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2025-09-03 16:25:50 Wed	START TASK.01	future_1d  future_daily
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2025-09-03 16:25:52,202 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250826   8141.0   8186.0  ...   310738.07   8158.0      8143.0       AP
1    AP511  20250826   7979.0   7986.0  ...     2705.43   7957.0      7947.0       AP
2    AP512  20250826   7998.0   7998.0  ...      223.27   7974.0      7960.0       AP
3    AP601  20250826   8035.0   8078.0  ...    71069.61   8061.0      8058.0       AP
4    AP603  20250826   7959.0   7959.0  ...       31.83   7959.0      7959.0       AP
5    AP604  20250826   7986.0   7986.0  ...       79.74   7974.0      7970.0       AP
6    AP605  20250826   8032.0   8050.0  ...      434.00   8037.0      8041.0       AP
7    CF509  20250826  13845.0  13845.0  ...   157607.15  13810.0     13815.0       CF
8    CF511  20250826  14045.0  14070.0  ...   190269.14  14040.0     14020.0       CF
9    CF601  20250826  14135.0  14155.0  ...  1078975.90  14120.0     14115.0       CF
10   CF603  20250826  14085.0  14105.0  ...      894.34  14085.0     14060.0       CF
11   CF605  20250826  14095.0  14105.0  ...    50074.62  14075.0     14065.0       CF
12   CF607  20250826  14095.0  14100.0  ...      155.00  14090.0     14075.0       CF
13   CJ509  20250826  10120.0  10160.0  ...     6556.05  10100.0     10175.0       CJ
14   CJ512  20250826  11285.0  11340.0  ...     6622.27  11290.0     11285.0       CJ
15   CJ601  20250826  11385.0  11450.0  ...   489734.02  11395.0     11395.0       CJ
16   CJ603  20250826  11440.0  11475.0  ...     3621.67  11425.0     11425.0       CJ
17   CJ605  20250826  11530.0  11580.0  ...    48929.36  11540.0     11535.0       CJ
18   CJ607  20250826  11685.0  11730.0  ...      573.15  11695.0     11705.0       CJ
19   CY509  20250826  20115.0  20150.0  ...      332.04  20125.0     20105.0       CY
20   CY510  20250826      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250826  20155.0  20205.0  ...    54698.35  20160.0     20160.0       CY
22   CY512  20250826      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250826  20195.0  20195.0  ...      494.01  20165.0     20160.0       CY
24   CY602  20250826      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250826      0.0      0.0  ...        0.00  20295.0     20295.0       CY
26   CY604  20250826      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250826  20395.0  20395.0  ...       10.20  20395.0     20385.0       CY
28   CY606  20250826      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250826      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250826      0.0      0.0  ...        0.00  20295.0     20375.0       CY
31   FG509  20250826   1004.0   1008.0  ...   224144.38    995.0      1007.0       FG
32   FG510  20250826   1111.0   1114.0  ...    90061.11   1099.0      1110.0       FG
33   FG511  20250826   1098.0   1102.0  ...   136272.74   1088.0      1099.0       FG
34   FG512  20250826   1199.0   1200.0  ...    71599.93   1190.0      1197.0       FG
35   FG601  20250826   1189.0   1194.0  ...  3751837.04   1183.0      1194.0       FG
36   FG602  20250826   1239.0   1243.0  ...     2217.61   1235.0      1245.0       FG
37   FG603  20250826   1242.0   1245.0  ...     1521.44   1235.0      1247.0       FG
38   FG604  20250826   1287.0   1289.0  ...      473.59   1280.0      1293.0       FG
39   FG605  20250826   1281.0   1283.0  ...    60363.98   1271.0      1286.0       FG
40   FG606  20250826   1311.0   1313.0  ...      717.14   1304.0      1312.0       FG
41   FG607  20250826   1302.0   1302.0  ...      959.32   1293.0      1303.0       FG
42   FG608  20250826   1325.0   1325.0  ...      322.07   1320.0      1325.0       FG
43   JR509  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250826   2310.0   2312.0  ...    59181.07   2295.0      2306.0       MA
53   MA510  20250826   2342.0   2349.0  ...    44671.31   2330.0      2341.0       MA
54   MA511  20250826   2368.0   2373.0  ...    78705.15   2352.0      2365.0       MA
55   MA512  20250826   2406.0   2412.0  ...    24133.67   2393.0      2403.0       MA
56   MA601  20250826   2425.0   2430.0  ...   902158.84   2413.0      2423.0       MA
57   MA602  20250826   2433.0   2433.0  ...      130.45   2416.0      2432.0       MA
58   MA603  20250826   2434.0   2434.0  ...       94.19   2415.0      2429.0       MA
59   MA604  20250826   2415.0   2415.0  ...       31.26   2404.0      2416.0       MA
60   MA605  20250826   2401.0   2407.0  ...    34799.71   2394.0      2400.0       MA
61   MA606  20250826   2416.0   2416.0  ...       24.04   2404.0      2406.0       MA
62   MA607  20250826   2409.0   2409.0  ...      105.61   2400.0      2408.0       MA
63   MA608  20250826   2403.0   2408.0  ...       21.60   2400.0      2409.0       MA
64   OI509  20250826  10002.0  10030.0  ...   127501.72  10001.0      9986.0       OI
65   OI511  20250826   9953.0   9995.0  ...   642725.82   9961.0      9948.0       OI
66   OI601  20250826   9905.0   9934.0  ...  2964053.66   9897.0      9890.0       OI
67   OI603  20250826   9819.0   9850.0  ...     2638.20   9807.0      9809.0       OI
68   OI605  20250826   9725.0   9763.0  ...    35872.85   9724.0      9720.0       OI
69   OI607  20250826   9701.0   9731.0  ...      281.03   9691.0      9684.0       OI
70   PF509  20250826   6480.0   6558.0  ...     7063.63   6504.0      6492.0       PF
71   PF510  20250826   6606.0   6672.0  ...   539539.77   6624.0      6604.0       PF
72   PF511  20250826   6606.0   6658.0  ...   233675.02   6612.0      6596.0       PF
73   PF512  20250826   6576.0   6640.0  ...    91509.86   6590.0      6582.0       PF
74   PF601  20250826   6586.0   6634.0  ...    24432.27   6596.0      6576.0       PF
75   PF602  20250826   6582.0   6606.0  ...       79.14   6596.0      6582.0       PF
76   PF603  20250826   6598.0   6646.0  ...       82.68   6614.0      6598.0       PF
77   PF604  20250826   6624.0   6702.0  ...       79.74   6646.0      6636.0       PF
78   PF605  20250826   6640.0   6692.0  ...      103.19   6658.0      6654.0       PF
79   PF606  20250826   6678.0   6678.0  ...       16.70   6678.0      6670.0       PF
80   PF607  20250826   6678.0   6678.0  ...        3.34   6678.0      6676.0       PF
81   PF608  20250826      0.0      0.0  ...        0.00   6662.0      6662.0       PF
82   PK510  20250826   7988.0   8082.0  ...   102350.12   8038.0      7976.0       PK
83   PK511  20250826   7790.0   7844.0  ...   270531.01   7812.0      7778.0       PK
84   PK512  20250826   7850.0   7868.0  ...    49526.52   7842.0      7824.0       PK
85   PK601  20250826   7902.0   7920.0  ...    27720.63   7898.0      7876.0       PK
86   PK603  20250826   7892.0   7914.0  ...       39.53   7906.0      7894.0       PK
87   PK604  20250826   7900.0   7912.0  ...       27.66   7902.0      7890.0       PK
88   PK605  20250826   7896.0   7920.0  ...     2307.81   7904.0      7892.0       PK
89   PL601  20250826   6500.0   6501.0  ...    14481.85   6482.0      6491.0       PL
90   PL602  20250826   6530.0   6538.0  ...      130.56   6528.0      6533.0       PL
91   PL603  20250826   6501.0   6516.0  ...       91.00   6500.0      6527.0       PL
92   PL604  20250826      0.0      0.0  ...        0.00   6498.0      6498.0       PL
93   PL605  20250826   6385.0   6400.0  ...       51.13   6391.0      6383.0       PL
94   PL606  20250826      0.0      0.0  ...        0.00   6479.0      6479.0       PL
95   PL607  20250826      0.0      0.0  ...        0.00   6512.0      6512.0       PL
96   PL608  20250826      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250826   5898.0   5906.0  ...     7617.03   5892.0      5906.0       PR
104  PR510  20250826   6044.0   6094.0  ...   190747.61   6052.0      6040.0       PR
105  PR511  20250826   6056.0   6104.0  ...   692223.76   6058.0      6050.0       PR
106  PR512  20250826   6048.0   6100.0  ...   314010.49   6052.0      6052.0       PR
107  PR601  20250826   6062.0   6100.0  ...     9156.29   6062.0      6056.0       PR
108  PR602  20250826      0.0      0.0  ...        0.00   6070.0      6070.0       PR
109  PR603  20250826   6072.0   6110.0  ...       27.41   6092.0      6088.0       PR
110  PR604  20250826   6068.0   6122.0  ...       73.04   6088.0      6116.0       PR
111  PR605  20250826   6070.0   6116.0  ...       54.85   6094.0      6114.0       PR
112  PR606  20250826      0.0      0.0  ...        0.00   6080.0      6080.0       PR
113  PR607  20250826      0.0      0.0  ...        0.00   6082.0      6082.0       PR
114  PR608  20250826      0.0      0.0  ...        0.00   6080.0      6080.0       PR
115  PX509  20250826   7028.0   7134.0  ...    24655.50   7048.0      7030.0       PX
116  PX510  20250826   7002.0   7194.0  ...   418737.80   7088.0      7024.0       PX
117  PX511  20250826   6970.0   7154.0  ...  1558283.36   7050.0      6982.0       PX
118  PX512  20250826   6940.0   7068.0  ...    98818.19   6982.0      6946.0       PX
119  PX601  20250826   6908.0   7016.0  ...   210696.78   6954.0      6912.0       PX
120  PX602  20250826   6924.0   6986.0  ...       66.04   6952.0      6922.0       PX
121  PX603  20250826   6922.0   6990.0  ...       17.35   6940.0      6918.0       PX
122  PX604  20250826   6904.0   6960.0  ...      114.56   6944.0      6882.0       PX
123  PX605  20250826   6892.0   6992.0  ...      409.93   6948.0      6880.0       PX
124  PX606  20250826   6878.0   6890.0  ...       13.77   6886.0      6878.0       PX
125  PX607  20250826   6848.0   6922.0  ...       13.75   6878.0      6854.0       PX
126  PX608  20250826   6818.0   6818.0  ...        3.41   6818.0      6842.0       PX
127  RI509  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250826   2603.0   2623.0  ...    27792.40   2606.0      2602.0       RM
134  RM511  20250826   2592.0   2598.0  ...    15333.26   2577.0      2592.0       RM
135  RM601  20250826   2552.0   2567.0  ...   789943.69   2544.0      2559.0       RM
136  RM603  20250826   2494.0   2502.0  ...     8525.88   2484.0      2495.0       RM
137  RM605  20250826   2480.0   2488.0  ...   127689.99   2474.0      2478.0       RM
138  RM607  20250826   2456.0   2466.0  ...     9584.33   2455.0      2460.0       RM
139  RM608  20250826   2531.0   2532.0  ...      178.99   2521.0      2528.0       RM
140  RS509  20250826   4842.0   4875.0  ...       72.78   4852.0      4849.0       RS
141  RS511  20250826   5288.0   5288.0  ...       26.34   5268.0      5310.0       RS
142  RS607  20250826   5635.0   5669.0  ...       90.28   5643.0      5646.0       RS
143  RS608  20250826      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250826   1227.0   1230.0  ...   127873.18   1214.0      1230.0       SA
145  SA510  20250826   1266.0   1270.0  ...   297170.09   1259.0      1264.0       SA
146  SA511  20250826   1273.0   1275.0  ...   451154.66   1263.0      1268.0       SA
147  SA512  20250826   1329.0   1332.0  ...   145996.13   1321.0      1328.0       SA
148  SA601  20250826   1336.0   1341.0  ...  3428417.10   1327.0      1335.0       SA
149  SA602  20250826   1353.0   1359.0  ...     3613.71   1345.0      1352.0       SA
150  SA603  20250826   1357.0   1360.0  ...     2532.45   1347.0      1353.0       SA
151  SA604  20250826   1389.0   1394.0  ...     2101.04   1386.0      1386.0       SA
152  SA605  20250826   1390.0   1399.0  ...   112217.16   1388.0      1389.0       SA
153  SA606  20250826   1398.0   1403.0  ...      926.23   1391.0      1394.0       SA
154  SA607  20250826   1391.0   1403.0  ...     1122.18   1392.0      1396.0       SA
155  SA608  20250826   1415.0   1415.0  ...      497.87   1406.0      1407.0       SA
156  SF509  20250826   5482.0   5530.0  ...    15439.05   5502.0      5492.0       SF
157  SF510  20250826   5494.0   5548.0  ...    54924.54   5510.0      5502.0       SF
158  SF511  20250826   5680.0   5736.0  ...   450304.56   5692.0      5688.0       SF
159  SF512  20250826   5664.0   5710.0  ...    47503.88   5680.0      5662.0       SF
160  SF601  20250826   5650.0   5708.0  ...   100837.65   5668.0      5666.0       SF
161  SF602  20250826   5616.0   5670.0  ...      793.98   5632.0      5638.0       SF
162  SF603  20250826   5818.0   5822.0  ...       34.88   5814.0      5808.0       SF
163  SF604  20250826   5812.0   5822.0  ...       29.04   5808.0      5800.0       SF
164  SF605  20250826   5786.0   5826.0  ...      958.84   5794.0      5796.0       SF
165  SF606  20250826   5752.0   5758.0  ...       17.25   5752.0      5762.0       SF
166  SF607  20250826   5920.0   5922.0  ...       29.51   5904.0      5898.0       SF
167  SF608  20250826   5884.0   5884.0  ...        2.94   5884.0      5860.0       SF
168  SH509  20250826   2590.0   2613.0  ...    62716.22   2564.0      2599.0       SH
169  SH510  20250826   2740.0   2770.0  ...   520309.58   2701.0      2751.0       SH
170  SH511  20250826   2766.0   2801.0  ...   995043.30   2727.0      2774.0       SH
171  SH512  20250826   2772.0   2809.0  ...   173493.90   2748.0      2776.0       SH
172  SH601  20250826   2741.0   2784.0  ...  4169616.07   2739.0      2740.0       SH
173  SH602  20250826   2747.0   2785.0  ...    11084.88   2749.0      2745.0       SH
174  SH603  20250826   2750.0   2790.0  ...     8195.24   2757.0      2754.0       SH
175  SH604  20250826   2786.0   2825.0  ...     2084.90   2802.0      2795.0       SH
176  SH605  20250826   2805.0   2844.0  ...    73134.74   2815.0      2802.0       SH
177  SH606  20250826   2812.0   2825.0  ...      894.31   2812.0      2801.0       SH
178  SH607  20250826   2776.0   2800.0  ...      560.63   2789.0      2776.0       SH
179  SH608  20250826   2786.0   2800.0  ...      586.57   2793.0      2797.0       SH
180  SM509  20250826   5802.0   5814.0  ...    66810.03   5794.0      5794.0       SM
181  SM510  20250826   5806.0   5828.0  ...    91014.53   5800.0      5800.0       SM
182  SM511  20250826   5876.0   5904.0  ...   173921.06   5872.0      5872.0       SM
183  SM512  20250826   5882.0   5908.0  ...    24592.81   5880.0      5880.0       SM
184  SM601  20250826   5896.0   5918.0  ...   487160.62   5886.0      5884.0       SM
185  SM602  20250826   5914.0   5924.0  ...      324.15   5894.0      5898.0       SM
186  SM603  20250826   5928.0   5928.0  ...      259.98   5910.0      5912.0       SM
187  SM604  20250826   5922.0   5922.0  ...        8.87   5910.0      5918.0       SM
188  SM605  20250826   5954.0   5960.0  ...     5887.26   5930.0      5932.0       SM
189  SM606  20250826   5942.0   5956.0  ...       17.84   5946.0      5936.0       SM
190  SM607  20250826   5960.0   5972.0  ...       14.91   5962.0      5960.0       SM
191  SM608  20250826   5974.0   5974.0  ...       35.78   5964.0      5964.0       SM
192  SR509  20250826   5725.0   5725.0  ...    38607.57   5696.0      5729.0       SR
193  SR511  20250826   5668.0   5671.0  ...   165377.40   5647.0      5665.0       SR
194  SR601  20250826   5685.0   5688.0  ...  1194544.25   5658.0      5685.0       SR
195  SR603  20250826   5657.0   5662.0  ...     3874.42   5631.0      5662.0       SR
196  SR605  20250826   5648.0   5649.0  ...    51237.89   5623.0      5643.0       SR
197  SR607  20250826   5628.0   5636.0  ...     1290.29   5610.0      5634.0       SR
198  TA509  20250826   4816.0   4886.0  ...   288532.55   4844.0      4844.0       TA
199  TA510  20250826   4870.0   4940.0  ...   390634.39   4898.0      4884.0       TA
200  TA511  20250826   4866.0   4932.0  ...   297115.10   4882.0      4870.0       TA
201  TA512  20250826   4862.0   4930.0  ...    97255.49   4878.0      4870.0       TA
202  TA601  20250826   4862.0   4922.0  ...  1997292.43   4882.0      4874.0       TA
203  TA602  20250826   4868.0   4916.0  ...       78.28   4892.0      4874.0       TA
204  TA603  20250826   4882.0   4930.0  ...      100.54   4904.0      4888.0       TA
205  TA604  20250826   4886.0   4932.0  ...       22.05   4900.0      4890.0       TA
206  TA605  20250826   4902.0   4946.0  ...    45965.26   4914.0      4902.0       TA
207  TA606  20250826   4920.0   4952.0  ...       14.78   4926.0      4912.0       TA
208  TA607  20250826   4956.0   4956.0  ...        7.41   4942.0      4924.0       TA
209  TA608  20250826   4950.0   4950.0  ...        7.40   4934.0      4914.0       TA
210  UR509  20250826   1709.0   1716.0  ...    22227.70   1710.0      1717.0       UR
211  UR510  20250826   1720.0   1729.0  ...    17399.75   1717.0      1726.0       UR
212  UR511  20250826   1746.0   1750.0  ...    28333.17   1743.0      1746.0       UR
213  UR512  20250826   1732.0   1745.0  ...     2196.48   1740.0      1744.0       UR
214  UR601  20250826   1741.0   1749.0  ...   450797.81   1742.0      1746.0       UR
215  UR602  20250826   1737.0   1746.0  ...      410.15   1738.0      1746.0       UR
216  UR603  20250826   1778.0   1786.0  ...      170.91   1780.0      1786.0       UR
217  UR604  20250826   1777.0   1788.0  ...      124.72   1782.0      1783.0       UR
218  UR605  20250826   1784.0   1790.0  ...    21769.28   1783.0      1789.0       UR
219  UR606  20250826   1779.0   1783.0  ...      248.62   1776.0      1784.0       UR
220  UR607  20250826   1790.0   1796.0  ...      240.16   1792.0      1800.0       UR
221  UR608  20250826   1785.0   1794.0  ...      365.41   1791.0      1794.0       UR
222  WH509  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:25:52,643 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250826  ...   79450      79260      CU
1        1      CU2510  20250826  ...   79460      79290      CU
2        2      CU2511  20250826  ...   79440      79290      CU
3        3      CU2512  20250826  ...   79410      79230      CU
4        4      CU2601  20250826  ...   79410      79240      CU
5        5      CU2602  20250826  ...   79340      79250      CU
6        6      CU2603  20250826  ...   79360      79240      CU
7        7      CU2604  20250826  ...   79390      79260      CU
8        8      CU2605  20250826  ...   79400      79350      CU
9        9      CU2606  20250826  ...   79380      79290      CU
10      10      CU2607  20250826  ...   79390      79350      CU
11      11      CU2608  20250826  ...   79250      79380      CU
12      12      BC2509  20250826  ...   70620      70290      BC
13      13      BC2510  20250826  ...   70630      70380      BC
14      14      BC2511  20250826  ...   70440      70530      BC
15      15      BC2512  20250826  ...   70180      69780      BC
16      16      BC2601  20250826  ...   70100      70100      BC
17      17      BC2602  20250826  ...   70100      70100      BC
18      18      BC2603  20250826  ...   70100      70100      BC
19      19      BC2604  20250826  ...   70100      70100      BC
20      20      BC2605  20250826  ...   70490      69800      BC
21      21      BC2606  20250826  ...   69790      69790      BC
22      22      BC2607  20250826  ...   69370      69370      BC
23      23      BC2608  20250826  ...   69370      69370      BC
24      24      AL2509  20250826  ...   20750      20760      AL
25      25      AL2510  20250826  ...   20730      20740      AL
26      26      AL2511  20250826  ...   20710      20710      AL
27      27      AL2512  20250826  ...   20670      20670      AL
28      28      AL2601  20250826  ...   20640      20640      AL
29      29      AL2602  20250826  ...   20645      20665      AL
30      30      AL2603  20250826  ...   20660      20685      AL
31      31      AL2604  20250826  ...   20695      20710      AL
32      32      AL2605  20250826  ...   20705      20720      AL
33      33      AL2606  20250826  ...   20715      20725      AL
34      34      AL2607  20250826  ...   20720      20720      AL
35      35      AL2608  20250826  ...   20755      20730      AL
36      36      ZN2509  20250826  ...   22300      22365      ZN
37      37      ZN2510  20250826  ...   22305      22355      ZN
38      38      ZN2511  20250826  ...   22300      22350      ZN
39      39      ZN2512  20250826  ...   22310      22345      ZN
40      40      ZN2601  20250826  ...   22290      22350      ZN
41      41      ZN2602  20250826  ...   22290      22310      ZN
42      42      ZN2603  20250826  ...   22335      22380      ZN
43      43      ZN2604  20250826  ...   22360      22405      ZN
44      44      ZN2605  20250826  ...   22370      22400      ZN
45      45      ZN2606  20250826  ...   22365      22415      ZN
46      46      ZN2607  20250826  ...   22405      22450      ZN
47      47      ZN2608  20250826  ...   22440      22465      ZN
48      48      PB2509  20250826  ...   16895      16830      PB
49      49      PB2510  20250826  ...   16915      16845      PB
50      50      PB2511  20250826  ...   16915      16865      PB
51      51      PB2512  20250826  ...   16930      16885      PB
52      52      PB2601  20250826  ...   16945      16895      PB
53      53      PB2602  20250826  ...   16965      16945      PB
54      54      PB2603  20250826  ...   17005      16910      PB
55      55      PB2604  20250826  ...   17030      16900      PB
56      56      PB2605  20250826  ...   17050      17000      PB
57      57      PB2606  20250826  ...   17055      17055      PB
58      58      PB2607  20250826  ...   17095      16975      PB
59      59      PB2608  20250826  ...   17100      16990      PB
60      60      NI2509  20250826  ...  120180     120100      NI
61      61      NI2510  20250826  ...  120350     120270      NI
62      62      NI2511  20250826  ...  120500     120450      NI
63      63      NI2512  20250826  ...  120750     120680      NI
64      64      NI2601  20250826  ...  121010     120990      NI
65      65      NI2602  20250826  ...  121230     121350      NI
66      66      NI2603  20250826  ...  121530     121660      NI
67      67      NI2604  20250826  ...  121860     121850      NI
68      68      NI2605  20250826  ...  122100     122100      NI
69      69      NI2606  20250826  ...  122400     122600      NI
70      70      NI2607  20250826  ...  122710     122840      NI
71      71      NI2608  20250826  ...  123030     123310      NI
72      72      SN2509  20250826  ...  269350     269030      SN
73      73      SN2510  20250826  ...  269730     269340      SN
74      74      SN2511  20250826  ...  269930     269660      SN
75      75      SN2512  20250826  ...  269870     269710      SN
76      76      SN2601  20250826  ...  269800     269710      SN
77      77      SN2602  20250826  ...  270010     269800      SN
78      78      SN2603  20250826  ...  270300     270160      SN
79      79      SN2604  20250826  ...  270550     271600      SN
80      80      SN2605  20250826  ...  270740     271840      SN
81      81      SN2606  20250826  ...  270910     271820      SN
82      82      SN2607  20250826  ...  270930     271600      SN
83      83      SN2608  20250826  ...  271730     272450      SN
84      84      AO2509  20250826  ...    3107       3157      AO
85      85      AO2510  20250826  ...    3117       3151      AO
86      86      AO2511  20250826  ...    3113       3158      AO
87      87      AO2512  20250826  ...    3165       3167      AO
88      88      AO2601  20250826  ...    3129       3180      AO
89      89      AO2602  20250826  ...    3125       3173      AO
90      90      AO2603  20250826  ...    3123       3174      AO
91      91      AO2604  20250826  ...    3107       3172      AO
92      92      AO2605  20250826  ...    3122       3171      AO
93      93      AO2606  20250826  ...    3131       3175      AO
94      94      AO2607  20250826  ...    3114       3175      AO
95      95      AO2608  20250826  ...    3111       3186      AO
96      96      AD2511  20250826  ...   20285      20280      AD
97      97      AD2512  20250826  ...   20285      20275      AD
98      98      AD2601  20250826  ...   20280      20270      AD
99      99      AD2602  20250826  ...   20220      20210      AD
100    100      AD2603  20250826  ...   20220      20220      AD
101    101      AD2604  20250826  ...   19975      19975      AD
102    102      AD2605  20250826  ...   19975      19990      AD
103    103      AD2606  20250826  ...   19795      19765      AD
104    104      AD2607  20250826  ...   19925      19925      AD
105    105      AD2608  20250826  ...   19925      19925      AD
106    106      AU2509  20250826  ...  779.02      778.3      AU
107    107      AU2510  20250826  ...  780.24     778.94      AU
108    108      AU2511  20250826  ...  782.08     780.54      AU
109    109      AU2512  20250826  ...  782.68      781.2      AU
110    110      AU2602  20250826  ...  784.64        783      AU
111    111      AU2604  20250826  ...  786.86     785.58      AU
112    112      AU2606  20250826  ...  789.16     787.32      AU
113    113      AU2608  20250826  ...  791.64      789.1      AU
114    114      AG2509  20250826  ...    9333       9331      AG
115    115      AG2510  20250826  ...    9354       9344      AG
116    116      AG2511  20250826  ...    9365       9342      AG
117    117      AG2512  20250826  ...    9375       9364      AG
118    118      AG2601  20250826  ...    9386       9367      AG
119    119      AG2602  20250826  ...    9399       9376      AG
120    120      AG2603  20250826  ...    9412       9388      AG
121    121      AG2604  20250826  ...    9424       9400      AG
122    122      AG2605  20250826  ...    9437       9410      AG
123    123      AG2606  20250826  ...    9450       9431      AG
124    124      AG2607  20250826  ...    9463       9451      AG
125    125      AG2608  20250826  ...    9476       9471      AG
126    126      RB2509  20250826  ...    3099       3119      RB
127    127      RB2510  20250826  ...    3126       3144      RB
128    128      RB2511  20250826  ...    3136       3154      RB
129    129      RB2512  20250826  ...    3188       3211      RB
130    130      RB2601  20250826  ...    3206       3224      RB
131    131      RB2602  20250826  ...    3190       3209      RB
132    132      RB2603  20250826  ...    3211       3226      RB
133    133      RB2604  20250826  ...    3228       3244      RB
134    134      RB2605  20250826  ...    3242       3258      RB
135    135      RB2606  20250826  ...    3257       3272      RB
136    136      RB2607  20250826  ...    3268       3285      RB
137    137      RB2608  20250826  ...    3281       3282      RB
138    138      WR2509  20250826  ...    3342       3342      WR
139    139      WR2510  20250826  ...    3365       3387      WR
140    140      WR2511  20250826  ...    3376       3373      WR
141    141      WR2512  20250826  ...    3486       3486      WR
142    142      WR2601  20250826  ...    3380       3380      WR
143    143      WR2602  20250826  ...    3459       3503      WR
144    144      WR2603  20250826  ...    3438       3438      WR
145    145      WR2604  20250826  ...    3455       3455      WR
146    146      WR2605  20250826  ...    3429       3429      WR
147    147      WR2606  20250826  ...    3441       3435      WR
148    148      WR2607  20250826  ...    3488       3453      WR
149    149      WR2608  20250826  ...    3477       3477      WR
150    150      HC2509  20250826  ...    3407       3416      HC
151    151      HC2510  20250826  ...    3380       3391      HC
152    152      HC2511  20250826  ...    3379       3389      HC
153    153      HC2512  20250826  ...    3386       3390      HC
154    154      HC2601  20250826  ...    3370       3378      HC
155    155      HC2602  20250826  ...    3371       3379      HC
156    156      HC2603  20250826  ...    3375       3384      HC
157    157      HC2604  20250826  ...    3385       3384      HC
158    158      HC2605  20250826  ...    3377       3385      HC
159    159      HC2606  20250826  ...    3386       3391      HC
160    160      HC2607  20250826  ...    3394       3401      HC
161    161      HC2608  20250826  ...    3405       3396      HC
162    162      SS2509  20250826  ...   12785      12750      SS
163    163      SS2510  20250826  ...   12865      12830      SS
164    164      SS2511  20250826  ...   12930      12900      SS
165    165      SS2512  20250826  ...   12975      12945      SS
166    166      SS2601  20250826  ...   13035      13000      SS
167    167      SS2602  20250826  ...   13050      13020      SS
168    168      SS2603  20250826  ...   13135      13095      SS
169    169      SS2604  20250826  ...   13190      13180      SS
170    170      SS2605  20250826  ...   13270      13220      SS
171    171      SS2606  20250826  ...   13315      13285      SS
172    172      SS2607  20250826  ...   13380      13345      SS
173    173      SS2608  20250826  ...   13445      13300      SS
174    174      SC2509  20250826  ...   488.7      486.8      SC
175    175      SC2510  20250826  ...   497.7      493.5      SC
176    176      SC2511  20250826  ...     496      491.9      SC
177    177      SC2512  20250826  ...   493.2      489.5      SC
178    178      SC2601  20250826  ...   491.7      488.1      SC
179    179      SC2602  20250826  ...   490.5      486.9      SC
180    180      SC2603  20250826  ...   488.2      485.7      SC
181    181      SC2604  20250826  ...   486.4      485.5      SC
182    182      SC2605  20250826  ...   485.8      483.1      SC
183    183      SC2606  20250826  ...   484.9      483.4      SC
184    184      SC2607  20250826  ...   482.3      481.1      SC
185    185      SC2608  20250826  ...   481.3      482.2      SC
186    186      SC2609  20250826  ...   482.3      480.7      SC
187    187      SC2612  20250826  ...   482.2      483.6      SC
188    188      SC2703  20250826  ...   483.7      478.9      SC
189    189      SC2706  20250826  ...   479.5      481.1      SC
190    190      SC2709  20250826  ...   482.5      480.1      SC
191    191      SC2712  20250826  ...     481      479.2      SC
192    192      SC2803  20250826  ...   479.5      479.5      SC
193    193      SC2806  20250826  ...   474.5      471.9      SC
194    194      LU2509  20250826  ...    3426       3452      LU
195    195      LU2510  20250826  ...    3532       3511      LU
196    196      LU2511  20250826  ...    3537       3521      LU
197    197      LU2512  20250826  ...    3522       3508      LU
198    198      LU2601  20250826  ...    3498       3488      LU
199    199      LU2602  20250826  ...    3476       3465      LU
200    200      LU2603  20250826  ...    3469       3458      LU
201    201      LU2604  20250826  ...    3463       3455      LU
202    202      LU2605  20250826  ...    3455       3443      LU
203    203      LU2606  20250826  ...    3454       3438      LU
204    204      LU2607  20250826  ...    3454       3434      LU
205    205      LU2608  20250826  ...    3450       3435      LU
206    206      FU2509  20250826  ...    2841       2805      FU
207    207      FU2510  20250826  ...    2890       2878      FU
208    208      FU2511  20250826  ...    2871       2848      FU
209    209      FU2512  20250826  ...    2856       2829      FU
210    210      FU2601  20250826  ...    2845       2812      FU
211    211      FU2602  20250826  ...    2830       2806      FU
212    212      FU2603  20250826  ...    2820       2793      FU
213    213      FU2604  20250826  ...    2813       2786      FU
214    214      FU2605  20250826  ...    2803       2782      FU
215    215      FU2606  20250826  ...    2791       2771      FU
216    216      FU2607  20250826  ...    2765       2749      FU
217    217      FU2608  20250826  ...    2742       2732      FU
218    218      BU2509  20250826  ...    3550       3540      BU
219    219      BU2510  20250826  ...    3525       3504      BU
220    220      BU2511  20250826  ...    3497       3470      BU
221    221      BU2512  20250826  ...    3447       3422      BU
222    222      BU2601  20250826  ...    3407       3386      BU
223    223      BU2602  20250826  ...    3407       3388      BU
224    224      BU2603  20250826  ...    3406       3385      BU
225    225      BU2604  20250826  ...    3390       3357      BU
226    226      BU2605  20250826  ...    3386       3381      BU
227    227      BU2606  20250826  ...    3387       3372      BU
228    228      BU2607  20250826  ...    3354       3347      BU
229    229      BU2608  20250826  ...    3356       3356      BU
230    230      BU2609  20250826  ...    3364       3361      BU
231    231      BU2612  20250826  ...    3336       3319      BU
232    232      BU2703  20250826  ...    3339       3335      BU
233    233      BU2706  20250826  ...    3348       3340      BU
234    234      BR2509  20250826  ...   11950      11920      BR
235    235      BR2510  20250826  ...   11980      11925      BR
236    236      BR2511  20250826  ...   11960      11915      BR
237    237      BR2512  20250826  ...   11950      11920      BR
238    238      BR2601  20250826  ...   11960      11920      BR
239    239      BR2602  20250826  ...   12010      11960      BR
240    240      BR2603  20250826  ...   11975      11975      BR
241    241      BR2604  20250826  ...   12050      12025      BR
242    242      BR2605  20250826  ...   12080      12030      BR
243    243      BR2606  20250826  ...   12085      12115      BR
244    244      BR2607  20250826  ...   12285      12080      BR
245    245      BR2608  20250826  ...   12005      12005      BR
246    246      RU2509  20250826  ...   14965      14850      RU
247    247      RU2510  20250826  ...   14925      14840      RU
248    248      RU2511  20250826  ...   14985      14850      RU
249    249      RU2601  20250826  ...   15975      15840      RU
250    250      RU2603  20250826  ...   16015      15915      RU
251    251      RU2604  20250826  ...   16045      15920      RU
252    252      RU2605  20250826  ...   16080      15955      RU
253    253      RU2606  20250826  ...   16060      15945      RU
254    254      RU2607  20250826  ...   16165      16035      RU
255    255      RU2608  20250826  ...   16115      16090      RU
256    256      NR2509  20250826  ...   12755      12665      NR
257    257      NR2510  20250826  ...   12840      12720      NR
258    258      NR2511  20250826  ...   12865      12750      NR
259    259      NR2512  20250826  ...   12875      12790      NR
260    260      NR2601  20250826  ...   12920      12805      NR
261    261      NR2602  20250826  ...   12860      12775      NR
262    262      NR2603  20250826  ...   12910      12735      NR
263    263      NR2604  20250826  ...   13055      12760      NR
264    264      NR2605  20250826  ...   13080      12915      NR
265    265      NR2606  20250826  ...   13140      12745      NR
266    266      NR2607  20250826  ...   12780      12780      NR
267    267      NR2608  20250826  ...   12780      12780      NR
268    268      SP2509  20250826  ...    5056       5084      SP
269    269      SP2510  20250826  ...    5088       5110      SP
270    270      SP2511  20250826  ...    5106       5130      SP
271    271      SP2512  20250826  ...    5122       5144      SP
272    272      SP2601  20250826  ...    5392       5398      SP
273    273      SP2602  20250826  ...    5360       5382      SP
274    274      SP2603  20250826  ...    5384       5394      SP
275    275      SP2604  20250826  ...    5366       5378      SP
276    276      SP2605  20250826  ...    5388       5392      SP
277    277      SP2606  20250826  ...    5400       5402      SP
278    278      SP2607  20250826  ...    5386       5412      SP
279    279      SP2608  20250826  ...    5410       5416      SP
280    280      EC2510  20250826  ...  1327.8     1356.3      EC
281    281      EC2512  20250826  ...  1663.1       1691      EC
282    282      EC2602  20250826  ...  1472.8     1492.6      EC
283    283      EC2604  20250826  ...  1276.1     1294.4      EC
284    284      EC2606  20250826  ...  1432.5     1451.3      EC
285    285      EC2608  20250826  ...  1626.3     1451.3      EC
286    286  SC_TAS2510  20250826  ...                     SC_TAS
287    287  SC_TAS2511  20250826  ...                     SC_TAS
288    288  SC_TAS2512  20250826  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 16:25:52,795 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250826   486.9  ...   488.7      486.8      SC
1       SC2510  20250826   494.5  ...   497.7      493.5      SC
2       SC2511  20250826   492.6  ...     496      491.9      SC
3       SC2512  20250826   490.4  ...   493.2      489.5      SC
4       SC2601  20250826   488.6  ...   491.7      488.1      SC
5       SC2602  20250826   487.6  ...   490.5      486.9      SC
6       SC2603  20250826   486.1  ...   488.2      485.7      SC
7       SC2604  20250826   486.6  ...   486.4      485.5      SC
8       SC2605  20250826   485.4  ...   485.8      483.1      SC
9       SC2606  20250826   484.3  ...   484.9      483.4      SC
10      SC2607  20250826   482.3  ...   482.3      481.1      SC
11      SC2608  20250826   481.3  ...   481.3      482.2      SC
12      SC2609  20250826   482.6  ...   482.3      480.7      SC
13      SC2612  20250826   482.2  ...   482.2      483.6      SC
14      SC2703  20250826   483.7  ...   483.7      478.9      SC
15      SC2706  20250826   479.5  ...   479.5      481.1      SC
16      SC2709  20250826   481.8  ...   482.5      480.1      SC
17      SC2712  20250826   480.3  ...     481      479.2      SC
18      SC2803  20250826   479.5  ...   479.5      479.5      SC
19      SC2806  20250826   472.2  ...   474.5      471.9      SC
21      LU2509  20250826    3421  ...    3426       3452      LU
22      LU2510  20250826    3546  ...    3532       3511      LU
23      LU2511  20250826    3531  ...    3537       3521      LU
24      LU2512  20250826    3523  ...    3522       3508      LU
25      LU2601  20250826    3499  ...    3498       3488      LU
26      LU2602  20250826    3468  ...    3476       3465      LU
27      LU2603  20250826    3460  ...    3469       3458      LU
28      LU2604  20250826    3466  ...    3463       3455      LU
29      LU2605  20250826    3457  ...    3455       3443      LU
30      LU2606  20250826    3452  ...    3454       3438      LU
31      LU2607  20250826    3457  ...    3454       3434      LU
32      LU2608  20250826    3449  ...    3450       3435      LU
34      NR2509  20250826   12705  ...   12755      12665      NR
35      NR2510  20250826   12735  ...   12840      12720      NR
36      NR2511  20250826   12765  ...   12865      12750      NR
37      NR2512  20250826   12805  ...   12875      12790      NR
38      NR2601  20250826   12825  ...   12920      12805      NR
39      NR2602  20250826   12840  ...   12860      12775      NR
40      NR2603  20250826   12890  ...   12910      12735      NR
41      NR2604  20250826   13055  ...   13055      12760      NR
42      NR2605  20250826   13110  ...   13080      12915      NR
43      NR2606  20250826   13140  ...   13140      12745      NR
44      NR2607  20250826          ...   12780      12780      NR
45      NR2608  20250826          ...   12780      12780      NR
47      BC2509  20250826   70700  ...   70620      70290      BC
48      BC2510  20250826   70860  ...   70630      70380      BC
49      BC2511  20250826   70430  ...   70440      70530      BC
50      BC2512  20250826          ...   70180      69780      BC
51      BC2601  20250826          ...   70100      70100      BC
52      BC2602  20250826          ...   70100      70100      BC
53      BC2603  20250826          ...   70100      70100      BC
54      BC2604  20250826          ...   70100      70100      BC
55      BC2605  20250826   70490  ...   70490      69800      BC
56      BC2606  20250826          ...   69790      69790      BC
57      BC2607  20250826          ...   69370      69370      BC
58      BC2608  20250826          ...   69370      69370      BC
60      EC2510  20250826    1345  ...  1327.8     1356.3      EC
61      EC2512  20250826  1686.7  ...  1663.1       1691      EC
62      EC2602  20250826  1486.9  ...  1472.8     1492.6      EC
63      EC2604  20250826    1284  ...  1276.1     1294.4      EC
64      EC2606  20250826  1435.2  ...  1432.5     1451.3      EC
65      EC2608  20250826  1598.6  ...  1626.3     1451.3      EC
68  SC_TAS2510  20250826          ...                     SC_TAS
69  SC_TAS2511  20250826          ...                     SC_TAS
70  SC_TAS2512  20250826          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-03 16:25:52,913 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250826   4114.00  ...   4096.00     4114.00        A
1     a2511  20250826   3996.00  ...   3988.00     3998.00        A
2     a2601  20250826   4004.00  ...   3992.00     4003.00        A
3     a2603  20250826   4010.00  ...   3999.00     4010.00        A
4     a2605  20250826   4055.00  ...   4043.00     4054.00        A
5     a2607  20250826   4060.00  ...   4049.00     4056.00        A
6     b2509  20250826   3727.00  ...   3724.00     3718.00        B
7     b2510  20250826   3767.00  ...   3747.00     3763.00        B
8     b2511  20250826   3821.00  ...   3814.00     3815.00        B
9     b2512  20250826   3859.00  ...   3845.00     3849.00        B
10    b2601  20250826   3852.00  ...   3840.00     3839.00        B
11    b2602  20250826   3831.00  ...   3809.00     3813.00        B
12    b2603  20250826   3766.00  ...   3749.00     3749.00        B
13    b2604  20250826   3663.00  ...   3648.00     3647.00        B
14    b2605  20250826   3590.00  ...   3579.00     3577.00        B
15    b2606  20250826   3565.00  ...   3559.00     3563.00        B
16    b2607  20250826   3556.00  ...   3549.00     3556.00        B
17    b2608  20250826      0.00  ...   3619.00     3619.00        B
18   bb2509  20250826      0.00  ...    143.15      143.15       BB
19   bb2511  20250826    144.60  ...    144.85      145.00       BB
20   bb2601  20250826    147.35  ...    147.60      146.90       BB
21   bb2603  20250826      0.00  ...    147.35      146.70       BB
22   bb2605  20250826      0.00  ...    141.15      140.50       BB
23   bb2607  20250826      0.00  ...    146.90      146.25       BB
24   bz2603  20250826   6217.00  ...   6195.00     6217.00       BZ
25   bz2604  20250826   6183.00  ...   6171.00     6182.00       BZ
26   bz2605  20250826   6170.00  ...   6162.00     6183.00       BZ
27   bz2606  20250826   6184.00  ...   6170.00     6180.00       BZ
28   bz2607  20250826      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250826   2200.00  ...   2206.00     2212.00        C
30    c2511  20250826   2154.00  ...   2157.00     2164.00        C
31    c2601  20250826   2158.00  ...   2163.00     2166.00        C
32    c2603  20250826   2175.00  ...   2181.00     2183.00        C
33    c2605  20250826   2236.00  ...   2236.00     2236.00        C
34    c2607  20250826   2252.00  ...   2253.00     2254.00        C
35   cs2509  20250826   2569.00  ...   2550.00     2578.00       CS
36   cs2511  20250826   2480.00  ...   2483.00     2491.00       CS
37   cs2601  20250826   2507.00  ...   2514.00     2520.00       CS
38   cs2603  20250826   2521.00  ...   2522.00     2531.00       CS
39   cs2605  20250826   2591.00  ...   2591.00     2596.00       CS
40   cs2607  20250826   2602.00  ...   2599.00     2599.00       CS
41   eb2508  20250826      0.00  ...   7260.00     7000.00       EB
42   eb2509  20250826   7285.00  ...   7286.00     7357.00       EB
43   eb2510  20250826   7345.00  ...   7317.00     7380.00       EB
44   eb2511  20250826   7357.00  ...   7333.00     7388.00       EB
45   eb2512  20250826   7355.00  ...   7346.00     7394.00       EB
46   eb2601  20250826   7368.00  ...   7361.00     7408.00       EB
47   eb2602  20250826   7388.00  ...   7383.00     7423.00       EB
48   eb2603  20250826   7411.00  ...   7402.00     7435.00       EB
49   eb2604  20250826   7424.00  ...   7412.00     7469.00       EB
50   eb2605  20250826   7472.00  ...   7438.00     7493.00       EB
51   eb2606  20250826   7460.00  ...   7446.00     7482.00       EB
52   eb2607  20250826   7401.00  ...   7410.00     7341.00       EB
53   eg2508  20250826      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250826   4440.00  ...   4452.00     4443.00       EG
55   eg2510  20250826   4469.00  ...   4470.00     4460.00       EG
56   eg2511  20250826   4489.00  ...   4487.00     4480.00       EG
57   eg2512  20250826   4513.00  ...   4502.00     4491.00       EG
58   eg2601  20250826   4510.00  ...   4507.00     4502.00       EG
59   eg2602  20250826      0.00  ...   4514.00     4514.00       EG
60   eg2603  20250826   4523.00  ...   4506.00     4516.00       EG
61   eg2604  20250826   4542.00  ...   4533.00     4540.00       EG
62   eg2605  20250826   4540.00  ...   4542.00     4544.00       EG
63   eg2606  20250826   4534.00  ...   4534.00     4524.00       EG
64   eg2607  20250826      0.00  ...   4513.00     4513.00       EG
65   fb2509  20250826   1275.00  ...   1292.50     1266.50       FB
66   fb2510  20250826   1276.00  ...   1276.50     1275.00       FB
67   fb2511  20250826   1274.50  ...   1277.00     1274.50       FB
68   fb2512  20250826   1277.00  ...   1277.00     1275.50       FB
69   fb2601  20250826   1275.50  ...   1277.00     1277.00       FB
70   fb2602  20250826   1278.50  ...   1278.50     1278.00       FB
71   fb2603  20250826      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250826      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250826      0.00  ...   1311.00     1311.00       FB
74   fb2606  20250826      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250826      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250826      0.00  ...   1302.50     1302.50       FB
77    i2509  20250826    809.00  ...    800.00      800.00        I
78    i2510  20250826    802.00  ...    795.00      795.50        I
79    i2511  20250826    798.00  ...    792.00      793.00        I
80    i2512  20250826    794.50  ...    787.50      790.00        I
81    i2601  20250826    787.00  ...    780.50      782.00        I
82    i2602  20250826    781.00  ...    775.00      777.00        I
83    i2603  20250826    777.00  ...    770.50      772.50        I
84    i2604  20250826    771.00  ...    765.50      767.00        I
85    i2605  20250826    765.00  ...    757.50      759.00        I
86    i2606  20250826    758.50  ...    753.00      755.00        I
87    i2607  20250826    755.50  ...    749.50      750.50        I
88    i2608  20250826    750.50  ...    746.50      746.00        I
89    j2509  20250826   1650.00  ...   1636.00     1650.00        J
90    j2510  20250826   1671.00  ...   1653.00     1662.00        J
91    j2511  20250826   1693.50  ...   1677.00     1686.00        J
92    j2512  20250826   1714.00  ...   1686.50     1712.00        J
93    j2601  20250826   1737.00  ...   1718.00     1722.50        J
94    j2602  20250826   1755.00  ...   1750.00     1739.50        J
95    j2603  20250826   1771.00  ...   1763.00     1755.00        J
96    j2604  20250826   1800.00  ...   1800.00     1800.00        J
97    j2605  20250826   1815.50  ...   1806.50     1819.50        J
98    j2606  20250826   1842.00  ...   1816.50     1799.50        J
99    j2607  20250826   1839.50  ...   1823.50     1833.00        J
100   j2608  20250826   1829.00  ...   1838.00     1818.50        J
101  jd2508  20250826      0.00  ...   2932.00     2940.00       JD
102  jd2509  20250826   2949.00  ...   2914.00     2955.00       JD
103  jd2510  20250826   3015.00  ...   3011.00     3031.00       JD
104  jd2511  20250826   3075.00  ...   3056.00     3084.00       JD
105  jd2512  20250826   3226.00  ...   3203.00     3231.00       JD
106  jd2601  20250826   3381.00  ...   3370.00     3394.00       JD
107  jd2602  20250826   3120.00  ...   3114.00     3124.00       JD
108  jd2603  20250826   3135.00  ...   3131.00     3140.00       JD
109  jd2604  20250826   3389.00  ...   3331.00     3340.00       JD
110  jd2605  20250826   3487.00  ...   3478.00     3495.00       JD
111  jd2606  20250826   3338.00  ...   3334.00     3344.00       JD
112  jd2607  20250826   3600.00  ...   3595.00     3603.00       JD
113  jm2509  20250826   1063.00  ...   1058.00     1063.00       JM
114  jm2510  20250826   1092.00  ...   1085.00     1092.00       JM
115  jm2511  20250826   1135.00  ...   1127.00     1133.50       JM
116  jm2512  20250826   1184.00  ...   1162.50     1168.50       JM
117  jm2601  20250826   1224.50  ...   1200.50     1198.50       JM
118  jm2602  20250826   1236.50  ...   1214.00     1219.50       JM
119  jm2603  20250826   1249.00  ...   1230.00     1225.00       JM
120  jm2604  20250826   1259.50  ...   1228.00     1237.50       JM
121  jm2605  20250826   1260.00  ...   1241.50     1244.00       JM
122  jm2606  20250826   1267.50  ...   1243.50     1252.00       JM
123  jm2607  20250826   1273.00  ...   1249.50     1261.00       JM
124  jm2608  20250826   1274.50  ...   1257.50     1267.50       JM
125   l2509  20250826   7359.00  ...   7373.00     7352.00        L
126   l2510  20250826   7390.00  ...   7393.00     7381.00        L
127   l2511  20250826   7417.00  ...   7410.00     7402.00        L
128   l2512  20250826   7432.00  ...   7426.00     7413.00        L
129   l2601  20250826   7427.00  ...   7427.00     7411.00        L
130   l2602  20250826   7415.00  ...   7420.00     7404.00        L
131   l2603  20250826   7426.00  ...   7419.00     7401.00        L
132   l2604  20250826   7450.00  ...   7445.00     7427.00        L
133   l2605  20250826   7427.00  ...   7433.00     7414.00        L
134   l2606  20250826      0.00  ...   7407.00     7407.00        L
135   l2607  20250826      0.00  ...   7416.00     7416.00        L
136   l2608  20250826   7395.00  ...   7394.00     7426.00        L
137  lg2509  20250826    805.00  ...    803.50      805.00       LG
138  lg2511  20250826    818.00  ...    822.00      818.00       LG
139  lg2601  20250826    830.50  ...    833.50      828.50       LG
140  lg2603  20250826    845.00  ...    838.50      835.00       LG
141  lg2605  20250826    847.50  ...    837.50      835.50       LG
142  lg2607  20250826    836.00  ...    837.00      835.50       LG
143  lh2509  20250826  13720.00  ...  13695.00    13795.00       LH
144  lh2511  20250826  13800.00  ...  13840.00    13925.00       LH
145  lh2601  20250826  14240.00  ...  14210.00    14210.00       LH
146  lh2603  20250826  13310.00  ...  13275.00    13325.00       LH
147  lh2605  20250826  13725.00  ...  13665.00    13760.00       LH
148  lh2607  20250826  14165.00  ...  14155.00    14175.00       LH
149   m2509  20250826   3063.00  ...   3046.00     3061.00        M
150   m2511  20250826   3095.00  ...   3069.00     3080.00        M
151   m2512  20250826   3132.00  ...   3112.00     3122.00        M
152   m2601  20250826   3122.00  ...   3097.00     3110.00        M
153   m2603  20250826   3037.00  ...   3027.00     3031.00        M
154   m2605  20250826   2845.00  ...   2841.00     2841.00        M
155   m2607  20250826   2840.00  ...   2832.00     2832.00        M
156   m2608  20250826   2963.00  ...   2957.00     2955.00        M
157   p2509  20250826   9480.00  ...   9460.00     9530.00        P
158   p2510  20250826   9568.00  ...   9542.00     9604.00        P
159   p2511  20250826   9590.00  ...   9536.00     9602.00        P
160   p2512  20250826   9592.00  ...   9536.00     9604.00        P
161   p2601  20250826   9610.00  ...   9544.00     9614.00        P
162   p2602  20250826   9546.00  ...   9488.00     9564.00        P
163   p2603  20250826   9470.00  ...   9434.00     9494.00        P
164   p2604  20250826   9400.00  ...   9374.00     9408.00        P
165   p2605  20250826   9320.00  ...   9278.00     9324.00        P
166   p2606  20250826   9140.00  ...   9158.00     9184.00        P
167   p2607  20250826   9042.00  ...   9036.00     9086.00        P
168   p2608  20250826   8964.00  ...   8964.00     8948.00        P
169  pg2508  20250826      0.00  ...   3888.00     3888.00       PG
170  pg2509  20250826   3854.00  ...   3866.00     3871.00       PG
171  pg2510  20250826   4447.00  ...   4444.00     4420.00       PG
172  pg2511  20250826   4382.00  ...   4357.00     4339.00       PG
173  pg2512  20250826   4313.00  ...   4295.00     4279.00       PG
174  pg2601  20250826   4249.00  ...   4242.00     4227.00       PG
175  pg2602  20250826   4182.00  ...   4165.00     4156.00       PG
176  pg2603  20250826   4068.00  ...   4074.00     4068.00       PG
177  pg2604  20250826   4376.00  ...   4374.00     4365.00       PG
178  pg2605  20250826   4273.00  ...   4271.00     4278.00       PG
179  pg2606  20250826      0.00  ...   4209.00     4209.00       PG
180  pg2607  20250826   4141.00  ...   4141.00     4122.00       PG
181  pp2509  20250826   7014.00  ...   7014.00     7019.00       PP
182  pp2510  20250826   7029.00  ...   7026.00     7018.00       PP
183  pp2511  20250826   7040.00  ...   7040.00     7036.00       PP
184  pp2512  20250826   7058.00  ...   7058.00     7055.00       PP
185  pp2601  20250826   7079.00  ...   7072.00     7067.00       PP
186  pp2602  20250826   7058.00  ...   7048.00     7045.00       PP
187  pp2603  20250826      0.00  ...   7032.00     7039.00       PP
188  pp2604  20250826   7076.00  ...   7077.00     7066.00       PP
189  pp2605  20250826   7082.00  ...   7089.00     7086.00       PP
190  pp2606  20250826   7054.00  ...   7057.00     7050.00       PP
191  pp2607  20250826   7034.00  ...   7033.00     7031.00       PP
192  pp2608  20250826   7046.00  ...   7046.00     7047.00       PP
193  rr2509  20250826   3563.00  ...   3567.00     3576.00       RR
194  rr2510  20250826   3611.00  ...   3610.00     3610.00       RR
195  rr2511  20250826   3615.00  ...   3613.00     3613.00       RR
196  rr2512  20250826   3606.00  ...   3606.00     3608.00       RR
197  rr2601  20250826   3621.00  ...   3620.00     3622.00       RR
198  rr2602  20250826   3604.00  ...   3606.00     3608.00       RR
199  rr2603  20250826      0.00  ...   3610.00     3610.00       RR
200  rr2604  20250826   3618.00  ...   3617.00     3613.00       RR
201  rr2605  20250826      0.00  ...   3615.00     3615.00       RR
202  rr2606  20250826      0.00  ...   3605.00     3605.00       RR
203  rr2607  20250826      0.00  ...   3625.00     3625.00       RR
204  rr2608  20250826   3609.00  ...   3609.00     3581.00       RR
205   v2509  20250826   4894.00  ...   4878.00     4899.00        V
206   v2510  20250826   4939.00  ...   4922.00     4936.00        V
207   v2511  20250826   4980.00  ...   4957.00     4971.00        V
208   v2512  20250826   5020.00  ...   5002.00     5010.00        V
209   v2601  20250826   5062.00  ...   5026.00     5045.00        V
210   v2602  20250826   5093.00  ...   5067.00     5083.00        V
211   v2603  20250826   5120.00  ...   5096.00     5116.00        V
212   v2604  20250826   5317.00  ...   5292.00     5318.00        V
213   v2605  20250826   5360.00  ...   5332.00     5346.00        V
214   v2606  20250826   5388.00  ...   5359.00     5366.00        V
215   v2607  20250826   5418.00  ...   5390.00     5406.00        V
216   v2608  20250826   5417.00  ...   5385.00     5408.00        V
217   y2509  20250826   8560.00  ...   8554.00     8514.00        Y
218   y2511  20250826   8536.00  ...   8516.00     8500.00        Y
219   y2512  20250826   8526.00  ...   8542.00     8520.00        Y
220   y2601  20250826   8504.00  ...   8492.00     8472.00        Y
221   y2603  20250826   8438.00  ...   8438.00     8380.00        Y
222   y2605  20250826   8198.00  ...   8194.00     8164.00        Y
223   y2607  20250826   8144.00  ...   8122.00     8104.00        Y
224   y2608  20250826   8146.00  ...   8114.00     8112.00        Y

[225 rows x 12 columns]
2025-09-03 16:25:53,608 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250826  6886.000  ...  6942.400    6904.000       IC
1   IC2510  20250826  6860.800  ...  6905.400    6872.000       IC
2   IC2512  20250826  6767.000  ...  6817.000    6786.600       IC
3   IC2603  20250826  6650.000  ...  6692.000    6665.800       IC
4   IF2509  20250826  4474.800  ...  4460.200    4458.400       IF
5   IF2510  20250826  4458.000  ...  4454.200    4451.600       IF
6   IF2512  20250826  4441.400  ...  4441.400    4441.400       IF
7   IF2603  20250826  4430.000  ...  4422.200    4423.400       IF
8   IH2509  20250826  2982.000  ...  2975.000    2983.600       IH
9   IH2510  20250826  2981.000  ...  2976.000    2982.800       IH
10  IH2512  20250826  2984.000  ...  2977.000    2986.000       IH
11  IH2603  20250826  2982.400  ...  2980.800    2988.200       IH
12  IM2509  20250826  7391.400  ...  7442.000    7423.000       IM
13  IM2510  20250826  7349.800  ...  7388.200    7374.000       IM
14  IM2512  20250826  7244.200  ...  7282.200    7273.600       IM
15  IM2603  20250826  7100.000  ...  7124.000    7121.800       IM
16   T2509  20250826   108.165  ...   108.125     108.125        T
17   T2512  20250826   107.930  ...   107.935     107.925        T
18   T2603  20250826   107.720  ...   107.670     107.670        T
19  TF2509  20250826   105.545  ...   105.585     105.575       TF
20  TF2512  20250826   105.555  ...   105.520     105.515       TF
21  TF2603  20250826   105.430  ...   105.405     105.360       TF
22  TL2509  20250826   117.400  ...   117.520     117.150       TL
23  TL2512  20250826   116.950  ...   117.120     116.720       TL
24  TL2603  20250826   116.520  ...   116.770     116.370       TL
25  TS2509  20250826   102.322  ...   102.324     102.334       TS
26  TS2512  20250826   102.416  ...   102.382     102.390       TS
27  TS2603  20250826   102.352  ...   102.324     102.316       TS

[28 rows x 12 columns]
2025-09-03 16:25:53,988 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250826  52000.0  ...  51230.0     52030.0       PS
1   PS2510  20250826  51435.0  ...  51330.0     52220.0       PS
2   PS2511  20250826  51480.0  ...  51195.0     52055.0       PS
3   PS2512  20250826  53995.0  ...  53530.0     54365.0       PS
4   PS2601  20250826  54110.0  ...  53640.0     54450.0       PS
5   PS2602  20250826  53915.0  ...  53830.0     54765.0       PS
