.0   5888.0  ...       20.57   5876.0      5876.0       SF
163  SF605  20250922   5868.0   5888.0  ...     4857.15   5794.0      5854.0       SF
164  SF606  20250922   5836.0   5840.0  ...      146.06   5728.0      5820.0       SF
165  SF607  20250922   6000.0   6000.0  ...       79.91   5920.0      5970.0       SF
166  SF608  20250922   5974.0   5974.0  ...       38.38   5906.0      5952.0       SF
167  SF609  20250922   5974.0   5974.0  ...       97.18   5890.0      5954.0       SF
168  SH510  20250922   2542.0   2543.0  ...    15410.73   2517.0      2523.0       SH
169  SH511  20250922   2580.0   2587.0  ...   567814.28   2553.0      2562.0       SH
170  SH512  20250922   2640.0   2649.0  ...   333560.83   2615.0      2618.0       SH
171  SH601  20250922   2645.0   2649.0  ...  2719570.17   2622.0      2623.0       SH
172  SH602  20250922   2670.0   2670.0  ...    56052.40   2640.0      2636.0       SH
173  SH603  20250922   2635.0   2684.0  ...      934.46   2662.0      2655.0       SH
174  SH604  20250922   2715.0   2715.0  ...       89.00   2697.0      2705.0       SH
175  SH605  20250922   2719.0   2731.0  ...    14781.20   2707.0      2706.0       SH
176  SH606  20250922   2739.0   2739.0  ...       89.65   2717.0      2727.0       SH
177  SH607  20250922   2730.0   2730.0  ...       16.30   2716.0      2729.0       SH
178  SH608  20250922   2729.0   2729.0  ...       57.02   2715.0      2730.0       SH
179  SH609  20250922   2740.0   2740.0  ...      163.34   2722.0      2727.0       SH
180  SM510  20250922   5920.0   5920.0  ...    12471.33   5798.0      5880.0       SM
181  SM511  20250922   5964.0   5972.0  ...   508950.22   5896.0      5950.0       SM
182  SM512  20250922   5982.0   5986.0  ...   103550.67   5906.0      5966.0       SM
183  SM601  20250922   5988.0   6002.0  ...   988130.11   5884.0      5980.0       SM
184  SM602  20250922   5966.0   6002.0  ...   334645.76   5936.0      5978.0       SM
185  SM603  20250922   5986.0   5996.0  ...      265.23   5894.0      5996.0       SM
186  SM604  20250922   6002.0   6002.0  ...       11.98   5992.0      5978.0       SM
187  SM605  20250922   6014.0   6042.0  ...    20961.67   5920.0      6014.0       SM
188  SM606  20250922   5964.0   5964.0  ...       23.62   5906.0      6010.0       SM
189  SM607  20250922   6038.0   6044.0  ...       32.91   5984.0      6030.0       SM
190  SM608  20250922      0.0      0.0  ...        0.00   5966.0      6048.0       SM
191  SM609  20250922   6050.0   6064.0  ...      888.25   5962.0      6048.0       SM
192  SR511  20250922   5500.0   5520.0  ...   120511.31   5497.0      5483.0       SR
193  SR601  20250922   5473.0   5478.0  ...  1012332.82   5461.0      5460.0       SR
194  SR603  20250922   5456.0   5466.0  ...     2228.85   5450.0      5452.0       SR
195  SR605  20250922   5454.0   5458.0  ...    83998.60   5442.0      5443.0       SR
196  SR607  20250922   5460.0   5464.0  ...     3106.98   5451.0      5451.0       SR
197  SR609  20250922   5471.0   5476.0  ...     2923.71   5465.0      5465.0       SR
198  TA510  20250922   4562.0   4580.0  ...    22964.55   4562.0      4602.0       TA
199  TA511  20250922   4590.0   4598.0  ...   296397.64   4576.0      4620.0       TA
200  TA512  20250922   4600.0   4608.0  ...   136797.14   4588.0      4630.0       TA
201  TA601  20250922   4608.0   4616.0  ...  1503295.87   4596.0      4638.0       TA
202  TA602  20250922   4622.0   4628.0  ...    22757.20   4606.0      4648.0       TA
203  TA603  20250922   4634.0   4638.0  ...      101.83   4630.0      4660.0       TA
204  TA604  20250922   4616.0   4618.0  ...       18.47   4618.0      4644.0       TA
205  TA605  20250922   4654.0   4660.0  ...    49514.35   4636.0      4672.0       TA
206  TA606  20250922      0.0      0.0  ...        0.00   4640.0      4702.0       TA
207  TA607  20250922   4672.0   4672.0  ...       13.97   4658.0      4708.0       TA
208  TA608  20250922      0.0      0.0  ...        0.00   4676.0      4688.0       TA
209  TA609  20250922   4680.0   4692.0  ...      119.10   4672.0      4704.0       TA
210  UR510  20250922   1552.0   1569.0  ...     3330.43   1561.0      1574.0       UR
211  UR511  20250922   1625.0   1644.0  ...    55147.72   1635.0      1647.0       UR
212  UR512  20250922   1644.0   1656.0  ...    16277.36   1648.0      1657.0       UR
213  UR601  20250922   1655.0   1666.0  ...   377420.58   1658.0      1666.0       UR
214  UR602  20250922   1665.0   1673.0  ...      788.89   1664.0      1672.0       UR
215  UR603  20250922   1717.0   1717.0  ...       68.44   1711.0      1717.0       UR
216  UR604  20250922   1712.0   1712.0  ...        3.42   1712.0      1724.0       UR
217  UR605  20250922   1717.0   1725.0  ...    24739.82   1716.0      1724.0       UR
218  UR606  20250922   1720.0   1725.0  ...      195.74   1717.0      1724.0       UR
219  UR607  20250922   1754.0   1760.0  ...       80.63   1753.0      1758.0       UR
220  UR608  20250922   1747.0   1749.0  ...       76.89   1747.0      1753.0       UR
221  UR609  20250922   1746.0   1747.0  ...      132.24   1740.0      1747.0       UR
222  WH511  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250922      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250922      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:25:40,818 - future_1d - INFO - ak.get_czce_daily('2025-09-22') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250922     490  ...   485.5      492.1      SC
1       SC2511  20250922   485.2  ...   484.2      491.2      SC
2       SC2512  20250922   485.9  ...   483.6      489.8      SC
3       SC2601  20250922   484.3  ...   482.9      488.5      SC
4       SC2602  20250922   482.6  ...   481.8      486.6      SC
5       SC2603  20250922     482  ...   481.1        486      SC
6       SC2604  20250922   481.2  ...   481.3        486      SC
7       SC2605  20250922   481.2  ...   480.9      485.4      SC
8       SC2606  20250922   481.7  ...   480.2      485.8      SC
9       SC2607  20250922     480  ...   480.4      484.6      SC
10      SC2608  20250922   478.5  ...     478        483      SC
11      SC2609  20250922   477.6  ...   477.7      480.8      SC
12      SC2612  20250922   473.9  ...   473.9      477.1      SC
13      SC2703  20250922          ...   475.1      475.1      SC
14      SC2706  20250922          ...   469.2      469.2      SC
15      SC2709  20250922          ...   473.2      473.2      SC
16      SC2712  20250922   466.3  ...   466.3      472.9      SC
17      SC2803  20250922          ...     470        471      SC
18      SC2806  20250922   462.7  ...   462.8      467.5      SC
19      SC2809  20250922          ...   465.7      465.7      SC
21      LU2510  20250922    3368  ...    3351       3372      LU
22      LU2511  20250922    3392  ...    3373       3405      LU
23      LU2512  20250922    3363  ...    3354       3388      LU
24      LU2601  20250922    3360  ...    3342       3382      LU
25      LU2602  20250922    3335  ...    3334       3362      LU
26      LU2603  20250922    3331  ...    3326       3362      LU
27      LU2604  20250922    3323  ...    3323       3345      LU
28      LU2605  20250922    3320  ...    3326       3346      LU
29      LU2606  20250922    3309  ...    3319       3352      LU
30      LU2607  20250922    3304  ...    3307       3350      LU
31      LU2608  20250922    3305  ...    3306       3342      LU
32      LU2609  20250922    3292  ...    3292       3329      LU
34      NR2510  20250922   12300  ...   12340      12280      NR
35      NR2511  20250922   12340  ...   12365      12290      NR
36      NR2512  20250922   12340  ...   12385      12335      NR
37      NR2601  20250922   12395  ...   12405      12370      NR
38      NR2602  20250922   12425  ...   12420      12405      NR
39      NR2603  20250922   12405  ...   12385      12375      NR
40      NR2604  20250922   12465  ...   12440      12435      NR
41      NR2605  20250922   12485  ...   12485      12470      NR
42      NR2606  20250922   12510  ...   12495      12440      NR
43      NR2607  20250922          ...   12650      12650      NR
44      NR2608  20250922          ...   12685      12685      NR
45      NR2609  20250922          ...   12510      12510      NR
47      BC2510  20250922   70780  ...   71050      70760      BC
48      BC2511  20250922   70970  ...   71120      70890      BC
49      BC2512  20250922          ...   71490      71670      BC
50      BC2601  20250922   71300  ...   71300      71000      BC
51      BC2602  20250922          ...   71100      71100      BC
52      BC2603  20250922          ...   71210      71200      BC
53      BC2604  20250922          ...   71300      71300      BC
54      BC2605  20250922          ...   71300      71300      BC
55      BC2606  20250922          ...   71400      71400      BC
56      BC2607  20250922          ...   71400      71400      BC
57      BC2608  20250922          ...   71400      71400      BC
58      BC2609  20250922          ...   71550      71550      BC
60      EC2510  20250922    1067  ...    1102     1072.3      EC
61      EC2512  20250922  1651.1  ...  1669.2     1626.1      EC
62      EC2602  20250922  1601.7  ...  1586.4     1552.7      EC
63      EC2604  20250922    1265  ...  1274.4     1250.7      EC
64      EC2606  20250922  1449.5  ...  1454.8     1438.3      EC
65      EC2608  20250922    1599  ...  1606.8       1595      EC
68  SC_TAS2511  20250922          ...                     SC_TAS
69  SC_TAS2512  20250922          ...                     SC_TAS
70  SC_TAS2601  20250922          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 18:25:40,914 - future_1d - INFO - ak.get_ine_daily('2025-09-22') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250922   3908.00  ...   3911.00     3906.00        A
1     a2601  20250922   3902.00  ...   3908.00     3903.00        A
2     a2603  20250922   3903.00  ...   3912.00     3909.00        A
3     a2605  20250922   3947.00  ...   3949.00     3948.00        A
4     a2607  20250922   3953.00  ...   3954.00     3952.00        A
5     a2609  20250922   3960.00  ...   3961.00     3961.00        A
6     b2510  20250922   3678.00  ...   3686.00     3687.00        B
7     b2511  20250922   3694.00  ...   3716.00     3685.00        B
8     b2512  20250922   3726.00  ...   3746.00     3719.00        B
9     b2601  20250922   3723.00  ...   3733.00     3715.00        B
10    b2602  20250922   3723.00  ...   3727.00     3706.00        B
11    b2603  20250922   3671.00  ...   3683.00     3658.00        B
12    b2604  20250922   3569.00  ...   3573.00     3558.00        B
13    b2605  20250922   3497.00  ...   3496.00     3489.00        B
14    b2606  20250922   3475.00  ...   3475.00     3465.00        B
15    b2607  20250922   3471.00  ...   3475.00     3464.00        B
16    b2608  20250922   3563.00  ...   3566.00     3521.00        B
17    b2609  20250922   3582.00  ...   3583.00     3578.00        B
18   bb2511  20250922    142.05  ...    142.05      142.00       BB
19   bb2601  20250922    146.05  ...    146.50      146.65       BB
20   bb2603  20250922    147.05  ...    146.80      146.85       BB
21   bb2605  20250922      0.00  ...    141.45      141.45       BB
22   bb2607  20250922      0.00  ...    146.20      146.20       BB
23   bb2609  20250922      0.00  ...    146.20      146.20       BB
24   bz2603  20250922   5977.00  ...   5922.00     5979.00       BZ
25   bz2604  20250922   5949.00  ...   5904.00     5947.00       BZ
26   bz2605  20250922   5953.00  ...   5927.00     5975.00       BZ
27   bz2606  20250922   5936.00  ...   5936.00     5954.00       BZ
28   bz2607  20250922   5935.00  ...   5935.00     5980.00       BZ
29   bz2608  20250922      0.00  ...   5884.00     5949.00       BZ
30    c2511  20250922   2169.00  ...   2163.00     2171.00        C
31    c2601  20250922   2158.00  ...   2148.00     2161.00        C
32    c2603  20250922   2166.00  ...   2159.00     2171.00        C
33    c2605  20250922   2225.00  ...   2218.00     2228.00        C
34    c2607  20250922   2237.00  ...   2231.00     2239.00        C
35    c2609  20250922   2251.00  ...   2247.00     2234.00        C
36   cs2511  20250922   2463.00  ...   2453.00     2468.00       CS
37   cs2601  20250922   2480.00  ...   2467.00     2483.00       CS
38   cs2603  20250922   2483.00  ...   2473.00     2489.00       CS
39   cs2605  20250922   2562.00  ...   2554.00     2570.00       CS
40   cs2607  20250922   2574.00  ...   2562.00     2573.00       CS
41   cs2609  20250922   2597.00  ...   2591.00     2597.00       CS
42   eb2509  20250922      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250922   7000.00  ...   6947.00     7021.00       EB
44   eb2511  20250922   6992.00  ...   6952.00     7024.00       EB
45   eb2512  20250922   7013.00  ...   6970.00     7033.00       EB
46   eb2601  20250922   7050.00  ...   7012.00     7070.00       EB
47   eb2602  20250922   7095.00  ...   7058.00     7104.00       EB
48   eb2603  20250922   7127.00  ...   7095.00     7131.00       EB
49   eb2604  20250922   7149.00  ...   7110.00     7171.00       EB
50   eb2605  20250922   7174.00  ...   7145.00     7185.00       EB
51   eb2606  20250922   7182.00  ...   7173.00     7260.00       EB
52   eb2607  20250922   7137.00  ...   7137.00     7276.00       EB
53   eb2608  20250922      0.00  ...   7243.00     7246.00       EB
54   eg2509  20250922      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250922   4298.00  ...   4279.00     4282.00       EG
56   eg2511  20250922   4234.00  ...   4234.00     4247.00       EG
57   eg2512  20250922   4236.00  ...   4246.00     4240.00       EG
58   eg2601  20250922   4260.00  ...   4249.00     4259.00       EG
59   eg2602  20250922   4241.00  ...   4241.00     4265.00       EG
60   eg2603  20250922   4265.00  ...   4271.00     4266.00       EG
61   eg2604  20250922   4296.00  ...   4294.00     4314.00       EG
62   eg2605  20250922   4326.00  ...   4305.00     4314.00       EG
63   eg2606  20250922   4315.00  ...   4311.00     4311.00       EG
64   eg2607  20250922   4316.00  ...   4321.00     4321.00       EG
65   eg2608  20250922      0.00  ...   4378.00     4399.00       EG
66   fb2510  20250922   1258.50  ...   1259.00     1259.50       FB
67   fb2511  20250922   1255.50  ...   1254.00     1254.00       FB
68   fb2512  20250922   1253.50  ...   1254.50     1255.00       FB
69   fb2601  20250922   1254.50  ...   1255.50     1253.50       FB
70   fb2602  20250922   1256.00  ...   1255.50     1254.00       FB
71   fb2603  20250922   1249.00  ...   1247.50     1247.00       FB
72   fb2604  20250922      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250922      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250922      0.00  ...   1294.50     1298.00       FB
75   fb2607  20250922      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250922   1308.50  ...   1308.00     1270.00       FB
77   fb2609  20250922      0.00  ...   1296.00     1296.00       FB
78    i2510  20250922    827.00  ...    828.50      823.50        I
79    i2511  20250922    822.00  ...    824.50      819.00        I
80    i2512  20250922    817.00  ...    819.00      813.00        I
81    i2601  20250922    811.00  ...    812.50      805.50        I
82    i2602  20250922    806.00  ...    808.00      801.00        I
83    i2603  20250922    800.50  ...    802.00      795.50        I
84    i2604  20250922    796.00  ...    796.50      790.50        I
85    i2605  20250922    787.00  ...    790.00      784.00        I
86    i2606  20250922    783.00  ...    784.00      778.50        I
87    i2607  20250922    777.50  ...    779.50      773.50        I
88    i2608  20250922    772.50  ...    774.50      768.50        I
89    i2609  20250922    766.00  ...    768.50      762.50        I
90    j2510  20250922   1622.50  ...   1621.50     1624.00        J
91    j2511  20250922   1668.50  ...   1653.00     1657.50        J
92    j2512  20250922   1701.50  ...   1698.00     1700.00        J
93    j2601  20250922   1740.00  ...   1729.00     1725.50        J
94    j2602  20250922   1761.00  ...   1760.00     1754.00        J
95    j2603  20250922   1782.50  ...   1783.00     1763.50        J
96    j2604  20250922      0.00  ...   1814.00     1814.00        J
97    j2605  20250922   1875.00  ...   1868.50     1866.50        J
98    j2606  20250922   1899.00  ...   1899.50     1866.50        J
99    j2607  20250922   1910.00  ...   1902.50     1878.50        J
100   j2608  20250922   1931.00  ...   1931.50     1891.00        J
101   j2609  20250922   1954.00  ...   1948.00     1923.50        J
102  jd2509  20250922      0.00  ...   3193.00     3193.00       JD
103  jd2510  20250922   3038.00  ...   3003.00     3038.00       JD
104  jd2511  20250922   3124.00  ...   3096.00     3122.00       JD
105  jd2512  20250922   3256.00  ...   3224.00     3259.00       JD
106  jd2601  20250922   3415.00  ...   3381.00     3423.00       JD
107  jd2602  20250922   3160.00  ...   3135.00     3160.00       JD
108  jd2603  20250922   3181.00  ...   3156.00     3183.00       JD
109  jd2604  20250922   3352.00  ...   3324.00     3349.00       JD
110  jd2605  20250922   3478.00  ...   3443.00     3466.00       JD
111  jd2606  20250922   3276.00  ...   3254.00     3274.00       JD
112  jd2607  20250922   3508.00  ...   3492.00     3504.00       JD
113  jd2608  20250922   3928.00  ...   3924.00     3927.00       JD
114  jm2510  20250922   1040.50  ...   1036.00     1029.50       JM
115  jm2511  20250922   1091.00  ...   1085.50     1078.00       JM
116  jm2512  20250922   1165.00  ...   1155.50     1148.50       JM
117  jm2601  20250922   1236.50  ...   1229.00     1216.00       JM
118  jm2602  20250922   1259.50  ...   1251.00     1244.50       JM
119  jm2603  20250922   1282.50  ...   1277.50     1271.00       JM
120  jm2604  20250922   1308.00  ...   1304.00     1293.50       JM
121  jm2605  20250922   1339.00  ...   1323.00     1312.50       JM
122  jm2606  20250922   1359.00  ...   1347.50     1328.50       JM
123  jm2607  20250922   1367.00  ...   1361.00     1341.50       JM
124  jm2608  20250922   1378.00  ...   1370.00     1357.00       JM
125  jm2609  20250922   1398.00  ...   1389.50     1380.50       JM
126   l2510  20250922   7104.00  ...   7074.00     7095.00        L
127   l2511  20250922   7105.00  ...   7107.00     7128.00        L
128   l2512  20250922   7155.00  ...   7133.00     7158.00        L
129   l2601  20250922   7169.00  ...   7153.00     7181.00        L
130   l2602  20250922   7165.00  ...   7155.00     7177.00        L
131   l2603  20250922   7191.00  ...   7167.00     7193.00        L
132   l2604  20250922   7218.00  ...   7216.00     7233.00        L
133   l2605  20250922   7231.00  ...   7204.00     7228.00        L
134   l2606  20250922   7224.00  ...   7195.00     7225.00        L
135   l2607  20250922   7241.00  ...   7206.00     7238.00        L
136   l2608  20250922   7240.00  ...   7223.00     7256.00        L
137   l2609  20250922   7266.00  ...   7237.00     7264.00        L
138  lg2509  20250922    780.00  ...    780.00      778.00       LG
139  lg2511  20250922    805.00  ...    808.00      804.00       LG
140  lg2601  20250922    818.00  ...    821.00      818.00       LG
141  lg2603  20250922    826.50  ...    826.50      824.50       LG
142  lg2605  20250922    829.00  ...    830.50      828.50       LG
143  lg2607  20250922    829.50  ...    832.50      828.50       LG
144  lh2509  20250922  12600.00  ...  12600.00    12985.00       LH
145  lh2511  20250922  12835.00  ...  12855.00    12835.00       LH
146  lh2601  20250922  13350.00  ...  13405.00    13340.00       LH
147  lh2603  20250922  12850.00  ...  12815.00    12850.00       LH
148  lh2605  20250922  13385.00  ...  13315.00    13380.00       LH
149  lh2607  20250922  14150.00  ...  13990.00    14135.00       LH
150   m2511  20250922   2981.00  ...   3003.00     2975.00        M
151   m2512  20250922   3032.00  ...   3048.00     3024.00        M
152   m2601  20250922   3014.00  ...   3030.00     3004.00        M
153   m2603  20250922   2959.00  ...   2968.00     2949.00        M
154   m2605  20250922   2787.00  ...   2784.00     2777.00        M
155   m2607  20250922   2774.00  ...   2776.00     2768.00        M
156   m2608  20250922   2893.00  ...   2887.00     2885.00        M
157   m2609  20250922   2897.00  ...   2893.00     2889.00        M
158   p2510  20250922   9214.00  ...   9244.00     9242.00        P
159   p2511  20250922   9264.00  ...   9278.00     9292.00        P
160   p2512  20250922   9294.00  ...   9292.00     9318.00        P
161   p2601  20250922   9322.00  ...   9326.00     9340.00        P
162   p2602  20250922   9300.00  ...   9276.00     9318.00        P
163   p2603  20250922   9280.00  ...   9276.00     9280.00        P
164   p2604  20250922   9200.00  ...   9216.00     9230.00        P
165   p2605  20250922   9126.00  ...   9120.00     9138.00        P
166   p2606  20250922   9008.00  ...   9002.00     9032.00        P
167   p2607  20250922   8894.00  ...   8894.00     8930.00        P
168   p2608  20250922   8842.00  ...   8834.00     8864.00        P
169   p2609  20250922   8786.00  ...   8768.00     8812.00        P
170  pg2509  20250922   3830.00  ...   3810.00     3801.00       PG
171  pg2510  20250922   4425.00  ...   4366.00     4439.00       PG
172  pg2511  20250922   4359.00  ...   4293.00     4368.00       PG
173  pg2512  20250922   4295.00  ...   4232.00     4307.00       PG
174  pg2601  20250922   4237.00  ...   4171.00     4241.00       PG
175  pg2602  20250922   4153.00  ...   4100.00     4176.00       PG
176  pg2603  20250922   4070.00  ...   4020.00     4090.00       PG
177  pg2604  20250922   4413.00  ...   4366.00     4418.00       PG
178  pg2605  20250922   4321.00  ...   4281.00     4341.00       PG
179  pg2606  20250922   4196.00  ...   4195.00     4283.00       PG
180  pg2607  20250922   4161.00  ...   4159.00     4247.00       PG
181  pg2608  20250922   4100.00  ...   4095.00     4204.00       PG
182  pp2510  20250922   6819.00  ...   6785.00     6816.00       PP
183  pp2511  20250922   6827.00  ...   6821.00     6846.00       PP
184  pp2512  20250922   6882.00  ...   6857.00     6883.00       PP
185  pp2601  20250922   6917.00  ...   6895.00     6917.00       PP
186  pp2602  20250922   6900.00  ...   6882.00     6900.00       PP
187  pp2603  20250922   6905.00  ...   6870.00     6899.00       PP
188  pp2604  20250922   6941.00  ...   6911.00     6927.00       PP
189  pp2605  20250922   6967.00  ...   6942.00     6959.00       PP
190  pp2606  20250922   6904.00  ...   6903.00     6921.00       PP
191  pp2607  20250922   6906.00  ...   6878.00     6890.00       PP
192  pp2608  20250922   6922.00  ...   6894.00     6900.00       PP
193  pp2609  20250922   6944.00  ...   6931.00     6926.00       PP
194  rr2510  20250922   3609.00  ...   3610.00     3608.00       RR
195  rr2511  20250922   3613.00  ...   3615.00     3614.00       RR
196  rr2512  20250922   3602.00  ...   3613.00     3605.00       RR
197  rr2601  20250922   3616.00  ...   3624.00     3620.00       RR
198  rr2602  20250922   3607.00  ...   3608.00     3603.00       RR
199  rr2603  20250922   3611.00  ...   3611.00     3608.00       RR
200  rr2604  20250922      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250922      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250922      0.00  ...   3600.00     3597.00       RR
203  rr2607  20250922      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250922      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250922      0.00  ...   3614.00     3614.00       RR
206   v2510  20250922   4841.00  ...   4837.00     4834.00        V
207   v2511  20250922   4870.00  ...   4867.00     4867.00        V
208   v2512  20250922   4926.00  ...   4903.00     4908.00        V
209   v2601  20250922   4955.00  ...   4955.00     4949.00        V
210   v2602  20250922   5017.00  ...   5001.00     4984.00        V
211   v2603  20250922   5040.00  ...   5035.00     5016.00        V
212   v2604  20250922   5241.00  ...   5246.00     5222.00        V
213   v2605  20250922   5259.00  ...   5259.00     5252.00        V
214   v2606  20250922   5305.00  ...   5286.00     5286.00        V
215   v2607  20250922   5338.00  ...   5318.00     5314.00        V
216   v2608  20250922   5383.00  ...   5347.00     5342.00        V
217   v2609  20250922   5391.00  ...   5385.00     5374.00        V
218   y2511  20250922   8334.00  ...   8376.00     8350.00        Y
219   y2512  20250922   8380.00  ...   8402.00     8390.00        Y
220   y2601  20250922   8320.00  ...   8348.00     8336.00        Y
221   y2603  20250922   8258.00  ...   8282.00     8276.00        Y
222   y2605  20250922   8048.00  ...   8066.00     8060.00        Y
223   y2607  20250922   8008.00  ...   8026.00     8014.00        Y
224   y2608  20250922   8000.00  ...   8036.00     8024.00        Y
225   y2609  20250922   7988.00  ...   8000.00     7992.00        Y

[226 rows x 12 columns]
2025-09-29 18:25:41,492 - future_1d - INFO - ak.get_dce_daily('2025-09-22') done
2025-09-29 18:25:43,250 - future_1d - INFO - save future_daily 2025-09-22 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250923  ...   79940      80130      CU
1        1      CU2511  20250923  ...   79940      80120      CU
2        2      CU2512  20250923  ...   79940      80120      CU
3        3      CU2601  20250923  ...   79920      80110      CU
4        4      CU2602  20250923  ...   79890      80100      CU
5        5      CU2603  20250923  ...   79880      80130      CU
6        6      CU2604  20250923  ...   79920      80170      CU
7        7      CU2605  20250923  ...   79890      80280      CU
8        8      CU2606  20250923  ...   79940      80260      CU
9        9      CU2607  20250923  ...   79930      80290      CU
10      10      CU2608  20250923  ...   79930      80210      CU
11      11      CU2609  20250923  ...   79940      80220      CU
12      12      BC2510  20250923  ...   70920      71050      BC
13      13      BC2511  20250923  ...   70990      71120      BC
14      14      BC2512  20250923  ...   71110      71490      BC
15      15      BC2601  20250923  ...   71300      71300      BC
16      16      BC2602  20250923  ...   71100      71100      BC
17      17      BC2603  20250923  ...   71210      71210      BC
18      18      BC2604  20250923  ...   71300      71300      BC
19      19      BC2605  20250923  ...   71300      71300      BC
20      20      BC2606  20250923  ...   71400      71400      BC
21      21      BC2607  20250923  ...   71400      71400      BC
22      22      BC2608  20250923  ...   71400      71400      BC
23      23      BC2609  20250923  ...   71550      71550      BC
24      24      AL2510  20250923  ...   20685      20760      AL
25      25      AL2511  20250923  ...   20685      20770      AL
26      26      AL2512  20250923  ...   20690      20765      AL
27      27      AL2601  20250923  ...   20690      20760      AL
28      28      AL2602  20250923  ...   20690      20765      AL
29      29      AL2603  20250923  ...   20715      20785      AL
30      30      AL2604  20250923  ...   20735      20840      AL
31      31      AL2605  20250923  ...   20740      20820      AL
32      32      AL2606  20250923  ...   20745      20820      AL
33      33      AL2607  20250923  ...   20745      20840      AL
34      34      AL2608  20250923  ...   20745      20830      AL
35      35      AL2609  20250923  ...   20775      20830      AL
36      36      ZN2510  20250923  ...   21945      21995      ZN
37      37      ZN2511  20250923  ...   21955      21995      ZN
38      38      ZN2512  20250923  ...   21955      22015      ZN
39      39      ZN2601  20250923  ...   21980      22035      ZN
40      40      ZN2602  20250923  ...   21980      22055      ZN
41      41      ZN2603  20250923  ...   21960      22070      ZN
42      42      ZN2604  20250923  ...   22020      22095      ZN
43      43      ZN2605  20250923  ...   22125      22145      ZN
44      44      ZN2606  20250923  ...   22105      22185      ZN
45      45      ZN2607  20250923  ...   22115      22205      ZN
46      46      ZN2608  20250923  ...   22140      22240      ZN
47      47      ZN2609  20250923  ...   22160      22305      ZN
48      48      PB2510  20250923  ...   17085      17120      PB
49      49      PB2511  20250923  ...   17125      17160      PB
50      50      PB2512  20250923  ...   17125      17170      PB
51      51      PB2601  20250923  ...   17095      17160      PB
52      52      PB2602  20250923  ...   17175      17175      PB
53      53      PB2603  20250923  ...   17125      17185      PB
54      54      PB2604  20250923  ...   17215      17185      PB
55      55      PB2605  20250923  ...   17150      17185      PB
56      56      PB2606  20250923  ...   17165      17195      PB
57      57      PB2607  20250923  ...   17180      17215      PB
58      58      PB2608  20250923  ...   17140      17220      PB
59      59      PB2609  20250923  ...   17185      17210      PB
60      60      NI2510  20250923  ...  121010     121440      NI
61      61      NI2511  20250923  ...  121170     121630      NI
62      62      NI2512  20250923  ...  121300     121810      NI
63      63      NI2601  20250923  ...  121540     122020      NI
64      64      NI2602  20250923  ...  121790     122170      NI
65      65      NI2603  20250923  ...  122010     122400      NI
66      66      NI2604  20250923  ...  122160     122780      NI
67      67      NI2605  20250923  ...  122370     122960      NI
68      68      NI2606  20250923  ...  122520     123530      NI
69      69      NI2607  20250923  ...  122800     123500      NI
70      70      NI2608  20250923  ...  123230     123810      NI
71      71      NI2609  20250923  ...  123490     123880      NI
72      72      SN2510  20250923  ...  270250     271360      SN
73      73      SN2511  20250923  ...  270590     271840      SN
74      74      SN2512  20250923  ...  270770     272050      SN
75      75      SN2601  20250923  ...  270840     272270      SN
76      76      SN2602  20250923  ...  270970     271620      SN
77      77      SN2603  20250923  ...  270870     271420      SN
78      78      SN2604  20250923  ...  271120     271610      SN
79      79      SN2605  20250923  ...  270970     272210      SN
80      80      SN2606  20250923  ...  271080     272850      SN
81      81      SN2607  20250923  ...  272210     272590      SN
82      82      SN2608  20250923  ...  272800     271030      SN
83      83      SN2609  20250923  ...  272720     274160      SN
84      84      AO2510  20250923  ...    2873       2915      AO
85      85      AO2511  20250923  ...    2877       2914      AO
86      86      AO2512  20250923  ...    2887       2924      AO
87      87      AO2601  20250923  ...    2899       2934      AO
88      88      AO2602  20250923  ...    2905       2938      AO
89      89      AO2603  20250923  ...    2974       3008      AO
90      90      AO2604  20250923  ...    2996       3016      AO
91      91      AO2605  20250923  ...    2992       3026      AO
92      92      AO2606  20250923  ...    3007       3031      AO
93      93      AO2607  20250923  ...    3008       3040      AO
94      94      AO2608  20250923  ...    3020       3044      AO
95      95      AO2609  20250923  ...    3030       3076      AO
96      96      AD2511  20250923  ...   20230      20315      AD
97      97      AD2512  20250923  ...   20260      20340      AD
98      98      AD2601  20250923  ...   20275      20355      AD
99      99      AD2602  20250923  ...   20285      20355      AD
100    100      AD2603  20250923  ...   20300      20415      AD
101    101      AD2604  20250923  ...   20320      20345      AD
102    102      AD2605  20250923  ...   20320      20340      AD
103    103      AD2606  20250923  ...   20305      20305      AD
104    104      AD2607  20250923  ...   20510      20510      AD
105    105      AD2608  20250923  ...   20515      20515      AD
106    106      AD2609  20250923  ...   20335      20515      AD
107    107      AU2510  20250923  ...  847.78     835.38      AU
108    108      AU2511  20250923  ...  850.82     839.18      AU
109    109      AU2512  20250923  ...   851.2     838.74      AU
110    110      AU2602  20250923  ...  853.94      841.9      AU
111    111      AU2604  20250923  ...  855.86     844.64      AU
112    112      AU2606  20250923  ...  858.76      845.2      AU
113    113      AU2608  20250923  ...  861.04     848.34      AU
114    114      AU2610  20250923  ...  864.14     850.26      AU
115    115      AG2510  20250923  ...   10273      10136      AG
116    116      AG2511  20250923  ...   10294      10147      AG
117    117      AG2512  20250923  ...   10311      10168      AG
118    118      AG2601  20250923  ...   10318      10181      AG
119    119      AG2602  20250923  ...   10328      10181      AG
120    120      AG2603  20250923  ...   10346      10236      AG
121    121      AG2604  20250923  ...   10349      10233      AG
122    122      AG2605  20250923  ...   10372      10242      AG
123    123      AG2606  20250923  ...   10389      10262      AG
124    124      AG2607  20250923  ...   10399      10281      AG
125    125      AG2608  20250923  ...   10418      10291      AG
126    126      AG2609  20250923  ...   10429      10322      AG
127    127      RB2510  20250923  ...    3074       3093      RB
128    128      RB2511  20250923  ...    3088       3109      RB
129    129      RB2512  20250923  ...    3140       3161      RB
130    130      RB2601  20250923  ...    3163       3187      RB
131    131      RB2602  20250923  ...    3163       3188      RB
132    132      RB2603  20250923  ...    3182       3210      RB
133    133      RB2604  20250923  ...    3200       3222      RB
134    134      RB2605  20250923  ...    3220       3245      RB
135    135      RB2606  20250923  ...    3233       3257      RB
136    136      RB2607  20250923  ...    3248       3272      RB
137    137      RB2608  20250923  ...    3242       3266      RB
138    138      RB2609  20250923  ...    3248       3274      RB
139    139      WR2510  20250923  ...    3275       3289      WR
140    140      WR2511  20250923  ...    3302       3302      WR
141    141      WR2512  20250923  ...    3324       3324      WR
142    142      WR2601  20250923  ...    3337       3349      WR
143    143      WR2602  20250923  ...    3330       3358      WR
144    144      WR2603  20250923  ...    3399       3399      WR
145    145      WR2604  20250923  ...    3389       3389      WR
146    146      WR2605  20250923  ...    3414       3414      WR
147    147      WR2606  20250923  ...    3372       3372      WR
148    148      WR2607  20250923  ...    3390       3390      WR
149    149      WR2608  20250923  ...    3371       3399      WR
150    150      WR2609  20250923  ...    3450       3466      WR
151    151      HC2510  20250923  ...    3396       3424      HC
152    152      HC2511  20250923  ...    3377       3408      HC
153    153      HC2512  20250923  ...    3356       3392      HC
154    154      HC2601  20250923  ...    3349       3385      HC
155    155      HC2602  20250923  ...    3345       3383      HC
156    156      HC2603  20250923  ...    3350       3385      HC
157    157      HC2604  20250923  ...    3356       3388      HC
158    158      HC2605  20250923  ...    3358       3393      HC
159    159      HC2606  20250923  ...    3370       3399      HC
160    160      HC2607  20250923  ...    3376       3405      HC
161    161      HC2608  20250923  ...    3378       3392      HC
162    162      HC2609  20250923  ...    3378       3396      HC
163    163      SS2510  20250923  ...   12790      12795      SS
164    164      SS2511  20250923  ...   12905      12910      SS
165    165      SS2512  20250923  ...   12940      12945      SS
166    166      SS2601  20250923  ...   13005      13015      SS
167    167      SS2602  20250923  ...   13065      13075      SS
168    168      SS2603  20250923  ...   13125      13140      SS
169    169      SS2604  20250923  ...   13190      13195      SS
170    170      SS2605  20250923  ...   13255      13265      SS
171    171      SS2606  20250923  ...   13305      13310      SS
172    172      SS2607  20250923  ...   13340      13360      SS
173    173      SS2608  20250923  ...   13420      13395      SS
174    174      SS2609  20250923  ...   13485      13475      SS
175    175      SC2510  20250923  ...   477.6      485.5      SC
176    176      SC2511  20250923  ...   475.3      484.2      SC
177    177      SC2512  20250923  ...   475.6      483.6      SC
178    178      SC2601  20250923  ...   475.6      482.9      SC
179    179      SC2602  20250923  ...   475.1      481.8      SC
180    180      SC2603  20250923  ...   474.4      481.1      SC
181    181      SC2604  20250923  ...   475.3      481.3      SC
182    182      SC2605  20250923  ...     475      480.9      SC
183    183      SC2606  20250923  ...   474.4      480.2      SC
184    184      SC2607  20250923  ...   472.8      480.4      SC
185    185      SC2608  20250923  ...   472.8        478      SC
186    186      SC2609  20250923  ...   471.8      477.7      SC
187    187      SC2612  20250923  ...   469.8      473.9      SC
188    188      SC2703  20250923  ...     472      475.1      SC
189    189      SC2706  20250923  ...   469.2      469.2      SC
190    190      SC2709  20250923  ...     470      473.2      SC
191    191      SC2712  20250923  ...   466.3      466.3      SC
192    192      SC2803  20250923  ...     468        470      SC
193    193      SC2806  20250923  ...   458.9      462.8      SC
194    194      SC2809  20250923  ...     461      465.7      SC
195    195      LU2510  20250923  ...    3317       3351      LU
196    196      LU2511  20250923  ...    3345       3373      LU
197    197      LU2512  20250923  ...    3328       3354      LU
198    198      LU2601  20250923  ...    3318       3342      LU
199    199      LU2602  20250923  ...    3309       3334      LU
200    200      LU2603  20250923  ...    3301       3326      LU
201    201      LU2604  20250923  ...    3294       3323      LU
202    202      LU2605  20250923  ...    3304       3326      LU
203    203      LU2606  20250923  ...    3297       3319      LU
204    204      LU2607  20250923  ...    3278       3307      LU
205    205      LU2608  20250923  ...    3274       3306      LU
206    206      LU2609  20250923  ...    3268       3292      LU
207    207      FU2510  20250923  ...    2770       2803      FU
208    208      FU2511  20250923  ...    2797       2818      FU
209    209      FU2512  20250923  ...    2776       2796      FU
210    210      FU2601  20250923  ...    2758       2778      FU
211    211      FU2602  20250923  ...    2744       2761      FU
212    212      FU2603  20250923  ...    2736       2754      FU
213    213      FU2604  20250923  ...    2730       2749      FU
214    214      FU2605  20250923  ...    2718       2739      FU
215    215      FU2606  20250923  ...    2710       2732      FU
216    216      FU2607  20250923  ...    2690       2713      FU
217    217      FU2608  20250923  ...    2684       2708      FU
218    218      FU2609  20250923  ...    2674       2695      FU
219    219      BU2510  20250923  ...    3387       3421      BU
220    220      BU2511  20250923  ...    3377       3414      BU
221    221      BU2512  20250923  ...    3324       3364      BU
222    222      BU2601  20250923  ...    3291       3336      BU
223    223      BU2602  20250923  ...    3298       3340      BU
224    224      BU2603  20250923  ...    3306       3342      BU
225    225      BU2604  20250923  ...    3312       3346      BU
226    226      BU2605  20250923  ...    3308       3346      BU
227    227      BU2606  20250923  ...    3309       3337      BU
228    228      BU2607  20250923  ...    3310       3330      BU
229    229      BU2608  20250923  ...    3302       3337      BU
230    230      BU2609  20250923  ...    3304       3332      BU
231    231      BU2612  20250923  ...    3276       3297      BU
232    232      BU2703  20250923  ...    3281       3312      BU
233    233      BU2706  20250923  ...    3289       3308      BU
234    234      BU2709  20250923  ...    3297       3337      BU
235    235      BR2510  20250923  ...   11545      11565      BR
236    236      BR2511  20250923  ...   11480      11495      BR
237    237      BR2512  20250923  ...   11465      11475      BR
238    238      BR2601  20250923  ...   11460      11475      BR
239    239      BR2602  20250923  ...   11500      11485      BR
240    240      BR2603  20250923  ...   11570      11470      BR
241    241      BR2604  20250923  ...   11540      11535      BR
242    242      BR2605  20250923  ...   11510      11545      BR
243    243      BR2606  20250923  ...   11620      11630      BR
244    244      BR2607  20250923  ...   11680      11730      BR
245    245      BR2608  20250923  ...   11685      11715      BR
246    246      BR2609  20250923  ...   11675      11675      BR
247    247      RU2510  20250923  ...   14780      14745      RU
248    248      RU2511  20250923  ...   14695      14675      RU
249    249      RU2601  20250923  ...   15570      15560      RU
250    250      RU2603  20250923  ...   15510      15560      RU
251    251      RU2604  20250923  ...   15505      15550      RU
252    252      RU2605  20250923  ...   15525      15540      RU
253    253      RU2606  20250923  ...   15655      15580      RU
254    254      RU2607  20250923  ...   15575      15580      RU
255    255      RU2608  20250923  ...   15680      15735      RU
256    256      RU2609  20250923  ...   15575      15610      RU
257    257      NR2510  20250923  ...   12390      12340      NR
258    258      NR2511  20250923  ...   12435      12365      NR
259    259      NR2512  20250923  ...   12445      12385      NR
260    260      NR2601  20250923  ...   12475      12405      NR
261    261      NR2602  20250923  ...   12460      12420      NR
262    262      NR2603  20250923  ...   12505      12385      NR
263    263      NR2604  20250923  ...   12525      12440      NR
264    264      NR2605  20250923  ...   12505      12485      NR
265    265      NR2606  20250923  ...   12495      12495      NR
266    266      NR2607  20250923  ...   12650      12650      NR
267    267      NR2608  20250923  ...   12685      12685      NR
268    268      NR2609  20250923  ...   12510      12510      NR
269    269      SP2510  20250923  ...    4984       4980      SP
270    270      SP2511  20250923  ...    5006       5006      SP
271    271      SP2512  20250923  ...    5026       5024      SP
272    272      SP2601  20250923  ...    5274       5298      SP
273    273      SP2602  20250923  ...    5264       5286      SP
274    274      SP2603  20250923  ...    5282       5304      SP
275    275      SP2604  20250923  ...    5286       5320      SP
276    276      SP2605  20250923  ...    5300       5316      SP
277    277      SP2606  20250923  ...    5308       5320      SP
278    278      SP2607  20250923  ...    5310       5322      SP
279    279      SP2608  20250923  ...    5312       5330      SP
280    280      SP2609  20250923  ...    5308       5340      SP
281    281      OP2601  20250923  ...    4230       4238      OP
282    282      OP2602  20250923  ...    4228       4232      OP
283    283      OP2603  20250923  ...    4238       4258      OP
284    284      OP2604  20250923  ...    4262       4270      OP
285    285      OP2605  20250923  ...    4276       4286      OP
286    286      OP2606  20250923  ...    4242       4242      OP
287    287      OP2607  20250923  ...    4258       4258      OP
288    288      OP2608  20250923  ...    4238       4260      OP
289    289      OP2609  20250923  ...    4342       4342      OP
290    290      EC2510  20250923  ...  1085.4       1102      EC
291    291      EC2512  20250923  ...  1622.5     1669.2      EC
292    292      EC2602  20250923  ...  1536.9     1586.4      EC
293    293      EC2604  20250923  ...  1235.7     1274.4      EC
294    294      EC2606  20250923  ...  1422.5     1454.8      EC
295    295      EC2608  20250923  ...  1591.2     1606.8      EC
296    298  SC_TAS2511  20250923  ...                     SC_TAS
297    299  SC_TAS2512  20250923  ...                     SC_TAS
298    300  SC_TAS2601  20250923  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:25:50,029 - future_1d - INFO - ak.get_shfe_daily('2025-09-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250923  51015.0  ...  50335.0     51890.0       PS
1   PS2511  20250923  50900.0  ...  50170.0     51675.0       PS
2   PS2512  20250923  53420.0  ...  52510.0     54225.0       PS
3   PS2601  20250923  53070.0  ...  52240.0     54065.0       PS
4   PS2602  20250923  53345.0  ...  52145.0     54595.0       PS
5   PS2603  20250923  53410.0  ...  51780.0     54490.0       PS
6   PS2604  20250923  53440.0  ...  52115.0     54165.0       PS
7   PS2605  20250923  53100.0  ...  51960.0     53990.0       PS
8   PS2606  20250923  55615.0  ...  54160.0     56335.0       PS
9   PS2607  20250923  55715.0  ...  53800.0     56470.0       PS
10  PS2608  20250923  55385.0  ...  53725.0     56380.0       PS
11  PS2609  20250923  55295.0  ...  53680.0     56245.0       PS
13  SI2510  20250923   8900.0  ...   8905.0      9110.0       SI
14  SI2511  20250923   8930.0  ...   8945.0      9135.0       SI
15  SI2512  20250923   9330.0  ...   9350.0      9520.0       SI
16  SI2601  20250923   9310.0  ...   9305.0      9515.0       SI
17  SI2602  20250923   9320.0  ...   9320.0      9525.0       SI
18  SI2603  20250923   9390.0  ...   9340.0      9510.0       SI
19  SI2604  20250923   9330.0  ...   9335.0      9500.0       SI
20  SI2605  20250923   9330.0  ...   9355.0      9520.0       SI
21  SI2606  20250923   9345.0  ...   9335.0      9545.0       SI
22  SI2607  20250923   9380.0  ...   9355.0      9510.0       SI
23  SI2608  20250923   9340.0  ...   9350.0      9560.0       SI
24  SI2609  20250923   9380.0  ...   9360.0      9575.0       SI
27  LC2510  20250923  72880.0  ...  73160.0     73660.0       LC
28  LC2511  20250923  73040.0  ...  73460.0     73780.0       LC
29  LC2512  20250923  73240.0  ...  73540.0     73940.0       LC
30  LC2601  20250923  74160.0  ...  73440.0     73880.0       LC
31  LC2602  20250923  73120.0  ...  73360.0     73580.0       LC
32  LC2603  20250923  73520.0  ...  73320.0     73840.0       LC
33  LC2604  20250923  74180.0  ...  73900.0     74240.0       LC
34  LC2605  20250923  73860.0  ...  73800.0     74280.0       LC
35  LC2606  20250923  73700.0  ...  73500.0     74180.0       LC
36  LC2607  20250923  73460.0  ...  73440.0     73980.0       LC
37  LC2608  20250923  73600.0  ...  73500.0     74100.0       LC
38  LC2609  20250923  73680.0  ...  73580.0     74020.0       LC