6   PS2603  20250826  53965.0  ...  53945.0     54725.0       PS
7   PS2604  20250826  54470.0  ...  54155.0     55040.0       PS
8   PS2605  20250826  54500.0  ...  54130.0     54890.0       PS
9   PS2606  20250826  56925.0  ...  56815.0     57365.0       PS
10  PS2607  20250826  57025.0  ...  56930.0     57525.0       PS
11  PS2608  20250826  57200.0  ...  57030.0     57555.0       PS
13  SI2509  20250826   8690.0  ...   8625.0      8745.0       SI
14  SI2510  20250826   8610.0  ...   8640.0      8760.0       SI
15  SI2511  20250826   8680.0  ...   8660.0      8765.0       SI
16  SI2512  20250826   9000.0  ...   9005.0      9120.0       SI
17  SI2601  20250826   9045.0  ...   9005.0      9120.0       SI
18  SI2602  20250826   8975.0  ...   9005.0      9105.0       SI
19  SI2603  20250826   9110.0  ...   8990.0      9100.0       SI
20  SI2604  20250826   9110.0  ...   8995.0      9135.0       SI
21  SI2605  20250826   9090.0  ...   9035.0      9150.0       SI
22  SI2606  20250826   9150.0  ...   9000.0      9165.0       SI
23  SI2607  20250826   9050.0  ...   9035.0      9155.0       SI
24  SI2608  20250826   8995.0  ...   8980.0      9195.0       SI
27  LC2509  20250826  78680.0  ...  79080.0     80100.0       LC
28  LC2510  20250826  79380.0  ...  79200.0     79840.0       LC
29  LC2511  20250826  79260.0  ...  79040.0     79620.0       LC
30  LC2512  20250826  78940.0  ...  78740.0     79220.0       LC
31  LC2601  20250826  78840.0  ...  78520.0     78840.0       LC
32  LC2602  20250826  77220.0  ...  77920.0     79220.0       LC
33  LC2603  20250826  78000.0  ...  77700.0     78440.0       LC
34  LC2604  20250826  77960.0  ...  77480.0     77960.0       LC
35  LC2605  20250826  77560.0  ...  77480.0     77880.0       LC
36  LC2606  20250826  77380.0  ...  77320.0     77880.0       LC
37  LC2607  20250826  77400.0  ...  77160.0     77680.0       LC
38  LC2608  20250826  77360.0  ...  77460.0     78180.0       LC

[36 rows x 12 columns]
2025-09-03 16:25:54,209 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
2025-09-03 16:25:56,512 - future_1d - INFO - save future_daily 2025-08-26 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250827   8146.0   8320.0  ...   926963.07   8249.0      8158.0       AP
1    AP511  20250827   7965.0   8063.0  ...     8291.69   8019.0      7957.0       AP
2    AP512  20250827   7998.0   8068.0  ...     2190.20   8052.0      7974.0       AP
3    AP601  20250827   8055.0   8160.0  ...   157852.48   8106.0      8061.0       AP
4    AP603  20250827   7964.0   8045.0  ...      409.48   8029.0      7959.0       AP
5    AP604  20250827   7981.0   8054.0  ...      152.54   8028.0      7974.0       AP
6    AP605  20250827   8031.0   8110.0  ...     1229.23   8087.0      8037.0       AP
7    CF509  20250827  13760.0  13800.0  ...   140783.76  13775.0     13810.0       CF
8    CF511  20250827  14015.0  14070.0  ...   291023.09  14015.0     14040.0       CF
9    CF601  20250827  14080.0  14150.0  ...  1358089.94  14095.0     14120.0       CF
10   CF603  20250827  14045.0  14100.0  ...     2017.40  14060.0     14085.0       CF
11   CF605  20250827  14030.0  14100.0  ...    51710.60  14050.0     14075.0       CF
12   CF607  20250827  14060.0  14095.0  ...      126.53  14060.0     14090.0       CF
13   CJ509  20250827  10105.0  10140.0  ...     6307.22  10075.0     10100.0       CJ
14   CJ512  20250827  11300.0  11325.0  ...    10499.98  11280.0     11290.0       CJ
15   CJ601  20250827  11380.0  11435.0  ...   546132.08  11385.0     11395.0       CJ
16   CJ603  20250827  11460.0  11465.0  ...     5836.30  11420.0     11425.0       CJ
17   CJ605  20250827  11530.0  11590.0  ...    69411.21  11545.0     11540.0       CJ
18   CJ607  20250827  11735.0  11735.0  ...      695.95  11695.0     11695.0       CJ
19   CY509  20250827  20235.0  20575.0  ...      334.83  20295.0     20125.0       CY
20   CY510  20250827      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250827  20105.0  20155.0  ...    71404.22  20120.0     20160.0       CY
22   CY512  20250827      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250827  20095.0  20150.0  ...      814.10  20100.0     20165.0       CY
24   CY602  20250827      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250827      0.0      0.0  ...        0.00  20295.0     20295.0       CY
26   CY604  20250827      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250827      0.0      0.0  ...        0.00  20395.0     20395.0       CY
28   CY606  20250827      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250827      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250827      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250827    987.0    994.0  ...   183644.63    988.0       995.0       FG
32   FG510  20250827   1085.0   1094.0  ...    61235.63   1087.0      1099.0       FG
33   FG511  20250827   1075.0   1089.0  ...    99568.72   1080.0      1088.0       FG
34   FG512  20250827   1179.0   1191.0  ...    61776.24   1183.0      1190.0       FG
35   FG601  20250827   1171.0   1188.0  ...  3047260.58   1178.0      1183.0       FG
36   FG602  20250827   1220.0   1238.0  ...     1110.80   1229.0      1235.0       FG
37   FG603  20250827   1226.0   1239.0  ...      797.62   1231.0      1235.0       FG
38   FG604  20250827   1277.0   1284.0  ...      541.37   1277.0      1280.0       FG
39   FG605  20250827   1266.0   1279.0  ...    45100.95   1269.0      1271.0       FG
40   FG606  20250827   1292.0   1306.0  ...      317.05   1299.0      1304.0       FG
41   FG607  20250827   1282.0   1300.0  ...      578.56   1291.0      1293.0       FG
42   FG608  20250827   1311.0   1322.0  ...      271.05   1316.0      1320.0       FG
43   JR509  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250827   2272.0   2275.0  ...    52972.52   2262.0      2295.0       MA
53   MA510  20250827   2311.0   2313.0  ...    66260.92   2298.0      2330.0       MA
54   MA511  20250827   2336.0   2336.0  ...   116686.04   2320.0      2352.0       MA
55   MA512  20250827   2376.0   2377.0  ...    33349.53   2363.0      2393.0       MA
56   MA601  20250827   2393.0   2396.0  ...  1149229.47   2383.0      2413.0       MA
57   MA602  20250827   2400.0   2404.0  ...      107.77   2395.0      2416.0       MA
58   MA603  20250827   2396.0   2402.0  ...      102.85   2392.0      2415.0       MA
59   MA604  20250827   2379.0   2392.0  ...       16.72   2388.0      2404.0       MA
60   MA605  20250827   2383.0   2384.0  ...    37229.83   2373.0      2394.0       MA
61   MA606  20250827   2387.0   2387.0  ...       33.32   2380.0      2404.0       MA
62   MA607  20250827   2387.0   2387.0  ...      102.28   2379.0      2400.0       MA
63   MA608  20250827   2383.0   2385.0  ...       40.46   2380.0      2400.0       MA
64   OI509  20250827   9930.0  10000.0  ...    80313.77   9952.0     10001.0       OI
65   OI511  20250827   9880.0   9969.0  ...   452914.45   9919.0      9961.0       OI
66   OI601  20250827   9805.0   9888.0  ...  2578158.14   9840.0      9897.0       OI
67   OI603  20250827   9735.0   9806.0  ...     1756.73   9760.0      9807.0       OI
68   OI605  20250827   9639.0   9715.0  ...    27420.95   9676.0      9724.0       OI
69   OI607  20250827   9624.0   9671.0  ...      607.22   9638.0      9691.0       OI
70   PF509  20250827   6486.0   6514.0  ...     1166.65   6482.0      6504.0       PF
71   PF510  20250827   6598.0   6644.0  ...   460230.86   6610.0      6624.0       PF
72   PF511  20250827   6578.0   6622.0  ...   213319.68   6586.0      6612.0       PF
73   PF512  20250827   6558.0   6606.0  ...    68745.78   6574.0      6590.0       PF
74   PF601  20250827   6564.0   6602.0  ...    23842.54   6566.0      6596.0       PF
75   PF602  20250827   6676.0   6676.0  ...      151.34   6580.0      6596.0       PF
76   PF603  20250827   6690.0   6690.0  ...       72.49   6590.0      6614.0       PF
77   PF604  20250827   6624.0   6654.0  ...       82.80   6624.0      6646.0       PF
78   PF605  20250827   6624.0   6670.0  ...      122.70   6632.0      6658.0       PF
79   PF606  20250827   6638.0   6674.0  ...       56.45   6642.0      6678.0       PF
80   PF607  20250827   6658.0   6658.0  ...       13.27   6638.0      6678.0       PF
81   PF608  20250827      0.0      0.0  ...        0.00   6640.0      6662.0       PF
82   PK510  20250827   8080.0   8086.0  ...    57448.49   8054.0      8038.0       PK
83   PK511  20250827   7836.0   7848.0  ...   283468.56   7810.0      7812.0       PK
84   PK512  20250827   7848.0   7866.0  ...    73296.42   7824.0      7842.0       PK
85   PK601  20250827   7900.0   7918.0  ...    32612.27   7882.0      7898.0       PK
86   PK603  20250827   7894.0   7898.0  ...      177.21   7876.0      7906.0       PK
87   PK604  20250827   7906.0   7906.0  ...      189.41   7892.0      7902.0       PK
88   PK605  20250827   7918.0   7922.0  ...     4204.28   7896.0      7904.0       PK
89   PL601  20250827   6460.0   6474.0  ...    10374.77   6460.0      6482.0       PL
90   PL602  20250827   6499.0   6509.0  ...      272.60   6490.0      6528.0       PL
91   PL603  20250827   6501.0   6501.0  ...       38.89   6482.0      6500.0       PL
92   PL604  20250827   6473.0   6473.0  ...       12.95   6473.0      6498.0       PL
93   PL605  20250827   6372.0   6374.0  ...       50.97   6372.0      6391.0       PL
94   PL606  20250827      0.0      0.0  ...        0.00   6470.0      6479.0       PL
95   PL607  20250827      0.0      0.0  ...        0.00   6494.0      6512.0       PL
96   PL608  20250827      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250827   5838.0   5894.0  ...     2325.49   5850.0      5892.0       PR
104  PR510  20250827   6012.0   6056.0  ...   111464.45   6020.0      6052.0       PR
105  PR511  20250827   6022.0   6068.0  ...   759067.61   6028.0      6058.0       PR
106  PR512  20250827   6020.0   6072.0  ...   492386.21   6032.0      6052.0       PR
107  PR601  20250827   6030.0   6068.0  ...     5812.95   6028.0      6062.0       PR
108  PR602  20250827   6048.0   6048.0  ...        9.07   6048.0      6070.0       PR
109  PR603  20250827      0.0      0.0  ...        0.00   6034.0      6092.0       PR
110  PR604  20250827   6056.0   6056.0  ...        9.08   6056.0      6088.0       PR
111  PR605  20250827   6056.0   6058.0  ...       18.17   6058.0      6094.0       PR
112  PR606  20250827   6058.0   6060.0  ...       18.18   6060.0      6080.0       PR
113  PR607  20250827      0.0      0.0  ...        0.00   6082.0      6082.0       PR
114  PR608  20250827      0.0      0.0  ...        0.00   6080.0      6080.0       PR
115  PX509  20250827   6990.0   7046.0  ...     4944.58   6980.0      7048.0       PX
116  PX510  20250827   6994.0   7118.0  ...   567806.15   7022.0      7088.0       PX
117  PX511  20250827   6972.0   7094.0  ...  1475445.76   7010.0      7050.0       PX
118  PX512  20250827   6926.0   7020.0  ...   102569.87   6942.0      6982.0       PX
119  PX601  20250827   6900.0   6972.0  ...   169888.82   6916.0      6954.0       PX
120  PX602  20250827   6904.0   6942.0  ...       20.73   6912.0      6952.0       PX
121  PX603  20250827   6940.0   6940.0  ...        6.93   6928.0      6940.0       PX
122  PX604  20250827      0.0      0.0  ...        0.00   6852.0      6944.0       PX
123  PX605  20250827   6902.0   6956.0  ...      295.87   6882.0      6948.0       PX
124  PX606  20250827      0.0      0.0  ...        0.00   6842.0      6886.0       PX
125  PX607  20250827   6858.0   6858.0  ...        3.43   6858.0      6878.0       PX
126  PX608  20250827   6788.0   6830.0  ...        6.81   6810.0      6818.0       PX
127  RI509  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250827   2615.0   2615.0  ...    34464.73   2574.0      2606.0       RM
134  RM511  20250827   2552.0   2554.0  ...    21167.22   2531.0      2577.0       RM
135  RM601  20250827   2520.0   2520.0  ...  1072008.77   2501.0      2544.0       RM
136  RM603  20250827   2464.0   2465.0  ...    35822.86   2437.0      2484.0       RM
137  RM605  20250827   2460.0   2461.0  ...   178174.21   2449.0      2474.0       RM
138  RM607  20250827   2442.0   2444.0  ...    10095.49   2431.0      2455.0       RM
139  RM608  20250827   2508.0   2508.0  ...      222.46   2500.0      2521.0       RM
140  RS509  20250827   4877.0   4877.0  ...       53.28   4844.0      4852.0       RS
141  RS511  20250827   5200.0   5200.0  ...       15.54   5181.0      5268.0       RS
142  RS607  20250827   5600.0   5633.0  ...      112.26   5613.0      5643.0       RS
143  RS608  20250827      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250827   1195.0   1208.0  ...   110500.64   1198.0      1214.0       SA
145  SA510  20250827   1243.0   1252.0  ...   188678.40   1245.0      1259.0       SA
146  SA511  20250827   1246.0   1258.0  ...   312162.64   1249.0      1263.0       SA
147  SA512  20250827   1306.0   1316.0  ...   101487.75   1307.0      1321.0       SA
148  SA601  20250827   1312.0   1325.0  ...  2895057.23   1314.0      1327.0       SA
149  SA602  20250827   1339.0   1346.0  ...     3013.11   1336.0      1345.0       SA
150  SA603  20250827   1335.0   1349.0  ...     2024.22   1339.0      1347.0       SA
151  SA604  20250827   1372.0   1384.0  ...      718.60   1377.0      1386.0       SA
152  SA605  20250827   1375.0   1390.0  ...    80453.14   1380.0      1388.0       SA
153  SA606  20250827   1379.0   1395.0  ...      751.55   1387.0      1391.0       SA
154  SA607  20250827   1382.0   1409.0  ...     1920.70   1390.0      1392.0       SA
155  SA608  20250827   1395.0   1430.0  ...      595.92   1405.0      1406.0       SA
156  SF509  20250827   5468.0   5506.0  ...    19456.46   5466.0      5502.0       SF
157  SF510  20250827   5478.0   5514.0  ...   123983.55   5470.0      5510.0       SF
158  SF511  20250827   5656.0   5698.0  ...   503108.15   5658.0      5692.0       SF
159  SF512  20250827   5656.0   5678.0  ...    63029.73   5636.0      5680.0       SF
160  SF601  20250827   5636.0   5672.0  ...    92274.24   5630.0      5668.0       SF
161  SF602  20250827   5624.0   5634.0  ...      495.55   5600.0      5632.0       SF
162  SF603  20250827   5790.0   5800.0  ...       46.29   5786.0      5814.0       SF
163  SF604  20250827   5800.0   5800.0  ...       23.15   5788.0      5808.0       SF
164  SF605  20250827   5780.0   5788.0  ...     1359.53   5762.0      5794.0       SF
165  SF606  20250827   5744.0   5754.0  ...       34.41   5736.0      5752.0       SF
166  SF607  20250827   5908.0   5908.0  ...       20.59   5884.0      5904.0       SF
167  SF608  20250827   5854.0   5854.0  ...        2.93   5854.0      5884.0       SF
168  SH509  20250827   2540.0   2562.0  ...    30450.02   2551.0      2564.0       SH
169  SH510  20250827   2671.0   2687.0  ...   384752.20   2661.0      2701.0       SH
170  SH511  20250827   2686.0   2708.0  ...   764206.52   2679.0      2727.0       SH
171  SH512  20250827   2700.0   2733.0  ...   189483.02   2707.0      2748.0       SH
172  SH601  20250827   2700.0   2726.0  ...  3476304.62   2702.0      2739.0       SH
173  SH602  20250827   2719.0   2737.0  ...     8069.88   2717.0      2749.0       SH
174  SH603  20250827   2692.0   2746.0  ...     4354.43   2728.0      2757.0       SH
175  SH604  20250827   2781.0   2787.0  ...      998.01   2772.0      2802.0       SH
176  SH605  20250827   2791.0   2804.0  ...    45296.05   2788.0      2815.0       SH
177  SH606  20250827   2790.0   2801.0  ...      410.22   2791.0      2812.0       SH
178  SH607  20250827   2771.0   2778.0  ...       83.09   2770.0      2789.0       SH
179  SH608  20250827   2780.0   2785.0  ...      241.28   2773.0      2793.0       SH
180  SM509  20250827   5760.0   5784.0  ...    43070.78   5756.0      5794.0       SM
181  SM510  20250827   5778.0   5800.0  ...    99261.45   5770.0      5800.0       SM
182  SM511  20250827   5842.0   5876.0  ...   204141.18   5844.0      5872.0       SM
183  SM512  20250827   5858.0   5876.0  ...    35796.72   5852.0      5880.0       SM
184  SM601  20250827   5860.0   5886.0  ...   379198.22   5856.0      5886.0       SM
185  SM602  20250827   5890.0   5890.0  ...      129.25   5876.0      5894.0       SM
186  SM603  20250827   5906.0   5906.0  ...      109.05   5896.0      5910.0       SM
187  SM604  20250827   5900.0   5900.0  ...        5.89   5892.0      5910.0       SM
188  SM605  20250827   5920.0   5930.0  ...     8566.43   5904.0      5930.0       SM
189  SM606  20250827   5908.0   5908.0  ...        5.90   5902.0      5946.0       SM
190  SM607  20250827   5956.0   5956.0  ...       14.80   5922.0      5962.0       SM
191  SM608  20250827   5936.0   5948.0  ...       14.83   5932.0      5964.0       SM
192  SR509  20250827   5683.0   5683.0  ...    25856.77   5647.0      5696.0       SR
193  SR511  20250827   5625.0   5625.0  ...   193997.04   5611.0      5647.0       SR
194  SR601  20250827   5632.0   5639.0  ...   829540.50   5625.0      5658.0       SR
195  SR603  20250827   5608.0   5616.0  ...     2135.64   5605.0      5631.0       SR
196  SR605  20250827   5601.0   5604.0  ...    30929.99   5593.0      5623.0       SR
197  SR607  20250827   5593.0   5598.0  ...     1000.40   5589.0      5610.0       SR
198  TA509  20250827   4830.0   4848.0  ...   142268.56   4816.0      4844.0       TA
199  TA510  20250827   4860.0   4900.0  ...   323537.31   4856.0      4898.0       TA
200  TA511  20250827   4850.0   4896.0  ...   258008.27   4852.0      4882.0       TA
201  TA512  20250827   4852.0   4896.0  ...    72401.63   4856.0      4878.0       TA
202  TA601  20250827   4854.0   4892.0  ...  1664651.22   4854.0      4882.0       TA
203  TA602  20250827   4870.0   4890.0  ...       60.77   4862.0      4892.0       TA
204  TA603  20250827   4864.0   4904.0  ...      149.28   4896.0      4904.0       TA
205  TA604  20250827   4864.0   4906.0  ...       24.47   4896.0      4900.0       TA
206  TA605  20250827   4894.0   4918.0  ...    27613.75   4886.0      4914.0       TA
207  TA606  20250827   4900.0   4900.0  ...       14.68   4892.0      4926.0       TA
208  TA607  20250827   4884.0   4884.0  ...       21.95   4878.0      4942.0       TA
209  TA608  20250827   4902.0   4902.0  ...        7.34   4892.0      4934.0       TA
210  UR509  20250827   1703.0   1728.0  ...    19636.29   1710.0      1710.0       UR
211  UR510  20250827   1708.0   1735.0  ...    24795.19   1719.0      1717.0       UR
212  UR511  20250827   1743.0   1761.0  ...    39305.24   1743.0      1743.0       UR
213  UR512  20250827   1733.0   1759.0  ...      365.99   1743.0      1740.0       UR
214  UR601  20250827   1740.0   1763.0  ...   650016.47   1745.0      1742.0       UR
215  UR602  20250827   1739.0   1760.0  ...      617.81   1745.0      1738.0       UR
216  UR603  20250827   1776.0   1795.0  ...      389.21   1785.0      1780.0       UR
217  UR604  20250827   1775.0   1793.0  ...      282.06   1785.0      1782.0       UR
218  UR605  20250827   1778.0   1794.0  ...    25228.61   1781.0      1783.0       UR
219  UR606  20250827   1770.0   1787.0  ...      184.42   1773.0      1776.0       UR
220  UR607  20250827   1790.0   1804.0  ...      375.91   1790.0      1792.0       UR
221  UR608  20250827   1789.0   1800.0  ...      186.26   1791.0      1791.0       UR
222  WH509  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:02,291 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250827  ...   79340      79450      CU
1        1      CU2510  20250827  ...   79350      79460      CU
2        2      CU2511  20250827  ...   79340      79440      CU
3        3      CU2512  20250827  ...   79310      79410      CU
4        4      CU2601  20250827  ...   79330      79410      CU
5        5      CU2602  20250827  ...   79330      79340      CU
6        6      CU2603  20250827  ...   79330      79360      CU
7        7      CU2604  20250827  ...   79360      79390      CU
8        8      CU2605  20250827  ...   79370      79400      CU
9        9      CU2606  20250827  ...   79360      79380      CU
10      10      CU2607  20250827  ...   79410      79390      CU
11      11      CU2608  20250827  ...   79440      79250      CU
12      12      BC2509  20250827  ...   70410      70620      BC
13      13      BC2510  20250827  ...   70470      70630      BC
14      14      BC2511  20250827  ...   70390      70440      BC
15      15      BC2512  20250827  ...   70180      70180      BC
16      16      BC2601  20250827  ...   70100      70100      BC
17      17      BC2602  20250827  ...   70100      70100      BC
18      18      BC2603  20250827  ...   70100      70100      BC
19      19      BC2604  20250827  ...   70100      70100      BC
20      20      BC2605  20250827  ...   70490      70490      BC
21      21      BC2606  20250827  ...   69790      69790      BC
22      22      BC2607  20250827  ...   69370      69370      BC
23      23      BC2608  20250827  ...   69370      69370      BC
24      24      AL2509  20250827  ...   20855      20750      AL
25      25      AL2510  20250827  ...   20850      20730      AL
26      26      AL2511  20250827  ...   20830      20710      AL
27      27      AL2512  20250827  ...   20790      20670      AL
28      28      AL2601  20250827  ...   20765      20640      AL
29      29      AL2602  20250827  ...   20760      20645      AL
30      30      AL2603  20250827  ...   20795      20660      AL
31      31      AL2604  20250827  ...   20820      20695      AL
32      32      AL2605  20250827  ...   20835      20705      AL
33      33      AL2606  20250827  ...   20785      20715      AL
34      34      AL2607  20250827  ...   20785      20720      AL
35      35      AL2608  20250827  ...   20845      20755      AL
36      36      ZN2509  20250827  ...   22335      22300      ZN
37      37      ZN2510  20250827  ...   22350      22305      ZN
38      38      ZN2511  20250827  ...   22340      22300      ZN
39      39      ZN2512  20250827  ...   22335      22310      ZN
40      40      ZN2601  20250827  ...   22335      22290      ZN
41      41      ZN2602  20250827  ...   22325      22290      ZN
42      42      ZN2603  20250827  ...   22335      22335      ZN
43      43      ZN2604  20250827  ...   22360      22360      ZN
44      44      ZN2605  20250827  ...   22350      22370      ZN
45      45      ZN2606  20250827  ...   22375      22365      ZN
46      46      ZN2607  20250827  ...   22390      22405      ZN
47      47      ZN2608  20250827  ...   22395      22440      ZN
48      48      PB2509  20250827  ...   16890      16895      PB
49      49      PB2510  20250827  ...   16915      16915      PB
50      50      PB2511  20250827  ...   16905      16915      PB
51      51      PB2512  20250827  ...   16905      16930      PB
52      52      PB2601  20250827  ...   16930      16945      PB
53      53      PB2602  20250827  ...   16965      16965      PB
54      54      PB2603  20250827  ...   16995      17005      PB
55      55      PB2604  20250827  ...   17005      17030      PB
56      56      PB2605  20250827  ...   17035      17050      PB
57      57      PB2606  20250827  ...   17060      17055      PB
58      58      PB2607  20250827  ...   17085      17095      PB
59      59      PB2608  20250827  ...   17090      17100      PB
60      60      NI2509  20250827  ...  121550     120180      NI
61      61      NI2510  20250827  ...  121830     120350      NI
62      62      NI2511  20250827  ...  122040     120500      NI
63      63      NI2512  20250827  ...  122230     120750      NI
64      64      NI2601  20250827  ...  122450     121010      NI
65      65      NI2602  20250827  ...  122520     121230      NI
66      66      NI2603  20250827  ...  122840     121530      NI
67      67      NI2604  20250827  ...  123180     121860      NI
68      68      NI2605  20250827  ...  123490     122100      NI
69      69      NI2606  20250827  ...  123750     122400      NI
70      70      NI2607  20250827  ...  123810     122710      NI
71      71      NI2608  20250827  ...  123950     123030      NI
72      72      SN2509  20250827  ...  270810     269350      SN
73      73      SN2510  20250827  ...  271490     269730      SN
74      74      SN2511  20250827  ...  271880     269930      SN
75      75      SN2512  20250827  ...  271990     269870      SN
76      76      SN2601  20250827  ...  272130     269800      SN
77      77      SN2602  20250827  ...  272110     270010      SN
78      78      SN2603  20250827  ...  271400     270300      SN
79      79      SN2604  20250827  ...  272420     270550      SN
80      80      SN2605  20250827  ...  272750     270740      SN
81      81      SN2606  20250827  ...  273130     270910      SN
82      82      SN2607  20250827  ...  273260     270930      SN
83      83      SN2608  20250827  ...  271540     271730      SN
84      84      AO2509  20250827  ...    3053       3107      AO
85      85      AO2510  20250827  ...    3053       3117      AO
86      86      AO2511  20250827  ...    3054       3113      AO
87      87      AO2512  20250827  ...    3057       3165      AO
88      88      AO2601  20250827  ...    3066       3129      AO
89      89      AO2602  20250827  ...    3063       3125      AO
90      90      AO2603  20250827  ...    3070       3123      AO
91      91      AO2604  20250827  ...    3072       3107      AO
92      92      AO2605  20250827  ...    3076       3122      AO
93      93      AO2606  20250827  ...    3082       3131      AO
94      94      AO2607  20250827  ...    3083       3114      AO
95      95      AO2608  20250827  ...    3082       3111      AO
96      96      AD2511  20250827  ...   20440      20285      AD
97      97      AD2512  20250827  ...   20425      20285      AD
98      98      AD2601  20250827  ...   20425      20280      AD
99      99      AD2602  20250827  ...   20425      20220      AD
100    100      AD2603  20250827  ...   20220      20220      AD
101    101      AD2604  20250827  ...   19975      19975      AD
102    102      AD2605  20250827  ...   20160      19975      AD
103    103      AD2606  20250827  ...   19795      19795      AD
104    104      AD2607  20250827  ...   19925      19925      AD
105    105      AD2608  20250827  ...   20315      19925      AD
106    106      AU2509  20250827  ...  780.46     779.02      AU
107    107      AU2510  20250827  ...  781.56     780.24      AU
108    108      AU2511  20250827  ...  783.48     782.08      AU
109    109      AU2512  20250827  ...  783.86     782.68      AU
110    110      AU2602  20250827  ...  785.86     784.64      AU
111    111      AU2604  20250827  ...  788.12     786.86      AU
112    112      AU2606  20250827  ...  790.16     789.16      AU
113    113      AU2608  20250827  ...  792.34     791.64      AU
114    114      AG2509  20250827  ...    9313       9333      AG
115    115      AG2510  20250827  ...    9325       9354      AG
116    116      AG2511  20250827  ...    9336       9365      AG
117    117      AG2512  20250827  ...    9345       9375      AG
118    118      AG2601  20250827  ...    9356       9386      AG
119    119      AG2602  20250827  ...    9370       9399      AG
120    120      AG2603  20250827  ...    9380       9412      AG
121    121      AG2604  20250827  ...    9394       9424      AG
122    122      AG2605  20250827  ...    9406       9437      AG
123    123      AG2606  20250827  ...    9417       9450      AG
124    124      AG2607  20250827  ...    9432       9463      AG
125    125      AG2608  20250827  ...    9449       9476      AG
126    126      RB2509  20250827  ...    3082       3099      RB
127    127      RB2510  20250827  ...    3112       3126      RB
128    128      RB2511  20250827  ...    3114       3136      RB
129    129      RB2512  20250827  ...    3166       3188      RB
130    130      RB2601  20250827  ...    3180       3206      RB
131    131      RB2602  20250827  ...    3166       3190      RB
132    132      RB2603  20250827  ...    3183       3211      RB
133    133      RB2604  20250827  ...    3200       3228      RB
134    134      RB2605  20250827  ...    3221       3242      RB
135    135      RB2606  20250827  ...    3232       3257      RB
136    136      RB2607  20250827  ...    3243       3268      RB
137    137      RB2608  20250827  ...    3243       3281      RB
138    138      WR2509  20250827  ...    3342       3342      WR
139    139      WR2510  20250827  ...    3322       3365      WR
140    140      WR2511  20250827  ...    3368       3376      WR
141    141      WR2512  20250827  ...    3474       3486      WR
142    142      WR2601  20250827  ...    3380       3380      WR
143    143      WR2602  20250827  ...    3450       3459      WR
144    144      WR2603  20250827  ...    3438       3438      WR
145    145      WR2604  20250827  ...    3455       3455      WR
146    146      WR2605  20250827  ...    3429       3429      WR
147    147      WR2606  20250827  ...    3440       3441      WR
148    148      WR2607  20250827  ...    3460       3488      WR
149    149      WR2608  20250827  ...    3475       3477      WR
150    150      HC2509  20250827  ...    3389       3407      HC
151    151      HC2510  20250827  ...    3357       3380      HC
152    152      HC2511  20250827  ...    3355       3379      HC
153    153      HC2512  20250827  ...    3356       3386      HC
154    154      HC2601  20250827  ...    3346       3370      HC
155    155      HC2602  20250827  ...    3348       3371      HC
156    156      HC2603  20250827  ...    3351       3375      HC
157    157      HC2604  20250827  ...    3365       3385      HC
158    158      HC2605  20250827  ...    3353       3377      HC
159    159      HC2606  20250827  ...    3358       3386      HC
160    160      HC2607  20250827  ...    3357       3394      HC
161    161      HC2608  20250827  ...    3369       3405      HC
162    162      SS2509  20250827  ...   12785      12785      SS
163    163      SS2510  20250827  ...   12875      12865      SS
164    164      SS2511  20250827  ...   12945      12930      SS
165    165      SS2512  20250827  ...   12995      12975      SS
166    166      SS2601  20250827  ...   13045      13035      SS
167    167      SS2602  20250827  ...   13075      13050      SS
168    168      SS2603  20250827  ...   13160      13135      SS
169    169      SS2604  20250827  ...   13225      13190      SS
170    170      SS2605  20250827  ...   13275      13270      SS
171    171      SS2606  20250827  ...   13315      13315      SS
172    172      SS2607  20250827  ...   13395      13380      SS
173    173      SS2608  20250827  ...   13440      13445      SS
174    174      SC2509  20250827  ...   479.4      488.7      SC
175    175      SC2510  20250827  ...   486.4      497.7      SC
176    176      SC2511  20250827  ...   485.7        496      SC
177    177      SC2512  20250827  ...   484.4      493.2      SC
178    178      SC2601  20250827  ...   483.2      491.7      SC
179    179      SC2602  20250827  ...   482.2      490.5      SC
180    180      SC2603  20250827  ...   480.7      488.2      SC
181    181      SC2604  20250827  ...   479.2      486.4      SC
182    182      SC2605  20250827  ...   478.7      485.8      SC
183    183      SC2606  20250827  ...   478.4      484.9      SC
184    184      SC2607  20250827  ...   477.5      482.3      SC
185    185      SC2608  20250827  ...   476.7      481.3      SC
186    186      SC2609  20250827  ...   476.9      482.3      SC
187    187      SC2612  20250827  ...     479      482.2      SC
188    188      SC2703  20250827  ...   477.3      483.7      SC
189    189      SC2706  20250827  ...   476.9      479.5      SC
190    190      SC2709  20250827  ...   472.1      482.5      SC
191    191      SC2712  20250827  ...     473        481      SC
192    192      SC2803  20250827  ...   471.9      479.5      SC
193    193      SC2806  20250827  ...   467.6      474.5      SC
194    194      LU2509  20250827  ...    3478       3426      LU
195    195      LU2510  20250827  ...    3487       3532      LU
196    196      LU2511  20250827  ...    3489       3537      LU
197    197      LU2512  20250827  ...    3470       3522      LU
198    198      LU2601  20250827  ...    3449       3498      LU
199    199      LU2602  20250827  ...    3441       3476      LU
200    200      LU2603  20250827  ...    3421       3469      LU
201    201      LU2604  20250827  ...    3415       3463      LU
202    202      LU2605  20250827  ...    3401       3455      LU
203    203      LU2606  20250827  ...    3423       3454      LU
204    204      LU2607  20250827  ...    3406       3454      LU
205    205      LU2608  20250827  ...    3403       3450      LU
206    206      FU2509  20250827  ...    2789       2841      FU
207    207      FU2510  20250827  ...    2829       2890      FU
208    208      FU2511  20250827  ...    2817       2871      FU
209    209      FU2512  20250827  ...    2807       2856      FU
210    210      FU2601  20250827  ...    2798       2845      FU
211    211      FU2602  20250827  ...    2783       2830      FU
212    212      FU2603  20250827  ...    2778       2820      FU
213    213      FU2604  20250827  ...    2770       2813      FU
214    214      FU2605  20250827  ...    2762       2803      FU
215    215      FU2606  20250827  ...    2752       2791      FU
216    216      FU2607  20250827  ...    2732       2765      FU
217    217      FU2608  20250827  ...    2709       2742      FU
218    218      BU2509  20250827  ...    3500       3550      BU
219    219      BU2510  20250827  ...    3485       3525      BU
220    220      BU2511  20250827  ...    3454       3497      BU
221    221      BU2512  20250827  ...    3408       3447      BU
222    222      BU2601  20250827  ...    3375       3407      BU
223    223      BU2602  20250827  ...    3373       3407      BU
224    224      BU2603  20250827  ...    3373       3406      BU
225    225      BU2604  20250827  ...    3371       3390      BU
226    226      BU2605  20250827  ...    3361       3386      BU
227    227      BU2606  20250827  ...    3352       3387      BU
228    228      BU2607  20250827  ...    3354       3354      BU
229    229      BU2608  20250827  ...    3356       3356      BU
230    230      BU2609  20250827  ...    3346       3364      BU
231    231      BU2612  20250827  ...    3291       3336      BU
232    232      BU2703  20250827  ...    3300       3339      BU
233    233      BU2706  20250827  ...    3309       3348      BU
234    234      BR2509  20250827  ...   11850      11950      BR
235    235      BR2510  20250827  ...   11860      11980      BR
236    236      BR2511  20250827  ...   11840      11960      BR
237    237      BR2512  20250827  ...   11845      11950      BR
238    238      BR2601  20250827  ...   11825      11960      BR
239    239      BR2602  20250827  ...   11785      12010      BR
240    240      BR2603  20250827  ...   11775      11975      BR
241    241      BR2604  20250827  ...   11795      12050      BR
242    242      BR2605  20250827  ...   11915      12080      BR
243    243      BR2606  20250827  ...   12025      12085      BR
244    244      BR2607  20250827  ...   12100      12285      BR
245    245      BR2608  20250827  ...   11975      12005      BR
246    246      RU2509  20250827  ...   14915      14965      RU
247    247      RU2510  20250827  ...   14880      14925      RU
248    248      RU2511  20250827  ...   14900      14985      RU
249    249      RU2601  20250827  ...   15900      15975      RU
250    250      RU2603  20250827  ...   15900      16015      RU
251    251      RU2604  20250827  ...   15915      16045      RU
252    252      RU2605  20250827  ...   15975      16080      RU
253    253      RU2606  20250827  ...   16025      16060      RU
254    254      RU2607  20250827  ...   16000      16165      RU
255    255      RU2608  20250827  ...   15960      16115      RU
256    256      NR2509  20250827  ...   12695      12755      NR
257    257      NR2510  20250827  ...   12780      12840      NR
258    258      NR2511  20250827  ...   12800      12865      NR
259    259      NR2512  20250827  ...   12830      12875      NR
260    260      NR2601  20250827  ...   12835      12920      NR
261    261      NR2602  20250827  ...   12860      12860      NR
262    262      NR2603  20250827  ...   12860      12910      NR
263    263      NR2604  20250827  ...   12965      13055      NR
264    264      NR2605  20250827  ...   13015      13080      NR
265    265      NR2606  20250827  ...   12965      13140      NR
266    266      NR2607  20250827  ...   12975      12780      NR
267    267      NR2608  20250827  ...   13000      12780      NR
268    268      SP2509  20250827  ...    4984       5056      SP
269    269      SP2510  20250827  ...    5024       5088      SP
270    270      SP2511  20250827  ...    5034       5106      SP
271    271      SP2512  20250827  ...    5054       5122      SP
272    272      SP2601  20250827  ...    5316       5392      SP
273    273      SP2602  20250827  ...    5296       5360      SP
274    274      SP2603  20250827  ...    5316       5384      SP
275    275      SP2604  20250827  ...    5326       5366      SP
276    276      SP2605  20250827  ...    5330       5388      SP
277    277      SP2606  20250827  ...    5330       5400      SP
278    278      SP2607  20250827  ...    5344       5386      SP
279    279      SP2608  20250827  ...    5358       5410      SP
280    280      EC2510  20250827  ...    1329     1327.8      EC
281    281      EC2512  20250827  ...  1633.9     1663.1      EC
282    282      EC2602  20250827  ...  1455.2     1472.8      EC
283    283      EC2604  20250827  ...  1254.7     1276.1      EC
284    284      EC2606  20250827  ...    1418     1432.5      EC
285    285      EC2608  20250827  ...  1613.6     1626.3      EC
286    287  SC_TAS2510  20250827  ...                     SC_TAS
287    288  SC_TAS2511  20250827  ...                     SC_TAS
288    289  SC_TAS2512  20250827  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 16:26:02,469 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250827   484.9   486.8  ...    47801.07   479.4      488.7      SC
1       SC2510  20250827   491.7   493.3  ...  6099210.66   486.4      497.7      SC
2       SC2511  20250827   490.5   492.8  ...   928963.62   485.7        496      SC
3       SC2512  20250827   489.1   490.6  ...   431590.93   484.4      493.2      SC
4       SC2601  20250827   487.5     489  ...     80080.2   483.2      491.7      SC
5       SC2602  20250827   485.7   487.9  ...    11863.32   482.2      490.5      SC
6       SC2603  20250827   484.9   487.3  ...    22258.92   480.7      488.2      SC
7       SC2604  20250827     484   485.1  ...     5847.29   479.2      486.4      SC
8       SC2605  20250827   482.1   483.9  ...     6127.55   478.7      485.8      SC
9       SC2606  20250827   481.5   481.7  ...     3875.31   478.4      484.9      SC
10      SC2607  20250827   480.8   480.8  ...      238.79   477.5      482.3      SC
11      SC2608  20250827   479.8   479.8  ...      143.03   476.7      481.3      SC
12      SC2609  20250827   478.7   478.7  ...      476.97   476.9      482.3      SC
13      SC2612  20250827   478.7   479.3  ...        95.8     479      482.2      SC
14      SC2703  20250827                  ...           0   477.3      483.7      SC
15      SC2706  20250827                  ...           0   476.9      479.5      SC
16      SC2709  20250827   472.7   472.7  ...       94.42   472.1      482.5      SC
17      SC2712  20250827   475.4   475.5  ...      189.23     473        481      SC
18      SC2803  20250827                  ...           0   471.9      479.5      SC
19      SC2806  20250827   468.9   469.8  ...      420.86   467.6      474.5      SC
21      LU2509  20250827    3460    3500  ...    6880.618    3478       3426      LU
22      LU2510  20250827    3499    3525  ...   56605.393    3487       3532      LU
23      LU2511  20250827    3504    3527  ...  339272.428    3489       3537      LU
24      LU2512  20250827    3489    3508  ...   89025.752    3470       3522      LU
25      LU2601  20250827    3470    3484  ...   18633.103    3449       3498      LU
26      LU2602  20250827    3452    3459  ...    3476.043    3441       3476      LU
27      LU2603  20250827    3442    3450  ...     116.332    3421       3469      LU
28      LU2604  20250827    3439    3439  ...       20.49    3415       3463      LU
29      LU2605  20250827    3405    3408  ...      40.812    3401       3455      LU
30      LU2606  20250827    3425    3425  ...       10.27    3423       3454      LU
31      LU2607  20250827    3421    3421  ...       44.29    3406       3454      LU
32      LU2608  20250827    3424    3435  ...      17.017    3403       3450      LU
34      NR2509  20250827   12765   12840  ...   47355.925   12695      12755      NR
35      NR2510  20250827   12750   12910  ...  1445915.24   12780      12840      NR
36      NR2511  20250827   12750   12910  ...  602704.765   12800      12865      NR
37      NR2512  20250827   12770   12925  ...   109530.39   12830      12875      NR
38      NR2601  20250827   12840   12945  ...  118992.655   12835      12920      NR
39      NR2602  20250827   12865   12920  ...    4128.725   12860      12860      NR
40      NR2603  20250827   12855   12950  ...       38.59   12860      12910      NR
41      NR2604  20250827   12940   13000  ...      64.825   12965      13055      NR
42      NR2605  20250827   12930   13295  ...      221.31   13015      13080      NR
43      NR2606  20250827   12965   12965  ...       51.86   12965      13140      NR
44      NR2607  20250827   12980   13010  ...       64.89   12975      12780      NR
45      NR2608  20250827   13050   13050  ...          52   13000      12780      NR
47      BC2509  20250827   70320   70590  ...    67563.61   70410      70620      BC
48      BC2510  20250827   70380   70650  ...     43728.8   70470      70630      BC
49      BC2511  20250827   70300   72350  ...    4998.295   70390      70440      BC
50      BC2512  20250827                  ...           0   70180      70180      BC
51      BC2601  20250827                  ...           0   70100      70100      BC
52      BC2602  20250827                  ...           0   70100      70100      BC
53      BC2603  20250827                  ...           0   70100      70100      BC
54      BC2604  20250827                  ...           0   70100      70100      BC
55      BC2605  20250827                  ...           0   70490      70490      BC
56      BC2606  20250827                  ...           0   69790      69790      BC
57      BC2607  20250827                  ...           0   69370      69370      BC
58      BC2608  20250827                  ...           0   69370      69370      BC
60      EC2510  20250827  1327.8    1341  ...  119684.668    1329     1327.8      EC
61      EC2512  20250827  1654.1  1654.1  ...  44704.0665  1633.9     1663.1      EC
62      EC2602  20250827  1454.7    1466  ...    5610.086  1455.2     1472.8      EC
63      EC2604  20250827    1266  1272.1  ...   6110.4125  1254.7     1276.1      EC
64      EC2606  20250827  1422.5  1426.5  ...    623.9255    1418     1432.5      EC
65      EC2608  20250827  1633.8  1633.8  ...    871.3515  1613.6     1626.3      EC
69  SC_TAS2510  20250827                  ...                                 SC_TAS
70  SC_TAS2511  20250827                  ...                                 SC_TAS
71  SC_TAS2512  20250827                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-03 16:26:02,541 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250827   4086.0  ...   4086.00     4096.00        A
1     a2511  20250827   3978.0  ...   3956.00     3988.00        A
2     a2601  20250827   3971.0  ...   3959.00     3992.00        A
3     a2603  20250827   3991.0  ...   3966.00     3999.00        A
4     a2605  20250827   4030.0  ...   4005.00     4043.00        A
5     a2607  20250827   4039.0  ...   4013.00     4049.00        A
6     b2509  20250827   3717.0  ...   3674.00     3724.00        B
7     b2510  20250827   3725.0  ...   3693.00     3747.00        B
8     b2511  20250827   3786.0  ...   3748.00     3814.00        B
9     b2512  20250827   3817.0  ...   3786.00     3845.00        B
10    b2601  20250827   3813.0  ...   3776.00     3840.00        B
11    b2602  20250827   3789.0  ...   3758.00     3809.00        B
12    b2603  20250827   3736.0  ...   3711.00     3749.00        B
13    b2604  20250827   3627.0  ...   3601.00     3648.00        B
14    b2605  20250827   3567.0  ...   3553.00     3579.00        B
15    b2606  20250827   3540.0  ...   3533.00     3559.00        B
16    b2607  20250827   3539.0  ...   3533.00     3549.00        B
17    b2608  20250827   3619.0  ...   3615.00     3619.00        B
18   bb2509  20250827      0.0  ...    143.15      143.15       BB
19   bb2511  20250827    144.5  ...    144.50      144.85       BB
20   bb2601  20250827    147.5  ...    147.40      147.60       BB
21   bb2603  20250827      0.0  ...    147.20      147.35       BB
22   bb2605  20250827      0.0  ...    141.00      141.15       BB
23   bb2607  20250827      0.0  ...    146.75      146.90       BB
24   bz2603  20250827   6156.0  ...   6152.00     6195.00       BZ
25   bz2604  20250827   6164.0  ...   6138.00     6171.00       BZ
26   bz2605  20250827   6151.0  ...   6137.00     6162.00       BZ
27   bz2606  20250827      0.0  ...   6170.00     6170.00       BZ
28   bz2607  20250827      0.0  ...   6175.00     6175.00       BZ
29   bz2608  20250827      0.0  ...   6175.00     6175.00       BZ
30    c2509  20250827   2212.0  ...   2213.00     2206.00        C
31    c2511  20250827   2159.0  ...   2159.00     2157.00        C
32    c2601  20250827   2163.0  ...   2165.00     2163.00        C
33    c2603  20250827   2182.0  ...   2184.00     2181.00        C
34    c2605  20250827   2232.0  ...   2234.00     2236.00        C
35    c2607  20250827   2254.0  ...   2251.00     2253.00        C
36   cs2509  20250827   2532.0  ...   2523.00     2550.00       CS
37   cs2511  20250827   2470.0  ...   2470.00     2483.00       CS
38   cs2601  20250827   2505.0  ...   2509.00     2514.00       CS
39   cs2603  20250827   2518.0  ...   2517.00     2522.00       CS
40   cs2605  20250827   2592.0  ...   2590.00     2591.00       CS
41   cs2607  20250827   2597.0  ...   2595.00     2599.00       CS
42   eb2509  20250827   7208.0  ...   7185.00     7286.00       EB
43   eb2510  20250827   7247.0  ...   7227.00     7317.00       EB
44   eb2511  20250827   7256.0  ...   7243.00     7333.00       EB
45   eb2512  20250827   7278.0  ...   7268.00     7346.00       EB
46   eb2601  20250827   7300.0  ...   7290.00     7361.00       EB
47   eb2602  20250827   7342.0  ...   7321.00     7383.00       EB
48   eb2603  20250827   7363.0  ...   7340.00     7402.00       EB
49   eb2604  20250827   7390.0  ...   7356.00     7412.00       EB
50   eb2605  20250827   7393.0  ...   7383.00     7438.00       EB
51   eb2606  20250827   7374.0  ...   7341.00     7446.00       EB
52   eb2607  20250827   7387.0  ...   7376.00     7410.00       EB
53   eb2608  20250827      0.0  ...   7410.00     7410.00       EB
54   eg2509  20250827   4411.0  ...   4440.00     4452.00       EG
55   eg2510  20250827   4458.0  ...   4460.00     4470.00       EG
56   eg2511  20250827   4473.0  ...   4473.00     4487.00       EG
57   eg2512  20250827   4491.0  ...   4488.00     4502.00       EG
58   eg2601  20250827   4485.0  ...   4492.00     4507.00       EG
59   eg2602  20250827   4502.0  ...   4502.00     4514.00       EG
60   eg2603  20250827   4498.0  ...   4505.00     4506.00       EG
61   eg2604  20250827      0.0  ...   4533.00     4533.00       EG
62   eg2605  20250827   4529.0  ...   4523.00     4542.00       EG
63   eg2606  20250827   4534.0  ...   4522.00     4534.00       EG
64   eg2607  20250827   4553.0  ...   4525.00     4513.00       EG
65   eg2608  20250827      0.0  ...   4513.00     4513.00       EG
66   fb2509  20250827   1300.5  ...   1306.00     1292.50       FB
67   fb2510  20250827   1276.5  ...   1276.00     1276.50       FB
68   fb2511  20250827   1278.5  ...   1276.50     1277.00       FB
69   fb2512  20250827   1276.5  ...   1278.50     1277.00       FB
70   fb2601  20250827   1279.0  ...   1276.00     1277.00       FB
71   fb2602  20250827   1277.0  ...   1274.00     1278.50       FB
72   fb2603  20250827      0.0  ...   1313.50     1313.50       FB
73   fb2604  20250827      0.0  ...   1310.50     1310.50       FB
74   fb2605  20250827      0.0  ...   1311.00     1311.00       FB
75   fb2606  20250827      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250827      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250827      0.0  ...   1302.50     1302.50       FB
78    i2509  20250827    797.0  ...    797.00      800.00        I
79    i2510  20250827    792.0  ...    793.00      795.00        I
80    i2511  20250827    789.0  ...    790.50      792.00        I
81    i2512  20250827    783.5  ...    785.50      787.50        I
82    i2601  20250827    776.0  ...    777.00      780.50        I
83    i2602  20250827    771.0  ...    772.50      775.00        I
84    i2603  20250827    766.5  ...    767.00      770.50        I
85    i2604  20250827    762.0  ...    762.50      765.50        I
86    i2605  20250827    754.0  ...    754.50      757.50        I
87    i2606  20250827    749.5  ...    750.50      753.00        I
88    i2607  20250827    746.5  ...    747.00      749.50        I
89    i2608  20250827    744.0  ...    743.50      746.50        I
90    j2509  20250827   1610.0  ...   1608.00     1636.00        J
91    j2510  20250827   1627.5  ...   1627.00     1653.00        J
92    j2511  20250827   1650.0  ...   1654.00     1677.00        J
93    j2512  20250827   1652.5  ...   1651.00     1686.50        J
94    j2601  20250827   1685.0  ...   1681.00     1718.00        J
95    j2602  20250827   1716.0  ...   1703.00     1750.00        J
96    j2603  20250827   1717.5  ...   1721.00     1763.00        J
97    j2604  20250827      0.0  ...   1752.50     1800.00        J
98    j2605  20250827   1779.0  ...   1768.00     1806.50        J
99    j2606  20250827      0.0  ...   1804.00     1816.50        J
100   j2607  20250827      0.0  ...   1805.50     1823.50        J
101   j2608  20250827      0.0  ...   1806.00     1838.00        J
102  jd2509  20250827   2910.0  ...   2909.00     2914.00       JD
103  jd2510  20250827   3000.0  ...   2997.00     3011.00       JD
104  jd2511  20250827   3054.0  ...   3047.00     3056.00       JD
105  jd2512  20250827   3208.0  ...   3174.00     3203.00       JD
106  jd2601  20250827   3361.0  ...   3366.00     3370.00       JD
107  jd2602  20250827   3113.0  ...   3100.00     3114.00       JD
108  jd2603  20250827   3129.0  ...   3121.00     3131.00       JD
109  jd2604  20250827   3327.0  ...   3320.00     3331.00       JD
110  jd2605  20250827   3475.0  ...   3452.00     3478.00       JD
111  jd2606  20250827   3336.0  ...   3301.00     3334.00       JD
112  jd2607  20250827   3599.0  ...   3531.00     3595.00       JD
113  jd2608  20250827   4026.0  ...   3980.00     3595.00       JD
114  jm2509  20250827   1029.5  ...   1025.00     1058.00       JM
115  jm2510  20250827   1065.0  ...   1052.50     1085.00       JM
116  jm2511  20250827   1099.0  ...   1097.50     1127.00       JM
117  jm2512  20250827   1128.0  ...   1133.50     1162.50       JM
118  jm2601  20250827   1162.0  ...   1164.50     1200.50       JM
119  jm2602  20250827   1174.0  ...   1179.00     1214.00       JM
120  jm2603  20250827   1189.0  ...   1189.50     1230.00       JM
121  jm2604  20250827   1192.5  ...   1195.50     1228.00       JM
122  jm2605  20250827   1200.0  ...   1204.00     1241.50       JM
123  jm2606  20250827   1207.5  ...   1209.00     1243.50       JM
124  jm2607  20250827   1220.0  ...   1221.00     1249.50       JM
125  jm2608  20250827   1224.0  ...   1224.50     1257.50       JM
126   l2509  20250827   7344.0  ...   7338.00     7373.00        L
127   l2510  20250827   7365.0  ...   7362.00     7393.00        L
128   l2511  20250827   7386.0  ...   7381.00     7410.00        L
129   l2512  20250827   7397.0  ...   7390.00     7426.00        L
130   l2601  20250827   7399.0  ...   7389.00     7427.00        L
131   l2602  20250827   7396.0  ...   7380.00     7420.00        L
132   l2603  20250827   7401.0  ...   7367.00     7419.00        L
133   l2604  20250827   7426.0  ...   7407.00     7445.00        L
134   l2605  20250827   7407.0  ...   7394.00     7433.00        L
135   l2606  20250827   7413.0  ...   7393.00     7407.00        L
136   l2607  20250827   7416.0  ...   7398.00     7416.00        L
137   l2608  20250827   7389.0  ...   7389.00     7394.00        L
138  lg2509  20250827    803.0  ...    797.50      803.50       LG
139  lg2511  20250827    821.5  ...    819.00      822.00       LG
140  lg2601  20250827    836.0  ...    830.00      833.50       LG
141  lg2603  20250827    835.5  ...    835.00      838.50       LG
142  lg2605  20250827    835.5  ...    835.00      837.50       LG
143  lg2607  20250827    835.5  ...    833.00      837.00       LG
144  lh2509  20250827  13660.0  ...  13525.00    13695.00       LH
145  lh2511  20250827  13800.0  ...  13780.00    13840.00       LH
146  lh2601  20250827  14200.0  ...  14130.00    14210.00       LH
147  lh2603  20250827  13285.0  ...  13240.00    13275.00       LH
148  lh2605  20250827  13665.0  ...  13640.00    13665.00       LH
149  lh2607  20250827  14160.0  ...  14165.00    14155.00       LH
150   m2509  20250827   3020.0  ...   3005.00     3046.00        M
151   m2511  20250827   3044.0  ...   3021.00     3069.00        M
152   m2512  20250827   3091.0  ...   3063.00     3112.00        M
153   m2601  20250827   3081.0  ...   3055.00     3097.00        M
154   m2603  20250827   3012.0  ...   2999.00     3027.00        M
155   m2605  20250827   2840.0  ...   2827.00     2841.00        M
156   m2607  20250827   2834.0  ...   2823.00     2832.00        M
157   m2608  20250827   2952.0  ...   2951.00     2957.00        M
158   p2509  20250827   9392.0  ...   9432.00     9460.00        P
159   p2510  20250827   9472.0  ...   9498.00     9542.00        P
160   p2511  20250827   9458.0  ...   9494.00     9536.00        P
161   p2512  20250827   9462.0  ...   9508.00     9536.00        P
162   p2601  20250827   9470.0  ...   9518.00     9544.00        P
163   p2602  20250827   9436.0  ...   9476.00     9488.00        P
164   p2603  20250827   9356.0  ...   9414.00     9434.00        P
165   p2604  20250827      0.0  ...   9374.00     9374.00        P
166   p2605  20250827   9218.0  ...   9266.00     9278.00        P
167   p2606  20250827   9124.0  ...   9142.00     9158.00        P
168   p2607  20250827   9010.0  ...   9018.00     9036.00        P
169   p2608  20250827   8934.0  ...   8956.00     8964.00        P
170  pg2509  20250827   3868.0  ...   3884.00     3866.00       PG
171  pg2510  20250827   4429.0  ...   4430.00     4444.00       PG
172  pg2511  20250827   4337.0  ...   4335.00     4357.00       PG
173  pg2512  20250827   4276.0  ...   4274.00     4295.00       PG
174  pg2601  20250827   4220.0  ...   4217.00     4242.00       PG
175  pg2602  20250827   4141.0  ...   4144.00     4165.00       PG
176  pg2603  20250827   4052.0  ...   4052.00     4074.00       PG
177  pg2604  20250827   4359.0  ...   4352.00     4374.00       PG
178  pg2605  20250827   4255.0  ...   4276.00     4271.00       PG
179  pg2606  20250827      0.0  ...   4209.00     4209.00       PG
180  pg2607  20250827   4126.0  ...   4126.00     4141.00       PG
181  pg2608  20250827      0.0  ...   4141.00     4141.00       PG
182  pp2509  20250827   6987.0  ...   6982.00     7014.00       PP
183  pp2510  20250827   6997.0  ...   6987.00     7026.00       PP
184  pp2511  20250827   7015.0  ...   7008.00     7040.00       PP
185  pp2512  20250827   7035.0  ...   7026.00     7058.00       PP
186  pp2601  20250827   7041.0  ...   7036.00     7072.00       PP
187  pp2602  20250827   7016.0  ...   7015.00     7048.00       PP
188  pp2603  20250827   7028.0  ...   7013.00     7032.00       PP
189  pp2604  20250827   7038.0  ...   7027.00     7077.00       PP
190  pp2605  20250827   7060.0  ...   7054.00     7089.00       PP
191  pp2606  20250827      0.0  ...   7012.00     7057.00       PP
192  pp2607  20250827   6990.0  ...   6985.00     7033.00       PP
193  pp2608  20250827      0.0  ...   7044.00     7046.00       PP
194  rr2509  20250827   3568.0  ...   3558.00     3567.00       RR
195  rr2510  20250827   3612.0  ...   3611.00     3610.00       RR
196  rr2511  20250827   3613.0  ...   3613.00     3613.00       RR
197  rr2512  20250827   3610.0  ...   3610.00     3606.00       RR
198  rr2601  20250827   3620.0  ...   3621.00     3620.00       RR
199  rr2602  20250827      0.0  ...   3606.00     3606.00       RR
200  rr2603  20250827      0.0  ...   3610.00     3610.00       RR
201  rr2604  20250827      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250827      0.0  ...   3615.00     3615.00       RR
203  rr2606  20250827      0.0  ...   3605.00     3605.00       RR
204  rr2607  20250827      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250827   3625.0  ...   3625.00     3609.00       RR
206   v2509  20250827   4832.0  ...   4840.00     4878.00        V
207   v2510  20250827   4887.0  ...   4878.00     4922.00        V
208   v2511  20250827   4922.0  ...   4913.00     4957.00        V
209   v2512  20250827   4975.0  ...   4956.00     5002.00        V
210   v2601  20250827   4995.0  ...   4990.00     5026.00        V
211   v2602  20250827   5031.0  ...   5023.00     5067.00        V
212   v2603  20250827   5066.0  ...   5058.00     5096.00        V
213   v2604  20250827   5271.0  ...   5274.00     5292.00        V
214   v2605  20250827   5302.0  ...   5301.00     5332.00        V
215   v2606  20250827   5335.0  ...   5324.00     5359.00        V
216   v2607  20250827   5369.0  ...   5356.00     5390.00        V
217   v2608  20250827   5391.0  ...   5369.00     5385.00        V
218   y2509  20250827   8506.0  ...   8492.00     8554.00        Y
219   y2511  20250827   8478.0  ...   8452.00     8516.00        Y
220   y2512  20250827   8502.0  ...   8470.00     8542.00        Y
221   y2601  20250827   8432.0  ...   8418.00     8492.00        Y
222   y2603  20250827   8374.0  ...   8352.00     8438.00        Y
223   y2605  20250827   8136.0  ...   8128.00     8194.00        Y
224   y2607  20250827   8080.0  ...   8068.00     8122.00        Y
225   y2608  20250827   8062.0  ...   8068.00     8114.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:03,249 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250827  6929.800  ...  6897.600    6942.400       IC
1   IC2510  20250827  6890.000  ...  6854.000    6905.400       IC
2   IC2512  20250827  6797.000  ...  6768.600    6817.000       IC
3   IC2603  20250827  6678.200  ...  6634.800    6692.000       IC
4   IF2509  20250827  4451.200  ...  4416.000    4460.200       IF
5   IF2510  20250827  4448.000  ...  4410.600    4454.200       IF
6   IF2512  20250827  4433.000  ...  4397.000    4441.400       IF
7   IF2603  20250827  4415.800  ...  4375.600    4422.200       IF
8   IH2509  20250827  2978.200  ...  2937.200    2975.000       IH
9   IH2510  20250827  2975.200  ...  2936.600    2976.000       IH
10  IH2512  20250827  2973.200  ...  2941.000    2977.000       IH
11  IH2603  20250827  2980.000  ...  2944.000    2980.800       IH
12  IM2509  20250827  7440.000  ...  7356.200    7442.000       IM
13  IM2510  20250827  7367.000  ...  7296.400    7388.200       IM
14  IM2512  20250827  7278.000  ...  7192.000    7282.200       IM
15  IM2603  20250827  7120.000  ...  7030.000    7124.000       IM
16   T2509  20250827   108.125  ...   108.180     108.125        T
17   T2512  20250827   107.955  ...   108.005     107.935        T
18   T2603  20250827   107.690  ...   107.755     107.670        T
19  TF2509  20250827   105.620  ...   105.645     105.585       TF
20  TF2512  20250827   105.520  ...   105.560     105.520       TF
21  TF2603  20250827   105.410  ...   105.450     105.405       TF
22  TL2509  20250827   117.430  ...   117.740     117.520       TL
23  TL2512  20250827   117.120  ...   117.300     117.120       TL
24  TL2603  20250827   116.870  ...   116.940     116.770       TL
25  TS2509  20250827   102.328  ...   102.332     102.324       TS
26  TS2512  20250827   102.400  ...   102.396     102.382       TS
27  TS2603  20250827   102.310  ...   102.342     102.324       TS

[28 rows x 12 columns]
2025-09-03 16:26:03,631 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250827  51580.0  ...  50050.0     51230.0       PS
1   PS2510  20250827  51150.0  ...  49980.0     51330.0       PS
2   PS2511  20250827  50915.0  ...  49715.0     51195.0       PS
3   PS2512  20250827  53490.0  ...  52155.0     53530.0       PS
4   PS2601  20250827  53350.0  ...  52280.0     53640.0       PS
5   PS2602  20250827  53580.0  ...  52570.0     53830.0       PS
6   PS2603  20250827  53590.0  ...  52555.0     53945.0       PS
7   PS2604  20250827  53980.0  ...  52860.0     54155.0       PS
8   PS2605  20250827  54000.0  ...  52810.0     54130.0       PS
9   PS2606  20250827  56545.0  ...  55380.0     56815.0       PS
10  PS2607  20250827  56700.0  ...  55400.0     56930.0       PS
11  PS2608  20250827  56810.0  ...  55415.0     57030.0       PS
13  SI2509  20250827   8540.0  ...   8505.0      8625.0       SI
14  SI2510  20250827   8495.0  ...   8530.0      8640.0       SI
15  SI2511  20250827   8525.0  ...   8540.0      8660.0       SI
16  SI2512  20250827   8885.0  ...   8900.0      9005.0       SI
17  SI2601  20250827   8890.0  ...   8885.0      9005.0       SI
18  SI2602  20250827   8880.0  ...   8870.0      9005.0       SI
19  SI2603  20250827   8910.0  ...   8905.0      8990.0       SI
20  SI2604  20250827   8900.0  ...   8915.0      8995.0       SI
21  SI2605  20250827   8955.0  ...   8915.0      9035.0       SI
22  SI2606  20250827   8935.0  ...   8935.0      9000.0       SI
23  SI2607  20250827   8965.0  ...   8930.0      9035.0       SI
24  SI2608  20250827   8930.0  ...   8915.0      8980.0       SI
27  LC2509  20250827  78960.0  ...  79880.0     79080.0       LC
28  LC2510  20250827  79240.0  ...  80140.0     79200.0       LC
29  LC2511  20250827  79260.0  ...  80000.0     79040.0       LC
30  LC2512  20250827  78960.0  ...  79540.0     78740.0       LC
31  LC2601  20250827  78800.0  ...  79320.0     78520.0       LC
32  LC2602  20250827  78120.0  ...  78780.0     77920.0       LC
33  LC2603  20250827  78120.0  ...  78500.0     77700.0       LC
34  LC2604  20250827  77840.0  ...  78360.0     77480.0       LC
35  LC2605  20250827  77700.0  ...  78160.0     77480.0       LC
36  LC2606  20250827  77300.0  ...  77840.0     77320.0       LC
37  LC2607  20250827  77440.0  ...  77780.0     77160.0       LC
38  LC2608  20250827  78000.0  ...  78180.0     77460.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:03,901 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
2025-09-03 16:26:05,650 - future_1d - INFO - save future_daily 2025-08-27 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250828   8278.0   8470.0  ...   993099.41   8377.0      8249.0       AP
1    AP511  20250828   8069.0   8250.0  ...     8199.68   8165.0      8019.0       AP
2    AP512  20250828   8102.0   8251.0  ...     1095.34   8174.0      8052.0       AP
3    AP601  20250828   8144.0   8340.0  ...   267304.83   8250.0      8106.0       AP
4    AP603  20250828   8023.0   8209.0  ...      576.34   8118.0      8029.0       AP
5    AP604  20250828   8032.0   8199.0  ...      316.92   8126.0      8028.0       AP
6    AP605  20250828   8083.0   8267.0  ...     2184.21   8181.0      8087.0       AP
7    CF509  20250828  13750.0  13780.0  ...   116047.53  13730.0     13775.0       CF
8    CF511  20250828  13985.0  14040.0  ...   304487.79  13985.0     14015.0       CF
9    CF601  20250828  14080.0  14125.0  ...  1538041.26  14070.0     14095.0       CF
10   CF603  20250828  14040.0  14080.0  ...     2021.45  14040.0     14060.0       CF
11   CF605  20250828  14055.0  14065.0  ...    66307.21  14025.0     14050.0       CF
12   CF607  20250828  14035.0  14065.0  ...      470.00  14030.0     14060.0       CF
13   CJ509  20250828  10075.0  10220.0  ...    10053.41  10105.0     10075.0       CJ
14   CJ512  20250828  11220.0  11415.0  ...    14501.26  11290.0     11280.0       CJ
15   CJ601  20250828  11345.0  11545.0  ...   983876.60  11405.0     11385.0       CJ
16   CJ603  20250828  11390.0  11570.0  ...     9330.03  11435.0     11420.0       CJ
17   CJ605  20250828  11500.0  11695.0  ...   127586.29  11560.0     11545.0       CJ
18   CJ607  20250828  11665.0  11835.0  ...     1528.72  11715.0     11695.0       CJ
19   CY509  20250828  20285.0  20285.0  ...      940.45  20225.0     20295.0       CY
20   CY510  20250828      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250828  20050.0  20150.0  ...    65308.73  20090.0     20120.0       CY
22   CY512  20250828      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250828  20025.0  20145.0  ...     1415.53  20080.0     20100.0       CY
24   CY602  20250828      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250828      0.0      0.0  ...        0.00  20285.0     20295.0       CY
26   CY604  20250828      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250828  20350.0  20350.0  ...       30.49  20325.0     20395.0       CY
28   CY606  20250828      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250828      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250828      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250828    987.0    987.0  ...   255744.95    973.0       988.0       FG
32   FG510  20250828   1084.0   1085.0  ...   129715.02   1066.0      1087.0       FG
33   FG511  20250828   1079.0   1079.0  ...   165730.63   1064.0      1080.0       FG
34   FG512  20250828   1179.0   1181.0  ...    70141.45   1166.0      1183.0       FG
35   FG601  20250828   1177.0   1178.0  ...  3878574.26   1163.0      1178.0       FG
36   FG602  20250828   1227.0   1227.0  ...     1658.85   1216.0      1229.0       FG
37   FG603  20250828   1226.0   1227.0  ...     1265.53   1215.0      1231.0       FG
38   FG604  20250828   1268.0   1272.0  ...      614.65   1260.0      1277.0       FG
39   FG605  20250828   1267.0   1268.0  ...    72337.13   1256.0      1269.0       FG
40   FG606  20250828   1298.0   1298.0  ...      781.65   1286.0      1299.0       FG
41   FG607  20250828   1290.0   1290.0  ...     1448.25   1277.0      1291.0       FG
42   FG608  20250828   1312.0   1314.0  ...      683.87   1305.0      1316.0       FG
43   JR509  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250828   2245.0   2255.0  ...    54449.72   2232.0      2262.0       MA
53   MA510  20250828   2286.0   2298.0  ...   100118.61   2275.0      2298.0       MA
54   MA511  20250828   2302.0   2314.0  ...   162019.65   2298.0      2320.0       MA
55   MA512  20250828   2354.0   2358.0  ...    39618.12   2345.0      2363.0       MA
56   MA601  20250828   2372.0   2381.0  ...  1092162.81   2368.0      2383.0       MA
57   MA602  20250828   2375.0   2396.0  ...      164.38   2382.0      2395.0       MA
58   MA603  20250828   2378.0   2395.0  ...      150.33   2386.0      2392.0       MA
59   MA604  20250828   2374.0   2394.0  ...       26.19   2381.0      2388.0       MA
60   MA605  20250828   2364.0   2385.0  ...    66584.84   2371.0      2373.0       MA
61   MA606  20250828   2372.0   2392.0  ...       28.53   2377.0      2380.0       MA
62   MA607  20250828   2370.0   2384.0  ...      144.48   2369.0      2379.0       MA
63   MA608  20250828   2366.0   2381.0  ...       11.85   2371.0      2380.0       MA
64   OI509  20250828   9980.0   9988.0  ...    59990.21   9954.0      9952.0       OI
65   OI511  20250828   9934.0   9953.0  ...   554673.48   9907.0      9919.0       OI
66   OI601  20250828   9855.0   9860.0  ...  2896654.30   9811.0      9840.0       OI
67   OI603  20250828   9765.0   9770.0  ...     9187.84   9733.0      9760.0       OI
68   OI605  20250828   9683.0   9686.0  ...    86385.18   9637.0      9676.0       OI
69   OI607  20250828   9635.0   9650.0  ...      317.77   9629.0      9638.0       OI
70   PF509  20250828   6460.0   6480.0  ...      787.15   6452.0      6482.0       PF
71   PF510  20250828   6578.0   6590.0  ...   560925.19   6530.0      6610.0       PF
72   PF511  20250828   6548.0   6564.0  ...   351776.65   6510.0      6586.0       PF
73   PF512  20250828   6534.0   6548.0  ...    72094.10   6498.0      6574.0       PF
74   PF601  20250828   6544.0   6550.0  ...    13664.00   6514.0      6566.0       PF
75   PF602  20250828   6520.0   6520.0  ...       61.92   6518.0      6580.0       PF
76   PF603  20250828   6554.0   6554.0  ...       22.86   6532.0      6590.0       PF
77   PF604  20250828   6572.0   6572.0  ...       19.66   6554.0      6624.0       PF
78   PF605  20250828   6594.0   6598.0  ...       49.33   6578.0      6632.0       PF
79   PF606  20250828   6586.0   6610.0  ...       16.49   6594.0      6642.0       PF
80   PF607  20250828   6588.0   6600.0  ...       26.36   6590.0      6638.0       PF
81   PF608  20250828   6582.0   6614.0  ...        6.60   6598.0      6640.0       PF
82   PK510  20250828   8040.0   8064.0  ...    63309.74   8036.0      8054.0       PK
83   PK511  20250828   7800.0   7824.0  ...   219079.87   7804.0      7810.0       PK
84   PK512  20250828   7810.0   7828.0  ...    53124.89   7810.0      7824.0       PK
85   PK601  20250828   7866.0   7882.0  ...    25513.77   7866.0      7882.0       PK
86   PK603  20250828   7876.0   7884.0  ...       78.72   7872.0      7876.0       PK
87   PK604  20250828   7870.0   7886.0  ...       66.91   7872.0      7892.0       PK
88   PK605  20250828   7880.0   7900.0  ...     4285.93   7880.0      7896.0       PK
89   PL601  20250828   6451.0   6461.0  ...    13730.59   6440.0      6460.0       PL
90   PL602  20250828   6458.0   6485.0  ...       51.71   6464.0      6490.0       PL
91   PL603  20250828   6448.0   6460.0  ...       64.58   6458.0      6482.0       PL
92   PL604  20250828      0.0      0.0  ...        0.00   6473.0      6473.0       PL
93   PL605  20250828   6376.0   6376.0  ...       50.91   6364.0      6372.0       PL
94   PL606  20250828   6421.0   6421.0  ...       12.84   6421.0      6470.0       PL
95   PL607  20250828   6466.0   6466.0  ...       12.93   6466.0      6494.0       PL
96   PL608  20250828      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250828   5842.0   5842.0  ...     3204.63   5806.0      5850.0       PR
104  PR510  20250828   5996.0   5998.0  ...   145380.93   5962.0      6020.0       PR
105  PR511  20250828   6006.0   6010.0  ...   833116.06   5968.0      6028.0       PR
106  PR512  20250828   5990.0   6012.0  ...   565725.24   5972.0      6032.0       PR
107  PR601  20250828   6010.0   6010.0  ...    12173.85   5982.0      6028.0       PR
108  PR602  20250828      0.0      0.0  ...        0.00   6028.0      6048.0       PR
109  PR603  20250828      0.0      0.0  ...        0.00   6032.0      6034.0       PR
110  PR604  20250828   6014.0   6014.0  ...        9.02   6014.0      6056.0       PR
111  PR605  20250828   6022.0   6022.0  ...        9.03   6022.0      6058.0       PR
112  PR606  20250828      0.0      0.0  ...        0.00   6050.0      6060.0       PR
113  PR607  20250828      0.0      0.0  ...        0.00   6052.0      6082.0       PR
114  PR608  20250828      0.0      0.0  ...        0.00   6060.0      6080.0       PR
115  PX509  20250828   6962.0   6962.0  ...     3601.09   6886.0      6980.0       PX
116  PX510  20250828   6980.0   6992.0  ...   546039.99   6900.0      7022.0       PX
117  PX511  20250828   6948.0   6970.0  ...  1172252.84   6890.0      7010.0       PX
118  PX512  20250828   6898.0   6916.0  ...   111346.47   6850.0      6942.0       PX
119  PX601  20250828   6872.0   6886.0  ...   118633.50   6832.0      6916.0       PX
120  PX602  20250828   6850.0   6850.0  ...       37.40   6800.0      6912.0       PX
121  PX603  20250828   6786.0   6822.0  ...       23.75   6786.0      6928.0       PX
122  PX604  20250828      0.0      0.0  ...        0.00   6836.0      6852.0       PX
123  PX605  20250828   6854.0   6854.0  ...     1056.40   6816.0      6882.0       PX
124  PX606  20250828   6790.0   6824.0  ...       30.63   6808.0      6842.0       PX
125  PX607  20250828   6800.0   6804.0  ...       10.20   6802.0      6858.0       PX
126  PX608  20250828   6826.0   6826.0  ...       10.24   6826.0      6810.0       PX
127  RI509  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250828   2568.0   2588.0  ...    31965.21   2561.0      2574.0       RM
134  RM511  20250828   2526.0   2549.0  ...    47449.51   2510.0      2531.0       RM
135  RM601  20250828   2498.0   2516.0  ...  1246566.07   2478.0      2501.0       RM
136  RM603  20250828   2438.0   2450.0  ...    31552.54   2409.0      2437.0       RM
137  RM605  20250828   2444.0   2456.0  ...   195183.89   2419.0      2449.0       RM
138  RM607  20250828   2426.0   2434.0  ...    20387.69   2404.0      2431.0       RM
139  RM608  20250828   2494.0   2500.0  ...      304.21   2473.0      2500.0       RM
140  RS509  20250828   4805.0   4805.0  ...       86.03   4779.0      4844.0       RS
141  RS511  20250828   5054.0   5316.0  ...       30.67   5111.0      5181.0       RS
142  RS607  20250828   5580.0   5620.0  ...      150.21   5563.0      5613.0       RS
143  RS608  20250828      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250828   1192.0   1196.0  ...   154513.90   1184.0      1198.0       SA
145  SA510  20250828   1238.0   1241.0  ...   203993.46   1224.0      1245.0       SA
146  SA511  20250828   1242.0   1246.0  ...   370106.88   1231.0      1249.0       SA
147  SA512  20250828   1301.0   1304.0  ...   137015.27   1290.0      1307.0       SA
148  SA601  20250828   1308.0   1312.0  ...  3849328.94   1297.0      1314.0       SA
149  SA602  20250828   1331.0   1336.0  ...     5987.87   1322.0      1336.0       SA
150  SA603  20250828   1334.0   1342.0  ...    10425.69   1329.0      1339.0       SA
151  SA604  20250828   1372.0   1375.0  ...     1560.23   1361.0      1377.0       SA
152  SA605  20250828   1378.0   1379.0  ...   122431.91   1367.0      1380.0       SA
153  SA606  20250828   1376.0   1385.0  ...     1375.63   1373.0      1387.0       SA
154  SA607  20250828   1383.0   1387.0  ...     1613.31   1377.0      1390.0       SA
155  SA608  20250828   1406.0   1408.0  ...      620.90   1398.0      1405.0       SA
156  SF509  20250828   5430.0   5452.0  ...    14610.32   5426.0      5466.0       SF
157  SF510  20250828   5448.0   5460.0  ...   252249.08   5436.0      5470.0       SF
158  SF511  20250828   5628.0   5646.0  ...   586333.41   5620.0      5658.0       SF
159  SF512  20250828   5596.0   5618.0  ...    41373.94   5592.0      5636.0       SF
160  SF601  20250828   5602.0   5618.0  ...    92584.72   5592.0      5630.0       SF
161  SF602  20250828   5562.0   5576.0  ...      772.87   5560.0      5600.0       SF
162  SF603  20250828   5738.0   5738.0  ...        5.74   5738.0      5786.0       SF
163  SF604  20250828   5722.0   5734.0  ...       34.35   5726.0      5788.0       SF
164  SF605  20250828   5716.0   5742.0  ...     1965.74   5724.0      5762.0       SF
165  SF606  20250828   5674.0   5708.0  ...      170.81   5694.0      5736.0       SF
166  SF607  20250828   5856.0   5860.0  ...      154.94   5848.0      5884.0       SF
167  SF608  20250828   5874.0   5874.0  ...       14.62   5850.0      5854.0       SF
168  SH509  20250828   2540.0   2550.0  ...    19038.43   2540.0      2551.0       SH
169  SH510  20250828   2659.0   2670.0  ...   339348.22   2650.0      2661.0       SH
170  SH511  20250828   2677.0   2694.0  ...   740945.66   2670.0      2679.0       SH
171  SH512  20250828   2704.0   2713.0  ...   181521.77   2696.0      2707.0       SH
172  SH601  20250828   2702.0   2705.0  ...  2946594.18   2686.0      2702.0       SH
173  SH602  20250828   2708.0   2711.0  ...     4145.45   2699.0      2717.0       SH
174  SH603  20250828   2723.0   2724.0  ...     2942.80   2710.0      2728.0       SH
175  SH604  20250828   2759.0   2769.0  ...      637.53   2760.0      2772.0       SH
176  SH605  20250828   2781.0   2788.0  ...    58541.95   2776.0      2788.0       SH
177  SH606  20250828   2780.0   2792.0  ...      358.81   2781.0      2791.0       SH
178  SH607  20250828   2760.0   2777.0  ...      240.77   2767.0      2770.0       SH
179  SH608  20250828   2762.0   2778.0  ...      290.67   2768.0      2773.0       SH
180  SM509  20250828   5718.0   5738.0  ...    47984.58   5718.0      5756.0       SM
181  SM510  20250828   5744.0   5752.0  ...   105056.58   5732.0      5770.0       SM
182  SM511  20250828   5808.0   5830.0  ...   191992.20   5810.0      5844.0       SM
183  SM512  20250828   5816.0   5836.0  ...    31176.36   5818.0      5852.0       SM
184  SM601  20250828   5820.0   5844.0  ...   404244.88   5818.0      5856.0       SM
185  SM602  20250828   5820.0   5854.0  ...      285.77   5832.0      5876.0       SM
186  SM603  20250828   5832.0   5864.0  ...      111.03   5844.0      5896.0       SM
187  SM604  20250828      0.0      0.0  ...        0.00   5884.0      5892.0       SM
188  SM605  20250828   5880.0   5888.0  ...     5354.72   5866.0      5904.0       SM
189  SM606  20250828   5862.0   5886.0  ...       93.86   5866.0      5902.0       SM
190  SM607  20250828   5874.0   5902.0  ...      138.02   5874.0      5922.0       SM
191  SM608  20250828   5888.0   5906.0  ...       41.23   5890.0      5932.0       SM
192  SR509  20250828   5633.0   5633.0  ...    12995.82   5621.0      5647.0       SR
193  SR511  20250828   5602.0   5609.0  ...   181510.14   5585.0      5611.0       SR
194  SR601  20250828   5623.0   5629.0  ...   820587.96   5601.0      5625.0       SR
195  SR603  20250828   5600.0   5604.0  ...     2689.49   5580.0      5605.0       SR
196  SR605  20250828   5592.0   5593.0  ...    49361.69   5563.0      5593.0       SR
197  SR607  20250828   5580.0   5581.0  ...     2067.20   5557.0      5589.0       SR
198  TA509  20250828   4798.0   4798.0  ...   174220.17   4754.0      4816.0       TA
199  TA510  20250828   4820.0   4844.0  ...   290038.36   4790.0      4856.0       TA
200  TA511  20250828   4820.0   4836.0  ...   250995.82   4786.0      4852.0       TA
201  TA512  20250828   4830.0   4840.0  ...    65804.54   4794.0      4856.0       TA
202  TA601  20250828   4830.0   4842.0  ...  1514839.94   4798.0      4854.0       TA
203  TA602  20250828   4822.0   4828.0  ...      144.11   4804.0      4862.0       TA
204  TA603  20250828   4840.0   4840.0  ...      178.25   4818.0      4896.0       TA
205  TA604  20250828   4824.0   4830.0  ...       16.87   4820.0      4896.0       TA
206  TA605  20250828   4866.0   4874.0  ...    27137.09   4832.0      4886.0       TA
207  TA606  20250828   4854.0   4854.0  ...        2.43   4854.0      4892.0       TA
208  TA607  20250828   4866.0   4866.0  ...       26.69   4852.0      4878.0       TA
209  TA608  20250828   4848.0   4848.0  ...        7.27   4844.0      4892.0       TA
210  UR509  20250828   1708.0   1720.0  ...    21250.87   1710.0      1710.0       UR
211  UR510  20250828   1716.0   1733.0  ...    31008.94   1724.0      1719.0       UR
212  UR511  20250828   1740.0   1757.0  ...    38078.11   1749.0      1743.0       UR
213  UR512  20250828   1743.0   1756.0  ...     1743.74   1751.0      1743.0       UR
214  UR601  20250828   1737.0   1762.0  ...   770155.02   1753.0      1745.0       UR
215  UR602  20250828   1738.0   1758.0  ...      410.02   1752.0      1745.0       UR
216  UR603  20250828   1786.0   1796.0  ...      290.46   1793.0      1785.0       UR
217  UR604  20250828   1781.0   1795.0  ...       78.91   1793.0      1785.0       UR
218  UR605  20250828   1777.0   1796.0  ...    25536.34   1790.0      1781.0       UR
219  UR606  20250828   1782.0   1789.0  ...       96.34   1784.0      1773.0       UR
220  UR607  20250828   1790.0   1802.0  ...      186.89   1797.0      1790.0       UR
221  UR608  20250828   1795.0   1801.0  ...      204.75   1796.0      1791.0       UR
222  WH509  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:11,372 - future_1d - INFO - ak.get_czce_daily('2025-08-28') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250828  ...   78880      79340      CU
1        1      CU2510  20250828  ...   78820      79350      CU
2        2      CU2511  20250828  ...   78830      79340      CU
3        3      CU2512  20250828  ...   78800      79310      CU
4        4      CU2601  20250828  ...   78750      79330      CU
5        5      CU2602  20250828  ...   78760      79330      CU
6        6      CU2603  20250828  ...   78750      79330      CU
7        7      CU2604  20250828  ...   78800      79360      CU
8        8      CU2605  20250828  ...   78850      79370      CU
9        9      CU2606  20250828  ...   78870      79360      CU
10      10      CU2607  20250828  ...   78900      79410      CU
11      11      CU2608  20250828  ...   78890      79440      CU
12      12      BC2509  20250828  ...   69840      70410      BC
13      13      BC2510  20250828  ...   69940      70470      BC
14      14      BC2511  20250828  ...   69970      70390      BC
15      15      BC2512  20250828  ...   70180      70180      BC
16      16      BC2601  20250828  ...   70100      70100      BC
17      17      BC2602  20250828  ...   70100      70100      BC
18      18      BC2603  20250828  ...   70100      70100      BC
19      19      BC2604  20250828  ...   70100      70100      BC
20      20      BC2605  20250828  ...   70170      70490      BC
21      21      BC2606  20250828  ...   69790      69790      BC
22      22      BC2607  20250828  ...   69370      69370      BC
23      23      BC2608  20250828  ...   69370      69370      BC
24      24      AL2509  20250828  ...   20730      20855      AL
25      25      AL2510  20250828  ...   20710      20850      AL
26      26      AL2511  20250828  ...   20700      20830      AL
27      27      AL2512  20250828  ...   20670      20790      AL
28      28      AL2601  20250828  ...   20650      20765      AL
29      29      AL2602  20250828  ...   20660      20760      AL
30      30      AL2603  20250828  ...   20680      20795      AL
31      31      AL2604  20250828  ...   20695      20820      AL
32      32      AL2605  20250828  ...   20705      20835      AL
33      33      AL2606  20250828  ...   20725      20785      AL
34      34      AL2607  20250828  ...   20710      20785      AL
35      35      AL2608  20250828  ...   20705      20845      AL
36      36      ZN2509  20250828  ...   22140      22335      ZN
37      37      ZN2510  20250828  ...   22135      22350      ZN
38      38      ZN2511  20250828  ...   22130      22340      ZN
39      39      ZN2512  20250828  ...   22135      22335      ZN
40      40      ZN2601  20250828  ...   22135      22335      ZN
41      41      ZN2602  20250828  ...   22140      22325      ZN
42      42      ZN2603  20250828  ...   22165      22335      ZN
43      43      ZN2604  20250828  ...   22165      22360      ZN
44      44      ZN2605  20250828  ...   22185      22350      ZN
45      45      ZN2606  20250828  ...   22160      22375      ZN
46      46      ZN2607  20250828  ...   22175      22390      ZN
47      47      ZN2608  20250828  ...   22215      22395      ZN
48      48      PB2509  20250828  ...   16855      16890      PB
49      49      PB2510  20250828  ...   16880      16915      PB
50      50      PB2511  20250828  ...   16875      16905      PB
51      51      PB2512  20250828  ...   16880      16905      PB
52      52      PB2601  20250828  ...   16915      16930      PB
53      53      PB2602  20250828  ...   16965      16965      PB
54      54      PB2603  20250828  ...   16995      16995      PB
55      55      PB2604  20250828  ...   16985      17005      PB
56      56      PB2605  20250828  ...   17015      17035      PB
57      57      PB2606  20250828  ...   17055      17060      PB
58      58      PB2607  20250828  ...   17090      17085      PB
59      59      PB2608  20250828  ...   17090      17090      PB
60      60      NI2509  20250828  ...  120550     121550      NI
61      61      NI2510  20250828  ...  120760     121830      NI
62      62      NI2511  20250828  ...  120900     122040      NI
63      63      NI2512  20250828  ...  121100     122230      NI
64      64      NI2601  20250828  ...  121370     122450      NI
65      65      NI2602  20250828  ...  121600     122520      NI
66      66      NI2603  20250828  ...  121860     122840      NI
67      67      NI2604  20250828  ...  122070     123180      NI
68      68      NI2605  20250828  ...  122330     123490      NI
69      69      NI2606  20250828  ...  122710     123750      NI
70      70      NI2607  20250828  ...  122740     123810      NI
71      71      NI2608  20250828  ...  123130     123950      NI
72      72      SN2509  20250828  ...  271850     270810      SN
73      73      SN2510  20250828  ...  272350     271490      SN
74      74      SN2511  20250828  ...  272610     271880      SN
75      75      SN2512  20250828  ...  272570     271990      SN
76      76      SN2601  20250828  ...  272740     272130      SN
77      77      SN2602  20250828  ...  273250     272110      SN
78      78      SN2603  20250828  ...  272980     271400      SN
79      79      SN2604  20250828  ...  273030     272420      SN
80      80      SN2605  20250828  ...  272960     272750      SN
81      81      SN2606  20250828  ...  273980     273130      SN
82      82      SN2607  20250828  ...  273270     273260      SN
83      83      SN2608  20250828  ...  273360     271540      SN
84      84      AO2509  20250828  ...    3032       3053      AO
85      85      AO2510  20250828  ...    3036       3053      AO
86      86      AO2511  20250828  ...    3037       3054      AO
87      87      AO2512  20250828  ...    3044       3057      AO
88      88      AO2601  20250828  ...    3047       3066      AO
89      89      AO2602  20250828  ...    3044       3063      AO
90      90      AO2603  20250828  ...    3046       3070      AO
91      91      AO2604  20250828  ...    3048       3072      AO
92      92      AO2605  20250828  ...    3057       3076      AO
93      93      AO2606  20250828  ...    3057       3082      AO
94      94      AO2607  20250828  ...    3062       3083      AO
95      95      AO2608  20250828  ...    3072       3082      AO
96      96      AD2511  20250828  ...   20290      20440      AD
97      97      AD2512  20250828  ...   20300      20425      AD
98      98      AD2601  20250828  ...   20245      20425      AD
99      99      AD2602  20250828  ...   20210      20425      AD
100    100      AD2603  20250828  ...   20220      20220      AD
101    101      AD2604  20250828  ...   19975      19975      AD
102    102      AD2605  20250828  ...   20160      20160      AD
103    103      AD2606  20250828  ...   19795      19795      AD
104    104      AD2607  20250828  ...   19925      19925      AD
105    105      AD2608  20250828  ...   20315      20315      AD
106    106      AU2509  20250828  ...  781.74     780.46      AU
107    107      AU2510  20250828  ...  782.74     781.56      AU
108    108      AU2511  20250828  ...   784.6     783.48      AU
109    109      AU2512  20250828  ...  785.06     783.86      AU
110    110      AU2602  20250828  ...  787.04     785.86      AU
111    111      AU2604  20250828  ...  789.22     788.12      AU
112    112      AU2606  20250828  ...   791.4     790.16      AU
113    113      AU2608  20250828  ...  793.38     792.34      AU
114    114      AG2509  20250828  ...    9332       9313      AG
115    115      AG2510  20250828  ...    9321       9325      AG
116    116      AG2511  20250828  ...    9328       9336      AG
117    117      AG2512  20250828  ...    9352       9345      AG
118    118      AG2601  20250828  ...    9352       9356      AG
119    119      AG2602  20250828  ...    9368       9370      AG
120    120      AG2603  20250828  ...    9383       9380      AG
121    121      AG2604  20250828  ...    9397       9394      AG
122    122      AG2605  20250828  ...    9404       9406      AG
123    123      AG2606  20250828  ...    9428       9417      AG
124    124      AG2607  20250828  ...    9456       9432      AG
125    125      AG2608  20250828  ...    9488       9449      AG
126    126      RB2509  20250828  ...    3093       3082      RB
127    127      RB2510  20250828  ...    3116       3112      RB
128    128      RB2511  20250828  ...    3112       3114      RB
129    129      RB2512  20250828  ...    3162       3166      RB
130    130      RB2601  20250828  ...    3182       3180      RB
131    131      RB2602  20250828  ...    3166       3166      RB
132    132      RB2603  20250828  ...    3180       3183      RB
133    133      RB2604  20250828  ...    3199       3200      RB
134    134      RB2605  20250828  ...    3223       3221      RB
135    135      RB2606  20250828  ...    3241       3232      RB
136    136      RB2607  20250828  ...    3243       3243      RB
137    137      RB2608  20250828  ...    3245       3243      RB
138    138      WR2509  20250828  ...    3342       3342      WR
139    139      WR2510  20250828  ...    3335       3322      WR
140    140      WR2511  20250828  ...    3368       3368      WR
141    141      WR2512  20250828  ...    3474       3474      WR
142    142      WR2601  20250828  ...    3380       3380      WR
143    143      WR2602  20250828  ...    3440       3450      WR
144    144      WR2603  20250828  ...    3438       3438      WR
145    145      WR2604  20250828  ...    3455       3455      WR
146    146      WR2605  20250828  ...    3429       3429      WR
147    147      WR2606  20250828  ...    3396       3440      WR
148    148      WR2607  20250828  ...    3460       3460      WR
149    149      WR2608  20250828  ...    3430       3475      WR
150    150      HC2509  20250828  ...    3394       3389      HC
151    151      HC2510  20250828  ...    3362       3357      HC
152    152      HC2511  20250828  ...    3358       3355      HC
153    153      HC2512  20250828  ...    3358       3356      HC
154    154      HC2601  20250828  ...    3353       3346      HC
155    155      HC2602  20250828  ...    3347       3348      HC
156    156      HC2603  20250828  ...    3354       3351      HC
157    157      HC2604  20250828  ...    3355       3365      HC
158    158      HC2605  20250828  ...    3357       3353      HC
159    159      HC2606  20250828  ...    3357       3358      HC
160    160      HC2607  20250828  ...    3360       3357      HC
161    161      HC2608  20250828  ...    3371       3369      HC
162    162      SS2509  20250828  ...   12700      12785      SS
163    163      SS2510  20250828  ...   12795      12875      SS
164    164      SS2511  20250828  ...   12870      12945      SS
165    165      SS2512  20250828  ...   12930      12995      SS
166    166      SS2601  20250828  ...   12975      13045      SS
167    167      SS2602  20250828  ...   13010      13075      SS
168    168      SS2603  20250828  ...   13095      13160      SS
169    169      SS2604  20250828  ...   13140      13225      SS
170    170      SS2605  20250828  ...   13235      13275      SS
171    171      SS2606  20250828  ...   13255      13315      SS
172    172      SS2607  20250828  ...   13325      13395      SS
173    173      SS2608  20250828  ...   13405      13440      SS
174    174      SC2509  20250828  ...     473      479.4      SC
175    175      SC2510  20250828  ...   481.1      486.4      SC
176    176      SC2511  20250828  ...   482.7      485.7      SC
177    177      SC2512  20250828  ...   483.1      484.4      SC
178    178      SC2601  20250828  ...   483.1      483.2      SC
179    179      SC2602  20250828  ...   482.3      482.2      SC
180    180      SC2603  20250828  ...     481      480.7      SC
181    181      SC2604  20250828  ...   480.3      479.2      SC
182    182      SC2605  20250828  ...     479      478.7      SC
183    183      SC2606  20250828  ...     478      478.4      SC
184    184      SC2607  20250828  ...   477.5      477.5      SC
185    185      SC2608  20250828  ...   478.5      476.7      SC
186    186      SC2609  20250828  ...   476.1      476.9      SC
187    187      SC2612  20250828  ...   481.2        479      SC
188    188      SC2703  20250828  ...   477.3      477.3      SC
189    189      SC2706  20250828  ...     473      476.9      SC
190    190      SC2709  20250828  ...   472.8      472.1      SC
191    191      SC2712  20250828  ...   471.3        473      SC
192    192      SC2803  20250828  ...     471      471.9      SC
193    193      SC2806  20250828  ...   468.7      467.6      SC
194    194      LU2509  20250828  ...    3312       3478      LU
195    195      LU2510  20250828  ...    3495       3487      LU
196    196      LU2511  20250828  ...    3501       3489      LU
197    197      LU2512  20250828  ...    3484       3470      LU
198    198      LU2601  20250828  ...    3466       3449      LU
199    199      LU2602  20250828  ...    3445       3441      LU
200    200      LU2603  20250828  ...    3439       3421      LU
201    201      LU2604  20250828  ...    3415       3415      LU
202    202      LU2605  20250828  ...    3412       3401      LU
203    203      LU2606  20250828  ...    3424       3423      LU
204    204      LU2607  20250828  ...    3417       3406      LU
205    205      LU2608  20250828  ...    3407       3403      LU
206    206      FU2509  20250828  ...    2760       2789      FU
207    207      FU2510  20250828  ...    2826       2829      FU
208    208      FU2511  20250828  ...    2815       2817      FU
209    209      FU2512  20250828  ...    2801       2807      FU
210    210      FU2601  20250828  ...    2791       2798      FU
211    211      FU2602  20250828  ...    2775       2783      FU
212    212      FU2603  20250828  ...    2767       2778      FU
213    213      FU2604  20250828  ...    2761       2770      FU
214    214      FU2605  20250828  ...    2752       2762      FU
215    215      FU2606  20250828  ...    2745       2752      FU
216    216      FU2607  20250828  ...    2722       2732      FU
217    217      FU2608  20250828  ...    2707       2709      FU
218    218      BU2509  20250828  ...    3518       3500      BU
219    219      BU2510  20250828  ...    3501       3485      BU
220    220      BU2511  20250828  ...    3467       3454      BU
221    221      BU2512  20250828  ...    3416       3408      BU
222    222      BU2601  20250828  ...    3382       3375      BU
223    223      BU2602  20250828  ...    3384       3373      BU
224    224      BU2603  20250828  ...    3383       3373      BU
225    225      BU2604  20250828  ...    3378       3371      BU
226    226      BU2605  20250828  ...    3367       3361      BU
227    227      BU2606  20250828  ...    3368       3352      BU
228    228      BU2607  20250828  ...    3353       3354      BU
229    229      BU2608  20250828  ...    3367       3356      BU
230    230      BU2609  20250828  ...    3342       3346      BU
231    231      BU2612  20250828  ...    3295       3291      BU
232    232      BU2703  20250828  ...    3300       3300      BU
233    233      BU2706  20250828  ...    3309       3309      BU
234    234      BR2509  20250828  ...   11830      11850      BR
235    235      BR2510  20250828  ...   11890      11860      BR
236    236      BR2511  20250828  ...   11855      11840      BR
237    237      BR2512  20250828  ...   11825      11845      BR
238    238      BR2601  20250828  ...   11860      11825      BR
239    239      BR2602  20250828  ...   11935      11785      BR
240    240      BR2603  20250828  ...   11840      11775      BR
241    241      BR2604  20250828  ...   11900      11795      BR
242    242      BR2605  20250828  ...   11945      11915      BR
243    243      BR2606  20250828  ...   11985      12025      BR
244    244      BR2607  20250828  ...   12170      12100      BR
245    245      BR2608  20250828  ...   11980      11975      BR
246    246      RU2509  20250828  ...   14915      14915      RU
247    247      RU2510  20250828  ...   14915      14880      RU
248    248      RU2511  20250828  ...   14885      14900      RU
249    249      RU2601  20250828  ...   15880      15900      RU
250    250      RU2603  20250828  ...   15895      15900      RU
251    251      RU2604  20250828  ...   15915      15915      RU
252    252      RU2605  20250828  ...   15965      15975      RU
253    253      RU2606  20250828  ...   16025      16025      RU
254    254      RU2607  20250828  ...   16045      16000      RU
255    255      RU2608  20250828  ...   16095      15960      RU
256    256      NR2509  20250828  ...   12645      12695      NR
257    257      NR2510  20250828  ...   12725      12780      NR
258    258      NR2511  20250828  ...   12770      12800      NR
259    259      NR2512  20250828  ...   12790      12830      NR
260    260      NR2601  20250828  ...   12810      12835      NR
261    261      NR2602  20250828  ...   12830      12860      NR
262    262      NR2603  20250828  ...   12900      12860      NR
263    263      NR2604  20250828  ...   12980      12965      NR
264    264      NR2605  20250828  ...   12985      13015      NR
265    265      NR2606  20250828  ...   12980      12965      NR
266    266      NR2607  20250828  ...   12980      12975      NR
267    267      NR2608  20250828  ...   12960      13000      NR
268    268      SP2509  20250828  ...    4930       4984      SP
269    269      SP2510  20250828  ...    4966       5024      SP
270    270      SP2511  20250828  ...    4980       5034      SP
271    271      SP2512  20250828  ...    4998       5054      SP
272    272      SP2601  20250828  ...    5272       5316      SP
273    273      SP2602  20250828  ...    5256       5296      SP
274    274      SP2603  20250828  ...    5288       5316      SP
275    275      SP2604  20250828  ...    5302       5326      SP
276    276      SP2605  20250828  ...    5306       5330      SP
277    277      SP2606  20250828  ...    5310       5330      SP
278    278      SP2607  20250828  ...    5314       5344      SP
279    279      SP2608  20250828  ...    5334       5358      SP
280    280      EC2510  20250828  ...  1288.7       1329      EC
281    281      EC2512  20250828  ...  1580.5     1633.9      EC
282    282      EC2602  20250828  ...  1412.8     1455.2      EC
283    283      EC2604  20250828  ...  1226.1     1254.7      EC
284    284      EC2606  20250828  ...  1389.5       1418      EC
285    285      EC2608  20250828  ...  1578.5     1613.6      EC
286    286  SC_TAS2510  20250828  ...                     SC_TAS
287    287  SC_TAS2511  20250828  ...                     SC_TAS
288    288  SC_TAS2512  20250828  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 16:26:11,475 - future_1d - INFO - ak.get_shfe_daily('2025-08-28') done
        symbol      date   open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250828  473.2   476.1  ...     9461.74     473      479.4      SC
1       SC2510  20250828  482.5   483.6  ...  4493574.92   481.1      486.4      SC
2       SC2511  20250828  483.5   485.5  ...   615995.55   482.7      485.7      SC
3       SC2512  20250828  483.2   485.8  ...   199000.19   483.1      484.4      SC
4       SC2601  20250828  483.5   485.7  ...    41019.72   483.1      483.2      SC
5       SC2602  20250828  483.1   484.5  ...     4148.52   482.3      482.2      SC
6       SC2603  20250828  482.2     483  ...      2934.7     481      480.7      SC
7       SC2604  20250828    481   481.2  ...      816.54   480.3      479.2      SC
8       SC2605  20250828  480.1   480.6  ...     1676.83     479      478.7      SC
9       SC2606  20250828  479.1   479.7  ...     3011.88     478      478.4      SC
10      SC2607  20250828                 ...           0   477.5      477.5      SC
11      SC2608  20250828  478.5   478.5  ...       47.85   478.5      476.7      SC
12      SC2609  20250828  476.9   477.5  ...      285.67   476.1      476.9      SC
13      SC2612  20250828  481.2   481.2  ...       48.12   481.2        479      SC
14      SC2703  20250828                 ...           0   477.3      477.3      SC
15      SC2706  20250828    473     473  ...        47.3     473      476.9      SC
16      SC2709  20250828  473.7   473.7  ...       94.57   472.8      472.1      SC
17      SC2712  20250828  471.3   471.3  ...       47.13   471.3        473      SC
18      SC2803  20250828                 ...           0     471      471.9      SC
19      SC2806  20250828    468   471.9  ...      281.22   468.7      467.6      SC
21      LU2509  20250828   3265    3420  ...      62.941    3312       3478      LU
22      LU2510  20250828   3495    3520  ...   30440.267    3495       3487      LU
23      LU2511  20250828   3503    3523  ...  310121.016    3501       3489      LU
24      LU2512  20250828   3479    3503  ...  103646.401    3484       3470      LU
25      LU2601  20250828   3455    3486  ...   11217.641    3466       3449      LU
26      LU2602  20250828   3437    3462  ...    2036.327    3445       3441      LU
27      LU2603  20250828   3440    3443  ...      24.076    3439       3421      LU
28      LU2604  20250828                 ...           0    3415       3415      LU
29      LU2605  20250828   3416    3416  ...      20.474    3412       3401      LU
30      LU2606  20250828   3424    3424  ...       3.424    3424       3423      LU
31      LU2607  20250828   3415    3428  ...       37.59    3417       3406      LU
32      LU2608  20250828   3407    3408  ...      10.223    3407       3403      LU
34      NR2509  20250828  12495   12770  ...   14431.115   12645      12695      NR
35      NR2510  20250828  12650   12845  ...  1131415.99   12725      12780      NR
36      NR2511  20250828  12680   12880  ...  519564.015   12770      12800      NR
37      NR2512  20250828  12770   12900  ...   158489.52   12790      12830      NR
38      NR2601  20250828  12740   12925  ...   97159.585   12810      12835      NR
39      NR2602  20250828  12765   12925  ...    2862.155   12830      12860      NR
40      NR2603  20250828  12855   12970  ...       464.5   12900      12860      NR
41      NR2604  20250828  12895   13010  ...      194.77   12980      12965      NR
42      NR2605  20250828  12925   13005  ...     272.715   12985      13015      NR
43      NR2606  20250828  12985   12990  ...       77.88   12980      12965      NR
44      NR2607  20250828  12970   12985  ...       38.94   12980      12975      NR
45      NR2608  20250828  12965   12965  ...      64.805   12960      13000      NR
47      BC2509  20250828  69970   71120  ...    90479.34   69840      70410      BC
48      BC2510  20250828  70070   70120  ...  105449.515   69940      70470      BC
49      BC2511  20250828  69230   70140  ...     5003.47   69970      70390      BC
50      BC2512  20250828                 ...           0   70180      70180      BC
51      BC2601  20250828                 ...           0   70100      70100      BC
52      BC2602  20250828                 ...           0   70100      70100      BC
53      BC2603  20250828                 ...           0   70100      70100      BC
54      BC2604  20250828                 ...           0   70100      70100      BC
55      BC2605  20250828  70170   70170  ...      35.085   70170      70490      BC
56      BC2606  20250828                 ...           0   69790      69790      BC
57      BC2607  20250828                 ...           0   69370      69370      BC
58      BC2608  20250828                 ...           0   69370      69370      BC
60      EC2510  20250828   1315  1319.2  ...  163221.281  1288.7       1329      EC
61      EC2512  20250828   1613  1614.2  ...  63291.8475  1580.5     1633.9      EC
62      EC2602  20250828   1440  1445.2  ...    8992.878  1412.8     1455.2      EC
63      EC2604  20250828   1246  1248.2  ...  11102.7865  1226.1     1254.7      EC
64      EC2606  20250828   1405  1406.8  ...   1347.9065  1389.5       1418      EC
65      EC2608  20250828   1610    1610  ...      820.86  1578.5     1613.6      EC
68  SC_TAS2510  20250828                 ...                                 SC_TAS
69  SC_TAS2511  20250828                 ...                                 SC_TAS
70  SC_TAS2512  20250828                 ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-03 16:26:11,589 - future_1d - INFO - ak.get_ine_daily('2025-08-28') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250828   4094.00  ...   4087.00     4086.00        A
1     a2511  20250828   3935.00  ...   3933.00     3956.00        A
2     a2601  20250828   3936.00  ...   3934.00     3959.00        A
3     a2603  20250828   3942.00  ...   3940.00     3966.00        A
4     a2605  20250828   3987.00  ...   3982.00     4005.00        A
5     a2607  20250828   3993.00  ...   3990.00     4013.00        A
6     b2509  20250828   3675.00  ...   3664.00     3674.00        B
7     b2510  20250828   3694.00  ...   3680.00     3693.00        B
8     b2511  20250828   3730.00  ...   3725.00     3748.00        B
9     b2512  20250828   3771.00  ...   3762.00     3786.00        B
10    b2601  20250828   3750.00  ...   3752.00     3776.00        B
11    b2602  20250828   3737.00  ...   3734.00     3758.00        B
12    b2603  20250828   3715.00  ...   3699.00     3711.00        B
13    b2604  20250828   3600.00  ...   3603.00     3601.00        B
14    b2605  20250828   3564.00  ...   3545.00     3553.00        B
15    b2606  20250828   3544.00  ...   3524.00     3533.00        B
16    b2607  20250828   3539.00  ...   3530.00     3533.00        B
17    b2608  20250828   3618.00  ...   3612.00     3615.00        B
18   bb2509  20250828      0.00  ...    143.15      143.15       BB
19   bb2511  20250828    143.80  ...    144.00      144.50       BB
20   bb2601  20250828    146.35  ...    147.50      147.40       BB
21   bb2603  20250828      0.00  ...    147.25      147.20       BB
22   bb2605  20250828      0.00  ...    141.05      141.00       BB
23   bb2607  20250828      0.00  ...    146.80      146.75       BB
24   bz2603  20250828   6118.00  ...   6096.00     6152.00       BZ
25   bz2604  20250828   6085.00  ...   6074.00     6138.00       BZ
26   bz2605  20250828   6095.00  ...   6093.00     6137.00       BZ
27   bz2606  20250828   6068.00  ...   6066.00     6170.00       BZ
28   bz2607  20250828      0.00  ...   6166.00     6175.00       BZ
29   bz2608  20250828      0.00  ...   6175.00     6175.00       BZ
30    c2509  20250828   2229.00  ...   2244.00     2213.00        C
31    c2511  20250828   2168.00  ...   2178.00     2159.00        C
32    c2601  20250828   2169.00  ...   2177.00     2165.00        C
33    c2603  20250828   2188.00  ...   2195.00     2184.00        C
34    c2605  20250828   2240.00  ...   2243.00     2234.00        C
35    c2607  20250828   2256.00  ...   2256.00     2251.00        C
36   cs2509  20250828   2510.00  ...   2528.00     2523.00       CS
37   cs2511  20250828   2471.00  ...   2484.00     2470.00       CS
38   cs2601  20250828   2518.00  ...   2521.00     2509.00       CS
39   cs2603  20250828   2526.00  ...   2531.00     2517.00       CS
40   cs2605  20250828   2597.00  ...   2601.00     2590.00       CS
41   cs2607  20250828   2606.00  ...   2605.00     2595.00       CS
42   eb2509  20250828   7132.00  ...   7109.00     7185.00       EB
43   eb2510  20250828   7180.00  ...   7148.00     7227.00       EB
44   eb2511  20250828   7193.00  ...   7165.00     7243.00       EB
45   eb2512  20250828   7237.00  ...   7190.00     7268.00       EB
46   eb2601  20250828   7260.00  ...   7218.00     7290.00       EB
47   eb2602  20250828   7306.00  ...   7255.00     7321.00       EB
48   eb2603  20250828   7329.00  ...   7299.00     7340.00       EB
49   eb2604  20250828   7310.00  ...   7318.00     7356.00       EB
50   eb2605  20250828   7345.00  ...   7310.00     7383.00       EB
51   eb2606  20250828      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250828      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250828      0.00  ...   7350.00     7410.00       EB
54   eg2509  20250828   4444.00  ...   4429.00     4440.00       EG
55   eg2510  20250828   4460.00  ...   4437.00     4460.00       EG
56   eg2511  20250828   4464.00  ...   4447.00     4473.00       EG
57   eg2512  20250828   4470.00  ...   4463.00     4488.00       EG
58   eg2601  20250828   4478.00  ...   4464.00     4492.00       EG
59   eg2602  20250828   4486.00  ...   4481.00     4502.00       EG
60   eg2603  20250828   4481.00  ...   4476.00     4505.00       EG
61   eg2604  20250828   4498.00  ...   4518.00     4533.00       EG
62   eg2605  20250828   4505.00  ...   4505.00     4523.00       EG
63   eg2606  20250828      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250828   4509.00  ...   4507.00     4525.00       EG
65   eg2608  20250828      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250828   1319.00  ...   1319.00     1306.00       FB
67   fb2510  20250828   1278.00  ...   1274.50     1276.00       FB
68   fb2511  20250828   1277.50  ...   1274.50     1276.50       FB
69   fb2512  20250828   1274.50  ...   1271.50     1278.50       FB
70   fb2601  20250828   1272.50  ...   1272.00     1276.00       FB
71   fb2602  20250828   1269.00  ...   1265.50     1274.00       FB
72   fb2603  20250828      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250828      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250828      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250828      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250828      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250828      0.00  ...   1302.50     1302.50       FB
78    i2509  20250828    796.50  ...    801.50      797.00        I
79    i2510  20250828    792.50  ...    797.00      793.00        I
80    i2511  20250828    790.00  ...    794.50      790.50        I
81    i2512  20250828    785.00  ...    789.00      785.50        I
82    i2601  20250828    776.00  ...    781.50      777.00        I
83    i2602  20250828    771.00  ...    774.50      772.50        I
84    i2603  20250828    766.00  ...    770.50      767.00        I
85    i2604  20250828    761.50  ...    765.50      762.50        I
86    i2605  20250828    754.50  ...    758.50      754.50        I
87    i2606  20250828    749.50  ...    752.50      750.50        I
88    i2607  20250828    747.00  ...    750.00      747.00        I
89    i2608  20250828    742.00  ...    746.00      743.50        I
90    j2509  20250828   1608.00  ...   1584.50     1608.00        J
91    j2510  20250828   1604.50  ...   1612.00     1627.00        J
92    j2511  20250828   1641.50  ...   1633.50     1654.00        J
93    j2512  20250828   1646.00  ...   1642.50     1651.00        J
94    j2601  20250828   1678.50  ...   1657.50     1681.00        J
95    j2602  20250828   1696.50  ...   1674.50     1703.00        J
96    j2603  20250828   1700.00  ...   1689.00     1721.00        J
97    j2604  20250828      0.00  ...   1752.50     1752.50        J
98    j2605  20250828   1765.00  ...   1743.00     1768.00        J
99    j2606  20250828      0.00  ...   1779.00     1804.00        J
100   j2607  20250828      0.00  ...   1804.00     1805.50        J
101   j2608  20250828      0.00  ...   1802.50     1806.00        J
102  jd2509  20250828   2890.00  ...   2848.00     2909.00       JD
103  jd2510  20250828   2970.00  ...   2951.00     2997.00       JD
104  jd2511  20250828   3015.00  ...   2981.00     3047.00       JD
105  jd2512  20250828   3125.00  ...   3101.00     3174.00       JD
106  jd2601  20250828   3345.00  ...   3314.00     3366.00       JD
107  jd2602  20250828   3093.00  ...   3075.00     3100.00       JD
108  jd2603  20250828   3116.00  ...   3093.00     3121.00       JD
109  jd2604  20250828   3300.00  ...   3276.00     3320.00       JD
110  jd2605  20250828   3430.00  ...   3390.00     3452.00       JD
111  jd2606  20250828   3275.00  ...   3205.00     3301.00       JD
112  jd2607  20250828   3508.00  ...   3398.00     3531.00       JD
113  jd2608  20250828   3921.00  ...   3804.00     3980.00       JD
114  jm2509  20250828   1021.00  ...   1005.50     1025.00       JM
115  jm2510  20250828   1034.00  ...   1028.50     1052.50       JM
116  jm2511  20250828   1085.50  ...   1076.00     1097.50       JM
117  jm2512  20250828   1132.00  ...   1117.00     1133.50       JM
118  jm2601  20250828   1155.00  ...   1152.50     1164.50       JM
119  jm2602  20250828   1173.00  ...   1169.00     1179.00       JM
120  jm2603  20250828   1183.00  ...   1178.50     1189.50       JM
121  jm2604  20250828   1190.50  ...   1189.00     1195.50       JM
122  jm2605  20250828   1198.00  ...   1194.00     1204.00       JM
123  jm2606  20250828   1203.50  ...   1206.50     1209.00       JM
124  jm2607  20250828   1212.50  ...   1209.50     1221.00       JM
125  jm2608  20250828   1211.50  ...   1222.50     1224.50       JM
126   l2509  20250828   7335.00  ...   7303.00     7338.00        L
127   l2510  20250828   7340.00  ...   7322.00     7362.00        L
128   l2511  20250828   7363.00  ...   7338.00     7381.00        L
129   l2512  20250828   7372.00  ...   7350.00     7390.00        L
130   l2601  20250828   7370.00  ...   7352.00     7389.00        L
131   l2602  20250828   7360.00  ...   7345.00     7380.00        L
132   l2603  20250828   7358.00  ...   7351.00     7367.00        L
133   l2604  20250828   7385.00  ...   7379.00     7407.00        L
134   l2605  20250828   7376.00  ...   7354.00     7394.00        L
135   l2606  20250828   7360.00  ...   7354.00     7393.00        L
136   l2607  20250828   7360.00  ...   7365.00     7398.00        L
137   l2608  20250828   7378.00  ...   7408.00     7389.00        L
138  lg2509  20250828    794.00  ...    788.50      797.50       LG
139  lg2511  20250828    815.00  ...    815.50      819.00       LG
140  lg2601  20250828    827.00  ...    830.00      830.00       LG
141  lg2603  20250828    829.50  ...    834.00      835.00       LG
142  lg2605  20250828    829.50  ...    833.50      835.00       LG
143  lg2607  20250828    829.50  ...    834.00      833.00       LG
144  lh2509  20250828  13460.00  ...  13350.00    13525.00       LH
145  lh2511  20250828  13715.00  ...  13635.00    13780.00       LH
146  lh2601  20250828  14050.00  ...  13985.00    14130.00       LH
147  lh2603  20250828  13230.00  ...  13165.00    13240.00       LH
148  lh2605  20250828  13645.00  ...  13560.00    13640.00       LH
149  lh2607  20250828  14140.00  ...  14115.00    14165.00       LH
150   m2509  20250828   2992.00  ...   2992.00     3005.00        M
151   m2511  20250828   3005.00  ...   3012.00     3021.00        M
152   m2512  20250828   3048.00  ...   3054.00     3063.00        M
153   m2601  20250828   3044.00  ...   3046.00     3055.00        M
154   m2603  20250828   2996.00  ...   2992.00     2999.00        M
155   m2605  20250828   2829.00  ...   2821.00     2827.00        M
156   m2607  20250828   2823.00  ...   2815.00     2823.00        M
157   m2608  20250828   2950.00  ...   2945.00     2951.00        M
158   p2509  20250828   9436.00  ...   9388.00     9432.00        P
159   p2510  20250828   9476.00  ...   9466.00     9498.00        P
160   p2511  20250828   9490.00  ...   9454.00     9494.00        P
161   p2512  20250828   9508.00  ...   9466.00     9508.00        P
162   p2601  20250828   9518.00  ...   9476.00     9518.00        P
163   p2602  20250828   9470.00  ...   9410.00     9476.00        P
164   p2603  20250828   9408.00  ...   9370.00     9414.00        P
165   p2604  20250828   9328.00  ...   9304.00     9374.00        P