[36 rows x 12 columns]
2025-09-29 18:25:50,237 - future_1d - INFO - ak.get_gfex_daily('2025-09-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250923  7156.800  ...  7034.000    7124.600       IC
1   IC2511  20250923  7093.200  ...  6972.000    7056.600       IC
2   IC2512  20250923  7033.000  ...  6888.200    6995.000       IC
3   IC2603  20250923  6857.000  ...  6715.600    6825.000       IC
4   IF2510  20250923  4516.800  ...  4482.000    4497.400       IF
5   IF2511  20250923  4502.000  ...  4472.600    4481.800       IF
6   IF2512  20250923  4495.000  ...  4454.600    4472.400       IF
7   IF2603  20250923  4469.000  ...  4425.200    4448.800       IF
8   IH2510  20250923  2917.000  ...  2911.800    2917.000       IH
9   IH2511  20250923  2915.800  ...  2912.600    2915.800       IH
10  IH2512  20250923  2920.000  ...  2912.400    2917.400       IH
11  IH2603  20250923  2921.000  ...  2911.400    2918.800       IH
12  IM2510  20250923  7402.200  ...  7250.400    7373.800       IM
13  IM2511  20250923  7319.800  ...  7160.400    7290.800       IM
14  IM2512  20250923  7236.800  ...  7075.800    7211.000       IM
15  IM2603  20250923  7029.000  ...  6870.200    7002.600       IM
16   T2512  20250923   107.905  ...   107.755     107.945        T
17   T2603  20250923   107.575  ...   107.420     107.595        T
18   T2606  20250923   107.400  ...   107.320     107.460        T
19  TF2512  20250923   105.730  ...   105.645     105.760       TF
20  TF2603  20250923   105.610  ...   105.515     105.620       TF
21  TF2606  20250923   105.530  ...   105.455     105.555       TF
22  TL2512  20250923   114.950  ...   114.540     115.090       TL
23  TL2603  20250923   114.660  ...   114.200     114.750       TL
24  TL2606  20250923   114.510  ...   114.250     114.770       TL
25  TS2512  20250923   102.394  ...   102.352     102.396       TS
26  TS2603  20250923   102.312  ...   102.280     102.324       TS
27  TS2606  20250923   102.274  ...   102.280     102.300       TS

[28 rows x 12 columns]
2025-09-29 18:25:50,624 - future_1d - INFO - ak.get_cffex_daily('2025-09-23') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250923   8450.0   8490.0  ...    23932.02   8472.0      8448.0       AP
1    AP511  20250923   8251.0   8288.0  ...     7593.47   8263.0      8220.0       AP
2    AP512  20250923   8252.0   8254.0  ...      543.07   8228.0      8205.0       AP
3    AP601  20250923   8293.0   8322.0  ...   349547.15   8285.0      8256.0       AP
4    AP603  20250923   8191.0   8208.0  ...      220.83   8179.0      8172.0       AP
5    AP604  20250923   8155.0   8156.0  ...       48.92   8154.0      8169.0       AP
6    AP605  20250923   8238.0   8239.0  ...     2657.67   8203.0      8195.0       AP
7    CF511  20250923  13505.0  13540.0  ...   335967.69  13490.0     13520.0       CF
8    CF601  20250923  13600.0  13605.0  ...  1633174.42  13545.0     13635.0       CF
9    CF603  20250923  13565.0  13565.0  ...     3271.99  13520.0     13605.0       CF
10   CF605  20250923  13620.0  13620.0  ...   227380.36  13560.0     13640.0       CF
11   CF607  20250923  13590.0  13600.0  ...      821.13  13570.0     13645.0       CF
12   CF609  20250923  13760.0  13780.0  ...      336.51  13735.0     13825.0       CF
13   CJ512  20250923  10680.0  10780.0  ...     1889.48  10735.0     10695.0       CJ
14   CJ601  20250923  10700.0  10820.0  ...   569998.00  10760.0     10710.0       CJ
15   CJ603  20250923  10660.0  10795.0  ...    10673.59  10745.0     10665.0       CJ
16   CJ605  20250923  10700.0  10820.0  ...    77130.91  10760.0     10680.0       CJ
17   CJ607  20250923  10825.0  10925.0  ...     1770.36  10860.0     10785.0       CJ
18   CJ609  20250923  10950.0  11000.0  ...      197.45  10970.0     10905.0       CJ
19   CY510  20250923      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250923  19640.0  19695.0  ...    96808.01  19640.0     19665.0       CY
21   CY512  20250923      0.0      0.0  ...        0.00  19495.0     19590.0       CY
22   CY601  20250923  19655.0  19675.0  ...     2238.56  19635.0     19700.0       CY
23   CY602  20250923      0.0      0.0  ...        0.00  19745.0     19790.0       CY
24   CY603  20250923      0.0      0.0  ...        0.00  19735.0     19705.0       CY
25   CY604  20250923      0.0      0.0  ...        0.00  19730.0     19790.0       CY
26   CY605  20250923  19835.0  19835.0  ...       29.67  19780.0     19910.0       CY
27   CY606  20250923      0.0      0.0  ...        0.00  19735.0     19845.0       CY
28   CY607  20250923      0.0      0.0  ...        0.00  20005.0     20150.0       CY
29   CY608  20250923      0.0      0.0  ...        0.00  19810.0     19810.0       CY
30   CY609  20250923      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250923   1082.0   1083.0  ...     8381.67   1073.0      1089.0       FG
32   FG511  20250923   1077.0   1077.0  ...   195070.28   1067.0      1087.0       FG
33   FG512  20250923   1196.0   1197.0  ...    91030.90   1184.0      1211.0       FG
34   FG601  20250923   1195.0   1195.0  ...  4359055.58   1181.0      1212.0       FG
35   FG602  20250923   1248.0   1254.0  ...    77124.71   1240.0      1263.0       FG
36   FG603  20250923   1257.0   1257.0  ...     3286.93   1245.0      1274.0       FG
37   FG604  20250923   1318.0   1321.0  ...      719.35   1308.0      1332.0       FG
38   FG605  20250923   1327.0   1327.0  ...   169356.31   1310.0      1339.0       FG
39   FG606  20250923   1349.0   1349.0  ...      854.70   1340.0      1366.0       FG
40   FG607  20250923   1350.0   1350.0  ...     1643.94   1339.0      1366.0       FG
41   FG608  20250923   1392.0   1392.0  ...     1223.87   1384.0      1400.0       FG
42   FG609  20250923   1399.0   1399.0  ...     5673.52   1388.0      1405.0       FG
43   JR511  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250923      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250923      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250923   2250.0   2258.0  ...     3747.47   2249.0      2263.0       MA
52   MA511  20250923   2278.0   2289.0  ...   206723.97   2278.0      2291.0       MA
53   MA512  20250923   2324.0   2328.0  ...   194794.73   2320.0      2330.0       MA
54   MA601  20250923   2339.0   2351.0  ...  1088354.07   2340.0      2353.0       MA
55   MA602  20250923   2364.0   2373.0  ...   134806.42   2363.0      2374.0       MA
56   MA603  20250923   2384.0   2396.0  ...      801.17   2384.0      2398.0       MA
57   MA604  20250923   2391.0   2391.0  ...       11.90   2379.0      2393.0       MA
58   MA605  20250923   2371.0   2380.0  ...    53597.43   2371.0      2379.0       MA
59   MA606  20250923   2383.0   2383.0  ...        4.76   2380.0      2386.0       MA
60   MA607  20250923   2360.0   2364.0  ...       37.69   2356.0      2367.0       MA
61   MA608  20250923   2349.0   2361.0  ...        7.06   2354.0      2360.0       MA
62   MA609  20250923   2337.0   2345.0  ...     2365.82   2333.0      2337.0       MA
63   OI511  20250923  10287.0  10290.0  ...   737228.24  10202.0     10272.0       OI
64   OI601  20250923  10118.0  10121.0  ...  4204398.12  10026.0     10102.0       OI
65   OI603  20250923   9838.0   9849.0  ...     5661.95   9745.0      9851.0       OI
66   OI605  20250923   9608.0   9617.0  ...   246149.62   9498.0      9607.0       OI
67   OI607  20250923   9551.0   9551.0  ...     1048.77   9448.0      9568.0       OI
68   OI609  20250923   9501.0   9506.0  ...      649.85   9418.0      9532.0       OI
69   PF510  20250923   6260.0   6262.0  ...     5991.79   6242.0      6296.0       PF
70   PF511  20250923   6254.0   6256.0  ...   499030.51   6234.0      6278.0       PF
71   PF512  20250923   6218.0   6220.0  ...   287371.85   6202.0      6244.0       PF
72   PF601  20250923   6270.0   6270.0  ...    35246.28   6246.0      6298.0       PF
73   PF602  20250923   6260.0   6272.0  ...    81677.67   6258.0      6300.0       PF
74   PF603  20250923   6262.0   6266.0  ...       50.06   6258.0      6314.0       PF
75   PF604  20250923   6314.0   6316.0  ...       22.08   6308.0      6366.0       PF
76   PF605  20250923   6332.0   6332.0  ...       34.82   6332.0      6378.0       PF
77   PF606  20250923      0.0      0.0  ...        0.00   6364.0      6376.0       PF
78   PF607  20250923      0.0      0.0  ...        0.00   6378.0      6412.0       PF
79   PF608  20250923      0.0      0.0  ...        0.00   6392.0      6420.0       PF
80   PF609  20250923   6408.0   6408.0  ...        3.20   6408.0      6428.0       PF
81   PK510  20250923   7794.0   7816.0  ...     3624.08   7794.0      7818.0       PK
82   PK511  20250923   7790.0   7802.0  ...   380149.50   7772.0      7820.0       PK
83   PK512  20250923   7802.0   7812.0  ...   166386.10   7788.0      7828.0       PK
84   PK601  20250923   7820.0   7820.0  ...    58162.67   7796.0      7832.0       PK
85   PK603  20250923   7828.0   7834.0  ...      297.03   7818.0      7852.0       PK
86   PK604  20250923   7836.0   7836.0  ...       58.72   7830.0      7850.0       PK
87   PK605  20250923   7846.0   7846.0  ...     2961.37   7834.0      7862.0       PK
88   PL601  20250923   6319.0   6348.0  ...    53121.68   6332.0      6373.0       PL
89   PL602  20250923   6366.0   6373.0  ...      165.58   6369.0      6412.0       PL
90   PL603  20250923      0.0      0.0  ...        0.00   6402.0      6421.0       PL
91   PL604  20250923      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250923      0.0      0.0  ...        0.00   6327.0      6345.0       PL
93   PL606  20250923      0.0      0.0  ...        0.00   6384.0      6384.0       PL
94   PL607  20250923      0.0      0.0  ...        0.00   6410.0      6439.0       PL
95   PL608  20250923      0.0      0.0  ...        0.00   6499.0      6500.0       PL
96   PL609  20250923      0.0      0.0  ...        0.00   6490.0      6500.0       PL
97   PM511  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250923      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250923   5756.0   5784.0  ...     3373.82   5752.0      5788.0       PR
104  PR511  20250923   5732.0   5734.0  ...   474277.75   5708.0      5756.0       PR
105  PR512  20250923   5730.0   5740.0  ...   546543.29   5712.0      5760.0       PR
106  PR601  20250923   5734.0   5734.0  ...   178133.22   5712.0      5760.0       PR
107  PR602  20250923   5756.0   6124.0  ...      397.18   5756.0      5780.0       PR
108  PR603  20250923   5778.0   6136.0  ...      398.15   5770.0      5810.0       PR
109  PR604  20250923   5766.0   5800.0  ...      173.45   5782.0      5820.0       PR
110  PR605  20250923   5794.0   5812.0  ...      130.32   5792.0      5828.0       PR
111  PR606  20250923      0.0      0.0  ...        0.00   5860.0      5904.0       PR
112  PR607  20250923   5848.0   5848.0  ...        8.77   5848.0      5912.0       PR
113  PR608  20250923      0.0      0.0  ...        0.00   5870.0      5914.0       PR
114  PR609  20250923      0.0      0.0  ...        0.00   5870.0      5888.0       PR
115  PX510  20250923   6592.0   6592.0  ...      817.21   6564.0      6666.0       PX
116  PX511  20250923   6566.0   6570.0  ...   536097.15   6534.0      6602.0       PX
117  PX512  20250923   6564.0   6564.0  ...   232067.56   6526.0      6594.0       PX
118  PX601  20250923   6550.0   6550.0  ...   118298.50   6518.0      6588.0       PX
119  PX602  20250923   6548.0   6552.0  ...    10757.76   6524.0      6590.0       PX
120  PX603  20250923   6524.0   6524.0  ...       13.02   6512.0      6584.0       PX
121  PX604  20250923      0.0      0.0  ...        0.00   6540.0      6600.0       PX
122  PX605  20250923   6530.0   6558.0  ...     3227.44   6528.0      6586.0       PX
123  PX606  20250923      0.0      0.0  ...        0.00   6558.0      6620.0       PX
124  PX607  20250923   6528.0   6614.0  ...       45.96   6566.0      6586.0       PX
125  PX608  20250923   6550.0   6550.0  ...        6.55   6548.0      6602.0       PX
126  PX609  20250923   6580.0   6580.0  ...        3.29   6580.0      6634.0       PX
127  RI511  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250923      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250923   2534.0   2537.0  ...    33070.36   2493.0      2553.0       RM
134  RM601  20250923   2519.0   2519.0  ...  1206857.30   2468.0      2533.0       RM
135  RM603  20250923   2407.0   2409.0  ...    26030.09   2368.0      2423.0       RM
136  RM605  20250923   2367.0   2369.0  ...   257422.45   2338.0      2384.0       RM
137  RM607  20250923   2356.0   2356.0  ...    16271.20   2328.0      2373.0       RM
138  RM608  20250923   2455.0   2455.0  ...     2317.59   2427.0      2470.0       RM
139  RM609  20250923   2442.0   2462.0  ...     6438.24   2426.0      2458.0       RM
140  RS511  20250923   5306.0   5330.0  ...       90.06   5297.0      5346.0       RS
141  RS607  20250923   5519.0   5574.0  ...      166.34   5545.0      5570.0       RS
142  RS608  20250923   5526.0   5571.0  ...      177.37   5543.0      5579.0       RS
143  RS609  20250923   5534.0   5584.0  ...      122.16   5553.0      5588.0       RS
144  SA510  20250923   1205.0   1209.0  ...    13784.78   1200.0      1219.0       SA
145  SA511  20250923   1217.0   1218.0  ...   630620.16   1209.0      1233.0       SA
146  SA512  20250923   1278.0   1280.0  ...   303270.59   1267.0      1298.0       SA
147  SA601  20250923   1287.0   1290.0  ...  3200531.21   1278.0      1307.0       SA
148  SA602  20250923   1322.0   1323.0  ...   302874.97   1308.0      1344.0       SA
149  SA603  20250923   1329.0   1363.0  ...     5013.19   1317.0      1345.0       SA
150  SA604  20250923   1375.0   1375.0  ...     1850.53   1359.0      1387.0       SA
151  SA605  20250923   1380.0   1385.0  ...   179470.47   1364.0      1397.0       SA
152  SA606  20250923   1391.0   1392.0  ...     1518.85   1378.0      1409.0       SA
153  SA607  20250923   1393.0   1394.0  ...     1744.90   1380.0      1411.0       SA
154  SA608  20250923   1431.0   1431.0  ...     1465.37   1417.0      1441.0       SA
155  SA609  20250923   1438.0   1438.0  ...     6767.03   1423.0      1447.0       SA
156  SF510  20250923   5464.0   5544.0  ...     6162.35   5508.0      5510.0       SF
157  SF511  20250923   5642.0   5734.0  ...   696479.14   5692.0      5692.0       SF
158  SF512  20250923   5658.0   5718.0  ...   225000.00   5676.0      5708.0       SF
159  SF601  20250923   5636.0   5706.0  ...   191019.14   5664.0      5672.0       SF
160  SF602  20250923   5586.0   5668.0  ...    33277.91   5628.0      5632.0       SF
161  SF603  20250923   5810.0   5810.0  ...       54.94   5784.0      5810.0       SF
162  SF604  20250923      0.0      0.0  ...        0.00   5832.0      5876.0       SF
163  SF605  20250923   5758.0   5820.0  ...     2607.62   5776.0      5794.0       SF
164  SF606  20250923   5730.0   5774.0  ...      183.61   5738.0      5728.0       SF
165  SF607  20250923   5900.0   5900.0  ...       41.12   5876.0      5920.0       SF
166  SF608  20250923   5834.0   5856.0  ...        8.77   5846.0      5906.0       SF
167  SF609  20250923   5904.0   5904.0  ...      111.22   5854.0      5890.0       SF
168  SH510  20250923   2497.0   2506.0  ...    23584.32   2474.0      2517.0       SH
169  SH511  20250923   2518.0   2535.0  ...   712883.24   2493.0      2553.0       SH
170  SH512  20250923   2590.0   2598.0  ...   396488.93   2551.0      2615.0       SH
171  SH601  20250923   2594.0   2603.0  ...  3220884.00   2555.0      2622.0       SH
172  SH602  20250923   2618.0   2624.0  ...    58040.99   2573.0      2640.0       SH
173  SH603  20250923   2636.0   2637.0  ...     1941.86   2589.0      2662.0       SH
174  SH604  20250923   2681.0   2681.0  ...      386.46   2629.0      2697.0       SH
175  SH605  20250923   2688.0   2694.0  ...    24995.82   2648.0      2707.0       SH
176  SH606  20250923   2689.0   2695.0  ...      431.06   2661.0      2717.0       SH
177  SH607  20250923   2661.0   2668.0  ...      119.10   2647.0      2716.0       SH
178  SH608  20250923   2699.0   2699.0  ...       87.61   2655.0      2715.0       SH
179  SH609  20250923   2704.0   2704.0  ...      577.67   2674.0      2722.0       SH
180  SM510  20250923   5742.0   5838.0  ...     5693.78   5790.0      5798.0       SM
181  SM511  20250923   5844.0   5918.0  ...   260909.85   5862.0      5896.0       SM
182  SM512  20250923   5858.0   5924.0  ...    95495.91   5866.0      5906.0       SM
183  SM601  20250923   5858.0   5940.0  ...   725733.20   5890.0      5884.0       SM
184  SM602  20250923   5866.0   5948.0  ...   110787.74   5892.0      5936.0       SM
185  SM603  20250923   5902.0   5956.0  ...      381.97   5922.0      5894.0       SM
186  SM604  20250923   5940.0   5944.0  ...       23.75   5938.0      5992.0       SM
187  SM605  20250923   5918.0   5978.0  ...    10115.74   5930.0      5920.0       SM
188  SM606  20250923   5918.0   5918.0  ...        2.96   5918.0      5906.0       SM
189  SM607  20250923   5936.0   5952.0  ...       14.85   5940.0      5984.0       SM
190  SM608  20250923   5928.0   5928.0  ...        2.96   5928.0      5966.0       SM
191  SM609  20250923   5980.0   6008.0  ...      534.55   5974.0      5962.0       SM
192  SR511  20250923   5500.0   5516.0  ...   155873.47   5496.0      5497.0       SR
193  SR601  20250923   5451.0   5457.0  ...  1208829.22   5440.0      5461.0       SR
194  SR603  20250923   5450.0   5450.0  ...     6275.57   5424.0      5450.0       SR
195  SR605  20250923   5430.0   5435.0  ...   126861.56   5414.0      5442.0       SR
196  SR607  20250923   5448.0   5449.0  ...     5980.90   5427.0      5451.0       SR
197  SR609  20250923   5458.0   5459.0  ...     3040.49   5439.0      5465.0       SR
198  TA510  20250923   4522.0   4524.0  ...    18585.90   4512.0      4562.0       TA
199  TA511  20250923   4542.0   4546.0  ...   251751.50   4528.0      4576.0       TA
200  TA512  20250923   4560.0   4560.0  ...   100162.00   4540.0      4588.0       TA
201  TA601  20250923   4562.0   4568.0  ...  1376736.09   4550.0      4596.0       TA
202  TA602  20250923   4566.0   4578.0  ...    19993.68   4560.0      4606.0       TA
203  TA603  20250923   4576.0   4588.0  ...      157.71   4572.0      4630.0       TA
204  TA604  20250923   4580.0   4588.0  ...        6.87   4584.0      4618.0       TA
205  TA605  20250923   4600.0   4610.0  ...    54237.18   4592.0      4636.0       TA
206  TA606  20250923   4608.0   4608.0  ...       20.68   4596.0      4640.0       TA
207  TA607  20250923   4610.0   4624.0  ...       27.66   4610.0      4658.0       TA
208  TA608  20250923   4626.0   4628.0  ...        9.25   4626.0      4676.0       TA
209  TA609  20250923   4634.0   4642.0  ...      243.28   4634.0      4672.0       TA
210  UR510  20250923   1558.0   1566.0  ...     5681.73   1559.0      1561.0       UR
211  UR511  20250923   1630.0   1640.0  ...    57725.64   1634.0      1635.0       UR
212  UR512  20250923   1648.0   1653.0  ...    16640.84   1648.0      1648.0       UR
213  UR601  20250923   1655.0   1664.0  ...   373093.20   1658.0      1658.0       UR
214  UR602  20250923   1665.0   1671.0  ...      589.60   1666.0      1664.0       UR
215  UR603  20250923   1712.0   1714.0  ...       71.83   1710.0      1711.0       UR
216  UR604  20250923   1711.0   1715.0  ...       27.40   1713.0      1712.0       UR
217  UR605  20250923   1712.0   1718.0  ...    18504.79   1713.0      1716.0       UR
218  UR606  20250923   1713.0   1718.0  ...      181.69   1714.0      1717.0       UR
219  UR607  20250923   1748.0   1749.0  ...      188.59   1746.0      1753.0       UR
220  UR608  20250923   1745.0   1745.0  ...       24.39   1742.0      1747.0       UR
221  UR609  20250923   1735.0   1739.0  ...      350.40   1735.0      1740.0       UR
222  WH511  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250923      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250923      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:25:50,895 - future_1d - INFO - ak.get_czce_daily('2025-09-23') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250923   481.2  ...   477.6      485.5      SC
1       SC2511  20250923   476.6  ...   475.3      484.2      SC
2       SC2512  20250923   477.4  ...   475.6      483.6      SC
3       SC2601  20250923   476.3  ...   475.6      482.9      SC
4       SC2602  20250923   476.6  ...   475.1      481.8      SC
5       SC2603  20250923     476  ...   474.4      481.1      SC
6       SC2604  20250923   476.6  ...   475.3      481.3      SC
7       SC2605  20250923   476.5  ...     475      480.9      SC
8       SC2606  20250923   474.7  ...   474.4      480.2      SC
9       SC2607  20250923   474.2  ...   472.8      480.4      SC
10      SC2608  20250923   473.5  ...   472.8        478      SC
11      SC2609  20250923   471.3  ...   471.8      477.7      SC
12      SC2612  20250923   470.6  ...   469.8      473.9      SC
13      SC2703  20250923          ...     472      475.1      SC
14      SC2706  20250923          ...   469.2      469.2      SC
15      SC2709  20250923          ...     470      473.2      SC
16      SC2712  20250923          ...   466.3      466.3      SC
17      SC2803  20250923          ...     468        470      SC
18      SC2806  20250923   456.5  ...   458.9      462.8      SC
19      SC2809  20250923          ...     461      465.7      SC
21      LU2510  20250923    3322  ...    3317       3351      LU
22      LU2511  20250923    3330  ...    3345       3373      LU
23      LU2512  20250923    3328  ...    3328       3354      LU
24      LU2601  20250923    3320  ...    3318       3342      LU
25      LU2602  20250923    3301  ...    3309       3334      LU
26      LU2603  20250923    3296  ...    3301       3326      LU
27      LU2604  20250923    3289  ...    3294       3323      LU
28      LU2605  20250923    3299  ...    3304       3326      LU
29      LU2606  20250923    3281  ...    3297       3319      LU
30      LU2607  20250923    3280  ...    3278       3307      LU
31      LU2608  20250923    3270  ...    3274       3306      LU
32      LU2609  20250923    3262  ...    3268       3292      LU
34      NR2510  20250923   12400  ...   12390      12340      NR
35      NR2511  20250923   12445  ...   12435      12365      NR
36      NR2512  20250923   12460  ...   12445      12385      NR
37      NR2601  20250923   12505  ...   12475      12405      NR
38      NR2602  20250923   12470  ...   12460      12420      NR
39      NR2603  20250923   12480  ...   12505      12385      NR
40      NR2604  20250923   12545  ...   12525      12440      NR
41      NR2605  20250923   12525  ...   12505      12485      NR
42      NR2606  20250923          ...   12495      12495      NR
43      NR2607  20250923          ...   12650      12650      NR
44      NR2608  20250923          ...   12685      12685      NR
45      NR2609  20250923          ...   12510      12510      NR
47      BC2510  20250923   71080  ...   70920      71050      BC
48      BC2511  20250923   71150  ...   70990      71120      BC
49      BC2512  20250923   71490  ...   71110      71490      BC
50      BC2601  20250923          ...   71300      71300      BC
51      BC2602  20250923          ...   71100      71100      BC
52      BC2603  20250923          ...   71210      71210      BC
53      BC2604  20250923          ...   71300      71300      BC
54      BC2605  20250923          ...   71300      71300      BC
55      BC2606  20250923          ...   71400      71400      BC
56      BC2607  20250923          ...   71400      71400      BC
57      BC2608  20250923          ...   71400      71400      BC
58      BC2609  20250923          ...   71550      71550      BC
60      EC2510  20250923    1101  ...  1085.4       1102      EC
61      EC2512  20250923    1640  ...  1622.5     1669.2      EC
62      EC2602  20250923  1560.1  ...  1536.9     1586.4      EC
63      EC2604  20250923    1270  ...  1235.7     1274.4      EC
64      EC2606  20250923  1453.1  ...  1422.5     1454.8      EC
65      EC2608  20250923  1586.1  ...  1591.2     1606.8      EC
68  SC_TAS2511  20250923          ...                     SC_TAS
69  SC_TAS2512  20250923          ...                     SC_TAS
70  SC_TAS2601  20250923          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 18:25:50,985 - future_1d - INFO - ak.get_ine_daily('2025-09-23') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250923   3909.00  ...   3876.00     3911.00        A
1     a2601  20250923   3899.00  ...   3870.00     3908.00        A
2     a2603  20250923   3912.00  ...   3872.00     3912.00        A
3     a2605  20250923   3951.00  ...   3911.00     3949.00        A
4     a2607  20250923   3956.00  ...   3917.00     3954.00        A
5     a2609  20250923   3964.00  ...   3927.00     3961.00        A
6     b2510  20250923   3678.00  ...   3576.00     3686.00        B
7     b2511  20250923   3705.00  ...   3607.00     3716.00        B
8     b2512  20250923   3740.00  ...   3645.00     3746.00        B
9     b2601  20250923   3720.00  ...   3639.00     3733.00        B
10    b2602  20250923   3717.00  ...   3635.00     3727.00        B
11    b2603  20250923   3672.00  ...   3586.00     3683.00        B
12    b2604  20250923   3560.00  ...   3494.00     3573.00        B
13    b2605  20250923   3487.00  ...   3426.00     3496.00        B
14    b2606  20250923   3445.00  ...   3401.00     3475.00        B
15    b2607  20250923   3452.00  ...   3406.00     3475.00        B
16    b2608  20250923   3547.00  ...   3510.00     3566.00        B
17    b2609  20250923   3554.00  ...   3510.00     3583.00        B
18   bb2511  20250923    141.80  ...    142.05      142.05       BB
19   bb2601  20250923    146.65  ...    146.65      146.50       BB
20   bb2603  20250923    147.10  ...    147.00      146.80       BB
21   bb2605  20250923      0.00  ...    141.60      141.45       BB
22   bb2607  20250923      0.00  ...    146.35      146.20       BB
23   bb2609  20250923      0.00  ...    146.35      146.20       BB
24   bz2603  20250923   5900.00  ...   5865.00     5922.00       BZ
25   bz2604  20250923   5866.00  ...   5841.00     5904.00       BZ
26   bz2605  20250923   5857.00  ...   5859.00     5927.00       BZ
27   bz2606  20250923      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250923      0.00  ...   5859.00     5935.00       BZ
29   bz2608  20250923      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250923   2144.00  ...   2151.00     2163.00        C
31    c2601  20250923   2135.00  ...   2134.00     2148.00        C
32    c2603  20250923   2146.00  ...   2146.00     2159.00        C
33    c2605  20250923   2210.00  ...   2207.00     2218.00        C
34    c2607  20250923   2222.00  ...   2220.00     2231.00        C
35    c2609  20250923   2238.00  ...   2235.00     2247.00        C
36   cs2511  20250923   2429.00  ...   2436.00     2453.00       CS
37   cs2601  20250923   2450.00  ...   2452.00     2467.00       CS
38   cs2603  20250923   2458.00  ...   2458.00     2473.00       CS
39   cs2605  20250923   2542.00  ...   2541.00     2554.00       CS
40   cs2607  20250923   2552.00  ...   2549.00     2562.00       CS
41   cs2609  20250923   2581.00  ...   2576.00     2591.00       CS
42   eb2509  20250923      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250923   6856.00  ...   6839.00     6947.00       EB
44   eb2511  20250923   6892.00  ...   6865.00     6952.00       EB
45   eb2512  20250923   6916.00  ...   6883.00     6970.00       EB
46   eb2601  20250923   6962.00  ...   6927.00     7012.00       EB
47   eb2602  20250923   6988.00  ...   6966.00     7058.00       EB
48   eb2603  20250923   7027.00  ...   7002.00     7095.00       EB
49   eb2604  20250923   7069.00  ...   7048.00     7110.00       EB
50   eb2605  20250923   7097.00  ...   7065.00     7145.00       EB
51   eb2606  20250923   7103.00  ...   7086.00     7173.00       EB
52   eb2607  20250923   7085.00  ...   7071.00     7137.00       EB
53   eb2608  20250923   7099.00  ...   7099.00     7243.00       EB
54   eg2509  20250923   4078.00  ...   4139.00     4338.00       EG
55   eg2510  20250923   4269.00  ...   4246.00     4279.00       EG
56   eg2511  20250923   4219.00  ...   4201.00     4234.00       EG
57   eg2512  20250923   4204.00  ...   4193.00     4246.00       EG
58   eg2601  20250923   4231.00  ...   4214.00     4249.00       EG
59   eg2602  20250923   4230.00  ...   4226.00     4241.00       EG
60   eg2603  20250923   4237.00  ...   4234.00     4271.00       EG
61   eg2604  20250923   4266.00  ...   4261.00     4294.00       EG
62   eg2605  20250923   4288.00  ...   4271.00     4305.00       EG
63   eg2606  20250923   4288.00  ...   4292.00     4311.00       EG
64   eg2607  20250923   4300.00  ...   4300.00     4321.00       EG
65   eg2608  20250923      0.00  ...   4346.00     4378.00       EG
66   fb2510  20250923   1261.00  ...   1260.00     1259.00       FB
67   fb2511  20250923   1256.00  ...   1254.50     1254.00       FB
68   fb2512  20250923   1254.00  ...   1252.50     1254.50       FB
69   fb2601  20250923   1255.50  ...   1253.50     1255.50       FB
70   fb2602  20250923   1254.50  ...   1254.50     1255.50       FB
71   fb2603  20250923   1247.50  ...   1247.00     1247.50       FB
72   fb2604  20250923      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250923      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250923      0.00  ...   1294.50     1294.50       FB
75   fb2607  20250923      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250923      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250923      0.00  ...   1296.00     1296.00       FB
78    i2510  20250923    820.50  ...    821.00      828.50        I
79    i2511  20250923    819.50  ...    816.00      824.50        I
80    i2512  20250923    817.50  ...    810.50      819.00        I
81    i2601  20250923    808.50  ...    803.50      812.50        I
82    i2602  20250923    803.00  ...    800.00      808.00        I
83    i2603  20250923    796.50  ...    793.00      802.00        I
84    i2604  20250923    793.00  ...    789.50      796.50        I
85    i2605  20250923    785.00  ...    781.00      790.00        I
86    i2606  20250923    779.50  ...    776.00      784.00        I
87    i2607  20250923    778.00  ...    771.50      779.50        I
88    i2608  20250923    773.00  ...    767.00      774.50        I
89    i2609  20250923    803.00  ...    767.50      768.50        I
90    j2510  20250923   1601.00  ...   1604.00     1621.50        J
91    j2511  20250923   1645.00  ...   1632.50     1653.00        J
92    j2512  20250923   1654.50  ...   1664.00     1698.00        J
93    j2601  20250923   1721.00  ...   1710.50     1729.00        J
94    j2602  20250923   1755.50  ...   1747.50     1760.00        J
95    j2603  20250923      0.00  ...   1783.00     1783.00        J
96    j2604  20250923      0.00  ...   1814.00     1814.00        J
97    j2605  20250923   1859.00  ...   1847.00     1868.50        J
98    j2606  20250923   1869.50  ...   1869.50     1899.50        J
99    j2607  20250923   1878.00  ...   1878.00     1902.50        J
100   j2608  20250923   1905.00  ...   1905.00     1931.50        J
101   j2609  20250923   1931.00  ...   1933.50     1948.00        J
102  jd2509  20250923   3120.00  ...   3120.00     3193.00       JD
103  jd2510  20250923   2982.00  ...   2962.00     3003.00       JD
104  jd2511  20250923   3069.00  ...   3070.00     3096.00       JD
105  jd2512  20250923   3182.00  ...   3192.00     3224.00       JD
106  jd2601  20250923   3363.00  ...   3366.00     3381.00       JD
107  jd2602  20250923   3123.00  ...   3125.00     3135.00       JD
108  jd2603  20250923   3142.00  ...   3140.00     3156.00       JD
109  jd2604  20250923   3306.00  ...   3288.00     3324.00       JD
110  jd2605  20250923   3426.00  ...   3406.00     3443.00       JD
111  jd2606  20250923   3240.00  ...   3232.00     3254.00       JD
112  jd2607  20250923   3479.00  ...   3471.00     3492.00       JD
113  jd2608  20250923   3920.00  ...   3918.00     3924.00       JD
114  jm2510  20250923   1036.00  ...   1019.00     1036.00       JM
115  jm2511  20250923   1081.00  ...   1069.50     1085.50       JM
116  jm2512  20250923   1147.50  ...   1140.50     1155.50       JM
117  jm2601  20250923   1214.00  ...   1209.50     1229.00       JM
118  jm2602  20250923   1239.50  ...   1232.50     1251.00       JM
119  jm2603  20250923   1259.00  ...   1254.50     1277.50       JM
120  jm2604  20250923   1275.50  ...   1276.00     1304.00       JM
121  jm2605  20250923   1305.00  ...   1301.00     1323.00       JM
122  jm2606  20250923   1315.00  ...   1314.50     1347.50       JM
123  jm2607  20250923   1326.50  ...   1329.50     1361.00       JM
124  jm2608  20250923   1346.00  ...   1345.50     1370.00       JM
125  jm2609  20250923   1376.00  ...   1370.50     1389.50       JM
126   l2510  20250923   7073.00  ...   7043.00     7074.00        L
127   l2511  20250923   7093.00  ...   7073.00     7107.00        L
128   l2512  20250923   7114.00  ...   7093.00     7133.00        L
129   l2601  20250923   7116.00  ...   7108.00     7153.00        L
130   l2602  20250923   7112.00  ...   7109.00     7155.00        L
131   l2603  20250923   7132.00  ...   7126.00     7167.00        L
132   l2604  20250923   7172.00  ...   7157.00     7216.00        L
133   l2605  20250923   7172.00  ...   7154.00     7204.00        L
134   l2606  20250923   7171.00  ...   7155.00     7195.00        L
135   l2607  20250923   7184.00  ...   7175.00     7206.00        L
136   l2608  20250923   7206.00  ...   7209.00     7223.00        L
137   l2609  20250923   7222.00  ...   7204.00     7237.00        L
138  lg2509  20250923    780.00  ...    780.00      780.00       LG
139  lg2511  20250923    808.00  ...    807.00      808.00       LG
140  lg2601  20250923    823.50  ...    820.00      821.00       LG
141  lg2603  20250923    825.50  ...    825.00      826.50       LG
142  lg2605  20250923    826.00  ...    827.00      830.50       LG
143  lg2607  20250923    830.00  ...    829.50      832.50       LG
144  lh2509  20250923      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250923  12760.00  ...  12730.00    12855.00       LH
146  lh2601  20250923  13310.00  ...  13280.00    13405.00       LH
147  lh2603  20250923  12745.00  ...  12685.00    12815.00       LH
148  lh2605  20250923  13230.00  ...  13130.00    13315.00       LH
149  lh2607  20250923  13905.00  ...  13780.00    13990.00       LH
150   m2511  20250923   2995.00  ...   2922.00     3003.00        M
151   m2512  20250923   3040.00  ...   2968.00     3048.00        M
152   m2601  20250923   3013.00  ...   2954.00     3030.00        M
153   m2603  20250923   2943.00  ...   2906.00     2968.00        M
154   m2605  20250923   2770.00  ...   2739.00     2784.00        M
155   m2607  20250923   2762.00  ...   2736.00     2776.00        M
156   m2608  20250923   2877.00  ...   2843.00     2887.00        M
157   m2609  20250923   2885.00  ...   2847.00     2893.00        M
158   p2510  20250923   9210.00  ...   8948.00     9244.00        P
159   p2511  20250923   9264.00  ...   9052.00     9278.00        P
160   p2512  20250923   9278.00  ...   9072.00     9292.00        P
161   p2601  20250923   9282.00  ...   9086.00     9326.00        P
162   p2602  20250923   9290.00  ...   9078.00     9276.00        P
163   p2603  20250923   9228.00  ...   9008.00     9276.00        P
164   p2604  20250923   9128.00  ...   8938.00     9216.00        P
165   p2605  20250923   9108.00  ...   8866.00     9120.00        P
166   p2606  20250923   8990.00  ...   8762.00     9002.00        P
167   p2607  20250923   8800.00  ...   8648.00     8894.00        P
168   p2608  20250923   8726.00  ...   8574.00     8834.00        P
169   p2609  20250923   8776.00  ...   8520.00     8768.00        P
170  pg2509  20250923      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250923   4314.00  ...   4318.00     4366.00       PG
172  pg2511  20250923   4258.00  ...   4247.00     4293.00       PG
173  pg2512  20250923   4194.00  ...   4185.00     4232.00       PG
174  pg2601  20250923   4132.00  ...   4123.00     4171.00       PG
175  pg2602  20250923   4056.00  ...   4055.00     4100.00       PG
176  pg2603  20250923   3994.00  ...   3977.00     4020.00       PG
177  pg2604  20250923   4348.00  ...   4332.00     4366.00       PG
178  pg2605  20250923   4261.00  ...   4246.00     4281.00       PG
179  pg2606  20250923   4197.00  ...   4197.00     4195.00       PG
180  pg2607  20250923   4134.00  ...   4134.00     4159.00       PG
181  pg2608  20250923   4080.00  ...   4080.00     4095.00       PG
182  pp2510  20250923   6755.00  ...   6750.00     6785.00       PP
183  pp2511  20250923   6796.00  ...   6782.00     6821.00       PP
184  pp2512  20250923   6839.00  ...   6818.00     6857.00       PP
185  pp2601  20250923   6866.00  ...   6850.00     6895.00       PP
186  pp2602  20250923   6852.00  ...   6836.00     6882.00       PP
187  pp2603  20250923   6839.00  ...   6840.00     6870.00       PP
188  pp2604  20250923   6887.00  ...   6876.00     6911.00       PP
189  pp2605  20250923   6905.00  ...   6900.00     6942.00       PP
190  pp2606  20250923   6877.00  ...   6852.00     6903.00       PP
191  pp2607  20250923   6865.00  ...   6842.00     6878.00       PP
192  pp2608  20250923   6871.00  ...   6859.00     6894.00       PP
193  pp2609  20250923   6900.00  ...   6892.00     6931.00       PP
194  rr2510  20250923   3614.00  ...   3619.00     3610.00       RR
195  rr2511  20250923   3616.00  ...   3615.00     3615.00       RR
196  rr2512  20250923   3616.00  ...   3615.00     3613.00       RR
197  rr2601  20250923   3622.00  ...   3620.00     3624.00       RR
198  rr2602  20250923   3606.00  ...   3606.00     3608.00       RR
199  rr2603  20250923   3612.00  ...   3612.00     3611.00       RR
200  rr2604  20250923      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250923      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250923      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250923      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250923      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250923      0.00  ...   3614.00     3614.00       RR
206   v2510  20250923   4798.00  ...   4784.00     4837.00        V
207   v2511  20250923   4848.00  ...   4819.00     4867.00        V
208   v2512  20250923   4884.00  ...   4859.00     4903.00        V
209   v2601  20250923   4927.00  ...   4903.00     4955.00        V
210   v2602  20250923   4969.00  ...   4939.00     5001.00        V
211   v2603  20250923   5002.00  ...   4976.00     5035.00        V
212   v2604  20250923   5198.00  ...   5179.00     5246.00        V
213   v2605  20250923   5232.00  ...   5203.00     5259.00        V
214   v2606  20250923   5251.00  ...   5248.00     5286.00        V
215   v2607  20250923   5281.00  ...   5269.00     5318.00        V
216   v2608  20250923   5333.00  ...   5308.00     5347.00        V
217   v2609  20250923   5352.00  ...   5331.00     5385.00        V
218   y2511  20250923   8354.00  ...   8128.00     8376.00        Y
219   y2512  20250923   8408.00  ...   8178.00     8402.00        Y
220   y2601  20250923   8310.00  ...   8136.00     8348.00        Y
221   y2603  20250923   8286.00  ...   8096.00     8282.00        Y
222   y2605  20250923   8042.00  ...   7860.00     8066.00        Y
223   y2607  20250923   8026.00  ...   7868.00     8026.00        Y
224   y2608  20250923   8000.00  ...   7852.00     8036.00        Y
225   y2609  20250923   8012.00  ...   7804.00     8000.00        Y