166   p2605  20250828   9250.00  ...   9214.00     9266.00        P
167   p2606  20250828   9096.00  ...   9116.00     9142.00        P
168   p2607  20250828   8978.00  ...   8980.00     9018.00        P
169   p2608  20250828   8900.00  ...   8900.00     8956.00        P
170  pg2509  20250828   3871.00  ...   3859.00     3884.00       PG
171  pg2510  20250828   4410.00  ...   4422.00     4430.00       PG
172  pg2511  20250828   4324.00  ...   4334.00     4335.00       PG
173  pg2512  20250828   4260.00  ...   4275.00     4274.00       PG
174  pg2601  20250828   4212.00  ...   4218.00     4217.00       PG
175  pg2602  20250828   4149.00  ...   4147.00     4144.00       PG
176  pg2603  20250828   4060.00  ...   4055.00     4052.00       PG
177  pg2604  20250828   4365.00  ...   4358.00     4352.00       PG
178  pg2605  20250828   4263.00  ...   4268.00     4276.00       PG
179  pg2606  20250828      0.00  ...   4209.00     4209.00       PG
180  pg2607  20250828      0.00  ...   4126.00     4126.00       PG
181  pg2608  20250828      0.00  ...   4141.00     4141.00       PG
182  pp2509  20250828   6980.00  ...   6952.00     6982.00       PP
183  pp2510  20250828   6985.00  ...   6959.00     6987.00       PP
184  pp2511  20250828   6992.00  ...   6981.00     7008.00       PP
185  pp2512  20250828   7014.00  ...   7001.00     7026.00       PP
186  pp2601  20250828   7026.00  ...   7013.00     7036.00       PP
187  pp2602  20250828   7000.00  ...   6993.00     7015.00       PP
188  pp2603  20250828   6994.00  ...   6982.00     7013.00       PP
189  pp2604  20250828   7001.00  ...   7001.00     7027.00       PP
190  pp2605  20250828   7028.00  ...   7028.00     7054.00       PP
191  pp2606  20250828   6998.00  ...   7010.00     7012.00       PP
192  pp2607  20250828   6982.00  ...   6983.00     6985.00       PP
193  pp2608  20250828   6988.00  ...   6985.00     7044.00       PP
194  rr2509  20250828   3560.00  ...   3554.00     3558.00       RR
195  rr2510  20250828   3611.00  ...   3610.00     3611.00       RR
196  rr2511  20250828   3611.00  ...   3611.00     3613.00       RR
197  rr2512  20250828   3606.00  ...   3602.00     3610.00       RR
198  rr2601  20250828   3624.00  ...   3619.00     3621.00       RR
199  rr2602  20250828   3604.00  ...   3604.00     3606.00       RR
200  rr2603  20250828      0.00  ...   3610.00     3610.00       RR
201  rr2604  20250828      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250828      0.00  ...   3615.00     3615.00       RR
203  rr2606  20250828      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250828      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250828      0.00  ...   3625.00     3625.00       RR
206   v2509  20250828   4802.00  ...   4785.00     4840.00        V
207   v2510  20250828   4842.00  ...   4829.00     4878.00        V
208   v2511  20250828   4879.00  ...   4865.00     4913.00        V
209   v2512  20250828   4917.00  ...   4903.00     4956.00        V
210   v2601  20250828   4947.00  ...   4934.00     4990.00        V
211   v2602  20250828   4988.00  ...   4970.00     5023.00        V
212   v2603  20250828   4997.00  ...   5002.00     5058.00        V
213   v2604  20250828   5231.00  ...   5205.00     5274.00        V
214   v2605  20250828   5252.00  ...   5239.00     5301.00        V
215   v2606  20250828   5259.00  ...   5257.00     5324.00        V
216   v2607  20250828   5312.00  ...   5297.00     5356.00        V
217   v2608  20250828   5325.00  ...   5322.00     5369.00        V
218   y2509  20250828   8468.00  ...   8452.00     8492.00        Y
219   y2511  20250828   8434.00  ...   8418.00     8452.00        Y
220   y2512  20250828   8454.00  ...   8442.00     8470.00        Y
221   y2601  20250828   8408.00  ...   8390.00     8418.00        Y
222   y2603  20250828   8340.00  ...   8342.00     8352.00        Y
223   y2605  20250828   8114.00  ...   8114.00     8128.00        Y
224   y2607  20250828   8080.00  ...   8068.00     8068.00        Y
225   y2608  20250828   8070.00  ...   8038.00     8068.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:12,237 - future_1d - INFO - ak.get_dce_daily('2025-08-28') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250828  6850.000  ...  6920.400    6897.600       IC
1   IC2510  20250828  6796.000  ...  6883.200    6854.000       IC
2   IC2512  20250828  6699.400  ...  6778.800    6768.600       IC
3   IC2603  20250828  6584.600  ...  6644.400    6634.800       IC
4   IF2509  20250828  4383.200  ...  4436.600    4416.000       IF
5   IF2510  20250828  4375.000  ...  4428.800    4410.600       IF
6   IF2512  20250828  4363.800  ...  4417.600    4397.000       IF
7   IF2603  20250828  4340.000  ...  4398.000    4375.600       IF
8   IH2509  20250828  2922.000  ...  2945.000    2937.200       IH
9   IH2510  20250828  2921.000  ...  2943.800    2936.600       IH
10  IH2512  20250828  2925.000  ...  2946.800    2941.000       IH
11  IH2603  20250828  2928.800  ...  2950.600    2944.000       IH
12  IM2509  20250828  7310.000  ...  7322.400    7356.200       IM
13  IM2510  20250828  7235.000  ...  7268.800    7296.400       IM
14  IM2512  20250828  7119.600  ...  7149.400    7192.000       IM
15  IM2603  20250828  6962.000  ...  6982.000    7030.000       IM
16   T2509  20250828   108.130  ...   108.035     108.180        T
17   T2512  20250828   107.960  ...   107.805     108.005        T
18   T2603  20250828   107.720  ...   107.570     107.755        T
19  TF2509  20250828   105.610  ...   105.610     105.645       TF
20  TF2512  20250828   105.570  ...   105.470     105.560       TF
21  TF2603  20250828   105.475  ...   105.380     105.450       TF
22  TL2509  20250828   117.670  ...   117.010     117.740       TL
23  TL2512  20250828   117.320  ...   116.540     117.300       TL
24  TL2603  20250828   116.990  ...   116.190     116.940       TL
25  TS2509  20250828   102.340  ...   102.314     102.332       TS
26  TS2512  20250828   102.412  ...   102.374     102.396       TS
27  TS2603  20250828   102.348  ...   102.328     102.342       TS

[28 rows x 12 columns]
2025-09-03 16:26:12,580 - future_1d - INFO - ak.get_cffex_daily('2025-08-28') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250828  48800.0  ...  49140.0     50050.0       PS
1   PS2510  20250828  48405.0  ...  49105.0     49980.0       PS
2   PS2511  20250828  49220.0  ...  48960.0     49715.0       PS
3   PS2512  20250828  51100.0  ...  51510.0     52155.0       PS
4   PS2601  20250828  51290.0  ...  51590.0     52280.0       PS
5   PS2602  20250828  51600.0  ...  51675.0     52570.0       PS
6   PS2603  20250828  51810.0  ...  51790.0     52555.0       PS
7   PS2604  20250828  51930.0  ...  52060.0     52860.0       PS
8   PS2605  20250828  51895.0  ...  52025.0     52810.0       PS
9   PS2606  20250828  54400.0  ...  54580.0     55380.0       PS
10  PS2607  20250828  54650.0  ...  54715.0     55400.0       PS
11  PS2608  20250828  54850.0  ...  54700.0     55415.0       PS
13  SI2509  20250828   8420.0  ...   8445.0      8505.0       SI
14  SI2510  20250828   8500.0  ...   8490.0      8530.0       SI
15  SI2511  20250828   8530.0  ...   8500.0      8540.0       SI
16  SI2512  20250828   8830.0  ...   8875.0      8900.0       SI
17  SI2601  20250828   8880.0  ...   8850.0      8885.0       SI
18  SI2602  20250828   8855.0  ...   8845.0      8870.0       SI
19  SI2603  20250828   8825.0  ...   8870.0      8905.0       SI
20  SI2604  20250828   8830.0  ...   8880.0      8915.0       SI
21  SI2605  20250828   8850.0  ...   8865.0      8915.0       SI
22  SI2606  20250828   8870.0  ...   8845.0      8935.0       SI
23  SI2607  20250828   8850.0  ...   8855.0      8930.0       SI
24  SI2608  20250828   8835.0  ...   8840.0      8915.0       SI
27  LC2509  20250828  78600.0  ...  77120.0     79880.0       LC
28  LC2510  20250828  78600.0  ...  77040.0     80140.0       LC
29  LC2511  20250828  77800.0  ...  76880.0     80000.0       LC
30  LC2512  20250828  77480.0  ...  76420.0     79540.0       LC
31  LC2601  20250828  77100.0  ...  76140.0     79320.0       LC
32  LC2602  20250828  78000.0  ...  75700.0     78780.0       LC
33  LC2603  20250828  77660.0  ...  75520.0     78500.0       LC
34  LC2604  20250828  76820.0  ...  75480.0     78360.0       LC
35  LC2605  20250828  77300.0  ...  75340.0     78160.0       LC
36  LC2606  20250828  76300.0  ...  75080.0     77840.0       LC
37  LC2607  20250828  77000.0  ...  75020.0     77780.0       LC
38  LC2608  20250828  76680.0  ...  75280.0     78180.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:12,852 - future_1d - INFO - ak.get_gfex_daily('2025-08-28') done
2025-09-03 16:26:14,605 - future_1d - INFO - save future_daily 2025-08-28 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250829   8402.0   8409.0  ...   628977.30   8360.0      8377.0       AP
1    AP511  20250829   8165.0   8193.0  ...     5890.68   8144.0      8165.0       AP
2    AP512  20250829   8215.0   8222.0  ...      393.40   8196.0      8174.0       AP
3    AP601  20250829   8281.0   8300.0  ...   248831.67   8258.0      8250.0       AP
4    AP603  20250829   8161.0   8179.0  ...      154.70   8142.0      8118.0       AP
5    AP604  20250829   8142.0   8142.0  ...       48.73   8122.0      8126.0       AP
6    AP605  20250829   8215.0   8240.0  ...     1420.12   8209.0      8181.0       AP
7    CF509  20250829  13710.0  13875.0  ...   152624.45  13795.0     13730.0       CF
8    CF511  20250829  14020.0  14205.0  ...   646629.84  14105.0     13985.0       CF
9    CF601  20250829  14095.0  14340.0  ...  3868320.37  14260.0     14070.0       CF
10   CF603  20250829  14055.0  14290.0  ...     7545.32  14225.0     14040.0       CF
11   CF605  20250829  14045.0  14280.0  ...   182765.20  14205.0     14025.0       CF
12   CF607  20250829  14050.0  14265.0  ...     1775.95  14210.0     14030.0       CF
13   CJ509  20250829  10125.0  10465.0  ...     9187.10  10180.0     10105.0       CJ
14   CJ512  20250829  11375.0  11425.0  ...     9197.96  11340.0     11290.0       CJ
15   CJ601  20250829  11520.0  11545.0  ...   552570.17  11460.0     11405.0       CJ
16   CJ603  20250829  11515.0  11575.0  ...     5198.40  11500.0     11435.0       CJ
17   CJ605  20250829  11655.0  11690.0  ...    80786.21  11615.0     11560.0       CJ
18   CJ607  20250829  11800.0  11835.0  ...     1118.33  11770.0     11715.0       CJ
19   CY509  20250829  20220.0  20995.0  ...      477.84  20335.0     20225.0       CY
20   CY510  20250829      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250829  20110.0  20280.0  ...   120347.44  20180.0     20090.0       CY
22   CY512  20250829  20195.0  20275.0  ...       60.01  20005.0     19905.0       CY
23   CY601  20250829  20140.0  20320.0  ...     6111.53  20235.0     20080.0       CY
24   CY602  20250829      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250829      0.0      0.0  ...        0.00  20365.0     20285.0       CY
26   CY604  20250829      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250829  20455.0  20455.0  ...       10.23  20455.0     20325.0       CY
28   CY606  20250829      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250829      0.0      0.0  ...        0.00  20335.0     20205.0       CY
30   CY608  20250829      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250829    971.0   1020.0  ...   423716.10    970.0       973.0       FG
32   FG510  20250829   1073.0   1083.0  ...   135124.91   1066.0      1066.0       FG
33   FG511  20250829   1079.0   1083.0  ...   214118.06   1066.0      1064.0       FG
34   FG512  20250829   1185.0   1187.0  ...   100110.39   1173.0      1166.0       FG
35   FG601  20250829   1178.0   1188.0  ...  3543123.76   1173.0      1163.0       FG
36   FG602  20250829   1230.0   1237.0  ...     1935.82   1224.0      1216.0       FG
37   FG603  20250829   1233.0   1238.0  ...     1237.09   1225.0      1215.0       FG
38   FG604  20250829   1280.0   1284.0  ...      429.74   1271.0      1260.0       FG
39   FG605  20250829   1268.0   1280.0  ...    56979.60   1266.0      1256.0       FG
40   FG606  20250829   1298.0   1305.0  ...      676.94   1292.0      1286.0       FG
41   FG607  20250829   1290.0   1297.0  ...      983.09   1283.0      1277.0       FG
42   FG608  20250829   1316.0   1320.0  ...      608.81   1312.0      1305.0       FG
43   JR509  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250829   2230.0   2235.0  ...    58230.75   2214.0      2232.0       MA
53   MA510  20250829   2270.0   2287.0  ...   110064.41   2267.0      2275.0       MA
54   MA511  20250829   2305.0   2314.0  ...   148745.15   2295.0      2298.0       MA
55   MA512  20250829   2351.0   2360.0  ...    34742.83   2344.0      2345.0       MA
56   MA601  20250829   2373.0   2385.0  ...   994541.61   2370.0      2368.0       MA
57   MA602  20250829   2394.0   2403.0  ...       95.60   2390.0      2382.0       MA
58   MA603  20250829   2393.0   2395.0  ...       38.21   2388.0      2386.0       MA
59   MA604  20250829   2383.0   2383.0  ...        7.14   2381.0      2381.0       MA
60   MA605  20250829   2382.0   2390.0  ...    39211.54   2378.0      2371.0       MA
61   MA606  20250829   2383.0   2383.0  ...       11.92   2383.0      2377.0       MA
62   MA607  20250829   2381.0   2386.0  ...       52.39   2381.0      2369.0       MA
63   MA608  20250829   2387.0   2388.0  ...       40.43   2378.0      2371.0       MA
64   OI509  20250829   9961.0  10005.0  ...    73772.27   9968.0      9954.0       OI
65   OI511  20250829   9924.0   9931.0  ...   461761.15   9895.0      9907.0       OI
66   OI601  20250829   9820.0   9828.0  ...  2394592.43   9782.0      9811.0       OI
67   OI603  20250829   9758.0   9763.0  ...     3601.47   9707.0      9733.0       OI
68   OI605  20250829   9664.0   9673.0  ...    39019.94   9627.0      9637.0       OI
69   OI607  20250829   9599.0   9620.0  ...      105.46   9587.0      9629.0       OI
70   PF509  20250829   6418.0   6418.0  ...     1135.19   6378.0      6452.0       PF
71   PF510  20250829   6530.0   6538.0  ...   539567.62   6486.0      6530.0       PF
72   PF511  20250829   6512.0   6522.0  ...   385308.46   6468.0      6510.0       PF
73   PF512  20250829   6500.0   6504.0  ...   131884.52   6456.0      6498.0       PF
74   PF601  20250829   6510.0   6516.0  ...    36716.54   6474.0      6514.0       PF
75   PF602  20250829   6472.0   6502.0  ...     2487.21   6486.0      6518.0       PF
76   PF603  20250829   6486.0   6504.0  ...       35.69   6490.0      6532.0       PF
77   PF604  20250829      0.0      0.0  ...        0.00   6554.0      6554.0       PF
78   PF605  20250829   6556.0   6558.0  ...       81.71   6538.0      6578.0       PF
79   PF606  20250829   6564.0   6566.0  ...        9.83   6556.0      6594.0       PF
80   PF607  20250829   6540.0   6540.0  ...        3.27   6540.0      6590.0       PF
81   PF608  20250829   6548.0   6548.0  ...        3.27   6548.0      6598.0       PF
82   PK510  20250829   8004.0   8018.0  ...    47593.25   7990.0      8036.0       PK
83   PK511  20250829   7794.0   7820.0  ...   242000.33   7792.0      7804.0       PK
84   PK512  20250829   7782.0   7832.0  ...    47216.94   7808.0      7810.0       PK
85   PK601  20250829   7862.0   7876.0  ...    24016.56   7860.0      7866.0       PK
86   PK603  20250829   7870.0   7872.0  ...      117.94   7864.0      7872.0       PK
87   PK604  20250829   7878.0   7882.0  ...       86.65   7878.0      7872.0       PK
88   PK605  20250829   7880.0   7886.0  ...     5405.86   7870.0      7880.0       PK
89   PL601  20250829   6462.0   6466.0  ...    13697.84   6425.0      6440.0       PL
90   PL602  20250829   6457.0   6457.0  ...       64.45   6445.0      6464.0       PL
91   PL603  20250829   6419.0   6434.0  ...       89.90   6421.0      6458.0       PL
92   PL604  20250829   6443.0   6443.0  ...       12.89   6443.0      6473.0       PL
93   PL605  20250829   6373.0   6373.0  ...       25.45   6362.0      6364.0       PL
94   PL606  20250829   6422.0   6422.0  ...       12.84   6422.0      6421.0       PL
95   PL607  20250829   6428.0   6428.0  ...       12.86   6428.0      6466.0       PL
96   PL608  20250829      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250829   5814.0   5872.0  ...     3271.01   5832.0      5806.0       PR
104  PR510  20250829   5998.0   5998.0  ...   215327.41   5966.0      5962.0       PR
105  PR511  20250829   5996.0   6002.0  ...   540068.57   5954.0      5968.0       PR
106  PR512  20250829   6016.0   6016.0  ...   262159.27   5952.0      5972.0       PR
107  PR601  20250829   6010.0   6010.0  ...     5909.03   5970.0      5982.0       PR
108  PR602  20250829      0.0      0.0  ...        0.00   6002.0      6028.0       PR
109  PR603  20250829      0.0      0.0  ...        0.00   6006.0      6032.0       PR
110  PR604  20250829      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250829      0.0      0.0  ...        0.00   6022.0      6022.0       PR
112  PR606  20250829      0.0      0.0  ...        0.00   6050.0      6050.0       PR
113  PR607  20250829   6026.0   6026.0  ...       54.19   6022.0      6052.0       PR
114  PR608  20250829   6026.0   6026.0  ...       54.23   6026.0      6060.0       PR
115  PX509  20250829   6880.0   6932.0  ...    13337.99   6866.0      6886.0       PX
116  PX510  20250829   6896.0   6924.0  ...   296135.77   6866.0      6900.0       PX
117  PX511  20250829   6900.0   6914.0  ...   923813.88   6844.0      6890.0       PX
118  PX512  20250829   6862.0   6872.0  ...    75024.09   6812.0      6850.0       PX
119  PX601  20250829   6846.0   6850.0  ...   111434.50   6792.0      6832.0       PX
120  PX602  20250829      0.0      0.0  ...        0.00   6800.0      6800.0       PX
121  PX603  20250829      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250829      0.0      0.0  ...        0.00   6812.0      6836.0       PX
123  PX605  20250829   6816.0   6816.0  ...      428.49   6802.0      6816.0       PX
124  PX606  20250829   6786.0   6786.0  ...        3.39   6786.0      6808.0       PX
125  PX607  20250829   6790.0   6790.0  ...        3.40   6790.0      6802.0       PX
126  PX608  20250829      0.0      0.0  ...        0.00   6826.0      6826.0       PX
127  RI509  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250829   2547.0   2565.0  ...    21978.40   2554.0      2561.0       RM
134  RM511  20250829   2518.0   2560.0  ...    33480.18   2543.0      2510.0       RM
135  RM601  20250829   2481.0   2521.0  ...   803320.70   2496.0      2478.0       RM
136  RM603  20250829   2401.0   2424.0  ...    13142.58   2405.0      2409.0       RM
137  RM605  20250829   2410.0   2429.0  ...    87283.31   2411.0      2419.0       RM
138  RM607  20250829   2394.0   2414.0  ...     9030.16   2396.0      2404.0       RM
139  RM608  20250829   2456.0   2494.0  ...     2078.62   2457.0      2473.0       RM
140  RS509  20250829   4705.0   4760.0  ...      261.78   4675.0      4779.0       RS
141  RS511  20250829   5195.0   5195.0  ...       36.09   5156.0      5111.0       RS
142  RS607  20250829   5525.0   5574.0  ...       83.25   5550.0      5563.0       RS
143  RS608  20250829      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250829   1186.0   1192.0  ...   175776.45   1170.0      1184.0       SA
145  SA510  20250829   1235.0   1238.0  ...   105694.77   1222.0      1224.0       SA
146  SA511  20250829   1243.0   1244.0  ...   295443.99   1228.0      1231.0       SA
147  SA512  20250829   1306.0   1309.0  ...   175921.32   1290.0      1290.0       SA
148  SA601  20250829   1316.0   1318.0  ...  3270092.96   1298.0      1297.0       SA
149  SA602  20250829   1336.0   1343.0  ...     4942.56   1324.0      1322.0       SA
150  SA603  20250829   1343.0   1347.0  ...     5010.93   1327.0      1329.0       SA
151  SA604  20250829   1375.0   1380.0  ...      489.68   1368.0      1361.0       SA
152  SA605  20250829   1380.0   1385.0  ...    74471.91   1370.0      1367.0       SA
153  SA606  20250829   1390.0   1390.0  ...      471.04   1377.0      1373.0       SA
154  SA607  20250829   1388.0   1391.0  ...      758.14   1378.0      1377.0       SA
155  SA608  20250829   1412.0   1412.0  ...      451.96   1404.0      1398.0       SA
156  SF509  20250829   5356.0   5400.0  ...    24762.49   5364.0      5426.0       SF
157  SF510  20250829   5430.0   5430.0  ...   151201.85   5382.0      5436.0       SF
158  SF511  20250829   5594.0   5612.0  ...   726044.49   5566.0      5620.0       SF
159  SF512  20250829   5572.0   5580.0  ...    67433.93   5542.0      5592.0       SF
160  SF601  20250829   5586.0   5586.0  ...   172943.63   5538.0      5592.0       SF
161  SF602  20250829   5540.0   5548.0  ...     1810.22   5502.0      5560.0       SF
162  SF603  20250829   5694.0   5724.0  ...       85.41   5694.0      5738.0       SF
163  SF604  20250829   5670.0   5690.0  ...       45.40   5676.0      5726.0       SF
164  SF605  20250829   5700.0   5708.0  ...     3021.11   5674.0      5724.0       SF
165  SF606  20250829   5652.0   5670.0  ...      191.68   5638.0      5694.0       SF
166  SF607  20250829   5800.0   5824.0  ...      170.68   5786.0      5848.0       SF
167  SF608  20250829   5784.0   5800.0  ...       17.35   5784.0      5850.0       SF
168  SH509  20250829   2538.0   2540.0  ...    45119.03   2495.0      2540.0       SH
169  SH510  20250829   2650.0   2660.0  ...   433345.34   2622.0      2650.0       SH
170  SH511  20250829   2673.0   2677.0  ...   772802.86   2649.0      2670.0       SH
171  SH512  20250829   2698.0   2702.0  ...   192001.48   2673.0      2696.0       SH
172  SH601  20250829   2690.0   2694.0  ...  2981729.77   2660.0      2686.0       SH
173  SH602  20250829   2696.0   2701.0  ...     4164.29   2675.0      2699.0       SH
174  SH603  20250829   2715.0   2715.0  ...     2668.22   2687.0      2710.0       SH
175  SH604  20250829   2758.0   2758.0  ...      451.72   2738.0      2760.0       SH
176  SH605  20250829   2787.0   2787.0  ...    45655.31   2753.0      2776.0       SH
177  SH606  20250829   2772.0   2772.0  ...      430.80   2762.0      2781.0       SH
178  SH607  20250829   2752.0   2753.0  ...      140.08   2747.0      2767.0       SH
179  SH608  20250829   2755.0   2759.0  ...       82.57   2752.0      2768.0       SH
180  SM509  20250829   5722.0   5722.0  ...    56699.68   5678.0      5718.0       SM
181  SM510  20250829   5710.0   5730.0  ...   128024.26   5692.0      5732.0       SM
182  SM511  20250829   5820.0   5820.0  ...   214366.08   5770.0      5810.0       SM
183  SM512  20250829   5816.0   5816.0  ...    64494.90   5772.0      5818.0       SM
184  SM601  20250829   5822.0   5822.0  ...   600421.24   5786.0      5818.0       SM
185  SM602  20250829   5844.0   5844.0  ...      463.95   5800.0      5832.0       SM
186  SM603  20250829   5796.0   5836.0  ...       34.83   5806.0      5844.0       SM
187  SM604  20250829   5814.0   5814.0  ...        8.71   5810.0      5884.0       SM
188  SM605  20250829   5876.0   5876.0  ...    12649.22   5830.0      5866.0       SM
189  SM606  20250829   5838.0   5852.0  ...       29.11   5824.0      5866.0       SM
190  SM607  20250829   5852.0   5874.0  ...       96.42   5844.0      5874.0       SM
191  SM608  20250829   5874.0   5892.0  ...       46.99   5874.0      5890.0       SM
192  SR509  20250829   5620.0   5622.0  ...    22812.97   5598.0      5621.0       SR
193  SR511  20250829   5595.0   5603.0  ...   194152.09   5586.0      5585.0       SR
194  SR601  20250829   5610.0   5616.0  ...   842891.35   5600.0      5601.0       SR
195  SR603  20250829   5586.0   5591.0  ...     3001.63   5579.0      5580.0       SR
196  SR605  20250829   5570.0   5573.0  ...    33493.71   5560.0      5563.0       SR
197  SR607  20250829   5565.0   5566.0  ...     1544.55   5556.0      5557.0       SR
198  TA509  20250829   4734.0   4742.0  ...   129302.24   4718.0      4754.0       TA
199  TA510  20250829   4786.0   4790.0  ...   285704.45   4762.0      4790.0       TA
200  TA511  20250829   4792.0   4794.0  ...   270158.39   4766.0      4786.0       TA
201  TA512  20250829   4794.0   4798.0  ...    81235.76   4768.0      4794.0       TA
202  TA601  20250829   4802.0   4802.0  ...  1438165.65   4774.0      4798.0       TA
203  TA602  20250829   4802.0   4826.0  ...      266.36   4800.0      4804.0       TA
204  TA603  20250829   4820.0   4840.0  ...       79.41   4814.0      4818.0       TA
205  TA604  20250829   4818.0   4824.0  ...        7.22   4812.0      4820.0       TA
206  TA605  20250829   4834.0   4842.0  ...    46268.80   4812.0      4832.0       TA
207  TA606  20250829   4846.0   4846.0  ...       19.26   4816.0      4854.0       TA
208  TA607  20250829   4860.0   4862.0  ...       12.11   4846.0      4852.0       TA
209  TA608  20250829   4870.0   4870.0  ...       12.15   4858.0      4844.0       TA
210  UR509  20250829   1703.0   1710.0  ...    21243.53   1688.0      1710.0       UR
211  UR510  20250829   1718.0   1727.0  ...    40988.13   1708.0      1724.0       UR
212  UR511  20250829   1745.0   1754.0  ...    41400.40   1746.0      1749.0       UR
213  UR512  20250829   1749.0   1754.0  ...      975.21   1748.0      1751.0       UR
214  UR601  20250829   1754.0   1758.0  ...   414515.11   1750.0      1753.0       UR
215  UR602  20250829   1750.0   1754.0  ...      426.11   1746.0      1752.0       UR
216  UR603  20250829   1786.0   1792.0  ...      242.90   1786.0      1793.0       UR
217  UR604  20250829   1788.0   1788.0  ...        7.15   1787.0      1793.0       UR
218  UR605  20250829   1787.0   1796.0  ...    17194.06   1790.0      1790.0       UR
219  UR606  20250829   1786.0   1787.0  ...       99.91   1784.0      1784.0       UR
220  UR607  20250829   1796.0   1799.0  ...       64.66   1796.0      1797.0       UR
221  UR608  20250829   1791.0   1796.0  ...       50.16   1791.0      1796.0       UR
222  WH509  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:18,962 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250829  ...   79200      78880      CU
1        1      CU2510  20250829  ...   79220      78820      CU
2        2      CU2511  20250829  ...   79220      78830      CU
3        3      CU2512  20250829  ...   79160      78800      CU
4        4      CU2601  20250829  ...   79160      78750      CU
5        5      CU2602  20250829  ...   79090      78760      CU
6        6      CU2603  20250829  ...   79070      78750      CU
7        7      CU2604  20250829  ...   79230      78800      CU
8        8      CU2605  20250829  ...   79140      78850      CU
9        9      CU2606  20250829  ...   79240      78870      CU
10      10      CU2607  20250829  ...   79180      78900      CU
11      11      CU2608  20250829  ...   79240      78890      CU
12      12      BC2509  20250829  ...   70040      69840      BC
13      13      BC2510  20250829  ...   70260      69940      BC
14      14      BC2511  20250829  ...   70270      69970      BC
15      15      BC2512  20250829  ...   70180      70180      BC
16      16      BC2601  20250829  ...   69980      70100      BC
17      17      BC2602  20250829  ...   70100      70100      BC
18      18      BC2603  20250829  ...   70100      70100      BC
19      19      BC2604  20250829  ...   69390      70100      BC
20      20      BC2605  20250829  ...   69410      70170      BC
21      21      BC2606  20250829  ...   69790      69790      BC
22      22      BC2607  20250829  ...   69370      69370      BC
23      23      BC2608  20250829  ...   69370      69370      BC
24      24      AL2509  20250829  ...   20740      20730      AL
25      25      AL2510  20250829  ...   20730      20710      AL
26      26      AL2511  20250829  ...   20715      20700      AL
27      27      AL2512  20250829  ...   20695      20670      AL
28      28      AL2601  20250829  ...   20680      20650      AL
29      29      AL2602  20250829  ...   20685      20660      AL
30      30      AL2603  20250829  ...   20710      20680      AL
31      31      AL2604  20250829  ...   20720      20695      AL
32      32      AL2605  20250829  ...   20750      20705      AL
33      33      AL2606  20250829  ...   20755      20725      AL
34      34      AL2607  20250829  ...   20755      20710      AL
35      35      AL2608  20250829  ...   20745      20705      AL
36      36      ZN2509  20250829  ...   22080      22140      ZN
37      37      ZN2510  20250829  ...   22095      22135      ZN
38      38      ZN2511  20250829  ...   22095      22130      ZN
39      39      ZN2512  20250829  ...   22105      22135      ZN
40      40      ZN2601  20250829  ...   22110      22135      ZN
41      41      ZN2602  20250829  ...   22120      22140      ZN
42      42      ZN2603  20250829  ...   22180      22165      ZN
43      43      ZN2604  20250829  ...   22180      22165      ZN
44      44      ZN2605  20250829  ...   22195      22185      ZN
45      45      ZN2606  20250829  ...   22170      22160      ZN
46      46      ZN2607  20250829  ...   22170      22175      ZN
47      47      ZN2608  20250829  ...   22190      22215      ZN
48      48      PB2509  20250829  ...   16810      16855      PB
49      49      PB2510  20250829  ...   16850      16880      PB
50      50      PB2511  20250829  ...   16860      16875      PB
51      51      PB2512  20250829  ...   16875      16880      PB
52      52      PB2601  20250829  ...   16885      16915      PB
53      53      PB2602  20250829  ...   16965      16965      PB
54      54      PB2603  20250829  ...   16950      16995      PB
55      55      PB2604  20250829  ...   16975      16985      PB
56      56      PB2605  20250829  ...   17015      17015      PB
57      57      PB2606  20250829  ...   17105      17055      PB
58      58      PB2607  20250829  ...   17125      17090      PB
59      59      PB2608  20250829  ...   17105      17090      PB
60      60      NI2509  20250829  ...  121010     120550      NI
61      61      NI2510  20250829  ...  121300     120760      NI
62      62      NI2511  20250829  ...  121410     120900      NI
63      63      NI2512  20250829  ...  121570     121100      NI
64      64      NI2601  20250829  ...  121830     121370      NI
65      65      NI2602  20250829  ...  122050     121600      NI
66      66      NI2603  20250829  ...  122310     121860      NI
67      67      NI2604  20250829  ...  122650     122070      NI
68      68      NI2605  20250829  ...  122920     122330      NI
69      69      NI2606  20250829  ...  123120     122710      NI
70      70      NI2607  20250829  ...  123280     122740      NI
71      71      NI2608  20250829  ...  123480     123130      NI
72      72      SN2509  20250829  ...  274520     271850      SN
73      73      SN2510  20250829  ...  275810     272350      SN
74      74      SN2511  20250829  ...  276040     272610      SN
75      75      SN2512  20250829  ...  276090     272570      SN
76      76      SN2601  20250829  ...  275800     272740      SN
77      77      SN2602  20250829  ...  274410     273250      SN
78      78      SN2603  20250829  ...  275990     272980      SN
79      79      SN2604  20250829  ...  274310     273030      SN
80      80      SN2605  20250829  ...  276340     272960      SN
81      81      SN2606  20250829  ...  278230     273980      SN
82      82      SN2607  20250829  ...  276450     273270      SN
83      83      SN2608  20250829  ...  275770     273360      SN
84      84      AO2509  20250829  ...    3006       3032      AO
85      85      AO2510  20250829  ...    3019       3036      AO
86      86      AO2511  20250829  ...    3022       3037      AO
87      87      AO2512  20250829  ...    3025       3044      AO
88      88      AO2601  20250829  ...    3030       3047      AO
89      89      AO2602  20250829  ...    3025       3044      AO
90      90      AO2603  20250829  ...    3025       3046      AO
91      91      AO2604  20250829  ...    3041       3048      AO
92      92      AO2605  20250829  ...    3044       3057      AO
93      93      AO2606  20250829  ...    3048       3057      AO
94      94      AO2607  20250829  ...    3052       3062      AO
95      95      AO2608  20250829  ...    3049       3072      AO
96      96      AD2511  20250829  ...   20320      20290      AD
97      97      AD2512  20250829  ...   20335      20300      AD
98      98      AD2601  20250829  ...   20245      20245      AD
99      99      AD2602  20250829  ...   20210      20210      AD
100    100      AD2603  20250829  ...   20220      20220      AD
101    101      AD2604  20250829  ...   19975      19975      AD
102    102      AD2605  20250829  ...   20095      20160      AD
103    103      AD2606  20250829  ...   19935      19795      AD
104    104      AD2607  20250829  ...   19925      19925      AD
105    105      AD2608  20250829  ...   20315      20315      AD
106    106      AU2509  20250829  ...  783.22     781.74      AU
107    107      AU2510  20250829  ...  784.26     782.74      AU
108    108      AU2511  20250829  ...   785.6      784.6      AU
109    109      AU2512  20250829  ...  786.56     785.06      AU
110    110      AU2602  20250829  ...  788.54     787.04      AU
111    111      AU2604  20250829  ...  790.86     789.22      AU
112    112      AU2606  20250829  ...     793      791.4      AU
113    113      AU2608  20250829  ...  795.26     793.38      AU
114    114      AG2509  20250829  ...    9374       9332      AG
115    115      AG2510  20250829  ...    9385       9321      AG
116    116      AG2511  20250829  ...    9397       9328      AG
117    117      AG2512  20250829  ...    9409       9352      AG
118    118      AG2601  20250829  ...    9417       9352      AG
119    119      AG2602  20250829  ...    9428       9368      AG
120    120      AG2603  20250829  ...    9442       9383      AG
121    121      AG2604  20250829  ...    9460       9397      AG
122    122      AG2605  20250829  ...    9469       9404      AG
123    123      AG2606  20250829  ...    9486       9428      AG
124    124      AG2607  20250829  ...    9497       9456      AG
125    125      AG2608  20250829  ...    9516       9488      AG
126    126      RB2509  20250829  ...    3057       3093      RB
127    127      RB2510  20250829  ...    3107       3116      RB
128    128      RB2511  20250829  ...    3106       3112      RB
129    129      RB2512  20250829  ...    3157       3162      RB
130    130      RB2601  20250829  ...    3175       3182      RB
131    131      RB2602  20250829  ...    3161       3166      RB
132    132      RB2603  20250829  ...    3173       3180      RB
133    133      RB2604  20250829  ...    3199       3199      RB
134    134      RB2605  20250829  ...    3217       3223      RB
135    135      RB2606  20250829  ...    3236       3241      RB
136    136      RB2607  20250829  ...    3246       3243      RB
137    137      RB2608  20250829  ...    3242       3245      RB
138    138      WR2509  20250829  ...    3342       3342      WR
139    139      WR2510  20250829  ...    3316       3335      WR
140    140      WR2511  20250829  ...    3284       3368      WR
141    141      WR2512  20250829  ...    3439       3474      WR
142    142      WR2601  20250829  ...    3380       3380      WR
143    143      WR2602  20250829  ...    3365       3440      WR
144    144      WR2603  20250829  ...    3438       3438      WR
145    145      WR2604  20250829  ...    3455       3455      WR
146    146      WR2605  20250829  ...    3429       3429      WR
147    147      WR2606  20250829  ...    3396       3396      WR
148    148      WR2607  20250829  ...    3449       3460      WR
149    149      WR2608  20250829  ...    3344       3430      WR
150    150      HC2509  20250829  ...    3397       3394      HC
151    151      HC2510  20250829  ...    3366       3362      HC
152    152      HC2511  20250829  ...    3360       3358      HC
153    153      HC2512  20250829  ...    3362       3358      HC
154    154      HC2601  20250829  ...    3356       3353      HC
155    155      HC2602  20250829  ...    3367       3347      HC
156    156      HC2603  20250829  ...    3354       3354      HC
157    157      HC2604  20250829  ...    3369       3355      HC
158    158      HC2605  20250829  ...    3359       3357      HC
159    159      HC2606  20250829  ...    3362       3357      HC
160    160      HC2607  20250829  ...    3363       3360      HC
161    161      HC2608  20250829  ...    3361       3371      HC
162    162      SS2509  20250829  ...   12725      12700      SS
163    163      SS2510  20250829  ...   12805      12795      SS
164    164      SS2511  20250829  ...   12870      12870      SS
165    165      SS2512  20250829  ...   12930      12930      SS
166    166      SS2601  20250829  ...   12990      12975      SS
167    167      SS2602  20250829  ...   13035      13010      SS
168    168      SS2603  20250829  ...   13110      13095      SS
169    169      SS2604  20250829  ...   13175      13140      SS
170    170      SS2605  20250829  ...   13255      13235      SS
171    171      SS2606  20250829  ...   13310      13255      SS
172    172      SS2607  20250829  ...   13330      13325      SS
173    173      SS2608  20250829  ...   13405      13405      SS
174    174      SC2509  20250829  ...   475.8        473      SC
175    175      SC2510  20250829  ...   482.9      481.1      SC
176    176      SC2511  20250829  ...   483.7      482.7      SC
177    177      SC2512  20250829  ...   483.6      483.1      SC
178    178      SC2601  20250829  ...   482.7      483.1      SC
179    179      SC2602  20250829  ...   482.2      482.3      SC
180    180      SC2603  20250829  ...   480.7        481      SC
181    181      SC2604  20250829  ...   478.4      480.3      SC
182    182      SC2605  20250829  ...   478.9        479      SC
183    183      SC2606  20250829  ...   476.9        478      SC
184    184      SC2607  20250829  ...     476      477.5      SC
185    185      SC2608  20250829  ...   476.5      478.5      SC
186    186      SC2609  20250829  ...   476.1      476.1      SC
187    187      SC2612  20250829  ...   480.9      481.2      SC
188    188      SC2703  20250829  ...     477      477.3      SC
189    189      SC2706  20250829  ...   476.4        473      SC
190    190      SC2709  20250829  ...   474.8      472.8      SC
191    191      SC2712  20250829  ...   474.4      471.3      SC
192    192      SC2803  20250829  ...   471.4        471      SC
193    193      SC2806  20250829  ...     469      468.7      SC
194    194      LU2509  20250829  ...    3312       3312      LU
195    195      LU2510  20250829  ...    3483       3495      LU
196    196      LU2511  20250829  ...    3491       3501      LU
197    197      LU2512  20250829  ...    3473       3484      LU
198    198      LU2601  20250829  ...    3454       3466      LU
199    199      LU2602  20250829  ...    3419       3445      LU
200    200      LU2603  20250829  ...    3434       3439      LU
201    201      LU2604  20250829  ...    3415       3415      LU
202    202      LU2605  20250829  ...    3407       3412      LU
203    203      LU2606  20250829  ...    3424       3424      LU
204    204      LU2607  20250829  ...    3412       3417      LU
205    205      LU2608  20250829  ...    3407       3407      LU
206    206      FU2509  20250829  ...    2754       2760      FU
207    207      FU2510  20250829  ...    2825       2826      FU
208    208      FU2511  20250829  ...    2817       2815      FU
209    209      FU2512  20250829  ...    2804       2801      FU
210    210      FU2601  20250829  ...    2797       2791      FU
211    211      FU2602  20250829  ...    2784       2775      FU
212    212      FU2603  20250829  ...    2768       2767      FU
213    213      FU2604  20250829  ...    2768       2761      FU
214    214      FU2605  20250829  ...    2753       2752      FU
215    215      FU2606  20250829  ...    2743       2745      FU
216    216      FU2607  20250829  ...    2728       2722      FU
217    217      FU2608  20250829  ...    2717       2707      FU
218    218      BU2509  20250829  ...    3526       3518      BU
219    219      BU2510  20250829  ...    3505       3501      BU
220    220      BU2511  20250829  ...    3482       3467      BU
221    221      BU2512  20250829  ...    3428       3416      BU
222    222      BU2601  20250829  ...    3392       3382      BU
223    223      BU2602  20250829  ...    3398       3384      BU
224    224      BU2603  20250829  ...    3381       3383      BU
225    225      BU2604  20250829  ...    3400       3378      BU
226    226      BU2605  20250829  ...    3394       3367      BU
227    227      BU2606  20250829  ...    3387       3368      BU
228    228      BU2607  20250829  ...    3379       3353      BU
229    229      BU2608  20250829  ...    3367       3367      BU
230    230      BU2609  20250829  ...    3363       3342      BU
231    231      BU2612  20250829  ...    3322       3295      BU
232    232      BU2703  20250829  ...    3322       3300      BU
233    233      BU2706  20250829  ...    3310       3309      BU
234    234      BR2509  20250829  ...   11845      11830      BR
235    235      BR2510  20250829  ...   11855      11890      BR
236    236      BR2511  20250829  ...   11825      11855      BR
237    237      BR2512  20250829  ...   11810      11825      BR
238    238      BR2601  20250829  ...   11805      11860      BR
239    239      BR2602  20250829  ...   11865      11935      BR
240    240      BR2603  20250829  ...   11855      11840      BR
241    241      BR2604  20250829  ...   11890      11900      BR
242    242      BR2605  20250829  ...   11900      11945      BR
243    243      BR2606  20250829  ...   11870      11985      BR
244    244      BR2607  20250829  ...   12015      12170      BR
245    245      BR2608  20250829  ...   12000      11980      BR
246    246      RU2509  20250829  ...   14870      14915      RU
247    247      RU2510  20250829  ...   14870      14915      RU
248    248      RU2511  20250829  ...   14855      14885      RU
249    249      RU2601  20250829  ...   15830      15880      RU
250    250      RU2603  20250829  ...   15855      15895      RU
251    251      RU2604  20250829  ...   15895      15915      RU
252    252      RU2605  20250829  ...   15915      15965      RU
253    253      RU2606  20250829  ...   16000      16025      RU
254    254      RU2607  20250829  ...   15930      16045      RU
255    255      RU2608  20250829  ...   16095      16095      RU
256    256      NR2509  20250829  ...   12610      12645      NR
257    257      NR2510  20250829  ...   12670      12725      NR
258    258      NR2511  20250829  ...   12705      12770      NR
259    259      NR2512  20250829  ...   12735      12790      NR
260    260      NR2601  20250829  ...   12780      12810      NR
261    261      NR2602  20250829  ...   12765      12830      NR
262    262      NR2603  20250829  ...   12810      12900      NR
263    263      NR2604  20250829  ...   12840      12980      NR
264    264      NR2605  20250829  ...   12860      12985      NR
265    265      NR2606  20250829  ...   12980      12980      NR
266    266      NR2607  20250829  ...   12835      12980      NR
267    267      NR2608  20250829  ...   12890      12960      NR
268    268      SP2509  20250829  ...    4944       4930      SP
269    269      SP2510  20250829  ...    4972       4966      SP
270    270      SP2511  20250829  ...    4994       4980      SP
271    271      SP2512  20250829  ...    5012       4998      SP
272    272      SP2601  20250829  ...    5322       5272      SP
273    273      SP2602  20250829  ...    5312       5256      SP
274    274      SP2603  20250829  ...    5326       5288      SP
275    275      SP2604  20250829  ...    5328       5302      SP
276    276      SP2605  20250829  ...    5346       5306      SP
277    277      SP2606  20250829  ...    5374       5310      SP
278    278      SP2607  20250829  ...    5352       5314      SP
279    279      SP2608  20250829  ...    5358       5334      SP
280    280      EC2510  20250829  ...    1272     1288.7      EC
281    281      EC2512  20250829  ...  1562.6     1580.5      EC
282    282      EC2602  20250829  ...    1406     1412.8      EC
283    283      EC2604  20250829  ...  1210.6     1226.1      EC
284    284      EC2606  20250829  ...  1375.1     1389.5      EC
285    285      EC2608  20250829  ...  1562.7     1578.5      EC
286    287  SC_TAS2510  20250829  ...                     SC_TAS
287    288  SC_TAS2511  20250829  ...                     SC_TAS
288    289  SC_TAS2512  20250829  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 16:26:19,061 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250829   476.7  ...   475.8        473      SC
1       SC2510  20250829   483.4  ...   482.9      481.1      SC
2       SC2511  20250829   484.4  ...   483.7      482.7      SC
3       SC2512  20250829   485.1  ...   483.6      483.1      SC
4       SC2601  20250829   483.6  ...   482.7      483.1      SC
5       SC2602  20250829     483  ...   482.2      482.3      SC
6       SC2603  20250829   480.3  ...   480.7        481      SC
7       SC2604  20250829   479.1  ...   478.4      480.3      SC
8       SC2605  20250829   478.1  ...   478.9        479      SC
9       SC2606  20250829   478.5  ...   476.9        478      SC
10      SC2607  20250829     476  ...     476      477.5      SC
11      SC2608  20250829   477.6  ...   476.5      478.5      SC
12      SC2609  20250829          ...   476.1      476.1      SC
13      SC2612  20250829          ...   480.9      481.2      SC
14      SC2703  20250829   477.6  ...     477      477.3      SC
15      SC2706  20250829   476.5  ...   476.4        473      SC
16      SC2709  20250829     478  ...   474.8      472.8      SC
17      SC2712  20250829   477.7  ...   474.4      471.3      SC
18      SC2803  20250829   471.4  ...   471.4        471      SC
19      SC2806  20250829   467.5  ...     469      468.7      SC
21      LU2509  20250829          ...    3312       3312      LU
22      LU2510  20250829    3500  ...    3483       3495      LU
23      LU2511  20250829    3505  ...    3491       3501      LU
24      LU2512  20250829    3490  ...    3473       3484      LU
25      LU2601  20250829    3471  ...    3454       3466      LU
26      LU2602  20250829    3449  ...    3419       3445      LU
27      LU2603  20250829    3415  ...    3434       3439      LU
28      LU2604  20250829          ...    3415       3415      LU
29      LU2605  20250829    3399  ...    3407       3412      LU
30      LU2606  20250829          ...    3424       3424      LU
31      LU2607  20250829    3406  ...    3412       3417      LU
32      LU2608  20250829          ...    3407       3407      LU
34      NR2509  20250829   12690  ...   12610      12645      NR
35      NR2510  20250829   12770  ...   12670      12725      NR
36      NR2511  20250829   12800  ...   12705      12770      NR
37      NR2512  20250829   12810  ...   12735      12790      NR
38      NR2601  20250829   12830  ...   12780      12810      NR
39      NR2602  20250829   12765  ...   12765      12830      NR
40      NR2603  20250829   12835  ...   12810      12900      NR
41      NR2604  20250829   12845  ...   12840      12980      NR
42      NR2605  20250829   12850  ...   12860      12985      NR
43      NR2606  20250829          ...   12980      12980      NR
44      NR2607  20250829   12835  ...   12835      12980      NR
45      NR2608  20250829   12890  ...   12890      12960      NR
47      BC2509  20250829   69800  ...   70040      69840      BC
48      BC2510  20250829   70160  ...   70260      69940      BC
49      BC2511  20250829   70090  ...   70270      69970      BC
50      BC2512  20250829          ...   70180      70180      BC
51      BC2601  20250829   69980  ...   69980      70100      BC
52      BC2602  20250829          ...   70100      70100      BC
53      BC2603  20250829          ...   70100      70100      BC
54      BC2604  20250829   69390  ...   69390      70100      BC
55      BC2605  20250829   69410  ...   69410      70170      BC
56      BC2606  20250829          ...   69790      69790      BC
57      BC2607  20250829          ...   69370      69370      BC
58      BC2608  20250829          ...   69370      69370      BC
60      EC2510  20250829    1290  ...    1272     1288.7      EC
61      EC2512  20250829  1580.2  ...  1562.6     1580.5      EC
62      EC2602  20250829  1411.5  ...    1406     1412.8      EC
63      EC2604  20250829  1215.1  ...  1210.6     1226.1      EC
64      EC2606  20250829  1372.9  ...  1375.1     1389.5      EC
65      EC2608  20250829  1577.1  ...  1562.7     1578.5      EC
68  SC_TAS2510  20250829          ...                     SC_TAS
69  SC_TAS2511  20250829          ...                     SC_TAS
70  SC_TAS2512  20250829          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-03 16:26:19,126 - future_1d - INFO - ak.get_ine_daily('2025-08-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250829   4106.00  ...   4069.00     4087.00        A
1     a2511  20250829   3927.00  ...   3933.00     3933.00        A
2     a2601  20250829   3914.00  ...   3936.00     3934.00        A
3     a2603  20250829   3936.00  ...   3939.00     3940.00        A
4     a2605  20250829   3975.00  ...   3984.00     3982.00        A
5     a2607  20250829   3984.00  ...   3992.00     3990.00        A
6     b2509  20250829   3664.00  ...   3718.00     3664.00        B
7     b2510  20250829   3680.00  ...   3685.00     3680.00        B
8     b2511  20250829   3722.00  ...   3721.00     3725.00        B
9     b2512  20250829   3754.00  ...   3755.00     3762.00        B
10    b2601  20250829   3746.00  ...   3748.00     3752.00        B
11    b2602  20250829   3727.00  ...   3730.00     3734.00        B
12    b2603  20250829   3692.00  ...   3687.00     3699.00        B
13    b2604  20250829   3595.00  ...   3589.00     3603.00        B
14    b2605  20250829   3538.00  ...   3529.00     3545.00        B
15    b2606  20250829   3511.00  ...   3508.00     3524.00        B
16    b2607  20250829   3514.00  ...   3513.00     3530.00        B
17    b2608  20250829   3601.00  ...   3596.00     3612.00        B
18   bb2509  20250829    136.00  ...    136.00      143.15       BB
19   bb2511  20250829    144.70  ...    144.70      144.00       BB
20   bb2601  20250829    146.65  ...    147.20      147.50       BB
21   bb2603  20250829      0.00  ...    147.00      147.25       BB
22   bb2605  20250829      0.00  ...    140.80      141.05       BB
23   bb2607  20250829      0.00  ...    146.55      146.80       BB
24   bz2603  20250829   6120.00  ...   6065.00     6096.00       BZ
25   bz2604  20250829   6035.00  ...   6037.00     6074.00       BZ
26   bz2605  20250829   6077.00  ...   6067.00     6093.00       BZ
27   bz2606  20250829   6039.00  ...   6039.00     6066.00       BZ
28   bz2607  20250829      0.00  ...   6108.00     6166.00       BZ
29   bz2608  20250829   5901.00  ...   5951.00     6175.00       BZ
30    c2509  20250829   2250.00  ...   2233.00     2244.00        C
31    c2511  20250829   2189.00  ...   2187.00     2178.00        C
32    c2601  20250829   2184.00  ...   2181.00     2177.00        C
33    c2603  20250829   2202.00  ...   2198.00     2195.00        C
34    c2605  20250829   2248.00  ...   2247.00     2243.00        C
35    c2607  20250829   2262.00  ...   2260.00     2256.00        C
36   cs2509  20250829   2524.00  ...   2504.00     2528.00       CS
37   cs2511  20250829   2494.00  ...   2492.00     2484.00       CS
38   cs2601  20250829   2526.00  ...   2527.00     2521.00       CS
39   cs2603  20250829   2537.00  ...   2535.00     2531.00       CS
40   cs2605  20250829   2607.00  ...   2605.00     2601.00       CS
41   cs2607  20250829   2607.00  ...   2609.00     2605.00       CS
42   eb2509  20250829   7136.00  ...   7059.00     7109.00       EB
43   eb2510  20250829   7181.00  ...   7117.00     7148.00       EB
44   eb2511  20250829   7193.00  ...   7133.00     7165.00       EB
45   eb2512  20250829   7218.00  ...   7154.00     7190.00       EB
46   eb2601  20250829   7242.00  ...   7187.00     7218.00       EB
47   eb2602  20250829   7266.00  ...   7210.00     7255.00       EB
48   eb2603  20250829   7294.00  ...   7255.00     7299.00       EB
49   eb2604  20250829   7289.00  ...   7276.00     7318.00       EB
50   eb2605  20250829   7307.00  ...   7290.00     7310.00       EB
51   eb2606  20250829      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250829      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250829      0.00  ...   7350.00     7350.00       EB
54   eg2509  20250829   4424.00  ...   4429.00     4429.00       EG
55   eg2510  20250829   4427.00  ...   4439.00     4437.00       EG
56   eg2511  20250829   4458.00  ...   4453.00     4447.00       EG
57   eg2512  20250829   4469.00  ...   4465.00     4463.00       EG
58   eg2601  20250829   4467.00  ...   4470.00     4464.00       EG
59   eg2602  20250829   4476.00  ...   4476.00     4481.00       EG
60   eg2603  20250829      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250829      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250829   4518.00  ...   4507.00     4505.00       EG
63   eg2606  20250829      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250829      0.00  ...   4507.00     4507.00       EG
65   eg2608  20250829      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250829   1319.00  ...   1342.50     1319.00       FB
67   fb2510  20250829   1279.00  ...   1274.50     1274.50       FB
68   fb2511  20250829   1276.50  ...   1275.50     1274.50       FB
69   fb2512  20250829   1274.00  ...   1270.00     1271.50       FB
70   fb2601  20250829   1270.00  ...   1263.00     1272.00       FB
71   fb2602  20250829   1264.00  ...   1253.00     1265.50       FB
72   fb2603  20250829      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250829      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250829      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250829      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250829      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250829      0.00  ...   1302.50     1302.50       FB
78    i2509  20250829    813.00  ...    808.00      801.50        I
79    i2510  20250829    806.00  ...    804.00      797.00        I
80    i2511  20250829    799.50  ...    799.50      794.50        I
81    i2512  20250829    798.50  ...    795.00      789.00        I
82    i2601  20250829    790.00  ...    787.00      781.50        I
83    i2602  20250829    784.50  ...    781.50      774.50        I
84    i2603  20250829    779.00  ...    775.00      770.50        I
85    i2604  20250829    774.00  ...    770.00      765.50        I
86    i2605  20250829    765.00  ...    763.50      758.50        I
87    i2606  20250829    760.50  ...    757.50      752.50        I
88    i2607  20250829    758.00  ...    754.00      750.00        I
89    i2608  20250829    753.50  ...    750.00      746.00        I
90    j2509  20250829   1584.50  ...   1532.00     1584.50        J
91    j2510  20250829   1620.50  ...   1571.00     1612.00        J
92    j2511  20250829   1646.00  ...   1602.00     1633.50        J
93    j2512  20250829   1648.50  ...   1622.50     1642.50        J
94    j2601  20250829   1672.50  ...   1653.00     1657.50        J
95    j2602  20250829   1683.50  ...   1671.00     1674.50        J
96    j2603  20250829   1680.50  ...   1683.00     1689.00        J
97    j2604  20250829   1734.00  ...   1729.50     1752.50        J
98    j2605  20250829   1766.00  ...   1745.00     1743.00        J
99    j2606  20250829   1760.50  ...   1760.00     1779.00        J
100   j2607  20250829      0.00  ...   1770.00     1804.00        J
101   j2608  20250829      0.00  ...   1771.00     1802.50        J
102  jd2509  20250829   2840.00  ...   2850.00     2848.00       JD
103  jd2510  20250829   2929.00  ...   2935.00     2951.00       JD
104  jd2511  20250829   2947.00  ...   2962.00     2981.00       JD
105  jd2512  20250829   3087.00  ...   3122.00     3101.00       JD
106  jd2601  20250829   3300.00  ...   3320.00     3314.00       JD
107  jd2602  20250829   3065.00  ...   3079.00     3075.00       JD
108  jd2603  20250829   3080.00  ...   3092.00     3093.00       JD
109  jd2604  20250829   3245.00  ...   3256.00     3276.00       JD
110  jd2605  20250829   3368.00  ...   3366.00     3390.00       JD
111  jd2606  20250829   3170.00  ...   3178.00     3205.00       JD
112  jd2607  20250829   3345.00  ...   3373.00     3398.00       JD
113  jd2608  20250829   3702.00  ...   3735.00     3804.00       JD
114  jm2509  20250829   1025.00  ...    990.00     1005.50       JM
115  jm2510  20250829   1040.00  ...   1019.50     1028.50       JM
116  jm2511  20250829   1087.50  ...   1070.50     1076.00       JM
117  jm2512  20250829   1140.50  ...   1116.50     1117.00       JM
118  jm2601  20250829   1178.00  ...   1156.50     1152.50       JM
119  jm2602  20250829   1192.50  ...   1172.00     1169.00       JM
120  jm2603  20250829   1206.50  ...   1184.00     1178.50       JM
121  jm2604  20250829   1211.00  ...   1189.50     1189.00       JM
122  jm2605  20250829   1223.50  ...   1199.50     1194.00       JM
123  jm2606  20250829   1228.00  ...   1206.50     1206.50       JM
124  jm2607  20250829   1240.00  ...   1219.00     1209.50       JM
125  jm2608  20250829   1237.00  ...   1225.00     1222.50       JM
126   l2509  20250829   7317.00  ...   7276.00     7303.00        L
127   l2510  20250829   7327.00  ...   7291.00     7322.00        L
128   l2511  20250829   7350.00  ...   7307.00     7338.00        L
129   l2512  20250829   7361.00  ...   7321.00     7350.00        L
130   l2601  20250829   7358.00  ...   7317.00     7352.00        L
131   l2602  20250829   7349.00  ...   7306.00     7345.00        L
132   l2603  20250829   7336.00  ...   7316.00     7351.00        L
133   l2604  20250829   7357.00  ...   7326.00     7379.00        L
134   l2605  20250829   7371.00  ...   7317.00     7354.00        L
135   l2606  20250829   7500.00  ...   7363.00     7354.00        L
136   l2607  20250829   7313.00  ...   7308.00     7365.00        L
137   l2608  20250829   7243.00  ...   7321.00     7408.00        L
138  lg2509  20250829    795.00  ...    783.50      788.50       LG
139  lg2511  20250829    819.00  ...    820.50      815.50       LG
140  lg2601  20250829    836.00  ...    835.50      830.00       LG
141  lg2603  20250829    840.50  ...    839.50      834.00       LG
142  lg2605  20250829    839.50  ...    840.00      833.50       LG
143  lg2607  20250829    839.00  ...    840.00      834.00       LG
144  lh2509  20250829  13310.00  ...  13095.00    13350.00       LH
145  lh2511  20250829  13630.00  ...  13580.00    13635.00       LH
146  lh2601  20250829  13970.00  ...  13910.00    13985.00       LH
147  lh2603  20250829  13160.00  ...  13125.00    13165.00       LH
148  lh2605  20250829  13535.00  ...  13530.00    13560.00       LH
149  lh2607  20250829  14120.00  ...  14115.00    14115.00       LH
150   m2509  20250829   2983.00  ...   3002.00     2992.00        M
151   m2511  20250829   3006.00  ...   3020.00     3012.00        M
152   m2512  20250829   3048.00  ...   3056.00     3054.00        M
153   m2601  20250829   3040.00  ...   3047.00     3046.00        M
154   m2603  20250829   2986.00  ...   2984.00     2992.00        M
155   m2605  20250829   2815.00  ...   2811.00     2821.00        M
156   m2607  20250829   2808.00  ...   2800.00     2815.00        M
157   m2608  20250829   2933.00  ...   2927.00     2945.00        M
158   p2509  20250829   9350.00  ...   9310.00     9388.00        P
159   p2510  20250829   9388.00  ...   9320.00     9466.00        P
160   p2511  20250829   9398.00  ...   9316.00     9454.00        P
161   p2512  20250829   9418.00  ...   9330.00     9466.00        P
162   p2601  20250829   9438.00  ...   9348.00     9476.00        P
163   p2602  20250829   9402.00  ...   9310.00     9410.00        P
164   p2603  20250829   9350.00  ...   9248.00     9370.00        P
165   p2604  20250829   9266.00  ...   9208.00     9304.00        P
166   p2605  20250829   9160.00  ...   9106.00     9214.00        P
167   p2606  20250829   9026.00  ...   9004.00     9116.00        P
168   p2607  20250829   8930.00  ...   8890.00     8980.00        P
169   p2608  20250829   8870.00  ...   8870.00     8900.00        P
170  pg2509  20250829   3813.00  ...   3727.00     3859.00       PG
171  pg2510  20250829   4414.00  ...   4366.00     4422.00       PG
172  pg2511  20250829   4344.00  ...   4289.00     4334.00       PG
173  pg2512  20250829   4284.00  ...   4233.00     4275.00       PG
174  pg2601  20250829   4219.00  ...   4174.00     4218.00       PG
175  pg2602  20250829   4137.00  ...   4110.00     4147.00       PG
176  pg2603  20250829   4044.00  ...   4028.00     4055.00       PG
177  pg2604  20250829   4353.00  ...   4336.00     4358.00       PG
178  pg2605  20250829   4277.00  ...   4242.00     4268.00       PG
179  pg2606  20250829   4209.00  ...   4194.00     4209.00       PG
180  pg2607  20250829   4113.00  ...   4136.00     4126.00       PG
181  pg2608  20250829   4100.00  ...   4090.00     4141.00       PG
182  pp2509  20250829   6957.00  ...   6911.00     6952.00       PP
183  pp2510  20250829   6961.00  ...   6941.00     6959.00       PP
184  pp2511  20250829   6992.00  ...   6962.00     6981.00       PP
185  pp2512  20250829   7011.00  ...   6983.00     7001.00       PP
186  pp2601  20250829   7020.00  ...   6992.00     7013.00       PP
187  pp2602  20250829   7002.00  ...   6969.00     6993.00       PP
188  pp2603  20250829   6980.00  ...   6963.00     6982.00       PP
189  pp2604  20250829   7014.00  ...   6998.00     7001.00       PP
190  pp2605  20250829   7038.00  ...   7011.00     7028.00       PP
191  pp2606  20250829   6999.00  ...   6987.00     7010.00       PP
192  pp2607  20250829   6974.00  ...   6949.00     6983.00       PP
193  pp2608  20250829   6983.00  ...   6969.00     6985.00       PP
194  rr2509  20250829   3560.00  ...   3558.00     3554.00       RR
195  rr2510  20250829   3613.00  ...   3611.00     3610.00       RR
196  rr2511  20250829   3612.00  ...   3612.00     3611.00       RR
197  rr2512  20250829   3606.00  ...   3607.00     3602.00       RR
198  rr2601  20250829   3623.00  ...   3619.00     3619.00       RR
199  rr2602  20250829   3603.00  ...   3609.00     3604.00       RR
200  rr2603  20250829   3596.00  ...   3602.00     3610.00       RR
201  rr2604  20250829      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250829   3595.00  ...   3595.00     3615.00       RR
203  rr2606  20250829      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250829      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250829      0.00  ...   3625.00     3625.00       RR
206   v2509  20250829   4802.00  ...   4748.00     4785.00        V
207   v2510  20250829   4830.00  ...   4796.00     4829.00        V
208   v2511  20250829   4878.00  ...   4831.00     4865.00        V
209   v2512  20250829   4904.00  ...   4872.00     4903.00        V
210   v2601  20250829   4949.00  ...   4909.00     4934.00        V
211   v2602  20250829   4984.00  ...   4949.00     4970.00        V
212   v2603  20250829   5010.00  ...   4973.00     5002.00        V
213   v2604  20250829   5193.00  ...   5175.00     5205.00        V
214   v2605  20250829   5249.00  ...   5206.00     5239.00        V
215   v2606  20250829   5260.00  ...   5239.00     5257.00        V
216   v2607  20250829   5321.00  ...   5271.00     5297.00        V
217   v2608  20250829   5302.00  ...   5292.00     5322.00        V
218   y2509  20250829   8460.00  ...   8414.00     8452.00        Y
219   y2511  20250829   8416.00  ...   8388.00     8418.00        Y
220   y2512  20250829   8438.00  ...   8410.00     8442.00        Y
221   y2601  20250829   8392.00  ...   8358.00     8390.00        Y
222   y2603  20250829   8338.00  ...   8304.00     8342.00        Y
223   y2605  20250829   8116.00  ...   8076.00     8114.00        Y
224   y2607  20250829   8072.00  ...   8036.00     8068.00        Y
225   y2608  20250829   7980.00  ...   7992.00     8038.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:19,651 - future_1d - INFO - ak.get_dce_daily('2025-08-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250829  6960.000  ...  6983.400    6920.400       IC
1   IC2510  20250829  6934.600  ...  6935.200    6883.200       IC
2   IC2512  20250829  6821.800  ...  6828.400    6778.800       IC
3   IC2603  20250829  6700.000  ...  6682.600    6644.400       IC
4   IF2509  20250829  4452.200  ...  4502.600    4436.600       IF
5   IF2510  20250829  4450.000  ...  4496.600    4428.800       IF
6   IF2512  20250829  4441.000  ...  4481.800    4417.600       IF
7   IF2603  20250829  4414.000  ...  4459.000    4398.000       IF
8   IH2509  20250829  2952.800  ...  2978.600    2945.000       IH
9   IH2510  20250829  2957.800  ...  2974.800    2943.800       IH
10  IH2512  20250829  2955.200  ...  2978.800    2946.800       IH
11  IH2603  20250829  2961.200  ...  2981.200    2950.600       IH
12  IM2509  20250829  7357.800  ...  7353.800    7322.400       IM
13  IM2510  20250829  7314.800  ...  7294.800    7268.800       IM
14  IM2512  20250829  7179.000  ...  7165.600    7149.400       IM
15  IM2603  20250829  7017.000  ...  6986.400    6982.000       IM
16   T2509  20250829   108.050  ...   108.055     108.035        T
17   T2512  20250829   107.795  ...   107.820     107.805        T
18   T2603  20250829   107.560  ...   107.585     107.570        T
19  TF2509  20250829   105.610  ...   105.655     105.610       TF
20  TF2512  20250829   105.460  ...   105.515     105.470       TF
21  TF2603  20250829   105.395  ...   105.410     105.380       TF
22  TL2509  20250829   116.960  ...   117.020     117.010       TL
23  TL2512  20250829   116.480  ...   116.560     116.540       TL
24  TL2603  20250829   116.110  ...   116.230     116.190       TL
25  TS2509  20250829   102.326  ...   102.348     102.314       TS
26  TS2512  20250829   102.374  ...   102.420     102.374       TS
27  TS2603  20250829   102.302  ...   102.354     102.328       TS

[28 rows x 12 columns]
2025-09-03 16:26:20,048 - future_1d - INFO - ak.get_cffex_daily('2025-08-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250829  49300.0  ...  49520.0     49140.0       PS
1   PS2510  20250829  49770.0  ...  49540.0     49105.0       PS
2   PS2511  20250829  49400.0  ...  49310.0     48960.0       PS
3   PS2512  20250829  52100.0  ...  51880.0     51510.0       PS
4   PS2601  20250829  51875.0  ...  51940.0     51590.0       PS
5   PS2602  20250829  52020.0  ...  52110.0     51675.0       PS
6   PS2603  20250829  51790.0  ...  51900.0     51790.0       PS
7   PS2604  20250829  52405.0  ...  52415.0     52060.0       PS
8   PS2605  20250829  52300.0  ...  52400.0     52025.0       PS
9   PS2606  20250829  54715.0  ...  54890.0     54580.0       PS
10  PS2607  20250829  54760.0  ...  55050.0     54715.0       PS
11  PS2608  20250829  54945.0  ...  55120.0     54700.0       PS
13  SI2509  20250829   8445.0  ...   8365.0      8445.0       SI
14  SI2510  20250829   8490.0  ...   8425.0      8490.0       SI
15  SI2511  20250829   8515.0  ...   8420.0      8500.0       SI
16  SI2512  20250829   8885.0  ...   8790.0      8875.0       SI
17  SI2601  20250829   8855.0  ...   8785.0      8850.0       SI
18  SI2602  20250829   8865.0  ...   8775.0      8845.0       SI
19  SI2603  20250829   8905.0  ...   8790.0      8870.0       SI
20  SI2604  20250829   8835.0  ...   8795.0      8880.0       SI
21  SI2605  20250829   8885.0  ...   8810.0      8865.0       SI
22  SI2606  20250829   8900.0  ...   8815.0      8845.0       SI
23  SI2607  20250829   8910.0  ...   8845.0      8855.0       SI
24  SI2608  20250829   8835.0  ...   8810.0      8840.0       SI
27  LC2509  20250829  77420.0  ...  77620.0     77120.0       LC
28  LC2510  20250829  77940.0  ...  77740.0     77040.0       LC
29  LC2511  20250829  77800.0  ...  77680.0     76880.0       LC
30  LC2512  20250829  77160.0  ...  77320.0     76420.0       LC
31  LC2601  20250829  76860.0  ...  77080.0     76140.0       LC
32  LC2602  20250829  76680.0  ...  76700.0     75700.0       LC
33  LC2603  20250829  75940.0  ...  76260.0     75520.0       LC
34  LC2604  20250829  76580.0  ...  76180.0     75480.0       LC
35  LC2605  20250829  75900.0  ...  76060.0     75340.0       LC
36  LC2606  20250829  75680.0  ...  75820.0     75080.0       LC
37  LC2607  20250829  75680.0  ...  75740.0     75020.0       LC
38  LC2608  20250829  75880.0  ...  76280.0     75280.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:20,274 - future_1d - INFO - ak.get_gfex_daily('2025-08-29') done
2025-09-03 16:26:22,025 - future_1d - INFO - save future_daily 2025-08-29 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250901   8358.0   8387.0  ...   318117.23   8357.0      8360.0       AP
1    AP511  20250901   8168.0   8192.0  ...     3298.83   8155.0      8144.0       AP
2    AP512  20250901   8209.0   8216.0  ...      188.40   8191.0      8196.0       AP
3    AP601  20250901   8320.0   8320.0  ...   124304.06   8263.0      8258.0       AP
4    AP603  20250901   8130.0   8175.0  ...      154.63   8139.0      8142.0       AP
5    AP604  20250901   8189.0   8189.0  ...       24.51   8170.0      8122.0       AP
6    AP605  20250901   8209.0   8238.0  ...     1223.76   8213.0      8209.0       AP
7    CF509  20250901  13740.0  13770.0  ...    31148.61  13620.0     13795.0       CF
8    CF511  20250901  14040.0  14045.0  ...   444482.21  13850.0     14105.0       CF
9    CF601  20250901  14240.0  14240.0  ...  4050478.47  14020.0     14260.0       CF
10   CF603  20250901  14205.0  14205.0  ...     8473.39  13980.0     14225.0       CF
11   CF605  20250901  14200.0  14200.0  ...   258875.66  13995.0     14205.0       CF
12   CF607  20250901  14155.0  14185.0  ...     3453.32  13955.0     14210.0       CF
13   CJ509  20250901  10355.0  10405.0  ...      442.76  10295.0     10180.0       CJ
14   CJ512  20250901  11385.0  11450.0  ...    12308.60  11310.0     11340.0       CJ
15   CJ601  20250901  11500.0  11570.0  ...   798961.76  11425.0     11460.0       CJ
16   CJ603  20250901  11540.0  11600.0  ...    10542.59  11470.0     11500.0       CJ
17   CJ605  20250901  11685.0  11720.0  ...   123677.86  11585.0     11615.0       CJ
18   CJ607  20250901  11805.0  11870.0  ...     1696.21  11740.0     11770.0       CJ
19   CY509  20250901  20205.0  20550.0  ...      252.53  20200.0     20335.0       CY
20   CY510  20250901      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250901  20165.0  20165.0  ...   113780.65  19955.0     20180.0       CY
22   CY512  20250901      0.0      0.0  ...        0.00  19870.0     20005.0       CY
23   CY601  20250901  20225.0  20225.0  ...     6081.41  19970.0     20235.0       CY
24   CY602  20250901      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250901      0.0      0.0  ...        0.00  20365.0     20365.0       CY
26   CY604  20250901      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250901  20285.0  20285.0  ...       20.26  20255.0     20455.0       CY
28   CY606  20250901      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250901      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250901      0.0      0.0  ...        0.00  20280.0     20295.0       CY
31   FG509  20250901    994.0    994.0  ...    11302.46    966.0       970.0       FG
32   FG510  20250901   1079.0   1079.0  ...    75779.37   1063.0      1066.0       FG
33   FG511  20250901   1073.0   1073.0  ...   170235.11   1054.0      1066.0       FG
34   FG512  20250901   1180.0   1180.0  ...    94216.34   1153.0      1173.0       FG
35   FG601  20250901   1181.0   1181.0  ...  4743107.13   1147.0      1173.0       FG
36   FG602  20250901   1224.0   1226.0  ...    12944.80   1195.0      1224.0       FG
37   FG603  20250901   1235.0   1235.0  ...     3072.60   1200.0      1225.0       FG
38   FG604  20250901   1276.0   1276.0  ...     1259.95   1250.0      1271.0       FG
39   FG605  20250901   1275.0   1276.0  ...   114806.45   1243.0      1266.0       FG
40   FG606  20250901   1295.0   1297.0  ...      993.44   1274.0      1292.0       FG
41   FG607  20250901   1293.0   1293.0  ...     1559.25   1268.0      1283.0       FG
42   FG608  20250901   1305.0   1313.0  ...      732.67   1299.0      1312.0       FG
43   JR509  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250901   2210.0   2226.0  ...     6824.51   2201.0      2214.0       MA
53   MA510  20250901   2260.0   2291.0  ...    41040.84   2260.0      2267.0       MA
54   MA511  20250901   2287.0   2315.0  ...   107240.23   2282.0      2295.0       MA
55   MA512  20250901   2341.0   2359.0  ...    40120.93   2330.0      2344.0       MA
56   MA601  20250901   2366.0   2387.0  ...  1429798.88   2359.0      2370.0       MA
57   MA602  20250901   2385.0   2400.0  ...     4893.22   2373.0      2390.0       MA
58   MA603  20250901   2384.0   2401.0  ...      228.59   2381.0      2388.0       MA
59   MA604  20250901   2381.0   2401.0  ...       42.69   2372.0      2381.0       MA
60   MA605  20250901   2374.0   2392.0  ...    61944.54   2370.0      2378.0       MA
61   MA606  20250901   2374.0   2401.0  ...       11.90   2379.0      2383.0       MA
62   MA607  20250901   2377.0   2390.0  ...       42.74   2374.0      2381.0       MA
63   MA608  20250901   2379.0   2387.0  ...       26.08   2371.0      2378.0       MA
64   OI509  20250901   9968.0  10030.0  ...     6410.33   9954.0      9968.0       OI
65   OI511  20250901   9894.0   9962.0  ...   534901.85   9887.0      9895.0       OI
66   OI601  20250901   9779.0   9848.0  ...  2787676.91   9780.0      9782.0       OI
67   OI603  20250901   9704.0   9769.0  ...     5348.30   9707.0      9707.0       OI
68   OI605  20250901   9625.0   9682.0  ...    48080.79   9622.0      9627.0       OI
69   OI607  20250901   9543.0   9642.0  ...      230.76   9615.0      9587.0       OI
70   PF509  20250901   6396.0   6416.0  ...     1451.56   6382.0      6378.0       PF
71   PF510  20250901   6504.0   6528.0  ...   340052.39   6488.0      6486.0       PF
72   PF511  20250901   6482.0   6500.0  ...   359367.76   6466.0      6468.0       PF
73   PF512  20250901   6468.0   6482.0  ...   218205.14   6448.0      6456.0       PF
74   PF601  20250901   6488.0   6504.0  ...    63957.56   6482.0      6474.0       PF
75   PF602  20250901   6498.0   6516.0  ...    18023.18   6492.0      6486.0       PF
76   PF603  20250901   6512.0   6520.0  ...       81.27   6502.0      6490.0       PF
77   PF604  20250901   6524.0   6542.0  ...       32.62   6524.0      6554.0       PF
78   PF605  20250901   6558.0   6564.0  ...       32.72   6546.0      6538.0       PF
79   PF606  20250901   6564.0   6564.0  ...       13.09   6546.0      6556.0       PF
80   PF607  20250901   6560.0   6560.0  ...        9.81   6544.0      6540.0       PF
81   PF608  20250901      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250901   7972.0   8026.0  ...    41846.97   8002.0      7990.0       PK
83   PK511  20250901   7770.0   7836.0  ...   283223.14   7808.0      7792.0       PK
84   PK512  20250901   7800.0   7828.0  ...    93264.50   7808.0      7808.0       PK
85   PK601  20250901   7864.0   7874.0  ...    25634.11   7864.0      7860.0       PK
86   PK603  20250901   7858.0   7880.0  ...       39.37   7874.0      7864.0       PK
87   PK604  20250901   7862.0   7888.0  ...      165.50   7882.0      7878.0       PK
88   PK605  20250901   7868.0   7884.0  ...     2291.67   7876.0      7870.0       PK
89   PL601  20250901   6420.0   6427.0  ...    65642.86   6394.0      6425.0       PL
90   PL602  20250901   6433.0   6451.0  ...      976.92   6427.0      6445.0       PL
91   PL603  20250901   6432.0   6432.0  ...      538.68   6413.0      6421.0       PL
92   PL604  20250901   6440.0   6440.0  ...       12.88   6440.0      6443.0       PL
93   PL605  20250901   6358.0   6408.0  ...      178.40   6371.0      6362.0       PL
94   PL606  20250901      0.0      0.0  ...        0.00   6430.0      6422.0       PL
95   PL607  20250901      0.0      0.0  ...        0.00   6428.0      6428.0       PL
96   PL608  20250901      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250901   5800.0   5832.0  ...     2311.49   5816.0      5832.0       PR
104  PR510  20250901   5976.0   5988.0  ...    68483.16   5952.0      5966.0       PR
105  PR511  20250901   5980.0   5980.0  ...   448712.15   5940.0      5954.0       PR
106  PR512  20250901   5966.0   5974.0  ...   259553.09   5946.0      5952.0       PR
107  PR601  20250901   5972.0   5980.0  ...    38453.43   5952.0      5970.0       PR
108  PR602  20250901      0.0      0.0  ...        0.00   5998.0      6002.0       PR
109  PR603  20250901      0.0      0.0  ...        0.00   6002.0      6006.0       PR
110  PR604  20250901      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250901   6002.0   6002.0  ...        9.00   6002.0      6022.0       PR
112  PR606  20250901   6006.0   6006.0  ...        9.01   6006.0      6050.0       PR
113  PR607  20250901      0.0      0.0  ...        0.00   6018.0      6022.0       PR
114  PR608  20250901   5960.0   5996.0  ...       17.93   5978.0      6026.0       PR
115  PX509  20250901   6712.0   6858.0  ...     1628.14   6714.0      6866.0       PX
116  PX510  20250901   6918.0   6918.0  ...    39766.41   6882.0      6866.0       PX
117  PX511  20250901   6886.0   6890.0  ...   553113.93   6854.0      6844.0       PX
118  PX512  20250901   6856.0   6856.0  ...    98159.01   6816.0      6812.0       PX
119  PX601  20250901   6822.0   6826.0  ...   113607.60   6788.0      6792.0       PX
120  PX602  20250901   6798.0   6818.0  ...    24557.59   6792.0      6800.0       PX
121  PX603  20250901      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250901      0.0      0.0  ...        0.00   6808.0      6812.0       PX
123  PX605  20250901   6780.0   6812.0  ...      261.25   6786.0      6802.0       PX
124  PX606  20250901   6784.0   6784.0  ...        3.39   6784.0      6786.0       PX
125  PX607  20250901   6788.0   6816.0  ...       23.82   6806.0      6790.0       PX
126  PX608  20250901   6908.0   6908.0  ...        3.45   6908.0      6826.0       PX
127  RI509  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250901   2554.0   2575.0  ...     1268.11   2562.0      2554.0       RM
134  RM511  20250901   2546.0   2571.0  ...    20442.11   2558.0      2543.0       RM
135  RM601  20250901   2509.0   2530.0  ...   833339.36   2511.0      2496.0       RM
136  RM603  20250901   2415.0   2425.0  ...    14106.80   2412.0      2405.0       RM
137  RM605  20250901   2418.0   2426.0  ...   116202.97   2414.0      2411.0       RM
138  RM607  20250901   2407.0   2414.0  ...     5554.31   2401.0      2396.0       RM
139  RM608  20250901   2484.0   2492.0  ...      473.75   2480.0      2457.0       RM
140  RS509  20250901   4750.0   4750.0  ...       66.50   4750.0      4675.0       RS
141  RS511  20250901   5106.0   5106.0  ...       10.21   5106.0      5156.0       RS
142  RS607  20250901      0.0      0.0  ...        0.00   5550.0      5550.0       RS
143  RS608  20250901      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250901   1198.0   1198.0  ...    10688.91   1152.0      1170.0       SA
145  SA510  20250901   1230.0   1230.0  ...    66233.37   1202.0      1222.0       SA
146  SA511  20250901   1225.0   1228.0  ...   267213.34   1207.0      1228.0       SA
147  SA512  20250901   1282.0   1285.0  ...   132632.63   1260.0      1290.0       SA
148  SA601  20250901   1296.0   1296.0  ...  3883759.21   1270.0      1298.0       SA
149  SA602  20250901   1323.0   1324.0  ...    33343.12   1296.0      1324.0       SA
150  SA603  20250901   1330.0   1330.0  ...     8113.11   1305.0      1327.0       SA
151  SA604  20250901   1365.0   1366.0  ...     1914.88   1347.0      1368.0       SA
152  SA605  20250901   1373.0   1373.0  ...   119487.33   1348.0      1370.0       SA
153  SA606  20250901   1375.0   1375.0  ...     1748.07   1357.0      1377.0       SA
154  SA607  20250901   1381.0   1381.0  ...     1842.91   1361.0      1378.0       SA
155  SA608  20250901   1402.0   1402.0  ...      714.33   1390.0      1404.0       SA
156  SF509  20250901   5450.0   5450.0  ...     3511.62   5398.0      5364.0       SF
157  SF510  20250901   5336.0   5364.0  ...    50322.28   5308.0      5382.0       SF
158  SF511  20250901   5526.0   5544.0  ...   580676.15   5486.0      5566.0       SF
159  SF512  20250901   5494.0   5498.0  ...    65521.15   5444.0      5542.0       SF
160  SF601  20250901   5498.0   5500.0  ...   182908.31   5452.0      5538.0       SF
161  SF602  20250901   5452.0   5466.0  ...    22770.98   5418.0      5502.0       SF
162  SF603  20250901   5622.0   5648.0  ...      215.67   5602.0      5694.0       SF
163  SF604  20250901   5584.0   5628.0  ...       11.18   5592.0      5676.0       SF
164  SF605  20250901   5634.0   5634.0  ...     2429.86   5592.0      5674.0       SF
165  SF606  20250901   5602.0   5602.0  ...      172.37   5560.0      5638.0       SF
166  SF607  20250901   5784.0   5784.0  ...      108.79   5726.0      5786.0       SF
167  SF608  20250901   5784.0   5784.0  ...       37.14   5714.0      5784.0       SF
168  SH509  20250901   2482.0   2568.0  ...     1236.00   2512.0      2495.0       SH
169  SH510  20250901   2635.0   2717.0  ...   354916.60   2669.0      2622.0       SH
170  SH511  20250901   2669.0   2764.0  ...  1102451.44   2705.0      2649.0       SH
171  SH512  20250901   2687.0   2769.0  ...   298006.25   2714.0      2673.0       SH
172  SH601  20250901   2670.0   2736.0  ...  5424223.30   2690.0      2660.0       SH
173  SH602  20250901   2684.0   2741.0  ...    77792.76   2694.0      2675.0       SH
174  SH603  20250901   2690.0   2748.0  ...     8104.42   2715.0      2687.0       SH
175  SH604  20250901   2728.0   2785.0  ...     1645.94   2757.0      2738.0       SH
176  SH605  20250901   2752.0   2797.0  ...    72415.78   2765.0      2753.0       SH
177  SH606  20250901   2758.0   2794.0  ...      556.56   2769.0      2762.0       SH
178  SH607  20250901   2751.0   2775.0  ...      181.83   2755.0      2747.0       SH
179  SH608  20250901   2755.0   2789.0  ...      447.82   2764.0      2752.0       SH
180  SM509  20250901   5672.0   5672.0  ...     9524.38   5624.0      5678.0       SM
181  SM510  20250901   5658.0   5658.0  ...    33322.25   5622.0      5692.0       SM
182  SM511  20250901   5700.0   5770.0  ...   134900.58   5704.0      5770.0       SM
183  SM512  20250901   5750.0   5750.0  ...    45444.14   5714.0      5772.0       SM
184  SM601  20250901   5750.0   5754.0  ...   541526.24   5716.0      5786.0       SM
185  SM602  20250901   5736.0   5752.0  ...    26467.44   5732.0      5800.0       SM
186  SM603  20250901   5744.0   5758.0  ...      112.00   5744.0      5806.0       SM
187  SM604  20250901      0.0      0.0  ...        0.00   5778.0      5810.0       SM
188  SM605  20250901   5798.0   5798.0  ...     8068.68   5760.0      5830.0       SM
189  SM606  20250901   5768.0   5770.0  ...       28.78   5756.0      5824.0       SM
190  SM607  20250901   5812.0   5812.0  ...      112.78   5784.0      5844.0       SM
191  SM608  20250901   5828.0   5830.0  ...       43.52   5804.0      5874.0       SM
192  SR509  20250901   5581.0   5630.0  ...     1773.13   5611.0      5598.0       SR
193  SR511  20250901   5582.0   5601.0  ...   153323.50   5588.0      5586.0       SR
194  SR601  20250901   5600.0   5612.0  ...   784954.64   5602.0      5600.0       SR
195  SR603  20250901   5580.0   5590.0  ...     1908.89   5582.0      5579.0       SR
196  SR605  20250901   5565.0   5574.0  ...    26958.98   5567.0      5560.0       SR
197  SR607  20250901   5563.0   5570.0  ...      862.35   5564.0      5556.0       SR
198  TA509  20250901   4762.0   4762.0  ...    32404.11   4720.0      4718.0       TA
199  TA510  20250901   4772.0   4784.0  ...   154615.01   4756.0      4762.0       TA
200  TA511  20250901   4764.0   4784.0  ...   139832.74   4758.0      4766.0       TA
201  TA512  20250901   4782.0   4790.0  ...    58866.19   4766.0      4768.0       TA
202  TA601  20250901   4790.0   4794.0  ...  1258698.51   4770.0      4774.0       TA
203  TA602  20250901   4794.0   4800.0  ...    15056.82   4778.0      4800.0       TA
204  TA603  20250901   4810.0   4812.0  ...      198.79   4790.0      4814.0       TA
205  TA604  20250901      0.0      0.0  ...        0.00   4806.0      4812.0       TA
206  TA605  20250901   4826.0   4832.0  ...    33991.04   4804.0      4812.0       TA
207  TA606  20250901      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250901   4834.0   4834.0  ...        4.82   4822.0      4846.0       TA
209  TA608  20250901      0.0      0.0  ...        0.00   4842.0      4858.0       TA
210  UR509  20250901   1707.0   1707.0  ...     1233.43   1671.0      1688.0       UR
211  UR510  20250901   1696.0   1699.0  ...    13660.85   1688.0      1708.0       UR
212  UR511  20250901   1736.0   1744.0  ...    33786.51   1732.0      1746.0       UR
213  UR512  20250901   1729.0   1744.0  ...    15810.96   1734.0      1748.0       UR
214  UR601  20250901   1742.0   1750.0  ...   636251.78   1737.0      1750.0       UR
215  UR602  20250901   1737.0   1745.0  ...      582.79   1734.0      1746.0       UR
216  UR603  20250901   1778.0   1789.0  ...      188.50   1778.0      1786.0       UR
217  UR604  20250901   1779.0   1779.0  ...       10.66   1777.0      1787.0       UR
218  UR605  20250901   1783.0   1791.0  ...    19103.11   1780.0      1790.0       UR
219  UR606  20250901   1779.0   1779.0  ...      120.60   1774.0      1784.0       UR
220  UR607  20250901   1787.0   1795.0  ...      125.26   1789.0      1796.0       UR
221  UR608  20250901   1784.0   1792.0  ...       35.71   1785.0      1791.0       UR
222  WH509  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:30,729 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250901  ...   79750      79200      CU
1        1      CU2510  20250901  ...   79710      79220      CU
2        2      CU2511  20250901  ...   79690      79220      CU
3        3      CU2512  20250901  ...   79620      79160      CU
4        4      CU2601  20250901  ...   79580      79160      CU
5        5      CU2602  20250901  ...   79580      79090      CU
6        6      CU2603  20250901  ...   79620      79070      CU
7        7      CU2604  20250901  ...   79640      79230      CU
8        8      CU2605  20250901  ...   79620      79140      CU
9        9      CU2606  20250901  ...   79610      79240      CU
10      10      CU2607  20250901  ...   79660      79180      CU
11      11      CU2608  20250901  ...   79660      79240      CU
12      12      BC2509  20250901  ...   70580      70040      BC
13      13      BC2510  20250901  ...   70760      70260      BC
14      14      BC2511  20250901  ...   70750      70270      BC
15      15      BC2512  20250901  ...   70740      70180      BC
16      16      BC2601  20250901  ...   70590      69980      BC
17      17      BC2602  20250901  ...   70400      70100      BC
18      18      BC2603  20250901  ...   71470      70100      BC
19      19      BC2604  20250901  ...   70370      69390      BC
20      20      BC2605  20250901  ...   70370      69410      BC
21      21      BC2606  20250901  ...   70210      69790      BC
22      22      BC2607  20250901  ...   70130      69370      BC
23      23      BC2608  20250901  ...   70100      69370      BC
24      24      AL2509  20250901  ...   20675      20740      AL
25      25      AL2510  20250901  ...   20670      20730      AL
26      26      AL2511  20250901  ...   20650      20715      AL
27      27      AL2512  20250901  ...   20625      20695      AL
28      28      AL2601  20250901  ...   20605      20680      AL
29      29      AL2602  20250901  ...   20610      20685      AL
30      30      AL2603  20250901  ...   20655      20710      AL
31      31      AL2604  20250901  ...   20680      20720      AL
32      32      AL2605  20250901  ...   20690      20750      AL
33      33      AL2606  20250901  ...   20695      20755      AL
34      34      AL2607  20250901  ...   20700      20755      AL
35      35      AL2608  20250901  ...   20715      20745      AL
36      36      ZN2509  20250901  ...   22155      22080      ZN
37      37      ZN2510  20250901  ...   22195      22095      ZN
38      38      ZN2511  20250901  ...   22180      22095      ZN
39      39      ZN2512  20250901  ...   22190      22105      ZN
40      40      ZN2601  20250901  ...   22200      22110      ZN
41      41      ZN2602  20250901  ...   22195      22120      ZN
42      42      ZN2603  20250901  ...   22225      22180      ZN
43      43      ZN2604  20250901  ...   22250      22180      ZN
44      44      ZN2605  20250901  ...   22285      22195      ZN
45      45      ZN2606  20250901  ...   22265      22170      ZN
46      46      ZN2607  20250901  ...   22275      22170      ZN
47      47      ZN2608  20250901  ...   22295      22190      ZN
48      48      PB2509  20250901  ...   16795      16810      PB
49      49      PB2510  20250901  ...   16840      16850      PB
50      50      PB2511  20250901  ...   16855      16860      PB
51      51      PB2512  20250901  ...   16880      16875      PB
52      52      PB2601  20250901  ...   16890      16885      PB
53      53      PB2602  20250901  ...   16955      16965      PB
54      54      PB2603  20250901  ...   16995      16950      PB
55      55      PB2604  20250901  ...   16990      16975      PB
56      56      PB2605  20250901  ...   17035      17015      PB
57      57      PB2606  20250901  ...   17070      17105      PB
58      58      PB2607  20250901  ...   17120      17125      PB
59      59      PB2608  20250901  ...   17150      17105      PB
60      60      NI2509  20250901  ...  122460     121010      NI
61      61      NI2510  20250901  ...  122770     121300      NI
62      62      NI2511  20250901  ...  122990     121410      NI
63      63      NI2512  20250901  ...  123180     121570      NI
64      64      NI2601  20250901  ...  123370     121830      NI
65      65      NI2602  20250901  ...  123570     122050      NI
66      66      NI2603  20250901  ...  123680     122310      NI
67      67      NI2604  20250901  ...  123980     122650      NI
68      68      NI2605  20250901  ...  124310     122920      NI
69      69      NI2606  20250901  ...  124440     123120      NI
70      70      NI2607  20250901  ...  124500     123280      NI
71      71      NI2608  20250901  ...  125420     123480      NI
72      72      SN2509  20250901  ...  273340     274520      SN
73      73      SN2510  20250901  ...  273770     275810      SN
74      74      SN2511  20250901  ...  274070     276040      SN
75      75      SN2512  20250901  ...  274230     276090      SN
76      76      SN2601  20250901  ...  273920     275800      SN
77      77      SN2602  20250901  ...  273260     274410      SN
78      78      SN2603  20250901  ...  273800     275990      SN
79      79      SN2604  20250901  ...  275560     274310      SN
80      80      SN2605  20250901  ...  273970     276340      SN
81      81      SN2606  20250901  ...  273820     278230      SN
82      82      SN2607  20250901  ...  273970     276450      SN
83      83      SN2608  20250901  ...  274470     275770      SN
84      84      AO2509  20250901  ...    2982       3006      AO
85      85      AO2510  20250901  ...    2992       3019      AO
86      86      AO2511  20250901  ...    2999       3022      AO
87      87      AO2512  20250901  ...    3007       3025      AO
88      88      AO2601  20250901  ...    3009       3030      AO
89      89      AO2602  20250901  ...    3006       3025      AO
90      90      AO2603  20250901  ...    3009       3025      AO
91      91      AO2604  20250901  ...    3022       3041      AO
92      92      AO2605  20250901  ...    3023       3044      AO
93      93      AO2606  20250901  ...    3025       3048      AO
94      94      AO2607  20250901  ...    3034       3052      AO
95      95      AO2608  20250901  ...    3041       3049      AO
96      96      AD2511  20250901  ...   20275      20320      AD
97      97      AD2512  20250901  ...   20275      20335      AD
98      98      AD2601  20250901  ...   20325      20245      AD
99      99      AD2602  20250901  ...   20210      20210      AD
100    100      AD2603  20250901  ...   20220      20220      AD
101    101      AD2604  20250901  ...   19975      19975      AD
102    102      AD2605  20250901  ...   20040      20095      AD
103    103      AD2606  20250901  ...   19935      19935      AD
104    104      AD2607  20250901  ...   19925      19925      AD
105    105      AD2608  20250901  ...   20170      20315      AD
106    106      AU2509  20250901  ...  796.82     783.22      AU
107    107      AU2510  20250901  ...  794.72     784.26      AU
108    108      AU2511  20250901  ...  798.14      785.6      AU
109    109      AU2512  20250901  ...  797.72     786.56      AU
110    110      AU2602  20250901  ...  800.18     788.54      AU
111    111      AU2604  20250901  ...  802.12     790.86      AU
112    112      AU2606  20250901  ...   804.5        793      AU
113    113      AU2608  20250901  ...   805.4     795.26      AU
114    114      AG2509  20250901  ...    9626       9374      AG
115    115      AG2510  20250901  ...    9600       9385      AG
116    116      AG2511  20250901  ...    9594       9397      AG
117    117      AG2512  20250901  ...    9632       9409      AG
118    118      AG2601  20250901  ...    9648       9417      AG
119    119      AG2602  20250901  ...    9632       9428      AG
120    120      AG2603  20250901  ...    9662       9442      AG
121    121      AG2604  20250901  ...    9672       9460      AG
122    122      AG2605  20250901  ...    9696       9469      AG
123    123      AG2606  20250901  ...    9703       9486      AG
124    124      AG2607  20250901  ...    9699       9497      AG
125    125      AG2608  20250901  ...    9732       9516      AG
126    126      RB2509  20250901  ...    2978       3057      RB
127    127      RB2510  20250901  ...    3062       3107      RB
128    128      RB2511  20250901  ...    3065       3106      RB
129    129      RB2512  20250901  ...    3109       3157      RB
130    130      RB2601  20250901  ...    3122       3175      RB
131    131      RB2602  20250901  ...    3108       3161      RB
132    132      RB2603  20250901  ...    3121       3173      RB
133    133      RB2604  20250901  ...    3149       3199      RB
134    134      RB2605  20250901  ...    3165       3217      RB
135    135      RB2606  20250901  ...    3182       3236      RB
136    136      RB2607  20250901  ...    3195       3246      RB
137    137      RB2608  20250901  ...    3197       3242      RB
138    138      WR2509  20250901  ...    3342       3342      WR
139    139      WR2510  20250901  ...    3264       3316      WR
140    140      WR2511  20250901  ...    3282       3284      WR
141    141      WR2512  20250901  ...    3409       3439      WR
142    142      WR2601  20250901  ...    3380       3380      WR
143    143      WR2602  20250901  ...    3355       3365      WR
144    144      WR2603  20250901  ...    3438       3438      WR
145    145      WR2604  20250901  ...    3455       3455      WR
146    146      WR2605  20250901  ...    3429       3429      WR
147    147      WR2606  20250901  ...    3396       3396      WR
148    148      WR2607  20250901  ...    3417       3449      WR
149    149      WR2608  20250901  ...    3344       3344      WR
150    150      HC2509  20250901  ...    3341       3397      HC
151    151      HC2510  20250901  ...    3326       3366      HC
152    152      HC2511  20250901  ...    3324       3360      HC
153    153      HC2512  20250901  ...    3323       3362      HC
154    154      HC2601  20250901  ...    3310       3356      HC
155    155      HC2602  20250901  ...    3297       3367      HC
156    156      HC2603  20250901  ...    3308       3354      HC
157    157      HC2604  20250901  ...    3311       3369      HC
158    158      HC2605  20250901  ...    3314       3359      HC
159    159      HC2606  20250901  ...    3322       3362      HC
160    160      HC2607  20250901  ...    3316       3363      HC
161    161      HC2608  20250901  ...    3304       3361      HC
162    162      SS2509  20250901  ...   12805      12725      SS
163    163      SS2510  20250901  ...   12875      12805      SS
164    164      SS2511  20250901  ...   12945      12870      SS
165    165      SS2512  20250901  ...   13000      12930      SS
166    166      SS2601  20250901  ...   13055      12990      SS
167    167      SS2602  20250901  ...   13080      13035      SS
168    168      SS2603  20250901  ...   13175      13110      SS
169    169      SS2604  20250901  ...   13240      13175      SS
170    170      SS2605  20250901  ...   13305      13255      SS
171    171      SS2606  20250901  ...   13320      13310      SS
172    172      SS2607  20250901  ...   13410      13330      SS
173    173      SS2608  20250901  ...   13410      13405      SS
174    174      SC2510  20250901  ...   483.6      482.9      SC
175    175      SC2511  20250901  ...     484      483.7      SC
176    176      SC2512  20250901  ...   483.8      483.6      SC
177    177      SC2601  20250901  ...   482.9      482.7      SC
178    178      SC2602  20250901  ...     482      482.2      SC
179    179      SC2603  20250901  ...   479.8      480.7      SC
180    180      SC2604  20250901  ...   478.7      478.4      SC
181    181      SC2605  20250901  ...   477.5      478.9      SC
182    182      SC2606  20250901  ...   476.9      476.9      SC
183    183      SC2607  20250901  ...   473.4        476      SC
184    184      SC2608  20250901  ...   475.3      476.5      SC
185    185      SC2609  20250901  ...   470.6      476.1      SC
186    186      SC2612  20250901  ...   476.6      480.9      SC
187    187      SC2703  20250901  ...   475.9        477      SC
188    188      SC2706  20250901  ...     475      476.4      SC
189    189      SC2709  20250901  ...   471.3      474.8      SC
190    190      SC2712  20250901  ...   471.3      474.4      SC
191    191      SC2803  20250901  ...   471.4      471.4      SC
192    192      SC2806  20250901  ...     469        469      SC
193    193      SC2809  20250901  ...     469        469      SC
194    194      LU2510  20250901  ...    3458       3483      LU
195    195      LU2511  20250901  ...    3471       3491      LU
196    196      LU2512  20250901  ...    3457       3473      LU
197    197      LU2601  20250901  ...    3443       3454      LU
198    198      LU2602  20250901  ...    3413       3419      LU
199    199      LU2603  20250901  ...    3396       3434      LU
200    200      LU2604  20250901  ...    3391       3415      LU
201    201      LU2605  20250901  ...    3374       3407      LU
202    202      LU2606  20250901  ...    3373       3424      LU
203    203      LU2607  20250901  ...    3392       3412      LU
204    204      LU2608  20250901  ...    3386       3407      LU
205    205      LU2609  20250901  ...    3374       3407      LU
206    206      FU2510  20250901  ...    2820       2825      FU
207    207      FU2511  20250901  ...    2822       2817      FU
208    208      FU2512  20250901  ...    2814       2804      FU
209    209      FU2601  20250901  ...    2804       2797      FU
210    210      FU2602  20250901  ...    2790       2784      FU
211    211      FU2603  20250901  ...    2773       2768      FU
212    212      FU2604  20250901  ...    2770       2768      FU
213    213      FU2605  20250901  ...    2761       2753      FU
214    214      FU2606  20250901  ...    2760       2743      FU
215    215      FU2607  20250901  ...    2737       2728      FU
216    216      FU2608  20250901  ...    2730       2717      FU
217    217      FU2609  20250901  ...    2722       2717      FU
218    218      BU2509  20250901  ...    3527       3526      BU
219    219      BU2510  20250901  ...    3510       3505      BU
220    220      BU2511  20250901  ...    3491       3482      BU
221    221      BU2512  20250901  ...    3436       3428      BU
222    222      BU2601  20250901  ...    3403       3392      BU
223    223      BU2602  20250901  ...    3406       3398      BU
224    224      BU2603  20250901  ...    3412       3381      BU
225    225      BU2604  20250901  ...    3406       3400      BU
226    226      BU2605  20250901  ...    3403       3394      BU
227    227      BU2606  20250901  ...    3411       3387      BU
228    228      BU2607  20250901  ...    3386       3379      BU
229    229      BU2608  20250901  ...    3367       3367      BU
230    230      BU2609  20250901  ...    3382       3363      BU
231    231      BU2612  20250901  ...    3329       3322      BU
232    232      BU2703  20250901  ...    3334       3322      BU
233    233      BU2706  20250901  ...    3324       3310      BU
234    234      BR2509  20250901  ...   11870      11845      BR
235    235      BR2510  20250901  ...   11865      11855      BR
236    236      BR2511  20250901  ...   11845      11825      BR
237    237      BR2512  20250901  ...   11835      11810      BR
238    238      BR2601  20250901  ...   11840      11805      BR
239    239      BR2602  20250901  ...   11940      11865      BR
240    240      BR2603  20250901  ...   11865      11855      BR
241    241      BR2604  20250901  ...   11885      11890      BR
242    242      BR2605  20250901  ...   11930      11900      BR
243    243      BR2606  20250901  ...   11980      11870      BR
244    244      BR2607  20250901  ...   12015      12015      BR
245    245      BR2608  20250901  ...   12000      12000      BR
246    246      RU2509  20250901  ...   14875      14870      RU
247    247      RU2510  20250901  ...   14890      14870      RU
248    248      RU2511  20250901  ...   14865      14855      RU
249    249      RU2601  20250901  ...   15840      15830      RU
250    250      RU2603  20250901  ...   15870      15855      RU
251    251      RU2604  20250901  ...   15870      15895      RU
252    252      RU2605  20250901  ...   15930      15915      RU
253    253      RU2606  20250901  ...   15990      16000      RU
254    254      RU2607  20250901  ...   15970      15930      RU
255    255      RU2608  20250901  ...   16030      16095      RU
256    256      NR2509  20250901  ...   12640      12610      NR
257    257      NR2510  20250901  ...   12675      12670      NR
258    258      NR2511  20250901  ...   12715      12705      NR
259    259      NR2512  20250901  ...   12745      12735      NR
260    260      NR2601  20250901  ...   12780      12780      NR
261    261      NR2602  20250901  ...   12765      12765      NR
262    262      NR2603  20250901  ...   12760      12810      NR
263    263      NR2604  20250901  ...   12780      12840      NR
264    264      NR2605  20250901  ...   12815      12860      NR
265    265      NR2606  20250901  ...   12855      12980      NR
266    266      NR2607  20250901  ...   12865      12835      NR
267    267      NR2608  20250901  ...   12905      12890      NR
268    268      SP2509  20250901  ...    4980       4944      SP
269    269      SP2510  20250901  ...    5004       4972      SP
270    270      SP2511  20250901  ...    5032       4994      SP
271    271      SP2512  20250901  ...    5046       5012      SP
272    272      SP2601  20250901  ...    5340       5322      SP
273    273      SP2602  20250901  ...    5336       5312      SP
274    274      SP2603  20250901  ...    5352       5326      SP
275    275      SP2604  20250901  ...    5362       5328      SP
276    276      SP2605  20250901  ...    5366       5346      SP
277    277      SP2606  20250901  ...    5366       5374      SP
278    278      SP2607  20250901  ...    5378       5352      SP
279    279      SP2608  20250901  ...    5372       5358      SP
280    280      EC2510  20250901  ...  1293.8       1272      EC
281    281      EC2512  20250901  ...  1621.9     1562.6      EC
282    282      EC2602  20250901  ...  1439.5       1406      EC
283    283      EC2604  20250901  ...  1230.5     1210.6      EC
284    284      EC2606  20250901  ...  1407.4     1375.1      EC
285    285      EC2608  20250901  ...  1599.5     1562.7      EC
286    287  SC_TAS2510  20250901  ...                     SC_TAS
287    288  SC_TAS2511  20250901  ...                     SC_TAS
288    289  SC_TAS2512  20250901  ...                     SC_TAS
289    290  SC_TAS2601  20250901  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 16:26:30,836 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250901     487  ...   483.6      482.9      SC
1       SC2511  20250901   486.4  ...     484      483.7      SC
2       SC2512  20250901   486.3  ...   483.8      483.6      SC
3       SC2601  20250901   485.2  ...   482.9      482.7      SC
4       SC2602  20250901   483.7  ...     482      482.2      SC
5       SC2603  20250901   480.1  ...   479.8      480.7      SC
6       SC2604  20250901   478.5  ...   478.7      478.4      SC
7       SC2605  20250901   478.9  ...   477.5      478.9      SC
8       SC2606  20250901     478  ...   476.9      476.9      SC
9       SC2607  20250901   473.4  ...   473.4        476      SC
10      SC2608  20250901   476.8  ...   475.3      476.5      SC
11      SC2609  20250901   470.6  ...   470.6      476.1      SC
12      SC2612  20250901   480.9  ...   476.6      480.9      SC
13      SC2703  20250901          ...   475.9        477      SC
14      SC2706  20250901          ...     475      476.4      SC
15      SC2709  20250901   471.3  ...   471.3      474.8      SC
16      SC2712  20250901   471.5  ...   471.3      474.4      SC
17      SC2803  20250901          ...   471.4      471.4      SC
18      SC2806  20250901          ...     469        469      SC
19      SC2809  20250901          ...     469        469      SC
21      LU2510  20250901    3510  ...    3458       3483      LU
22      LU2511  20250901    3518  ...    3471       3491      LU
23      LU2512  20250901    3503  ...    3457       3473      LU
24      LU2601  20250901    3499  ...    3443       3454      LU
25      LU2602  20250901    3449  ...    3413       3419      LU
26      LU2603  20250901    3401  ...    3396       3434      LU
27      LU2604  20250901    3382  ...    3391       3415      LU
28      LU2605  20250901    3388  ...    3374       3407      LU
29      LU2606  20250901    3378  ...    3373       3424      LU
30      LU2607  20250901    3402  ...    3392       3412      LU
31      LU2608  20250901    3387  ...    3386       3407      LU
32      LU2609  20250901    3374  ...    3374       3407      LU
34      NR2509  20250901   12680  ...   12640      12610      NR
35      NR2510  20250901   12725  ...   12675      12670      NR
36      NR2511  20250901   12755  ...   12715      12705      NR
37      NR2512  20250901   12795  ...   12745      12735      NR
38      NR2601  20250901   12825  ...   12780      12780      NR
39      NR2602  20250901   12895  ...   12765      12765      NR
40      NR2603  20250901   12915  ...   12760      12810      NR
41      NR2604  20250901   12950  ...   12780      12840      NR
42      NR2605  20250901   12910  ...   12815      12860      NR
43      NR2606  20250901   12855  ...   12855      12980      NR
44      NR2607  20250901   12895  ...   12865      12835      NR
45      NR2608  20250901   12905  ...   12905      12890      NR
47      BC2509  20250901   70460  ...   70580      70040      BC
48      BC2510  20250901   70650  ...   70760      70260      BC
49      BC2511  20250901   70700  ...   70750      70270      BC
50      BC2512  20250901   70740  ...   70740      70180      BC
51      BC2601  20250901          ...   70590      69980      BC
52      BC2602  20250901          ...   70400      70100      BC
53      BC2603  20250901   71470  ...   71470      70100      BC
54      BC2604  20250901          ...   70370      69390      BC
55      BC2605  20250901          ...   70370      69410      BC
56      BC2606  20250901          ...   70210      69790      BC
57      BC2607  20250901          ...   70130      69370      BC
58      BC2608  20250901          ...   70100      69370      BC
60      EC2510  20250901  1267.8  ...  1293.8       1272      EC
61      EC2512  20250901    1570  ...  1621.9     1562.6      EC
62      EC2602  20250901  1420.4  ...  1439.5       1406      EC
63      EC2604  20250901  1206.5  ...  1230.5     1210.6      EC
64      EC2606  20250901  1392.8  ...  1407.4     1375.1      EC
65      EC2608  20250901  1595.8  ...  1599.5     1562.7      EC
68  SC_TAS2510  20250901          ...                     SC_TAS
69  SC_TAS2511  20250901          ...                     SC_TAS
70  SC_TAS2512  20250901          ...                     SC_TAS
71  SC_TAS2601  20250901          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-03 16:26:30,943 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250901   4072.00  ...   4092.00     4069.00        A
1     a2511  20250901   3945.00  ...   3961.00     3933.00        A
2     a2601  20250901   3948.00  ...   3962.00     3936.00        A
3     a2603  20250901   3950.00  ...   3961.00     3939.00        A
4     a2605  20250901   3995.00  ...   4005.00     3984.00        A
5     a2607  20250901   4000.00  ...   4008.00     3992.00        A
6     b2509  20250901   3718.00  ...   3695.00     3718.00        B
7     b2510  20250901   3699.00  ...   3702.00     3685.00        B
8     b2511  20250901   3732.00  ...   3736.00     3721.00        B
9     b2512  20250901   3763.00  ...   3768.00     3755.00        B
10    b2601  20250901   3756.00  ...   3763.00     3748.00        B
11    b2602  20250901   3742.00  ...   3746.00     3730.00        B
12    b2603  20250901   3689.00  ...   3694.00     3687.00        B
13    b2604  20250901   3596.00  ...   3599.00     3589.00        B
14    b2605  20250901   3533.00  ...   3531.00     3529.00        B
15    b2606  20250901   3512.00  ...   3518.00     3508.00        B
16    b2607  20250901   3526.00  ...   3524.00     3513.00        B
17    b2608  20250901      0.00  ...   3596.00     3596.00        B
18   bb2509  20250901      0.00  ...    136.00      136.00       BB
19   bb2511  20250901    144.00  ...    143.60      144.70       BB
20   bb2601  20250901    147.95  ...    146.65      147.20       BB
21   bb2603  20250901    146.40  ...    146.40      147.00       BB
22   bb2605  20250901      0.00  ...    140.25      140.80       BB
23   bb2607  20250901      0.00  ...    146.00      146.55       BB
24   bz2603  20250901   6053.00  ...   6002.00     6065.00       BZ
25   bz2604  20250901   6035.00  ...   5991.00     6037.00       BZ
26   bz2605  20250901   6016.00  ...   5985.00     6067.00       BZ
27   bz2606  20250901   5991.00  ...   5949.00     6039.00       BZ
28   bz2607  20250901   5971.00  ...   5971.00     6108.00       BZ
29   bz2608  20250901      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250901   2233.00  ...   2240.00     2233.00        C
31    c2511  20250901   2192.00  ...   2190.00     2187.00        C
32    c2601  20250901   2180.00  ...   2180.00     2181.00        C
33    c2603  20250901   2196.00  ...   2197.00     2198.00        C
34    c2605  20250901   2248.00  ...   2247.00     2247.00        C
35    c2607  20250901   2261.00  ...   2259.00     2260.00        C
36   cs2509  20250901   2482.00  ...   2489.00     2504.00       CS
37   cs2511  20250901   2501.00  ...   2499.00     2492.00       CS
38   cs2601  20250901   2531.00  ...   2532.00     2527.00       CS
39   cs2603  20250901   2539.00  ...   2537.00     2535.00       CS
40   cs2605  20250901   2611.00  ...   2606.00     2605.00       CS
41   cs2607  20250901   2615.00  ...   2613.00     2609.00       CS
42   eb2509  20250901   6978.00  ...   6924.00     7059.00       EB
43   eb2510  20250901   7091.00  ...   7018.00     7117.00       EB
44   eb2511  20250901   7122.00  ...   7036.00     7133.00       EB
45   eb2512  20250901   7139.00  ...   7061.00     7154.00       EB
46   eb2601  20250901   7168.00  ...   7106.00     7187.00       EB
47   eb2602  20250901   7189.00  ...   7123.00     7210.00       EB
48   eb2603  20250901   7215.00  ...   7162.00     7255.00       EB
49   eb2604  20250901   7248.00  ...   7197.00     7276.00       EB
50   eb2605  20250901   7264.00  ...   7209.00     7290.00       EB
51   eb2606  20250901   7228.00  ...   7194.00     7341.00       EB
52   eb2607  20250901   7185.00  ...   7185.00     7376.00       EB
53   eb2608  20250901   7246.00  ...   7246.00     7350.00       EB
54   eg2509  20250901   4430.00  ...   4414.00     4429.00       EG
55   eg2510  20250901   4443.00  ...   4414.00     4439.00       EG
56   eg2511  20250901   4460.00  ...   4435.00     4453.00       EG
57   eg2512  20250901   4460.00  ...   4448.00     4465.00       EG
58   eg2601  20250901   4461.00  ...   4438.00     4470.00       EG
59   eg2602  20250901   4460.00  ...   4463.00     4476.00       EG
60   eg2603  20250901      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250901      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250901   4503.00  ...   4474.00     4507.00       EG
63   eg2606  20250901   4473.00  ...   4465.00     4522.00       EG
64   eg2607  20250901   4511.00  ...   4511.00     4507.00       EG
65   eg2608  20250901      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250901      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250901   1274.00  ...   1271.00     1274.50       FB
68   fb2511  20250901   1273.00  ...   1268.00     1275.50       FB
69   fb2512  20250901   1268.50  ...   1264.00     1270.00       FB
70   fb2601  20250901   1269.00  ...   1255.00     1263.00       FB
71   fb2602  20250901   1251.00  ...   1247.00     1253.00       FB
72   fb2603  20250901   1248.50  ...   1247.50     1313.50       FB
73   fb2604  20250901   1284.00  ...   1283.50     1310.50       FB
74   fb2605  20250901      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250901      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250901      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250901      0.00  ...   1302.50     1302.50       FB
78    i2509  20250901    805.00  ...    804.50      808.00        I
79    i2510  20250901    804.00  ...    791.00      804.00        I
80    i2511  20250901    800.00  ...    785.00      799.50        I
81    i2512  20250901    792.00  ...    781.50      795.00        I
82    i2601  20250901    787.00  ...    771.00      787.00        I
83    i2602  20250901    779.00  ...    767.00      781.50        I
84    i2603  20250901    771.00  ...    760.00      775.00        I
85    i2604  20250901    769.00  ...    757.00      770.00        I
86    i2605  20250901    764.00  ...    746.50      763.50        I
87    i2606  20250901    755.00  ...    745.50      757.50        I
88    i2607  20250901    751.00  ...    740.50      754.00        I
89    i2608  20250901    747.50  ...    736.00      750.00        I
90    j2509  20250901   1509.00  ...   1507.50     1532.00        J
91    j2510  20250901   1518.50  ...   1514.50     1571.00        J
92    j2511  20250901   1563.00  ...   1544.00     1602.00        J
93    j2512  20250901   1610.00  ...   1592.50     1622.50        J
94    j2601  20250901   1638.00  ...   1603.50     1653.00        J
95    j2602  20250901   1660.00  ...   1631.50     1671.00        J
96    j2603  20250901   1665.00  ...   1639.00     1683.00        J
97    j2604  20250901      0.00  ...   1696.00     1729.50        J
98    j2605  20250901   1730.50  ...   1692.00     1745.00        J
99    j2606  20250901      0.00  ...   1723.00     1760.00        J
100   j2607  20250901   1739.00  ...   1725.00     1770.00        J
101   j2608  20250901   1679.00  ...   1679.50     1771.00        J