[226 rows x 12 columns]
2025-09-29 18:25:51,600 - future_1d - INFO - ak.get_dce_daily('2025-09-23') done
2025-09-29 18:25:53,376 - future_1d - INFO - save future_daily 2025-09-23 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250924  ...   79990      79940      CU
1        1      CU2511  20250924  ...   79990      79940      CU
2        2      CU2512  20250924  ...   79980      79940      CU
3        3      CU2601  20250924  ...   79970      79920      CU
4        4      CU2602  20250924  ...   79960      79890      CU
5        5      CU2603  20250924  ...   79950      79880      CU
6        6      CU2604  20250924  ...   79970      79920      CU
7        7      CU2605  20250924  ...   79910      79890      CU
8        8      CU2606  20250924  ...   79860      79940      CU
9        9      CU2607  20250924  ...   79840      79930      CU
10      10      CU2608  20250924  ...   79880      79930      CU
11      11      CU2609  20250924  ...   79890      79940      CU
12      12      BC2510  20250924  ...   70910      70920      BC
13      13      BC2511  20250924  ...   71060      70990      BC
14      14      BC2512  20250924  ...   71110      71110      BC
15      15      BC2601  20250924  ...   71300      71300      BC
16      16      BC2602  20250924  ...   71100      71100      BC
17      17      BC2603  20250924  ...   71210      71210      BC
18      18      BC2604  20250924  ...   71300      71300      BC
19      19      BC2605  20250924  ...   71300      71300      BC
20      20      BC2606  20250924  ...   71400      71400      BC
21      21      BC2607  20250924  ...   71400      71400      BC
22      22      BC2608  20250924  ...   71400      71400      BC
23      23      BC2609  20250924  ...   71550      71550      BC
24      24      AL2510  20250924  ...   20680      20685      AL
25      25      AL2511  20250924  ...   20685      20685      AL
26      26      AL2512  20250924  ...   20690      20690      AL
27      27      AL2601  20250924  ...   20695      20690      AL
28      28      AL2602  20250924  ...   20695      20690      AL
29      29      AL2603  20250924  ...   20725      20715      AL
30      30      AL2604  20250924  ...   20750      20735      AL
31      31      AL2605  20250924  ...   20755      20740      AL
32      32      AL2606  20250924  ...   20785      20745      AL
33      33      AL2607  20250924  ...   20780      20745      AL
34      34      AL2608  20250924  ...   20775      20745      AL
35      35      AL2609  20250924  ...   20775      20775      AL
36      36      ZN2510  20250924  ...   21905      21945      ZN
37      37      ZN2511  20250924  ...   21915      21955      ZN
38      38      ZN2512  20250924  ...   21915      21955      ZN
39      39      ZN2601  20250924  ...   21930      21980      ZN
40      40      ZN2602  20250924  ...   21955      21980      ZN
41      41      ZN2603  20250924  ...   21970      21960      ZN
42      42      ZN2604  20250924  ...   22010      22020      ZN
43      43      ZN2605  20250924  ...   22045      22125      ZN
44      44      ZN2606  20250924  ...   22080      22105      ZN
45      45      ZN2607  20250924  ...   22095      22115      ZN
46      46      ZN2608  20250924  ...   22115      22140      ZN
47      47      ZN2609  20250924  ...   22145      22160      ZN
48      48      PB2510  20250924  ...   17035      17085      PB
49      49      PB2511  20250924  ...   17075      17125      PB
50      50      PB2512  20250924  ...   17090      17125      PB
51      51      PB2601  20250924  ...   17085      17095      PB
52      52      PB2602  20250924  ...   17090      17175      PB
53      53      PB2603  20250924  ...   17125      17125      PB
54      54      PB2604  20250924  ...   17215      17215      PB
55      55      PB2605  20250924  ...   17140      17150      PB
56      56      PB2606  20250924  ...   17160      17165      PB
57      57      PB2607  20250924  ...   17175      17180      PB
58      58      PB2608  20250924  ...   17140      17140      PB
59      59      PB2609  20250924  ...   17185      17185      PB
60      60      NI2510  20250924  ...  121450     121010      NI
61      61      NI2511  20250924  ...  121680     121170      NI
62      62      NI2512  20250924  ...  121810     121300      NI
63      63      NI2601  20250924  ...  122020     121540      NI
64      64      NI2602  20250924  ...  122250     121790      NI
65      65      NI2603  20250924  ...  122510     122010      NI
66      66      NI2604  20250924  ...  122640     122160      NI
67      67      NI2605  20250924  ...  122920     122370      NI
68      68      NI2606  20250924  ...  123050     122520      NI
69      69      NI2607  20250924  ...  123340     122800      NI
70      70      NI2608  20250924  ...  123750     123230      NI
71      71      NI2609  20250924  ...  124090     123490      NI
72      72      SN2510  20250924  ...  271570     270250      SN
73      73      SN2511  20250924  ...  271840     270590      SN
74      74      SN2512  20250924  ...  272030     270770      SN
75      75      SN2601  20250924  ...  272140     270840      SN
76      76      SN2602  20250924  ...  272100     270970      SN
77      77      SN2603  20250924  ...  272640     270870      SN
78      78      SN2604  20250924  ...  272870     271120      SN
79      79      SN2605  20250924  ...  273140     270970      SN
80      80      SN2606  20250924  ...  273310     271080      SN
81      81      SN2607  20250924  ...  273200     272210      SN
82      82      SN2608  20250924  ...  273380     272800      SN
83      83      SN2609  20250924  ...  273670     272720      SN
84      84      AO2510  20250924  ...    2858       2873      AO
85      85      AO2511  20250924  ...    2871       2877      AO
86      86      AO2512  20250924  ...    2882       2887      AO
87      87      AO2601  20250924  ...    2894       2899      AO
88      88      AO2602  20250924  ...    2906       2905      AO
89      89      AO2603  20250924  ...    2975       2974      AO
90      90      AO2604  20250924  ...    2980       2996      AO
91      91      AO2605  20250924  ...    2986       2992      AO
92      92      AO2606  20250924  ...    2993       3007      AO
93      93      AO2607  20250924  ...    2996       3008      AO
94      94      AO2608  20250924  ...    3007       3020      AO
95      95      AO2609  20250924  ...    3020       3030      AO
96      96      AD2511  20250924  ...   20320      20230      AD
97      97      AD2512  20250924  ...   20315      20260      AD
98      98      AD2601  20250924  ...   20320      20275      AD
99      99      AD2602  20250924  ...   20320      20285      AD
100    100      AD2603  20250924  ...   20300      20300      AD
101    101      AD2604  20250924  ...   20320      20320      AD
102    102      AD2605  20250924  ...   20320      20320      AD
103    103      AD2606  20250924  ...   20305      20305      AD
104    104      AD2607  20250924  ...   20510      20510      AD
105    105      AD2608  20250924  ...   20515      20515      AD
106    106      AD2609  20250924  ...   20335      20335      AD
107    107      AU2510  20250924  ...  854.98     847.78      AU
108    108      AU2511  20250924  ...  856.34     850.82      AU
109    109      AU2512  20250924  ...   858.6      851.2      AU
110    110      AU2602  20250924  ...  860.92     853.94      AU
111    111      AU2604  20250924  ...  863.22     855.86      AU
112    112      AU2606  20250924  ...  865.94     858.76      AU
113    113      AU2608  20250924  ...  869.22     861.04      AU
114    114      AU2610  20250924  ...  872.52     864.14      AU
115    115      AG2510  20250924  ...   10356      10273      AG
116    116      AG2511  20250924  ...   10388      10294      AG
117    117      AG2512  20250924  ...   10403      10311      AG
118    118      AG2601  20250924  ...   10415      10318      AG
119    119      AG2602  20250924  ...   10423      10328      AG
120    120      AG2603  20250924  ...   10438      10346      AG
121    121      AG2604  20250924  ...   10454      10349      AG
122    122      AG2605  20250924  ...   10468      10372      AG
123    123      AG2606  20250924  ...   10479      10389      AG
124    124      AG2607  20250924  ...   10496      10399      AG
125    125      AG2608  20250924  ...   10509      10418      AG
126    126      AG2609  20250924  ...   10514      10429      AG
127    127      RB2510  20250924  ...    3066       3074      RB
128    128      RB2511  20250924  ...    3082       3088      RB
129    129      RB2512  20250924  ...    3136       3140      RB
130    130      RB2601  20250924  ...    3157       3163      RB
131    131      RB2602  20250924  ...    3159       3163      RB
132    132      RB2603  20250924  ...    3175       3182      RB
133    133      RB2604  20250924  ...    3193       3200      RB
134    134      RB2605  20250924  ...    3217       3220      RB
135    135      RB2606  20250924  ...    3235       3233      RB
136    136      RB2607  20250924  ...    3246       3248      RB
137    137      RB2608  20250924  ...    3241       3242      RB
138    138      RB2609  20250924  ...    3244       3248      RB
139    139      WR2510  20250924  ...    3233       3275      WR
140    140      WR2511  20250924  ...    3343       3302      WR
141    141      WR2512  20250924  ...    3324       3324      WR
142    142      WR2601  20250924  ...    3349       3337      WR
143    143      WR2602  20250924  ...    3339       3330      WR
144    144      WR2603  20250924  ...    3399       3399      WR
145    145      WR2604  20250924  ...    3389       3389      WR
146    146      WR2605  20250924  ...    3414       3414      WR
147    147      WR2606  20250924  ...    3372       3372      WR
148    148      WR2607  20250924  ...    3390       3390      WR
149    149      WR2608  20250924  ...    3371       3371      WR
150    150      WR2609  20250924  ...    3418       3450      WR
151    151      HC2510  20250924  ...    3401       3396      HC
152    152      HC2511  20250924  ...    3380       3377      HC
153    153      HC2512  20250924  ...    3368       3356      HC
154    154      HC2601  20250924  ...    3350       3349      HC
155    155      HC2602  20250924  ...    3346       3345      HC
156    156      HC2603  20250924  ...    3351       3350      HC
157    157      HC2604  20250924  ...    3349       3356      HC
158    158      HC2605  20250924  ...    3358       3358      HC
159    159      HC2606  20250924  ...    3362       3370      HC
160    160      HC2607  20250924  ...    3369       3376      HC
161    161      HC2608  20250924  ...    3371       3378      HC
162    162      HC2609  20250924  ...    3383       3378      HC
163    163      SS2510  20250924  ...   12790      12790      SS
164    164      SS2511  20250924  ...   12905      12905      SS
165    165      SS2512  20250924  ...   12945      12940      SS
166    166      SS2601  20250924  ...   13005      13005      SS
167    167      SS2602  20250924  ...   13040      13065      SS
168    168      SS2603  20250924  ...   13125      13125      SS
169    169      SS2604  20250924  ...   13180      13190      SS
170    170      SS2605  20250924  ...   13260      13255      SS
171    171      SS2606  20250924  ...   13305      13305      SS
172    172      SS2607  20250924  ...   13395      13340      SS
173    173      SS2608  20250924  ...   13420      13420      SS
174    174      SS2609  20250924  ...   13485      13485      SS
175    175      SC2510  20250924  ...   479.3      477.6      SC
176    176      SC2511  20250924  ...   482.3      475.3      SC
177    177      SC2512  20250924  ...   482.8      475.6      SC
178    178      SC2601  20250924  ...   482.7      475.6      SC
179    179      SC2602  20250924  ...   482.1      475.1      SC
180    180      SC2603  20250924  ...   481.8      474.4      SC
181    181      SC2604  20250924  ...   482.5      475.3      SC
182    182      SC2605  20250924  ...   480.8        475      SC
183    183      SC2606  20250924  ...     480      474.4      SC
184    184      SC2607  20250924  ...     480      472.8      SC
185    185      SC2608  20250924  ...   478.1      472.8      SC
186    186      SC2609  20250924  ...   477.8      471.8      SC
187    187      SC2612  20250924  ...     472      469.8      SC
188    188      SC2703  20250924  ...   473.1        472      SC
189    189      SC2706  20250924  ...   469.2      469.2      SC
190    190      SC2709  20250924  ...     470        470      SC
191    191      SC2712  20250924  ...   469.1      466.3      SC
192    192      SC2803  20250924  ...     468        468      SC
193    193      SC2806  20250924  ...   465.8      458.9      SC
194    194      SC2809  20250924  ...   464.2        461      SC
195    195      LU2510  20250924  ...    3366       3317      LU
196    196      LU2511  20250924  ...    3397       3345      LU
197    197      LU2512  20250924  ...    3385       3328      LU
198    198      LU2601  20250924  ...    3377       3318      LU
199    199      LU2602  20250924  ...    3362       3309      LU
200    200      LU2603  20250924  ...    3358       3301      LU
201    201      LU2604  20250924  ...    3356       3294      LU
202    202      LU2605  20250924  ...    3356       3304      LU
203    203      LU2606  20250924  ...    3347       3297      LU
204    204      LU2607  20250924  ...    3344       3278      LU
205    205      LU2608  20250924  ...    3334       3274      LU
206    206      LU2609  20250924  ...    3320       3268      LU
207    207      FU2510  20250924  ...    2879       2770      FU
208    208      FU2511  20250924  ...    2888       2797      FU
209    209      FU2512  20250924  ...    2867       2776      FU
210    210      FU2601  20250924  ...    2850       2758      FU
211    211      FU2602  20250924  ...    2837       2744      FU
212    212      FU2603  20250924  ...    2822       2736      FU
213    213      FU2604  20250924  ...    2808       2730      FU
214    214      FU2605  20250924  ...    2800       2718      FU
215    215      FU2606  20250924  ...    2782       2710      FU
216    216      FU2607  20250924  ...    2753       2690      FU
217    217      FU2608  20250924  ...    2728       2684      FU
218    218      FU2609  20250924  ...    2719       2674      FU
219    219      BU2510  20250924  ...    3413       3387      BU
220    220      BU2511  20250924  ...    3396       3377      BU
221    221      BU2512  20250924  ...    3346       3324      BU
222    222      BU2601  20250924  ...    3314       3291      BU
223    223      BU2602  20250924  ...    3318       3298      BU
224    224      BU2603  20250924  ...    3335       3306      BU
225    225      BU2604  20250924  ...    3312       3312      BU
226    226      BU2605  20250924  ...    3332       3308      BU
227    227      BU2606  20250924  ...    3333       3309      BU
228    228      BU2607  20250924  ...    3327       3310      BU
229    229      BU2608  20250924  ...    3323       3302      BU
230    230      BU2609  20250924  ...    3333       3304      BU
231    231      BU2612  20250924  ...    3300       3276      BU
232    232      BU2703  20250924  ...    3281       3281      BU
233    233      BU2706  20250924  ...    3312       3289      BU
234    234      BU2709  20250924  ...    3320       3297      BU
235    235      BR2510  20250924  ...   11595      11545      BR
236    236      BR2511  20250924  ...   11545      11480      BR
237    237      BR2512  20250924  ...   11535      11465      BR
238    238      BR2601  20250924  ...   11525      11460      BR
239    239      BR2602  20250924  ...   11545      11500      BR
240    240      BR2603  20250924  ...   11605      11570      BR
241    241      BR2604  20250924  ...   11640      11540      BR
242    242      BR2605  20250924  ...   11580      11510      BR
243    243      BR2606  20250924  ...   11620      11620      BR
244    244      BR2607  20250924  ...   11680      11680      BR
245    245      BR2608  20250924  ...   11745      11685      BR
246    246      BR2609  20250924  ...   11750      11675      BR
247    247      RU2510  20250924  ...   14740      14780      RU
248    248      RU2511  20250924  ...   14715      14695      RU
249    249      RU2601  20250924  ...   15605      15570      RU
250    250      RU2603  20250924  ...   15590      15510      RU
251    251      RU2604  20250924  ...   15570      15505      RU
252    252      RU2605  20250924  ...   15545      15525      RU
253    253      RU2606  20250924  ...   15585      15655      RU
254    254      RU2607  20250924  ...   15600      15575      RU
255    255      RU2608  20250924  ...   15685      15680      RU
256    256      RU2609  20250924  ...   15600      15575      RU
257    257      NR2510  20250924  ...   12415      12390      NR
258    258      NR2511  20250924  ...   12455      12435      NR
259    259      NR2512  20250924  ...   12465      12445      NR
260    260      NR2601  20250924  ...   12490      12475      NR
261    261      NR2602  20250924  ...   12490      12460      NR
262    262      NR2603  20250924  ...   12510      12505      NR
263    263      NR2604  20250924  ...   12530      12525      NR
264    264      NR2605  20250924  ...   12600      12505      NR
265    265      NR2606  20250924  ...   12495      12495      NR
266    266      NR2607  20250924  ...   12650      12650      NR
267    267      NR2608  20250924  ...   12685      12685      NR
268    268      NR2609  20250924  ...   12510      12510      NR
269    269      SP2510  20250924  ...    4984       4984      SP
270    270      SP2511  20250924  ...    5010       5006      SP
271    271      SP2512  20250924  ...    5026       5026      SP
272    272      SP2601  20250924  ...    5268       5274      SP
273    273      SP2602  20250924  ...    5258       5264      SP
274    274      SP2603  20250924  ...    5272       5282      SP
275    275      SP2604  20250924  ...    5282       5286      SP
276    276      SP2605  20250924  ...    5286       5300      SP
277    277      SP2606  20250924  ...    5282       5308      SP
278    278      SP2607  20250924  ...    5268       5310      SP
279    279      SP2608  20250924  ...    5292       5312      SP
280    280      SP2609  20250924  ...    5280       5308      SP
281    281      OP2601  20250924  ...    4230       4230      OP
282    282      OP2602  20250924  ...    4228       4228      OP
283    283      OP2603  20250924  ...    4246       4238      OP
284    284      OP2604  20250924  ...    4262       4262      OP
285    285      OP2605  20250924  ...    4266       4276      OP
286    286      OP2606  20250924  ...    4242       4242      OP
287    287      OP2607  20250924  ...    4238       4258      OP
288    288      OP2608  20250924  ...    4238       4238      OP
289    289      OP2609  20250924  ...    4338       4342      OP
290    290      EC2510  20250924  ...    1128     1085.4      EC
291    291      EC2512  20250924  ...  1678.9     1622.5      EC
292    292      EC2602  20250924  ...  1572.8     1536.9      EC
293    293      EC2604  20250924  ...  1257.3     1235.7      EC
294    294      EC2606  20250924  ...  1436.5     1422.5      EC
295    295      EC2608  20250924  ...  1591.5     1591.2      EC
296    297  SC_TAS2511  20250924  ...                     SC_TAS
297    298  SC_TAS2512  20250924  ...                     SC_TAS
298    299  SC_TAS2601  20250924  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:25:57,459 - future_1d - INFO - ak.get_shfe_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250924  50370.0  ...  51390.0     50335.0       PS
1   PS2511  20250924  50300.0  ...  50910.0     50170.0       PS
2   PS2512  20250924  52775.0  ...  53295.0     52510.0       PS
3   PS2601  20250924  52395.0  ...  52905.0     52240.0       PS
4   PS2602  20250924  52260.0  ...  52855.0     52145.0       PS
5   PS2603  20250924  52290.0  ...  52725.0     51780.0       PS
6   PS2604  20250924  52105.0  ...  52925.0     52115.0       PS
7   PS2605  20250924  52010.0  ...  52675.0     51960.0       PS
8   PS2606  20250924  54100.0  ...  54420.0     54160.0       PS
9   PS2607  20250924  53900.0  ...  54480.0     53800.0       PS
10  PS2608  20250924  53370.0  ...  54375.0     53725.0       PS
11  PS2609  20250924  53645.0  ...  54450.0     53680.0       PS
13  SI2510  20250924   8980.0  ...   8925.0      8905.0       SI
14  SI2511  20250924   8950.0  ...   8990.0      8945.0       SI
15  SI2512  20250924   9365.0  ...   9385.0      9350.0       SI
16  SI2601  20250924   9300.0  ...   9355.0      9305.0       SI
17  SI2602  20250924   9290.0  ...   9380.0      9320.0       SI
18  SI2603  20250924   9265.0  ...   9400.0      9340.0       SI
19  SI2604  20250924   9390.0  ...   9410.0      9335.0       SI
20  SI2605  20250924   9350.0  ...   9385.0      9355.0       SI
21  SI2606  20250924   9315.0  ...   9385.0      9335.0       SI
22  SI2607  20250924   9305.0  ...   9415.0      9355.0       SI
23  SI2608  20250924   9300.0  ...   9410.0      9350.0       SI
24  SI2609  20250924   9325.0  ...   9390.0      9360.0       SI
27  LC2510  20250924  73500.0  ...  73280.0     73160.0       LC
28  LC2511  20250924  73700.0  ...  73360.0     73460.0       LC
29  LC2512  20250924  73860.0  ...  73500.0     73540.0       LC
30  LC2601  20250924  73900.0  ...  73360.0     73440.0       LC
31  LC2602  20250924  73620.0  ...  73160.0     73360.0       LC
32  LC2603  20250924  73580.0  ...  73160.0     73320.0       LC
33  LC2604  20250924  74000.0  ...  73580.0     73900.0       LC
34  LC2605  20250924  74020.0  ...  73520.0     73800.0       LC
35  LC2606  20250924  73800.0  ...  73400.0     73500.0       LC
36  LC2607  20250924  73600.0  ...  73200.0     73440.0       LC
37  LC2608  20250924  73660.0  ...  73220.0     73500.0       LC
38  LC2609  20250924  73460.0  ...  73240.0     73580.0       LC

[36 rows x 12 columns]
2025-09-29 18:25:57,688 - future_1d - INFO - ak.get_gfex_daily('2025-09-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250924  7053.800  ...  7260.400    7034.000       IC
1   IC2511  20250924  6965.800  ...  7190.400    6972.000       IC
2   IC2512  20250924  6910.000  ...  7135.800    6888.200       IC
3   IC2603  20250924  6730.200  ...  6960.000    6715.600       IC
4   IF2510  20250924  4485.200  ...  4547.200    4482.000       IF
5   IF2511  20250924  4476.600  ...  4528.800    4472.600       IF
6   IF2512  20250924  4468.800  ...  4522.600    4454.600       IF
7   IF2603  20250924  4441.800  ...  4493.600    4425.200       IF
8   IH2510  20250924  2916.800  ...  2939.200    2911.800       IH
9   IH2511  20250924  2916.400  ...  2936.600    2912.600       IH
10  IH2512  20250924  2916.800  ...  2938.200    2912.400       IH
11  IH2603  20250924  2916.400  ...  2939.000    2911.400       IH
12  IM2510  20250924  7285.600  ...  7454.800    7250.400       IM
13  IM2511  20250924  7185.000  ...  7370.800    7160.400       IM
14  IM2512  20250924  7100.000  ...  7288.400    7075.800       IM
15  IM2603  20250924  6885.000  ...  7074.000    6870.200       IM
16   T2512  20250924   107.780  ...   107.620     107.755        T
17   T2603  20250924   107.450  ...   107.275     107.420        T
18   T2606  20250924   107.355  ...   107.195     107.320        T
19  TF2512  20250924   105.625  ...   105.540     105.645       TF
20  TF2603  20250924   105.530  ...   105.415     105.515       TF
21  TF2606  20250924   105.470  ...   105.360     105.455       TF
22  TL2512  20250924   114.510  ...   113.990     114.540       TL
23  TL2603  20250924   114.210  ...   113.630     114.200       TL
24  TL2606  20250924   114.150  ...   113.620     114.250       TL
25  TS2512  20250924   102.340  ...   102.324     102.352       TS
26  TS2603  20250924   102.290  ...   102.248     102.280       TS
27  TS2606  20250924   102.308  ...   102.262     102.280       TS