102  jd2509  20250901   2863.00  ...   2824.00     2850.00       JD
103  jd2510  20250901   2958.00  ...   2948.00     2935.00       JD
104  jd2511  20250901   2980.00  ...   3000.00     2962.00       JD
105  jd2512  20250901   3141.00  ...   3157.00     3122.00       JD
106  jd2601  20250901   3330.00  ...   3337.00     3320.00       JD
107  jd2602  20250901   3085.00  ...   3094.00     3079.00       JD
108  jd2603  20250901   3086.00  ...   3100.00     3092.00       JD
109  jd2604  20250901   3247.00  ...   3264.00     3256.00       JD
110  jd2605  20250901   3350.00  ...   3359.00     3366.00       JD
111  jd2606  20250901   3200.00  ...   3192.00     3178.00       JD
112  jd2607  20250901   3400.00  ...   3401.00     3373.00       JD
113  jd2608  20250901   3800.00  ...   3799.00     3735.00       JD
114  jm2509  20250901    986.50  ...    963.00      990.00       JM
115  jm2510  20250901   1013.50  ...    985.00     1019.50       JM
116  jm2511  20250901   1069.00  ...   1034.50     1070.50       JM
117  jm2512  20250901   1118.00  ...   1083.50     1116.50       JM
118  jm2601  20250901   1152.00  ...   1121.50     1156.50       JM
119  jm2602  20250901   1169.00  ...   1136.00     1172.00       JM
120  jm2603  20250901   1177.00  ...   1148.00     1184.00       JM
121  jm2604  20250901   1187.00  ...   1159.50     1189.50       JM
122  jm2605  20250901   1193.00  ...   1165.50     1199.50       JM
123  jm2606  20250901   1200.00  ...   1176.50     1206.50       JM
124  jm2607  20250901   1211.00  ...   1187.50     1219.00       JM
125  jm2608  20250901   1220.00  ...   1202.00     1225.00       JM
126   l2509  20250901   7276.00  ...   7209.00     7276.00        L
127   l2510  20250901   7279.00  ...   7243.00     7291.00        L
128   l2511  20250901   7287.00  ...   7249.00     7307.00        L
129   l2512  20250901   7289.00  ...   7255.00     7321.00        L
130   l2601  20250901   7280.00  ...   7256.00     7317.00        L
131   l2602  20250901   7278.00  ...   7247.00     7306.00        L
132   l2603  20250901   7286.00  ...   7248.00     7316.00        L
133   l2604  20250901   7249.00  ...   7273.00     7326.00        L
134   l2605  20250901   7294.00  ...   7260.00     7317.00        L
135   l2606  20250901   7260.00  ...   7258.00     7363.00        L
136   l2607  20250901   7323.00  ...   7285.00     7308.00        L
137   l2608  20250901   7340.00  ...   7301.00     7321.00        L
138  lg2509  20250901    781.00  ...    779.00      783.50       LG
139  lg2511  20250901    820.00  ...    818.50      820.50       LG
140  lg2601  20250901    838.50  ...    830.50      835.50       LG
141  lg2603  20250901    833.50  ...    834.00      839.50       LG
142  lg2605  20250901    834.00  ...    834.00      840.00       LG
143  lg2607  20250901    835.00  ...    835.50      840.00       LG
144  lh2509  20250901  13165.00  ...  13160.00    13095.00       LH
145  lh2511  20250901  13700.00  ...  13625.00    13580.00       LH
146  lh2601  20250901  13935.00  ...  13885.00    13910.00       LH
147  lh2603  20250901  13150.00  ...  13120.00    13125.00       LH
148  lh2605  20250901  13550.00  ...  13560.00    13530.00       LH
149  lh2607  20250901  14100.00  ...  14120.00    14115.00       LH
150   m2509  20250901   3002.00  ...   3013.00     3002.00        M
151   m2511  20250901   3035.00  ...   3033.00     3020.00        M
152   m2512  20250901   3065.00  ...   3070.00     3056.00        M
153   m2601  20250901   3052.00  ...   3060.00     3047.00        M
154   m2603  20250901   2986.00  ...   2988.00     2984.00        M
155   m2605  20250901   2819.00  ...   2819.00     2811.00        M
156   m2607  20250901   2808.00  ...   2807.00     2800.00        M
157   m2608  20250901   2935.00  ...   2933.00     2927.00        M
158   p2509  20250901   9300.00  ...   9314.00     9310.00        P
159   p2510  20250901   9254.00  ...   9292.00     9320.00        P
160   p2511  20250901   9266.00  ...   9286.00     9316.00        P
161   p2512  20250901   9276.00  ...   9306.00     9330.00        P
162   p2601  20250901   9300.00  ...   9326.00     9348.00        P
163   p2602  20250901   9266.00  ...   9290.00     9310.00        P
164   p2603  20250901   9224.00  ...   9240.00     9248.00        P
165   p2604  20250901   9096.00  ...   9164.00     9208.00        P
166   p2605  20250901   9070.00  ...   9086.00     9106.00        P
167   p2606  20250901   8924.00  ...   8992.00     9004.00        P
168   p2607  20250901   8842.00  ...   8874.00     8890.00        P
169   p2608  20250901   8772.00  ...   8812.00     8870.00        P
170  pg2509  20250901   3700.00  ...   3693.00     3727.00       PG
171  pg2510  20250901   4403.00  ...   4364.00     4366.00       PG
172  pg2511  20250901   4332.00  ...   4282.00     4289.00       PG
173  pg2512  20250901   4262.00  ...   4219.00     4233.00       PG
174  pg2601  20250901   4202.00  ...   4160.00     4174.00       PG
175  pg2602  20250901   4137.00  ...   4100.00     4110.00       PG
176  pg2603  20250901   4045.00  ...   4021.00     4028.00       PG
177  pg2604  20250901   4348.00  ...   4326.00     4336.00       PG
178  pg2605  20250901   4272.00  ...   4251.00     4242.00       PG
179  pg2606  20250901   4202.00  ...   4206.00     4194.00       PG
180  pg2607  20250901   4104.00  ...   4111.00     4136.00       PG
181  pg2608  20250901   4120.00  ...   4120.00     4090.00       PG
182  pp2509  20250901   6882.00  ...   6862.00     6911.00       PP
183  pp2510  20250901   6939.00  ...   6904.00     6941.00       PP
184  pp2511  20250901   6957.00  ...   6926.00     6962.00       PP
185  pp2512  20250901   6975.00  ...   6942.00     6983.00       PP
186  pp2601  20250901   6990.00  ...   6949.00     6992.00       PP
187  pp2602  20250901   6959.00  ...   6927.00     6969.00       PP
188  pp2603  20250901   6915.00  ...   6932.00     6963.00       PP
189  pp2604  20250901   6994.00  ...   6960.00     6998.00       PP
190  pp2605  20250901   7001.00  ...   6973.00     7011.00       PP
191  pp2606  20250901   6971.00  ...   6946.00     6987.00       PP
192  pp2607  20250901   6957.00  ...   6941.00     6949.00       PP
193  pp2608  20250901   6920.00  ...   6937.00     6969.00       PP
194  rr2509  20250901      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250901   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250901   3614.00  ...   3612.00     3612.00       RR
197  rr2512  20250901   3608.00  ...   3608.00     3607.00       RR
198  rr2601  20250901   3623.00  ...   3621.00     3619.00       RR
199  rr2602  20250901   3606.00  ...   3604.00     3609.00       RR
200  rr2603  20250901      0.00  ...   3602.00     3602.00       RR
201  rr2604  20250901      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250901   3610.00  ...   3610.00     3595.00       RR
203  rr2606  20250901   3607.00  ...   3607.00     3605.00       RR
204  rr2607  20250901      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250901      0.00  ...   3625.00     3625.00       RR
206   v2509  20250901   4743.00  ...   4721.00     4748.00        V
207   v2510  20250901   4787.00  ...   4769.00     4796.00        V
208   v2511  20250901   4843.00  ...   4805.00     4831.00        V
209   v2512  20250901   4871.00  ...   4842.00     4872.00        V
210   v2601  20250901   4907.00  ...   4881.00     4909.00        V
211   v2602  20250901   4942.00  ...   4917.00     4949.00        V
212   v2603  20250901   4968.00  ...   4955.00     4973.00        V
213   v2604  20250901   5169.00  ...   5156.00     5175.00        V
214   v2605  20250901   5209.00  ...   5183.00     5206.00        V
215   v2606  20250901   5213.00  ...   5208.00     5239.00        V
216   v2607  20250901   5258.00  ...   5244.00     5271.00        V
217   v2608  20250901   5299.00  ...   5277.00     5292.00        V
218   y2509  20250901   8414.00  ...   8400.00     8414.00        Y
219   y2511  20250901   8384.00  ...   8358.00     8388.00        Y
220   y2512  20250901   8396.00  ...   8380.00     8410.00        Y
221   y2601  20250901   8360.00  ...   8330.00     8358.00        Y
222   y2603  20250901   8282.00  ...   8262.00     8304.00        Y
223   y2605  20250901   8056.00  ...   8040.00     8076.00        Y
224   y2607  20250901   8032.00  ...   8006.00     8036.00        Y
225   y2608  20250901   8000.00  ...   7994.00     7992.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:31,625 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250901  7021.000  ...  7022.800    6983.400       IC
1   IC2510  20250901  6996.800  ...  6973.000    6935.200       IC
2   IC2512  20250901  6886.200  ...  6867.200    6828.400       IC
3   IC2603  20250901  6747.000  ...  6716.800    6682.600       IC
4   IF2509  20250901  4517.000  ...  4513.800    4502.600       IF
5   IF2510  20250901  4518.600  ...  4507.000    4496.600       IF
6   IF2512  20250901  4500.000  ...  4492.000    4481.800       IF
7   IF2603  20250901  4480.000  ...  4469.000    4459.000       IF
8   IH2509  20250901  2988.800  ...  2982.400    2978.600       IH
9   IH2510  20250901  2983.800  ...  2980.600    2974.800       IH
10  IH2512  20250901  2988.200  ...  2982.400    2978.800       IH
11  IH2603  20250901  2998.800  ...  2984.600    2981.200       IH
12  IM2509  20250901  7400.000  ...  7387.800    7353.800       IM
13  IM2510  20250901  7322.600  ...  7321.000    7294.800       IM
14  IM2512  20250901  7220.000  ...  7187.200    7165.600       IM
15  IM2603  20250901  7030.000  ...  7003.800    6986.400       IM
16   T2509  20250901   108.000  ...   108.200     108.055        T
17   T2512  20250901   107.785  ...   107.985     107.820        T
18   T2603  20250901   107.540  ...   107.715     107.585        T
19  TF2509  20250901   105.630  ...   105.700     105.655       TF
20  TF2512  20250901   105.480  ...   105.590     105.515       TF
21  TF2603  20250901   105.375  ...   105.485     105.410       TF
22  TL2509  20250901   116.920  ...   117.280     117.020       TL
23  TL2512  20250901   116.430  ...   116.890     116.560       TL
24  TL2603  20250901   115.950  ...   116.550     116.230       TL
25  TS2509  20250901   102.330  ...   102.356     102.348       TS
26  TS2512  20250901   102.408  ...   102.428     102.420       TS
27  TS2603  20250901   102.334  ...   102.358     102.354       TS

[28 rows x 12 columns]
2025-09-03 16:26:31,718 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250901  50060.0  ...  49445.0     49520.0       PS
1   PS2510  20250901  49845.0  ...  50110.0     49540.0       PS
2   PS2511  20250901  49265.0  ...  49895.0     49310.0       PS
3   PS2512  20250901  51940.0  ...  52290.0     51880.0       PS
4   PS2601  20250901  51680.0  ...  52450.0     51940.0       PS
5   PS2602  20250901  52120.0  ...  52440.0     52110.0       PS
6   PS2603  20250901  52070.0  ...  52905.0     51900.0       PS
7   PS2604  20250901  52320.0  ...  52735.0     52415.0       PS
8   PS2605  20250901  52480.0  ...  53005.0     52400.0       PS
9   PS2606  20250901  55100.0  ...  55420.0     54890.0       PS
10  PS2607  20250901  55095.0  ...  55465.0     55050.0       PS
11  PS2608  20250901  55045.0  ...  55185.0     55120.0       PS
13  SI2509  20250901   8355.0  ...   8310.0      8365.0       SI
14  SI2510  20250901   8300.0  ...   8335.0      8425.0       SI
15  SI2511  20250901   8370.0  ...   8375.0      8420.0       SI
16  SI2512  20250901   8630.0  ...   8775.0      8790.0       SI
17  SI2601  20250901   8740.0  ...   8760.0      8785.0       SI
18  SI2602  20250901   8740.0  ...   8750.0      8775.0       SI
19  SI2603  20250901   8740.0  ...   8780.0      8790.0       SI
20  SI2604  20250901   8740.0  ...   8845.0      8795.0       SI
21  SI2605  20250901   8780.0  ...   8795.0      8810.0       SI
22  SI2606  20250901   8780.0  ...   8825.0      8815.0       SI
23  SI2607  20250901   8815.0  ...   8855.0      8845.0       SI
24  SI2608  20250901   8755.0  ...   8790.0      8810.0       SI
27  LC2509  20250901  76500.0  ...  76320.0     77620.0       LC
28  LC2510  20250901  76440.0  ...  75980.0     77740.0       LC
29  LC2511  20250901  77000.0  ...  75880.0     77680.0       LC
30  LC2512  20250901  75740.0  ...  75640.0     77320.0       LC
31  LC2601  20250901  76160.0  ...  75480.0     77080.0       LC
32  LC2602  20250901  75660.0  ...  75060.0     76700.0       LC
33  LC2603  20250901  75500.0  ...  74940.0     76260.0       LC
34  LC2604  20250901  75460.0  ...  75180.0     76180.0       LC
35  LC2605  20250901  75600.0  ...  75140.0     76060.0       LC
36  LC2606  20250901  75180.0  ...  74540.0     75820.0       LC
37  LC2607  20250901  74520.0  ...  74600.0     75740.0       LC
38  LC2608  20250901  75360.0  ...  74780.0     76280.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:31,936 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
2025-09-03 16:26:33,688 - future_1d - INFO - save future_daily 2025-09-01 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250902   8350.0   8407.0  ...   212201.36   8378.0      8357.0       AP
1    AP511  20250902   8173.0   8210.0  ...     4008.90   8188.0      8155.0       AP
2    AP512  20250902   8213.0   8229.0  ...      418.52   8206.0      8191.0       AP
3    AP601  20250902   8249.0   8311.0  ...   110036.06   8273.0      8263.0       AP
4    AP603  20250902   8167.0   8187.0  ...      163.18   8159.0      8139.0       AP
5    AP604  20250902   8168.0   8178.0  ...       49.00   8166.0      8170.0       AP
6    AP605  20250902   8215.0   8245.0  ...      715.38   8223.0      8213.0       AP
7    CF509  20250902  13550.0  13700.0  ...    17452.27  13645.0     13620.0       CF
8    CF511  20250902  13890.0  14000.0  ...   251490.07  13920.0     13850.0       CF
9    CF601  20250902  14035.0  14170.0  ...  1982107.59  14090.0     14020.0       CF
10   CF603  20250902  14005.0  14120.0  ...     2009.04  14050.0     13980.0       CF
11   CF605  20250902  13970.0  14110.0  ...   123600.81  14030.0     13995.0       CF
12   CF607  20250902  14015.0  14110.0  ...     1179.36  14040.0     13955.0       CF
13   CJ509  20250902  10215.0  10255.0  ...      309.36  10145.0     10295.0       CJ
14   CJ512  20250902  11185.0  11350.0  ...     5728.95  11275.0     11310.0       CJ
15   CJ601  20250902  11300.0  11465.0  ...   564771.09  11390.0     11425.0       CJ
16   CJ603  20250902  11345.0  11505.0  ...     6202.12  11430.0     11470.0       CJ
17   CJ605  20250902  11450.0  11610.0  ...    77601.05  11540.0     11585.0       CJ
18   CJ607  20250902  11625.0  11755.0  ...     1233.33  11690.0     11740.0       CJ
19   CY509  20250902  20505.0  20530.0  ...      323.48  20240.0     20200.0       CY
20   CY510  20250902      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250902  19975.0  20205.0  ...    93891.28  20060.0     19955.0       CY
22   CY512  20250902  20045.0  20045.0  ...       30.06  20040.0     19870.0       CY
23   CY601  20250902  19985.0  20180.0  ...     2139.62  20090.0     19970.0       CY
24   CY602  20250902      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250902      0.0      0.0  ...        0.00  20345.0     20365.0       CY
26   CY604  20250902      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250902  20400.0  20400.0  ...       20.37  20375.0     20255.0       CY
28   CY606  20250902      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250902      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250902      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG509  20250902    945.0    960.0  ...      527.65    956.0       966.0       FG
32   FG510  20250902   1064.0   1075.0  ...    36413.82   1061.0      1063.0       FG
33   FG511  20250902   1053.0   1066.0  ...   155354.11   1051.0      1054.0       FG
34   FG512  20250902   1150.0   1162.0  ...    70071.78   1150.0      1153.0       FG
35   FG601  20250902   1139.0   1152.0  ...  2933042.69   1142.0      1147.0       FG
36   FG602  20250902   1187.0   1201.0  ...    14851.55   1191.0      1195.0       FG
37   FG603  20250902   1189.0   1203.0  ...      725.14   1193.0      1200.0       FG
38   FG604  20250902   1240.0   1252.0  ...      469.72   1243.0      1250.0       FG
39   FG605  20250902   1240.0   1250.0  ...    53090.90   1240.0      1243.0       FG
40   FG606  20250902   1270.0   1279.0  ...      630.36   1271.0      1274.0       FG
41   FG607  20250902   1265.0   1274.0  ...      523.51   1265.0      1268.0       FG
42   FG608  20250902   1296.0   1306.0  ...      402.47   1298.0      1299.0       FG
43   JR509  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250902   2208.0   2235.0  ...     3251.09   2213.0      2201.0       MA
53   MA510  20250902   2296.0   2296.0  ...    26776.23   2279.0      2260.0       MA
54   MA511  20250902   2315.0   2324.0  ...    87577.02   2306.0      2282.0       MA
55   MA512  20250902   2362.0   2365.0  ...    34254.97   2350.0      2330.0       MA
56   MA601  20250902   2386.0   2392.0  ...  1109753.08   2378.0      2359.0       MA
57   MA602  20250902   2402.0   2402.0  ...    11369.77   2389.0      2373.0       MA
58   MA603  20250902   2406.0   2406.0  ...      153.21   2394.0      2381.0       MA
59   MA604  20250902   2391.0   2391.0  ...       28.66   2389.0      2372.0       MA
60   MA605  20250902   2392.0   2392.0  ...    76045.72   2378.0      2370.0       MA
61   MA606  20250902   2381.0   2383.0  ...        9.53   2382.0      2379.0       MA
62   MA607  20250902   2383.0   2384.0  ...       78.54   2380.0      2374.0       MA
63   MA608  20250902   2382.0   2395.0  ...       16.68   2382.0      2371.0       MA
64   OI509  20250902   9950.0   9995.0  ...     4019.24   9949.0      9954.0       OI
65   OI511  20250902   9894.0   9951.0  ...   471055.49   9876.0      9887.0       OI
66   OI601  20250902   9804.0   9852.0  ...  3058398.26   9775.0      9780.0       OI
67   OI603  20250902   9721.0   9778.0  ...     5023.07   9697.0      9707.0       OI
68   OI605  20250902   9630.0   9686.0  ...    63147.31   9607.0      9622.0       OI
69   OI607  20250902   9615.0   9638.0  ...      114.80   9567.0      9615.0       OI
70   PF509  20250902   6360.0   6360.0  ...      327.54   6360.0      6382.0       PF
71   PF510  20250902   6490.0   6504.0  ...   280837.31   6470.0      6488.0       PF
72   PF511  20250902   6474.0   6492.0  ...   474303.20   6462.0      6466.0       PF
73   PF512  20250902   6456.0   6476.0  ...   165040.69   6450.0      6448.0       PF
74   PF601  20250902   6496.0   6510.0  ...    37781.01   6486.0      6482.0       PF
75   PF602  20250902   6506.0   6520.0  ...    20854.94   6496.0      6492.0       PF
76   PF603  20250902   6508.0   6528.0  ...       39.00   6500.0      6502.0       PF
77   PF604  20250902   6540.0   6560.0  ...       29.39   6532.0      6524.0       PF
78   PF605  20250902   6558.0   6572.0  ...       32.80   6562.0      6546.0       PF
79   PF606  20250902   6580.0   6580.0  ...        3.29   6580.0      6546.0       PF
80   PF607  20250902      0.0      0.0  ...        0.00   6544.0      6544.0       PF
81   PF608  20250902      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250902   8014.0   8044.0  ...    40886.91   8002.0      8002.0       PK
83   PK511  20250902   7830.0   7872.0  ...   327041.26   7822.0      7808.0       PK
84   PK512  20250902   7830.0   7858.0  ...    84109.78   7812.0      7808.0       PK
85   PK601  20250902   7872.0   7898.0  ...    36196.49   7862.0      7864.0       PK
86   PK603  20250902   7876.0   7876.0  ...      188.74   7864.0      7874.0       PK
87   PK604  20250902   7884.0   7892.0  ...      110.24   7876.0      7882.0       PK
88   PK605  20250902   7890.0   7908.0  ...     5176.80   7874.0      7876.0       PK
89   PL601  20250902   6423.0   6443.0  ...    56749.79   6418.0      6394.0       PL
90   PL602  20250902   6445.0   6472.0  ...      438.91   6455.0      6427.0       PL
91   PL603  20250902   6480.0   6480.0  ...       12.96   6480.0      6413.0       PL
92   PL604  20250902   6475.0   6475.0  ...       25.90   6475.0      6440.0       PL
93   PL605  20250902   6409.0   6422.0  ...      128.25   6412.0      6371.0       PL
94   PL606  20250902   6463.0   6463.0  ...       25.75   6438.0      6430.0       PL
95   PL607  20250902   6493.0   6493.0  ...       25.79   6448.0      6428.0       PL
96   PL608  20250902      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250902   5830.0   5832.0  ...      750.43   5818.0      5816.0       PR
104  PR510  20250902   5962.0   5964.0  ...    47886.51   5934.0      5952.0       PR
105  PR511  20250902   5954.0   5964.0  ...   368477.17   5934.0      5940.0       PR
106  PR512  20250902   5956.0   5972.0  ...   187954.85   5938.0      5946.0       PR
107  PR601  20250902   5976.0   5978.0  ...    31244.99   5946.0      5952.0       PR
108  PR602  20250902      0.0      0.0  ...        0.00   5956.0      5998.0       PR
109  PR603  20250902      0.0      0.0  ...        0.00   5958.0      6002.0       PR
110  PR604  20250902   5990.0   5990.0  ...        8.99   5990.0      6014.0       PR
111  PR605  20250902   5980.0   6018.0  ...       62.92   5992.0      6002.0       PR
112  PR606  20250902   5980.0   6028.0  ...       54.00   6000.0      6006.0       PR
113  PR607  20250902   6008.0   6008.0  ...       44.97   5996.0      6018.0       PR
114  PR608  20250902   5990.0   5990.0  ...        8.99   5990.0      5978.0       PR
115  PX509  20250902      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250902   6904.0   6940.0  ...    31537.04   6890.0      6882.0       PX
117  PX511  20250902   6890.0   6930.0  ...   967292.39   6866.0      6854.0       PX
118  PX512  20250902   6846.0   6884.0  ...   353632.53   6818.0      6816.0       PX
119  PX601  20250902   6842.0   6848.0  ...   180333.26   6808.0      6788.0       PX
120  PX602  20250902   6788.0   6838.0  ...    22283.61   6798.0      6792.0       PX
121  PX603  20250902   6810.0   6810.0  ...        6.79   6790.0      6786.0       PX
122  PX604  20250902      0.0      0.0  ...        0.00   6786.0      6808.0       PX
123  PX605  20250902   6826.0   6840.0  ...      251.41   6796.0      6786.0       PX
124  PX606  20250902   6834.0   6834.0  ...        3.42   6834.0      6784.0       PX
125  PX607  20250902   6820.0   6820.0  ...       50.90   6788.0      6806.0       PX
126  PX608  20250902   6830.0   6830.0  ...       44.18   6798.0      6908.0       PX
127  RI509  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250902   2546.0   2596.0  ...      972.80   2560.0      2562.0       RM
134  RM511  20250902   2550.0   2573.0  ...    18102.86   2555.0      2558.0       RM
135  RM601  20250902   2519.0   2538.0  ...   821669.14   2516.0      2511.0       RM
136  RM603  20250902   2412.0   2432.0  ...    13669.09   2418.0      2412.0       RM
137  RM605  20250902   2410.0   2422.0  ...   148134.31   2406.0      2414.0       RM
138  RM607  20250902   2397.0   2409.0  ...    10370.53   2394.0      2401.0       RM
139  RM608  20250902   2476.0   2487.0  ...      218.18   2479.0      2480.0       RM
140  RS509  20250902      0.0      0.0  ...        0.00   4711.0      4750.0       RS
141  RS511  20250902   5007.0   5085.0  ...       75.67   5045.0      5106.0       RS
142  RS607  20250902   5516.0   5550.0  ...      148.64   5505.0      5550.0       RS
143  RS608  20250902      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250902   1148.0   1161.0  ...     4020.61   1152.0      1152.0       SA
145  SA510  20250902   1204.0   1211.0  ...    28990.71   1203.0      1202.0       SA
146  SA511  20250902   1209.0   1217.0  ...   165371.83   1209.0      1207.0       SA
147  SA512  20250902   1260.0   1272.0  ...    83845.87   1264.0      1260.0       SA
148  SA601  20250902   1271.0   1281.0  ...  2404858.55   1273.0      1270.0       SA
149  SA602  20250902   1301.0   1310.0  ...    21016.70   1301.0      1296.0       SA
150  SA603  20250902   1305.0   1314.0  ...     1847.61   1307.0      1305.0       SA
151  SA604  20250902   1345.0   1353.0  ...      427.69   1345.0      1347.0       SA
152  SA605  20250902   1351.0   1358.0  ...    87335.90   1350.0      1348.0       SA
153  SA606  20250902   1354.0   1367.0  ...      797.48   1361.0      1357.0       SA
154  SA607  20250902   1363.0   1370.0  ...      889.72   1365.0      1361.0       SA
155  SA608  20250902   1391.0   1396.0  ...      397.14   1389.0      1390.0       SA
156  SF509  20250902   5348.0   5378.0  ...     1693.43   5350.0      5398.0       SF
157  SF510  20250902   5368.0   5394.0  ...    24539.18   5362.0      5308.0       SF
158  SF511  20250902   5534.0   5574.0  ...   432767.49   5544.0      5486.0       SF
159  SF512  20250902   5500.0   5534.0  ...    56130.94   5504.0      5444.0       SF
160  SF601  20250902   5498.0   5536.0  ...    99563.28   5504.0      5452.0       SF
161  SF602  20250902   5468.0   5500.0  ...    13296.30   5472.0      5418.0       SF
162  SF603  20250902   5676.0   5676.0  ...       36.69   5646.0      5602.0       SF
163  SF604  20250902   5662.0   5662.0  ...        5.65   5654.0      5592.0       SF
164  SF605  20250902   5626.0   5664.0  ...     1025.82   5636.0      5592.0       SF
165  SF606  20250902   5594.0   5598.0  ...        5.60   5596.0      5560.0       SF
166  SF607  20250902   5736.0   5756.0  ...       17.22   5742.0      5726.0       SF
167  SF608  20250902   5734.0   5734.0  ...       45.72   5716.0      5714.0       SF
168  SH509  20250902   2539.0   2558.0  ...      676.70   2534.0      2512.0       SH
169  SH510  20250902   2712.0   2713.0  ...   288829.48   2665.0      2669.0       SH
170  SH511  20250902   2759.0   2759.0  ...  1233008.87   2701.0      2705.0       SH
171  SH512  20250902   2766.0   2768.0  ...   435538.60   2706.0      2714.0       SH
172  SH601  20250902   2740.0   2740.0  ...  5203863.81   2685.0      2690.0       SH
173  SH602  20250902   2739.0   2739.0  ...   102790.07   2692.0      2694.0       SH
174  SH603  20250902   2749.0   2749.0  ...     5184.93   2700.0      2715.0       SH
175  SH604  20250902   2773.0   2774.0  ...     1915.49   2740.0      2757.0       SH
176  SH605  20250902   2792.0   2793.0  ...    43333.28   2753.0      2765.0       SH
177  SH606  20250902   2790.0   2790.0  ...      322.19   2754.0      2769.0       SH
178  SH607  20250902   2739.0   2742.0  ...       49.28   2738.0      2755.0       SH
179  SH608  20250902   2777.0   2784.0  ...      132.38   2758.0      2764.0       SH
180  SM509  20250902   5630.0   5672.0  ...     3692.18   5646.0      5624.0       SM
181  SM510  20250902   5652.0   5680.0  ...    18346.20   5656.0      5622.0       SM
182  SM511  20250902   5750.0   5766.0  ...   144472.62   5742.0      5704.0       SM
183  SM512  20250902   5756.0   5768.0  ...    41379.15   5744.0      5714.0       SM
184  SM601  20250902   5750.0   5774.0  ...   434976.52   5748.0      5716.0       SM
185  SM602  20250902   5758.0   5780.0  ...    59967.80   5760.0      5732.0       SM
186  SM603  20250902   5756.0   5784.0  ...       77.95   5774.0      5744.0       SM
187  SM604  20250902   5794.0   5794.0  ...       11.57   5784.0      5778.0       SM
188  SM605  20250902   5790.0   5812.0  ...     4866.36   5790.0      5760.0       SM
189  SM606  20250902   5804.0   5810.0  ...       23.21   5804.0      5756.0       SM
190  SM607  20250902   5800.0   5836.0  ...       26.18   5818.0      5784.0       SM
191  SM608  20250902   5828.0   5844.0  ...       11.68   5838.0      5804.0       SM
192  SR509  20250902   5630.0   5630.0  ...     1397.82   5614.0      5611.0       SR
193  SR511  20250902   5597.0   5612.0  ...   188219.94   5585.0      5588.0       SR
194  SR601  20250902   5613.0   5624.0  ...  1271322.18   5595.0      5602.0       SR
195  SR603  20250902   5593.0   5599.0  ...     3254.24   5572.0      5582.0       SR
196  SR605  20250902   5568.0   5582.0  ...    42974.79   5557.0      5567.0       SR
197  SR607  20250902   5573.0   5579.0  ...     3102.73   5551.0      5564.0       SR
198  TA509  20250902   4700.0   4734.0  ...    18345.81   4714.0      4720.0       TA
199  TA510  20250902   4766.0   4778.0  ...   142958.79   4756.0      4756.0       TA
200  TA511  20250902   4762.0   4786.0  ...   163405.48   4762.0      4758.0       TA
201  TA512  20250902   4780.0   4794.0  ...    70877.36   4772.0      4766.0       TA
202  TA601  20250902   4784.0   4798.0  ...  1281681.74   4776.0      4770.0       TA
203  TA602  20250902   4794.0   4806.0  ...    14395.81   4784.0      4778.0       TA
204  TA603  20250902   4800.0   4818.0  ...      227.98   4800.0      4790.0       TA
205  TA604  20250902   4808.0   4808.0  ...       19.20   4800.0      4806.0       TA
206  TA605  20250902   4812.0   4836.0  ...    40838.87   4818.0      4804.0       TA
207  TA606  20250902      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250902      0.0      0.0  ...        0.00   4822.0      4822.0       TA
209  TA608  20250902      0.0      0.0  ...        0.00   4834.0      4842.0       TA
210  UR509  20250902   1671.0   1685.0  ...     1377.86   1676.0      1671.0       UR
211  UR510  20250902   1683.0   1707.0  ...    10075.18   1699.0      1688.0       UR
212  UR511  20250902   1737.0   1748.0  ...    41190.34   1740.0      1732.0       UR
213  UR512  20250902   1741.0   1752.0  ...    13748.50   1742.0      1734.0       UR
214  UR601  20250902   1742.0   1756.0  ...   554611.45   1747.0      1737.0       UR
215  UR602  20250902   1739.0   1753.0  ...     1273.20   1744.0      1734.0       UR
216  UR603  20250902   1790.0   1794.0  ...       60.81   1788.0      1778.0       UR
217  UR604  20250902   1794.0   1794.0  ...        7.18   1794.0      1777.0       UR
218  UR605  20250902   1781.0   1794.0  ...    15903.85   1788.0      1780.0       UR
219  UR606  20250902   1785.0   1787.0  ...       14.27   1783.0      1774.0       UR
220  UR607  20250902   1800.0   1800.0  ...       46.73   1797.0      1789.0       UR
221  UR608  20250902   1787.0   1800.0  ...       46.70   1796.0      1785.0       UR
222  WH509  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:37,257 - future_1d - INFO - ak.get_czce_daily('2025-09-02') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250902  ...   79840      79750      CU
1        1      CU2510  20250902  ...   79780      79710      CU
2        2      CU2511  20250902  ...   79750      79690      CU
3        3      CU2512  20250902  ...   79670      79620      CU
4        4      CU2601  20250902  ...   79660      79580      CU
5        5      CU2602  20250902  ...   79670      79580      CU
6        6      CU2603  20250902  ...   79670      79620      CU
7        7      CU2604  20250902  ...   79670      79640      CU
8        8      CU2605  20250902  ...   79680      79620      CU
9        9      CU2606  20250902  ...   79740      79610      CU
10      10      CU2607  20250902  ...   79670      79660      CU
11      11      CU2608  20250902  ...   79760      79660      CU
12      12      BC2509  20250902  ...   70130      70580      BC
13      13      BC2510  20250902  ...   70840      70760      BC
14      14      BC2511  20250902  ...   70760      70750      BC
15      15      BC2512  20250902  ...   70740      70740      BC
16      16      BC2601  20250902  ...   70590      70590      BC
17      17      BC2602  20250902  ...   70400      70400      BC
18      18      BC2603  20250902  ...   71400      71470      BC
19      19      BC2604  20250902  ...   70370      70370      BC
20      20      BC2605  20250902  ...   70370      70370      BC
21      21      BC2606  20250902  ...   70210      70210      BC
22      22      BC2607  20250902  ...   70200      70130      BC
23      23      BC2608  20250902  ...   70200      70100      BC
24      24      AL2509  20250902  ...   20730      20675      AL
25      25      AL2510  20250902  ...   20715      20670      AL
26      26      AL2511  20250902  ...   20705      20650      AL
27      27      AL2512  20250902  ...   20685      20625      AL
28      28      AL2601  20250902  ...   20675      20605      AL
29      29      AL2602  20250902  ...   20675      20610      AL
30      30      AL2603  20250902  ...   20710      20655      AL
31      31      AL2604  20250902  ...   20730      20680      AL
32      32      AL2605  20250902  ...   20760      20690      AL
33      33      AL2606  20250902  ...   20775      20695      AL
34      34      AL2607  20250902  ...   20775      20700      AL
35      35      AL2608  20250902  ...   20765      20715      AL
36      36      ZN2509  20250902  ...   22235      22155      ZN
37      37      ZN2510  20250902  ...   22265      22195      ZN
38      38      ZN2511  20250902  ...   22250      22180      ZN
39      39      ZN2512  20250902  ...   22255      22190      ZN
40      40      ZN2601  20250902  ...   22260      22200      ZN
41      41      ZN2602  20250902  ...   22270      22195      ZN
42      42      ZN2603  20250902  ...   22290      22225      ZN
43      43      ZN2604  20250902  ...   22315      22250      ZN
44      44      ZN2605  20250902  ...   22360      22285      ZN
45      45      ZN2606  20250902  ...   22345      22265      ZN
46      46      ZN2607  20250902  ...   22375      22275      ZN
47      47      ZN2608  20250902  ...   22350      22295      ZN
48      48      PB2509  20250902  ...   16820      16795      PB
49      49      PB2510  20250902  ...   16875      16840      PB
50      50      PB2511  20250902  ...   16885      16855      PB
51      51      PB2512  20250902  ...   16905      16880      PB
52      52      PB2601  20250902  ...   16910      16890      PB
53      53      PB2602  20250902  ...   16910      16955      PB
54      54      PB2603  20250902  ...   16960      16995      PB
55      55      PB2604  20250902  ...   17000      16990      PB
56      56      PB2605  20250902  ...   17030      17035      PB
57      57      PB2606  20250902  ...   17040      17070      PB
58      58      PB2607  20250902  ...   17090      17120      PB
59      59      PB2608  20250902  ...   17150      17150      PB
60      60      NI2509  20250902  ...  122760     122460      NI
61      61      NI2510  20250902  ...  123150     122770      NI
62      62      NI2511  20250902  ...  123250     122990      NI
63      63      NI2512  20250902  ...  123380     123180      NI
64      64      NI2601  20250902  ...  123590     123370      NI
65      65      NI2602  20250902  ...  123790     123570      NI
66      66      NI2603  20250902  ...  124280     123680      NI
67      67      NI2604  20250902  ...  124390     123980      NI
68      68      NI2605  20250902  ...  124610     124310      NI
69      69      NI2606  20250902  ...  124960     124440      NI
70      70      NI2607  20250902  ...  124970     124500      NI
71      71      NI2608  20250902  ...  125230     125420      NI
72      72      SN2509  20250902  ...  273850     273340      SN
73      73      SN2510  20250902  ...  274360     273770      SN
74      74      SN2511  20250902  ...  274560     274070      SN
75      75      SN2512  20250902  ...  274460     274230      SN
76      76      SN2601  20250902  ...  274300     273920      SN
77      77      SN2602  20250902  ...  274250     273260      SN
78      78      SN2603  20250902  ...  274600     273800      SN
79      79      SN2604  20250902  ...  274500     275560      SN
80      80      SN2605  20250902  ...  274770     273970      SN
81      81      SN2606  20250902  ...  274980     273820      SN
82      82      SN2607  20250902  ...  274280     273970      SN
83      83      SN2608  20250902  ...  275480     274470      SN
84      84      AO2509  20250902  ...    2990       2982      AO
85      85      AO2510  20250902  ...    3007       2992      AO
86      86      AO2511  20250902  ...    3010       2999      AO
87      87      AO2512  20250902  ...    3014       3007      AO
88      88      AO2601  20250902  ...    3018       3009      AO
89      89      AO2602  20250902  ...    3014       3006      AO
90      90      AO2603  20250902  ...    3021       3009      AO
91      91      AO2604  20250902  ...    3028       3022      AO
92      92      AO2605  20250902  ...    3036       3023      AO
93      93      AO2606  20250902  ...    3043       3025      AO
94      94      AO2607  20250902  ...    3043       3034      AO
95      95      AO2608  20250902  ...    3047       3041      AO
96      96      AD2511  20250902  ...   20330      20275      AD
97      97      AD2512  20250902  ...   20325      20275      AD
98      98      AD2601  20250902  ...   20340      20325      AD
99      99      AD2602  20250902  ...   20235      20210      AD
100    100      AD2603  20250902  ...   20220      20220      AD
101    101      AD2604  20250902  ...   19975      19975      AD
102    102      AD2605  20250902  ...   20040      20040      AD
103    103      AD2606  20250902  ...   19935      19935      AD
104    104      AD2607  20250902  ...   19925      19925      AD
105    105      AD2608  20250902  ...   20170      20170      AD
106    106      AU2509  20250902  ...   805.4     796.82      AU
107    107      AU2510  20250902  ...  804.32     794.72      AU
108    108      AU2511  20250902  ...   805.6     798.14      AU
109    109      AU2512  20250902  ...  806.58     797.72      AU
110    110      AU2602  20250902  ...  808.94     800.18      AU
111    111      AU2604  20250902  ...  810.72     802.12      AU
112    112      AU2606  20250902  ...  813.08      804.5      AU
113    113      AU2608  20250902  ...  816.12      805.4      AU
114    114      AG2509  20250902  ...    9825       9626      AG
115    115      AG2510  20250902  ...    9835       9600      AG
116    116      AG2511  20250902  ...    9850       9594      AG
117    117      AG2512  20250902  ...    9862       9632      AG
118    118      AG2601  20250902  ...    9870       9648      AG
119    119      AG2602  20250902  ...    9877       9632      AG
120    120      AG2603  20250902  ...    9895       9662      AG
121    121      AG2604  20250902  ...    9909       9672      AG
122    122      AG2605  20250902  ...    9917       9696      AG
123    123      AG2606  20250902  ...    9931       9703      AG
124    124      AG2607  20250902  ...    9937       9699      AG
125    125      AG2608  20250902  ...    9960       9732      AG
126    126      RB2509  20250902  ...    2975       2978      RB
127    127      RB2510  20250902  ...    3044       3062      RB
128    128      RB2511  20250902  ...    3058       3065      RB
129    129      RB2512  20250902  ...    3097       3109      RB
130    130      RB2601  20250902  ...    3116       3122      RB
131    131      RB2602  20250902  ...    3112       3108      RB
132    132      RB2603  20250902  ...    3125       3121      RB
133    133      RB2604  20250902  ...    3150       3149      RB
134    134      RB2605  20250902  ...    3168       3165      RB
135    135      RB2606  20250902  ...    3184       3182      RB
136    136      RB2607  20250902  ...    3195       3195      RB
137    137      RB2608  20250902  ...    3200       3197      RB
138    138      WR2509  20250902  ...    3342       3342      WR
139    139      WR2510  20250902  ...    3265       3264      WR
140    140      WR2511  20250902  ...    3282       3282      WR
141    141      WR2512  20250902  ...    3403       3409      WR
142    142      WR2601  20250902  ...    3355       3380      WR
143    143      WR2602  20250902  ...    3365       3355      WR
144    144      WR2603  20250902  ...    3438       3438      WR
145    145      WR2604  20250902  ...    3400       3455      WR
146    146      WR2605  20250902  ...    3429       3429      WR
147    147      WR2606  20250902  ...    3375       3396      WR
148    148      WR2607  20250902  ...    3417       3417      WR
149    149      WR2608  20250902  ...    3350       3344      WR
150    150      HC2509  20250902  ...    3364       3341      HC
151    151      HC2510  20250902  ...    3316       3326      HC
152    152      HC2511  20250902  ...    3314       3324      HC
153    153      HC2512  20250902  ...    3312       3323      HC
154    154      HC2601  20250902  ...    3302       3310      HC
155    155      HC2602  20250902  ...    3305       3297      HC
156    156      HC2603  20250902  ...    3306       3308      HC
157    157      HC2604  20250902  ...    3311       3311      HC
158    158      HC2605  20250902  ...    3314       3314      HC
159    159      HC2606  20250902  ...    3319       3322      HC
160    160      HC2607  20250902  ...    3317       3316      HC
161    161      HC2608  20250902  ...    3330       3304      HC
162    162      SS2509  20250902  ...   12925      12805      SS
163    163      SS2510  20250902  ...   12985      12875      SS
164    164      SS2511  20250902  ...   13045      12945      SS
165    165      SS2512  20250902  ...   13085      13000      SS
166    166      SS2601  20250902  ...   13140      13055      SS
167    167      SS2602  20250902  ...   13160      13080      SS
168    168      SS2603  20250902  ...   13250      13175      SS
169    169      SS2604  20250902  ...   13320      13240      SS
170    170      SS2605  20250902  ...   13385      13305      SS
171    171      SS2606  20250902  ...   13435      13320      SS
172    172      SS2607  20250902  ...   13500      13410      SS
173    173      SS2608  20250902  ...   13560      13410      SS
174    174      SC2510  20250902  ...   489.8      483.6      SC
175    175      SC2511  20250902  ...   491.2        484      SC
176    176      SC2512  20250902  ...   490.4      483.8      SC
177    177      SC2601  20250902  ...   489.2      482.9      SC
178    178      SC2602  20250902  ...   488.5        482      SC
179    179      SC2603  20250902  ...   486.1      479.8      SC
180    180      SC2604  20250902  ...   484.6      478.7      SC
181    181      SC2605  20250902  ...   483.4      477.5      SC
182    182      SC2606  20250902  ...   482.1      476.9      SC
183    183      SC2607  20250902  ...   482.2      473.4      SC
184    184      SC2608  20250902  ...   476.6      475.3      SC
185    185      SC2609  20250902  ...   480.2      470.6      SC
186    186      SC2612  20250902  ...     477      476.6      SC
187    187      SC2703  20250902  ...   475.9      475.9      SC
188    188      SC2706  20250902  ...     475        475      SC
189    189      SC2709  20250902  ...   471.3      471.3      SC
190    190      SC2712  20250902  ...   476.4      471.3      SC
191    191      SC2803  20250902  ...   471.4      471.4      SC
192    192      SC2806  20250902  ...     471        469      SC
193    193      SC2809  20250902  ...   472.7        469      SC
194    194      LU2510  20250902  ...    3524       3458      LU
195    195      LU2511  20250902  ...    3542       3471      LU
196    196      LU2512  20250902  ...    3528       3457      LU
197    197      LU2601  20250902  ...    3508       3443      LU
198    198      LU2602  20250902  ...    3479       3413      LU
199    199      LU2603  20250902  ...    3465       3396      LU
200    200      LU2604  20250902  ...    3468       3391      LU
201    201      LU2605  20250902  ...    3454       3374      LU
202    202      LU2606  20250902  ...    3453       3373      LU
203    203      LU2607  20250902  ...    3448       3392      LU
204    204      LU2608  20250902  ...    3448       3386      LU
205    205      LU2609  20250902  ...    3426       3374      LU
206    206      FU2510  20250902  ...    2847       2820      FU
207    207      FU2511  20250902  ...    2856       2822      FU
208    208      FU2512  20250902  ...    2848       2814      FU
209    209      FU2601  20250902  ...    2841       2804      FU
210    210      FU2602  20250902  ...    2828       2790      FU
211    211      FU2603  20250902  ...    2815       2773      FU
212    212      FU2604  20250902  ...    2809       2770      FU
213    213      FU2605  20250902  ...    2803       2761      FU
214    214      FU2606  20250902  ...    2789       2760      FU
215    215      FU2607  20250902  ...    2773       2737      FU
216    216      FU2608  20250902  ...    2765       2730      FU
217    217      FU2609  20250902  ...    2744       2722      FU
218    218      BU2509  20250902  ...    3550       3527      BU
219    219      BU2510  20250902  ...    3563       3510      BU
220    220      BU2511  20250902  ...    3551       3491      BU
221    221      BU2512  20250902  ...    3492       3436      BU
222    222      BU2601  20250902  ...    3461       3403      BU
223    223      BU2602  20250902  ...    3464       3406      BU
224    224      BU2603  20250902  ...    3461       3412      BU
225    225      BU2604  20250902  ...    3467       3406      BU
226    226      BU2605  20250902  ...    3465       3403      BU
227    227      BU2606  20250902  ...    3463       3411      BU
228    228      BU2607  20250902  ...    3447       3386      BU
229    229      BU2608  20250902  ...    3439       3367      BU
230    230      BU2609  20250902  ...    3426       3382      BU
231    231      BU2612  20250902  ...    3367       3329      BU
232    232      BU2703  20250902  ...    3371       3334      BU
233    233      BU2706  20250902  ...    3373       3324      BU
234    234      BR2509  20250902  ...   11920      11870      BR
235    235      BR2510  20250902  ...   11895      11865      BR
236    236      BR2511  20250902  ...   11880      11845      BR
237    237      BR2512  20250902  ...   11870      11835      BR
238    238      BR2601  20250902  ...   11865      11840      BR
239    239      BR2602  20250902  ...   11905      11940      BR
240    240      BR2603  20250902  ...   11920      11865      BR
241    241      BR2604  20250902  ...   11915      11885      BR
242    242      BR2605  20250902  ...   11925      11930      BR
243    243      BR2606  20250902  ...   11960      11980      BR
244    244      BR2607  20250902  ...   12015      12015      BR
245    245      BR2608  20250902  ...   12135      12000      BR
246    246      RU2509  20250902  ...   14975      14875      RU
247    247      RU2510  20250902  ...   15025      14890      RU
248    248      RU2511  20250902  ...   14960      14865      RU
249    249      RU2601  20250902  ...   15945      15840      RU
250    250      RU2603  20250902  ...   15970      15870      RU
251    251      RU2604  20250902  ...   16025      15870      RU
252    252      RU2605  20250902  ...   16045      15930      RU
253    253      RU2606  20250902  ...   16065      15990      RU
254    254      RU2607  20250902  ...   16120      15970      RU
255    255      RU2608  20250902  ...   16035      16030      RU
256    256      NR2509  20250902  ...   12665      12640      NR
257    257      NR2510  20250902  ...   12745      12675      NR
258    258      NR2511  20250902  ...   12790      12715      NR
259    259      NR2512  20250902  ...   12830      12745      NR
260    260      NR2601  20250902  ...   12860      12780      NR
261    261      NR2602  20250902  ...   12830      12765      NR
262    262      NR2603  20250902  ...   12830      12760      NR
263    263      NR2604  20250902  ...   12815      12780      NR
264    264      NR2605  20250902  ...   12855      12815      NR
265    265      NR2606  20250902  ...   12870      12855      NR
266    266      NR2607  20250902  ...   12905      12865      NR
267    267      NR2608  20250902  ...   12925      12905      NR
268    268      SP2509  20250902  ...    4992       4980      SP
269    269      SP2510  20250902  ...    5012       5004      SP
270    270      SP2511  20250902  ...    5042       5032      SP
271    271      SP2512  20250902  ...    5058       5046      SP
272    272      SP2601  20250902  ...    5340       5340      SP
273    273      SP2602  20250902  ...    5332       5336      SP
274    274      SP2603  20250902  ...    5352       5352      SP
275    275      SP2604  20250902  ...    5362       5362      SP
276    276      SP2605  20250902  ...    5362       5366      SP
277    277      SP2606  20250902  ...    5358       5366      SP
278    278      SP2607  20250902  ...    5378       5378      SP
279    279      SP2608  20250902  ...    5372       5372      SP
280    280      EC2510  20250902  ...  1364.5     1293.8      EC
281    281      EC2512  20250902  ...  1755.1     1621.9      EC
282    282      EC2602  20250902  ...  1571.7     1439.5      EC
283    283      EC2604  20250902  ...  1273.6     1230.5      EC
284    284      EC2606  20250902  ...  1472.3     1407.4      EC
285    285      EC2608  20250902  ...  1648.1     1599.5      EC
286    287  SC_TAS2510  20250902  ...                     SC_TAS
287    288  SC_TAS2511  20250902  ...                     SC_TAS
288    289  SC_TAS2512  20250902  ...                     SC_TAS
289    290  SC_TAS2601  20250902  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 16:26:37,352 - future_1d - INFO - ak.get_shfe_daily('2025-09-02') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250902     487  ...   489.8      483.6      SC
1       SC2511  20250902     488  ...   491.2        484      SC
2       SC2512  20250902   487.7  ...   490.4      483.8      SC
3       SC2601  20250902   487.2  ...   489.2      482.9      SC
4       SC2602  20250902   485.9  ...   488.5        482      SC
5       SC2603  20250902   484.3  ...   486.1      479.8      SC
6       SC2604  20250902   483.5  ...   484.6      478.7      SC
7       SC2605  20250902   482.4  ...   483.4      477.5      SC
8       SC2606  20250902   482.1  ...   482.1      476.9      SC
9       SC2607  20250902   482.2  ...   482.2      473.4      SC
10      SC2608  20250902          ...   476.6      475.3      SC
11      SC2609  20250902   480.2  ...   480.2      470.6      SC
12      SC2612  20250902     477  ...     477      476.6      SC
13      SC2703  20250902          ...   475.9      475.9      SC
14      SC2706  20250902     475  ...     475        475      SC
15      SC2709  20250902          ...   471.3      471.3      SC
16      SC2712  20250902   476.4  ...   476.4      471.3      SC
17      SC2803  20250902          ...   471.4      471.4      SC
18      SC2806  20250902   471.1  ...     471        469      SC
19      SC2809  20250902   473.9  ...   472.7        469      SC
21      LU2510  20250902    3485  ...    3524       3458      LU
22      LU2511  20250902    3504  ...    3542       3471      LU
23      LU2512  20250902    3489  ...    3528       3457      LU
24      LU2601  20250902    3489  ...    3508       3443      LU
25      LU2602  20250902    3458  ...    3479       3413      LU
26      LU2603  20250902    3453  ...    3465       3396      LU
27      LU2604  20250902    3464  ...    3468       3391      LU
28      LU2605  20250902    3436  ...    3454       3374      LU
29      LU2606  20250902    3432  ...    3453       3373      LU
30      LU2607  20250902    3435  ...    3448       3392      LU
31      LU2608  20250902    3454  ...    3448       3386      LU
32      LU2609  20250902    3424  ...    3426       3374      LU
34      NR2509  20250902   12605  ...   12665      12640      NR
35      NR2510  20250902   12730  ...   12745      12675      NR
36      NR2511  20250902   12740  ...   12790      12715      NR
37      NR2512  20250902   12790  ...   12830      12745      NR
38      NR2601  20250902   12830  ...   12860      12780      NR
39      NR2602  20250902   12845  ...   12830      12765      NR
40      NR2603  20250902   12855  ...   12830      12760      NR
41      NR2604  20250902   12845  ...   12815      12780      NR
42      NR2605  20250902   12850  ...   12855      12815      NR
43      NR2606  20250902   12845  ...   12870      12855      NR
44      NR2607  20250902   12865  ...   12905      12865      NR
45      NR2608  20250902   12905  ...   12925      12905      NR
47      BC2509  20250902   69500  ...   70130      70580      BC
48      BC2510  20250902   70710  ...   70840      70760      BC
49      BC2511  20250902   70780  ...   70760      70750      BC
50      BC2512  20250902          ...   70740      70740      BC
51      BC2601  20250902          ...   70590      70590      BC
52      BC2602  20250902          ...   70400      70400      BC
53      BC2603  20250902          ...   71400      71470      BC
54      BC2604  20250902          ...   70370      70370      BC
55      BC2605  20250902          ...   70370      70370      BC
56      BC2606  20250902          ...   70210      70210      BC
57      BC2607  20250902          ...   70200      70130      BC
58      BC2608  20250902          ...   70200      70100      BC
60      EC2510  20250902  1290.2  ...  1364.5     1293.8      EC
61      EC2512  20250902  1640.9  ...  1755.1     1621.9      EC
62      EC2602  20250902    1478  ...  1571.7     1439.5      EC
63      EC2604  20250902    1220  ...  1273.6     1230.5      EC
64      EC2606  20250902  1421.8  ...  1472.3     1407.4      EC
65      EC2608  20250902    1635  ...  1648.1     1599.5      EC
68  SC_TAS2510  20250902          ...                     SC_TAS
69  SC_TAS2511  20250902          ...                     SC_TAS
70  SC_TAS2512  20250902          ...                     SC_TAS
71  SC_TAS2601  20250902          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-03 16:26:37,414 - future_1d - INFO - ak.get_ine_daily('2025-09-02') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250902   4127.00  ...   4122.00     4092.00        A
1     a2511  20250902   3965.00  ...   3969.00     3961.00        A
2     a2601  20250902   3960.00  ...   3966.00     3962.00        A
3     a2603  20250902   3961.00  ...   3967.00     3961.00        A
4     a2605  20250902   4008.00  ...   4013.00     4005.00        A
5     a2607  20250902   4010.00  ...   4018.00     4008.00        A
6     b2509  20250902      0.00  ...   3695.00     3695.00        B
7     b2510  20250902   3695.00  ...   3695.00     3702.00        B
8     b2511  20250902   3724.00  ...   3734.00     3736.00        B
9     b2512  20250902   3770.00  ...   3768.00     3768.00        B
10    b2601  20250902   3760.00  ...   3771.00     3763.00        B
11    b2602  20250902   3761.00  ...   3748.00     3746.00        B
12    b2603  20250902   3708.00  ...   3703.00     3694.00        B
13    b2604  20250902   3601.00  ...   3605.00     3599.00        B
14    b2605  20250902   3538.00  ...   3533.00     3531.00        B
15    b2606  20250902   3530.00  ...   3516.00     3518.00        B
16    b2607  20250902   3527.00  ...   3521.00     3524.00        B
17    b2608  20250902   3608.00  ...   3614.00     3596.00        B
18   bb2509  20250902      0.00  ...    136.00      136.00       BB
19   bb2511  20250902    144.15  ...    144.00      143.60       BB
20   bb2601  20250902    146.65  ...    147.25      146.65       BB
21   bb2603  20250902      0.00  ...    146.40      146.40       BB
22   bb2605  20250902      0.00  ...    140.80      140.25       BB
23   bb2607  20250902      0.00  ...    146.55      146.00       BB
24   bz2603  20250902   6045.00  ...   5966.00     6002.00       BZ
25   bz2604  20250902   6004.00  ...   5955.00     5991.00       BZ
26   bz2605  20250902   5985.00  ...   5978.00     5985.00       BZ
27   bz2606  20250902   5935.00  ...   5935.00     5949.00       BZ
28   bz2607  20250902   5980.00  ...   5980.00     5971.00       BZ
29   bz2608  20250902      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250902   2264.00  ...   2265.00     2240.00        C
31    c2511  20250902   2196.00  ...   2206.00     2190.00        C
32    c2601  20250902   2183.00  ...   2190.00     2180.00        C
33    c2603  20250902   2200.00  ...   2207.00     2197.00        C
34    c2605  20250902   2250.00  ...   2256.00     2247.00        C
35    c2607  20250902   2263.00  ...   2267.00     2259.00        C
36   cs2509  20250902   2487.00  ...   2487.00     2489.00       CS
37   cs2511  20250902   2503.00  ...   2515.00     2499.00       CS
38   cs2601  20250902   2535.00  ...   2545.00     2532.00       CS
39   cs2603  20250902   2540.00  ...   2551.00     2537.00       CS
40   cs2605  20250902   2610.00  ...   2617.00     2606.00       CS
41   cs2607  20250902   2618.00  ...   2620.00     2613.00       CS
42   eb2509  20250902   6924.00  ...   6907.00     6924.00       EB
43   eb2510  20250902   7020.00  ...   6968.00     7018.00       EB
44   eb2511  20250902   7058.00  ...   6995.00     7036.00       EB
45   eb2512  20250902   7080.00  ...   7028.00     7061.00       EB
46   eb2601  20250902   7116.00  ...   7068.00     7106.00       EB
47   eb2602  20250902   7139.00  ...   7092.00     7123.00       EB
48   eb2603  20250902   7138.00  ...   7115.00     7162.00       EB
49   eb2604  20250902   7169.00  ...   7151.00     7197.00       EB
50   eb2605  20250902   7216.00  ...   7172.00     7209.00       EB
51   eb2606  20250902   7199.00  ...   7197.00     7194.00       EB
52   eb2607  20250902      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250902      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250902   4414.00  ...   4382.00     4414.00       EG
55   eg2510  20250902   4408.00  ...   4371.00     4414.00       EG
56   eg2511  20250902   4419.00  ...   4369.00     4435.00       EG
57   eg2512  20250902   4412.00  ...   4371.00     4448.00       EG
58   eg2601  20250902   4425.00  ...   4382.00     4438.00       EG
59   eg2602  20250902   4425.00  ...   4393.00     4463.00       EG
60   eg2603  20250902   4421.00  ...   4381.00     4476.00       EG
61   eg2604  20250902   4402.00  ...   4407.00     4518.00       EG
62   eg2605  20250902   4466.00  ...   4412.00     4474.00       EG
63   eg2606  20250902   4423.00  ...   4407.00     4465.00       EG
64   eg2607  20250902   4432.00  ...   4441.00     4511.00       EG
65   eg2608  20250902      0.00  ...   4483.00     4513.00       EG
66   fb2509  20250902      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250902   1275.50  ...   1276.50     1271.00       FB
68   fb2511  20250902   1263.00  ...   1272.50     1268.00       FB