[28 rows x 12 columns]
2025-09-29 18:25:58,226 - future_1d - INFO - ak.get_cffex_daily('2025-09-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250924   8472.0  ...   8525.0      8472.0       AP
1    AP511  20250924   8289.0  ...   8356.0      8263.0       AP
2    AP512  20250924   8252.0  ...   8296.0      8228.0       AP
3    AP601  20250924   8316.0  ...   8344.0      8285.0       AP
4    AP603  20250924   8202.0  ...   8223.0      8179.0       AP
5    AP604  20250924   8188.0  ...   8213.0      8154.0       AP
6    AP605  20250924   8208.0  ...   8248.0      8203.0       AP
7    CF511  20250924  13570.0  ...  13625.0     13490.0       CF
8    CF601  20250924  13560.0  ...  13560.0     13545.0       CF
9    CF603  20250924  13555.0  ...  13535.0     13520.0       CF
10   CF605  20250924  13590.0  ...  13560.0     13560.0       CF
11   CF607  20250924  13600.0  ...  13590.0     13570.0       CF
12   CF609  20250924  13755.0  ...  13735.0     13735.0       CF
13   CJ512  20250924  10800.0  ...  10760.0     10735.0       CJ
14   CJ601  20250924  10840.0  ...  10795.0     10760.0       CJ
15   CJ603  20250924  10820.0  ...  10785.0     10745.0       CJ
16   CJ605  20250924  10870.0  ...  10830.0     10760.0       CJ
17   CJ607  20250924  10960.0  ...  10935.0     10860.0       CJ
18   CJ609  20250924  11050.0  ...  11025.0     10970.0       CJ
19   CY510  20250924      0.0  ...  19600.0     19600.0       CY
20   CY511  20250924  19705.0  ...  19775.0     19640.0       CY
21   CY512  20250924      0.0  ...  19495.0     19495.0       CY
22   CY601  20250924  19680.0  ...  19690.0     19635.0       CY
23   CY602  20250924      0.0  ...  19745.0     19745.0       CY
24   CY603  20250924      0.0  ...  19830.0     19735.0       CY
25   CY604  20250924      0.0  ...  19730.0     19730.0       CY
26   CY605  20250924      0.0  ...  19795.0     19780.0       CY
27   CY606  20250924      0.0  ...  19735.0     19735.0       CY
28   CY607  20250924      0.0  ...  20005.0     20005.0       CY
29   CY608  20250924  19940.0  ...  19940.0     19810.0       CY
30   CY609  20250924      0.0  ...  20035.0     20035.0       CY
31   FG510  20250924   1076.0  ...   1109.0      1073.0       FG
32   FG511  20250924   1070.0  ...   1106.0      1067.0       FG
33   FG512  20250924   1189.0  ...   1228.0      1184.0       FG
34   FG601  20250924   1188.0  ...   1232.0      1181.0       FG
35   FG602  20250924   1247.0  ...   1274.0      1240.0       FG
36   FG603  20250924   1254.0  ...   1289.0      1245.0       FG
37   FG604  20250924   1311.0  ...   1354.0      1308.0       FG
38   FG605  20250924   1316.0  ...   1354.0      1310.0       FG
39   FG606  20250924   1350.0  ...   1382.0      1340.0       FG
40   FG607  20250924   1340.0  ...   1375.0      1339.0       FG
41   FG608  20250924   1385.0  ...   1417.0      1384.0       FG
42   FG609  20250924   1390.0  ...   1414.0      1388.0       FG
43   JR511  20250924      0.0  ...   2662.0      2662.0       JR
44   JR601  20250924      0.0  ...   2662.0      2662.0       JR
45   JR603  20250924      0.0  ...   2662.0      2662.0       JR
46   JR605  20250924      0.0  ...   2662.0      2662.0       JR
47   JR607  20250924      0.0  ...   2662.0      2662.0       JR
48   JR609  20250924      0.0  ...   2662.0      2662.0       JR
49   LR511  20250924      0.0  ...   2360.0      2360.0       LR
50   LR601  20250924      0.0  ...   2360.0      2360.0       LR
51   MA510  20250924   2254.0  ...   2263.0      2249.0       MA
52   MA511  20250924   2291.0  ...   2294.0      2278.0       MA
53   MA512  20250924   2321.0  ...   2332.0      2320.0       MA
54   MA601  20250924   2346.0  ...   2355.0      2340.0       MA
55   MA602  20250924   2371.0  ...   2380.0      2363.0       MA
56   MA603  20250924   2391.0  ...   2396.0      2384.0       MA
57   MA604  20250924   2392.0  ...   2396.0      2379.0       MA
58   MA605  20250924   2375.0  ...   2382.0      2371.0       MA
59   MA606  20250924   2384.0  ...   2389.0      2380.0       MA
60   MA607  20250924   2357.0  ...   2364.0      2356.0       MA
61   MA608  20250924      0.0  ...   2362.0      2354.0       MA
62   MA609  20250924   2333.0  ...   2341.0      2333.0       MA
63   OI511  20250924  10214.0  ...  10110.0     10202.0       OI
64   OI601  20250924  10009.0  ...   9923.0     10026.0       OI
65   OI603  20250924   9757.0  ...   9681.0      9745.0       OI
66   OI605  20250924   9491.0  ...   9437.0      9498.0       OI
67   OI607  20250924   9434.0  ...   9387.0      9448.0       OI
68   OI609  20250924   9400.0  ...   9343.0      9418.0       OI
69   PF510  20250924   6254.0  ...   6274.0      6242.0       PF
70   PF511  20250924   6262.0  ...   6272.0      6234.0       PF
71   PF512  20250924   6216.0  ...   6238.0      6202.0       PF
72   PF601  20250924   6266.0  ...   6284.0      6246.0       PF
73   PF602  20250924   6274.0  ...   6288.0      6258.0       PF
74   PF603  20250924   6274.0  ...   6304.0      6258.0       PF
75   PF604  20250924   6328.0  ...   6342.0      6308.0       PF
76   PF605  20250924   6348.0  ...   6378.0      6332.0       PF
77   PF606  20250924   6372.0  ...   6380.0      6364.0       PF
78   PF607  20250924   6382.0  ...   6394.0      6378.0       PF
79   PF608  20250924   6402.0  ...   6402.0      6392.0       PF
80   PF609  20250924   6442.0  ...   6442.0      6408.0       PF
81   PK510  20250924   7790.0  ...   7796.0      7794.0       PK
82   PK511  20250924   7760.0  ...   7762.0      7772.0       PK
83   PK512  20250924   7786.0  ...   7770.0      7788.0       PK
84   PK601  20250924   7812.0  ...   7790.0      7796.0       PK
85   PK603  20250924   7828.0  ...   7830.0      7818.0       PK
86   PK604  20250924   7836.0  ...   7836.0      7830.0       PK
87   PK605  20250924   7842.0  ...   7836.0      7834.0       PK
88   PL601  20250924   6337.0  ...   6344.0      6332.0       PL
89   PL602  20250924   6377.0  ...   6385.0      6369.0       PL
90   PL603  20250924      0.0  ...   6402.0      6402.0       PL
91   PL604  20250924      0.0  ...   6407.0      6407.0       PL
92   PL605  20250924      0.0  ...   6330.0      6327.0       PL
93   PL606  20250924      0.0  ...   6402.0      6384.0       PL
94   PL607  20250924      0.0  ...   6410.0      6410.0       PL
95   PL608  20250924      0.0  ...   6499.0      6499.0       PL
96   PL609  20250924      0.0  ...   6490.0      6490.0       PL
97   PM511  20250924      0.0  ...   3122.0      3122.0       PM
98   PM601  20250924      0.0  ...   3122.0      3122.0       PM
99   PM603  20250924      0.0  ...   3122.0      3122.0       PM
100  PM605  20250924      0.0  ...   3122.0      3122.0       PM
101  PM607  20250924      0.0  ...   3122.0      3122.0       PM
102  PM609  20250924      0.0  ...   3122.0      3122.0       PM
103  PR510  20250924   5752.0  ...   5798.0      5752.0       PR
104  PR511  20250924   5734.0  ...   5756.0      5708.0       PR
105  PR512  20250924   5742.0  ...   5764.0      5712.0       PR
106  PR601  20250924   5732.0  ...   5746.0      5712.0       PR
107  PR602  20250924   5764.0  ...   5790.0      5756.0       PR
108  PR603  20250924   5774.0  ...   5808.0      5770.0       PR
109  PR604  20250924   5798.0  ...   5826.0      5782.0       PR
110  PR605  20250924   5808.0  ...   5830.0      5792.0       PR
111  PR606  20250924   5860.0  ...   5860.0      5860.0       PR
112  PR607  20250924   5876.0  ...   5876.0      5848.0       PR
113  PR608  20250924      0.0  ...   5892.0      5870.0       PR
114  PR609  20250924      0.0  ...   5882.0      5870.0       PR
115  PX510  20250924   6624.0  ...   6604.0      6564.0       PX
116  PX511  20250924   6562.0  ...   6568.0      6534.0       PX
117  PX512  20250924   6544.0  ...   6576.0      6526.0       PX
118  PX601  20250924   6554.0  ...   6570.0      6518.0       PX
119  PX602  20250924   6560.0  ...   6582.0      6524.0       PX
120  PX603  20250924   6534.0  ...   6570.0      6512.0       PX
121  PX604  20250924   6616.0  ...   6616.0      6540.0       PX
122  PX605  20250924   6570.0  ...   6596.0      6528.0       PX
123  PX606  20250924      0.0  ...   6622.0      6558.0       PX
124  PX607  20250924   6608.0  ...   6608.0      6566.0       PX
125  PX608  20250924   6624.0  ...   6620.0      6548.0       PX
126  PX609  20250924   6628.0  ...   6626.0      6580.0       PX
127  RI511  20250924      0.0  ...   2479.0      2479.0       RI
128  RI601  20250924      0.0  ...   2479.0      2479.0       RI
129  RI603  20250924      0.0  ...   2479.0      2479.0       RI
130  RI605  20250924      0.0  ...   2479.0      2479.0       RI
131  RI607  20250924      0.0  ...   2479.0      2479.0       RI
132  RI609  20250924      0.0  ...   2479.0      2479.0       RI
133  RM511  20250924   2492.0  ...   2459.0      2493.0       RM
134  RM601  20250924   2445.0  ...   2406.0      2468.0       RM
135  RM603  20250924   2357.0  ...   2334.0      2368.0       RM
136  RM605  20250924   2329.0  ...   2321.0      2338.0       RM
137  RM607  20250924   2322.0  ...   2311.0      2328.0       RM
138  RM608  20250924   2421.0  ...   2409.0      2427.0       RM
139  RM609  20250924   2411.0  ...   2396.0      2426.0       RM
140  RS511  20250924   5232.0  ...   5278.0      5297.0       RS
141  RS607  20250924   5525.0  ...   5552.0      5545.0       RS
142  RS608  20250924   5529.0  ...   5543.0      5543.0       RS
143  RS609  20250924   5519.0  ...   5549.0      5553.0       RS
144  SA510  20250924   1202.0  ...   1213.0      1200.0       SA
145  SA511  20250924   1214.0  ...   1218.0      1209.0       SA
146  SA512  20250924   1268.0  ...   1282.0      1267.0       SA
147  SA601  20250924   1278.0  ...   1300.0      1278.0       SA
148  SA602  20250924   1309.0  ...   1318.0      1308.0       SA
149  SA603  20250924   1315.0  ...   1340.0      1317.0       SA
150  SA604  20250924   1355.0  ...   1382.0      1359.0       SA
151  SA605  20250924   1363.0  ...   1389.0      1364.0       SA
152  SA606  20250924   1375.0  ...   1401.0      1378.0       SA
153  SA607  20250924   1376.0  ...   1407.0      1380.0       SA
154  SA608  20250924   1416.0  ...   1437.0      1417.0       SA
155  SA609  20250924   1422.0  ...   1440.0      1423.0       SA
156  SF510  20250924   5510.0  ...   5536.0      5508.0       SF
157  SF511  20250924   5722.0  ...   5732.0      5692.0       SF
158  SF512  20250924   5708.0  ...   5708.0      5676.0       SF
159  SF601  20250924   5692.0  ...   5700.0      5664.0       SF
160  SF602  20250924   5640.0  ...   5662.0      5628.0       SF
161  SF603  20250924   5846.0  ...   5858.0      5784.0       SF
162  SF604  20250924      0.0  ...   5832.0      5832.0       SF
163  SF605  20250924   5776.0  ...   5810.0      5776.0       SF
164  SF606  20250924   5748.0  ...   5786.0      5738.0       SF
165  SF607  20250924   5940.0  ...   5936.0      5876.0       SF
166  SF608  20250924      0.0  ...   5896.0      5846.0       SF
167  SF609  20250924   5884.0  ...   5904.0      5854.0       SF
168  SH510  20250924   2458.0  ...   2471.0      2474.0       SH
169  SH511  20250924   2484.0  ...   2486.0      2493.0       SH
170  SH512  20250924   2536.0  ...   2533.0      2551.0       SH
171  SH601  20250924   2538.0  ...   2533.0      2555.0       SH
172  SH602  20250924   2562.0  ...   2558.0      2573.0       SH
173  SH603  20250924   2577.0  ...   2574.0      2589.0       SH
174  SH604  20250924   2618.0  ...   2620.0      2629.0       SH
175  SH605  20250924   2627.0  ...   2626.0      2648.0       SH
176  SH606  20250924   2640.0  ...   2637.0      2661.0       SH
177  SH607  20250924   2629.0  ...   2631.0      2647.0       SH
178  SH608  20250924   2641.0  ...   2652.0      2655.0       SH
179  SH609  20250924   2662.0  ...   2665.0      2674.0       SH
180  SM510  20250924   5796.0  ...   5814.0      5790.0       SM
181  SM511  20250924   5868.0  ...   5898.0      5862.0       SM
182  SM512  20250924   5880.0  ...   5898.0      5866.0       SM
183  SM601  20250924   5890.0  ...   5910.0      5890.0       SM
184  SM602  20250924   5904.0  ...   5928.0      5892.0       SM
185  SM603  20250924   5904.0  ...   5948.0      5922.0       SM
186  SM604  20250924   5914.0  ...   5954.0      5938.0       SM
187  SM605  20250924   5930.0  ...   5946.0      5930.0       SM
188  SM606  20250924   5966.0  ...   5966.0      5918.0       SM
189  SM607  20250924   5976.0  ...   5978.0      5940.0       SM
190  SM608  20250924   5960.0  ...   5960.0      5928.0       SM
191  SM609  20250924   5950.0  ...   5976.0      5974.0       SM
192  SR511  20250924   5506.0  ...   5538.0      5496.0       SR
193  SR601  20250924   5444.0  ...   5483.0      5440.0       SR
194  SR603  20250924   5437.0  ...   5457.0      5424.0       SR
195  SR605  20250924   5410.0  ...   5446.0      5414.0       SR
196  SR607  20250924   5422.0  ...   5452.0      5427.0       SR
197  SR609  20250924   5450.0  ...   5466.0      5439.0       SR
198  TA510  20250924   4534.0  ...   4558.0      4512.0       TA
199  TA511  20250924   4550.0  ...   4576.0      4528.0       TA
200  TA512  20250924   4566.0  ...   4588.0      4540.0       TA
201  TA601  20250924   4580.0  ...   4598.0      4550.0       TA
202  TA602  20250924   4576.0  ...   4610.0      4560.0       TA
203  TA603  20250924   4594.0  ...   4620.0      4572.0       TA
204  TA604  20250924   4664.0  ...   4660.0      4584.0       TA
205  TA605  20250924   4622.0  ...   4640.0      4592.0       TA
206  TA606  20250924   4618.0  ...   4626.0      4596.0       TA
207  TA607  20250924   4632.0  ...   4662.0      4610.0       TA
208  TA608  20250924      0.0  ...   4690.0      4626.0       TA
209  TA609  20250924   4658.0  ...   4694.0      4634.0       TA
210  UR510  20250924   1559.0  ...   1563.0      1559.0       UR
211  UR511  20250924   1633.0  ...   1649.0      1634.0       UR
212  UR512  20250924   1649.0  ...   1663.0      1648.0       UR
213  UR601  20250924   1662.0  ...   1672.0      1658.0       UR
214  UR602  20250924   1668.0  ...   1681.0      1666.0       UR
215  UR603  20250924   1719.0  ...   1724.0      1710.0       UR
216  UR604  20250924   1725.0  ...   1726.0      1713.0       UR
217  UR605  20250924   1717.0  ...   1723.0      1713.0       UR
218  UR606  20250924   1719.0  ...   1725.0      1714.0       UR
219  UR607  20250924   1748.0  ...   1757.0      1746.0       UR
220  UR608  20250924   1749.0  ...   1751.0      1742.0       UR
221  UR609  20250924   1741.0  ...   1741.0      1735.0       UR
222  WH511  20250924      0.0  ...   3198.0      3198.0       WH
223  WH601  20250924      0.0  ...   3198.0      3198.0       WH
224  WH603  20250924      0.0  ...   3198.0      3198.0       WH
225  WH605  20250924      0.0  ...   3198.0      3198.0       WH
226  WH607  20250924      0.0  ...   3198.0      3198.0       WH
227  WH609  20250924      0.0  ...   3198.0      3198.0       WH
228  ZC510  20250924      0.0  ...    801.4       801.4       ZC
229  ZC511  20250924      0.0  ...    801.4       801.4       ZC
230  ZC512  20250924      0.0  ...    801.4       801.4       ZC
231  ZC601  20250924      0.0  ...    801.4       801.4       ZC
232  ZC602  20250924      0.0  ...    801.4       801.4       ZC
233  ZC603  20250924      0.0  ...    801.4       801.4       ZC
234  ZC604  20250924      0.0  ...    801.4       801.4       ZC
235  ZC605  20250924      0.0  ...    801.4       801.4       ZC
236  ZC606  20250924      0.0  ...    801.4       801.4       ZC
237  ZC607  20250924      0.0  ...    801.4       801.4       ZC
238  ZC608  20250924      0.0  ...    801.4       801.4       ZC
239  ZC609  20250924      0.0  ...    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:25:58,493 - future_1d - INFO - ak.get_czce_daily('2025-09-24') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250924   479.3  ...   479.3      477.6      SC
1       SC2511  20250924   479.2  ...   482.3      475.3      SC
2       SC2512  20250924   479.3  ...   482.8      475.6      SC
3       SC2601  20250924   480.2  ...   482.7      475.6      SC
4       SC2602  20250924   479.4  ...   482.1      475.1      SC
5       SC2603  20250924   478.5  ...   481.8      474.4      SC
6       SC2604  20250924   478.5  ...   482.5      475.3      SC
7       SC2605  20250924   478.5  ...   480.8        475      SC
8       SC2606  20250924   478.5  ...     480      474.4      SC
9       SC2607  20250924     479  ...     480      472.8      SC
10      SC2608  20250924   478.2  ...   478.1      472.8      SC
11      SC2609  20250924     477  ...   477.8      471.8      SC
12      SC2612  20250924          ...     472      469.8      SC
13      SC2703  20250924          ...   473.1        472      SC
14      SC2706  20250924          ...   469.2      469.2      SC
15      SC2709  20250924          ...     470        470      SC
16      SC2712  20250924   469.1  ...   469.1      466.3      SC
17      SC2803  20250924          ...     468        468      SC
18      SC2806  20250924   465.3  ...   465.8      458.9      SC
19      SC2809  20250924   464.2  ...   464.2        461      SC
21      LU2510  20250924    3341  ...    3366       3317      LU
22      LU2511  20250924    3386  ...    3397       3345      LU
23      LU2512  20250924    3364  ...    3385       3328      LU
24      LU2601  20250924    3354  ...    3377       3318      LU
25      LU2602  20250924    3348  ...    3362       3309      LU
26      LU2603  20250924    3346  ...    3358       3301      LU
27      LU2604  20250924    3356  ...    3356       3294      LU
28      LU2605  20250924    3330  ...    3356       3304      LU
29      LU2606  20250924    3346  ...    3347       3297      LU
30      LU2607  20250924    3338  ...    3344       3278      LU
31      LU2608  20250924    3325  ...    3334       3274      LU
32      LU2609  20250924    3288  ...    3320       3268      LU
34      NR2510  20250924   12400  ...   12415      12390      NR
35      NR2511  20250924   12385  ...   12455      12435      NR
36      NR2512  20250924   12415  ...   12465      12445      NR
37      NR2601  20250924   12455  ...   12490      12475      NR
38      NR2602  20250924   12460  ...   12490      12460      NR
39      NR2603  20250924   12460  ...   12510      12505      NR
40      NR2604  20250924   12520  ...   12530      12525      NR
41      NR2605  20250924   12590  ...   12600      12505      NR
42      NR2606  20250924          ...   12495      12495      NR
43      NR2607  20250924          ...   12650      12650      NR
44      NR2608  20250924          ...   12685      12685      NR
45      NR2609  20250924          ...   12510      12510      NR
47      BC2510  20250924   71050  ...   70910      70920      BC
48      BC2511  20250924   71050  ...   71060      70990      BC
49      BC2512  20250924          ...   71110      71110      BC
50      BC2601  20250924          ...   71300      71300      BC
51      BC2602  20250924          ...   71100      71100      BC
52      BC2603  20250924          ...   71210      71210      BC
53      BC2604  20250924          ...   71300      71300      BC
54      BC2605  20250924          ...   71300      71300      BC
55      BC2606  20250924          ...   71400      71400      BC
56      BC2607  20250924          ...   71400      71400      BC
57      BC2608  20250924          ...   71400      71400      BC
58      BC2609  20250924          ...   71550      71550      BC
60      EC2510  20250924  1101.6  ...    1128     1085.4      EC
61      EC2512  20250924  1628.8  ...  1678.9     1622.5      EC
62      EC2602  20250924  1548.1  ...  1572.8     1536.9      EC
63      EC2604  20250924  1238.6  ...  1257.3     1235.7      EC
64      EC2606  20250924    1426  ...  1436.5     1422.5      EC
65      EC2608  20250924    1588  ...  1591.5     1591.2      EC
68  SC_TAS2511  20250924          ...                     SC_TAS
69  SC_TAS2512  20250924          ...                     SC_TAS
70  SC_TAS2601  20250924          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 18:25:58,551 - future_1d - INFO - ak.get_ine_daily('2025-09-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250924   3883.00  ...   3890.00     3876.00        A
1     a2601  20250924   3871.00  ...   3879.00     3870.00        A
2     a2603  20250924   3875.00  ...   3886.00     3872.00        A
3     a2605  20250924   3925.00  ...   3929.00     3911.00        A
4     a2607  20250924   3924.00  ...   3931.00     3917.00        A
5     a2609  20250924   3925.00  ...   3942.00     3927.00        A
6     b2510  20250924   3578.00  ...   3575.00     3576.00        B
7     b2511  20250924   3579.00  ...   3582.00     3607.00        B
8     b2512  20250924   3610.00  ...   3611.00     3645.00        B
9     b2601  20250924   3602.00  ...   3605.00     3639.00        B
10    b2602  20250924   3596.00  ...   3608.00     3635.00        B
11    b2603  20250924   3565.00  ...   3580.00     3586.00        B
12    b2604  20250924   3483.00  ...   3495.00     3494.00        B
13    b2605  20250924   3421.00  ...   3425.00     3426.00        B
14    b2606  20250924   3394.00  ...   3405.00     3401.00        B
15    b2607  20250924   3405.00  ...   3413.00     3406.00        B
16    b2608  20250924   3502.00  ...   3508.00     3510.00        B
17    b2609  20250924   3510.00  ...   3516.00     3510.00        B
18   bb2511  20250924    141.85  ...    142.00      142.05       BB
19   bb2601  20250924    146.80  ...    146.80      146.65       BB
20   bb2603  20250924    147.05  ...    147.00      147.00       BB
21   bb2605  20250924      0.00  ...    141.60      141.60       BB
22   bb2607  20250924      0.00  ...    146.35      146.35       BB
23   bb2609  20250924      0.00  ...    146.35      146.35       BB
24   bz2603  20250924   5882.00  ...   5910.00     5865.00       BZ
25   bz2604  20250924   5891.00  ...   5902.00     5841.00       BZ
26   bz2605  20250924   5916.00  ...   5916.00     5859.00       BZ
27   bz2606  20250924      0.00  ...   5936.00     5936.00       BZ
28   bz2607  20250924   5880.00  ...   5880.00     5859.00       BZ
29   bz2608  20250924      0.00  ...   5884.00     5884.00       BZ
30    c2511  20250924   2163.00  ...   2158.00     2151.00        C
31    c2601  20250924   2137.00  ...   2134.00     2134.00        C
32    c2603  20250924   2147.00  ...   2146.00     2146.00        C
33    c2605  20250924   2204.00  ...   2201.00     2207.00        C
34    c2607  20250924   2220.00  ...   2214.00     2220.00        C
35    c2609  20250924   2234.00  ...   2231.00     2235.00        C
36   cs2511  20250924   2448.00  ...   2458.00     2436.00       CS
37   cs2601  20250924   2457.00  ...   2459.00     2452.00       CS
38   cs2603  20250924   2459.00  ...   2461.00     2458.00       CS
39   cs2605  20250924   2541.00  ...   2540.00     2541.00       CS
40   cs2607  20250924   2543.00  ...   2549.00     2549.00       CS
41   cs2609  20250924   2576.00  ...   2588.00     2576.00       CS
42   eb2509  20250924      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250924   6851.00  ...   6884.00     6839.00       EB
44   eb2511  20250924   6900.00  ...   6923.00     6865.00       EB
45   eb2512  20250924   6921.00  ...   6940.00     6883.00       EB
46   eb2601  20250924   6950.00  ...   6978.00     6927.00       EB
47   eb2602  20250924   6994.00  ...   7013.00     6966.00       EB
48   eb2603  20250924   7020.00  ...   7051.00     7002.00       EB
49   eb2604  20250924   7091.00  ...   7085.00     7048.00       EB
50   eb2605  20250924   7105.00  ...   7107.00     7065.00       EB
51   eb2606  20250924   7116.00  ...   7117.00     7086.00       EB
52   eb2607  20250924      0.00  ...   7071.00     7071.00       EB
53   eb2608  20250924   7178.00  ...   7178.00     7099.00       EB
54   eg2509  20250924      0.00  ...   4139.00     4139.00       EG
55   eg2510  20250924   4264.00  ...   4259.00     4246.00       EG
56   eg2511  20250924   4225.00  ...   4219.00     4201.00       EG
57   eg2512  20250924   4203.00  ...   4228.00     4193.00       EG
58   eg2601  20250924   4220.00  ...   4227.00     4214.00       EG
59   eg2602  20250924   4240.00  ...   4240.00     4226.00       EG
60   eg2603  20250924   4244.00  ...   4247.00     4234.00       EG
61   eg2604  20250924   4270.00  ...   4279.00     4261.00       EG
62   eg2605  20250924   4279.00  ...   4286.00     4271.00       EG
63   eg2606  20250924   4290.00  ...   4290.00     4292.00       EG
64   eg2607  20250924      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250924      0.00  ...   4346.00     4346.00       EG
66   fb2510  20250924   1261.00  ...   1259.50     1260.00       FB
67   fb2511  20250924   1256.00  ...   1254.50     1254.50       FB
68   fb2512  20250924   1254.50  ...   1254.00     1252.50       FB
69   fb2601  20250924   1253.50  ...   1254.50     1253.50       FB
70   fb2602  20250924   1256.00  ...   1255.50     1254.50       FB
71   fb2603  20250924   1247.00  ...   1246.00     1247.00       FB
72   fb2604  20250924      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250924      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250924      0.00  ...   1292.00     1294.50       FB
75   fb2607  20250924      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250924      0.00  ...   1308.00     1308.00       FB
77   fb2609  20250924      0.00  ...   1296.00     1296.00       FB
78    i2510  20250924    815.50  ...    820.00      821.00        I
79    i2511  20250924    816.50  ...    816.00      816.00        I
80    i2512  20250924    812.00  ...    811.00      810.50        I
81    i2601  20250924    804.00  ...    803.50      803.50        I
82    i2602  20250924    799.00  ...    799.00      800.00        I
83    i2603  20250924    793.50  ...    793.00      793.00        I
84    i2604  20250924    788.00  ...    789.50      789.50        I
85    i2605  20250924    780.50  ...    781.50      781.00        I
86    i2606  20250924    775.00  ...    777.00      776.00        I
87    i2607  20250924    770.00  ...    771.50      771.50        I
88    i2608  20250924    765.50  ...    767.00      767.00        I
89    i2609  20250924    759.50  ...    762.00      767.50        I
90    j2510  20250924   1631.50  ...   1628.00     1604.00        J
91    j2511  20250924   1645.00  ...   1655.00     1632.50        J
92    j2512  20250924   1687.50  ...   1690.50     1664.00        J
93    j2601  20250924   1720.00  ...   1725.50     1710.50        J
94    j2602  20250924      0.00  ...   1747.50     1747.50        J
95    j2603  20250924      0.00  ...   1783.00     1783.00        J
96    j2604  20250924   1842.00  ...   1841.50     1814.00        J
97    j2605  20250924   1868.50  ...   1869.50     1847.00        J
98    j2606  20250924      0.00  ...   1869.50     1869.50        J
99    j2607  20250924   1898.50  ...   1898.50     1878.00        J
100   j2608  20250924   1922.00  ...   1919.50     1905.00        J
101   j2609  20250924   1936.00  ...   1943.00     1933.50        J
102  jd2509  20250924   3250.00  ...   3250.00     3120.00       JD
103  jd2510  20250924   2949.00  ...   2958.00     2962.00       JD
104  jd2511  20250924   3065.00  ...   3057.00     3070.00       JD
105  jd2512  20250924   3190.00  ...   3182.00     3192.00       JD
106  jd2601  20250924   3362.00  ...   3354.00     3366.00       JD
107  jd2602  20250924   3121.00  ...   3122.00     3125.00       JD
108  jd2603  20250924   3140.00  ...   3144.00     3140.00       JD
109  jd2604  20250924   3274.00  ...   3268.00     3288.00       JD
110  jd2605  20250924   3397.00  ...   3391.00     3406.00       JD
111  jd2606  20250924   3222.00  ...   3228.00     3232.00       JD
112  jd2607  20250924   3467.00  ...   3472.00     3471.00       JD
113  jd2608  20250924   3918.00  ...   3918.00     3918.00       JD
114  jm2510  20250924   1030.00  ...   1025.50     1019.00       JM
115  jm2511  20250924   1082.00  ...   1078.50     1069.50       JM
116  jm2512  20250924   1156.00  ...   1149.50     1140.50       JM
117  jm2601  20250924   1221.00  ...   1222.50     1209.50       JM
118  jm2602  20250924   1245.00  ...   1247.50     1232.50       JM
119  jm2603  20250924   1271.00  ...   1268.00     1254.50       JM
120  jm2604  20250924   1293.50  ...   1289.00     1276.00       JM
121  jm2605  20250924   1319.00  ...   1316.00     1301.00       JM
122  jm2606  20250924   1340.00  ...   1332.00     1314.50       JM
123  jm2607  20250924   1343.00  ...   1346.00     1329.50       JM
124  jm2608  20250924   1369.00  ...   1364.50     1345.50       JM
125  jm2609  20250924   1387.50  ...   1386.00     1370.50       JM
126   l2510  20250924   7062.00  ...   7075.00     7043.00        L
127   l2511  20250924   7073.00  ...   7109.00     7073.00        L
128   l2512  20250924   7106.00  ...   7131.00     7093.00        L
129   l2601  20250924   7117.00  ...   7138.00     7108.00        L
130   l2602  20250924   7117.00  ...   7144.00     7109.00        L
131   l2603  20250924   7130.00  ...   7146.00     7126.00        L
132   l2604  20250924   7169.00  ...   7193.00     7157.00        L
133   l2605  20250924   7160.00  ...   7179.00     7154.00        L
134   l2606  20250924   7180.00  ...   7187.00     7155.00        L
135   l2607  20250924   7191.00  ...   7208.00     7175.00        L
136   l2608  20250924   7230.00  ...   7230.00     7209.00        L
137   l2609  20250924   7213.00  ...   7228.00     7204.00        L
138  lg2509  20250924    770.00  ...    766.00      780.00       LG
139  lg2511  20250924    807.00  ...    804.50      807.00       LG
140  lg2601  20250924    820.00  ...    820.00      820.00       LG
141  lg2603  20250924    825.50  ...    826.00      825.00       LG
142  lg2605  20250924    829.00  ...    827.50      827.00       LG
143  lg2607  20250924    828.00  ...    828.00      829.50       LG
144  lh2509  20250924      0.00  ...  12600.00    12600.00       LH
145  lh2511  20250924  12665.00  ...  12700.00    12730.00       LH
146  lh2601  20250924  13225.00  ...  13295.00    13280.00       LH
147  lh2603  20250924  12650.00  ...  12700.00    12685.00       LH
148  lh2605  20250924  13100.00  ...  13140.00    13130.00       LH
149  lh2607  20250924  13730.00  ...  13810.00    13780.00       LH
150   m2511  20250924   2894.00  ...   2895.00     2922.00        M
151   m2512  20250924   2938.00  ...   2937.00     2968.00        M
152   m2601  20250924   2926.00  ...   2922.00     2954.00        M
153   m2603  20250924   2893.00  ...   2897.00     2906.00        M
154   m2605  20250924   2729.00  ...   2743.00     2739.00        M
155   m2607  20250924   2724.00  ...   2737.00     2736.00        M
156   m2608  20250924   2836.00  ...   2848.00     2843.00        M
157   m2609  20250924   2842.00  ...   2851.00     2847.00        M
158   p2510  20250924   8942.00  ...   8904.00     8948.00        P
159   p2511  20250924   9050.00  ...   9044.00     9052.00        P
160   p2512  20250924   9058.00  ...   9052.00     9072.00        P
161   p2601  20250924   9088.00  ...   9078.00     9086.00        P
162   p2602  20250924   9020.00  ...   9062.00     9078.00        P
163   p2603  20250924   9008.00  ...   9018.00     9008.00        P
164   p2604  20250924   8976.00  ...   8982.00     8938.00        P
165   p2605  20250924   8870.00  ...   8902.00     8866.00        P
166   p2606  20250924   8774.00  ...   8798.00     8762.00        P
167   p2607  20250924   8702.00  ...   8718.00     8648.00        P
168   p2608  20250924   8614.00  ...   8618.00     8574.00        P
169   p2609  20250924   8500.00  ...   8546.00     8520.00        P
170  pg2509  20250924      0.00  ...   3810.00     3810.00       PG
171  pg2510  20250924   4321.00  ...   4332.00     4318.00       PG
172  pg2511  20250924   4256.00  ...   4254.00     4247.00       PG
173  pg2512  20250924   4189.00  ...   4193.00     4185.00       PG
174  pg2601  20250924   4130.00  ...   4132.00     4123.00       PG
175  pg2602  20250924   4059.00  ...   4065.00     4055.00       PG
176  pg2603  20250924   3989.00  ...   3989.00     3977.00       PG
177  pg2604  20250924   4361.00  ...   4363.00     4332.00       PG
178  pg2605  20250924   4257.00  ...   4265.00     4246.00       PG
179  pg2606  20250924   4222.00  ...   4220.00     4197.00       PG
180  pg2607  20250924   4155.00  ...   4153.00     4134.00       PG
181  pg2608  20250924   4098.00  ...   4096.00     4080.00       PG
182  pp2510  20250924   6750.00  ...   6763.00     6750.00       PP
183  pp2511  20250924   6782.00  ...   6806.00     6782.00       PP
184  pp2512  20250924   6818.00  ...   6843.00     6818.00       PP
185  pp2601  20250924   6860.00  ...   6870.00     6850.00       PP
186  pp2602  20250924   6834.00  ...   6858.00     6836.00       PP
187  pp2603  20250924   6841.00  ...   6859.00     6840.00       PP
188  pp2604  20250924   6879.00  ...   6904.00     6876.00       PP
189  pp2605  20250924   6905.00  ...   6916.00     6900.00       PP
190  pp2606  20250924   6879.00  ...   6895.00     6852.00       PP
191  pp2607  20250924   6854.00  ...   6871.00     6842.00       PP
192  pp2608  20250924   6853.00  ...   6881.00     6859.00       PP
193  pp2609  20250924   6887.00  ...   6903.00     6892.00       PP
194  rr2510  20250924   3621.00  ...   3622.00     3619.00       RR
195  rr2511  20250924   3615.00  ...   3614.00     3615.00       RR
196  rr2512  20250924   3619.00  ...   3615.00     3615.00       RR
197  rr2601  20250924   3616.00  ...   3621.00     3620.00       RR
198  rr2602  20250924   3602.00  ...   3602.00     3606.00       RR
199  rr2603  20250924      0.00  ...   3612.00     3612.00       RR
200  rr2604  20250924      0.00  ...   3616.00     3616.00       RR
201  rr2605  20250924      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250924      0.00  ...   3600.00     3600.00       RR
203  rr2607  20250924      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250924      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250924      0.00  ...   3614.00     3614.00       RR
206   v2510  20250924   4786.00  ...   4787.00     4784.00        V
207   v2511  20250924   4819.00  ...   4823.00     4819.00        V
208   v2512  20250924   4847.00  ...   4871.00     4859.00        V
209   v2601  20250924   4899.00  ...   4906.00     4903.00        V
210   v2602  20250924   4931.00  ...   4960.00     4939.00        V
211   v2603  20250924   4957.00  ...   4994.00     4976.00        V
212   v2604  20250924   5161.00  ...   5162.00     5179.00        V
213   v2605  20250924   5198.00  ...   5208.00     5203.00        V
214   v2606  20250924   5217.00  ...   5232.00     5248.00        V
215   v2607  20250924   5247.00  ...   5262.00     5269.00        V
216   v2608  20250924   5285.00  ...   5293.00     5308.00        V
217   v2609  20250924   5309.00  ...   5328.00     5331.00        V
218   y2511  20250924   8110.00  ...   8100.00     8128.00        Y
219   y2512  20250924   8154.00  ...   8154.00     8178.00        Y
220   y2601  20250924   8100.00  ...   8096.00     8136.00        Y
221   y2603  20250924   8058.00  ...   8050.00     8096.00        Y
222   y2605  20250924   7862.00  ...   7852.00     7860.00        Y
223   y2607  20250924   7816.00  ...   7816.00     7868.00        Y
224   y2608  20250924   7818.00  ...   7816.00     7852.00        Y
225   y2609  20250924   7790.00  ...   7782.00     7804.00        Y

[226 rows x 12 columns]
2025-09-29 18:25:59,038 - future_1d - INFO - ak.get_dce_daily('2025-09-24') done
2025-09-29 18:26:00,792 - future_1d - INFO - save future_daily 2025-09-24 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250925  ...   82080      79990      CU
1        1      CU2511  20250925  ...   82160      79990      CU
2        2      CU2512  20250925  ...   82110      79980      CU
3        3      CU2601  20250925  ...   82090      79970      CU
4        4      CU2602  20250925  ...   81970      79960      CU
5        5      CU2603  20250925  ...   82050      79950      CU
6        6      CU2604  20250925  ...   81900      79970      CU
7        7      CU2605  20250925  ...   82230      79910      CU
8        8      CU2606  20250925  ...   81760      79860      CU
9        9      CU2607  20250925  ...   81710      79840      CU
10      10      CU2608  20250925  ...   81680      79880      CU
11      11      CU2609  20250925  ...   81920      79890      CU
12      12      BC2510  20250925  ...   72920      70910      BC
13      13      BC2511  20250925  ...   73030      71060      BC
14      14      BC2512  20250925  ...   73180      71110      BC
15      15      BC2601  20250925  ...   73160      71300      BC
16      16      BC2602  20250925  ...   73100      71100      BC
17      17      BC2603  20250925  ...   73000      71210      BC
18      18      BC2604  20250925  ...   73000      71300      BC
19      19      BC2605  20250925  ...   72900      71300      BC
20      20      BC2606  20250925  ...   72900      71400      BC
21      21      BC2607  20250925  ...   72800      71400      BC
22      22      BC2608  20250925  ...   73000      71400      BC
23      23      BC2609  20250925  ...   73000      71550      BC
24      24      AL2510  20250925  ...   20765      20680      AL
25      25      AL2511  20250925  ...   20780      20685      AL
26      26      AL2512  20250925  ...   20780      20690      AL
27      27      AL2601  20250925  ...   20780      20695      AL
28      28      AL2602  20250925  ...   20785      20695      AL
29      29      AL2603  20250925  ...   20815      20725      AL
30      30      AL2604  20250925  ...   20830      20750      AL
31      31      AL2605  20250925  ...   20845      20755      AL
32      32      AL2606  20250925  ...   20850      20785      AL
33      33      AL2607  20250925  ...   20850      20780      AL
34      34      AL2608  20250925  ...   20860      20775      AL
35      35      AL2609  20250925  ...   20860      20775      AL
36      36      ZN2510  20250925  ...   21960      21905      ZN
37      37      ZN2511  20250925  ...   21965      21915      ZN
38      38      ZN2512  20250925  ...   21980      21915      ZN
39      39      ZN2601  20250925  ...   21995      21930      ZN
40      40      ZN2602  20250925  ...   22030      21955      ZN
41      41      ZN2603  20250925  ...   22040      21970      ZN
42      42      ZN2604  20250925  ...   22090      22010      ZN
43      43      ZN2605  20250925  ...   22160      22045      ZN
44      44      ZN2606  20250925  ...   22185      22080      ZN
45      45      ZN2607  20250925  ...   22095      22095      ZN
46      46      ZN2608  20250925  ...   22185      22115      ZN
47      47      ZN2609  20250925  ...   22195      22145      ZN
48      48      PB2510  20250925  ...   17070      17035      PB
49      49      PB2511  20250925  ...   17110      17075      PB
50      50      PB2512  20250925  ...   17125      17090      PB
51      51      PB2601  20250925  ...   17135      17085      PB
52      52      PB2602  20250925  ...   17090      17090      PB
53      53      PB2603  20250925  ...   17175      17125      PB
54      54      PB2604  20250925  ...   17215      17215      PB
55      55      PB2605  20250925  ...   17170      17140      PB
56      56      PB2606  20250925  ...   17190      17160      PB
57      57      PB2607  20250925  ...   17175      17175      PB
58      58      PB2608  20250925  ...   17210      17140      PB
59      59      PB2609  20250925  ...   17230      17185      PB
60      60      NI2510  20250925  ...  122390     121450      NI
61      61      NI2511  20250925  ...  122730     121680      NI
62      62      NI2512  20250925  ...  122960     121810      NI
63      63      NI2601  20250925  ...  123080     122020      NI
64      64      NI2602  20250925  ...  123580     122250      NI
65      65      NI2603  20250925  ...  123430     122510      NI
66      66      NI2604  20250925  ...  123660     122640      NI
67      67      NI2605  20250925  ...  123980     122920      NI
68      68      NI2606  20250925  ...  123830     123050      NI
69      69      NI2607  20250925  ...  124190     123340      NI
70      70      NI2608  20250925  ...  125100     123750      NI
71      71      NI2609  20250925  ...  125630     124090      NI
72      72      SN2510  20250925  ...  273150     271570      SN
73      73      SN2511  20250925  ...  273490     271840      SN
74      74      SN2512  20250925  ...  273700     272030      SN
75      75      SN2601  20250925  ...  273840     272140      SN
76      76      SN2602  20250925  ...  273860     272100      SN
77      77      SN2603  20250925  ...  274180     272640      SN
78      78      SN2604  20250925  ...  274410     272870      SN
79      79      SN2605  20250925  ...  274840     273140      SN
80      80      SN2606  20250925  ...  274920     273310      SN
81      81      SN2607  20250925  ...  274910     273200      SN
82      82      SN2608  20250925  ...  275220     273380      SN
83      83      SN2609  20250925  ...  276240     273670      SN
84      84      AO2510  20250925  ...    2875       2858      AO
85      85      AO2511  20250925  ...    2897       2871      AO
86      86      AO2512  20250925  ...    2912       2882      AO
87      87      AO2601  20250925  ...    2927       2894      AO
88      88      AO2602  20250925  ...    2936       2906      AO
89      89      AO2603  20250925  ...    3003       2975      AO
90      90      AO2604  20250925  ...    3007       2980      AO
91      91      AO2605  20250925  ...    3016       2986      AO
92      92      AO2606  20250925  ...    3023       2993      AO
93      93      AO2607  20250925  ...    3032       2996      AO
94      94      AO2608  20250925  ...    3036       3007      AO
95      95      AO2609  20250925  ...    3045       3020      AO
96      96      AD2511  20250925  ...   20360      20320      AD
97      97      AD2512  20250925  ...   20405      20315      AD
98      98      AD2601  20250925  ...   20410      20320      AD
99      99      AD2602  20250925  ...   20440      20320      AD
100    100      AD2603  20250925  ...   20300      20300      AD
101    101      AD2604  20250925  ...   20320      20320      AD
102    102      AD2605  20250925  ...   20320      20320      AD
103    103      AD2606  20250925  ...   20385      20305      AD
104    104      AD2607  20250925  ...   20510      20510      AD
105    105      AD2608  20250925  ...   20515      20515      AD
106    106      AD2609  20250925  ...   20335      20335      AD
107    107      AU2510  20250925  ...  853.14     854.98      AU
108    108      AU2511  20250925  ...  854.06     856.34      AU
109    109      AU2512  20250925  ...  855.96      858.6      AU
110    110      AU2602  20250925  ...   858.8     860.92      AU
111    111      AU2604  20250925  ...  860.04     863.22      AU
112    112      AU2606  20250925  ...  863.34     865.94      AU
113    113      AU2608  20250925  ...  865.28     869.22      AU
114    114      AU2610  20250925  ...  869.38     872.52      AU
115    115      AG2510  20250925  ...   10358      10356      AG
116    116      AG2511  20250925  ...   10374      10388      AG
117    117      AG2512  20250925  ...   10396      10403      AG
118    118      AG2601  20250925  ...   10407      10415      AG
119    119      AG2602  20250925  ...   10420      10423      AG
120    120      AG2603  20250925  ...   10441      10438      AG
121    121      AG2604  20250925  ...   10454      10454      AG
122    122      AG2605  20250925  ...   10463      10468      AG
123    123      AG2606  20250925  ...   10478      10479      AG
124    124      AG2607  20250925  ...   10491      10496      AG
125    125      AG2608  20250925  ...   10504      10509      AG
126    126      AG2609  20250925  ...   10512      10514      AG
127    127      RB2510  20250925  ...    3072       3066      RB
128    128      RB2511  20250925  ...    3087       3082      RB
129    129      RB2512  20250925  ...    3144       3136      RB
130    130      RB2601  20250925  ...    3164       3157      RB
131    131      RB2602  20250925  ...    3165       3159      RB
132    132      RB2603  20250925  ...    3183       3175      RB
133    133      RB2604  20250925  ...    3204       3193      RB
134    134      RB2605  20250925  ...    3223       3217      RB
135    135      RB2606  20250925  ...    3238       3235      RB
136    136      RB2607  20250925  ...    3247       3246      RB
137    137      RB2608  20250925  ...    3248       3241      RB
138    138      RB2609  20250925  ...    3255       3244      RB
139    139      WR2510  20250925  ...    3233       3233      WR
140    140      WR2511  20250925  ...    3330       3343      WR
141    141      WR2512  20250925  ...    3324       3324      WR
142    142      WR2601  20250925  ...    3339       3349      WR
143    143      WR2602  20250925  ...    3353       3339      WR
144    144      WR2603  20250925  ...    3399       3399      WR
145    145      WR2604  20250925  ...    3389       3389      WR
146    146      WR2605  20250925  ...    3413       3414      WR
147    147      WR2606  20250925  ...    3372       3372      WR
148    148      WR2607  20250925  ...    3390       3390      WR
149    149      WR2608  20250925  ...    3371       3371      WR
150    150      WR2609  20250925  ...    3418       3418      WR
151    151      HC2510  20250925  ...    3415       3401      HC
152    152      HC2511  20250925  ...    3391       3380      HC
153    153      HC2512  20250925  ...    3378       3368      HC
154    154      HC2601  20250925  ...    3354       3350      HC
155    155      HC2602  20250925  ...    3353       3346      HC
156    156      HC2603  20250925  ...    3357       3351      HC
157    157      HC2604  20250925  ...    3358       3349      HC
158    158      HC2605  20250925  ...    3364       3358      HC
159    159      HC2606  20250925  ...    3360       3362      HC
160    160      HC2607  20250925  ...    3376       3369      HC
161    161      HC2608  20250925  ...    3371       3371      HC
162    162      HC2609  20250925  ...    3383       3383      HC
163    163      SS2510  20250925  ...   12800      12790      SS
164    164      SS2511  20250925  ...   12915      12905      SS
165    165      SS2512  20250925  ...   12960      12945      SS
166    166      SS2601  20250925  ...   13020      13005      SS
167    167      SS2602  20250925  ...   13070      13040      SS
168    168      SS2603  20250925  ...   13175      13125      SS
169    169      SS2604  20250925  ...   13215      13180      SS
170    170      SS2605  20250925  ...   13295      13260      SS
171    171      SS2606  20250925  ...   13340      13305      SS
172    172      SS2607  20250925  ...   13410      13395      SS
173    173      SS2608  20250925  ...   13465      13420      SS
174    174      SS2609  20250925  ...   13535      13485      SS
175    175      SC2510  20250925  ...   489.3      479.3      SC
176    176      SC2511  20250925  ...   488.9      482.3      SC
177    177      SC2512  20250925  ...   489.8      482.8      SC
178    178      SC2601  20250925  ...   489.8      482.7      SC
179    179      SC2602  20250925  ...   488.9      482.1      SC
180    180      SC2603  20250925  ...   488.3      481.8      SC
181    181      SC2604  20250925  ...     488      482.5      SC
182    182      SC2605  20250925  ...   486.8      480.8      SC
183    183      SC2606  20250925  ...   486.3        480      SC
184    184      SC2607  20250925  ...   487.3        480      SC
185    185      SC2608  20250925  ...   485.8      478.1      SC
186    186      SC2609  20250925  ...   482.7      477.8      SC
187    187      SC2612  20250925  ...   473.5        472      SC
188    188      SC2703  20250925  ...   478.3      473.1      SC
189    189      SC2706  20250925  ...     476      469.2      SC
190    190      SC2709  20250925  ...     477        470      SC
191    191      SC2712  20250925  ...   477.8      469.1      SC
192    192      SC2803  20250925  ...     476        468      SC
193    193      SC2806  20250925  ...   473.2      465.8      SC
194    194      SC2809  20250925  ...   472.1      464.2      SC
195    195      LU2510  20250925  ...    3366       3366      LU
196    196      LU2511  20250925  ...    3435       3397      LU
197    197      LU2512  20250925  ...    3430       3385      LU
198    198      LU2601  20250925  ...    3418       3377      LU
199    199      LU2602  20250925  ...    3400       3362      LU
200    200      LU2603  20250925  ...    3398       3358      LU
201    201      LU2604  20250925  ...    3395       3356      LU
202    202      LU2605  20250925  ...    3390       3356      LU
203    203      LU2606  20250925  ...    3393       3347      LU
204    204      LU2607  20250925  ...    3377       3344      LU
205    205      LU2608  20250925  ...    3366       3334      LU
206    206      LU2609  20250925  ...    3346       3320      LU
207    207      FU2510  20250925  ...    2933       2879      FU
208    208      FU2511  20250925  ...    2948       2888      FU
209    209      FU2512  20250925  ...    2905       2867      FU
210    210      FU2601  20250925  ...    2883       2850      FU
211    211      FU2602  20250925  ...    2865       2837      FU
212    212      FU2603  20250925  ...    2853       2822      FU
213    213      FU2604  20250925  ...    2840       2808      FU
214    214      FU2605  20250925  ...    2827       2800      FU
215    215      FU2606  20250925  ...    2811       2782      FU
216    216      FU2607  20250925  ...    2784       2753      FU
217    217      FU2608  20250925  ...    2758       2728      FU
218    218      FU2609  20250925  ...    2737       2719      FU
219    219      BU2510  20250925  ...    3444       3413      BU
220    220      BU2511  20250925  ...    3426       3396      BU
221    221      BU2512  20250925  ...    3373       3346      BU
222    222      BU2601  20250925  ...    3341       3314      BU
223    223      BU2602  20250925  ...    3348       3318      BU
224    224      BU2603  20250925  ...    3361       3335      BU
225    225      BU2604  20250925  ...    3337       3312      BU
226    226      BU2605  20250925  ...    3365       3332      BU
227    227      BU2606  20250925  ...    3362       3333      BU
228    228      BU2607  20250925  ...    3365       3327      BU
229    229      BU2608  20250925  ...    3344       3323      BU
230    230      BU2609  20250925  ...    3352       3333      BU
231    231      BU2612  20250925  ...    3319       3300      BU
232    232      BU2703  20250925  ...    3329       3281      BU
233    233      BU2706  20250925  ...    3327       3312      BU
234    234      BU2709  20250925  ...    3333       3320      BU
235    235      BR2510  20250925  ...   11560      11595      BR
236    236      BR2511  20250925  ...   11555      11545      BR
237    237      BR2512  20250925  ...   11555      11535      BR
238    238      BR2601  20250925  ...   11545      11525      BR
239    239      BR2602  20250925  ...   11555      11545      BR
240    240      BR2603  20250925  ...   11595      11605      BR
241    241      BR2604  20250925  ...   11640      11640      BR
242    242      BR2605  20250925  ...   11615      11580      BR
243    243      BR2606  20250925  ...   11620      11620      BR
244    244      BR2607  20250925  ...   11745      11680      BR
245    245      BR2608  20250925  ...   11745      11745      BR
246    246      BR2609  20250925  ...   11750      11750      BR
247    247      RU2510  20250925  ...   14680      14740      RU
248    248      RU2511  20250925  ...   14705      14715      RU
249    249      RU2601  20250925  ...   15630      15605      RU
250    250      RU2603  20250925  ...   15625      15590      RU
251    251      RU2604  20250925  ...   15625      15570      RU
252    252      RU2605  20250925  ...   15575      15545      RU
253    253      RU2606  20250925  ...   15635      15585      RU
254    254      RU2607  20250925  ...   15580      15600      RU
255    255      RU2608  20250925  ...   15625      15685      RU
256    256      RU2609  20250925  ...   15550      15600      RU
257    257      NR2510  20250925  ...   12440      12415      NR
258    258      NR2511  20250925  ...   12485      12455      NR
259    259      NR2512  20250925  ...   12500      12465      NR
260    260      NR2601  20250925  ...   12525      12490      NR
261    261      NR2602  20250925  ...   12520      12490      NR
262    262      NR2603  20250925  ...   12530      12510      NR
263    263      NR2604  20250925  ...   12565      12530      NR
264    264      NR2605  20250925  ...   12575      12600      NR
265    265      NR2606  20250925  ...   12600      12495      NR
266    266      NR2607  20250925  ...   12650      12650      NR
267    267      NR2608  20250925  ...   12685      12685      NR
268    268      NR2609  20250925  ...   12510      12510      NR
269    269      SP2510  20250925  ...    5018       4984      SP
270    270      SP2511  20250925  ...    5050       5010      SP
271    271      SP2512  20250925  ...    5068       5026      SP
272    272      SP2601  20250925  ...    5304       5268      SP
273    273      SP2602  20250925  ...    5292       5258      SP
274    274      SP2603  20250925  ...    5310       5272      SP
275    275      SP2604  20250925  ...    5318       5282      SP
276    276      SP2605  20250925  ...    5318       5286      SP
277    277      SP2606  20250925  ...    5324       5282      SP
278    278      SP2607  20250925  ...    5320       5268      SP
279    279      SP2608  20250925  ...    5326       5292      SP
280    280      SP2609  20250925  ...    5328       5280      SP
281    281      OP2601  20250925  ...    4238       4230      OP
282    282      OP2602  20250925  ...    4228       4228      OP
283    283      OP2603  20250925  ...    4266       4246      OP
284    284      OP2604  20250925  ...    4262       4262      OP
285    285      OP2605  20250925  ...    4266       4266      OP
286    286      OP2606  20250925  ...    4236       4242      OP
287    287      OP2607  20250925  ...    4238       4238      OP
288    288      OP2608  20250925  ...    4240       4238      OP
289    289      OP2609  20250925  ...    4336       4338      OP
290    290      EC2510  20250925  ...  1160.6       1128      EC
291    291      EC2512  20250925  ...  1746.6     1678.9      EC
292    292      EC2602  20250925  ...  1647.8     1572.8      EC
293    293      EC2604  20250925  ...  1276.4     1257.3      EC
294    294      EC2606  20250925  ...  1467.5     1436.5      EC
295    295      EC2608  20250925  ...  1619.8     1591.5      EC
296    298  SC_TAS2511  20250925  ...                     SC_TAS
297    299  SC_TAS2512  20250925  ...                     SC_TAS
298    300  SC_TAS2601  20250925  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:26:08,321 - future_1d - INFO - ak.get_shfe_daily('2025-09-25') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250925  52135.0  ...  51595.0     51390.0       PS
1   PS2511  20250925  51480.0  ...  51360.0     50910.0       PS
2   PS2512  20250925  54010.0  ...  53675.0     53295.0       PS
3   PS2601  20250925  53500.0  ...  53200.0     52905.0       PS
4   PS2602  20250925  53460.0  ...  53205.0     52855.0       PS
5   PS2603  20250925  53235.0  ...  53035.0     52725.0       PS
6   PS2604  20250925  53280.0  ...  53005.0     52925.0       PS
7   PS2605  20250925  53200.0  ...  52930.0     52675.0       PS
8   PS2606  20250925  55500.0  ...  54935.0     54420.0       PS
9   PS2607  20250925  55160.0  ...  54870.0     54480.0       PS
10  PS2608  20250925  55155.0  ...  54605.0     54375.0       PS
11  PS2609  20250925  54815.0  ...  54620.0     54450.0       PS
13  SI2510  20250925   8980.0  ...   9020.0      8925.0       SI
14  SI2511  20250925   9035.0  ...   9030.0      8990.0       SI
15  SI2512  20250925   9405.0  ...   9425.0      9385.0       SI
16  SI2601  20250925   9400.0  ...   9390.0      9355.0       SI
17  SI2602  20250925   9370.0  ...   9390.0      9380.0       SI
18  SI2603  20250925   9395.0  ...   9420.0      9400.0       SI
19  SI2604  20250925   9405.0  ...   9405.0      9410.0       SI
20  SI2605  20250925   9445.0  ...   9420.0      9385.0       SI
21  SI2606  20250925   9435.0  ...   9445.0      9385.0       SI
22  SI2607  20250925   9460.0  ...   9465.0      9415.0       SI
23  SI2608  20250925   9420.0  ...   9425.0      9410.0       SI
24  SI2609  20250925   9405.0  ...   9425.0      9390.0       SI
27  LC2510  20250925  72720.0  ...  73100.0     73280.0       LC
28  LC2511  20250925  72980.0  ...  73580.0     73360.0       LC
29  LC2512  20250925  73060.0  ...  73660.0     73500.0       LC
30  LC2601  20250925  72900.0  ...  73620.0     73360.0       LC
31  LC2602  20250925  72680.0  ...  73360.0     73160.0       LC
32  LC2603  20250925  72800.0  ...  73480.0     73160.0       LC
33  LC2604  20250925  73260.0  ...  73760.0     73580.0       LC
34  LC2605  20250925  73260.0  ...  73740.0     73520.0       LC
35  LC2606  20250925  73040.0  ...  73460.0     73400.0       LC
36  LC2607  20250925  73040.0  ...  73360.0     73200.0       LC
37  LC2608  20250925  73040.0  ...  73480.0     73220.0       LC
38  LC2609  20250925  74000.0  ...  73540.0     73240.0       LC

[36 rows x 12 columns]
2025-09-29 18:26:08,520 - future_1d - INFO - ak.get_gfex_daily('2025-09-25') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250925  7263.000  ...  7311.000    7260.400       IC
1   IC2511  20250925  7209.800  ...  7240.200    7190.400       IC
2   IC2512  20250925  7139.000  ...  7185.400    7135.800       IC
3   IC2603  20250925  6976.000  ...  7007.000    6960.000       IC
4   IF2510  20250925  4548.000  ...  4596.600    4547.200       IF
5   IF2511  20250925  4533.200  ...  4581.600    4528.800       IF
6   IF2512  20250925  4523.400  ...  4572.400    4522.600       IF
7   IF2603  20250925  4493.000  ...  4539.600    4493.600       IF
8   IH2510  20250925  2941.000  ...  2958.000    2939.200       IH
9   IH2511  20250925  2942.000  ...  2956.400    2936.600       IH
10  IH2512  20250925  2941.000  ...  2958.400    2938.200       IH
11  IH2603  20250925  2944.800  ...  2955.800    2939.000       IH
12  IM2510  20250925  7460.600  ...  7456.400    7454.800       IM
13  IM2511  20250925  7383.600  ...  7369.200    7370.800       IM
14  IM2512  20250925  7290.000  ...  7290.800    7288.400       IM
15  IM2603  20250925  7080.000  ...  7076.400    7074.000       IM
16   T2512  20250925   107.600  ...   107.540     107.620        T
17   T2603  20250925   107.235  ...   107.175     107.275        T
18   T2606  20250925   107.205  ...   107.115     107.195        T
19  TF2512  20250925   105.510  ...   105.475     105.540       TF
20  TF2603  20250925   105.380  ...   105.335     105.415       TF
21  TF2606  20250925   105.345  ...   105.335     105.360       TF
22  TL2512  20250925   113.840  ...   113.960     113.990       TL
23  TL2603  20250925   113.490  ...   113.620     113.630       TL
24  TL2606  20250925   113.400  ...   113.540     113.620       TL
25  TS2512  20250925   102.306  ...   102.300     102.324       TS
26  TS2603  20250925   102.226  ...   102.220     102.248       TS
27  TS2606  20250925   102.250  ...   102.226     102.262       TS

[28 rows x 12 columns]
2025-09-29 18:26:08,908 - future_1d - INFO - ak.get_cffex_daily('2025-09-25') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250925   8538.0   8648.0  ...    23753.52   8585.0      8525.0       AP
1    AP511  20250925   8378.0   8498.0  ...    20087.47   8440.0      8356.0       AP
2    AP512  20250925   8248.0   8414.0  ...     1899.21   8367.0      8296.0       AP
3    AP601  20250925   8331.0   8450.0  ...   501897.78   8385.0      8344.0       AP
4    AP603  20250925   8242.0   8303.0  ...      890.41   8244.0      8223.0       AP
5    AP604  20250925   8236.0   8269.0  ...      148.16   8231.0      8213.0       AP
6    AP605  20250925   8248.0   8312.0  ...     9355.27   8264.0      8248.0       AP
7    CF511  20250925  13710.0  13725.0  ...   312969.82  13560.0     13625.0       CF
8    CF601  20250925  13555.0  13575.0  ...  1664965.42  13515.0     13560.0       CF
9    CF603  20250925  13520.0  13540.0  ...     6561.00  13485.0     13535.0       CF
10   CF605  20250925  13550.0  13555.0  ...   191722.50  13510.0     13560.0       CF
11   CF607  20250925  13575.0  13580.0  ...     2219.85  13535.0     13590.0       CF
12   CF609  20250925  13730.0  13730.0  ...      691.62  13695.0     13735.0       CF
13   CJ512  20250925  10740.0  11070.0  ...     6390.30  10905.0     10760.0       CJ
14   CJ601  20250925  10825.0  11130.0  ...  1254628.63  10960.0     10795.0       CJ
15   CJ603  20250925  10795.0  11095.0  ...    14645.96  10925.0     10785.0       CJ
16   CJ605  20250925  10875.0  11160.0  ...   208459.47  10990.0     10830.0       CJ
17   CJ607  20250925  10935.0  11255.0  ...     2647.11  11075.0     10935.0       CJ
18   CJ609  20250925  11065.0  11370.0  ...     1031.54  11210.0     11025.0       CJ
19   CY510  20250925      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250925  19880.0  19905.0  ...   119620.88  19780.0     19775.0       CY
21   CY512  20250925  19515.0  19515.0  ...        9.76  19515.0     19495.0       CY
22   CY601  20250925  19710.0  19730.0  ...     6459.10  19690.0     19690.0       CY
23   CY602  20250925      0.0      0.0  ...        0.00  19745.0     19745.0       CY
24   CY603  20250925      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250925      0.0      0.0  ...        0.00  19730.0     19730.0       CY
26   CY605  20250925  19705.0  19765.0  ...       19.74  19735.0     19795.0       CY
27   CY606  20250925      0.0      0.0  ...        0.00  19735.0     19735.0       CY
28   CY607  20250925      0.0      0.0  ...        0.00  20005.0     20005.0       CY
29   CY608  20250925      0.0      0.0  ...        0.00  19930.0     19940.0       CY
30   CY609  20250925      0.0      0.0  ...        0.00  20035.0     20035.0       CY
31   FG510  20250925   1130.0   1150.0  ...     9834.72   1135.0      1109.0       FG
32   FG511  20250925   1133.0   1164.0  ...   394480.86   1145.0      1106.0       FG
33   FG512  20250925   1253.0   1282.0  ...   151791.67   1265.0      1228.0       FG
34   FG601  20250925   1252.0   1282.0  ...  9137130.71   1260.0      1232.0       FG
35   FG602  20250925   1298.0   1331.0  ...   113762.92   1308.0      1274.0       FG
36   FG603  20250925   1319.0   1330.0  ...     8819.65   1314.0      1289.0       FG
37   FG604  20250925   1372.0   1391.0  ...     2719.36   1380.0      1354.0       FG
38   FG605  20250925   1365.0   1392.0  ...   335024.93   1373.0      1354.0       FG
39   FG606  20250925   1398.0   1419.0  ...     1893.04   1402.0      1382.0       FG
40   FG607  20250925   1372.0   1412.0  ...     2289.70   1398.0      1375.0       FG
41   FG608  20250925   1434.0   1449.0  ...     1630.58   1435.0      1417.0       FG
42   FG609  20250925   1426.0   1452.0  ...    12590.62   1440.0      1414.0       FG
43   JR511  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250925      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250925      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250925   2262.0   2269.0  ...     2975.32   2263.0      2263.0       MA
52   MA511  20250925   2303.0   2307.0  ...   129297.32   2298.0      2294.0       MA
53   MA512  20250925   2333.0   2340.0  ...    92047.38   2333.0      2332.0       MA
54   MA601  20250925   2356.0   2364.0  ...   822244.57   2357.0      2355.0       MA
55   MA602  20250925   2382.0   2387.0  ...    33142.05   2380.0      2380.0       MA
56   MA603  20250925   2392.0   2400.0  ...      908.62   2397.0      2396.0       MA
57   MA604  20250925   2395.0   2395.0  ...       23.94   2394.0      2396.0       MA
58   MA605  20250925   2382.0   2391.0  ...    59705.76   2383.0      2382.0       MA
59   MA606  20250925   2394.0   2399.0  ...       45.45   2392.0      2389.0       MA
60   MA607  20250925   2366.0   2371.0  ...       28.43   2369.0      2364.0       MA
61   MA608  20250925   2370.0   2370.0  ...        2.37   2370.0      2362.0       MA
62   MA609  20250925   2347.0   2350.0  ...      264.98   2345.0      2341.0       MA
63   OI511  20250925  10136.0  10344.0  ...   679752.78  10195.0     10110.0       OI
64   OI601  20250925   9949.0  10154.0  ...  4025663.97  10033.0      9923.0       OI
65   OI603  20250925   9703.0   9912.0  ...     6903.28   9792.0      9681.0       OI
66   OI605  20250925   9456.0   9668.0  ...   210491.42   9551.0      9437.0       OI
67   OI607  20250925   9406.0   9611.0  ...     2158.04   9549.0      9387.0       OI
68   OI609  20250925   9385.0   9566.0  ...     2685.78   9524.0      9343.0       OI
69   PF510  20250925   6308.0   6382.0  ...     3524.96   6358.0      6274.0       PF
70   PF511  20250925   6310.0   6380.0  ...   613970.31   6328.0      6272.0       PF
71   PF512  20250925   6262.0   6344.0  ...   338379.21   6288.0      6238.0       PF
72   PF601  20250925   6324.0   6386.0  ...    51277.92   6346.0      6284.0       PF
73   PF602  20250925   6316.0   6390.0  ...   136637.20   6334.0      6288.0       PF
74   PF603  20250925   6340.0   6392.0  ...       34.93   6350.0      6304.0       PF
75   PF604  20250925   6386.0   6418.0  ...       25.63   6408.0      6342.0       PF
76   PF605  20250925   6400.0   6454.0  ...       25.73   6434.0      6378.0       PF
77   PF606  20250925   6414.0   6414.0  ...        3.21   6414.0      6380.0       PF
78   PF607  20250925   6484.0   6484.0  ...        3.24   6484.0      6394.0       PF
79   PF608  20250925      0.0      0.0  ...        0.00   6496.0      6402.0       PF
80   PF609  20250925   6508.0   6508.0  ...        3.25   6508.0      6442.0       PF
81   PK510  20250925   7780.0   7790.0  ...     3624.73   7770.0      7796.0       PK
82   PK511  20250925   7762.0   7784.0  ...   221707.73   7766.0      7762.0       PK
83   PK512  20250925   7762.0   7776.0  ...    85187.60   7762.0      7770.0       PK
84   PK601  20250925   7778.0   7788.0  ...    57441.67   7776.0      7790.0       PK
85   PK603  20250925   7816.0   7818.0  ...       70.30   7812.0      7830.0       PK
86   PK604  20250925   7826.0   7838.0  ...       74.44   7836.0      7836.0       PK
87   PK605  20250925   7832.0   7840.0  ...     1946.70   7834.0      7836.0       PK
88   PL601  20250925   6358.0   6384.0  ...    18325.21   6372.0      6344.0       PL
89   PL602  20250925   6399.0   6409.0  ...      563.36   6402.0      6385.0       PL
90   PL603  20250925      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250925      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250925      0.0      0.0  ...        0.00   6350.0      6330.0       PL
93   PL606  20250925      0.0      0.0  ...        0.00   6419.0      6402.0       PL
94   PL607  20250925      0.0      0.0  ...        0.00   6410.0      6410.0       PL
95   PL608  20250925      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250925      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250925      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250925   5832.0   5880.0  ...     2354.18   5856.0      5798.0       PR
104  PR511  20250925   5800.0   5846.0  ...   249600.32   5816.0      5756.0       PR
105  PR512  20250925   5792.0   5850.0  ...   209730.17   5814.0      5764.0       PR
106  PR601  20250925   5794.0   5846.0  ...   127445.00   5812.0      5746.0       PR
107  PR602  20250925   5830.0   5866.0  ...     1534.81   5848.0      5790.0       PR
108  PR603  20250925   5830.0   5866.0  ...       52.56   5840.0      5808.0       PR
109  PR604  20250925   5850.0   5886.0  ...       17.60   5868.0      5826.0       PR
110  PR605  20250925   5852.0   5904.0  ...       61.75   5882.0      5830.0       PR
111  PR606  20250925      0.0      0.0  ...        0.00   5918.0      5860.0       PR
112  PR607  20250925   5902.0   5902.0  ...        8.85   5902.0      5876.0       PR
113  PR608  20250925      0.0      0.0  ...        0.00   5940.0      5892.0       PR
114  PR609  20250925      0.0      0.0  ...        0.00   5924.0      5882.0       PR
115  PX510  20250925   6334.0   6690.0  ...    26287.94   6470.0      6604.0       PX
116  PX511  20250925   6620.0   6686.0  ...   615785.56   6640.0      6568.0       PX
117  PX512  20250925   6614.0   6678.0  ...   210198.60   6638.0      6576.0       PX
118  PX601  20250925   6610.0   6672.0  ...   168342.39   6636.0      6570.0       PX
119  PX602  20250925   6624.0   6688.0  ...     7754.97   6654.0      6582.0       PX
120  PX603  20250925   6628.0   6632.0  ...        9.94   6630.0      6570.0       PX
121  PX604  20250925   6690.0   6690.0  ...        3.35   6690.0      6616.0       PX
122  PX605  20250925   6632.0   6706.0  ...     2464.91   6672.0      6596.0       PX
123  PX606  20250925      0.0      0.0  ...        0.00   6692.0      6622.0       PX
124  PX607  20250925   6700.0   6700.0  ...        3.35   6700.0      6608.0       PX
125  PX608  20250925      0.0      0.0  ...        0.00   6674.0      6620.0       PX
126  PX609  20250925   6658.0   6698.0  ...        6.68   6678.0      6626.0       PX
127  RI511  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250925      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250925   2471.0   2494.0  ...    11208.27   2479.0      2459.0       RM
134  RM601  20250925   2408.0   2450.0  ...   897937.89   2424.0      2406.0       RM
135  RM603  20250925   2334.0   2362.0  ...     9498.76   2343.0      2334.0       RM
136  RM605  20250925   2328.0   2345.0  ...   180100.32   2328.0      2321.0       RM
137  RM607  20250925   2315.0   2335.0  ...    12049.28   2319.0      2311.0       RM
138  RM608  20250925   2411.0   2435.0  ...     1529.32   2420.0      2409.0       RM
139  RM609  20250925   2401.0   2426.0  ...     4909.94   2412.0      2396.0       RM
140  RS511  20250925   5270.0   5331.0  ...      100.91   5311.0      5278.0       RS
141  RS607  20250925   5588.0   5588.0  ...      194.69   5562.0      5552.0       RS
142  RS608  20250925   5551.0   5574.0  ...      161.01   5552.0      5543.0       RS
143  RS609  20250925   5576.0   5579.0  ...      133.34   5556.0      5549.0       RS
144  SA510  20250925   1225.0   1229.0  ...     6547.04   1222.0      1213.0       SA
145  SA511  20250925   1229.0   1241.0  ...   438284.40   1232.0      1218.0       SA
146  SA512  20250925   1298.0   1308.0  ...   342124.54   1298.0      1282.0       SA
147  SA601  20250925   1311.0   1320.0  ...  3084478.49   1311.0      1300.0       SA
148  SA602  20250925   1335.0   1349.0  ...    93123.96   1340.0      1318.0       SA
149  SA603  20250925   1344.0   1356.0  ...     3208.99   1347.0      1340.0       SA
150  SA604  20250925   1388.0   1401.0  ...      735.53   1393.0      1382.0       SA
151  SA605  20250925   1395.0   1408.0  ...   115820.62   1400.0      1389.0       SA
152  SA606  20250925   1411.0   1420.0  ...      924.29   1413.0      1401.0       SA
153  SA607  20250925   1416.0   1423.0  ...     1259.04   1418.0      1407.0       SA
154  SA608  20250925   1452.0   1453.0  ...     2568.25   1449.0      1437.0       SA
155  SA609  20250925   1449.0   1460.0  ...     5968.90   1455.0      1440.0       SA
156  SF510  20250925   5540.0   5584.0  ...     2278.10   5544.0      5536.0       SF
157  SF511  20250925   5722.0   5790.0  ...   575802.32   5724.0      5732.0       SF
158  SF512  20250925   5686.0   5758.0  ...   139267.93   5698.0      5708.0       SF
159  SF601  20250925   5692.0   5746.0  ...   169962.64   5692.0      5700.0       SF
160  SF602  20250925   5658.0   5708.0  ...    27586.73   5648.0      5662.0       SF
161  SF603  20250925   5790.0   5878.0  ...      449.34   5836.0      5858.0       SF
162  SF604  20250925   5814.0   5814.0  ...        2.91   5814.0      5832.0       SF
163  SF605  20250925   5808.0   5846.0  ...     3268.64   5790.0      5810.0       SF
164  SF606  20250925   5730.0   5800.0  ...       54.93   5782.0      5786.0       SF
165  SF607  20250925   5880.0   5940.0  ...       20.68   5910.0      5936.0       SF
166  SF608  20250925   5872.0   5950.0  ...       11.83   5914.0      5896.0       SF
167  SF609  20250925   5864.0   5922.0  ...       35.29   5882.0      5904.0       SF
168  SH510  20250925   2484.0   2485.0  ...     6882.09   2467.0      2471.0       SH
169  SH511  20250925   2502.0   2507.0  ...   542872.48   2488.0      2486.0       SH
170  SH512  20250925   2549.0   2555.0  ...   371357.74   2540.0      2533.0       SH
171  SH601  20250925   2552.0   2555.0  ...  1738819.77   2542.0      2533.0       SH
172  SH602  20250925   2572.0   2575.0  ...    38919.23   2565.0      2558.0       SH
173  SH603  20250925   2589.0   2591.0  ...     1092.08   2582.0      2574.0       SH
174  SH604  20250925   2624.0   2624.0  ...       31.47   2623.0      2620.0       SH
175  SH605  20250925   2640.0   2643.0  ...     8540.13   2633.0      2626.0       SH
176  SH606  20250925   2652.0   2652.0  ...       79.43   2648.0      2637.0       SH
177  SH607  20250925   2636.0   2647.0  ...       55.42   2639.0      2631.0       SH
178  SH608  20250925   2650.0   2650.0  ...       15.89   2648.0      2652.0       SH
179  SH609  20250925   2678.0   2678.0  ...      152.05   2668.0      2665.0       SH
180  SM510  20250925   5818.0   5832.0  ...    37009.46   5732.0      5814.0       SM
181  SM511  20250925   5908.0   5938.0  ...   461939.29   5892.0      5898.0       SM
182  SM512  20250925   5880.0   5942.0  ...   229503.51   5910.0      5898.0       SM
183  SM601  20250925   5916.0   5954.0  ...   648883.48   5904.0      5910.0       SM
184  SM602  20250925   5928.0   5960.0  ...   189915.34   5902.0      5928.0       SM
185  SM603  20250925   5948.0   5956.0  ...      940.16   5932.0      5948.0       SM
186  SM604  20250925   5920.0   5962.0  ...      130.54   5934.0      5954.0       SM
187  SM605  20250925   5946.0   5988.0  ...    12387.44   5944.0      5946.0       SM
188  SM606  20250925   5928.0   5968.0  ...       41.50   5928.0      5966.0       SM
189  SM607  20250925   5932.0   5980.0  ...       38.60   5938.0      5978.0       SM
190  SM608  20250925      0.0      0.0  ...        0.00   5988.0      5960.0       SM
191  SM609  20250925   5952.0   6016.0  ...      394.92   5984.0      5976.0       SM
192  SR511  20250925   5542.0   5556.0  ...   197387.15   5533.0      5538.0       SR
193  SR601  20250925   5492.0   5518.0  ...  1170834.61   5497.0      5483.0       SR
194  SR603  20250925   5472.0   5498.0  ...     2998.31   5481.0      5457.0       SR
195  SR605  20250925   5468.0   5483.0  ...    67385.76   5463.0      5446.0       SR
196  SR607  20250925   5466.0   5483.0  ...     3340.88   5468.0      5452.0       SR
197  SR609  20250925   5477.0   5495.0  ...     2114.39   5478.0      5466.0       SR
198  TA510  20250925   4596.0   4654.0  ...    16455.61   4630.0      4558.0       TA
199  TA511  20250925   4608.0   4668.0  ...   326553.23   4638.0      4576.0       TA
200  TA512  20250925   4626.0   4678.0  ...   129291.73   4652.0      4588.0       TA
201  TA601  20250925   4640.0   4688.0  ...  1632322.69   4658.0      4598.0       TA
202  TA602  20250925   4654.0   4698.0  ...    24535.75   4672.0      4610.0       TA
203  TA603  20250925   4620.0   4706.0  ...      437.42   4630.0      4620.0       TA
204  TA604  20250925   4664.0   4712.0  ...       32.80   4686.0      4660.0       TA
205  TA605  20250925   4668.0   4722.0  ...    57245.87   4696.0      4640.0       TA
206  TA606  20250925   4684.0   4732.0  ...       16.45   4700.0      4626.0       TA
207  TA607  20250925   4716.0   4720.0  ...        7.08   4718.0      4662.0       TA
208  TA608  20250925      0.0      0.0  ...        0.00   4744.0      4690.0       TA
209  TA609  20250925   4700.0   4768.0  ...      170.82   4746.0      4694.0       TA
210  UR510  20250925   1570.0   1571.0  ...     1056.31   1567.0      1563.0       UR
211  UR511  20250925   1657.0   1657.0  ...    71609.71   1651.0      1649.0       UR
212  UR512  20250925   1665.0   1668.0  ...    15708.84   1664.0      1663.0       UR
213  UR601  20250925   1677.0   1679.0  ...   320987.42   1675.0      1672.0       UR
214  UR602  20250925   1684.0   1686.0  ...      390.24   1682.0      1681.0       UR
215  UR603  20250925   1725.0   1728.0  ...       37.97   1726.0      1724.0       UR
216  UR604  20250925   1725.0   1727.0  ...       24.16   1726.0      1726.0       UR
217  UR605  20250925   1730.0   1730.0  ...    13083.72   1727.0      1723.0       UR
218  UR606  20250925   1725.0   1730.0  ...      110.60   1728.0      1725.0       UR
219  UR607  20250925   1753.0   1758.0  ...       21.08   1757.0      1757.0       UR
220  UR608  20250925   1750.0   1750.0  ...       14.00   1750.0      1751.0       UR
221  UR609  20250925   1740.0   1749.0  ...      338.83   1747.0      1741.0       UR
222  WH511  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250925      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250925      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:26:09,193 - future_1d - INFO - ak.get_czce_daily('2025-09-25') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250925   486.8  ...   489.3      479.3      SC
1       SC2511  20250925   486.3  ...   488.9      482.3      SC
2       SC2512  20250925   486.8  ...   489.8      482.8      SC
3       SC2601  20250925   486.5  ...   489.8      482.7      SC
4       SC2602  20250925   487.6  ...   488.9      482.1      SC
5       SC2603  20250925   481.3  ...   488.3      481.8      SC
6       SC2604  20250925   485.8  ...     488      482.5      SC
7       SC2605  20250925     485  ...   486.8      480.8      SC
8       SC2606  20250925   483.7  ...   486.3        480      SC
9       SC2607  20250925   487.4  ...   487.3        480      SC
10      SC2608  20250925   486.1  ...   485.8      478.1      SC
11      SC2609  20250925   482.5  ...   482.7      477.8      SC
12      SC2612  20250925          ...   473.5        472      SC
13      SC2703  20250925          ...   478.3      473.1      SC
14      SC2706  20250925          ...     476      469.2      SC
15      SC2709  20250925     477  ...     477        470      SC
16      SC2712  20250925   477.8  ...   477.8      469.1      SC
17      SC2803  20250925     476  ...     476        468      SC
18      SC2806  20250925   473.5  ...   473.2      465.8      SC
19      SC2809  20250925   472.9  ...   472.1      464.2      SC
21      LU2510  20250925          ...    3366       3366      LU
22      LU2511  20250925    3411  ...    3435       3397      LU
23      LU2512  20250925    3409  ...    3430       3385      LU
24      LU2601  20250925    3393  ...    3418       3377      LU
25      LU2602  20250925    3375  ...    3400       3362      LU
26      LU2603  20250925    3380  ...    3398       3358      LU
27      LU2604  20250925    3394  ...    3395       3356      LU
28      LU2605  20250925    3389  ...    3390       3356      LU
29      LU2606  20250925    3386  ...    3393       3347      LU
30      LU2607  20250925    3376  ...    3377       3344      LU
31      LU2608  20250925    3367  ...    3366       3334      LU
32      LU2609  20250925    3331  ...    3346       3320      LU
34      NR2510  20250925   12425  ...   12440      12415      NR
35      NR2511  20250925   12470  ...   12485      12455      NR
36      NR2512  20250925   12520  ...   12500      12465      NR
37      NR2601  20250925   12490  ...   12525      12490      NR
38      NR2602  20250925   12505  ...   12520      12490      NR
39      NR2603  20250925   12500  ...   12530      12510      NR
40      NR2604  20250925   12560  ...   12565      12530      NR
41      NR2605  20250925   12565  ...   12575      12600      NR
42      NR2606  20250925   12600  ...   12600      12495      NR
43      NR2607  20250925          ...   12650      12650      NR
44      NR2608  20250925          ...   12685      12685      NR
45      NR2609  20250925          ...   12510      12510      NR
47      BC2510  20250925   71790  ...   72920      70910      BC
48      BC2511  20250925   72000  ...   73030      71060      BC
49      BC2512  20250925   72500  ...   73180      71110      BC
50      BC2601  20250925   73350  ...   73160      71300      BC
51      BC2602  20250925          ...   73100      71100      BC
52      BC2603  20250925          ...   73000      71210      BC
53      BC2604  20250925          ...   73000      71300      BC
54      BC2605  20250925          ...   72900      71300      BC
55      BC2606  20250925          ...   72900      71400      BC
56      BC2607  20250925          ...   72800      71400      BC
57      BC2608  20250925          ...   73000      71400      BC
58      BC2609  20250925          ...   73000      71550      BC
60      EC2510  20250925    1161  ...  1160.6       1128      EC
61      EC2512  20250925  1740.1  ...  1746.6     1678.9      EC
62      EC2602  20250925    1620  ...  1647.8     1572.8      EC
63      EC2604  20250925  1282.6  ...  1276.4     1257.3      EC
64      EC2606  20250925    1466  ...  1467.5     1436.5      EC
65      EC2608  20250925    1626  ...  1619.8     1591.5      EC
68  SC_TAS2511  20250925          ...                     SC_TAS
69  SC_TAS2512  20250925          ...                     SC_TAS
70  SC_TAS2601  20250925          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 18:26:09,252 - future_1d - INFO - ak.get_ine_daily('2025-09-25') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250925   3916.0  ...   3930.00     3890.00        A
1     a2601  20250925   3898.0  ...   3912.00     3879.00        A
2     a2603  20250925   3900.0  ...   3912.00     3886.00        A
3     a2605  20250925   3929.0  ...   3944.00     3929.00        A
4     a2607  20250925   3931.0  ...   3943.00     3931.00        A
5     a2609  20250925   3941.0  ...   3951.00     3942.00        A
6     b2510  20250925   3591.0  ...   3628.00     3575.00        B
7     b2511  20250925   3618.0  ...   3636.00     3582.00        B
8     b2512  20250925   3632.0  ...   3652.00     3611.00        B
9     b2601  20250925   3645.0  ...   3651.00     3605.00        B
10    b2602  20250925   3640.0  ...   3654.00     3608.00        B
11    b2603  20250925   3605.0  ...   3618.00     3580.00        B
12    b2604  20250925   3519.0  ...   3521.00     3495.00        B
13    b2605  20250925   3437.0  ...   3450.00     3425.00        B
14    b2606  20250925   3419.0  ...   3426.00     3405.00        B
15    b2607  20250925   3452.0  ...   3429.00     3413.00        B
16    b2608  20250925   3517.0  ...   3525.00     3508.00        B
17    b2609  20250925   3539.0  ...   3538.00     3516.00        B
18   bb2511  20250925    141.9  ...    142.00      142.00       BB
19   bb2601  20250925    147.0  ...    146.95      146.80       BB
20   bb2603  20250925      0.0  ...    147.00      147.00       BB
21   bb2605  20250925      0.0  ...    141.70      141.60       BB
22   bb2607  20250925      0.0  ...    146.45      146.35       BB
23   bb2609  20250925      0.0  ...    146.45      146.35       BB
24   bz2603  20250925   5916.0  ...   5930.00     5910.00       BZ
25   bz2604  20250925   5908.0  ...   5914.00     5902.00       BZ
26   bz2605  20250925   5929.0  ...   5939.00     5916.00       BZ
27   bz2606  20250925      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250925      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250925      0.0  ...   5884.00     5884.00       BZ
30    c2511  20250925   2167.0  ...   2166.00     2158.00        C
31    c2601  20250925   2137.0  ...   2136.00     2134.00        C
32    c2603  20250925   2147.0  ...   2144.00     2146.00        C
33    c2605  20250925   2204.0  ...   2199.00     2201.00        C
34    c2607  20250925   2216.0  ...   2211.00     2214.00        C
35    c2609  20250925   2231.0  ...   2227.00     2231.00        C
36   cs2511  20250925   2474.0  ...   2476.00     2458.00       CS
37   cs2601  20250925   2469.0  ...   2466.00     2459.00       CS
38   cs2603  20250925   2465.0  ...   2466.00     2461.00       CS
39   cs2605  20250925   2545.0  ...   2546.00     2540.00       CS
40   cs2607  20250925   2558.0  ...   2551.00     2549.00       CS
41   cs2609  20250925   2593.0  ...   2590.00     2588.00       CS
42   eb2509  20250925      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250925   6915.0  ...   6919.00     6884.00       EB
44   eb2511  20250925   6938.0  ...   6958.00     6923.00       EB
45   eb2512  20250925   6970.0  ...   6974.00     6940.00       EB
46   eb2601  20250925   6994.0  ...   7000.00     6978.00       EB
47   eb2602  20250925   7028.0  ...   7030.00     7013.00       EB
48   eb2603  20250925   7064.0  ...   7069.00     7051.00       EB
49   eb2604  20250925   7090.0  ...   7098.00     7085.00       EB
50   eb2605  20250925   7118.0  ...   7111.00     7107.00       EB
51   eb2606  20250925      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250925   7134.0  ...   7134.00     7071.00       EB
53   eb2608  20250925      0.0  ...   7177.00     7178.00       EB
54   eg2509  20250925      0.0  ...   4175.00     4139.00       EG
55   eg2510  20250925   4293.0  ...   4300.00     4259.00       EG
56   eg2511  20250925   4112.0  ...   4230.00     4219.00       EG
57   eg2512  20250925   4231.0  ...   4236.00     4228.00       EG
58   eg2601  20250925   4255.0  ...   4249.00     4227.00       EG
59   eg2602  20250925   4258.0  ...   4260.00     4240.00       EG
60   eg2603  20250925   4269.0  ...   4270.00     4247.00       EG
61   eg2604  20250925      0.0  ...   4285.00     4279.00       EG
62   eg2605  20250925   4315.0  ...   4309.00     4286.00       EG
63   eg2606  20250925      0.0  ...   4300.00     4290.00       EG
64   eg2607  20250925      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250925      0.0  ...   4346.00     4346.00       EG
66   fb2510  20250925   1261.0  ...   1262.50     1259.50       FB
67   fb2511  20250925   1254.0  ...   1254.50     1254.50       FB
68   fb2512  20250925   1253.5  ...   1253.50     1254.00       FB
69   fb2601  20250925   1254.5  ...   1255.00     1254.50       FB
70   fb2602  20250925   1256.0  ...   1255.00     1255.50       FB
71   fb2603  20250925   1245.0  ...   1245.50     1246.00       FB
72   fb2604  20250925      0.0  ...   1252.00     1252.00       FB
73   fb2605  20250925      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250925      0.0  ...   1292.00     1292.00       FB
75   fb2607  20250925      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250925      0.0  ...   1308.00     1308.00       FB
77   fb2609  20250925      0.0  ...   1296.00     1296.00       FB
78    i2510  20250925    822.0  ...    821.00      820.00        I
79    i2511  20250925    816.0  ...    816.00      816.00        I
80    i2512  20250925    811.5  ...    811.00      811.00        I
81    i2601  20250925    805.5  ...    804.00      803.50        I
82    i2602  20250925    799.5  ...    799.50      799.00        I
83    i2603  20250925    795.0  ...    794.50      793.00        I
84    i2604  20250925    789.5  ...    791.00      789.50        I
85    i2605  20250925    784.0  ...    784.50      781.50        I
86    i2606  20250925    777.5  ...    779.50      777.00        I
87    i2607  20250925    772.5  ...    774.50      771.50        I
88    i2608  20250925    768.0  ...    769.50      767.00        I
89    i2609  20250925    762.0  ...    764.00      762.00        I
90    j2510  20250925   1630.0  ...   1645.00     1628.00        J
91    j2511  20250925   1657.5  ...   1667.00     1655.00        J
92    j2512  20250925   1705.0  ...   1715.50     1690.50        J
93    j2601  20250925   1730.0  ...   1741.00     1725.50        J
94    j2602  20250925      0.0  ...   1757.50     1747.50        J
95    j2603  20250925      0.0  ...   1783.00     1783.00        J
96    j2604  20250925      0.0  ...   1841.50     1841.50        J
97    j2605  20250925   1863.0  ...   1885.50     1869.50        J
98    j2606  20250925   1888.5  ...   1901.00     1869.50        J
99    j2607  20250925   1900.0  ...   1910.50     1898.50        J
100   j2608  20250925      0.0  ...   1919.50     1919.50        J
101   j2609  20250925   1938.0  ...   1956.50     1943.00        J
102  jd2509  20250925      0.0  ...   3220.00     3250.00       JD
103  jd2510  20250925   2936.0  ...   2977.00     2958.00       JD
104  jd2511  20250925   3055.0  ...   3073.00     3057.00       JD
105  jd2512  20250925   3182.0  ...   3203.00     3182.00       JD
106  jd2601  20250925   3355.0  ...   3365.00     3354.00       JD
107  jd2602  20250925   3122.0  ...   3117.00     3122.00       JD
108  jd2603  20250925   3150.0  ...   3145.00     3144.00       JD
109  jd2604  20250925   3274.0  ...   3265.00     3268.00       JD
110  jd2605  20250925   3394.0  ...   3392.00     3391.00       JD
111  jd2606  20250925   3234.0  ...   3234.00     3228.00       JD
112  jd2607  20250925   3474.0  ...   3478.00     3472.00       JD
113  jd2608  20250925   3921.0  ...   3920.00     3918.00       JD
114  jm2510  20250925   1032.5  ...   1026.00     1025.50       JM
115  jm2511  20250925   1075.0  ...   1080.50     1078.50       JM
116  jm2512  20250925   1155.0  ...   1152.50     1149.50       JM
117  jm2601  20250925   1229.5  ...   1229.00     1222.50       JM
118  jm2602  20250925   1247.5  ...   1250.50     1247.50       JM
119  jm2603  20250925   1269.0  ...   1272.00     1268.00       JM
120  jm2604  20250925   1287.0  ...   1294.50     1289.00       JM
121  jm2605  20250925   1312.0  ...   1318.00     1316.00       JM
122  jm2606  20250925   1331.0  ...   1334.00     1332.00       JM
123  jm2607  20250925   1344.0  ...   1346.50     1346.00       JM
124  jm2608  20250925   1365.5  ...   1362.00     1364.50       JM
125  jm2609  20250925   1382.0  ...   1389.00     1386.00       JM
126   l2510  20250925   7113.0  ...   7096.00     7075.00        L
127   l2511  20250925   7146.0  ...   7123.00     7109.00        L
128   l2512  20250925   7155.0  ...   7151.00     7131.00        L
129   l2601  20250925   7169.0  ...   7168.00     7138.00        L
130   l2602  20250925   7156.0  ...   7163.00     7144.00        L
131   l2603  20250925   7172.0  ...   7176.00     7146.00        L
132   l2604  20250925   7209.0  ...   7212.00     7193.00        L
133   l2605  20250925   7185.0  ...   7203.00     7179.00        L
134   l2606  20250925   7201.0  ...   7201.00     7187.00        L
135   l2607  20250925   7220.0  ...   7220.00     7208.00        L
136   l2608  20250925      0.0  ...   7230.00     7230.00        L
137   l2609  20250925   7218.0  ...   7230.00     7228.00        L
138  lg2509  20250925      0.0  ...    772.00      766.00       LG
139  lg2511  20250925    804.0  ...    804.50      804.50       LG
140  lg2601  20250925    819.0  ...    819.50      820.00       LG
141  lg2603  20250925    824.5  ...    825.00      826.00       LG
142  lg2605  20250925    825.0  ...    827.50      827.50       LG
143  lg2607  20250925    827.0  ...    827.50      828.00       LG
144  lh2509  20250925      0.0  ...  13065.00    12600.00       LH
145  lh2511  20250925  12730.0  ...  12700.00    12700.00       LH
146  lh2601  20250925  13360.0  ...  13325.00    13295.00       LH
147  lh2603  20250925  12750.0  ...  12745.00    12700.00       LH
148  lh2605  20250925  13160.0  ...  13145.00    13140.00       LH
149  lh2607  20250925  13870.0  ...  13805.00    13810.00       LH
150   m2511  20250925   2929.0  ...   2934.00     2895.00        M
151   m2512  20250925   2970.0  ...   2973.00     2937.00        M
152   m2601  20250925   2958.0  ...   2961.00     2922.00        M
153   m2603  20250925   2923.0  ...   2929.00     2897.00        M
154   m2605  20250925   2760.0  ...   2759.00     2743.00        M
155   m2607  20250925   2757.0  ...   2749.00     2737.00        M
156   m2608  20250925   2853.0  ...   2864.00     2848.00        M
157   m2609  20250925   2858.0  ...   2870.00     2851.00        M
158   p2510  20250925   8994.0  ...   9072.00     8904.00        P
159   p2511  20250925   9134.0  ...   9162.00     9044.00        P
160   p2512  20250925   9108.0  ...   9186.00     9052.00        P
161   p2601  20250925   9188.0  ...   9214.00     9078.00        P
162   p2602  20250925   9154.0  ...   9184.00     9062.00        P
163   p2603  20250925   9104.0  ...   9142.00     9018.00        P
164   p2604  20250925   9118.0  ...   9092.00     8982.00        P
165   p2605  20250925   8994.0  ...   9030.00     8902.00        P
166   p2606  20250925   8944.0  ...   8928.00     8798.00        P
167   p2607  20250925   8850.0  ...   8834.00     8718.00        P
168   p2608  20250925   8754.0  ...   8750.00     8618.00        P
169   p2609  20250925   8622.0  ...   8646.00     8546.00        P
170  pg2509  20250925      0.0  ...   3793.00     3810.00       PG
171  pg2510  20250925   4337.0  ...   4352.00     4332.00       PG
172  pg2511  20250925   4254.0  ...   4258.00     4254.00       PG
173  pg2512  20250925   4194.0  ...   4196.00     4193.00       PG
174  pg2601  20250925   4135.0  ...   4137.00     4132.00       PG
175  pg2602  20250925   4067.0  ...   4072.00     4065.00       PG
176  pg2603  20250925   3986.0  ...   3992.00     3989.00       PG
177  pg2604  20250925   4347.0  ...   4357.00     4363.00       PG
178  pg2605  20250925   4263.0  ...   4270.00     4265.00       PG
179  pg2606  20250925   4220.0  ...   4220.00     4220.00       PG
180  pg2607  20250925   4141.0  ...   4154.00     4153.00       PG
181  pg2608  20250925   4102.0  ...   4116.00     4096.00       PG
182  pp2510  20250925   6776.0  ...   6784.00     6763.00       PP
183  pp2511  20250925   6838.0  ...   6827.00     6806.00       PP
184  pp2512  20250925   6848.0  ...   6861.00     6843.00       PP
185  pp2601  20250925   6890.0  ...   6893.00     6870.00       PP
186  pp2602  20250925   6872.0  ...   6877.00     6858.00       PP
187  pp2603  20250925   6878.0  ...   6880.00     6859.00       PP
188  pp2604  20250925   6914.0  ...   6918.00     6904.00       PP
189  pp2605  20250925   6923.0  ...   6935.00     6916.00       PP
190  pp2606  20250925   6908.0  ...   6908.00     6895.00       PP
191  pp2607  20250925   6885.0  ...   6883.00     6871.00       PP
192  pp2608  20250925   6881.0  ...   6884.00     6881.00       PP
193  pp2609  20250925   6902.0  ...   6911.00     6903.00       PP
194  rr2510  20250925   3617.0  ...   3618.00     3622.00       RR
195  rr2511  20250925   3615.0  ...   3612.00     3614.00       RR
196  rr2512  20250925   3615.0  ...   3614.00     3615.00       RR
197  rr2601  20250925   3622.0  ...   3622.00     3621.00       RR
198  rr2602  20250925   3605.0  ...   3605.00     3602.00       RR
199  rr2603  20250925      0.0  ...   3612.00     3612.00       RR
200  rr2604  20250925   3616.0  ...   3616.00     3616.00       RR
201  rr2605  20250925      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250925      0.0  ...   3600.00     3600.00       RR
203  rr2607  20250925      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250925      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250925      0.0  ...   3614.00     3614.00       RR
206   v2510  20250925   4805.0  ...   4808.00     4787.00        V
207   v2511  20250925   4836.0  ...   4838.00     4823.00        V
208   v2512  20250925   4873.0  ...   4877.00     4871.00        V
209   v2601  20250925   4920.0  ...   4925.00     4906.00        V
210   v2602  20250925   4945.0  ...   4964.00     4960.00        V
211   v2603  20250925   4982.0  ...   4996.00     4994.00        V
212   v2604  20250925   5194.0  ...   5191.00     5162.00        V
213   v2605  20250925   5230.0  ...   5226.00     5208.00        V
214   v2606  20250925   5261.0  ...   5262.00     5232.00        V
215   v2607  20250925   5281.0  ...   5294.00     5262.00        V
216   v2608  20250925   5312.0  ...   5331.00     5293.00        V
217   v2609  20250925   5344.0  ...   5355.00     5328.00        V
218   y2511  20250925   8144.0  ...   8188.00     8100.00        Y
219   y2512  20250925   8200.0  ...   8238.00     8154.00        Y
220   y2601  20250925   8166.0  ...   8180.00     8096.00        Y
221   y2603  20250925   8076.0  ...   8112.00     8050.00        Y
222   y2605  20250925   7894.0  ...   7924.00     7852.00        Y
223   y2607  20250925   7848.0  ...   7878.00     7816.00        Y
224   y2608  20250925   7852.0  ...   7880.00     7816.00        Y
225   y2609  20250925   7804.0  ...   7852.00     7782.00        Y