69   fb2512  20250902   1259.00  ...   1266.00     1264.00       FB
70   fb2601  20250902   1251.50  ...   1260.50     1255.00       FB
71   fb2602  20250902   1239.50  ...   1250.50     1247.00       FB
72   fb2603  20250902   1258.50  ...   1253.50     1247.50       FB
73   fb2604  20250902      0.00  ...   1268.50     1283.50       FB
74   fb2605  20250902   1321.00  ...   1321.00     1311.00       FB
75   fb2606  20250902      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250902      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250902      0.00  ...   1302.50     1302.50       FB
78    i2509  20250902    804.50  ...    798.00      804.50        I
79    i2510  20250902    789.00  ...    791.00      791.00        I
80    i2511  20250902    782.50  ...    786.50      785.00        I
81    i2512  20250902    777.00  ...    781.00      781.50        I
82    i2601  20250902    768.50  ...    771.50      771.00        I
83    i2602  20250902    762.50  ...    766.50      767.00        I
84    i2603  20250902    757.50  ...    761.50      760.00        I
85    i2604  20250902    753.50  ...    756.50      757.00        I
86    i2605  20250902    745.50  ...    749.00      746.50        I
87    i2606  20250902    741.00  ...    745.00      745.50        I
88    i2607  20250902    737.50  ...    740.50      740.50        I
89    i2608  20250902    733.50  ...    737.00      736.00        I
90    j2509  20250902   1500.00  ...   1494.50     1507.50        J
91    j2510  20250902   1505.50  ...   1515.50     1514.50        J
92    j2511  20250902   1535.00  ...   1547.00     1544.00        J
93    j2512  20250902   1580.00  ...   1582.50     1592.50        J
94    j2601  20250902   1598.00  ...   1603.50     1603.50        J
95    j2602  20250902   1629.50  ...   1625.00     1631.50        J
96    j2603  20250902   1648.50  ...   1642.50     1639.00        J
97    j2604  20250902   1693.00  ...   1683.00     1696.00        J
98    j2605  20250902   1698.50  ...   1699.00     1692.00        J
99    j2606  20250902   1716.50  ...   1716.50     1723.00        J
100   j2607  20250902      0.00  ...   1725.00     1725.00        J
101   j2608  20250902   1702.00  ...   1702.00     1679.50        J
102  jd2509  20250902   2801.00  ...   2803.00     2824.00       JD
103  jd2510  20250902   2924.00  ...   2934.00     2948.00       JD
104  jd2511  20250902   2986.00  ...   2996.00     3000.00       JD
105  jd2512  20250902   3130.00  ...   3158.00     3157.00       JD
106  jd2601  20250902   3308.00  ...   3354.00     3337.00       JD
107  jd2602  20250902   3087.00  ...   3107.00     3094.00       JD
108  jd2603  20250902   3094.00  ...   3116.00     3100.00       JD
109  jd2604  20250902   3268.00  ...   3289.00     3264.00       JD
110  jd2605  20250902   3374.00  ...   3418.00     3359.00       JD
111  jd2606  20250902   3208.00  ...   3274.00     3192.00       JD
112  jd2607  20250902   3402.00  ...   3480.00     3401.00       JD
113  jd2608  20250902   3819.00  ...   3871.00     3799.00       JD
114  jm2509  20250902    963.00  ...    947.00      963.00       JM
115  jm2510  20250902    980.00  ...    970.50      985.00       JM
116  jm2511  20250902   1034.50  ...   1029.50     1034.50       JM
117  jm2512  20250902   1080.00  ...   1081.50     1083.50       JM
118  jm2601  20250902   1119.00  ...   1120.00     1121.50       JM
119  jm2602  20250902   1135.00  ...   1137.50     1136.00       JM
120  jm2603  20250902   1148.50  ...   1150.00     1148.00       JM
121  jm2604  20250902   1154.50  ...   1159.50     1159.50       JM
122  jm2605  20250902   1168.00  ...   1168.00     1165.50       JM
123  jm2606  20250902   1181.00  ...   1179.50     1176.50       JM
124  jm2607  20250902   1193.50  ...   1191.50     1187.50       JM
125  jm2608  20250902   1195.00  ...   1200.00     1202.00       JM
126   l2509  20250902   7209.00  ...   7207.00     7209.00        L
127   l2510  20250902   7260.00  ...   7251.00     7243.00        L
128   l2511  20250902   7262.00  ...   7259.00     7249.00        L
129   l2512  20250902   7272.00  ...   7262.00     7255.00        L
130   l2601  20250902   7275.00  ...   7261.00     7256.00        L
131   l2602  20250902   7261.00  ...   7254.00     7247.00        L
132   l2603  20250902   7256.00  ...   7247.00     7248.00        L
133   l2604  20250902   7281.00  ...   7273.00     7273.00        L
134   l2605  20250902   7285.00  ...   7259.00     7260.00        L
135   l2606  20250902   7242.00  ...   7242.00     7258.00        L
136   l2607  20250902      0.00  ...   7285.00     7285.00        L
137   l2608  20250902      0.00  ...   7277.00     7301.00        L
138  lg2509  20250902    797.50  ...    797.50      779.00       LG
139  lg2511  20250902    820.00  ...    814.00      818.50       LG
140  lg2601  20250902    830.00  ...    825.50      830.50       LG
141  lg2603  20250902    832.00  ...    829.50      834.00       LG
142  lg2605  20250902    834.00  ...    831.50      834.00       LG
143  lg2607  20250902    833.00  ...    833.50      835.50       LG
144  lh2509  20250902  13180.00  ...  13225.00    13160.00       LH
145  lh2511  20250902  13630.00  ...  13570.00    13625.00       LH
146  lh2601  20250902  13865.00  ...  13830.00    13885.00       LH
147  lh2603  20250902  13110.00  ...  13080.00    13120.00       LH
148  lh2605  20250902  13590.00  ...  13570.00    13560.00       LH
149  lh2607  20250902  14115.00  ...  14150.00    14120.00       LH
150   m2509  20250902   3002.00  ...   3013.00     3013.00        M
151   m2511  20250902   3018.00  ...   3028.00     3033.00        M
152   m2512  20250902   3061.00  ...   3066.00     3070.00        M
153   m2601  20250902   3054.00  ...   3056.00     3060.00        M
154   m2603  20250902   2985.00  ...   2987.00     2988.00        M
155   m2605  20250902   2815.00  ...   2815.00     2819.00        M
156   m2607  20250902   2802.00  ...   2802.00     2807.00        M
157   m2608  20250902   2928.00  ...   2928.00     2933.00        M
158   p2509  20250902   9450.00  ...   9408.00     9314.00        P
159   p2510  20250902   9352.00  ...   9420.00     9292.00        P
160   p2511  20250902   9320.00  ...   9402.00     9286.00        P
161   p2512  20250902   9374.00  ...   9424.00     9306.00        P
162   p2601  20250902   9388.00  ...   9442.00     9326.00        P
163   p2602  20250902   9340.00  ...   9378.00     9290.00        P
164   p2603  20250902   9286.00  ...   9332.00     9240.00        P
165   p2604  20250902   9282.00  ...   9284.00     9164.00        P
166   p2605  20250902   9130.00  ...   9186.00     9086.00        P
167   p2606  20250902   9078.00  ...   9092.00     8992.00        P
168   p2607  20250902   8978.00  ...   8980.00     8874.00        P
169   p2608  20250902   8938.00  ...   8920.00     8812.00        P
170  pg2509  20250902   3700.00  ...   3739.00     3693.00       PG
171  pg2510  20250902   4404.00  ...   4433.00     4364.00       PG
172  pg2511  20250902   4321.00  ...   4348.00     4282.00       PG
173  pg2512  20250902   4241.00  ...   4283.00     4219.00       PG
174  pg2601  20250902   4176.00  ...   4219.00     4160.00       PG
175  pg2602  20250902   4107.00  ...   4154.00     4100.00       PG
176  pg2603  20250902   4021.00  ...   4063.00     4021.00       PG
177  pg2604  20250902   4370.00  ...   4379.00     4326.00       PG
178  pg2605  20250902   4276.00  ...   4296.00     4251.00       PG
179  pg2606  20250902   4202.00  ...   4202.00     4206.00       PG
180  pg2607  20250902   4176.00  ...   4177.00     4111.00       PG
181  pg2608  20250902   4164.00  ...   4140.00     4120.00       PG
182  pp2509  20250902   6872.00  ...   6867.00     6862.00       PP
183  pp2510  20250902   6923.00  ...   6907.00     6904.00       PP
184  pp2511  20250902   6936.00  ...   6930.00     6926.00       PP
185  pp2512  20250902   6962.00  ...   6950.00     6942.00       PP
186  pp2601  20250902   6967.00  ...   6953.00     6949.00       PP
187  pp2602  20250902   6938.00  ...   6929.00     6927.00       PP
188  pp2603  20250902   6938.00  ...   6932.00     6932.00       PP
189  pp2604  20250902   6977.00  ...   6977.00     6960.00       PP
190  pp2605  20250902   6980.00  ...   6971.00     6973.00       PP
191  pp2606  20250902   6955.00  ...   6948.00     6946.00       PP
192  pp2607  20250902   6938.00  ...   6936.00     6941.00       PP
193  pp2608  20250902   6928.00  ...   6933.00     6937.00       PP
194  rr2509  20250902      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250902   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250902   3613.00  ...   3611.00     3612.00       RR
197  rr2512  20250902   3608.00  ...   3608.00     3608.00       RR
198  rr2601  20250902   3623.00  ...   3621.00     3621.00       RR
199  rr2602  20250902   3603.00  ...   3606.00     3604.00       RR
200  rr2603  20250902      0.00  ...   3609.00     3602.00       RR
201  rr2604  20250902      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250902   3620.00  ...   3620.00     3610.00       RR
203  rr2606  20250902   3611.00  ...   3611.00     3607.00       RR
204  rr2607  20250902      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250902      0.00  ...   3625.00     3625.00       RR
206   v2509  20250902   4717.00  ...   4732.00     4721.00        V
207   v2510  20250902   4784.00  ...   4782.00     4769.00        V
208   v2511  20250902   4809.00  ...   4818.00     4805.00        V
209   v2512  20250902   4848.00  ...   4855.00     4842.00        V
210   v2601  20250902   4883.00  ...   4892.00     4881.00        V
211   v2602  20250902   4924.00  ...   4932.00     4917.00        V
212   v2603  20250902   4961.00  ...   4964.00     4955.00        V
213   v2604  20250902   5153.00  ...   5167.00     5156.00        V
214   v2605  20250902   5200.00  ...   5189.00     5183.00        V
215   v2606  20250902   5208.00  ...   5230.00     5208.00        V
216   v2607  20250902   5238.00  ...   5259.00     5244.00        V
217   v2608  20250902   5285.00  ...   5289.00     5277.00        V
218   y2509  20250902   8400.00  ...   8410.00     8400.00        Y
219   y2511  20250902   8384.00  ...   8384.00     8358.00        Y
220   y2512  20250902   8408.00  ...   8410.00     8380.00        Y
221   y2601  20250902   8360.00  ...   8364.00     8330.00        Y
222   y2603  20250902   8304.00  ...   8314.00     8262.00        Y
223   y2605  20250902   8052.00  ...   8076.00     8040.00        Y
224   y2607  20250902   8030.00  ...   8044.00     8006.00        Y
225   y2608  20250902   8022.00  ...   8042.00     7994.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:38,090 - future_1d - INFO - ak.get_dce_daily('2025-09-02') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250902  7026.000  ...  6878.000    7022.800       IC
1   IC2510  20250902  6965.200  ...  6828.000    6973.000       IC
2   IC2512  20250902  6859.400  ...  6726.200    6867.200       IC
3   IC2603  20250902  6715.200  ...  6582.800    6716.800       IC
4   IF2509  20250902  4516.000  ...  4472.800    4513.800       IF
5   IF2510  20250902  4505.000  ...  4466.600    4507.000       IF
6   IF2512  20250902  4487.200  ...  4452.200    4492.000       IF
7   IF2603  20250902  4469.800  ...  4432.000    4469.000       IF
8   IH2509  20250902  2984.000  ...  2987.600    2982.400       IH
9   IH2510  20250902  2981.600  ...  2986.600    2980.600       IH
10  IH2512  20250902  2985.000  ...  2985.400    2982.400       IH
11  IH2603  20250902  2987.000  ...  2985.200    2984.600       IH
12  IM2509  20250902  7383.200  ...  7230.800    7387.800       IM
13  IM2510  20250902  7319.000  ...  7174.600    7321.000       IM
14  IM2512  20250902  7187.000  ...  7037.000    7187.200       IM
15  IM2603  20250902  6995.200  ...  6860.600    7003.800       IM
16   T2509  20250902   108.250  ...   108.130     108.200        T
17   T2512  20250902   108.005  ...   107.930     107.985        T
18   T2603  20250902   107.755  ...   107.680     107.715        T
19  TF2509  20250902   105.705  ...   105.700     105.700       TF
20  TF2512  20250902   105.585  ...   105.550     105.590       TF
21  TF2603  20250902   105.550  ...   105.465     105.485       TF
22  TL2509  20250902   117.440  ...   117.150     117.280       TL
23  TL2512  20250902   116.960  ...   116.610     116.890       TL
24  TL2603  20250902   116.690  ...   116.280     116.550       TL
25  TS2509  20250902   102.356  ...   102.350     102.356       TS
26  TS2512  20250902   102.430  ...   102.410     102.428       TS
27  TS2603  20250902   102.364  ...   102.360     102.358       TS

[28 rows x 12 columns]
2025-09-03 16:26:38,181 - future_1d - INFO - ak.get_cffex_daily('2025-09-02') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250902  52230.0  ...  52035.0     49445.0       PS
1   PS2510  20250902  52030.0  ...  52120.0     50110.0       PS
2   PS2511  20250902  52360.0  ...  51985.0     49895.0       PS
3   PS2512  20250902  54000.0  ...  54245.0     52290.0       PS
4   PS2601  20250902  54345.0  ...  54225.0     52450.0       PS
5   PS2602  20250902  54750.0  ...  54385.0     52440.0       PS
6   PS2603  20250902  54810.0  ...  54640.0     52905.0       PS
7   PS2604  20250902  54845.0  ...  54715.0     52735.0       PS
8   PS2605  20250902  54955.0  ...  54555.0     53005.0       PS
9   PS2606  20250902  56900.0  ...  56825.0     55420.0       PS
10  PS2607  20250902  56640.0  ...  56985.0     55465.0       PS
11  PS2608  20250902  57395.0  ...  57000.0     55185.0       PS
13  SI2509  20250902   8540.0  ...   8495.0      8310.0       SI
14  SI2510  20250902   8540.0  ...   8505.0      8335.0       SI
15  SI2511  20250902   8480.0  ...   8515.0      8375.0       SI
16  SI2512  20250902   8810.0  ...   8880.0      8775.0       SI
17  SI2601  20250902   8845.0  ...   8885.0      8760.0       SI
18  SI2602  20250902   8770.0  ...   8815.0      8750.0       SI
19  SI2603  20250902   8850.0  ...   8900.0      8780.0       SI
20  SI2604  20250902   8900.0  ...   8895.0      8845.0       SI
21  SI2605  20250902   8910.0  ...   8930.0      8795.0       SI
22  SI2606  20250902   8960.0  ...   8925.0      8825.0       SI
23  SI2607  20250902   8990.0  ...   8960.0      8855.0       SI
24  SI2608  20250902   9010.0  ...   8980.0      8790.0       SI
27  LC2509  20250902  76300.0  ...  74980.0     76320.0       LC
28  LC2510  20250902  75460.0  ...  74160.0     75980.0       LC
29  LC2511  20250902  75040.0  ...  74180.0     75880.0       LC
30  LC2512  20250902  75180.0  ...  73940.0     75640.0       LC
31  LC2601  20250902  75000.0  ...  73920.0     75480.0       LC
32  LC2602  20250902  74460.0  ...  73420.0     75060.0       LC
33  LC2603  20250902  74900.0  ...  73420.0     74940.0       LC
34  LC2604  20250902  74660.0  ...  73660.0     75180.0       LC
35  LC2605  20250902  74880.0  ...  73420.0     75140.0       LC
36  LC2606  20250902  74540.0  ...  73280.0     74540.0       LC
37  LC2607  20250902  74400.0  ...  73260.0     74600.0       LC
38  LC2608  20250902  73980.0  ...  73420.0     74780.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:38,388 - future_1d - INFO - ak.get_gfex_daily('2025-09-02') done
2025-09-03 16:26:40,144 - future_1d - INFO - save future_daily 2025-09-02 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250903   8425.0   8468.0  ...   373826.35   8370.0      8378.0       AP
1    AP511  20250903   8218.0   8258.0  ...     3866.27   8189.0      8188.0       AP
2    AP512  20250903   8236.0   8259.0  ...      490.01   8167.0      8206.0       AP
3    AP601  20250903   8300.0   8330.0  ...   242748.25   8239.0      8273.0       AP
4    AP603  20250903   8190.0   8199.0  ...      422.18   8119.0      8159.0       AP
5    AP604  20250903   8205.0   8205.0  ...      154.62   8138.0      8166.0       AP
6    AP605  20250903   8238.0   8264.0  ...     1746.71   8201.0      8223.0       AP
7    CF509  20250903  13575.0  13595.0  ...     8349.43  13575.0     13645.0       CF
8    CF511  20250903  13855.0  13900.0  ...   219331.93  13870.0     13920.0       CF
9    CF601  20250903  14010.0  14060.0  ...  1473850.41  14025.0     14090.0       CF
10   CF603  20250903  13975.0  14015.0  ...     2867.43  13985.0     14050.0       CF
11   CF605  20250903  13965.0  14005.0  ...   127377.86  13980.0     14030.0       CF
12   CF607  20250903  13975.0  14015.0  ...     1349.43  13985.0     14040.0       CF
13   CJ509  20250903  10200.0  10200.0  ...      101.44  10145.0     10145.0       CJ
14   CJ512  20250903  11280.0  11315.0  ...     6758.04  11225.0     11275.0       CJ
15   CJ601  20250903  11395.0  11435.0  ...   667850.78  11335.0     11390.0       CJ
16   CJ603  20250903  11440.0  11470.0  ...    11030.77  11380.0     11430.0       CJ
17   CJ605  20250903  11545.0  11575.0  ...   103943.60  11465.0     11540.0       CJ
18   CJ607  20250903  11695.0  11725.0  ...     1834.16  11610.0     11690.0       CJ
19   CY509  20250903  19625.0  19625.0  ...       39.25  19625.0     20240.0       CY
20   CY510  20250903      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250903  19940.0  20035.0  ...    78803.07  19995.0     20060.0       CY
22   CY512  20250903      0.0      0.0  ...        0.00  19935.0     20040.0       CY
23   CY601  20250903  20065.0  20065.0  ...     1470.84  20010.0     20090.0       CY
24   CY602  20250903      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250903      0.0      0.0  ...        0.00  20340.0     20345.0       CY
26   CY604  20250903      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250903      0.0      0.0  ...        0.00  20305.0     20375.0       CY
28   CY606  20250903      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250903      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250903      0.0      0.0  ...        0.00  20245.0     20280.0       CY
31   FG509  20250903    965.0    965.0  ...      241.50    951.0       956.0       FG
32   FG510  20250903   1055.0   1068.0  ...    25695.19   1059.0      1061.0       FG
33   FG511  20250903   1044.0   1059.0  ...    99481.99   1048.0      1051.0       FG
34   FG512  20250903   1145.0   1161.0  ...    44546.40   1149.0      1150.0       FG
35   FG601  20250903   1135.0   1152.0  ...  2638406.61   1140.0      1142.0       FG
36   FG602  20250903   1195.0   1203.0  ...    19134.58   1192.0      1191.0       FG
37   FG603  20250903   1217.0   1217.0  ...      664.57   1195.0      1193.0       FG
38   FG604  20250903   1267.0   1267.0  ...      331.12   1245.0      1243.0       FG
39   FG605  20250903   1233.0   1250.0  ...    60061.83   1239.0      1240.0       FG
40   FG606  20250903   1268.0   1280.0  ...      739.87   1271.0      1271.0       FG
41   FG607  20250903   1258.0   1275.0  ...      784.26   1265.0      1265.0       FG
42   FG608  20250903   1292.0   1307.0  ...      904.87   1300.0      1298.0       FG
43   JR509  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250903   2230.0   2230.0  ...     2593.96   2225.0      2213.0       MA
53   MA510  20250903   2277.0   2297.0  ...    19913.44   2288.0      2279.0       MA
54   MA511  20250903   2303.0   2326.0  ...    79235.35   2317.0      2306.0       MA
55   MA512  20250903   2351.0   2369.0  ...    36491.77   2361.0      2350.0       MA
56   MA601  20250903   2373.0   2397.0  ...  1194423.07   2387.0      2378.0       MA
57   MA602  20250903   2393.0   2409.0  ...    13095.77   2398.0      2389.0       MA
58   MA603  20250903   2389.0   2410.0  ...      170.54   2402.0      2394.0       MA
59   MA604  20250903      0.0      0.0  ...        0.00   2391.0      2389.0       MA
60   MA605  20250903   2375.0   2393.0  ...    88391.27   2385.0      2378.0       MA
61   MA606  20250903   2393.0   2401.0  ...       21.58   2397.0      2382.0       MA
62   MA607  20250903   2384.0   2390.0  ...       83.52   2386.0      2380.0       MA
63   MA608  20250903   2382.0   2390.0  ...       11.93   2385.0      2382.0       MA
64   OI509  20250903   9950.0   9950.0  ...      924.39   9940.0      9949.0       OI
65   OI511  20250903   9874.0   9917.0  ...   413029.39   9863.0      9876.0       OI
66   OI601  20250903   9770.0   9814.0  ...  2333076.68   9759.0      9775.0       OI
67   OI603  20250903   9683.0   9731.0  ...     3321.69   9684.0      9697.0       OI
68   OI605  20250903   9593.0   9644.0  ...    50726.30   9584.0      9607.0       OI
69   OI607  20250903   9563.0   9609.0  ...      477.37   9547.0      9567.0       OI
70   PF509  20250903   6350.0   6350.0  ...       31.75   6350.0      6360.0       PF
71   PF510  20250903   6440.0   6466.0  ...   163183.56   6438.0      6470.0       PF
72   PF511  20250903   6442.0   6462.0  ...   540342.59   6430.0      6462.0       PF
73   PF512  20250903   6412.0   6442.0  ...   308338.72   6412.0      6450.0       PF
74   PF601  20250903   6458.0   6482.0  ...    32450.00   6460.0      6486.0       PF
75   PF602  20250903   6472.0   6496.0  ...    87271.21   6476.0      6496.0       PF
76   PF603  20250903   6468.0   6502.0  ...       19.45   6482.0      6500.0       PF
77   PF604  20250903   6504.0   6538.0  ...       22.81   6516.0      6532.0       PF
78   PF605  20250903   6520.0   6522.0  ...        9.77   6516.0      6562.0       PF
79   PF606  20250903   6546.0   6546.0  ...        9.80   6534.0      6580.0       PF
80   PF607  20250903   6552.0   6552.0  ...        6.55   6552.0      6544.0       PF
81   PF608  20250903      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250903   7956.0   7982.0  ...    30813.39   7966.0      8002.0       PK
83   PK511  20250903   7790.0   7810.0  ...   170696.11   7794.0      7822.0       PK
84   PK512  20250903   7806.0   7816.0  ...    45381.20   7800.0      7812.0       PK
85   PK601  20250903   7856.0   7862.0  ...    15736.00   7850.0      7862.0       PK
86   PK603  20250903   7856.0   7860.0  ...       19.64   7856.0      7864.0       PK
87   PK604  20250903   7872.0   7880.0  ...       27.56   7874.0      7876.0       PK
88   PK605  20250903   7874.0   7878.0  ...     1943.68   7870.0      7874.0       PK
89   PL601  20250903   6391.0   6439.0  ...    46480.85   6420.0      6418.0       PL
90   PL602  20250903   6451.0   6451.0  ...       64.46   6446.0      6455.0       PL
91   PL603  20250903      0.0      0.0  ...        0.00   6466.0      6480.0       PL
92   PL604  20250903      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250903   6411.0   6411.0  ...       76.84   6403.0      6412.0       PL
94   PL606  20250903      0.0      0.0  ...        0.00   6438.0      6438.0       PL
95   PL607  20250903      0.0      0.0  ...        0.00   6448.0      6448.0       PL
96   PL608  20250903      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250903      0.0      0.0  ...        0.00   5818.0      5818.0       PR
104  PR510  20250903   5912.0   5936.0  ...    41851.88   5900.0      5934.0       PR
105  PR511  20250903   5910.0   5938.0  ...   636167.39   5924.0      5934.0       PR
106  PR512  20250903   5916.0   5946.0  ...   537065.00   5932.0      5938.0       PR
107  PR601  20250903   5932.0   5948.0  ...    67170.48   5926.0      5946.0       PR
108  PR602  20250903   5942.0   5942.0  ...       17.83   5942.0      5956.0       PR
109  PR603  20250903   5970.0   5982.0  ...       53.63   5960.0      5958.0       PR
110  PR604  20250903   5976.0   5994.0  ...       17.96   5986.0      5990.0       PR
111  PR605  20250903   5994.0   5994.0  ...       44.84   5980.0      5992.0       PR
112  PR606  20250903   5982.0   5982.0  ...        8.97   5982.0      6000.0       PR
113  PR607  20250903   5986.0   5986.0  ...        8.98   5986.0      5996.0       PR
114  PR608  20250903      0.0      0.0  ...        0.00   5990.0      5990.0       PR
115  PX509  20250903      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250903   6842.0   6880.0  ...    30434.66   6830.0      6890.0       PX
117  PX511  20250903   6822.0   6880.0  ...   673539.79   6834.0      6866.0       PX
118  PX512  20250903   6794.0   6850.0  ...   225306.89   6814.0      6818.0       PX
119  PX601  20250903   6782.0   6820.0  ...   129963.45   6784.0      6808.0       PX
120  PX602  20250903   6754.0   6804.0  ...    15783.70   6772.0      6798.0       PX
121  PX603  20250903   6732.0   6732.0  ...        3.37   6732.0      6790.0       PX
122  PX604  20250903      0.0      0.0  ...        0.00   6766.0      6786.0       PX
123  PX605  20250903   6790.0   6796.0  ...      128.69   6774.0      6796.0       PX
124  PX606  20250903   6774.0   6780.0  ...       16.93   6772.0      6834.0       PX
125  PX607  20250903   6776.0   6776.0  ...       27.00   6750.0      6788.0       PX
126  PX608  20250903   6774.0   6774.0  ...        6.77   6774.0      6798.0       PX
127  RI509  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250903   2553.0   2570.0  ...      706.11   2558.0      2560.0       RM
134  RM511  20250903   2538.0   2572.0  ...    32255.80   2551.0      2555.0       RM
135  RM601  20250903   2494.0   2534.0  ...   796407.97   2514.0      2516.0       RM
136  RM603  20250903   2396.0   2425.0  ...     9756.09   2410.0      2418.0       RM
137  RM605  20250903   2389.0   2416.0  ...   108756.78   2400.0      2406.0       RM
138  RM607  20250903   2379.0   2402.0  ...    11814.33   2388.0      2394.0       RM
139  RM608  20250903   2478.0   2489.0  ...      153.63   2478.0      2479.0       RM
140  RS509  20250903      0.0      0.0  ...        0.00   4744.0      4711.0       RS
141  RS511  20250903   5063.0   5115.0  ...      172.73   5080.0      5045.0       RS
142  RS607  20250903   5489.0   5540.0  ...      104.75   5513.0      5505.0       RS
143  RS608  20250903      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250903   1152.0   1168.0  ...     2535.64   1156.0      1152.0       SA
145  SA510  20250903   1201.0   1218.0  ...    33228.31   1206.0      1203.0       SA
146  SA511  20250903   1205.0   1224.0  ...   166604.16   1211.0      1209.0       SA
147  SA512  20250903   1261.0   1280.0  ...    84609.16   1267.0      1264.0       SA
148  SA601  20250903   1267.0   1289.0  ...  2455608.45   1277.0      1273.0       SA
149  SA602  20250903   1296.0   1318.0  ...    19603.38   1305.0      1301.0       SA
150  SA603  20250903   1302.0   1324.0  ...     3131.68   1311.0      1307.0       SA
151  SA604  20250903   1343.0   1361.0  ...     1159.25   1351.0      1345.0       SA
152  SA605  20250903   1344.0   1368.0  ...    82558.73   1356.0      1350.0       SA
153  SA606  20250903   1368.0   1370.0  ...      543.42   1365.0      1361.0       SA
154  SA607  20250903   1367.0   1378.0  ...      503.94   1369.0      1365.0       SA
155  SA608  20250903   1400.0   1400.0  ...      136.65   1394.0      1389.0       SA
156  SF509  20250903   5360.0   5366.0  ...     1360.41   5350.0      5350.0       SF
157  SF510  20250903   5362.0   5386.0  ...    16332.48   5362.0      5362.0       SF
158  SF511  20250903   5556.0   5562.0  ...   307966.99   5536.0      5544.0       SF
159  SF512  20250903   5514.0   5516.0  ...    59530.80   5494.0      5504.0       SF
160  SF601  20250903   5512.0   5522.0  ...    78807.59   5498.0      5504.0       SF
161  SF602  20250903   5482.0   5486.0  ...     8694.34   5464.0      5472.0       SF
162  SF603  20250903   5650.0   5654.0  ...       11.29   5646.0      5646.0       SF
163  SF604  20250903      0.0      0.0  ...        0.00   5626.0      5654.0       SF
164  SF605  20250903   5644.0   5648.0  ...      956.57   5628.0      5636.0       SF
165  SF606  20250903   5586.0   5586.0  ...        5.59   5586.0      5596.0       SF
166  SF607  20250903   5734.0   5734.0  ...        2.87   5734.0      5742.0       SF
167  SF608  20250903   5708.0   5708.0  ...        5.71   5706.0      5716.0       SF
168  SH509  20250903   2540.0   2540.0  ...      255.83   2508.0      2534.0       SH
169  SH510  20250903   2651.0   2664.0  ...   133070.00   2628.0      2665.0       SH
170  SH511  20250903   2683.0   2699.0  ...   634623.28   2669.0      2701.0       SH
171  SH512  20250903   2694.0   2703.0  ...   267279.12   2681.0      2706.0       SH
172  SH601  20250903   2660.0   2674.0  ...  3428894.51   2645.0      2685.0       SH
173  SH602  20250903   2671.0   2681.0  ...    32899.67   2651.0      2692.0       SH
174  SH603  20250903   2682.0   2692.0  ...     2629.26   2664.0      2700.0       SH
175  SH604  20250903   2729.0   2739.0  ...     1397.17   2724.0      2740.0       SH
176  SH605  20250903   2740.0   2750.0  ...    37899.29   2723.0      2753.0       SH
177  SH606  20250903   2732.0   2752.0  ...      509.06   2737.0      2754.0       SH
178  SH607  20250903   2733.0   2733.0  ...      122.24   2717.0      2738.0       SH
179  SH608  20250903   2742.0   2749.0  ...      196.49   2729.0      2758.0       SH
180  SM509  20250903   5658.0   5658.0  ...      854.90   5644.0      5646.0       SM
181  SM510  20250903   5666.0   5674.0  ...    10705.41   5652.0      5656.0       SM
182  SM511  20250903   5758.0   5758.0  ...   104241.83   5734.0      5742.0       SM
183  SM512  20250903   5770.0   5770.0  ...    49475.83   5738.0      5744.0       SM
184  SM601  20250903   5766.0   5772.0  ...   295156.95   5744.0      5748.0       SM
185  SM602  20250903   5782.0   5782.0  ...    43610.63   5752.0      5760.0       SM
186  SM603  20250903   5752.0   5752.0  ...       11.50   5752.0      5774.0       SM
187  SM604  20250903      0.0      0.0  ...        0.00   5772.0      5784.0       SM
188  SM605  20250903   5798.0   5810.0  ...     3015.55   5782.0      5790.0       SM
189  SM606  20250903      0.0      0.0  ...        0.00   5788.0      5804.0       SM
190  SM607  20250903   5826.0   5826.0  ...       29.05   5810.0      5818.0       SM
191  SM608  20250903   5832.0   5832.0  ...        2.92   5832.0      5838.0       SM
192  SR509  20250903   5614.0   5614.0  ...     5283.24   5609.0      5614.0       SR
193  SR511  20250903   5575.0   5583.0  ...   181636.51   5566.0      5585.0       SR
194  SR601  20250903   5580.0   5586.0  ...  1057175.67   5569.0      5595.0       SR
195  SR603  20250903   5559.0   5565.0  ...     4229.41   5550.0      5572.0       SR
196  SR605  20250903   5548.0   5550.0  ...    57507.92   5539.0      5557.0       SR
197  SR607  20250903   5543.0   5547.0  ...     2413.70   5536.0      5551.0       SR
198  TA509  20250903   4700.0   4704.0  ...     9420.04   4692.0      4714.0       TA
199  TA510  20250903   4736.0   4756.0  ...    75495.37   4730.0      4756.0       TA
200  TA511  20250903   4738.0   4766.0  ...   191854.58   4740.0      4762.0       TA
201  TA512  20250903   4748.0   4772.0  ...    73556.81   4750.0      4772.0       TA
202  TA601  20250903   4752.0   4776.0  ...  1368853.35   4754.0      4776.0       TA
203  TA602  20250903   4764.0   4782.0  ...     9882.22   4764.0      4784.0       TA
204  TA603  20250903   4778.0   4790.0  ...       73.98   4774.0      4800.0       TA
205  TA604  20250903      0.0      0.0  ...        0.00   4766.0      4800.0       TA
206  TA605  20250903   4796.0   4818.0  ...    29007.42   4796.0      4818.0       TA
207  TA606  20250903   4794.0   4794.0  ...        2.40   4794.0      4816.0       TA
208  TA607  20250903      0.0      0.0  ...        0.00   4804.0      4822.0       TA
209  TA608  20250903   4836.0   4836.0  ...        7.22   4816.0      4834.0       TA
210  UR509  20250903   1680.0   1689.0  ...      671.45   1670.0      1676.0       UR
211  UR510  20250903   1704.0   1712.0  ...     9208.05   1692.0      1699.0       UR
212  UR511  20250903   1746.0   1757.0  ...    60221.27   1731.0      1740.0       UR
213  UR512  20250903   1746.0   1760.0  ...    18558.95   1734.0      1742.0       UR
214  UR601  20250903   1752.0   1764.0  ...   992533.96   1737.0      1747.0       UR
215  UR602  20250903   1747.0   1762.0  ...     2209.72   1734.0      1744.0       UR
216  UR603  20250903   1788.0   1799.0  ...     1121.45   1769.0      1788.0       UR
217  UR604  20250903   1794.0   1794.0  ...      685.57   1767.0      1794.0       UR
218  UR605  20250903   1794.0   1796.0  ...    41997.19   1776.0      1788.0       UR
219  UR606  20250903   1790.0   1790.0  ...      289.36   1764.0      1783.0       UR
220  UR607  20250903   1800.0   1805.0  ...      730.42   1782.0      1797.0       UR
221  UR608  20250903   1798.0   1798.0  ...      107.16   1786.0      1796.0       UR
222  WH509  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 16:26:44,658 - future_1d - INFO - ak.get_czce_daily('2025-09-03') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250903  ...   80270      79840      CU
1        1      CU2510  20250903  ...   80180      79780      CU
2        2      CU2511  20250903  ...   80170      79750      CU
3        3      CU2512  20250903  ...   80130      79670      CU
4        4      CU2601  20250903  ...   80010      79660      CU
5        5      CU2602  20250903  ...   80030      79670      CU
6        6      CU2603  20250903  ...   80050      79670      CU
7        7      CU2604  20250903  ...   80000      79670      CU
8        8      CU2605  20250903  ...   79840      79680      CU
9        9      CU2606  20250903  ...   80070      79740      CU
10      10      CU2607  20250903  ...   80050      79670      CU
11      11      CU2608  20250903  ...   80070      79760      CU
12      12      BC2509  20250903  ...   70130      70130      BC
13      13      BC2510  20250903  ...   71240      70840      BC
14      14      BC2511  20250903  ...   71160      70760      BC
15      15      BC2512  20250903  ...   71460      70740      BC
16      16      BC2601  20250903  ...   70590      70590      BC
17      17      BC2602  20250903  ...   70700      70400      BC
18      18      BC2603  20250903  ...   71400      71400      BC
19      19      BC2604  20250903  ...   70710      70370      BC
20      20      BC2605  20250903  ...   70710      70370      BC
21      21      BC2606  20250903  ...   70700      70210      BC
22      22      BC2607  20250903  ...   70600      70200      BC
23      23      BC2608  20250903  ...   70440      70200      BC
24      24      AL2509  20250903  ...   20755      20730      AL
25      25      AL2510  20250903  ...   20765      20715      AL
26      26      AL2511  20250903  ...   20755      20705      AL
27      27      AL2512  20250903  ...   20740      20685      AL
28      28      AL2601  20250903  ...   20735      20675      AL
29      29      AL2602  20250903  ...   20725      20675      AL
30      30      AL2603  20250903  ...   20735      20710      AL
31      31      AL2604  20250903  ...   20775      20730      AL
32      32      AL2605  20250903  ...   20795      20760      AL
33      33      AL2606  20250903  ...   20830      20775      AL
34      34      AL2607  20250903  ...   20805      20775      AL
35      35      AL2608  20250903  ...   20820      20765      AL
36      36      ZN2509  20250903  ...   22275      22235      ZN
37      37      ZN2510  20250903  ...   22305      22265      ZN
38      38      ZN2511  20250903  ...   22300      22250      ZN
39      39      ZN2512  20250903  ...   22305      22255      ZN
40      40      ZN2601  20250903  ...   22310      22260      ZN
41      41      ZN2602  20250903  ...   22290      22270      ZN
42      42      ZN2603  20250903  ...   22350      22290      ZN
43      43      ZN2604  20250903  ...   22365      22315      ZN
44      44      ZN2605  20250903  ...   22390      22360      ZN
45      45      ZN2606  20250903  ...   22405      22345      ZN
46      46      ZN2607  20250903  ...   22380      22375      ZN
47      47      ZN2608  20250903  ...   22400      22350      ZN
48      48      PB2509  20250903  ...   16820      16820      PB
49      49      PB2510  20250903  ...   16870      16875      PB
50      50      PB2511  20250903  ...   16885      16885      PB
51      51      PB2512  20250903  ...   16895      16905      PB
52      52      PB2601  20250903  ...   16910      16910      PB
53      53      PB2602  20250903  ...   16910      16910      PB
54      54      PB2603  20250903  ...   16960      16960      PB
55      55      PB2604  20250903  ...   17005      17000      PB
56      56      PB2605  20250903  ...   17010      17030      PB
57      57      PB2606  20250903  ...   17040      17040      PB
58      58      PB2607  20250903  ...   17090      17090      PB
59      59      PB2608  20250903  ...   17100      17150      PB
60      60      NI2509  20250903  ...  121290     122760      NI
61      61      NI2510  20250903  ...  121500     123150      NI
62      62      NI2511  20250903  ...  121630     123250      NI
63      63      NI2512  20250903  ...  121830     123380      NI
64      64      NI2601  20250903  ...  122050     123590      NI
65      65      NI2602  20250903  ...  122320     123790      NI
66      66      NI2603  20250903  ...  122600     124280      NI
67      67      NI2604  20250903  ...  122900     124390      NI
68      68      NI2605  20250903  ...  123070     124610      NI
69      69      NI2606  20250903  ...  123320     124960      NI
70      70      NI2607  20250903  ...  123440     124970      NI
71      71      NI2608  20250903  ...  124040     125230      NI
72      72      SN2509  20250903  ...  272650     273850      SN
73      73      SN2510  20250903  ...  273110     274360      SN
74      74      SN2511  20250903  ...  273310     274560      SN
75      75      SN2512  20250903  ...  273250     274460      SN
76      76      SN2601  20250903  ...  273230     274300      SN
77      77      SN2602  20250903  ...  273190     274250      SN
78      78      SN2603  20250903  ...  273880     274600      SN
79      79      SN2604  20250903  ...  274470     274500      SN
80      80      SN2605  20250903  ...  273540     274770      SN
81      81      SN2606  20250903  ...  273820     274980      SN
82      82      SN2607  20250903  ...  274280     274280      SN
83      83      SN2608  20250903  ...  274450     275480      SN
84      84      AO2509  20250903  ...    2987       2990      AO
85      85      AO2510  20250903  ...    3005       3007      AO
86      86      AO2511  20250903  ...    3009       3010      AO
87      87      AO2512  20250903  ...    3018       3014      AO
88      88      AO2601  20250903  ...    3024       3018      AO
89      89      AO2602  20250903  ...    3016       3014      AO
90      90      AO2603  20250903  ...    3024       3021      AO
91      91      AO2604  20250903  ...    3038       3028      AO
92      92      AO2605  20250903  ...    3040       3036      AO
93      93      AO2606  20250903  ...    3044       3043      AO
94      94      AO2607  20250903  ...    3047       3043      AO
95      95      AO2608  20250903  ...    3033       3047      AO
96      96      AD2511  20250903  ...   20330      20330      AD
97      97      AD2512  20250903  ...   20325      20325      AD
98      98      AD2601  20250903  ...   20290      20340      AD
99      99      AD2602  20250903  ...   20340      20235      AD
100    100      AD2603  20250903  ...   20290      20220      AD
101    101      AD2604  20250903  ...   20235      19975      AD
102    102      AD2605  20250903  ...   20145      20040      AD
103    103      AD2606  20250903  ...   20110      19935      AD
104    104      AD2607  20250903  ...   19925      19925      AD
105    105      AD2608  20250903  ...   20170      20170      AD
106    106      AU2509  20250903  ...  811.66      805.4      AU
107    107      AU2510  20250903  ...  810.36     804.32      AU
108    108      AU2511  20250903  ...  810.42      805.6      AU
109    109      AU2512  20250903  ...   812.8     806.58      AU
110    110      AU2602  20250903  ...  814.72     808.94      AU
111    111      AU2604  20250903  ...  816.68     810.72      AU
112    112      AU2606  20250903  ...  819.38     813.08      AU
113    113      AU2608  20250903  ...  821.24     816.12      AU
114    114      AG2509  20250903  ...    9791       9825      AG
115    115      AG2510  20250903  ...    9787       9835      AG
116    116      AG2511  20250903  ...    9783       9850      AG
117    117      AG2512  20250903  ...    9809       9862      AG
118    118      AG2601  20250903  ...    9814       9870      AG
119    119      AG2602  20250903  ...    9828       9877      AG
120    120      AG2603  20250903  ...    9840       9895      AG
121    121      AG2604  20250903  ...    9849       9909      AG
122    122      AG2605  20250903  ...    9861       9917      AG
123    123      AG2606  20250903  ...    9880       9931      AG
124    124      AG2607  20250903  ...    9915       9937      AG
125    125      AG2608  20250903  ...    9909       9960      AG
126    126      RB2509  20250903  ...    2962       2975      RB
127    127      RB2510  20250903  ...    3047       3044      RB
128    128      RB2511  20250903  ...    3059       3058      RB
129    129      RB2512  20250903  ...    3100       3097      RB
130    130      RB2601  20250903  ...    3119       3116      RB
131    131      RB2602  20250903  ...    3118       3112      RB
132    132      RB2603  20250903  ...    3125       3125      RB
133    133      RB2604  20250903  ...    3158       3150      RB
134    134      RB2605  20250903  ...    3168       3168      RB
135    135      RB2606  20250903  ...    3188       3184      RB
136    136      RB2607  20250903  ...    3205       3195      RB
137    137      RB2608  20250903  ...    3204       3200      RB
138    138      WR2509  20250903  ...    3342       3342      WR
139    139      WR2510  20250903  ...    3258       3265      WR
140    140      WR2511  20250903  ...    3311       3282      WR
141    141      WR2512  20250903  ...    3350       3403      WR
142    142      WR2601  20250903  ...    3355       3355      WR
143    143      WR2602  20250903  ...    3335       3365      WR
144    144      WR2603  20250903  ...    3438       3438      WR
145    145      WR2604  20250903  ...    3400       3400      WR
146    146      WR2605  20250903  ...    3429       3429      WR
147    147      WR2606  20250903  ...    3375       3375      WR
148    148      WR2607  20250903  ...    3387       3417      WR
149    149      WR2608  20250903  ...    3320       3350      WR
150    150      HC2509  20250903  ...    3356       3364      HC
151    151      HC2510  20250903  ...    3316       3316      HC
152    152      HC2511  20250903  ...    3312       3314      HC
153    153      HC2512  20250903  ...    3300       3312      HC
154    154      HC2601  20250903  ...    3305       3302      HC
155    155      HC2602  20250903  ...    3310       3305      HC
156    156      HC2603  20250903  ...    3309       3306      HC
157    157      HC2604  20250903  ...    3311       3311      HC
158    158      HC2605  20250903  ...    3316       3314      HC
159    159      HC2606  20250903  ...    3319       3319      HC
160    160      HC2607  20250903  ...    3331       3317      HC
161    161      HC2608  20250903  ...    3335       3330      HC
162    162      SS2509  20250903  ...   12835      12925      SS
163    163      SS2510  20250903  ...   12930      12985      SS
164    164      SS2511  20250903  ...   13000      13045      SS
165    165      SS2512  20250903  ...   13045      13085      SS
166    166      SS2601  20250903  ...   13110      13140      SS
167    167      SS2602  20250903  ...   13145      13160      SS
168    168      SS2603  20250903  ...   13210      13250      SS
169    169      SS2604  20250903  ...   13300      13320      SS
170    170      SS2605  20250903  ...   13335      13385      SS
171    171      SS2606  20250903  ...   13425      13435      SS
172    172      SS2607  20250903  ...   13455      13500      SS
173    173      SS2608  20250903  ...   13480      13560      SS
174    174      SC2510  20250903  ...   491.8      489.8      SC
175    175      SC2511  20250903  ...   493.2      491.2      SC
176    176      SC2512  20250903  ...   492.4      490.4      SC
177    177      SC2601  20250903  ...   491.4      489.2      SC
178    178      SC2602  20250903  ...   489.7      488.5      SC
179    179      SC2603  20250903  ...   487.9      486.1      SC
180    180      SC2604  20250903  ...   486.7      484.6      SC
181    181      SC2605  20250903  ...   483.9      483.4      SC
182    182      SC2606  20250903  ...     485      482.1      SC
183    183      SC2607  20250903  ...     483      482.2      SC
184    184      SC2608  20250903  ...   482.8      476.6      SC
185    185      SC2609  20250903  ...   481.5      480.2      SC
186    186      SC2612  20250903  ...     481        477      SC
187    187      SC2703  20250903  ...   477.7      475.9      SC
188    188      SC2706  20250903  ...   479.4        475      SC
189    189      SC2709  20250903  ...   476.2      471.3      SC
190    190      SC2712  20250903  ...   476.8      476.4      SC
191    191      SC2803  20250903  ...   471.4      471.4      SC
192    192      SC2806  20250903  ...   471.7        471      SC
193    193      SC2809  20250903  ...     472      472.7      SC
194    194      LU2510  20250903  ...    3505       3524      LU
195    195      LU2511  20250903  ...    3525       3542      LU
196    196      LU2512  20250903  ...    3514       3528      LU
197    197      LU2601  20250903  ...    3501       3508      LU
198    198      LU2602  20250903  ...    3482       3479      LU
199    199      LU2603  20250903  ...    3466       3465      LU
200    200      LU2604  20250903  ...    3468       3468      LU
201    201      LU2605  20250903  ...    3464       3454      LU
202    202      LU2606  20250903  ...    3464       3453      LU
203    203      LU2607  20250903  ...    3450       3448      LU
204    204      LU2608  20250903  ...    3444       3448      LU
205    205      LU2609  20250903  ...    3425       3426      LU
206    206      FU2510  20250903  ...    2832       2847      FU
207    207      FU2511  20250903  ...    2842       2856      FU
208    208      FU2512  20250903  ...    2835       2848      FU
209    209      FU2601  20250903  ...    2828       2841      FU
210    210      FU2602  20250903  ...    2820       2828      FU
211    211      FU2603  20250903  ...    2802       2815      FU
212    212      FU2604  20250903  ...    2796       2809      FU
213    213      FU2605  20250903  ...    2787       2803      FU
214    214      FU2606  20250903  ...    2776       2789      FU
215    215      FU2607  20250903  ...    2762       2773      FU
216    216      FU2608  20250903  ...    2755       2765      FU
217    217      FU2609  20250903  ...    2733       2744      FU
218    218      BU2509  20250903  ...    3533       3550      BU
219    219      BU2510  20250903  ...    3544       3563      BU
220    220      BU2511  20250903  ...    3538       3551      BU
221    221      BU2512  20250903  ...    3487       3492      BU
222    222      BU2601  20250903  ...    3456       3461      BU
223    223      BU2602  20250903  ...    3459       3464      BU
224    224      BU2603  20250903  ...    3455       3461      BU
225    225      BU2604  20250903  ...    3467       3467      BU
226    226      BU2605  20250903  ...    3457       3465      BU
227    227      BU2606  20250903  ...    3449       3463      BU
228    228      BU2607  20250903  ...    3445       3447      BU
229    229      BU2608  20250903  ...    3439       3439      BU
230    230      BU2609  20250903  ...    3416       3426      BU
231    231      BU2612  20250903  ...    3359       3367      BU
232    232      BU2703  20250903  ...    3371       3371      BU
233    233      BU2706  20250903  ...    3360       3373      BU
234    234      BR2509  20250903  ...   11920      11920      BR
235    235      BR2510  20250903  ...   11905      11895      BR
236    236      BR2511  20250903  ...   11890      11880      BR
237    237      BR2512  20250903  ...   11885      11870      BR
238    238      BR2601  20250903  ...   11885      11865      BR
239    239      BR2602  20250903  ...   11960      11905      BR
240    240      BR2603  20250903  ...   11975      11920      BR
241    241      BR2604  20250903  ...   12015      11915      BR
242    242      BR2605  20250903  ...   12015      11925      BR
243    243      BR2606  20250903  ...   12010      11960      BR
244    244      BR2607  20250903  ...   12110      12015      BR
245    245      BR2608  20250903  ...   12135      12135      BR
246    246      RU2509  20250903  ...   14990      14975      RU
247    247      RU2510  20250903  ...   15005      15025      RU
248    248      RU2511  20250903  ...   14960      14960      RU
249    249      RU2601  20250903  ...   15935      15945      RU
250    250      RU2603  20250903  ...   15960      15970      RU
251    251      RU2604  20250903  ...   15950      16025      RU
252    252      RU2605  20250903  ...   16025      16045      RU
253    253      RU2606  20250903  ...   16060      16065      RU
254    254      RU2607  20250903  ...   16120      16120      RU
255    255      RU2608  20250903  ...   16040      16035      RU
256    256      NR2509  20250903  ...   12695      12665      NR
257    257      NR2510  20250903  ...   12765      12745      NR
258    258      NR2511  20250903  ...   12815      12790      NR
259    259      NR2512  20250903  ...   12845      12830      NR
260    260      NR2601  20250903  ...   12885      12860      NR
261    261      NR2602  20250903  ...   12885      12830      NR
262    262      NR2603  20250903  ...   12855      12830      NR
263    263      NR2604  20250903  ...   12875      12815      NR
264    264      NR2605  20250903  ...   12920      12855      NR
265    265      NR2606  20250903  ...   12870      12870      NR
266    266      NR2607  20250903  ...   12890      12905      NR
267    267      NR2608  20250903  ...   12925      12925      NR
268    268      SP2509  20250903  ...    5008       4992      SP
269    269      SP2510  20250903  ...    5034       5012      SP
270    270      SP2511  20250903  ...    5062       5042      SP
271    271      SP2512  20250903  ...    5078       5058      SP
272    272      SP2601  20250903  ...    5340       5340      SP
273    273      SP2602  20250903  ...    5326       5332      SP
274    274      SP2603  20250903  ...    5334       5352      SP
275    275      SP2604  20250903  ...    5342       5362      SP
276    276      SP2605  20250903  ...    5348       5362      SP
277    277      SP2606  20250903  ...    5358       5358      SP
278    278      SP2607  20250903  ...    5354       5378      SP
279    279      SP2608  20250903  ...    5378       5372      SP
280    280      EC2510  20250903  ...  1324.2     1364.5      EC
281    281      EC2512  20250903  ...    1704     1755.1      EC
282    282      EC2602  20250903  ...  1536.5     1571.7      EC
283    283      EC2604  20250903  ...  1243.7     1273.6      EC
284    284      EC2606  20250903  ...  1435.8     1472.3      EC
285    285      EC2608  20250903  ...  1601.5     1648.1      EC
286    288  SC_TAS2510  20250903  ...                     SC_TAS
287    289  SC_TAS2511  20250903  ...                     SC_TAS
288    290  SC_TAS2512  20250903  ...                     SC_TAS
289    291  SC_TAS2601  20250903  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 16:26:44,768 - future_1d - INFO - ak.get_shfe_daily('2025-09-03') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250903   487.7     496  ...  4469747.35   491.8      489.8      SC
1       SC2511  20250903   489.7     497  ...   964394.13   493.2      491.2      SC
2       SC2512  20250903   490.1     496  ...   337441.79   492.4      490.4      SC
3       SC2601  20250903   487.9   494.6  ...    46836.36   491.4      489.2      SC
4       SC2602  20250903   485.6   492.4  ...     9452.85   489.7      488.5      SC
5       SC2603  20250903   484.7     491  ...     2537.43   487.9      486.1      SC
6       SC2604  20250903     484   488.7  ...     3212.62   486.7      484.6      SC
7       SC2605  20250903   482.6   485.7  ...      241.98   483.9      483.4      SC
8       SC2606  20250903   481.3   487.8  ...     3443.57     485      482.1      SC
9       SC2607  20250903   480.6   485.6  ...      386.44     483      482.2      SC
10      SC2608  20250903   482.8   482.8  ...       48.28   482.8      476.6      SC
11      SC2609  20250903   482.3   483.5  ...      481.53   481.5      480.2      SC
12      SC2612  20250903     481     481  ...        48.1     481        477      SC
13      SC2703  20250903   477.7   477.7  ...       47.77   477.7      475.9      SC
14      SC2706  20250903   479.4   479.4  ...       47.94   479.4        475      SC
15      SC2709  20250903   477.3   477.3  ...      142.86   476.2      471.3      SC
16      SC2712  20250903   475.5   480.1  ...      429.12   476.8      476.4      SC
17      SC2803  20250903                  ...           0   471.4      471.4      SC
18      SC2806  20250903     471     476  ...      943.59   471.7        471      SC
19      SC2809  20250903                  ...           0     472      472.7      SC
21      LU2510  20250903    3552    3552  ...   15119.403    3505       3524      LU
22      LU2511  20250903    3534    3558  ...  379454.115    3525       3542      LU
23      LU2512  20250903    3522    3541  ...  140663.075    3514       3528      LU
24      LU2601  20250903    3500    3527  ...   39892.331    3501       3508      LU
25      LU2602  20250903    3470    3500  ...    2970.161    3482       3479      LU
26      LU2603  20250903    3458    3488  ...      69.326    3466       3465      LU
27      LU2604  20250903                  ...           0    3468       3468      LU
28      LU2605  20250903    3532    3532  ...      31.176    3464       3454      LU
29      LU2606  20250903    3466    3466  ...       6.929    3464       3453      LU
30      LU2607  20250903    3432    3468  ...       48.31    3450       3448      LU
31      LU2608  20250903    3506    3506  ...      34.448    3444       3448      LU
32      LU2609  20250903    3410    3441  ...       6.851    3425       3426      LU
34      NR2509  20250903   12720   12720  ...      507.95   12695      12665      NR
35      NR2510  20250903   12720   12840  ...  742121.195   12765      12745      NR
36      NR2511  20250903   12750   12890  ...  530131.465   12815      12790      NR
37      NR2512  20250903   12860   12915  ...   65958.375   12845      12830      NR
38      NR2601  20250903   12835   12945  ...  128929.585   12885      12860      NR
39      NR2602  20250903   12835   12940  ...    7862.775   12885      12830      NR
40      NR2603  20250903   12865   12925  ...      617.24   12855      12830      NR
41      NR2604  20250903   12900   12900  ...       115.9   12875      12815      NR
42      NR2605  20250903   12905   12940  ...       129.2   12920      12855      NR
43      NR2606  20250903                  ...           0   12870      12870      NR
44      NR2607  20250903                  ...           0   12890      12905      NR
45      NR2608  20250903                  ...           0   12925      12925      NR
47      BC2509  20250903                  ...           0   70130      70130      BC
48      BC2510  20250903   70590   71750  ...   226601.87   71240      70840      BC
49      BC2511  20250903   70590   71710  ...       19357   71160      70760      BC
50      BC2512  20250903   71460   71460  ...       35.73   71460      70740      BC
51      BC2601  20250903                  ...           0   70590      70590      BC
52      BC2602  20250903                  ...           0   70700      70400      BC
53      BC2603  20250903                  ...           0   71400      71400      BC
54      BC2604  20250903                  ...           0   70710      70370      BC
55      BC2605  20250903                  ...           0   70710      70370      BC
56      BC2606  20250903                  ...           0   70700      70210      BC
57      BC2607  20250903                  ...           0   70600      70200      BC
58      BC2608  20250903                  ...           0   70440      70200      BC
60      EC2510  20250903  1319.4  1340.5  ...   168901.99  1324.2     1364.5      EC
61      EC2512  20250903    1701  1727.5  ...   98794.343    1704     1755.1      EC
62      EC2602  20250903    1554    1558  ...  17524.6935  1536.5     1571.7      EC
63      EC2604  20250903  1246.9  1258.8  ...   6249.7615  1243.7     1273.6      EC
64      EC2606  20250903    1423  1450.6  ...     753.842  1435.8     1472.3      EC
65      EC2608  20250903    1592  1610.7  ...    304.2875  1601.5     1648.1      EC
68  SC_TAS2510  20250903     0.1     0.1  ...                                 SC_TAS
69  SC_TAS2511  20250903                  ...                                 SC_TAS
70  SC_TAS2512  20250903                  ...                                 SC_TAS
71  SC_TAS2601  20250903                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-03 16:26:44,828 - future_1d - INFO - ak.get_ine_daily('2025-09-03') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250903   4107.00  ...   4087.00     4122.00        A
1     a2511  20250903   3962.00  ...   3964.00     3969.00        A
2     a2601  20250903   3960.00  ...   3961.00     3966.00        A
3     a2603  20250903   3964.00  ...   3963.00     3967.00        A
4     a2605  20250903   4010.00  ...   4009.00     4013.00        A
5     a2607  20250903   4010.00  ...   4012.00     4018.00        A
6     b2509  20250903      0.00  ...   3695.00     3695.00        B
7     b2510  20250903   3675.00  ...   3694.00     3695.00        B
8     b2511  20250903   3712.00  ...   3730.00     3734.00        B
9     b2512  20250903   3751.00  ...   3763.00     3768.00        B
10    b2601  20250903   3748.00  ...   3762.00     3771.00        B
11    b2602  20250903   3727.00  ...   3747.00     3748.00        B
12    b2603  20250903   3681.00  ...   3699.00     3703.00        B
13    b2604  20250903   3592.00  ...   3599.00     3605.00        B
14    b2605  20250903   3517.00  ...   3526.00     3533.00        B