[226 rows x 12 columns]
2025-09-29 18:26:09,749 - future_1d - INFO - ak.get_dce_daily('2025-09-25') done
2025-09-29 18:26:11,511 - future_1d - INFO - save future_daily 2025-09-25 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250926  ...   82500      82080      CU
1        1      CU2511  20250926  ...   82540      82160      CU
2        2      CU2512  20250926  ...   82540      82110      CU
3        3      CU2601  20250926  ...   82530      82090      CU
4        4      CU2602  20250926  ...   82490      81970      CU
5        5      CU2603  20250926  ...   82420      82050      CU
6        6      CU2604  20250926  ...   82450      81900      CU
7        7      CU2605  20250926  ...   82500      82230      CU
8        8      CU2606  20250926  ...   82380      81760      CU
9        9      CU2607  20250926  ...   82200      81710      CU
10      10      CU2608  20250926  ...   82220      81680      CU
11      11      CU2609  20250926  ...   82110      81920      CU
12      12      BC2510  20250926  ...   73250      72920      BC
13      13      BC2511  20250926  ...   73420      73030      BC
14      14      BC2512  20250926  ...   73550      73180      BC
15      15      BC2601  20250926  ...   73160      73160      BC
16      16      BC2602  20250926  ...   73820      73100      BC
17      17      BC2603  20250926  ...   73000      73000      BC
18      18      BC2604  20250926  ...   73000      73000      BC
19      19      BC2605  20250926  ...   72900      72900      BC
20      20      BC2606  20250926  ...   72960      72900      BC
21      21      BC2607  20250926  ...   72840      72800      BC
22      22      BC2608  20250926  ...   73000      73000      BC
23      23      BC2609  20250926  ...   73000      73000      BC
24      24      AL2510  20250926  ...   20765      20765      AL
25      25      AL2511  20250926  ...   20775      20780      AL
26      26      AL2512  20250926  ...   20780      20780      AL
27      27      AL2601  20250926  ...   20780      20780      AL
28      28      AL2602  20250926  ...   20785      20785      AL
29      29      AL2603  20250926  ...   20810      20815      AL
30      30      AL2604  20250926  ...   20840      20830      AL
31      31      AL2605  20250926  ...   20845      20845      AL
32      32      AL2606  20250926  ...   20840      20850      AL
33      33      AL2607  20250926  ...   20860      20850      AL
34      34      AL2608  20250926  ...   20840      20860      AL
35      35      AL2609  20250926  ...   20860      20860      AL
36      36      ZN2510  20250926  ...   22010      21960      ZN
37      37      ZN2511  20250926  ...   22035      21965      ZN
38      38      ZN2512  20250926  ...   22040      21980      ZN
39      39      ZN2601  20250926  ...   22055      21995      ZN
40      40      ZN2602  20250926  ...   22085      22030      ZN
41      41      ZN2603  20250926  ...   22115      22040      ZN
42      42      ZN2604  20250926  ...   22145      22090      ZN
43      43      ZN2605  20250926  ...   22170      22160      ZN
44      44      ZN2606  20250926  ...   22215      22185      ZN
45      45      ZN2607  20250926  ...   22220      22095      ZN
46      46      ZN2608  20250926  ...   22270      22185      ZN
47      47      ZN2609  20250926  ...   22255      22195      ZN
48      48      PB2510  20250926  ...   17055      17070      PB
49      49      PB2511  20250926  ...   17090      17110      PB
50      50      PB2512  20250926  ...   17110      17125      PB
51      51      PB2601  20250926  ...   17125      17135      PB
52      52      PB2602  20250926  ...   17135      17090      PB
53      53      PB2603  20250926  ...   17145      17175      PB
54      54      PB2604  20250926  ...   17150      17215      PB
55      55      PB2605  20250926  ...   17150      17170      PB
56      56      PB2606  20250926  ...   17220      17190      PB
57      57      PB2607  20250926  ...   17175      17175      PB
58      58      PB2608  20250926  ...   17210      17210      PB
59      59      PB2609  20250926  ...   17230      17230      PB
60      60      NI2510  20250926  ...  121620     122390      NI
61      61      NI2511  20250926  ...  121840     122730      NI
62      62      NI2512  20250926  ...  121970     122960      NI
63      63      NI2601  20250926  ...  122210     123080      NI
64      64      NI2602  20250926  ...  122270     123580      NI
65      65      NI2603  20250926  ...  122550     123430      NI
66      66      NI2604  20250926  ...  122830     123660      NI
67      67      NI2605  20250926  ...  123060     123980      NI
68      68      NI2606  20250926  ...  123250     123830      NI
69      69      NI2607  20250926  ...  123370     124190      NI
70      70      NI2608  20250926  ...  123860     125100      NI
71      71      NI2609  20250926  ...  124150     125630      NI
72      72      SN2510  20250926  ...  273130     273150      SN
73      73      SN2511  20250926  ...  273550     273490      SN
74      74      SN2512  20250926  ...  273960     273700      SN
75      75      SN2601  20250926  ...  273970     273840      SN
76      76      SN2602  20250926  ...  274200     273860      SN
77      77      SN2603  20250926  ...  274160     274180      SN
78      78      SN2604  20250926  ...  274280     274410      SN
79      79      SN2605  20250926  ...  274930     274840      SN
80      80      SN2606  20250926  ...  274760     274920      SN
81      81      SN2607  20250926  ...  274780     274910      SN
82      82      SN2608  20250926  ...  275430     275220      SN
83      83      SN2609  20250926  ...  275640     276240      SN
84      84      AO2510  20250926  ...    2871       2875      AO
85      85      AO2511  20250926  ...    2904       2897      AO
86      86      AO2512  20250926  ...    2902       2912      AO
87      87      AO2601  20250926  ...    2916       2927      AO
88      88      AO2602  20250926  ...    2928       2936      AO
89      89      AO2603  20250926  ...    2991       3003      AO
90      90      AO2604  20250926  ...    3001       3007      AO
91      91      AO2605  20250926  ...    3007       3016      AO
92      92      AO2606  20250926  ...    3015       3023      AO
93      93      AO2607  20250926  ...    3021       3032      AO
94      94      AO2608  20250926  ...    3031       3036      AO
95      95      AO2609  20250926  ...    3048       3045      AO
96      96      AD2511  20250926  ...   20315      20360      AD
97      97      AD2512  20250926  ...   20370      20405      AD
98      98      AD2601  20250926  ...   20385      20410      AD
99      99      AD2602  20250926  ...   20410      20440      AD
100    100      AD2603  20250926  ...   20300      20300      AD
101    101      AD2604  20250926  ...   20320      20320      AD
102    102      AD2605  20250926  ...   20320      20320      AD
103    103      AD2606  20250926  ...   20385      20385      AD
104    104      AD2607  20250926  ...   20510      20510      AD
105    105      AD2608  20250926  ...   20515      20515      AD
106    106      AD2609  20250926  ...   20335      20335      AD
107    107      AU2510  20250926  ...   851.5     853.14      AU
108    108      AU2511  20250926  ...  853.38     854.06      AU
109    109      AU2512  20250926  ...     855     855.96      AU
110    110      AU2602  20250926  ...  857.82      858.8      AU
111    111      AU2604  20250926  ...  859.92     860.04      AU
112    112      AU2606  20250926  ...  862.34     863.34      AU
113    113      AU2608  20250926  ...   865.8     865.28      AU
114    114      AU2610  20250926  ...  868.42     869.38      AU
115    115      AG2510  20250926  ...   10483      10358      AG
116    116      AG2511  20250926  ...   10509      10374      AG
117    117      AG2512  20250926  ...   10526      10396      AG
118    118      AG2601  20250926  ...   10528      10407      AG
119    119      AG2602  20250926  ...   10542      10420      AG
120    120      AG2603  20250926  ...   10527      10441      AG
121    121      AG2604  20250926  ...   10545      10454      AG
122    122      AG2605  20250926  ...   10553      10463      AG
123    123      AG2606  20250926  ...   10553      10478      AG
124    124      AG2607  20250926  ...   10548      10491      AG
125    125      AG2608  20250926  ...   10572      10504      AG
126    126      AG2609  20250926  ...   10613      10512      AG
127    127      RB2510  20250926  ...    3050       3072      RB
128    128      RB2511  20250926  ...    3083       3087      RB
129    129      RB2512  20250926  ...    3121       3144      RB
130    130      RB2601  20250926  ...    3139       3164      RB
131    131      RB2602  20250926  ...    3139       3165      RB
132    132      RB2603  20250926  ...    3157       3183      RB
133    133      RB2604  20250926  ...    3177       3204      RB
134    134      RB2605  20250926  ...    3197       3223      RB
135    135      RB2606  20250926  ...    3210       3238      RB
136    136      RB2607  20250926  ...    3217       3247      RB
137    137      RB2608  20250926  ...    3220       3248      RB
138    138      RB2609  20250926  ...    3232       3255      RB
139    139      WR2510  20250926  ...    3219       3233      WR
140    140      WR2511  20250926  ...    3329       3330      WR
141    141      WR2512  20250926  ...    3324       3324      WR
142    142      WR2601  20250926  ...    3342       3339      WR
143    143      WR2602  20250926  ...    3400       3353      WR
144    144      WR2603  20250926  ...    3351       3399      WR
145    145      WR2604  20250926  ...    3370       3389      WR
146    146      WR2605  20250926  ...    3386       3413      WR
147    147      WR2606  20250926  ...    3383       3372      WR
148    148      WR2607  20250926  ...    3390       3390      WR
149    149      WR2608  20250926  ...    3385       3371      WR
150    150      WR2609  20250926  ...    3458       3418      WR
151    151      HC2510  20250926  ...    3404       3415      HC
152    152      HC2511  20250926  ...    3385       3391      HC
153    153      HC2512  20250926  ...    3358       3378      HC
154    154      HC2601  20250926  ...    3330       3354      HC
155    155      HC2602  20250926  ...    3330       3353      HC
156    156      HC2603  20250926  ...    3333       3357      HC
157    157      HC2604  20250926  ...    3337       3358      HC
158    158      HC2605  20250926  ...    3337       3364      HC
159    159      HC2606  20250926  ...    3346       3360      HC
160    160      HC2607  20250926  ...    3355       3376      HC
161    161      HC2608  20250926  ...    3359       3371      HC
162    162      HC2609  20250926  ...    3364       3383      HC
163    163      SS2510  20250926  ...   12735      12800      SS
164    164      SS2511  20250926  ...   12850      12915      SS
165    165      SS2512  20250926  ...   12890      12960      SS
166    166      SS2601  20250926  ...   12950      13020      SS
167    167      SS2602  20250926  ...   12985      13070      SS
168    168      SS2603  20250926  ...   13100      13175      SS
169    169      SS2604  20250926  ...   13160      13215      SS
170    170      SS2605  20250926  ...   13240      13295      SS
171    171      SS2606  20250926  ...   13305      13340      SS
172    172      SS2607  20250926  ...   13350      13410      SS
173    173      SS2608  20250926  ...   13400      13465      SS
174    174      SS2609  20250926  ...   13465      13535      SS
175    175      SC2510  20250926  ...   487.5      489.3      SC
176    176      SC2511  20250926  ...   489.1      488.9      SC
177    177      SC2512  20250926  ...   490.8      489.8      SC
178    178      SC2601  20250926  ...   490.7      489.8      SC
179    179      SC2602  20250926  ...   489.9      488.9      SC
180    180      SC2603  20250926  ...     490      488.3      SC
181    181      SC2604  20250926  ...   490.3        488      SC
182    182      SC2605  20250926  ...   491.2      486.8      SC
183    183      SC2606  20250926  ...   488.9      486.3      SC
184    184      SC2607  20250926  ...   484.9      487.3      SC
185    185      SC2608  20250926  ...   486.6      485.8      SC
186    186      SC2609  20250926  ...   483.8      482.7      SC
187    187      SC2612  20250926  ...   479.5      473.5      SC
188    188      SC2703  20250926  ...   473.1      478.3      SC
189    189      SC2706  20250926  ...     477        476      SC
190    190      SC2709  20250926  ...     477        477      SC
191    191      SC2712  20250926  ...   475.9      477.8      SC
192    192      SC2803  20250926  ...     475        476      SC
193    193      SC2806  20250926  ...   473.8      473.2      SC
194    194      SC2809  20250926  ...   472.1      472.1      SC
195    195      LU2510  20250926  ...    3450       3366      LU
196    196      LU2511  20250926  ...    3470       3435      LU
197    197      LU2512  20250926  ...    3471       3430      LU
198    198      LU2601  20250926  ...    3459       3418      LU
199    199      LU2602  20250926  ...    3440       3400      LU
200    200      LU2603  20250926  ...    3425       3398      LU
201    201      LU2604  20250926  ...    3407       3395      LU
202    202      LU2605  20250926  ...    3437       3390      LU
203    203      LU2606  20250926  ...    3427       3393      LU
204    204      LU2607  20250926  ...    3418       3377      LU
205    205      LU2608  20250926  ...    3392       3366      LU
206    206      LU2609  20250926  ...    3379       3346      LU
207    207      FU2510  20250926  ...    2991       2933      FU
208    208      FU2511  20250926  ...    3002       2948      FU
209    209      FU2512  20250926  ...    2942       2905      FU
210    210      FU2601  20250926  ...    2914       2883      FU
211    211      FU2602  20250926  ...    2893       2865      FU
212    212      FU2603  20250926  ...    2880       2853      FU
213    213      FU2604  20250926  ...    2857       2840      FU
214    214      FU2605  20250926  ...    2843       2827      FU
215    215      FU2606  20250926  ...    2833       2811      FU
216    216      FU2607  20250926  ...    2797       2784      FU
217    217      FU2608  20250926  ...    2769       2758      FU
218    218      FU2609  20250926  ...    2748       2737      FU
219    219      BU2510  20250926  ...    3472       3444      BU
220    220      BU2511  20250926  ...    3451       3426      BU
221    221      BU2512  20250926  ...    3408       3373      BU
222    222      BU2601  20250926  ...    3387       3341      BU
223    223      BU2602  20250926  ...    3389       3348      BU
224    224      BU2603  20250926  ...    3407       3361      BU
225    225      BU2604  20250926  ...    3373       3337      BU
226    226      BU2605  20250926  ...    3416       3365      BU
227    227      BU2606  20250926  ...    3404       3362      BU
228    228      BU2607  20250926  ...    3407       3365      BU
229    229      BU2608  20250926  ...    3384       3344      BU
230    230      BU2609  20250926  ...    3386       3352      BU
231    231      BU2612  20250926  ...    3340       3319      BU
232    232      BU2703  20250926  ...    3329       3329      BU
233    233      BU2706  20250926  ...    3347       3327      BU
234    234      BU2709  20250926  ...    3354       3333      BU
235    235      BR2510  20250926  ...   11385      11560      BR
236    236      BR2511  20250926  ...   11360      11555      BR
237    237      BR2512  20250926  ...   11365      11555      BR
238    238      BR2601  20250926  ...   11340      11545      BR
239    239      BR2602  20250926  ...   11330      11555      BR
240    240      BR2603  20250926  ...   11355      11595      BR
241    241      BR2604  20250926  ...   11385      11640      BR
242    242      BR2605  20250926  ...   11430      11615      BR
243    243      BR2606  20250926  ...   11440      11620      BR
244    244      BR2607  20250926  ...   11635      11745      BR
245    245      BR2608  20250926  ...   11610      11745      BR
246    246      BR2609  20250926  ...   11675      11750      BR
247    247      RU2510  20250926  ...   14530      14680      RU
248    248      RU2511  20250926  ...   14555      14705      RU
249    249      RU2601  20250926  ...   15425      15630      RU
250    250      RU2603  20250926  ...   15425      15625      RU
251    251      RU2604  20250926  ...   15425      15625      RU
252    252      RU2605  20250926  ...   15395      15575      RU
253    253      RU2606  20250926  ...   15400      15635      RU
254    254      RU2607  20250926  ...   15395      15580      RU
255    255      RU2608  20250926  ...   15405      15625      RU
256    256      RU2609  20250926  ...   15370      15550      RU
257    257      NR2510  20250926  ...   12320      12440      NR
258    258      NR2511  20250926  ...   12350      12485      NR
259    259      NR2512  20250926  ...   12375      12500      NR
260    260      NR2601  20250926  ...   12395      12525      NR
261    261      NR2602  20250926  ...   12380      12520      NR
262    262      NR2603  20250926  ...   12455      12530      NR
263    263      NR2604  20250926  ...   12390      12565      NR
264    264      NR2605  20250926  ...   12460      12575      NR
265    265      NR2606  20250926  ...   12465      12600      NR
266    266      NR2607  20250926  ...   12650      12650      NR
267    267      NR2608  20250926  ...   12685      12685      NR
268    268      NR2609  20250926  ...   12510      12510      NR
269    269      SP2510  20250926  ...    5000       5018      SP
270    270      SP2511  20250926  ...    5034       5050      SP
271    271      SP2512  20250926  ...    5050       5068      SP
272    272      SP2601  20250926  ...    5290       5304      SP
273    273      SP2602  20250926  ...    5282       5292      SP
274    274      SP2603  20250926  ...    5302       5310      SP
275    275      SP2604  20250926  ...    5312       5318      SP
276    276      SP2605  20250926  ...    5308       5318      SP
277    277      SP2606  20250926  ...    5296       5324      SP
278    278      SP2607  20250926  ...    5300       5320      SP
279    279      SP2608  20250926  ...    5316       5326      SP
280    280      SP2609  20250926  ...    5318       5328      SP
281    281      OP2601  20250926  ...    4232       4238      OP
282    282      OP2602  20250926  ...    4228       4228      OP
283    283      OP2603  20250926  ...    4260       4266      OP
284    284      OP2604  20250926  ...    4274       4262      OP
285    285      OP2605  20250926  ...    4266       4266      OP
286    286      OP2606  20250926  ...    4236       4236      OP
287    287      OP2607  20250926  ...    4238       4238      OP
288    288      OP2608  20250926  ...    4240       4240      OP
289    289      OP2609  20250926  ...    4334       4336      OP
290    290      EC2510  20250926  ...  1150.8     1160.6      EC
291    291      EC2512  20250926  ...  1780.6     1746.6      EC
292    292      EC2602  20250926  ...  1691.9     1647.8      EC
293    293      EC2604  20250926  ...  1279.1     1276.4      EC
294    294      EC2606  20250926  ...  1482.6     1467.5      EC
295    295      EC2608  20250926  ...    1631     1619.8      EC
296    297  SC_TAS2511  20250926  ...                     SC_TAS
297    298  SC_TAS2512  20250926  ...                     SC_TAS
298    299  SC_TAS2601  20250926  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:26:21,194 - future_1d - INFO - ak.get_shfe_daily('2025-09-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250926  51070.0  ...  51505.0     51595.0       PS
1   PS2511  20250926  51100.0  ...  51420.0     51360.0       PS
2   PS2512  20250926  53360.0  ...  53780.0     53675.0       PS
3   PS2601  20250926  53010.0  ...  53310.0     53200.0       PS
4   PS2602  20250926  52790.0  ...  53110.0     53205.0       PS
5   PS2603  20250926  52780.0  ...  53220.0     53035.0       PS
6   PS2604  20250926  52690.0  ...  53190.0     53005.0       PS
7   PS2605  20250926  52655.0  ...  53080.0     52930.0       PS
8   PS2606  20250926  54680.0  ...  54975.0     54935.0       PS
9   PS2607  20250926  54820.0  ...  54945.0     54870.0       PS
10  PS2608  20250926  54390.0  ...  54565.0     54605.0       PS
11  PS2609  20250926  54000.0  ...  54550.0     54620.0       PS
13  SI2510  20250926   8965.0  ...   8975.0      9020.0       SI
14  SI2511  20250926   9005.0  ...   9000.0      9030.0       SI
15  SI2512  20250926   9280.0  ...   9395.0      9425.0       SI
16  SI2601  20250926   9365.0  ...   9360.0      9390.0       SI
17  SI2602  20250926   9375.0  ...   9360.0      9390.0       SI
18  SI2603  20250926   9380.0  ...   9395.0      9420.0       SI
19  SI2604  20250926   9355.0  ...   9205.0      9405.0       SI
20  SI2605  20250926   9405.0  ...   9390.0      9420.0       SI
21  SI2606  20250926   9405.0  ...   9400.0      9445.0       SI
22  SI2607  20250926   9340.0  ...   9390.0      9465.0       SI
23  SI2608  20250926      0.0  ...   9415.0      9425.0       SI
24  SI2609  20250926   9335.0  ...   9410.0      9425.0       SI
27  LC2510  20250926  74200.0  ...  72920.0     73100.0       LC
28  LC2511  20250926  73800.0  ...  73240.0     73580.0       LC
29  LC2512  20250926  73840.0  ...  73340.0     73660.0       LC
30  LC2601  20250926  73800.0  ...  73180.0     73620.0       LC
31  LC2602  20250926  73360.0  ...  72840.0     73360.0       LC
32  LC2603  20250926  73340.0  ...  72940.0     73480.0       LC
33  LC2604  20250926  73760.0  ...  73320.0     73760.0       LC
34  LC2605  20250926  73680.0  ...  73340.0     73740.0       LC
35  LC2606  20250926  73740.0  ...  73160.0     73460.0       LC
36  LC2607  20250926  73400.0  ...  73060.0     73360.0       LC
37  LC2608  20250926  73600.0  ...  73020.0     73480.0       LC
38  LC2609  20250926  73780.0  ...  72980.0     73540.0       LC

[36 rows x 12 columns]
2025-09-29 18:26:21,386 - future_1d - INFO - ak.get_gfex_daily('2025-09-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250926  7275.200  ...  7219.600    7311.000       IC
1   IC2511  20250926  7192.000  ...  7151.800    7240.200       IC
2   IC2512  20250926  7147.000  ...  7097.600    7185.400       IC
3   IC2603  20250926  6951.200  ...  6922.000    7007.000       IC
4   IF2510  20250926  4575.800  ...  4555.800    4596.600       IF
5   IF2511  20250926  4558.600  ...  4541.800    4581.600       IF
6   IF2512  20250926  4550.000  ...  4535.200    4572.400       IF
7   IF2603  20250926  4520.200  ...  4509.800    4539.600       IF
8   IH2510  20250926  2943.000  ...  2950.200    2958.000       IH
9   IH2511  20250926  2944.000  ...  2948.000    2956.400       IH
10  IH2512  20250926  2946.000  ...  2949.800    2958.400       IH
11  IH2603  20250926  2942.000  ...  2947.400    2955.800       IH
12  IM2510  20250926  7419.600  ...  7360.800    7456.400       IM
13  IM2511  20250926  7335.400  ...  7272.800    7369.200       IM
14  IM2512  20250926  7260.000  ...  7193.400    7290.800       IM
15  IM2603  20250926  7040.000  ...  6974.400    7076.400       IM
16   T2512  20250926   107.655  ...   107.670     107.540        T
17   T2603  20250926   107.270  ...   107.325     107.175        T
18   T2606  20250926   107.150  ...   107.235     107.115        T
19  TF2512  20250926   105.535  ...   105.530     105.475       TF
20  TF2603  20250926   105.390  ...   105.410     105.335       TF
21  TF2606  20250926   105.390  ...   105.400     105.335       TF
22  TL2512  20250926   114.230  ...   114.260     113.960       TL
23  TL2603  20250926   113.910  ...   113.920     113.620       TL
24  TL2606  20250926   113.960  ...   113.910     113.540       TL
25  TS2512  20250926   102.314  ...   102.344     102.300       TS
26  TS2603  20250926   102.258  ...   102.258     102.220       TS
27  TS2606  20250926   102.258  ...   102.262     102.226       TS

[28 rows x 12 columns]
2025-09-29 18:26:21,989 - future_1d - INFO - ak.get_cffex_daily('2025-09-26') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250926   8650.0   8705.0  ...    32830.24   8628.0      8585.0       AP
1    AP511  20250926   8482.0   8551.0  ...    64283.35   8440.0      8440.0       AP
2    AP512  20250926   8408.0   8453.0  ...     4236.59   8373.0      8367.0       AP
3    AP601  20250926   8445.0   8486.0  ...   920217.60   8384.0      8385.0       AP
4    AP603  20250926   8284.0   8335.0  ...     1245.90   8251.0      8244.0       AP
5    AP604  20250926   8293.0   8304.0  ...      322.09   8259.0      8231.0       AP
6    AP605  20250926   8322.0   8342.0  ...    10576.05   8269.0      8264.0       AP
7    CF511  20250926  13550.0  13560.0  ...   244914.87  13500.0     13560.0       CF
8    CF601  20250926  13520.0  13530.0  ...  1320704.33  13460.0     13515.0       CF
9    CF603  20250926  13495.0  13500.0  ...     2295.40  13425.0     13485.0       CF
10   CF605  20250926  13520.0  13530.0  ...   136252.22  13460.0     13510.0       CF
11   CF607  20250926  13530.0  13530.0  ...     1684.50  13475.0     13535.0       CF
12   CF609  20250926  13660.0  13675.0  ...      886.12  13635.0     13695.0       CF
13   CJ512  20250926  10950.0  11240.0  ...     6835.98  11115.0     10905.0       CJ
14   CJ601  20250926  10965.0  11295.0  ...  1387747.55  11175.0     10960.0       CJ
15   CJ603  20250926  10940.0  11265.0  ...    13373.90  11155.0     10925.0       CJ
16   CJ605  20250926  10980.0  11345.0  ...   209953.85  11205.0     10990.0       CJ
17   CJ607  20250926  11085.0  11430.0  ...     3567.35  11325.0     11075.0       CJ
18   CJ609  20250926  11205.0  11500.0  ...     1895.03  11415.0     11210.0       CJ
19   CY510  20250926      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250926  19800.0  19800.0  ...   117911.29  19745.0     19780.0       CY
21   CY512  20250926      0.0      0.0  ...        0.00  19515.0     19515.0       CY
22   CY601  20250926  19710.0  19710.0  ...     4813.33  19645.0     19690.0       CY
23   CY602  20250926      0.0      0.0  ...        0.00  19600.0     19745.0       CY
24   CY603  20250926      0.0      0.0  ...        0.00  19830.0     19830.0       CY
25   CY604  20250926      0.0      0.0  ...        0.00  19545.0     19730.0       CY
26   CY605  20250926      0.0      0.0  ...        0.00  19695.0     19735.0       CY
27   CY606  20250926      0.0      0.0  ...        0.00  19555.0     19735.0       CY
28   CY607  20250926      0.0      0.0  ...        0.00  19965.0     20005.0       CY
29   CY608  20250926  19735.0  19735.0  ...        9.87  19735.0     19930.0       CY
30   CY609  20250926      0.0      0.0  ...        0.00  19965.0     20035.0       CY
31   FG510  20250926   1148.0   1149.0  ...     6227.20   1135.0      1135.0       FG
32   FG511  20250926   1152.0   1154.0  ...   248392.91   1140.0      1145.0       FG
33   FG512  20250926   1267.0   1272.0  ...    82814.46   1259.0      1265.0       FG
34   FG601  20250926   1269.0   1269.0  ...  5956727.16   1257.0      1260.0       FG
35   FG602  20250926   1319.0   1320.0  ...    66962.99   1310.0      1308.0       FG
36   FG603  20250926   1318.0   1321.0  ...     4278.31   1314.0      1314.0       FG
37   FG604  20250926   1380.0   1388.0  ...     3062.79   1381.0      1380.0       FG
38   FG605  20250926   1381.0   1386.0  ...   198434.70   1376.0      1373.0       FG
39   FG606  20250926   1410.0   1413.0  ...     2506.00   1403.0      1402.0       FG
40   FG607  20250926   1403.0   1409.0  ...     2477.59   1398.0      1398.0       FG
41   FG608  20250926   1443.0   1445.0  ...     1872.73   1438.0      1435.0       FG
42   FG609  20250926   1450.0   1455.0  ...     7399.11   1440.0      1440.0       FG
43   JR511  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250926      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250926      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250926   2263.0   2272.0  ...     8466.11   2258.0      2263.0       MA
52   MA511  20250926   2303.0   2315.0  ...   170232.83   2297.0      2298.0       MA
53   MA512  20250926   2334.0   2350.0  ...   115920.38   2330.0      2333.0       MA
54   MA601  20250926   2355.0   2372.0  ...  1308287.12   2352.0      2357.0       MA
55   MA602  20250926   2383.0   2399.0  ...    55043.79   2373.0      2380.0       MA
56   MA603  20250926   2395.0   2412.0  ...     6294.81   2394.0      2397.0       MA
57   MA604  20250926      0.0      0.0  ...        0.00   2394.0      2394.0       MA
58   MA605  20250926   2384.0   2403.0  ...    60556.23   2385.0      2383.0       MA
59   MA606  20250926      0.0      0.0  ...        0.00   2392.0      2392.0       MA
60   MA607  20250926   2358.0   2380.0  ...       42.62   2368.0      2369.0       MA
61   MA608  20250926   2364.0   2382.0  ...        4.75   2373.0      2370.0       MA
62   MA609  20250926   2343.0   2363.0  ...      803.91   2344.0      2345.0       MA
63   OI511  20250926  10334.0  10369.0  ...   576141.43  10320.0     10195.0       OI
64   OI601  20250926  10143.0  10196.0  ...  3072674.19  10146.0     10033.0       OI
65   OI603  20250926   9912.0   9952.0  ...    16712.23   9912.0      9792.0       OI
66   OI605  20250926   9654.0   9681.0  ...   194734.19   9632.0      9551.0       OI
67   OI607  20250926   9620.0   9620.0  ...     1005.92   9580.0      9549.0       OI
68   OI609  20250926   9569.0   9569.0  ...     1087.28   9538.0      9524.0       OI
69   PF510  20250926   6374.0   6374.0  ...     2019.09   6350.0      6358.0       PF
70   PF511  20250926   6364.0   6366.0  ...   644390.00   6344.0      6328.0       PF
71   PF512  20250926   6326.0   6328.0  ...   391647.53   6310.0      6288.0       PF
72   PF601  20250926   6374.0   6374.0  ...    27749.27   6356.0      6346.0       PF
73   PF602  20250926   6370.0   6378.0  ...   107234.64   6354.0      6334.0       PF
74   PF603  20250926   6368.0   6382.0  ...      133.77   6370.0      6350.0       PF
75   PF604  20250926   6418.0   6426.0  ...       22.45   6414.0      6408.0       PF
76   PF605  20250926   6440.0   6450.0  ...       22.54   6440.0      6434.0       PF
77   PF606  20250926   6416.0   6448.0  ...       16.09   6436.0      6414.0       PF
78   PF607  20250926   6440.0   6462.0  ...        9.68   6454.0      6484.0       PF
79   PF608  20250926      0.0      0.0  ...        0.00   6472.0      6496.0       PF
80   PF609  20250926   6504.0   6504.0  ...        3.25   6504.0      6508.0       PF
81   PK510  20250926   7788.0   7808.0  ...     9985.63   7784.0      7770.0       PK
82   PK511  20250926   7784.0   7810.0  ...   258564.65   7784.0      7766.0       PK
83   PK512  20250926   7758.0   7788.0  ...    81961.25   7770.0      7762.0       PK
84   PK601  20250926   7776.0   7786.0  ...    51830.08   7768.0      7776.0       PK
85   PK603  20250926   7798.0   7810.0  ...       62.43   7804.0      7812.0       PK
86   PK604  20250926   7816.0   7836.0  ...       66.47   7820.0      7836.0       PK
87   PK605  20250926   7834.0   7836.0  ...     3842.69   7826.0      7834.0       PK
88   PL601  20250926   6366.0   6401.0  ...    32275.72   6376.0      6372.0       PL
89   PL602  20250926   6385.0   6416.0  ...      563.10   6399.0      6402.0       PL
90   PL603  20250926      0.0      0.0  ...        0.00   6402.0      6402.0       PL
91   PL604  20250926      0.0      0.0  ...        0.00   6407.0      6407.0       PL
92   PL605  20250926      0.0      0.0  ...        0.00   6350.0      6350.0       PL
93   PL606  20250926      0.0      0.0  ...        0.00   6428.0      6419.0       PL
94   PL607  20250926   6326.0   6472.0  ...       25.60   6399.0      6410.0       PL
95   PL608  20250926      0.0      0.0  ...        0.00   6499.0      6499.0       PL
96   PL609  20250926      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250926      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250926   5858.0   5858.0  ...       70.17   5848.0      5856.0       PR
104  PR511  20250926   5844.0   5844.0  ...   495894.24   5818.0      5816.0       PR
105  PR512  20250926   5834.0   5844.0  ...   487434.61   5818.0      5814.0       PR
106  PR601  20250926   5828.0   5836.0  ...   163974.75   5808.0      5812.0       PR
107  PR602  20250926   5850.0   5856.0  ...     1612.96   5844.0      5848.0       PR
108  PR603  20250926   5850.0   5850.0  ...       96.21   5832.0      5840.0       PR
109  PR604  20250926   5850.0   5860.0  ...       26.34   5854.0      5868.0       PR
110  PR605  20250926   5858.0   5870.0  ...       17.59   5864.0      5882.0       PR
111  PR606  20250926      0.0      0.0  ...        0.00   5902.0      5918.0       PR
112  PR607  20250926      0.0      0.0  ...        0.00   5902.0      5902.0       PR
113  PR608  20250926      0.0      0.0  ...        0.00   5914.0      5940.0       PR
114  PR609  20250926      0.0      0.0  ...        0.00   5918.0      5924.0       PR
115  PX510  20250926   6672.0   6686.0  ...     2010.23   6668.0      6470.0       PX
116  PX511  20250926   6672.0   6704.0  ...   765735.73   6664.0      6640.0       PX
117  PX512  20250926   6658.0   6684.0  ...   234986.91   6648.0      6638.0       PX
118  PX601  20250926   6662.0   6676.0  ...   146711.28   6646.0      6636.0       PX
119  PX602  20250926   6678.0   6688.0  ...     9167.51   6660.0      6654.0       PX
120  PX603  20250926   6654.0   6654.0  ...      125.97   6630.0      6630.0       PX
121  PX604  20250926   6658.0   6658.0  ...        3.33   6658.0      6690.0       PX
122  PX605  20250926   6680.0   6714.0  ...     1079.85   6686.0      6672.0       PX
123  PX606  20250926   6684.0   6684.0  ...        6.68   6682.0      6692.0       PX
124  PX607  20250926   6670.0   6670.0  ...        6.67   6670.0      6700.0       PX
125  PX608  20250926   6686.0   6686.0  ...        3.34   6686.0      6674.0       PX
126  PX609  20250926   6686.0   6690.0  ...       10.03   6690.0      6678.0       PX
127  RI511  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250926      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250926   2479.0   2490.0  ...     6809.30   2474.0      2479.0       RM
134  RM601  20250926   2440.0   2452.0  ...   735276.09   2429.0      2424.0       RM
135  RM603  20250926   2356.0   2363.0  ...     8334.76   2346.0      2343.0       RM
136  RM605  20250926   2343.0   2345.0  ...   125577.81   2334.0      2328.0       RM
137  RM607  20250926   2331.0   2333.0  ...     4549.33   2322.0      2319.0       RM
138  RM608  20250926   2428.0   2429.0  ...      266.48   2423.0      2420.0       RM
139  RM609  20250926   2422.0   2424.0  ...     1778.82   2414.0      2412.0       RM
140  RS511  20250926   5296.0   5458.0  ...      359.68   5368.0      5311.0       RS
141  RS607  20250926   5579.0   5668.0  ...      150.41   5571.0      5562.0       RS
142  RS608  20250926   5531.0   5584.0  ...      211.20   5558.0      5552.0       RS
143  RS609  20250926   5575.0   5583.0  ...      189.00   5559.0      5556.0       RS
144  SA510  20250926   1228.0   1228.0  ...     4908.89   1212.0      1222.0       SA
145  SA511  20250926   1237.0   1237.0  ...   253828.17   1224.0      1232.0       SA
146  SA512  20250926   1300.0   1303.0  ...   200074.68   1287.0      1298.0       SA
147  SA601  20250926   1313.0   1316.0  ...  2932973.47   1301.0      1311.0       SA
148  SA602  20250926   1340.0   1345.0  ...    45541.78   1331.0      1340.0       SA
149  SA603  20250926   1347.0   1348.0  ...     2667.65   1339.0      1347.0       SA
150  SA604  20250926   1392.0   1392.0  ...     1003.41   1386.0      1393.0       SA
151  SA605  20250926   1403.0   1405.0  ...   117671.80   1392.0      1400.0       SA
152  SA606  20250926   1411.0   1415.0  ...     1107.30   1405.0      1413.0       SA
153  SA607  20250926   1418.0   1418.0  ...     1165.75   1408.0      1418.0       SA
154  SA608  20250926   1450.0   1450.0  ...      789.08   1440.0      1449.0       SA
155  SA609  20250926   1459.0   1459.0  ...     5716.70   1446.0      1455.0       SA
156  SF510  20250926   5566.0   5566.0  ...     1715.21   5480.0      5544.0       SF
157  SF511  20250926   5750.0   5750.0  ...   754550.26   5680.0      5724.0       SF
158  SF512  20250926   5720.0   5720.0  ...   199971.93   5658.0      5698.0       SF
159  SF601  20250926   5702.0   5702.0  ...   260170.71   5644.0      5692.0       SF
160  SF602  20250926   5670.0   5670.0  ...    34637.33   5602.0      5648.0       SF
161  SF603  20250926   5788.0   5804.0  ...      389.24   5768.0      5836.0       SF
162  SF604  20250926   5754.0   5754.0  ...        2.88   5754.0      5814.0       SF
163  SF605  20250926   5784.0   5806.0  ...     3292.91   5768.0      5790.0       SF
164  SF606  20250926   5750.0   5760.0  ...       17.22   5738.0      5782.0       SF
165  SF607  20250926   5880.0   5880.0  ...       23.49   5872.0      5910.0       SF
166  SF608  20250926   5884.0   5884.0  ...        2.94   5884.0      5914.0       SF
167  SF609  20250926   5842.0   5858.0  ...       26.30   5844.0      5882.0       SF
168  SH510  20250926   2459.0   2466.0  ...     6024.55   2455.0      2467.0       SH
169  SH511  20250926   2484.0   2500.0  ...   566706.45   2482.0      2488.0       SH
170  SH512  20250926   2536.0   2544.0  ...   350259.68   2530.0      2540.0       SH
171  SH601  20250926   2537.0   2542.0  ...  2097625.08   2530.0      2542.0       SH
172  SH602  20250926   2563.0   2568.0  ...    38984.50   2559.0      2565.0       SH
173  SH603  20250926   2582.0   2584.0  ...     1096.92   2575.0      2582.0       SH
174  SH604  20250926   2619.0   2625.0  ...      109.91   2617.0      2623.0       SH
175  SH605  20250926   2628.0   2634.0  ...    11880.48   2623.0      2633.0       SH
176  SH606  20250926   2639.0   2642.0  ...       71.22   2638.0      2648.0       SH
177  SH607  20250926   2632.0   2632.0  ...       23.66   2629.0      2639.0       SH
178  SH608  20250926   2647.0   2651.0  ...      158.72   2645.0      2648.0       SH
179  SH609  20250926   2662.0   2668.0  ...       95.74   2659.0      2668.0       SH
180  SM510  20250926   5776.0   5776.0  ...     4774.04   5752.0      5732.0       SM
181  SM511  20250926   5876.0   5896.0  ...   455165.98   5846.0      5892.0       SM
182  SM512  20250926   5888.0   5900.0  ...    95268.14   5852.0      5910.0       SM
183  SM601  20250926   5900.0   5912.0  ...   717236.94   5866.0      5904.0       SM
184  SM602  20250926   5906.0   5918.0  ...   327457.78   5872.0      5902.0       SM
185  SM603  20250926   5932.0   5932.0  ...     1396.06   5904.0      5932.0       SM
186  SM604  20250926   5912.0   5912.0  ...       53.19   5910.0      5934.0       SM
187  SM605  20250926   5946.0   5946.0  ...    19752.29   5900.0      5944.0       SM
188  SM606  20250926   5894.0   5906.0  ...       26.53   5896.0      5928.0       SM
189  SM607  20250926   5920.0   5930.0  ...       38.46   5918.0      5938.0       SM
190  SM608  20250926   5918.0   5936.0  ...       35.61   5936.0      5988.0       SM
191  SM609  20250926   5972.0   5976.0  ...      795.93   5940.0      5984.0       SM
192  SR511  20250926   5519.0   5537.0  ...   144411.22   5520.0      5533.0       SR
193  SR601  20250926   5486.0   5510.0  ...   841801.30   5491.0      5497.0       SR
194  SR603  20250926   5469.0   5487.0  ...     2791.06   5473.0      5481.0       SR
195  SR605  20250926   5458.0   5470.0  ...    76268.52   5452.0      5463.0       SR
196  SR607  20250926   5462.0   5466.0  ...     5816.53   5451.0      5468.0       SR
197  SR609  20250926   5469.0   5470.0  ...    14061.67   5457.0      5478.0       SR
198  TA510  20250926   4644.0   4644.0  ...    25825.57   4626.0      4630.0       TA
199  TA511  20250926   4654.0   4656.0  ...   285773.62   4640.0      4638.0       TA
200  TA512  20250926   4660.0   4670.0  ...   115051.07   4650.0      4652.0       TA
201  TA601  20250926   4676.0   4682.0  ...  1475535.99   4664.0      4658.0       TA
202  TA602  20250926   4684.0   4692.0  ...    22745.35   4674.0      4672.0       TA
203  TA603  20250926   4688.0   4696.0  ...    12860.24   4690.0      4630.0       TA
204  TA604  20250926   4698.0   4712.0  ...     2050.62   4698.0      4686.0       TA
205  TA605  20250926   4710.0   4728.0  ...    79999.52   4706.0      4696.0       TA
206  TA606  20250926   4714.0   4714.0  ...       35.29   4706.0      4700.0       TA
207  TA607  20250926      0.0      0.0  ...        0.00   4718.0      4718.0       TA
208  TA608  20250926      0.0      0.0  ...        0.00   4736.0      4744.0       TA
209  TA609  20250926   4762.0   4764.0  ...      173.07   4742.0      4746.0       TA
210  UR510  20250926   1560.0   1560.0  ...     2791.87   1549.0      1567.0       UR
211  UR511  20250926   1650.0   1659.0  ...    61070.09   1649.0      1651.0       UR
212  UR512  20250926   1658.0   1671.0  ...    17063.25   1661.0      1664.0       UR
213  UR601  20250926   1676.0   1683.0  ...   383259.56   1673.0      1675.0       UR
214  UR602  20250926   1684.0   1689.0  ...      551.16   1680.0      1682.0       UR
215  UR603  20250926   1724.0   1732.0  ...      779.52   1725.0      1726.0       UR
216  UR604  20250926   1725.0   1727.0  ...       58.63   1725.0      1726.0       UR
217  UR605  20250926   1721.0   1733.0  ...    17090.61   1725.0      1727.0       UR
218  UR606  20250926   1726.0   1730.0  ...       96.57   1724.0      1728.0       UR
219  UR607  20250926   1750.0   1760.0  ...       49.21   1758.0      1757.0       UR
220  UR608  20250926   1743.0   1746.0  ...       10.47   1745.0      1750.0       UR
221  UR609  20250926   1742.0   1750.0  ...      324.25   1743.0      1747.0       UR
222  WH511  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250926      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250926      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:26:22,305 - future_1d - INFO - ak.get_czce_daily('2025-09-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250926     488  ...   487.5      489.3      SC
1       SC2511  20250926   489.1  ...   489.1      488.9      SC
2       SC2512  20250926   490.8  ...   490.8      489.8      SC
3       SC2601  20250926     491  ...   490.7      489.8      SC
4       SC2602  20250926   489.2  ...   489.9      488.9      SC
5       SC2603  20250926   488.2  ...     490      488.3      SC
6       SC2604  20250926   486.3  ...   490.3        488      SC
7       SC2605  20250926   486.4  ...   491.2      486.8      SC
8       SC2606  20250926     487  ...   488.9      486.3      SC
9       SC2607  20250926   484.9  ...   484.9      487.3      SC
10      SC2608  20250926   484.2  ...   486.6      485.8      SC
11      SC2609  20250926   481.6  ...   483.8      482.7      SC
12      SC2612  20250926   479.7  ...   479.5      473.5      SC
13      SC2703  20250926   473.1  ...   473.1      478.3      SC
14      SC2706  20250926          ...     477        476      SC
15      SC2709  20250926          ...     477        477      SC
16      SC2712  20250926   473.8  ...   475.9      477.8      SC
17      SC2803  20250926     475  ...     475        476      SC
18      SC2806  20250926     472  ...   473.8      473.2      SC
19      SC2809  20250926   472.1  ...   472.1      472.1      SC
21      LU2510  20250926    3450  ...    3450       3366      LU
22      LU2511  20250926    3445  ...    3470       3435      LU
23      LU2512  20250926    3443  ...    3471       3430      LU
24      LU2601  20250926    3430  ...    3459       3418      LU
25      LU2602  20250926    3409  ...    3440       3400      LU
26      LU2603  20250926    3413  ...    3425       3398      LU
27      LU2604  20250926          ...    3407       3395      LU
28      LU2605  20250926    3443  ...    3437       3390      LU
29      LU2606  20250926    3422  ...    3427       3393      LU
30      LU2607  20250926    3383  ...    3418       3377      LU
31      LU2608  20250926    3367  ...    3392       3366      LU
32      LU2609  20250926    3354  ...    3379       3346      LU
34      NR2510  20250926   12415  ...   12320      12440      NR
35      NR2511  20250926   12425  ...   12350      12485      NR
36      NR2512  20250926   12450  ...   12375      12500      NR
37      NR2601  20250926   12480  ...   12395      12525      NR
38      NR2602  20250926   12435  ...   12380      12520      NR
39      NR2603  20250926   12455  ...   12455      12530      NR
40      NR2604  20250926   12435  ...   12390      12565      NR
41      NR2605  20250926   12465  ...   12460      12575      NR
42      NR2606  20250926   12465  ...   12465      12600      NR
43      NR2607  20250926          ...   12650      12650      NR
44      NR2608  20250926          ...   12685      12685      NR
45      NR2609  20250926          ...   12510      12510      NR
47      BC2510  20250926   73050  ...   73250      72920      BC
48      BC2511  20250926   73540  ...   73420      73030      BC
49      BC2512  20250926   73620  ...   73550      73180      BC
50      BC2601  20250926          ...   73160      73160      BC
51      BC2602  20250926   73820  ...   73820      73100      BC
52      BC2603  20250926          ...   73000      73000      BC
53      BC2604  20250926          ...   73000      73000      BC
54      BC2605  20250926          ...   72900      72900      BC
55      BC2606  20250926          ...   72960      72900      BC
56      BC2607  20250926          ...   72840      72800      BC
57      BC2608  20250926          ...   73000      73000      BC
58      BC2609  20250926          ...   73000      73000      BC
60      EC2510  20250926    1176  ...  1150.8     1160.6      EC
61      EC2512  20250926    1790  ...  1780.6     1746.6      EC
62      EC2602  20250926    1692  ...  1691.9     1647.8      EC
63      EC2604  20250926  1281.1  ...  1279.1     1276.4      EC
64      EC2606  20250926  1475.4  ...  1482.6     1467.5      EC
65      EC2608  20250926    1632  ...    1631     1619.8      EC
68  SC_TAS2511  20250926          ...                     SC_TAS
69  SC_TAS2512  20250926          ...                     SC_TAS
70  SC_TAS2601  20250926          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-29 18:26:22,377 - future_1d - INFO - ak.get_ine_daily('2025-09-26') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250926   3931.0  ...   3940.00     3930.00        A
1     a2601  20250926   3910.0  ...   3918.00     3912.00        A
2     a2603  20250926   3917.0  ...   3922.00     3912.00        A
3     a2605  20250926   3949.0  ...   3951.00     3944.00        A
4     a2607  20250926   3949.0  ...   3945.00     3943.00        A
5     a2609  20250926   3949.0  ...   3948.00     3951.00        A
6     b2510  20250926   3654.0  ...   3630.00     3628.00        B
7     b2511  20250926   3655.0  ...   3627.00     3636.00        B
8     b2512  20250926   3665.0  ...   3647.00     3652.00        B
9     b2601  20250926   3662.0  ...   3647.00     3651.00        B
10    b2602  20250926   3665.0  ...   3649.00     3654.00        B
11    b2603  20250926   3629.0  ...   3615.00     3618.00        B
12    b2604  20250926   3521.0  ...   3520.00     3521.00        B
13    b2605  20250926   3460.0  ...   3449.00     3450.00        B
14    b2606  20250926   3427.0  ...   3422.00     3426.00        B
15    b2607  20250926   3470.0  ...   3428.00     3429.00        B
16    b2608  20250926   3527.0  ...   3520.00     3525.00        B
17    b2609  20250926   3541.0  ...   3535.00     3538.00        B
18   bb2511  20250926    141.9  ...    141.90      142.00       BB
19   bb2601  20250926    147.0  ...    147.00      146.95       BB
20   bb2603  20250926      0.0  ...    147.00      147.00       BB
21   bb2605  20250926      0.0  ...    141.70      141.70       BB
22   bb2607  20250926      0.0  ...    146.45      146.45       BB
23   bb2609  20250926      0.0  ...    146.45      146.45       BB
24   bz2603  20250926   5922.0  ...   5906.00     5930.00       BZ
25   bz2604  20250926   5892.0  ...   5880.00     5914.00       BZ
26   bz2605  20250926      0.0  ...   5936.00     5939.00       BZ
27   bz2606  20250926      0.0  ...   5936.00     5936.00       BZ
28   bz2607  20250926      0.0  ...   5880.00     5880.00       BZ
29   bz2608  20250926      0.0  ...   5883.00     5884.00       BZ
30   bz2609  20250926      0.0  ...   5884.00     5884.00       BZ
31    c2511  20250926   2159.0  ...   2176.00     2166.00        C
32    c2601  20250926   2134.0  ...   2137.00     2136.00        C
33    c2603  20250926   2143.0  ...   2146.00     2144.00        C
34    c2605  20250926   2197.0  ...   2203.00     2199.00        C
35    c2607  20250926   2208.0  ...   2213.00     2211.00        C
36    c2609  20250926   2224.0  ...   2228.00     2227.00        C
37   cs2511  20250926   2474.0  ...   2485.00     2476.00       CS
38   cs2601  20250926   2461.0  ...   2467.00     2466.00       CS
39   cs2603  20250926   2462.0  ...   2466.00     2466.00       CS
40   cs2605  20250926   2538.0  ...   2547.00     2546.00       CS
41   cs2607  20250926   2550.0  ...   2551.00     2551.00       CS
42   cs2609  20250926   2584.0  ...   2586.00     2590.00       CS
43   eb2510  20250926   6919.0  ...   6899.00     6919.00       EB
44   eb2511  20250926   6945.0  ...   6939.00     6958.00       EB
45   eb2512  20250926   6958.0  ...   6954.00     6974.00       EB
46   eb2601  20250926   7004.0  ...   6980.00     7000.00       EB
47   eb2602  20250926   7010.0  ...   7021.00     7030.00       EB
48   eb2603  20250926   7031.0  ...   7058.00     7069.00       EB
49   eb2604  20250926   7106.0  ...   7103.00     7098.00       EB
50   eb2605  20250926   7095.0  ...   7103.00     7111.00       EB
51   eb2606  20250926      0.0  ...   7117.00     7117.00       EB
52   eb2607  20250926      0.0  ...   7134.00     7134.00       EB
53   eb2608  20250926      0.0  ...   7177.00     7177.00       EB
54   eb2609  20250926      0.0  ...   7177.00     7177.00       EB
55   eg2510  20250926   4278.0  ...   4269.00     4300.00       EG
56   eg2511  20250926   4239.0  ...   4221.00     4230.00       EG
57   eg2512  20250926   4212.0  ...   4218.00     4236.00       EG
58   eg2601  20250926   4254.0  ...   4227.00     4249.00       EG
59   eg2602  20250926   4239.0  ...   4231.00     4260.00       EG
60   eg2603  20250926   4249.0  ...   4252.00     4270.00       EG
61   eg2604  20250926      0.0  ...   4276.00     4285.00       EG
62   eg2605  20250926   4310.0  ...   4285.00     4309.00       EG
63   eg2606  20250926      0.0  ...   4300.00     4300.00       EG
64   eg2607  20250926      0.0  ...   4300.00     4300.00       EG
65   eg2608  20250926      0.0  ...   4346.00     4346.00       EG
66   eg2609  20250926   4450.0  ...   4367.00     4346.00       EG
67   fb2510  20250926   1287.0  ...   1270.00     1262.50       FB
68   fb2511  20250926   1256.0  ...   1254.50     1254.50       FB
69   fb2512  20250926   1255.5  ...   1255.00     1253.50       FB
70   fb2601  20250926   1255.5  ...   1254.50     1255.00       FB
71   fb2602  20250926   1253.5  ...   1253.50     1255.00       FB
72   fb2603  20250926   1245.0  ...   1243.50     1245.50       FB
73   fb2604  20250926   1233.5  ...   1254.50     1252.00       FB
74   fb2605  20250926   1311.0  ...   1300.50     1292.50       FB
75   fb2606  20250926   1288.5  ...   1276.50     1292.00       FB
76   fb2607  20250926      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250926      0.0  ...   1308.00     1308.00       FB
78   fb2609  20250926      0.0  ...   1296.00     1296.00       FB
79    i2510  20250926    818.0  ...    813.50      821.00        I
80    i2511  20250926    816.5  ...    809.50      816.00        I
81    i2512  20250926    811.0  ...    805.00      811.00        I
82    i2601  20250926    804.0  ...    796.50      804.00        I
83    i2602  20250926    801.0  ...    790.50      799.50        I
84    i2603  20250926    796.0  ...    787.50      794.50        I
85    i2604  20250926    791.0  ...    784.50      791.00        I
86    i2605  20250926    784.0  ...    776.50      784.50        I
87    i2606  20250926    779.0  ...    772.00      779.50        I
88    i2607  20250926    774.0  ...    767.00      774.50        I
89    i2608  20250926    770.0  ...    763.50      769.50        I
90    i2609  20250926    764.0  ...    755.50      764.00        I
91    j2510  20250926   1631.0  ...   1619.50     1645.00        J
92    j2511  20250926   1663.5  ...   1643.50     1667.00        J
93    j2512  20250926   1695.0  ...   1684.50     1715.50        J
94    j2601  20250926   1751.0  ...   1718.50     1741.00        J
95    j2602  20250926   1751.0  ...   1747.50     1757.50        J
96    j2603  20250926   1778.0  ...   1778.00     1783.00        J
97    j2604  20250926      0.0  ...   1841.50     1841.50        J
98    j2605  20250926   1892.0  ...   1862.50     1885.50        J
99    j2606  20250926   1901.0  ...   1901.00     1901.00        J
100   j2607  20250926      0.0  ...   1903.50     1910.50        J
101   j2608  20250926      0.0  ...   1919.50     1919.50        J
102   j2609  20250926   1948.5  ...   1933.50     1956.50        J
103  jd2510  20250926   2971.0  ...   2952.00     2977.00       JD
104  jd2511  20250926   3068.0  ...   3051.00     3073.00       JD
105  jd2512  20250926   3195.0  ...   3182.00     3203.00       JD
106  jd2601  20250926   3370.0  ...   3360.00     3365.00       JD
107  jd2602  20250926   3116.0  ...   3106.00     3117.00       JD
108  jd2603  20250926   3142.0  ...   3130.00     3145.00       JD
109  jd2604  20250926   3265.0  ...   3253.00     3265.00       JD
110  jd2605  20250926   3391.0  ...   3385.00     3392.00       JD
111  jd2606  20250926   3231.0  ...   3226.00     3234.00       JD
112  jd2607  20250926   3474.0  ...   3470.00     3478.00       JD
113  jd2608  20250926   3920.0  ...   3918.00     3920.00       JD
114  jd2609  20250926   3769.0  ...   3787.00     3920.00       JD
115  jm2510  20250926   1027.0  ...   1037.00     1026.00       JM
116  jm2511  20250926   1086.0  ...   1071.50     1080.50       JM
117  jm2512  20250926   1156.5  ...   1142.00     1152.50       JM
118  jm2601  20250926   1229.5  ...   1214.50     1229.00       JM
119  jm2602  20250926   1252.0  ...   1237.00     1250.50       JM
120  jm2603  20250926   1274.0  ...   1256.50     1272.00       JM
121  jm2604  20250926   1292.0  ...   1278.50     1294.50       JM
122  jm2605  20250926   1327.0  ...   1304.00     1318.00       JM
123  jm2606  20250926   1337.5  ...   1319.00     1334.00       JM
124  jm2607  20250926   1351.0  ...   1333.50     1346.50       JM
125  jm2608  20250926   1371.5  ...   1350.50     1362.00       JM
126  jm2609  20250926   1394.0  ...   1374.00     1389.00       JM
127   l2510  20250926   7067.0  ...   7072.00     7096.00        L
128   l2511  20250926   7117.0  ...   7103.00     7123.00        L
129   l2512  20250926   7140.0  ...   7138.00     7151.00        L
130   l2601  20250926   7161.0  ...   7163.00     7168.00        L
131   l2602  20250926   7154.0  ...   7161.00     7163.00        L
132   l2603  20250926   7170.0  ...   7186.00     7176.00        L
133   l2604  20250926   7187.0  ...   7210.00     7212.00        L
134   l2605  20250926   7208.0  ...   7200.00     7203.00        L
135   l2606  20250926   7176.0  ...   7208.00     7201.00        L
136   l2607  20250926   7213.0  ...   7227.00     7220.00        L
137   l2608  20250926   7217.0  ...   7245.00     7230.00        L
138   l2609  20250926   7205.0  ...   7228.00     7230.00        L
139  lg2511  20250926    806.0  ...    807.50      804.50       LG
140  lg2601  20250926    822.5  ...    820.50      819.50       LG
141  lg2603  20250926    825.5  ...    825.50      825.00       LG
142  lg2605  20250926    829.0  ...    828.50      827.50       LG
143  lg2607  20250926    829.0  ...    829.50      827.50       LG
144  lg2609  20250926    816.5  ...    816.50      827.50       LG
145  lh2511  20250926  12660.0  ...  12625.00    12700.00       LH
146  lh2601  20250926  13300.0  ...  13180.00    13325.00       LH
147  lh2603  20250926  12750.0  ...  12660.00    12745.00       LH
148  lh2605  20250926  13145.0  ...  13070.00    13145.00       LH
149  lh2607  20250926  13810.0  ...  13655.00    13805.00       LH
150  lh2609  20250926  14200.0  ...  14220.00    13805.00       LH
151   m2511  20250926   2942.0  ...   2916.00     2934.00        M
152   m2512  20250926   2979.0  ...   2960.00     2973.00        M
153   m2601  20250926   2972.0  ...   2949.00     2961.00        M
154   m2603  20250926   2936.0  ...   2921.00     2929.00        M
155   m2605  20250926   2768.0  ...   2755.00     2759.00        M
156   m2607  20250926   2753.0  ...   2744.00     2749.00        M
157   m2608  20250926   2870.0  ...   2860.00     2864.00        M
158   m2609  20250926   2877.0  ...   2863.00     2870.00        M
159   p2510  20250926   9060.0  ...   9126.00     9072.00        P
160   p2511  20250926   9156.0  ...   9208.00     9162.00        P
161   p2512  20250926   9212.0  ...   9232.00     9186.00        P
162   p2601  20250926   9242.0  ...   9266.00     9214.00        P
163   p2602  20250926   9212.0  ...   9218.00     9184.00        P
164   p2603  20250926   9142.0  ...   9160.00     9142.00        P
165   p2604  20250926   9152.0  ...   9154.00     9092.00        P
166   p2605  20250926   9066.0  ...   9076.00     9030.00        P
167   p2606  20250926   8936.0  ...   8978.00     8928.00        P
168   p2607  20250926   8858.0  ...   8876.00     8834.00        P
169   p2608  20250926   8770.0  ...   8776.00     8750.00        P
170   p2609  20250926   8654.0  ...   8686.00     8646.00        P
171  pg2510  20250926   4367.0  ...   4432.00     4352.00       PG
172  pg2511  20250926   4267.0  ...   4285.00     4258.00       PG
173  pg2512  20250926   4191.0  ...   4215.00     4196.00       PG
174  pg2601  20250926   4145.0  ...   4150.00     4137.00       PG
175  pg2602  20250926   4079.0  ...   4085.00     4072.00       PG
176  pg2603  20250926   3991.0  ...   4003.00     3992.00       PG
177  pg2604  20250926   4371.0  ...   4367.00     4357.00       PG
178  pg2605  20250926   4280.0  ...   4285.00     4270.00       PG
179  pg2606  20250926   4223.0  ...   4228.00     4220.00       PG
180  pg2607  20250926      0.0  ...   4154.00     4154.00       PG
181  pg2608  20250926   4102.0  ...   4109.00     4116.00       PG
182  pg2609  20250926   4091.0  ...   4093.00     4116.00       PG
183  pp2510  20250926   6782.0  ...   6795.00     6784.00       PP
184  pp2511  20250926   6838.0  ...   6830.00     6827.00       PP
185  pp2512  20250926   6853.0  ...   6869.00     6861.00       PP
186  pp2601  20250926   6890.0  ...   6900.00     6893.00       PP
187  pp2602  20250926   6866.0  ...   6889.00     6877.00       PP
188  pp2603  20250926   6883.0  ...   6890.00     6880.00       PP
189  pp2604  20250926   6894.0  ...   6917.00     6918.00       PP
190  pp2605  20250926   6941.0  ...   6944.00     6935.00       PP
191  pp2606  20250926   6907.0  ...   6921.00     6908.00       PP
192  pp2607  20250926   6892.0  ...   6893.00     6883.00       PP
193  pp2608  20250926   6882.0  ...   6900.00     6884.00       PP
194  pp2609  20250926   6911.0  ...   6924.00     6911.00       PP
195  rr2510  20250926   3623.0  ...   3623.00     3618.00       RR
196  rr2511  20250926   3616.0  ...   3613.00     3612.00       RR
197  rr2512  20250926   3613.0  ...   3614.00     3614.00       RR
198  rr2601  20250926   3624.0  ...   3620.00     3622.00       RR
199  rr2602  20250926   3605.0  ...   3606.00     3605.00       RR
200  rr2603  20250926   3614.0  ...   3614.00     3612.00       RR
201  rr2604  20250926      0.0  ...   3616.00     3616.00       RR
202  rr2605  20250926      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250926      0.0  ...   3600.00     3600.00       RR
204  rr2607  20250926      0.0  ...   3609.00     3609.00       RR
205  rr2608  20250926      0.0  ...   3614.00     3614.00       RR
206  rr2609  20250926      0.0  ...   3614.00     3614.00       RR
207   v2510  20250926   4808.0  ...   4788.00     4808.00        V
208   v2511  20250926   4841.0  ...   4817.00     4838.00        V
209   v2512  20250926   4884.0  ...   4858.00     4877.00        V
210   v2601  20250926   4930.0  ...   4902.00     4925.00        V
211   v2602  20250926   4957.0  ...   4941.00     4964.00        V
212   v2603  20250926   4980.0  ...   4971.00     4996.00        V
213   v2604  20250926   5192.0  ...   5174.00     5191.00        V
214   v2605  20250926   5237.0  ...   5205.00     5226.00        V
215   v2606  20250926   5236.0  ...   5248.00     5262.00        V
216   v2607  20250926   5268.0  ...   5277.00     5294.00        V
217   v2608  20250926   5305.0  ...   5302.00     5331.00        V
218   v2609  20250926   5350.0  ...   5341.00     5355.00        V
219   y2511  20250926   8200.0  ...   8202.00     8188.00        Y
220   y2512  20250926   8266.0  ...   8248.00     8238.00        Y
221   y2601  20250926   8208.0  ...   8192.00     8180.00        Y
222   y2603  20250926   8148.0  ...   8140.00     8112.00        Y
223   y2605  20250926   7940.0  ...   7946.00     7924.00        Y
224   y2607  20250926   7910.0  ...   7908.00     7878.00        Y
225   y2608  20250926   7888.0  ...   7896.00     7880.00        Y
226   y2609  20250926   7868.0  ...   7876.00     7852.00        Y

[227 rows x 12 columns]
2025-09-29 18:26:22,909 - future_1d - INFO - ak.get_dce_daily('2025-09-26') done
2025-09-29 18:26:24,668 - future_1d - INFO - save future_daily 2025-09-26 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250929  ...   82180      82500      CU
1        1      CU2511  20250929  ...   82070      82540      CU
2        2      CU2512  20250929  ...   82100      82540      CU
3        3      CU2601  20250929  ...   82020      82530      CU
4        4      CU2602  20250929  ...   82030      82490      CU
5        5      CU2603  20250929  ...   81970      82420      CU
6        6      CU2604  20250929  ...   81960      82450      CU
7        7      CU2605  20250929  ...   82020      82500      CU
8        8      CU2606  20250929  ...   81880      82380      CU
9        9      CU2607  20250929  ...   81790      82200      CU
10      10      CU2608  20250929  ...   81840      82220      CU
11      11      CU2609  20250929  ...   81780      82110      CU
12      12      BC2510  20250929  ...   72820      73250      BC
13      13      BC2511  20250929  ...   73040      73420      BC
14      14      BC2512  20250929  ...   73080      73550      BC
15      15      BC2601  20250929  ...   73160      73160      BC
16      16      BC2602  20250929  ...   73080      73820      BC
17      17      BC2603  20250929  ...   73290      73000      BC
18      18      BC2604  20250929  ...   73000      73000      BC
19      19      BC2605  20250929  ...   72900      72900      BC
20      20      BC2606  20250929  ...   72960      72960      BC
21      21      BC2607  20250929  ...   72900      72840      BC
22      22      BC2608  20250929  ...   73000      73000      BC
23      23      BC2609  20250929  ...   73000      73000      BC
24      24      AL2510  20250929  ...   20695      20765      AL
25      25      AL2511  20250929  ...   20705      20775      AL
26      26      AL2512  20250929  ...   20710      20780      AL
27      27      AL2601  20250929  ...   20715      20780      AL
28      28      AL2602  20250929  ...   20710      20785      AL
29      29      AL2603  20250929  ...   20740      20810      AL
30      30      AL2604  20250929  ...   20780      20840      AL
31      31      AL2605  20250929  ...   20785      20845      AL
32      32      AL2606  20250929  ...   20785      20840      AL
33      33      AL2607  20250929  ...   20775      20860      AL
34      34      AL2608  20250929  ...   20790      20840      AL
35      35      AL2609  20250929  ...   20800      20860      AL
36      36      ZN2510  20250929  ...   21705      22010      ZN
37      37      ZN2511  20250929  ...   21755      22035      ZN
38      38      ZN2512  20250929  ...   21770      22040      ZN
39      39      ZN2601  20250929  ...   21800      22055      ZN
40      40      ZN2602  20250929  ...   21830      22085      ZN
41      41      ZN2603  20250929  ...   21845      22115      ZN
42      42      ZN2604  20250929  ...   21890      22145      ZN
43      43      ZN2605  20250929  ...   21925      22170      ZN
44      44      ZN2606  20250929  ...   21930      22215      ZN
45      45      ZN2607  20250929  ...   21965      22220      ZN
46      46      ZN2608  20250929  ...   21985      22270      ZN
47      47      ZN2609  20250929  ...   22075      22255      ZN
48      48      PB2510  20250929  ...   16965      17055      PB
49      49      PB2511  20250929  ...   16965      17090      PB
50      50      PB2512  20250929  ...   16980      17110      PB
51      51      PB2601  20250929  ...   16990      17125      PB
52      52      PB2602  20250929  ...   16960      17135      PB
53      53      PB2603  20250929  ...   16970      17145      PB
54      54      PB2604  20250929  ...   17015      17150      PB
55      55      PB2605  20250929  ...   17045      17150      PB
56      56      PB2606  20250929  ...   17025      17220      PB
57      57      PB2607  20250929  ...   17175      17175      PB
58      58      PB2608  20250929  ...   17080      17210      PB
59      59      PB2609  20250929  ...   17230      17230      PB
60      60      NI2510  20250929  ...  120770     121620      NI
61      61      NI2511  20250929  ...  121050     121840      NI
62      62      NI2512  20250929  ...  121260     121970      NI
63      63      NI2601  20250929  ...  121460     122210      NI
64      64      NI2602  20250929  ...  121730     122270      NI
65      65      NI2603  20250929  ...  121850     122550      NI
66      66      NI2604  20250929  ...  122110     122830      NI
67      67      NI2605  20250929  ...  122330     123060      NI
68      68      NI2606  20250929  ...  122550     123250      NI
69      69      NI2607  20250929  ...  122790     123370      NI
70      70      NI2608  20250929  ...  123120     123860      NI
71      71      NI2609  20250929  ...  123490     124150      NI
72      72      SN2510  20250929  ...  272130     273130      SN
73      73      SN2511  20250929  ...  272520     273550      SN
74      74      SN2512  20250929  ...  272770     273960      SN
75      75      SN2601  20250929  ...  272990     273970      SN
76      76      SN2602  20250929  ...  272820     274200      SN
77      77      SN2603  20250929  ...  272840     274160      SN
78      78      SN2604  20250929  ...  273300     274280      SN
79      79      SN2605  20250929  ...  273470     274930      SN
80      80      SN2606  20250929  ...  274360     274760      SN
81      81      SN2607  20250929  ...  274550     274780      SN
82      82      SN2608  20250929  ...  274910     275430      SN
83      83      SN2609  20250929  ...  274820     275640      SN
84      84      AO2510  20250929  ...    2850       2871      AO
85      85      AO2511  20250929  ...    2866       2904      AO
86      86      AO2512  20250929  ...    2884       2902      AO
87      87      AO2601  20250929  ...    2893       2916      AO
88      88      AO2602  20250929  ...    2904       2928      AO
89      89      AO2603  20250929  ...    2976       2991      AO
90      90      AO2604  20250929  ...    2986       3001      AO
91      91      AO2605  20250929  ...    2987       3007      AO
92      92      AO2606  20250929  ...    2997       3015      AO
93      93      AO2607  20250929  ...    3001       3021      AO
94      94      AO2608  20250929  ...    3009       3031      AO
95      95      AO2609  20250929  ...    3027       3048      AO
96      96      AD2511  20250929  ...   20215      20315      AD
97      97      AD2512  20250929  ...   20280      20370      AD
98      98      AD2601  20250929  ...   20310      20385      AD
99      99      AD2602  20250929  ...   20320      20410      AD
100    100      AD2603  20250929  ...   20335      20300      AD
101    101      AD2604  20250929  ...   20320      20320      AD
102    102      AD2605  20250929  ...   20310      20320      AD
103    103      AD2606  20250929  ...   20330      20385      AD
104    104      AD2607  20250929  ...   20510      20510      AD
105    105      AD2608  20250929  ...   20515      20515      AD
106    106      AD2609  20250929  ...   20335      20335      AD
107    107      AU2510  20250929  ...     858      851.5      AU
108    108      AU2511  20250929  ...  858.82     853.38      AU
109    109      AU2512  20250929  ...  861.66        855      AU
110    110      AU2602  20250929  ...  863.72     857.82      AU
111    111      AU2604  20250929  ...  865.32     859.92      AU
112    112      AU2606  20250929  ...  868.74     862.34      AU
113    113      AU2608  20250929  ...  871.46      865.8      AU
114    114      AU2610  20250929  ...  874.82     868.42      AU
115    115      AG2510  20250929  ...   10776      10483      AG
116    116      AG2511  20250929  ...   10819      10509      AG
117    117      AG2512  20250929  ...   10835      10526      AG
118    118      AG2601  20250929  ...   10830      10528      AG
119    119      AG2602  20250929  ...   10855      10542      AG
120    120      AG2603  20250929  ...   10850      10527      AG
121    121      AG2604  20250929  ...   10870      10545      AG
122    122      AG2605  20250929  ...   10879      10553      AG
123    123      AG2606  20250929  ...   10888      10553      AG
124    124      AG2607  20250929  ...   10914      10548      AG
125    125      AG2608  20250929  ...   10902      10572      AG
126    126      AG2609  20250929  ...   10935      10613      AG
127    127      RB2510  20250929  ...    3016       3050      RB
128    128      RB2511  20250929  ...    3032       3083      RB
129    129      RB2512  20250929  ...    3090       3121      RB
130    130      RB2601  20250929  ...    3107       3139      RB
131    131      RB2602  20250929  ...    3111       3139      RB
132    132      RB2603  20250929  ...    3125       3157      RB
133    133      RB2604  20250929  ...    3146       3177      RB
134    134      RB2605  20250929  ...    3164       3197      RB
135    135      RB2606  20250929  ...    3182       3210      RB
136    136      RB2607  20250929  ...    3188       3217      RB
137    137      RB2608  20250929  ...    3194       3220      RB
138    138      RB2609  20250929  ...    3200       3232      RB
139    139      WR2510  20250929  ...    3205       3219      WR
140    140      WR2511  20250929  ...    3300       3329      WR
141    141      WR2512  20250929  ...    3309       3324      WR
142    142      WR2601  20250929  ...    3314       3342      WR
143    143      WR2602  20250929  ...    3301       3400      WR
144    144      WR2603  20250929  ...    3351       3351      WR
145    145      WR2604  20250929  ...    3340       3370      WR
146    146      WR2605  20250929  ...    3386       3386      WR
147    147      WR2606  20250929  ...    3367       3383      WR
148    148      WR2607  20250929  ...    3390       3390      WR
149    149      WR2608  20250929  ...    3378       3385      WR
150    150      WR2609  20250929  ...    3458       3458      WR
151    151      HC2510  20250929  ...    3395       3404      HC
152    152      HC2511  20250929  ...    3352       3385      HC
153    153      HC2512  20250929  ...    3335       3358      HC
154    154      HC2601  20250929  ...    3304       3330      HC
155    155      HC2602  20250929  ...    3304       3330      HC
156    156      HC2603  20250929  ...    3306       3333      HC
157    157      HC2604  20250929  ...    3311       3337      HC
158    158      HC2605  20250929  ...    3310       3337      HC
159    159      HC2606  20250929  ...    3316       3346      HC
160    160      HC2607  20250929  ...    3318       3355      HC
161    161      HC2608  20250929  ...    3327       3359      HC
162    162      HC2609  20250929  ...    3333       3364      HC
163    163      SS2510  20250929  ...   12670      12735      SS
164    164      SS2511  20250929  ...   12785      12850      SS
165    165      SS2512  20250929  ...   12810      12890      SS
166    166      SS2601  20250929  ...   12880      12950      SS
167    167      SS2602  20250929  ...   12930      12985      SS
168    168      SS2603  20250929  ...   13035      13100      SS
169    169      SS2604  20250929  ...   13100      13160      SS
170    170      SS2605  20250929  ...   13170      13240      SS
171    171      SS2606  20250929  ...   13230      13305      SS
172    172      SS2607  20250929  ...   13290      13350      SS
173    173      SS2608  20250929  ...   13350      13400      SS
174    174      SS2609  20250929  ...   13410      13465      SS
175    175      SC2510  20250929  ...   486.4      487.5      SC
176    176      SC2511  20250929  ...   494.5      489.1      SC
177    177      SC2512  20250929  ...   495.1      490.8      SC
178    178      SC2601  20250929  ...   494.9      490.7      SC
179    179      SC2602  20250929  ...   493.7      489.9      SC
180    180      SC2603  20250929  ...   491.7        490      SC
181    181      SC2604  20250929  ...   490.3      490.3      SC
182    182      SC2605  20250929  ...   489.6      491.2      SC
183    183      SC2606  20250929  ...     490      488.9      SC
184    184      SC2607  20250929  ...   490.4      484.9      SC
185    185      SC2608  20250929  ...   492.8      486.6      SC
186    186      SC2609  20250929  ...     489      483.8      SC
187    187      SC2612  20250929  ...   475.2      479.5      SC
188    188      SC2703  20250929  ...   472.1      473.1      SC
189    189      SC2706  20250929  ...     477        477      SC
190    190      SC2709  20250929  ...     477        477      SC
191    191      SC2712  20250929  ...   479.2      475.9      SC
192    192      SC2803  20250929  ...   475.1        475      SC
193    193      SC2806  20250929  ...   473.5      473.8      SC
194    194      SC2809  20250929  ...   472.1      472.1      SC
195    195      LU2510  20250929  ...    3450       3450      LU
196    196      LU2511  20250929  ...    3482       3470      LU
197    197      LU2512  20250929  ...    3494       3471      LU
198    198      LU2601  20250929  ...    3481       3459      LU
199    199      LU2602  20250929  ...    3455       3440      LU
200    200      LU2603  20250929  ...    3456       3425      LU
201    201      LU2604  20250929  ...    3439       3407      LU
202    202      LU2605  20250929  ...    3440       3437      LU
203    203      LU2606  20250929  ...    3459       3427      LU
204    204      LU2607  20250929  ...    3439       3418      LU
205    205      LU2608  20250929  ...    3420       3392      LU
206    206      LU2609  20250929  ...    3409       3379      LU
207    207      FU2510  20250929  ...    3025       2991      FU
208    208      FU2511  20250929  ...    3057       3002      FU
209    209      FU2512  20250929  ...    2977       2942      FU
210    210      FU2601  20250929  ...    2937       2914      FU
211    211      FU2602  20250929  ...    2912       2893      FU
212    212      FU2603  20250929  ...    2900       2880      FU
213    213      FU2604  20250929  ...    2885       2857      FU
214    214      FU2605  20250929  ...    2870       2843      FU
215    215      FU2606  20250929  ...    2849       2833      FU
216    216      FU2607  20250929  ...    2818       2797      FU
217    217      FU2608  20250929  ...    2785       2769      FU
218    218      FU2609  20250929  ...    2764       2748      FU
219    219      BU2510  20250929  ...    3471       3472      BU
220    220      BU2511  20250929  ...    3454       3451      BU
221    221      BU2512  20250929  ...    3411       3408      BU
222    222      BU2601  20250929  ...    3395       3387      BU
223    223      BU2602  20250929  ...    3399       3389      BU
224    224      BU2603  20250929  ...    3412       3407      BU
225    225      BU2604  20250929  ...    3400       3373      BU
226    226      BU2605  20250929  ...    3412       3416      BU
227    227      BU2606  20250929  ...    3403       3404      BU
228    228      BU2607  20250929  ...    3407       3407      BU
229    229      BU2608  20250929  ...    3394       3384      BU
230    230      BU2609  20250929  ...    3396       3386      BU
231    231      BU2612  20250929  ...    3337       3340      BU
232    232      BU2703  20250929  ...    3347       3329      BU
233    233      BU2706  20250929  ...    3346       3347      BU
234    234      BU2709  20250929  ...    3360       3354      BU
235    235      BR2510  20250929  ...   11320      11385      BR
236    236      BR2511  20250929  ...   11285      11360      BR
237    237      BR2512  20250929  ...   11280      11365      BR
238    238      BR2601  20250929  ...   11270      11340      BR
239    239      BR2602  20250929  ...   11245      11330      BR
240    240      BR2603  20250929  ...   11355      11355      BR
241    241      BR2604  20250929  ...   11320      11385      BR
242    242      BR2605  20250929  ...   11345      11430      BR
243    243      BR2606  20250929  ...   11350      11440      BR
244    244      BR2607  20250929  ...   11490      11635      BR
245    245      BR2608  20250929  ...   11490      11610      BR
246    246      BR2609  20250929  ...   11565      11675      BR
247    247      RU2510  20250929  ...   14475      14530      RU
248    248      RU2511  20250929  ...   14475      14555      RU
249    249      RU2601  20250929  ...   15340      15425      RU
250    250      RU2603  20250929  ...   15325      15425      RU
251    251      RU2604  20250929  ...   15335      15425      RU
252    252      RU2605  20250929  ...   15305      15395      RU
253    253      RU2606  20250929  ...   15240      15400      RU
254    254      RU2607  20250929  ...   15350      15395      RU
255    255      RU2608  20250929  ...   15410      15405      RU
256    256      RU2609  20250929  ...   15290      15370      RU
257    257      NR2510  20250929  ...   12370      12320      NR
258    258      NR2511  20250929  ...   12370      12350      NR
259    259      NR2512  20250929  ...   12375      12375      NR
260    260      NR2601  20250929  ...   12405      12395      NR
261    261      NR2602  20250929  ...   12405      12380      NR
262    262      NR2603  20250929  ...   12365      12455      NR
263    263      NR2604  20250929  ...   12435      12390      NR
264    264      NR2605  20250929  ...   12425      12460      NR
265    265      NR2606  20250929  ...   12430      12465      NR
266    266      NR2607  20250929  ...   12550      12650      NR
267    267      NR2608  20250929  ...   12555      12685      NR
268    268      NR2609  20250929  ...   12510      12510      NR
269    269      SP2510  20250929  ...    4866       5000      SP
270    270      SP2511  20250929  ...    4922       5034      SP
271    271      SP2512  20250929  ...    4940       5050      SP
272    272      SP2601  20250929  ...    5204       5290      SP
273    273      SP2602  20250929  ...    5202       5282      SP
274    274      SP2603  20250929  ...    5218       5302      SP
275    275      SP2604  20250929  ...    5250       5312      SP
276    276      SP2605  20250929  ...    5242       5308      SP
277    277      SP2606  20250929  ...    5248       5296      SP
278    278      SP2607  20250929  ...    5244       5300      SP
279    279      SP2608  20250929  ...    5262       5316      SP
280    280      SP2609  20250929  ...    5258       5318      SP
281    281      OP2601  20250929  ...    4232       4232      OP
282    282      OP2602  20250929  ...    4228       4228      OP
283    283      OP2603  20250929  ...    4250       4260      OP
284    284      OP2604  20250929  ...    4262       4274      OP
285    285      OP2605  20250929  ...    4266       4266      OP
286    286      OP2606  20250929  ...    4236       4236      OP
287    287      OP2607  20250929  ...    4238       4238      OP
288    288      OP2608  20250929  ...    4238       4240      OP
289    289      OP2609  20250929  ...    4330       4334      OP
290    290      EC2510  20250929  ...    1122     1150.8      EC
291    291      EC2512  20250929  ...    1735     1780.6      EC
292    292      EC2602  20250929  ...  1644.7     1691.9      EC
293    293      EC2604  20250929  ...  1253.1     1279.1      EC
294    294      EC2606  20250929  ...  1453.8     1482.6      EC
295    295      EC2608  20250929  ...  1598.9       1631      EC
296    296  SC_TAS2511  20250929  ...                     SC_TAS
297    297  SC_TAS2512  20250929  ...                     SC_TAS
298    298  SC_TAS2601  20250929  ...                     SC_TAS

[299 rows x 13 columns]
2025-09-29 18:26:31,179 - future_1d - INFO - ak.get_shfe_daily('2025-09-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250929  51285.0  ...  51180.0     51505.0       PS
1   PS2511  20250929  50950.0  ...  50825.0     51420.0       PS
2   PS2512  20250929  53335.0  ...  53265.0     53780.0       PS
3   PS2601  20250929  52920.0  ...  52840.0     53310.0       PS
4   PS2602  20250929  52740.0  ...  52755.0     53110.0       PS
5   PS2603  20250929  52670.0  ...  52695.0     53220.0       PS
6   PS2604  20250929  52605.0  ...  52835.0     53190.0       PS
7   PS2605  20250929  53415.0  ...  52525.0     53080.0       PS
8   PS2606  20250929  54560.0  ...  54545.0     54975.0       PS
9   PS2607  20250929  54435.0  ...  54395.0     54945.0       PS
10  PS2608  20250929  54175.0  ...  54205.0     54565.0       PS
11  PS2609  20250929  54005.0  ...  54000.0     54550.0       PS
13  SI2510  20250929   8835.0  ...   8675.0      8975.0       SI
14  SI2511  20250929   8850.0  ...   8655.0      9000.0       SI
15  SI2512  20250929   9240.0  ...   9045.0      9395.0       SI
16  SI2601  20250929   9215.0  ...   8995.0      9360.0       SI
17  SI2602  20250929   9255.0  ...   9000.0      9360.0       SI
18  SI2603  20250929   9195.0  ...   9020.0      9395.0       SI
19  SI2604  20250929   9190.0  ...   9035.0      9205.0       SI
20  SI2605  20250929   9265.0  ...   9035.0      9390.0       SI
21  SI2606  20250929   9165.0  ...   9080.0      9400.0       SI
22  SI2607  20250929   9205.0  ...   9070.0      9390.0       SI
23  SI2608  20250929   9180.0  ...   9055.0      9415.0       SI
24  SI2609  20250929   9265.0  ...   9075.0      9410.0       SI
27  LC2510  20250929  72000.0  ...  72720.0     72920.0       LC
28  LC2511  20250929  73100.0  ...  73700.0     73240.0       LC
29  LC2512  20250929  72320.0  ...  73780.0     73340.0       LC
30  LC2601  20250929  72500.0  ...  73640.0     73180.0       LC
31  LC2602  20250929  71960.0  ...  73500.0     72840.0       LC
32  LC2603  20250929  71840.0  ...  73440.0     72940.0       LC
33  LC2604  20250929  72920.0  ...  73840.0     73320.0       LC
34  LC2605  20250929  72460.0  ...  73680.0     73340.0       LC
35  LC2606  20250929  72640.0  ...  73500.0     73160.0       LC
36  LC2607  20250929  72240.0  ...  73380.0     73060.0       LC
37  LC2608  20250929  72700.0  ...  73480.0     73020.0       LC
38  LC2609  20250929  73000.0  ...  73320.0     72980.0       LC

[36 rows x 12 columns]
2025-09-29 18:26:31,291 - future_1d - INFO - ak.get_gfex_daily('2025-09-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20250929  7224.000  ...  7328.200    7219.600       IC
1   IC2511  20250929  7146.000  ...  7261.200    7151.800       IC
2   IC2512  20250929  7083.800  ...  7210.600    7097.600       IC
3   IC2603  20250929  6926.600  ...  7033.600    6922.000       IC
4   IF2510  20250929  4543.200  ...  4626.200    4555.800       IF
5   IF2511  20250929  4536.600  ...  4614.400    4541.800       IF
6   IF2512  20250929  4530.000  ...  4608.800    4535.200       IF
7   IF2603  20250929  4509.800  ...  4584.000    4509.800       IF
8   IH2510  20250929  2945.000  ...  2985.400    2950.200       IH
9   IH2511  20250929  2944.000  ...  2984.000    2948.000       IH
10  IH2512  20250929  2944.200  ...  2985.400    2949.800       IH
11  IH2603  20250929  2939.600  ...  2985.800    2947.400       IH
12  IM2510  20250929  7372.000  ...  7469.600    7360.800       IM
13  IM2511  20250929  7284.000  ...  7387.800    7272.800       IM
14  IM2512  20250929  7205.000  ...  7316.800    7193.400       IM
15  IM2603  20250929  6988.000  ...  7096.600    6974.400       IM
16   T2512  20250929   107.705  ...   107.660     107.670        T
17   T2603  20250929   107.400  ...   107.340     107.325        T
18   T2606  20250929   107.325  ...   107.260     107.235        T
19  TF2512  20250929   105.575  ...   105.510     105.530       TF
20  TF2603  20250929   105.425  ...   105.395     105.410       TF
21  TF2606  20250929   105.430  ...   105.405     105.400       TF
22  TL2512  20250929   114.350  ...   113.790     114.260       TL
23  TL2603  20250929   114.010  ...   113.440     113.920       TL
24  TL2606  20250929   114.040  ...   113.480     113.910       TL
25  TS2512  20250929   102.350  ...   102.332     102.344       TS
26  TS2603  20250929   102.262  ...   102.244     102.258       TS
27  TS2606  20250929   102.292  ...   102.276     102.262       TS

[28 rows x 12 columns]
2025-09-29 18:26:31,685 - future_1d - INFO - ak.get_cffex_daily('2025-09-29') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250929   8656.0   8699.0  ...    27982.84   8647.0      8628.0       AP
1    AP511  20250929   8401.0   8523.0  ...    42297.98   8444.0      8440.0       AP
2    AP512  20250929   8411.0   8530.0  ...     5029.49   8453.0      8373.0       AP
3    AP601  20250929   8437.0   8619.0  ...  1159018.15   8513.0      8384.0       AP
4    AP603  20250929   8286.0   8419.0  ...     3448.32   8349.0      8251.0       AP
5    AP604  20250929   8362.0   8388.0  ...      783.85   8339.0      8259.0       AP
6    AP605  20250929   8310.0   8433.0  ...    20768.51   8371.0      8269.0       AP
7    CF511  20250929  13405.0  13430.0  ...   281544.73  13345.0     13500.0       CF
8    CF601  20250929  13390.0  13425.0  ...  1640207.09  13365.0     13460.0       CF
9    CF603  20250929  13380.0  13400.0  ...     3818.94  13355.0     13425.0       CF
10   CF605  20250929  13400.0  13425.0  ...   217717.18  13370.0     13460.0       CF
11   CF607  20250929  13425.0  13450.0  ...     2231.37  13400.0     13475.0       CF
12   CF609  20250929  13580.0  13585.0  ...     2545.98  13540.0     13635.0       CF
13   CJ512  20250929  11180.0  11180.0  ...    10855.29  10910.0     11115.0       CJ
14   CJ601  20250929  11270.0  11270.0  ...  1617835.48  10955.0     11175.0       CJ
15   CJ603  20250929  11220.0  11280.0  ...    24991.00  10945.0     11155.0       CJ
16   CJ605  20250929  11330.0  11330.0  ...   255484.38  11020.0     11205.0       CJ
17   CJ607  20250929  11390.0  11400.0  ...     4382.50  11110.0     11325.0       CJ
18   CJ609  20250929  11490.0  11500.0  ...     2175.80  11245.0     11415.0       CJ
19   CY510  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
20   CY511  20250929  19610.0  19615.0  ...   116020.41  19530.0     19745.0       CY
21   CY512  20250929      0.0      0.0  ...        0.00  19415.0     19515.0       CY
22   CY601  20250929  19545.0  19550.0  ...     6007.06  19505.0     19645.0       CY
23   CY602  20250929      0.0      0.0  ...        0.00  19600.0     19600.0       CY
24   CY603  20250929      0.0      0.0  ...        0.00  19775.0     19830.0       CY
25   CY604  20250929      0.0      0.0  ...        0.00  19545.0     19545.0       CY
26   CY605  20250929  19575.0  19575.0  ...        9.79  19575.0     19695.0       CY
27   CY606  20250929      0.0      0.0  ...        0.00  19555.0     19555.0       CY
28   CY607  20250929      0.0      0.0  ...        0.00  19915.0     19965.0       CY
29   CY608  20250929      0.0      0.0  ...        0.00  19735.0     19735.0       CY
30   CY609  20250929      0.0      0.0  ...        0.00  19885.0     19965.0       CY
31   FG510  20250929   1130.0   1130.0  ...     9258.22   1117.0      1135.0       FG
32   FG511  20250929   1128.0   1132.0  ...   284860.98   1112.0      1140.0       FG
33   FG512  20250929   1252.0   1255.0  ...   140604.75   1230.0      1259.0       FG
34   FG601  20250929   1251.0   1253.0  ...  5591696.92   1229.0      1257.0       FG
35   FG602  20250929   1304.0   1306.0  ...    45248.10   1285.0      1310.0       FG
36   FG603  20250929   1298.0   1307.0  ...     2811.19   1287.0      1314.0       FG
37   FG604  20250929   1359.0   1373.0  ...     1180.58   1348.0      1381.0       FG
38   FG605  20250929   1369.0   1371.0  ...   184698.54   1347.0      1376.0       FG
39   FG606  20250929   1397.0   1398.0  ...     1975.64   1378.0      1403.0       FG
40   FG607  20250929   1390.0   1394.0  ...     2603.30   1372.0      1398.0       FG
41   FG608  20250929   1425.0   1432.0  ...     1279.09   1418.0      1438.0       FG
42   FG609  20250929   1430.0   1434.0  ...     6085.10   1420.0      1440.0       FG
43   JR511  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250929      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250929      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250929   2258.0   2275.0  ...     3233.71   2261.0      2258.0       MA
52   MA511  20250929   2293.0   2308.0  ...   106475.80   2298.0      2297.0       MA
53   MA512  20250929   2334.0   2345.0  ...    61133.99   2335.0      2330.0       MA
54   MA601  20250929   2360.0   2367.0  ...  1003865.58   2356.0      2352.0       MA
55   MA602  20250929   2383.0   2391.0  ...    33316.36   2383.0      2373.0       MA
56   MA603  20250929   2395.0   2404.0  ...      508.05   2396.0      2394.0       MA
57   MA604  20250929   2398.0   2398.0  ...      114.80   2392.0      2394.0       MA
58   MA605  20250929   2391.0   2394.0  ...    47339.35   2386.0      2385.0       MA
59   MA606  20250929      0.0      0.0  ...        0.00   2396.0      2392.0       MA
60   MA607  20250929   2363.0   2376.0  ...       23.66   2366.0      2368.0       MA
61   MA608  20250929      0.0      0.0  ...        0.00   2373.0      2373.0       MA
62   MA609  20250929   2340.0   2352.0  ...      398.94   2347.0      2344.0       MA
63   OI511  20250929  10338.0  10345.0  ...   482929.50  10288.0     10320.0       OI
64   OI601  20250929  10174.0  10177.0  ...  2347037.86  10128.0     10146.0       OI
65   OI603  20250929   9921.0   9929.0  ...     8380.04   9870.0      9912.0       OI
66   OI605  20250929   9664.0   9664.0  ...    69872.79   9615.0      9632.0       OI
67   OI607  20250929   9580.0   9593.0  ...      726.14   9555.0      9580.0       OI
68   OI609  20250929   9535.0   9547.0  ...      730.81   9491.0      9538.0       OI
69   PF510  20250929   6332.0   6362.0  ...     2031.03   6318.0      6350.0       PF
70   PF511  20250929   6324.0   6356.0  ...   586976.78   6326.0      6344.0       PF
71   PF512  20250929   6288.0   6320.0  ...   346631.01   6294.0      6310.0       PF
72   PF601  20250929   6340.0   6366.0  ...    30760.71   6340.0      6356.0       PF
73   PF602  20250929   6336.0   6368.0  ...    91057.47   6340.0      6354.0       PF
74   PF603  20250929   6352.0   6366.0  ...      117.52   6352.0      6370.0       PF
75   PF604  20250929   6398.0   6442.0  ...       73.85   6422.0      6414.0       PF
76   PF605  20250929   6420.0   6452.0  ...      131.79   6430.0      6440.0       PF
77   PF606  20250929   6424.0   6424.0  ...        6.42   6424.0      6436.0       PF
78   PF607  20250929   6410.0   6446.0  ...        9.65   6432.0      6454.0       PF
79   PF608  20250929   6472.0   6472.0  ...        6.45   6448.0      6472.0       PF
80   PF609  20250929      0.0      0.0  ...        0.00   6498.0      6504.0       PF
81   PK510  20250929   7784.0   7820.0  ...     6758.86   7800.0      7784.0       PK
82   PK511  20250929   7802.0   7868.0  ...   358713.17   7834.0      7784.0       PK
83   PK512  20250929   7776.0   7870.0  ...   119217.42   7826.0      7770.0       PK
84   PK601  20250929   7800.0   7848.0  ...    95841.03   7820.0      7768.0       PK
85   PK603  20250929   7830.0   7862.0  ...      404.03   7846.0      7804.0       PK
86   PK604  20250929   7836.0   7864.0  ...      204.01   7846.0      7820.0       PK
87   PK605  20250929   7840.0   7866.0  ...     5166.75   7846.0      7826.0       PK
88   PL601  20250929   6376.0   6406.0  ...    41908.30   6375.0      6376.0       PL
89   PL602  20250929   6402.0   6413.0  ...      256.11   6403.0      6399.0       PL
90   PL603  20250929   6411.0   6436.0  ...       25.69   6424.0      6402.0       PL
91   PL604  20250929   6419.0   6442.0  ...       38.55   6425.0      6407.0       PL
92   PL605  20250929   6373.0   6386.0  ...      165.65   6371.0      6350.0       PL
93   PL606  20250929   6440.0   6440.0  ...       25.72   6430.0      6428.0       PL
94   PL607  20250929      0.0      0.0  ...        0.00   6399.0      6399.0       PL
95   PL608  20250929   6440.0   6440.0  ...       12.88   6440.0      6499.0       PL
96   PL609  20250929      0.0      0.0  ...        0.00   6490.0      6490.0       PL
97   PM511  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250929      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250929   5854.0   5854.0  ...      498.23   5828.0      5848.0       PR
104  PR511  20250929   5810.0   5822.0  ...   370379.70   5798.0      5818.0       PR
105  PR512  20250929   5804.0   5826.0  ...   448589.44   5802.0      5818.0       PR
106  PR601  20250929   5806.0   5826.0  ...   197224.95   5802.0      5808.0       PR
107  PR602  20250929   5816.0   5870.0  ...      621.77   5838.0      5844.0       PR
108  PR603  20250929   5810.0   5886.0  ...      764.43   5858.0      5832.0       PR
109  PR604  20250929   5830.0   5916.0  ...      538.82   5890.0      5854.0       PR
110  PR605  20250929   5836.0   5938.0  ...      620.03   5906.0      5864.0       PR
111  PR606  20250929   5916.0   5952.0  ...       71.27   5940.0      5902.0       PR
112  PR607  20250929   5926.0   5954.0  ...      124.75   5940.0      5902.0       PR
113  PR608  20250929   5922.0   5922.0  ...       53.25   5918.0      5914.0       PR
114  PR609  20250929   5940.0   5940.0  ...       62.03   5908.0      5918.0       PR
115  PX510  20250929   6674.0   6682.0  ...      387.90   6632.0      6668.0       PX
116  PX511  20250929   6666.0   6700.0  ...   597824.37   6664.0      6664.0       PX
117  PX512  20250929   6654.0   6682.0  ...   235327.92   6650.0      6648.0       PX
118  PX601  20250929   6652.0   6672.0  ...   145505.81   6640.0      6646.0       PX
119  PX602  20250929   6652.0   6678.0  ...     9133.01   6648.0      6660.0       PX
120  PX603  20250929   6634.0   6664.0  ...       53.06   6634.0      6630.0       PX
121  PX604  20250929   6616.0   6622.0  ...        6.62   6620.0      6658.0       PX
122  PX605  20250929   6658.0   6700.0  ...      617.00   6670.0      6686.0       PX
123  PX606  20250929   6656.0   6656.0  ...        3.33   6656.0      6682.0       PX
124  PX607  20250929   6632.0   6690.0  ...       23.26   6646.0      6670.0       PX
125  PX608  20250929      0.0      0.0  ...        0.00   6686.0      6686.0       PX
126  PX609  20250929   6730.0   6730.0  ...        6.71   6714.0      6690.0       PX
127  RI511  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250929      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250929   2467.0   2487.0  ...     8227.56   2472.0      2474.0       RM
134  RM601  20250929   2411.0   2430.0  ...   522729.44   2413.0      2429.0       RM
135  RM603  20250929   2343.0   2346.0  ...     5931.30   2338.0      2346.0       RM
136  RM605  20250929   2330.0   2336.0  ...   101374.11   2328.0      2334.0       RM
137  RM607  20250929   2321.0   2328.0  ...     9704.08   2319.0      2322.0       RM
138  RM608  20250929   2421.0   2427.0  ...      420.85   2419.0      2423.0       RM
139  RM609  20250929   2410.0   2415.0  ...     2280.62   2408.0      2414.0       RM
140  RS511  20250929   5429.0   5429.0  ...      297.83   5318.0      5368.0       RS
141  RS607  20250929   5580.0   5588.0  ...      150.33   5568.0      5571.0       RS
142  RS608  20250929   5543.0   5589.0  ...      122.44   5565.0      5558.0       RS
143  RS609  20250929   5543.0   5583.0  ...       77.86   5561.0      5559.0       RS
144  SA510  20250929   1207.0   1207.0  ...    14570.42   1201.0      1212.0       SA
145  SA511  20250929   1215.0   1219.0  ...   398360.49   1209.0      1224.0       SA
146  SA512  20250929   1278.0   1283.0  ...   258006.82   1272.0      1287.0       SA
147  SA601  20250929   1291.0   1295.0  ...  2455419.25   1284.0      1301.0       SA
148  SA602  20250929   1322.0   1325.0  ...   185719.65   1311.0      1331.0       SA
149  SA603  20250929   1330.0   1333.0  ...     3842.56   1322.0      1339.0       SA
150  SA604  20250929   1371.0   1379.0  ...     1088.96   1365.0      1386.0       SA
151  SA605  20250929   1383.0   1387.0  ...   153744.58   1373.0      1392.0       SA
152  SA606  20250929   1393.0   1401.0  ...      877.84   1389.0      1405.0       SA
153  SA607  20250929   1395.0   1403.0  ...     1861.12   1391.0      1408.0       SA
154  SA608  20250929   1424.0   1436.0  ...      916.92   1428.0      1440.0       SA
155  SA609  20250929   1438.0   1443.0  ...     5361.06   1434.0      1446.0       SA
156  SF510  20250929   5454.0   5478.0  ...     4879.87   5402.0      5480.0       SF
157  SF511  20250929   5620.0   5678.0  ...   957047.42   5590.0      5680.0       SF
158  SF512  20250929   5620.0   5654.0  ...   204478.47   5574.0      5658.0       SF
159  SF601  20250929   5600.0   5638.0  ...   380717.72   5558.0      5644.0       SF
160  SF602  20250929   5550.0   5594.0  ...    47522.51   5524.0      5602.0       SF
161  SF603  20250929   5706.0   5766.0  ...     1214.64   5704.0      5768.0       SF
162  SF604  20250929   5702.0   5740.0  ...       11.42   5708.0      5754.0       SF
163  SF605  20250929   5714.0   5742.0  ...     6198.94   5684.0      5768.0       SF
164  SF606  20250929   5668.0   5704.0  ...      138.26   5644.0      5738.0       SF
165  SF607  20250929   5840.0   5852.0  ...       69.61   5802.0      5872.0       SF
166  SF608  20250929   5784.0   5804.0  ...       11.55   5774.0      5884.0       SF
167  SF609  20250929   5758.0   5828.0  ...       71.99   5760.0      5844.0       SF
168  SH510  20250929   2455.0   2466.0  ...     6784.34   2453.0      2455.0       SH
169  SH511  20250929   2489.0   2496.0  ...   597883.78   2479.0      2482.0       SH
170  SH512  20250929   2530.0   2539.0  ...   344078.99   2519.0      2530.0       SH
171  SH601  20250929   2530.0   2536.0  ...  2488833.56   2513.0      2530.0       SH
172  SH602  20250929   2557.0   2562.0  ...    51761.54   2539.0      2559.0       SH
173  SH603  20250929   2570.0   2580.0  ...     2504.88   2553.0      2575.0       SH
174  SH604  20250929   2608.0   2621.0  ...      358.38   2597.0      2617.0       SH
175  SH605  20250929   2620.0   2629.0  ...    21517.02   2604.0      2623.0       SH
176  SH606  20250929   2629.0   2629.0  ...      242.68   2609.0      2638.0       SH
177  SH607  20250929   2626.0   2632.0  ...      320.31   2604.0      2629.0       SH
178  SH608  20250929   2642.0   2642.0  ...      102.47   2627.0      2645.0       SH
179  SH609  20250929   2656.0   2660.0  ...      531.46   2644.0      2659.0       SH
180  SM510  20250929   5738.0   5748.0  ...     3373.43   5684.0      5752.0       SM
181  SM511  20250929   5818.0   5852.0  ...   398459.35   5786.0      5846.0       SM
182  SM512  20250929   5818.0   5858.0  ...   135876.45   5802.0      5852.0       SM
183  SM601  20250929   5834.0   5868.0  ...   831719.66   5802.0      5866.0       SM
184  SM602  20250929   5836.0   5878.0  ...   243624.84   5812.0      5872.0       SM
185  SM603  20250929   5894.0   5894.0  ...     1247.78   5832.0      5904.0       SM
186  SM604  20250929   5868.0   5882.0  ...        8.81   5874.0      5910.0       SM
187  SM605  20250929   5872.0   5900.0  ...    21467.30   5838.0      5900.0       SM
188  SM606  20250929   5860.0   5900.0  ...       73.00   5840.0      5896.0       SM
189  SM607  20250929   5870.0   5912.0  ...       41.05   5864.0      5918.0       SM
190  SM608  20250929   5914.0   5928.0  ...       17.64   5880.0      5936.0       SM
191  SM609  20250929   5868.0   5928.0  ...      930.02   5868.0      5940.0       SM
192  SR511  20250929   5519.0   5530.0  ...   138166.21   5519.0      5520.0       SR
193  SR601  20250929   5485.0   5505.0  ...   789921.09   5489.0      5491.0       SR
194  SR603  20250929   5467.0   5483.0  ...     1713.04   5473.0      5473.0       SR
195  SR605  20250929   5447.0   5463.0  ...    62060.93   5448.0      5452.0       SR
196  SR607  20250929   5451.0   5460.0  ...     4259.43   5447.0      5451.0       SR
197  SR609  20250929   5454.0   5468.0  ...     5573.82   5449.0      5457.0       SR
198  TA510  20250929   4612.0   4632.0  ...     8162.28   4606.0      4626.0       TA
199  TA511  20250929   4620.0   4652.0  ...   273494.08   4626.0      4640.0       TA
200  TA512  20250929   4638.0   4660.0  ...   142326.03   4638.0      4650.0       TA
201  TA601  20250929   4650.0   4672.0  ...  1350166.41   4650.0      4664.0       TA
202  TA602  20250929   4668.0   4684.0  ...    23176.32   4664.0      4674.0       TA
203  TA603  20250929   4680.0   4692.0  ...      451.18   4676.0      4690.0       TA
204  TA604  20250929   4672.0   4672.0  ...        9.32   4662.0      4698.0       TA
205  TA605  20250929   4692.0   4718.0  ...    47510.47   4694.0      4706.0       TA
206  TA606  20250929   4702.0   4702.0  ...        7.04   4696.0      4706.0       TA
207  TA607  20250929   4710.0   4710.0  ...        9.41   4704.0      4718.0       TA
208  TA608  20250929   4712.0   4732.0  ...        9.43   4718.0      4736.0       TA
209  TA609  20250929   4732.0   4756.0  ...      274.84   4740.0      4742.0       TA
210  UR510  20250929   1546.0   1552.0  ...     2939.37   1541.0      1549.0       UR
211  UR511  20250929   1640.0   1642.0  ...    77585.41   1632.0      1649.0       UR
212  UR512  20250929   1645.0   1655.0  ...    24157.22   1646.0      1661.0       UR
213  UR601  20250929   1666.0   1668.0  ...   563687.81   1657.0      1673.0       UR
214  UR602  20250929   1670.0   1675.0  ...      582.02   1663.0      1680.0       UR
215  UR603  20250929   1712.0   1715.0  ...      167.55   1710.0      1725.0       UR
216  UR604  20250929   1716.0   1718.0  ...      211.73   1708.0      1725.0       UR
217  UR605  20250929   1717.0   1718.0  ...    27474.81   1708.0      1725.0       UR
218  UR606  20250929   1720.0   1720.0  ...      666.53   1709.0      1724.0       UR
219  UR607  20250929   1750.0   1750.0  ...      149.94   1743.0      1758.0       UR
220  UR608  20250929   1739.0   1741.0  ...      135.48   1737.0      1745.0       UR
221  UR609  20250929   1735.0   1738.0  ...      550.11   1730.0      1743.0       UR
222  WH511  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250929      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250929      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-29 18:26:31,987 - future_1d - INFO - ak.get_czce_daily('2025-09-29') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250929   488.1     505  ...     1945.63   486.4      487.5      SC
1       SC2511  20250929   492.1   499.2  ...  4743445.34   494.5      489.1      SC
2       SC2512  20250929   493.3   499.6  ...  1085522.81   495.1      490.8      SC
3       SC2601  20250929   493.3   499.5  ...   237010.04   494.9      490.7      SC
4       SC2602  20250929     494   498.9  ...    63648.63   493.7      489.9      SC
5       SC2603  20250929   492.7   497.8  ...    25421.15   491.7        490      SC
6       SC2604  20250929   495.4   496.8  ...    13338.42   490.3      490.3      SC
7       SC2605  20250929   492.5   497.2  ...    15766.67   489.6      491.2      SC
8       SC2606  20250929   490.6   496.6  ...    16122.84     490      488.9      SC
9       SC2607  20250929   494.6   494.8  ...      392.33   490.4      484.9      SC
10      SC2608  20250929   493.5   493.5  ...       98.56   492.8      486.6      SC
11      SC2609  20250929     491   492.3  ...      293.45     489      483.8      SC
12      SC2612  20250929   475.2   475.2  ...       47.52   475.2      479.5      SC
13      SC2703  20250929   472.1   472.1  ...       47.21   472.1      473.1      SC
14      SC2706  20250929                  ...           0     477        477      SC
15      SC2709  20250929                  ...           0     477        477      SC
16      SC2712  20250929   477.6   482.2  ...      479.29   479.2      475.9      SC
17      SC2803  20250929     475   477.9  ...      285.07   475.1        475      SC
18      SC2806  20250929   472.4   476.2  ...      520.88   473.5      473.8      SC
19      SC2809  20250929                  ...           0   472.1      472.1      SC
21      LU2510  20250929                  ...           0    3450       3450      LU
22      LU2511  20250929    3489    3527  ...  238222.826    3482       3470      LU
23      LU2512  20250929    3481    3540  ...   200238.01    3494       3471      LU
24      LU2601  20250929    3480    3528  ...   94948.303    3481       3459      LU
25      LU2602  20250929    3451    3505  ...    3556.073    3455       3440      LU
26      LU2603  20250929    3442    3498  ...     1361.94    3456       3425      LU
27      LU2604  20250929    3454    3461  ...      44.717    3439       3407      LU
28      LU2605  20250929    3451    3454  ...      58.489    3440       3437      LU
29      LU2606  20250929    3449    3467  ...      10.378    3459       3427      LU
30      LU2607  20250929    3418    3458  ...       34.39    3439       3418      LU
31      LU2608  20250929    3415    3439  ...       30.78    3420       3392      LU
32      LU2609  20250929    3396    3429  ...      64.773    3409       3379      LU
34      NR2510  20250929   12425   12455  ...    28212.04   12370      12320      NR
35      NR2511  20250929   12450   12475  ...  1153395.56   12370      12350      NR
36      NR2512  20250929   12430   12485  ...   395493.37   12375      12375      NR
37      NR2601  20250929   12465   12505  ...  211166.935   12405      12395      NR
38      NR2602  20250929   12470   12470  ...      4864.5   12405      12380      NR
39      NR2603  20250929   12390   12485  ...    1422.075   12365      12455      NR
40      NR2604  20250929   12485   12495  ...      348.24   12435      12390      NR
41      NR2605  20250929   12460   12535  ...      186.43   12425      12460      NR
42      NR2606  20250929   12430   12430  ...       12.43   12430      12465      NR
43      NR2607  20250929   12500   12600  ...        25.1   12550      12650      NR
44      NR2608  20250929   12520   12650  ...       50.22   12555      12685      NR
45      NR2609  20250929                  ...           0   12510      12510      NR
47      BC2510  20250929   72980   73160  ...    88849.76   72820      73250      BC
48      BC2511  20250929   73090   73350  ...   285677.51   73040      73420      BC
49      BC2512  20250929   73150   73480  ...     5590.91   73080      73550      BC
50      BC2601  20250929                  ...           0   73160      73160      BC
51      BC2602  20250929   72990   73600  ...     109.625   73080      73820      BC
52      BC2603  20250929                  ...           0   73290      73000      BC
53      BC2604  20250929                  ...           0   73000      73000      BC
54      BC2605  20250929                  ...           0   72900      72900      BC
55      BC2606  20250929                  ...           0   72960      72960      BC
56      BC2607  20250929                  ...           0   72900      72840      BC
57      BC2608  20250929                  ...           0   73000      73000      BC
58      BC2609  20250929                  ...           0   73000      73000      BC
60      EC2510  20250929    1141  1154.5  ...  93576.7345    1122     1150.8      EC
61      EC2512  20250929    1763  1775.3  ...  103054.394    1735     1780.6      EC
62      EC2602  20250929  1668.1  1684.6  ...  32984.4615  1644.7     1691.9      EC
63      EC2604  20250929    1260  1261.5  ...    7450.222  1253.1     1279.1      EC
64      EC2606  20250929  1463.6    1478  ...    705.1215  1453.8     1482.6      EC
65      EC2608  20250929  1601.1  1607.9  ...     599.612  1598.9       1631      EC
68  SC_TAS2511  20250929                  ...                                 SC_TAS
69  SC_TAS2512  20250929                  ...                                 SC_TAS
70  SC_TAS2601  20250929                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-29 18:26:32,049 - future_1d - INFO - ak.get_ine_daily('2025-09-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250929   3939.00  ...   3931.00     3940.00        A
1     a2601  20250929   3906.00  ...   3897.00     3918.00        A
2     a2603  20250929   3904.00  ...   3897.00     3922.00        A
3     a2605  20250929   3935.00  ...   3929.00     3951.00        A
4     a2607  20250929   3931.00  ...   3927.00     3945.00        A
5     a2609  20250929   3928.00  ...   3932.00     3948.00        A
6     b2510  20250929   3591.00  ...   3628.00     3630.00        B
7     b2511  20250929   3609.00  ...   3605.00     3627.00        B
8     b2512  20250929   3630.00  ...   3629.00     3647.00        B
9     b2601  20250929   3627.00  ...   3629.00     3647.00        B
10    b2602  20250929   3639.00  ...   3641.00     3649.00        B
11    b2603  20250929   3602.00  ...   3606.00     3615.00        B
12    b2604  20250929   3504.00  ...   3508.00     3520.00        B
13    b2605  20250929   3443.00  ...   3440.00     3449.00        B
14    b2606  20250929   3412.00  ...   3412.00     3422.00        B
15    b2607  20250929   3421.00  ...   3414.00     3428.00        B
16    b2608  20250929   3515.00  ...   3513.00     3520.00        B
17    b2609  20250929   3529.00  ...   3530.00     3535.00        B
18   bb2511  20250929    141.05  ...    141.75      141.90       BB
19   bb2601  20250929    146.40  ...    146.80      147.00       BB
20   bb2603  20250929    147.00  ...    147.00      147.00       BB
21   bb2605  20250929      0.00  ...    141.70      141.70       BB
22   bb2607  20250929      0.00  ...    146.45      146.45       BB
23   bb2609  20250929      0.00  ...    146.45      146.45       BB
24   bz2603  20250929   5919.00  ...   5895.00     5906.00       BZ
25   bz2604  20250929   5886.00  ...   5880.00     5880.00       BZ
26   bz2605  20250929   5939.00  ...   5894.00     5936.00       BZ
27   bz2606  20250929      0.00  ...   5902.00     5936.00       BZ
28   bz2607  20250929      0.00  ...   5880.00     5880.00       BZ
29   bz2608  20250929      0.00  ...   5858.00     5883.00       BZ
30   bz2609  20250929      0.00  ...   5884.00     5884.00       BZ
31    c2511  20250929   2178.00  ...   2171.00     2176.00        C
32    c2601  20250929   2140.00  ...   2137.00     2137.00        C
33    c2603  20250929   2150.00  ...   2150.00     2146.00        C
34    c2605  20250929   2203.00  ...   2206.00     2203.00        C
35    c2607  20250929   2216.00  ...   2216.00     2213.00        C
36    c2609  20250929   2231.00  ...   2230.00     2228.00        C
37   cs2511  20250929   2479.00  ...   2486.00     2485.00       CS
38   cs2601  20250929   2463.00  ...   2461.00     2467.00       CS
39   cs2603  20250929   2464.00  ...   2463.00     2466.00       CS
40   cs2605  20250929   2548.00  ...   2548.00     2547.00       CS
41   cs2607  20250929   2551.00  ...   2553.00     2551.00       CS
42   cs2609  20250929   2583.00  ...   2585.00     2586.00       CS
43   eb2510  20250929   6899.00  ...   6888.00     6899.00       EB
44   eb2511  20250929   6961.00  ...   6939.00     6939.00       EB
45   eb2512  20250929   6968.00  ...   6948.00     6954.00       EB
46   eb2601  20250929   6992.00  ...   6987.00     6980.00       EB
47   eb2602  20250929   7038.00  ...   7020.00     7021.00       EB
48   eb2603  20250929   7071.00  ...   7043.00     7058.00       EB
49   eb2604  20250929   7108.00  ...   7108.00     7103.00       EB
50   eb2605  20250929   7106.00  ...   7099.00     7103.00       EB
51   eb2606  20250929   7151.00  ...   7152.00     7117.00       EB
52   eb2607  20250929   7153.00  ...   7153.00     7134.00       EB
53   eb2608  20250929   7178.00  ...   7178.00     7177.00       EB
54   eb2609  20250929      0.00  ...   7177.00     7177.00       EB
55   eg2510  20250929   4256.00  ...   4268.00     4269.00       EG
56   eg2511  20250929   4224.00  ...   4217.00     4221.00       EG
57   eg2512  20250929      0.00  ...   4218.00     4218.00       EG
58   eg2601  20250929   4215.00  ...   4225.00     4227.00       EG
59   eg2602  20250929   4227.00  ...   4233.00     4231.00       EG
60   eg2603  20250929   4235.00  ...   4237.00     4252.00       EG
61   eg2604  20250929   4262.00  ...   4262.00     4276.00       EG
62   eg2605  20250929   4276.00  ...   4287.00     4285.00       EG
63   eg2606  20250929   4270.00  ...   4270.00     4300.00       EG
64   eg2607  20250929      0.00  ...   4300.00     4300.00       EG
65   eg2608  20250929      0.00  ...   4346.00     4346.00       EG
66   eg2609  20250929      0.00  ...   4367.00     4367.00       EG
67   fb2510  20250929   1260.50  ...   1266.00     1270.00       FB
68   fb2511  20250929   1251.50  ...   1252.00     1254.50       FB
69   fb2512  20250929   1254.00  ...   1253.00     1255.00       FB
70   fb2601  20250929   1256.00  ...   1255.00     1254.50       FB
71   fb2602  20250929   1253.00  ...   1254.50     1253.50       FB
72   fb2603  20250929   1241.00  ...   1240.00     1243.50       FB
73   fb2604  20250929      0.00  ...   1254.50     1254.50       FB
74   fb2605  20250929      0.00  ...   1299.00     1300.50       FB
75   fb2606  20250929      0.00  ...   1276.50     1276.50       FB
76   fb2607  20250929      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250929      0.00  ...   1308.00     1308.00       FB
78   fb2609  20250929      0.00  ...   1296.00     1296.00       FB
79    i2510  20250929    805.00  ...    803.50      813.50        I
80    i2511  20250929    804.00  ...    801.50      809.50        I
81    i2512  20250929    797.50  ...    794.00      805.00        I
82    i2601  20250929    790.00  ...    785.50      796.50        I
83    i2602  20250929    784.50  ...    780.50      790.50        I
84    i2603  20250929    777.50  ...    775.50      787.50        I
85    i2604  20250929    774.50  ...    771.50      784.50        I
86    i2605  20250929    769.50  ...    765.00      776.50        I
87    i2606  20250929    763.00  ...    760.00      772.00        I
88    i2607  20250929    758.00  ...    755.00      767.00        I
89    i2608  20250929    753.50  ...    750.50      763.50        I
90    i2609  20250929    750.50  ...    745.50      755.50        I
91    j2510  20250929   1580.00  ...   1578.50     1619.50        J
92    j2511  20250929   1617.00  ...   1595.50     1643.50        J
93    j2512  20250929   1649.50  ...   1637.50     1684.50        J
94    j2601  20250929   1699.50  ...   1666.50     1718.50        J
95    j2602  20250929   1703.00  ...   1688.00     1747.50        J
96    j2603  20250929      0.00  ...   1725.00     1778.00        J
97    j2604  20250929   1767.50  ...   1767.50     1841.50        J
98    j2605  20250929   1844.50  ...   1808.00     1862.50        J
99    j2606  20250929   1843.00  ...   1830.50     1901.00        J
100   j2607  20250929   1875.00  ...   1875.00     1903.50        J
101   j2608  20250929   1869.50  ...   1869.50     1919.50        J
102   j2609  20250929   1909.00  ...   1890.50     1933.50        J
103  jd2510  20250929   2946.00  ...   2928.00     2952.00       JD
104  jd2511  20250929   3029.00  ...   3028.00     3051.00       JD
105  jd2512  20250929   3170.00  ...   3175.00     3182.00       JD
106  jd2601  20250929   3350.00  ...   3348.00     3360.00       JD
107  jd2602  20250929   3090.00  ...   3090.00     3106.00       JD
108  jd2603  20250929   3125.00  ...   3113.00     3130.00       JD
109  jd2604  20250929   3241.00  ...   3236.00     3253.00       JD
110  jd2605  20250929   3380.00  ...   3386.00     3385.00       JD
111  jd2606  20250929   3225.00  ...   3226.00     3226.00       JD
112  jd2607  20250929   3470.00  ...   3472.00     3470.00       JD
113  jd2608  20250929   3918.00  ...   3921.00     3918.00       JD
114  jd2609  20250929   3793.00  ...   3796.00     3787.00       JD
115  jm2510  20250929   1026.00  ...   1010.50     1037.00       JM
116  jm2511  20250929   1061.00  ...   1034.50     1071.50       JM
117  jm2512  20250929   1131.00  ...   1102.50     1142.00       JM
118  jm2601  20250929   1191.00  ...   1171.50     1214.50       JM
119  jm2602  20250929   1218.00  ...   1194.00     1237.00       JM
120  jm2603  20250929   1237.00  ...   1216.00     1256.50       JM
121  jm2604  20250929   1256.50  ...   1233.50     1278.50       JM
122  jm2605  20250929   1278.50  ...   1258.50     1304.00       JM
123  jm2606  20250929   1295.00  ...   1270.00     1319.00       JM
124  jm2607  20250929   1312.00  ...   1292.00     1333.50       JM
125  jm2608  20250929   1320.00  ...   1310.00     1350.50       JM
126  jm2609  20250929   1350.00  ...   1333.50     1374.00       JM
127   l2510  20250929   7071.00  ...   7091.00     7072.00        L
128   l2511  20250929   7114.00  ...   7114.00     7103.00        L
129   l2512  20250929   7136.00  ...   7150.00     7138.00        L
130   l2601  20250929   7173.00  ...   7174.00     7163.00        L
131   l2602  20250929   7163.00  ...   7168.00     7161.00        L
132   l2603  20250929   7180.00  ...   7188.00     7186.00        L
133   l2604  20250929   7212.00  ...   7221.00     7210.00        L
134   l2605  20250929   7200.00  ...   7213.00     7200.00        L
135   l2606  20250929   7203.00  ...   7214.00     7208.00        L
136   l2607  20250929   7209.00  ...   7219.00     7227.00        L
137   l2608  20250929   7229.00  ...   7240.00     7245.00        L
138   l2609  20250929   7228.00  ...   7237.00     7228.00        L
139  lg2511  20250929    808.50  ...    809.00      807.50       LG
140  lg2601  20250929    819.50  ...    820.50      820.50       LG
141  lg2603  20250929    826.00  ...    826.50      825.50       LG
142  lg2605  20250929    828.50  ...    827.50      828.50       LG
143  lg2607  20250929    830.00  ...    828.50      829.50       LG
144  lg2609  20250929    820.50  ...    820.50      816.50       LG
145  lh2511  20250929  12550.00  ...  12345.00    12625.00       LH
146  lh2601  20250929  13045.00  ...  12835.00    13180.00       LH
147  lh2603  20250929  12580.00  ...  12450.00    12660.00       LH
148  lh2605  20250929  12980.00  ...  12845.00    13070.00       LH
149  lh2607  20250929  13600.00  ...  13360.00    13655.00       LH
150  lh2609  20250929  14000.00  ...  13980.00    14220.00       LH
151   m2511  20250929   2906.00  ...   2906.00     2916.00        M
152   m2512  20250929   2951.00  ...   2945.00     2960.00        M
153   m2601  20250929   2938.00  ...   2937.00     2949.00        M
154   m2603  20250929   2918.00  ...   2913.00     2921.00        M
155   m2605  20250929   2753.00  ...   2749.00     2755.00        M
156   m2607  20250929   2739.00  ...   2735.00     2744.00        M
157   m2608  20250929   2858.00  ...   2854.00     2860.00        M
158   m2609  20250929   2858.00  ...   2857.00     2863.00        M
159   p2510  20250929   9126.00  ...   9102.00     9126.00        P
160   p2511  20250929   9168.00  ...   9188.00     9208.00        P
161   p2512  20250929   9194.00  ...   9204.00     9232.00        P
162   p2601  20250929   9236.00  ...   9234.00     9266.00        P
163   p2602  20250929   9216.00  ...   9224.00     9218.00        P
164   p2603  20250929   9188.00  ...   9196.00     9160.00        P
165   p2604  20250929   9150.00  ...   9152.00     9154.00        P
166   p2605  20250929   9060.00  ...   9056.00     9076.00        P
167   p2606  20250929   8986.00  ...   8978.00     8978.00        P
168   p2607  20250929   8888.00  ...   8880.00     8876.00        P
169   p2608  20250929   8768.00  ...   8770.00     8776.00        P
170   p2609  20250929   8676.00  ...   8676.00     8686.00        P
171  pg2510  20250929   4438.00  ...   4448.00     4432.00       PG
172  pg2511  20250929   4302.00  ...   4295.00     4285.00       PG
173  pg2512  20250929   4218.00  ...   4213.00     4215.00       PG
174  pg2601  20250929   4155.00  ...   4143.00     4150.00       PG
175  pg2602  20250929   4089.00  ...   4077.00     4085.00       PG
176  pg2603  20250929   4006.00  ...   3996.00     4003.00       PG
177  pg2604  20250929   4364.00  ...   4352.00     4367.00       PG
178  pg2605  20250929   4270.00  ...   4268.00     4285.00       PG
179  pg2606  20250929      0.00  ...   4212.00     4228.00       PG
180  pg2607  20250929   4153.00  ...   4156.00     4154.00       PG
181  pg2608  20250929   4120.00  ...   4101.00     4109.00       PG
182  pg2609  20250929   4098.00  ...   4093.00     4093.00       PG
183  pp2510  20250929   6786.00  ...   6782.00     6795.00       PP
184  pp2511  20250929   6840.00  ...   6823.00     6830.00       PP
185  pp2512  20250929   6869.00  ...   6862.00     6869.00       PP
186  pp2601  20250929   6899.00  ...   6899.00     6900.00       PP
187  pp2602  20250929   6892.00  ...   6888.00     6889.00       PP
188  pp2603  20250929   6884.00  ...   6890.00     6890.00       PP
189  pp2604  20250929   6917.00  ...   6932.00     6917.00       PP
190  pp2605  20250929   6942.00  ...   6940.00     6944.00       PP
191  pp2606  20250929   6908.00  ...   6908.00     6921.00       PP
192  pp2607  20250929   6865.00  ...   6873.00     6893.00       PP
193  pp2608  20250929   6874.00  ...   6884.00     6900.00       PP
194  pp2609  20250929   6906.00  ...   6915.00     6924.00       PP
195  rr2510  20250929   3623.00  ...   3619.00     3623.00       RR
196  rr2511  20250929   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250929   3617.00  ...   3610.00     3614.00       RR
198  rr2601  20250929   3621.00  ...   3619.00     3620.00       RR
199  rr2602  20250929   3608.00  ...   3609.00     3606.00       RR
200  rr2603  20250929   3616.00  ...   3613.00     3614.00       RR
201  rr2604  20250929   3621.00  ...   3616.00     3616.00       RR
202  rr2605  20250929   3618.00  ...   3615.00     3618.00       RR
203  rr2606  20250929      0.00  ...   3600.00     3600.00       RR
204  rr2607  20250929      0.00  ...   3609.00     3609.00       RR
205  rr2608  20250929      0.00  ...   3614.00     3614.00       RR
206  rr2609  20250929      0.00  ...   3623.00     3614.00       RR
207   v2510  20250929   4788.00  ...   4780.00     4788.00        V
208   v2511  20250929   4812.00  ...   4808.00     4817.00        V
209   v2512  20250929   4848.00  ...   4850.00     4858.00        V
210   v2601  20250929   4894.00  ...   4895.00     4902.00        V
211   v2602  20250929   4932.00  ...   4934.00     4941.00        V
212   v2603  20250929   4959.00  ...   4964.00     4971.00        V
213   v2604  20250929   5158.00  ...   5165.00     5174.00        V
214   v2605  20250929   5192.00  ...   5202.00     5205.00        V
215   v2606  20250929   5220.00  ...   5239.00     5248.00        V
216   v2607  20250929   5263.00  ...   5263.00     5277.00        V
217   v2608  20250929   5296.00  ...   5296.00     5302.00        V
218   v2609  20250929   5336.00  ...   5331.00     5341.00        V
219   y2511  20250929   8160.00  ...   8166.00     8202.00        Y
220   y2512  20250929   8202.00  ...   8210.00     8248.00        Y
221   y2601  20250929   8150.00  ...   8154.00     8192.00        Y
222   y2603  20250929   8112.00  ...   8114.00     8140.00        Y
223   y2605  20250929   7932.00  ...   7932.00     7946.00        Y
224   y2607  20250929   7888.00  ...   7882.00     7908.00        Y
225   y2608  20250929   7884.00  ...   7878.00     7896.00        Y
226   y2609  20250929   7850.00  ...   7858.00     7876.00        Y

[227 rows x 12 columns]
2025-09-29 18:26:32,609 - future_1d - INFO - ak.get_dce_daily('2025-09-29') done
2025-09-29 18:26:34,372 - future_1d - INFO - save future_daily 2025-09-29 completed