15    b2606  20250903   3505.00  ...   3516.00     3516.00        B
16    b2607  20250903   3513.00  ...   3523.00     3521.00        B
17    b2608  20250903   3600.00  ...   3599.00     3614.00        B
18   bb2509  20250903      0.00  ...    136.00      136.00       BB
19   bb2511  20250903    143.70  ...    143.85      144.00       BB
20   bb2601  20250903    146.95  ...    147.15      147.25       BB
21   bb2603  20250903      0.00  ...    146.40      146.40       BB
22   bb2605  20250903      0.00  ...    140.75      140.80       BB
23   bb2607  20250903      0.00  ...    146.50      146.55       BB
24   bz2603  20250903   5950.00  ...   5993.00     5966.00       BZ
25   bz2604  20250903   5966.00  ...   5973.00     5955.00       BZ
26   bz2605  20250903   5981.00  ...   5998.00     5978.00       BZ
27   bz2606  20250903      0.00  ...   5935.00     5935.00       BZ
28   bz2607  20250903      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250903      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250903   2255.00  ...   2257.00     2265.00        C
31    c2511  20250903   2200.00  ...   2197.00     2206.00        C
32    c2601  20250903   2183.00  ...   2183.00     2190.00        C
33    c2603  20250903   2199.00  ...   2197.00     2207.00        C
34    c2605  20250903   2249.00  ...   2246.00     2256.00        C
35    c2607  20250903   2259.00  ...   2257.00     2267.00        C
36   cs2509  20250903   2466.00  ...   2465.00     2487.00       CS
37   cs2511  20250903   2506.00  ...   2498.00     2515.00       CS
38   cs2601  20250903   2535.00  ...   2525.00     2545.00       CS
39   cs2603  20250903   2542.00  ...   2533.00     2551.00       CS
40   cs2605  20250903   2612.00  ...   2603.00     2617.00       CS
41   cs2607  20250903   2615.00  ...   2603.00     2620.00       CS
42   eb2509  20250903   6866.00  ...   6915.00     6907.00       EB
43   eb2510  20250903   6936.00  ...   7002.00     6968.00       EB
44   eb2511  20250903   6953.00  ...   7027.00     6995.00       EB
45   eb2512  20250903   6988.00  ...   7054.00     7028.00       EB
46   eb2601  20250903   7055.00  ...   7092.00     7068.00       EB
47   eb2602  20250903   7061.00  ...   7117.00     7092.00       EB
48   eb2603  20250903   7118.00  ...   7157.00     7115.00       EB
49   eb2604  20250903   7133.00  ...   7166.00     7151.00       EB
50   eb2605  20250903   7147.00  ...   7178.00     7172.00       EB
51   eb2606  20250903   7200.00  ...   7200.00     7197.00       EB
52   eb2607  20250903      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250903      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250903   4338.00  ...   4376.00     4382.00       EG
55   eg2510  20250903   4321.00  ...   4342.00     4371.00       EG
56   eg2511  20250903   4311.00  ...   4332.00     4369.00       EG
57   eg2512  20250903   4346.00  ...   4340.00     4371.00       EG
58   eg2601  20250903   4345.00  ...   4345.00     4382.00       EG
59   eg2602  20250903   4351.00  ...   4352.00     4393.00       EG
60   eg2603  20250903   4359.00  ...   4358.00     4381.00       EG
61   eg2604  20250903   4379.00  ...   4374.00     4407.00       EG
62   eg2605  20250903   4389.00  ...   4381.00     4412.00       EG
63   eg2606  20250903   4376.00  ...   4401.00     4407.00       EG
64   eg2607  20250903   4416.00  ...   4447.00     4441.00       EG
65   eg2608  20250903      0.00  ...   4402.00     4483.00       EG
66   fb2509  20250903      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250903   1277.00  ...   1282.50     1276.50       FB
68   fb2511  20250903   1279.00  ...   1270.50     1272.50       FB
69   fb2512  20250903   1268.00  ...   1268.50     1266.00       FB
70   fb2601  20250903   1260.00  ...   1265.00     1260.50       FB
71   fb2602  20250903   1257.00  ...   1257.00     1250.50       FB
72   fb2603  20250903   1263.50  ...   1258.00     1253.50       FB
73   fb2604  20250903   1257.50  ...   1259.00     1268.50       FB
74   fb2605  20250903      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250903      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250903      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250903      0.00  ...   1302.50     1302.50       FB
78    i2509  20250903    802.00  ...    813.50      798.00        I
79    i2510  20250903    790.00  ...    797.50      791.00        I
80    i2511  20250903    787.50  ...    793.00      786.50        I
81    i2512  20250903    782.50  ...    787.00      781.00        I
82    i2601  20250903    773.00  ...    778.50      771.50        I
83    i2602  20250903    769.00  ...    773.00      766.50        I
84    i2603  20250903    761.50  ...    767.50      761.50        I
85    i2604  20250903    761.00  ...    763.00      756.50        I
86    i2605  20250903    750.00  ...    755.50      749.00        I
87    i2606  20250903    748.00  ...    750.50      745.00        I
88    i2607  20250903    744.50  ...    747.00      740.50        I
89    i2608  20250903    739.50  ...    743.00      737.00        I
90    j2509  20250903   1489.00  ...   1481.00     1494.50        J
91    j2510  20250903   1522.50  ...   1510.50     1515.50        J
92    j2511  20250903   1557.00  ...   1543.50     1547.00        J
93    j2512  20250903   1582.00  ...   1580.50     1582.50        J
94    j2601  20250903   1597.00  ...   1603.50     1603.50        J
95    j2602  20250903   1617.50  ...   1617.50     1625.00        J
96    j2603  20250903   1648.00  ...   1648.00     1642.50        J
97    j2604  20250903   1680.00  ...   1675.00     1683.00        J
98    j2605  20250903   1681.00  ...   1695.50     1699.00        J
99    j2606  20250903      0.00  ...   1716.50     1716.50        J
100   j2607  20250903      0.00  ...   1725.00     1725.00        J
101   j2608  20250903      0.00  ...   1702.00     1702.00        J
102  jd2509  20250903   2835.00  ...   2867.00     2803.00       JD
103  jd2510  20250903   2970.00  ...   2979.00     2934.00       JD
104  jd2511  20250903   3045.00  ...   3064.00     2996.00       JD
105  jd2512  20250903   3208.00  ...   3228.00     3158.00       JD
106  jd2601  20250903   3388.00  ...   3411.00     3354.00       JD
107  jd2602  20250903   3132.00  ...   3146.00     3107.00       JD
108  jd2603  20250903   3142.00  ...   3150.00     3116.00       JD
109  jd2604  20250903   3342.00  ...   3331.00     3289.00       JD
110  jd2605  20250903   3440.00  ...   3450.00     3418.00       JD
111  jd2606  20250903   3300.00  ...   3306.00     3274.00       JD
112  jd2607  20250903   3503.00  ...   3509.00     3480.00       JD
113  jd2608  20250903   3911.00  ...   3909.00     3871.00       JD
114  jm2509  20250903    950.00  ...    938.00      947.00       JM
115  jm2510  20250903    959.50  ...    965.50      970.50       JM
116  jm2511  20250903   1023.00  ...   1023.00     1029.50       JM
117  jm2512  20250903   1074.00  ...   1074.50     1081.50       JM
118  jm2601  20250903   1120.00  ...   1116.50     1120.00       JM
119  jm2602  20250903   1126.00  ...   1132.00     1137.50       JM
120  jm2603  20250903   1142.00  ...   1144.50     1150.00       JM
121  jm2604  20250903   1156.50  ...   1153.50     1159.50       JM
122  jm2605  20250903   1179.00  ...   1164.50     1168.00       JM
123  jm2606  20250903   1186.50  ...   1170.00     1179.50       JM
124  jm2607  20250903   1193.50  ...   1189.00     1191.50       JM
125  jm2608  20250903   1205.00  ...   1202.50     1200.00       JM
126   l2509  20250903   7200.00  ...   7206.00     7207.00        L
127   l2510  20250903   7230.00  ...   7245.00     7251.00        L
128   l2511  20250903   7249.00  ...   7259.00     7259.00        L
129   l2512  20250903   7253.00  ...   7262.00     7262.00        L
130   l2601  20250903   7252.00  ...   7262.00     7261.00        L
131   l2602  20250903   7245.00  ...   7253.00     7254.00        L
132   l2603  20250903   7240.00  ...   7259.00     7247.00        L
133   l2604  20250903   7264.00  ...   7278.00     7273.00        L
134   l2605  20250903   7238.00  ...   7254.00     7259.00        L
135   l2606  20250903   7267.00  ...   7251.00     7242.00        L
136   l2607  20250903   7250.00  ...   7250.00     7285.00        L
137   l2608  20250903   7295.00  ...   7295.00     7277.00        L
138  lg2509  20250903    780.50  ...    778.50      797.50       LG
139  lg2511  20250903    810.50  ...    802.50      814.00       LG
140  lg2601  20250903    825.50  ...    819.00      825.50       LG
141  lg2603  20250903    830.00  ...    824.00      829.50       LG
142  lg2605  20250903    831.00  ...    827.00      831.50       LG
143  lg2607  20250903    833.00  ...    830.00      833.50       LG
144  lh2509  20250903  13215.00  ...  13215.00    13225.00       LH
145  lh2511  20250903  13575.00  ...  13550.00    13570.00       LH
146  lh2601  20250903  13865.00  ...  13890.00    13830.00       LH
147  lh2603  20250903  13095.00  ...  13095.00    13080.00       LH
148  lh2605  20250903  13590.00  ...  13615.00    13570.00       LH
149  lh2607  20250903  14155.00  ...  14245.00    14150.00       LH
150   m2509  20250903   3003.00  ...   3015.00     3013.00        M
151   m2511  20250903   3015.00  ...   3027.00     3028.00        M
152   m2512  20250903   3055.00  ...   3071.00     3066.00        M
153   m2601  20250903   3044.00  ...   3057.00     3056.00        M
154   m2603  20250903   2976.00  ...   2991.00     2987.00        M
155   m2605  20250903   2805.00  ...   2816.00     2815.00        M
156   m2607  20250903   2797.00  ...   2804.00     2802.00        M
157   m2608  20250903   2925.00  ...   2931.00     2928.00        M
158   p2509  20250903   9372.00  ...   9396.00     9408.00        P
159   p2510  20250903   9410.00  ...   9394.00     9420.00        P
160   p2511  20250903   9390.00  ...   9382.00     9402.00        P
161   p2512  20250903   9406.00  ...   9398.00     9424.00        P
162   p2601  20250903   9420.00  ...   9410.00     9442.00        P
163   p2602  20250903   9378.00  ...   9360.00     9378.00        P
164   p2603  20250903   9332.00  ...   9314.00     9332.00        P
165   p2604  20250903   9226.00  ...   9234.00     9284.00        P
166   p2605  20250903   9176.00  ...   9176.00     9186.00        P
167   p2606  20250903   9068.00  ...   9068.00     9092.00        P
168   p2607  20250903   8966.00  ...   8976.00     8980.00        P
169   p2608  20250903   8902.00  ...   8912.00     8920.00        P
170  pg2509  20250903   3754.00  ...   3734.00     3739.00       PG
171  pg2510  20250903   4421.00  ...   4429.00     4433.00       PG
172  pg2511  20250903   4347.00  ...   4353.00     4348.00       PG
173  pg2512  20250903   4290.00  ...   4291.00     4283.00       PG
174  pg2601  20250903   4219.00  ...   4229.00     4219.00       PG
175  pg2602  20250903   4168.00  ...   4161.00     4154.00       PG
176  pg2603  20250903   4064.00  ...   4074.00     4063.00       PG
177  pg2604  20250903   4400.00  ...   4396.00     4379.00       PG
178  pg2605  20250903   4307.00  ...   4309.00     4296.00       PG
179  pg2606  20250903   4253.00  ...   4253.00     4202.00       PG
180  pg2607  20250903   4197.00  ...   4196.00     4177.00       PG
181  pg2608  20250903   4136.00  ...   4143.00     4140.00       PG
182  pp2509  20250903   6861.00  ...   6869.00     6867.00       PP
183  pp2510  20250903   6881.00  ...   6915.00     6907.00       PP
184  pp2511  20250903   6923.00  ...   6942.00     6930.00       PP
185  pp2512  20250903   6947.00  ...   6960.00     6950.00       PP
186  pp2601  20250903   6943.00  ...   6962.00     6953.00       PP
187  pp2602  20250903   6928.00  ...   6941.00     6929.00       PP
188  pp2603  20250903   6929.00  ...   6943.00     6932.00       PP
189  pp2604  20250903   6949.00  ...   6965.00     6977.00       PP
190  pp2605  20250903   6952.00  ...   6976.00     6971.00       PP
191  pp2606  20250903   6954.00  ...   6949.00     6948.00       PP
192  pp2607  20250903   6941.00  ...   6940.00     6936.00       PP
193  pp2608  20250903   6948.00  ...   6946.00     6933.00       PP
194  rr2509  20250903      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250903   3612.00  ...   3609.00     3611.00       RR
196  rr2511  20250903   3612.00  ...   3610.00     3611.00       RR
197  rr2512  20250903   3610.00  ...   3605.00     3608.00       RR
198  rr2601  20250903   3619.00  ...   3618.00     3621.00       RR
199  rr2602  20250903   3603.00  ...   3604.00     3606.00       RR
200  rr2603  20250903   3604.00  ...   3608.00     3609.00       RR
201  rr2604  20250903      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250903   3620.00  ...   3618.00     3620.00       RR
203  rr2606  20250903   3614.00  ...   3613.00     3611.00       RR
204  rr2607  20250903      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250903      0.00  ...   3625.00     3625.00       RR
206   v2509  20250903   4731.00  ...   4740.00     4732.00        V
207   v2510  20250903   4790.00  ...   4791.00     4782.00        V
208   v2511  20250903   4806.00  ...   4827.00     4818.00        V
209   v2512  20250903   4861.00  ...   4864.00     4855.00        V
210   v2601  20250903   4885.00  ...   4902.00     4892.00        V
211   v2602  20250903   4920.00  ...   4944.00     4932.00        V
212   v2603  20250903   4951.00  ...   4971.00     4964.00        V
213   v2604  20250903   5170.00  ...   5175.00     5167.00        V
214   v2605  20250903   5178.00  ...   5197.00     5189.00        V
215   v2606  20250903   5228.00  ...   5228.00     5230.00        V
216   v2607  20250903   5261.00  ...   5257.00     5259.00        V
217   v2608  20250903   5305.00  ...   5289.00     5289.00        V
218   y2509  20250903   8454.00  ...   8456.00     8410.00        Y
219   y2511  20250903   8384.00  ...   8390.00     8384.00        Y
220   y2512  20250903   8386.00  ...   8416.00     8410.00        Y
221   y2601  20250903   8350.00  ...   8368.00     8364.00        Y
222   y2603  20250903   8278.00  ...   8328.00     8314.00        Y
223   y2605  20250903   8092.00  ...   8082.00     8076.00        Y
224   y2607  20250903   8026.00  ...   8048.00     8044.00        Y
225   y2608  20250903   8050.00  ...   8058.00     8042.00        Y

[226 rows x 12 columns]
2025-09-03 16:26:45,367 - future_1d - INFO - ak.get_dce_daily('2025-09-03') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250903  6928.000  ...  6812.000    6878.000       IC
1   IC2510  20250903  6896.600  ...  6754.000    6828.000       IC
2   IC2512  20250903  6772.000  ...  6646.600    6726.200       IC
3   IC2603  20250903  6630.000  ...  6497.200    6582.800       IC
4   IF2509  20250903  4501.400  ...  4432.800    4472.800       IF
5   IF2510  20250903  4497.600  ...  4426.800    4466.600       IF
6   IF2512  20250903  4471.400  ...  4404.000    4452.200       IF
7   IF2603  20250903  4461.000  ...  4381.400    4432.000       IF
8   IH2509  20250903  3000.000  ...  2944.200    2987.600       IH
9   IH2510  20250903  2995.000  ...  2943.600    2986.600       IH
10  IH2512  20250903  2995.000  ...  2943.800    2985.400       IH
11  IH2603  20250903  2998.000  ...  2946.000    2985.200       IH
12  IM2509  20250903  7283.200  ...  7161.400    7230.800       IM
13  IM2510  20250903  7241.000  ...  7095.600    7174.600       IM
14  IM2512  20250903  7089.400  ...  6960.800    7037.000       IM
15  IM2603  20250903  6925.000  ...  6778.600    6860.600       IM
16   T2509  20250903   108.230  ...   108.285     108.130        T
17   T2512  20250903   108.015  ...   108.120     107.930        T
18   T2603  20250903   107.720  ...   107.855     107.680        T
19  TF2509  20250903   105.700  ...   105.795     105.700       TF
20  TF2512  20250903   105.585  ...   105.690     105.550       TF
21  TF2603  20250903   105.510  ...   105.590     105.465       TF
22  TL2509  20250903   117.170  ...   117.230     117.150       TL
23  TL2512  20250903   116.850  ...   117.030     116.610       TL
24  TL2603  20250903   116.540  ...   116.640     116.280       TL
25  TS2509  20250903   102.352  ...   102.368     102.350       TS
26  TS2512  20250903   102.420  ...   102.440     102.410       TS
27  TS2603  20250903   102.374  ...   102.394     102.360       TS

[28 rows x 12 columns]
2025-09-03 16:26:45,476 - future_1d - INFO - ak.get_cffex_daily('2025-09-03') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250903  52390.0  ...  52410.0     52035.0       PS
1   PS2510  20250903  52500.0  ...  52075.0     52120.0       PS
2   PS2511  20250903  52000.0  ...  51910.0     51985.0       PS
3   PS2512  20250903  54500.0  ...  54185.0     54245.0       PS
4   PS2601  20250903  54450.0  ...  54185.0     54225.0       PS
5   PS2602  20250903  54530.0  ...  54370.0     54385.0       PS
6   PS2603  20250903  54625.0  ...  54535.0     54640.0       PS
7   PS2604  20250903  54690.0  ...  54575.0     54715.0       PS
8   PS2605  20250903  54515.0  ...  54415.0     54555.0       PS
9   PS2606  20250903  56600.0  ...  56645.0     56825.0       PS
10  PS2607  20250903  56785.0  ...  56720.0     56985.0       PS
11  PS2608  20250903  56790.0  ...  56870.0     57000.0       PS
13  SI2509  20250903      0.0  ...   8485.0      8495.0       SI
14  SI2510  20250903   8505.0  ...   8490.0      8505.0       SI
15  SI2511  20250903   8520.0  ...   8505.0      8515.0       SI
16  SI2512  20250903   8910.0  ...   8870.0      8880.0       SI
17  SI2601  20250903   8880.0  ...   8865.0      8885.0       SI
18  SI2602  20250903   8840.0  ...   8855.0      8815.0       SI
19  SI2603  20250903   8950.0  ...   8910.0      8900.0       SI
20  SI2604  20250903      0.0  ...   8895.0      8895.0       SI
21  SI2605  20250903   8910.0  ...   8920.0      8930.0       SI
22  SI2606  20250903   8990.0  ...   8930.0      8925.0       SI
23  SI2607  20250903   9045.0  ...   8935.0      8960.0       SI
24  SI2608  20250903   8910.0  ...   8935.0      8980.0       SI
27  LC2509  20250903  72780.0  ...  73200.0     74980.0       LC
28  LC2510  20250903  72980.0  ...  72700.0     74160.0       LC
29  LC2511  20250903  72860.0  ...  72660.0     74180.0       LC
30  LC2512  20250903  73000.0  ...  72780.0     73940.0       LC
31  LC2601  20250903  73360.0  ...  72720.0     73920.0       LC
32  LC2602  20250903  72500.0  ...  72580.0     73420.0       LC
33  LC2603  20250903  72360.0  ...  72420.0     73420.0       LC
34  LC2604  20250903  72400.0  ...  72780.0     73660.0       LC
35  LC2605  20250903  72160.0  ...  72520.0     73420.0       LC
36  LC2606  20250903  72220.0  ...  72340.0     73280.0       LC
37  LC2607  20250903  72040.0  ...  72260.0     73260.0       LC
38  LC2608  20250903  72180.0  ...  72560.0     73420.0       LC

[36 rows x 12 columns]
2025-09-03 16:26:45,596 - future_1d - INFO - ak.get_gfex_daily('2025-09-03') done
2025-09-03 16:26:47,404 - future_1d - INFO - save future_daily 2025-09-03 add
2025-09-03 16:26:47,410 - future_1d - INFO -                          0           1           2           3           4
symbol               AP510       AP511       AP512       AP601       AP603
date            2025-09-03  2025-09-03  2025-09-03  2025-09-03  2025-09-03
opencol             8425.0      8218.0      8236.0      8300.0      8190.0
high                8468.0      8258.0      8259.0      8330.0      8199.0
low                 8282.0      8092.0      8091.0      8140.0      8047.0
close               8332.0      8146.0      8142.0      8201.0      8085.0
volume             44662.0       473.0        60.0     29462.0        52.0
open_interest      53493.0      3542.0       304.0     53634.0       171.0
turnover         373826.35     3866.27      490.01   242748.25      422.18
settle              8370.0      8189.0      8167.0      8239.0      8119.0
pre_settle          8378.0      8188.0      8206.0      8273.0      8159.0
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            28          59          89         120         179
=========================================================================
2025-09-03 18:25:25 Wed	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-03 18:25:27,110 - future_1d - INFO - future_daily check=True check_last=7 start...
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250826   4114.00  ...   4096.00     4114.00        A
1     a2511  20250826   3996.00  ...   3988.00     3998.00        A
2     a2601  20250826   4004.00  ...   3992.00     4003.00        A
3     a2603  20250826   4010.00  ...   3999.00     4010.00        A
4     a2605  20250826   4055.00  ...   4043.00     4054.00        A
5     a2607  20250826   4060.00  ...   4049.00     4056.00        A
6     b2509  20250826   3727.00  ...   3724.00     3718.00        B
7     b2510  20250826   3767.00  ...   3747.00     3763.00        B
8     b2511  20250826   3821.00  ...   3814.00     3815.00        B
9     b2512  20250826   3859.00  ...   3845.00     3849.00        B
10    b2601  20250826   3852.00  ...   3840.00     3839.00        B
11    b2602  20250826   3831.00  ...   3809.00     3813.00        B
12    b2603  20250826   3766.00  ...   3749.00     3749.00        B
13    b2604  20250826   3663.00  ...   3648.00     3647.00        B
14    b2605  20250826   3590.00  ...   3579.00     3577.00        B
15    b2606  20250826   3565.00  ...   3559.00     3563.00        B
16    b2607  20250826   3556.00  ...   3549.00     3556.00        B
17    b2608  20250826      0.00  ...   3619.00     3619.00        B
18   bb2509  20250826      0.00  ...    143.15      143.15       BB
19   bb2511  20250826    144.60  ...    144.85      145.00       BB
20   bb2601  20250826    147.35  ...    147.60      146.90       BB
21   bb2603  20250826      0.00  ...    147.35      146.70       BB
22   bb2605  20250826      0.00  ...    141.15      140.50       BB
23   bb2607  20250826      0.00  ...    146.90      146.25       BB
24   bz2603  20250826   6217.00  ...   6195.00     6217.00       BZ
25   bz2604  20250826   6183.00  ...   6171.00     6182.00       BZ
26   bz2605  20250826   6170.00  ...   6162.00     6183.00       BZ
27   bz2606  20250826   6184.00  ...   6170.00     6180.00       BZ
28   bz2607  20250826      0.00  ...   6175.00     6175.00       BZ
29    c2509  20250826   2200.00  ...   2206.00     2212.00        C
30    c2511  20250826   2154.00  ...   2157.00     2164.00        C
31    c2601  20250826   2158.00  ...   2163.00     2166.00        C
32    c2603  20250826   2175.00  ...   2181.00     2183.00        C
33    c2605  20250826   2236.00  ...   2236.00     2236.00        C
34    c2607  20250826   2252.00  ...   2253.00     2254.00        C
35   cs2509  20250826   2569.00  ...   2550.00     2578.00       CS
36   cs2511  20250826   2480.00  ...   2483.00     2491.00       CS
37   cs2601  20250826   2507.00  ...   2514.00     2520.00       CS
38   cs2603  20250826   2521.00  ...   2522.00     2531.00       CS
39   cs2605  20250826   2591.00  ...   2591.00     2596.00       CS
40   cs2607  20250826   2602.00  ...   2599.00     2599.00       CS
41   eb2508  20250826      0.00  ...   7260.00     7000.00       EB
42   eb2509  20250826   7285.00  ...   7286.00     7357.00       EB
43   eb2510  20250826   7345.00  ...   7317.00     7380.00       EB
44   eb2511  20250826   7357.00  ...   7333.00     7388.00       EB
45   eb2512  20250826   7355.00  ...   7346.00     7394.00       EB
46   eb2601  20250826   7368.00  ...   7361.00     7408.00       EB
47   eb2602  20250826   7388.00  ...   7383.00     7423.00       EB
48   eb2603  20250826   7411.00  ...   7402.00     7435.00       EB
49   eb2604  20250826   7424.00  ...   7412.00     7469.00       EB
50   eb2605  20250826   7472.00  ...   7438.00     7493.00       EB
51   eb2606  20250826   7460.00  ...   7446.00     7482.00       EB
52   eb2607  20250826   7401.00  ...   7410.00     7341.00       EB
53   eg2508  20250826      0.00  ...   4407.00     4407.00       EG
54   eg2509  20250826   4440.00  ...   4452.00     4443.00       EG
55   eg2510  20250826   4469.00  ...   4470.00     4460.00       EG
56   eg2511  20250826   4489.00  ...   4487.00     4480.00       EG
57   eg2512  20250826   4513.00  ...   4502.00     4491.00       EG
58   eg2601  20250826   4510.00  ...   4507.00     4502.00       EG
59   eg2602  20250826      0.00  ...   4514.00     4514.00       EG
60   eg2603  20250826   4523.00  ...   4506.00     4516.00       EG
61   eg2604  20250826   4542.00  ...   4533.00     4540.00       EG
62   eg2605  20250826   4540.00  ...   4542.00     4544.00       EG
63   eg2606  20250826   4534.00  ...   4534.00     4524.00       EG
64   eg2607  20250826      0.00  ...   4513.00     4513.00       EG
65   fb2509  20250826   1275.00  ...   1292.50     1266.50       FB
66   fb2510  20250826   1276.00  ...   1276.50     1275.00       FB
67   fb2511  20250826   1274.50  ...   1277.00     1274.50       FB
68   fb2512  20250826   1277.00  ...   1277.00     1275.50       FB
69   fb2601  20250826   1275.50  ...   1277.00     1277.00       FB
70   fb2602  20250826   1278.50  ...   1278.50     1278.00       FB
71   fb2603  20250826      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250826      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250826      0.00  ...   1311.00     1311.00       FB
74   fb2606  20250826      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250826      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250826      0.00  ...   1302.50     1302.50       FB
77    i2509  20250826    809.00  ...    800.00      800.00        I
78    i2510  20250826    802.00  ...    795.00      795.50        I
79    i2511  20250826    798.00  ...    792.00      793.00        I
80    i2512  20250826    794.50  ...    787.50      790.00        I
81    i2601  20250826    787.00  ...    780.50      782.00        I
82    i2602  20250826    781.00  ...    775.00      777.00        I
83    i2603  20250826    777.00  ...    770.50      772.50        I
84    i2604  20250826    771.00  ...    765.50      767.00        I
85    i2605  20250826    765.00  ...    757.50      759.00        I
86    i2606  20250826    758.50  ...    753.00      755.00        I
87    i2607  20250826    755.50  ...    749.50      750.50        I
88    i2608  20250826    750.50  ...    746.50      746.00        I
89    j2509  20250826   1650.00  ...   1636.00     1650.00        J
90    j2510  20250826   1671.00  ...   1653.00     1662.00        J
91    j2511  20250826   1693.50  ...   1677.00     1686.00        J
92    j2512  20250826   1714.00  ...   1686.50     1712.00        J
93    j2601  20250826   1737.00  ...   1718.00     1722.50        J
94    j2602  20250826   1755.00  ...   1750.00     1739.50        J
95    j2603  20250826   1771.00  ...   1763.00     1755.00        J
96    j2604  20250826   1800.00  ...   1800.00     1800.00        J
97    j2605  20250826   1815.50  ...   1806.50     1819.50        J
98    j2606  20250826   1842.00  ...   1816.50     1799.50        J
99    j2607  20250826   1839.50  ...   1823.50     1833.00        J
100   j2608  20250826   1829.00  ...   1838.00     1818.50        J
101  jd2508  20250826      0.00  ...   2932.00     2940.00       JD
102  jd2509  20250826   2949.00  ...   2914.00     2955.00       JD
103  jd2510  20250826   3015.00  ...   3011.00     3031.00       JD
104  jd2511  20250826   3075.00  ...   3056.00     3084.00       JD
105  jd2512  20250826   3226.00  ...   3203.00     3231.00       JD
106  jd2601  20250826   3381.00  ...   3370.00     3394.00       JD
107  jd2602  20250826   3120.00  ...   3114.00     3124.00       JD
108  jd2603  20250826   3135.00  ...   3131.00     3140.00       JD
109  jd2604  20250826   3389.00  ...   3331.00     3340.00       JD
110  jd2605  20250826   3487.00  ...   3478.00     3495.00       JD
111  jd2606  20250826   3338.00  ...   3334.00     3344.00       JD
112  jd2607  20250826   3600.00  ...   3595.00     3603.00       JD
113  jm2509  20250826   1063.00  ...   1058.00     1063.00       JM
114  jm2510  20250826   1092.00  ...   1085.00     1092.00       JM
115  jm2511  20250826   1135.00  ...   1127.00     1133.50       JM
116  jm2512  20250826   1184.00  ...   1162.50     1168.50       JM
117  jm2601  20250826   1224.50  ...   1200.50     1198.50       JM
118  jm2602  20250826   1236.50  ...   1214.00     1219.50       JM
119  jm2603  20250826   1249.00  ...   1230.00     1225.00       JM
120  jm2604  20250826   1259.50  ...   1228.00     1237.50       JM
121  jm2605  20250826   1260.00  ...   1241.50     1244.00       JM
122  jm2606  20250826   1267.50  ...   1243.50     1252.00       JM
123  jm2607  20250826   1273.00  ...   1249.50     1261.00       JM
124  jm2608  20250826   1274.50  ...   1257.50     1267.50       JM
125   l2509  20250826   7359.00  ...   7373.00     7352.00        L
126   l2510  20250826   7390.00  ...   7393.00     7381.00        L
127   l2511  20250826   7417.00  ...   7410.00     7402.00        L
128   l2512  20250826   7432.00  ...   7426.00     7413.00        L
129   l2601  20250826   7427.00  ...   7427.00     7411.00        L
130   l2602  20250826   7415.00  ...   7420.00     7404.00        L
131   l2603  20250826   7426.00  ...   7419.00     7401.00        L
132   l2604  20250826   7450.00  ...   7445.00     7427.00        L
133   l2605  20250826   7427.00  ...   7433.00     7414.00        L
134   l2606  20250826      0.00  ...   7407.00     7407.00        L
135   l2607  20250826      0.00  ...   7416.00     7416.00        L
136   l2608  20250826   7395.00  ...   7394.00     7426.00        L
137  lg2509  20250826    805.00  ...    803.50      805.00       LG
138  lg2511  20250826    818.00  ...    822.00      818.00       LG
139  lg2601  20250826    830.50  ...    833.50      828.50       LG
140  lg2603  20250826    845.00  ...    838.50      835.00       LG
141  lg2605  20250826    847.50  ...    837.50      835.50       LG
142  lg2607  20250826    836.00  ...    837.00      835.50       LG
143  lh2509  20250826  13720.00  ...  13695.00    13795.00       LH
144  lh2511  20250826  13800.00  ...  13840.00    13925.00       LH
145  lh2601  20250826  14240.00  ...  14210.00    14210.00       LH
146  lh2603  20250826  13310.00  ...  13275.00    13325.00       LH
147  lh2605  20250826  13725.00  ...  13665.00    13760.00       LH
148  lh2607  20250826  14165.00  ...  14155.00    14175.00       LH
149   m2509  20250826   3063.00  ...   3046.00     3061.00        M
150   m2511  20250826   3095.00  ...   3069.00     3080.00        M
151   m2512  20250826   3132.00  ...   3112.00     3122.00        M
152   m2601  20250826   3122.00  ...   3097.00     3110.00        M
153   m2603  20250826   3037.00  ...   3027.00     3031.00        M
154   m2605  20250826   2845.00  ...   2841.00     2841.00        M
155   m2607  20250826   2840.00  ...   2832.00     2832.00        M
156   m2608  20250826   2963.00  ...   2957.00     2955.00        M
157   p2509  20250826   9480.00  ...   9460.00     9530.00        P
158   p2510  20250826   9568.00  ...   9542.00     9604.00        P
159   p2511  20250826   9590.00  ...   9536.00     9602.00        P
160   p2512  20250826   9592.00  ...   9536.00     9604.00        P
161   p2601  20250826   9610.00  ...   9544.00     9614.00        P
162   p2602  20250826   9546.00  ...   9488.00     9564.00        P
163   p2603  20250826   9470.00  ...   9434.00     9494.00        P
164   p2604  20250826   9400.00  ...   9374.00     9408.00        P
165   p2605  20250826   9320.00  ...   9278.00     9324.00        P
166   p2606  20250826   9140.00  ...   9158.00     9184.00        P
167   p2607  20250826   9042.00  ...   9036.00     9086.00        P
168   p2608  20250826   8964.00  ...   8964.00     8948.00        P
169  pg2508  20250826      0.00  ...   3888.00     3888.00       PG
170  pg2509  20250826   3854.00  ...   3866.00     3871.00       PG
171  pg2510  20250826   4447.00  ...   4444.00     4420.00       PG
172  pg2511  20250826   4382.00  ...   4357.00     4339.00       PG
173  pg2512  20250826   4313.00  ...   4295.00     4279.00       PG
174  pg2601  20250826   4249.00  ...   4242.00     4227.00       PG
175  pg2602  20250826   4182.00  ...   4165.00     4156.00       PG
176  pg2603  20250826   4068.00  ...   4074.00     4068.00       PG
177  pg2604  20250826   4376.00  ...   4374.00     4365.00       PG
178  pg2605  20250826   4273.00  ...   4271.00     4278.00       PG
179  pg2606  20250826      0.00  ...   4209.00     4209.00       PG
180  pg2607  20250826   4141.00  ...   4141.00     4122.00       PG
181  pp2509  20250826   7014.00  ...   7014.00     7019.00       PP
182  pp2510  20250826   7029.00  ...   7026.00     7018.00       PP
183  pp2511  20250826   7040.00  ...   7040.00     7036.00       PP
184  pp2512  20250826   7058.00  ...   7058.00     7055.00       PP
185  pp2601  20250826   7079.00  ...   7072.00     7067.00       PP
186  pp2602  20250826   7058.00  ...   7048.00     7045.00       PP
187  pp2603  20250826      0.00  ...   7032.00     7039.00       PP
188  pp2604  20250826   7076.00  ...   7077.00     7066.00       PP
189  pp2605  20250826   7082.00  ...   7089.00     7086.00       PP
190  pp2606  20250826   7054.00  ...   7057.00     7050.00       PP
191  pp2607  20250826   7034.00  ...   7033.00     7031.00       PP
192  pp2608  20250826   7046.00  ...   7046.00     7047.00       PP
193  rr2509  20250826   3563.00  ...   3567.00     3576.00       RR
194  rr2510  20250826   3611.00  ...   3610.00     3610.00       RR
195  rr2511  20250826   3615.00  ...   3613.00     3613.00       RR
196  rr2512  20250826   3606.00  ...   3606.00     3608.00       RR
197  rr2601  20250826   3621.00  ...   3620.00     3622.00       RR
198  rr2602  20250826   3604.00  ...   3606.00     3608.00       RR
199  rr2603  20250826      0.00  ...   3610.00     3610.00       RR
200  rr2604  20250826   3618.00  ...   3617.00     3613.00       RR
201  rr2605  20250826      0.00  ...   3615.00     3615.00       RR
202  rr2606  20250826      0.00  ...   3605.00     3605.00       RR
203  rr2607  20250826      0.00  ...   3625.00     3625.00       RR
204  rr2608  20250826   3609.00  ...   3609.00     3581.00       RR
205   v2509  20250826   4894.00  ...   4878.00     4899.00        V
206   v2510  20250826   4939.00  ...   4922.00     4936.00        V
207   v2511  20250826   4980.00  ...   4957.00     4971.00        V
208   v2512  20250826   5020.00  ...   5002.00     5010.00        V
209   v2601  20250826   5062.00  ...   5026.00     5045.00        V
210   v2602  20250826   5093.00  ...   5067.00     5083.00        V
211   v2603  20250826   5120.00  ...   5096.00     5116.00        V
212   v2604  20250826   5317.00  ...   5292.00     5318.00        V
213   v2605  20250826   5360.00  ...   5332.00     5346.00        V
214   v2606  20250826   5388.00  ...   5359.00     5366.00        V
215   v2607  20250826   5418.00  ...   5390.00     5406.00        V
216   v2608  20250826   5417.00  ...   5385.00     5408.00        V
217   y2509  20250826   8560.00  ...   8554.00     8514.00        Y
218   y2511  20250826   8536.00  ...   8516.00     8500.00        Y
219   y2512  20250826   8526.00  ...   8542.00     8520.00        Y
220   y2601  20250826   8504.00  ...   8492.00     8472.00        Y
221   y2603  20250826   8438.00  ...   8438.00     8380.00        Y
222   y2605  20250826   8198.00  ...   8194.00     8164.00        Y
223   y2607  20250826   8144.00  ...   8122.00     8104.00        Y
224   y2608  20250826   8146.00  ...   8114.00     8112.00        Y

[225 rows x 12 columns]
2025-09-03 18:25:27,781 - future_1d - INFO - ak.get_dce_daily('2025-08-26') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250826  ...   79450      79260      CU
1        1      CU2510  20250826  ...   79460      79290      CU
2        2      CU2511  20250826  ...   79440      79290      CU
3        3      CU2512  20250826  ...   79410      79230      CU
4        4      CU2601  20250826  ...   79410      79240      CU
5        5      CU2602  20250826  ...   79340      79250      CU
6        6      CU2603  20250826  ...   79360      79240      CU
7        7      CU2604  20250826  ...   79390      79260      CU
8        8      CU2605  20250826  ...   79400      79350      CU
9        9      CU2606  20250826  ...   79380      79290      CU
10      10      CU2607  20250826  ...   79390      79350      CU
11      11      CU2608  20250826  ...   79250      79380      CU
12      12      BC2509  20250826  ...   70620      70290      BC
13      13      BC2510  20250826  ...   70630      70380      BC
14      14      BC2511  20250826  ...   70440      70530      BC
15      15      BC2512  20250826  ...   70180      69780      BC
16      16      BC2601  20250826  ...   70100      70100      BC
17      17      BC2602  20250826  ...   70100      70100      BC
18      18      BC2603  20250826  ...   70100      70100      BC
19      19      BC2604  20250826  ...   70100      70100      BC
20      20      BC2605  20250826  ...   70490      69800      BC
21      21      BC2606  20250826  ...   69790      69790      BC
22      22      BC2607  20250826  ...   69370      69370      BC
23      23      BC2608  20250826  ...   69370      69370      BC
24      24      AL2509  20250826  ...   20750      20760      AL
25      25      AL2510  20250826  ...   20730      20740      AL
26      26      AL2511  20250826  ...   20710      20710      AL
27      27      AL2512  20250826  ...   20670      20670      AL
28      28      AL2601  20250826  ...   20640      20640      AL
29      29      AL2602  20250826  ...   20645      20665      AL
30      30      AL2603  20250826  ...   20660      20685      AL
31      31      AL2604  20250826  ...   20695      20710      AL
32      32      AL2605  20250826  ...   20705      20720      AL
33      33      AL2606  20250826  ...   20715      20725      AL
34      34      AL2607  20250826  ...   20720      20720      AL
35      35      AL2608  20250826  ...   20755      20730      AL
36      36      ZN2509  20250826  ...   22300      22365      ZN
37      37      ZN2510  20250826  ...   22305      22355      ZN
38      38      ZN2511  20250826  ...   22300      22350      ZN
39      39      ZN2512  20250826  ...   22310      22345      ZN
40      40      ZN2601  20250826  ...   22290      22350      ZN
41      41      ZN2602  20250826  ...   22290      22310      ZN
42      42      ZN2603  20250826  ...   22335      22380      ZN
43      43      ZN2604  20250826  ...   22360      22405      ZN
44      44      ZN2605  20250826  ...   22370      22400      ZN
45      45      ZN2606  20250826  ...   22365      22415      ZN
46      46      ZN2607  20250826  ...   22405      22450      ZN
47      47      ZN2608  20250826  ...   22440      22465      ZN
48      48      PB2509  20250826  ...   16895      16830      PB
49      49      PB2510  20250826  ...   16915      16845      PB
50      50      PB2511  20250826  ...   16915      16865      PB
51      51      PB2512  20250826  ...   16930      16885      PB
52      52      PB2601  20250826  ...   16945      16895      PB
53      53      PB2602  20250826  ...   16965      16945      PB
54      54      PB2603  20250826  ...   17005      16910      PB
55      55      PB2604  20250826  ...   17030      16900      PB
56      56      PB2605  20250826  ...   17050      17000      PB
57      57      PB2606  20250826  ...   17055      17055      PB
58      58      PB2607  20250826  ...   17095      16975      PB
59      59      PB2608  20250826  ...   17100      16990      PB
60      60      NI2509  20250826  ...  120180     120100      NI
61      61      NI2510  20250826  ...  120350     120270      NI
62      62      NI2511  20250826  ...  120500     120450      NI
63      63      NI2512  20250826  ...  120750     120680      NI
64      64      NI2601  20250826  ...  121010     120990      NI
65      65      NI2602  20250826  ...  121230     121350      NI
66      66      NI2603  20250826  ...  121530     121660      NI
67      67      NI2604  20250826  ...  121860     121850      NI
68      68      NI2605  20250826  ...  122100     122100      NI
69      69      NI2606  20250826  ...  122400     122600      NI
70      70      NI2607  20250826  ...  122710     122840      NI
71      71      NI2608  20250826  ...  123030     123310      NI
72      72      SN2509  20250826  ...  269350     269030      SN
73      73      SN2510  20250826  ...  269730     269340      SN
74      74      SN2511  20250826  ...  269930     269660      SN
75      75      SN2512  20250826  ...  269870     269710      SN
76      76      SN2601  20250826  ...  269800     269710      SN
77      77      SN2602  20250826  ...  270010     269800      SN
78      78      SN2603  20250826  ...  270300     270160      SN
79      79      SN2604  20250826  ...  270550     271600      SN
80      80      SN2605  20250826  ...  270740     271840      SN
81      81      SN2606  20250826  ...  270910     271820      SN
82      82      SN2607  20250826  ...  270930     271600      SN
83      83      SN2608  20250826  ...  271730     272450      SN
84      84      AO2509  20250826  ...    3107       3157      AO
85      85      AO2510  20250826  ...    3117       3151      AO
86      86      AO2511  20250826  ...    3113       3158      AO
87      87      AO2512  20250826  ...    3165       3167      AO
88      88      AO2601  20250826  ...    3129       3180      AO
89      89      AO2602  20250826  ...    3125       3173      AO
90      90      AO2603  20250826  ...    3123       3174      AO
91      91      AO2604  20250826  ...    3107       3172      AO
92      92      AO2605  20250826  ...    3122       3171      AO
93      93      AO2606  20250826  ...    3131       3175      AO
94      94      AO2607  20250826  ...    3114       3175      AO
95      95      AO2608  20250826  ...    3111       3186      AO
96      96      AD2511  20250826  ...   20285      20280      AD
97      97      AD2512  20250826  ...   20285      20275      AD
98      98      AD2601  20250826  ...   20280      20270      AD
99      99      AD2602  20250826  ...   20220      20210      AD
100    100      AD2603  20250826  ...   20220      20220      AD
101    101      AD2604  20250826  ...   19975      19975      AD
102    102      AD2605  20250826  ...   19975      19990      AD
103    103      AD2606  20250826  ...   19795      19765      AD
104    104      AD2607  20250826  ...   19925      19925      AD
105    105      AD2608  20250826  ...   19925      19925      AD
106    106      AU2509  20250826  ...  779.02      778.3      AU
107    107      AU2510  20250826  ...  780.24     778.94      AU
108    108      AU2511  20250826  ...  782.08     780.54      AU
109    109      AU2512  20250826  ...  782.68      781.2      AU
110    110      AU2602  20250826  ...  784.64        783      AU
111    111      AU2604  20250826  ...  786.86     785.58      AU
112    112      AU2606  20250826  ...  789.16     787.32      AU
113    113      AU2608  20250826  ...  791.64      789.1      AU
114    114      AG2509  20250826  ...    9333       9331      AG
115    115      AG2510  20250826  ...    9354       9344      AG
116    116      AG2511  20250826  ...    9365       9342      AG
117    117      AG2512  20250826  ...    9375       9364      AG
118    118      AG2601  20250826  ...    9386       9367      AG
119    119      AG2602  20250826  ...    9399       9376      AG
120    120      AG2603  20250826  ...    9412       9388      AG
121    121      AG2604  20250826  ...    9424       9400      AG
122    122      AG2605  20250826  ...    9437       9410      AG
123    123      AG2606  20250826  ...    9450       9431      AG
124    124      AG2607  20250826  ...    9463       9451      AG
125    125      AG2608  20250826  ...    9476       9471      AG
126    126      RB2509  20250826  ...    3099       3119      RB
127    127      RB2510  20250826  ...    3126       3144      RB
128    128      RB2511  20250826  ...    3136       3154      RB
129    129      RB2512  20250826  ...    3188       3211      RB
130    130      RB2601  20250826  ...    3206       3224      RB
131    131      RB2602  20250826  ...    3190       3209      RB
132    132      RB2603  20250826  ...    3211       3226      RB
133    133      RB2604  20250826  ...    3228       3244      RB
134    134      RB2605  20250826  ...    3242       3258      RB
135    135      RB2606  20250826  ...    3257       3272      RB
136    136      RB2607  20250826  ...    3268       3285      RB
137    137      RB2608  20250826  ...    3281       3282      RB
138    138      WR2509  20250826  ...    3342       3342      WR
139    139      WR2510  20250826  ...    3365       3387      WR
140    140      WR2511  20250826  ...    3376       3373      WR
141    141      WR2512  20250826  ...    3486       3486      WR
142    142      WR2601  20250826  ...    3380       3380      WR
143    143      WR2602  20250826  ...    3459       3503      WR
144    144      WR2603  20250826  ...    3438       3438      WR
145    145      WR2604  20250826  ...    3455       3455      WR
146    146      WR2605  20250826  ...    3429       3429      WR
147    147      WR2606  20250826  ...    3441       3435      WR
148    148      WR2607  20250826  ...    3488       3453      WR
149    149      WR2608  20250826  ...    3477       3477      WR
150    150      HC2509  20250826  ...    3407       3416      HC
151    151      HC2510  20250826  ...    3380       3391      HC
152    152      HC2511  20250826  ...    3379       3389      HC
153    153      HC2512  20250826  ...    3386       3390      HC
154    154      HC2601  20250826  ...    3370       3378      HC
155    155      HC2602  20250826  ...    3371       3379      HC
156    156      HC2603  20250826  ...    3375       3384      HC
157    157      HC2604  20250826  ...    3385       3384      HC
158    158      HC2605  20250826  ...    3377       3385      HC
159    159      HC2606  20250826  ...    3386       3391      HC
160    160      HC2607  20250826  ...    3394       3401      HC
161    161      HC2608  20250826  ...    3405       3396      HC
162    162      SS2509  20250826  ...   12785      12750      SS
163    163      SS2510  20250826  ...   12865      12830      SS
164    164      SS2511  20250826  ...   12930      12900      SS
165    165      SS2512  20250826  ...   12975      12945      SS
166    166      SS2601  20250826  ...   13035      13000      SS
167    167      SS2602  20250826  ...   13050      13020      SS
168    168      SS2603  20250826  ...   13135      13095      SS
169    169      SS2604  20250826  ...   13190      13180      SS
170    170      SS2605  20250826  ...   13270      13220      SS
171    171      SS2606  20250826  ...   13315      13285      SS
172    172      SS2607  20250826  ...   13380      13345      SS
173    173      SS2608  20250826  ...   13445      13300      SS
174    174      SC2509  20250826  ...   488.7      486.8      SC
175    175      SC2510  20250826  ...   497.7      493.5      SC
176    176      SC2511  20250826  ...     496      491.9      SC
177    177      SC2512  20250826  ...   493.2      489.5      SC
178    178      SC2601  20250826  ...   491.7      488.1      SC
179    179      SC2602  20250826  ...   490.5      486.9      SC
180    180      SC2603  20250826  ...   488.2      485.7      SC
181    181      SC2604  20250826  ...   486.4      485.5      SC
182    182      SC2605  20250826  ...   485.8      483.1      SC
183    183      SC2606  20250826  ...   484.9      483.4      SC
184    184      SC2607  20250826  ...   482.3      481.1      SC
185    185      SC2608  20250826  ...   481.3      482.2      SC
186    186      SC2609  20250826  ...   482.3      480.7      SC
187    187      SC2612  20250826  ...   482.2      483.6      SC
188    188      SC2703  20250826  ...   483.7      478.9      SC
189    189      SC2706  20250826  ...   479.5      481.1      SC
190    190      SC2709  20250826  ...   482.5      480.1      SC
191    191      SC2712  20250826  ...     481      479.2      SC
192    192      SC2803  20250826  ...   479.5      479.5      SC
193    193      SC2806  20250826  ...   474.5      471.9      SC
194    194      LU2509  20250826  ...    3426       3452      LU
195    195      LU2510  20250826  ...    3532       3511      LU
196    196      LU2511  20250826  ...    3537       3521      LU
197    197      LU2512  20250826  ...    3522       3508      LU
198    198      LU2601  20250826  ...    3498       3488      LU
199    199      LU2602  20250826  ...    3476       3465      LU
200    200      LU2603  20250826  ...    3469       3458      LU
201    201      LU2604  20250826  ...    3463       3455      LU
202    202      LU2605  20250826  ...    3455       3443      LU
203    203      LU2606  20250826  ...    3454       3438      LU
204    204      LU2607  20250826  ...    3454       3434      LU
205    205      LU2608  20250826  ...    3450       3435      LU
206    206      FU2509  20250826  ...    2841       2805      FU
207    207      FU2510  20250826  ...    2890       2878      FU
208    208      FU2511  20250826  ...    2871       2848      FU
209    209      FU2512  20250826  ...    2856       2829      FU
210    210      FU2601  20250826  ...    2845       2812      FU
211    211      FU2602  20250826  ...    2830       2806      FU
212    212      FU2603  20250826  ...    2820       2793      FU
213    213      FU2604  20250826  ...    2813       2786      FU
214    214      FU2605  20250826  ...    2803       2782      FU
215    215      FU2606  20250826  ...    2791       2771      FU
216    216      FU2607  20250826  ...    2765       2749      FU
217    217      FU2608  20250826  ...    2742       2732      FU
218    218      BU2509  20250826  ...    3550       3540      BU
219    219      BU2510  20250826  ...    3525       3504      BU
220    220      BU2511  20250826  ...    3497       3470      BU
221    221      BU2512  20250826  ...    3447       3422      BU
222    222      BU2601  20250826  ...    3407       3386      BU
223    223      BU2602  20250826  ...    3407       3388      BU
224    224      BU2603  20250826  ...    3406       3385      BU
225    225      BU2604  20250826  ...    3390       3357      BU
226    226      BU2605  20250826  ...    3386       3381      BU
227    227      BU2606  20250826  ...    3387       3372      BU
228    228      BU2607  20250826  ...    3354       3347      BU
229    229      BU2608  20250826  ...    3356       3356      BU
230    230      BU2609  20250826  ...    3364       3361      BU
231    231      BU2612  20250826  ...    3336       3319      BU
232    232      BU2703  20250826  ...    3339       3335      BU
233    233      BU2706  20250826  ...    3348       3340      BU
234    234      BR2509  20250826  ...   11950      11920      BR
235    235      BR2510  20250826  ...   11980      11925      BR
236    236      BR2511  20250826  ...   11960      11915      BR
237    237      BR2512  20250826  ...   11950      11920      BR
238    238      BR2601  20250826  ...   11960      11920      BR
239    239      BR2602  20250826  ...   12010      11960      BR
240    240      BR2603  20250826  ...   11975      11975      BR
241    241      BR2604  20250826  ...   12050      12025      BR
242    242      BR2605  20250826  ...   12080      12030      BR
243    243      BR2606  20250826  ...   12085      12115      BR
244    244      BR2607  20250826  ...   12285      12080      BR
245    245      BR2608  20250826  ...   12005      12005      BR
246    246      RU2509  20250826  ...   14965      14850      RU
247    247      RU2510  20250826  ...   14925      14840      RU
248    248      RU2511  20250826  ...   14985      14850      RU
249    249      RU2601  20250826  ...   15975      15840      RU
250    250      RU2603  20250826  ...   16015      15915      RU
251    251      RU2604  20250826  ...   16045      15920      RU
252    252      RU2605  20250826  ...   16080      15955      RU
253    253      RU2606  20250826  ...   16060      15945      RU
254    254      RU2607  20250826  ...   16165      16035      RU
255    255      RU2608  20250826  ...   16115      16090      RU
256    256      NR2509  20250826  ...   12755      12665      NR
257    257      NR2510  20250826  ...   12840      12720      NR
258    258      NR2511  20250826  ...   12865      12750      NR
259    259      NR2512  20250826  ...   12875      12790      NR
260    260      NR2601  20250826  ...   12920      12805      NR
261    261      NR2602  20250826  ...   12860      12775      NR
262    262      NR2603  20250826  ...   12910      12735      NR
263    263      NR2604  20250826  ...   13055      12760      NR
264    264      NR2605  20250826  ...   13080      12915      NR
265    265      NR2606  20250826  ...   13140      12745      NR
266    266      NR2607  20250826  ...   12780      12780      NR
267    267      NR2608  20250826  ...   12780      12780      NR
268    268      SP2509  20250826  ...    5056       5084      SP
269    269      SP2510  20250826  ...    5088       5110      SP
270    270      SP2511  20250826  ...    5106       5130      SP
271    271      SP2512  20250826  ...    5122       5144      SP
272    272      SP2601  20250826  ...    5392       5398      SP
273    273      SP2602  20250826  ...    5360       5382      SP
274    274      SP2603  20250826  ...    5384       5394      SP
275    275      SP2604  20250826  ...    5366       5378      SP
276    276      SP2605  20250826  ...    5388       5392      SP
277    277      SP2606  20250826  ...    5400       5402      SP
278    278      SP2607  20250826  ...    5386       5412      SP
279    279      SP2608  20250826  ...    5410       5416      SP
280    280      EC2510  20250826  ...  1327.8     1356.3      EC
281    281      EC2512  20250826  ...  1663.1       1691      EC
282    282      EC2602  20250826  ...  1472.8     1492.6      EC
283    283      EC2604  20250826  ...  1276.1     1294.4      EC
284    284      EC2606  20250826  ...  1432.5     1451.3      EC
285    285      EC2608  20250826  ...  1626.3     1451.3      EC
286    286  SC_TAS2510  20250826  ...                     SC_TAS
287    287  SC_TAS2511  20250826  ...                     SC_TAS
288    288  SC_TAS2512  20250826  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 18:25:27,889 - future_1d - INFO - ak.get_shfe_daily('2025-08-26') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250826  52000.0  ...  51230.0     52030.0       PS
1   PS2510  20250826  51435.0  ...  51330.0     52220.0       PS
2   PS2511  20250826  51480.0  ...  51195.0     52055.0       PS
3   PS2512  20250826  53995.0  ...  53530.0     54365.0       PS
4   PS2601  20250826  54110.0  ...  53640.0     54450.0       PS
5   PS2602  20250826  53915.0  ...  53830.0     54765.0       PS
6   PS2603  20250826  53965.0  ...  53945.0     54725.0       PS
7   PS2604  20250826  54470.0  ...  54155.0     55040.0       PS
8   PS2605  20250826  54500.0  ...  54130.0     54890.0       PS
9   PS2606  20250826  56925.0  ...  56815.0     57365.0       PS
10  PS2607  20250826  57025.0  ...  56930.0     57525.0       PS
11  PS2608  20250826  57200.0  ...  57030.0     57555.0       PS
13  SI2509  20250826   8690.0  ...   8625.0      8745.0       SI
14  SI2510  20250826   8610.0  ...   8640.0      8760.0       SI
15  SI2511  20250826   8680.0  ...   8660.0      8765.0       SI
16  SI2512  20250826   9000.0  ...   9005.0      9120.0       SI
17  SI2601  20250826   9045.0  ...   9005.0      9120.0       SI
18  SI2602  20250826   8975.0  ...   9005.0      9105.0       SI
19  SI2603  20250826   9110.0  ...   8990.0      9100.0       SI
20  SI2604  20250826   9110.0  ...   8995.0      9135.0       SI
21  SI2605  20250826   9090.0  ...   9035.0      9150.0       SI
22  SI2606  20250826   9150.0  ...   9000.0      9165.0       SI
23  SI2607  20250826   9050.0  ...   9035.0      9155.0       SI
24  SI2608  20250826   8995.0  ...   8980.0      9195.0       SI
27  LC2509  20250826  78680.0  ...  79080.0     80100.0       LC
28  LC2510  20250826  79380.0  ...  79200.0     79840.0       LC
29  LC2511  20250826  79260.0  ...  79040.0     79620.0       LC
30  LC2512  20250826  78940.0  ...  78740.0     79220.0       LC
31  LC2601  20250826  78840.0  ...  78520.0     78840.0       LC
32  LC2602  20250826  77220.0  ...  77920.0     79220.0       LC
33  LC2603  20250826  78000.0  ...  77700.0     78440.0       LC
34  LC2604  20250826  77960.0  ...  77480.0     77960.0       LC
35  LC2605  20250826  77560.0  ...  77480.0     77880.0       LC
36  LC2606  20250826  77380.0  ...  77320.0     77880.0       LC
37  LC2607  20250826  77400.0  ...  77160.0     77680.0       LC
38  LC2608  20250826  77360.0  ...  77460.0     78180.0       LC

[36 rows x 12 columns]
2025-09-03 18:25:28,106 - future_1d - INFO - ak.get_gfex_daily('2025-08-26') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250826  6886.000  ...  6942.400    6904.000       IC
1   IC2510  20250826  6860.800  ...  6905.400    6872.000       IC
2   IC2512  20250826  6767.000  ...  6817.000    6786.600       IC
3   IC2603  20250826  6650.000  ...  6692.000    6665.800       IC
4   IF2509  20250826  4474.800  ...  4460.200    4458.400       IF
5   IF2510  20250826  4458.000  ...  4454.200    4451.600       IF
6   IF2512  20250826  4441.400  ...  4441.400    4441.400       IF
7   IF2603  20250826  4430.000  ...  4422.200    4423.400       IF
8   IH2509  20250826  2982.000  ...  2975.000    2983.600       IH
9   IH2510  20250826  2981.000  ...  2976.000    2982.800       IH
10  IH2512  20250826  2984.000  ...  2977.000    2986.000       IH
11  IH2603  20250826  2982.400  ...  2980.800    2988.200       IH
12  IM2509  20250826  7391.400  ...  7442.000    7423.000       IM
13  IM2510  20250826  7349.800  ...  7388.200    7374.000       IM
14  IM2512  20250826  7244.200  ...  7282.200    7273.600       IM
15  IM2603  20250826  7100.000  ...  7124.000    7121.800       IM
16   T2509  20250826   108.165  ...   108.125     108.125        T
17   T2512  20250826   107.930  ...   107.935     107.925        T
18   T2603  20250826   107.720  ...   107.670     107.670        T
19  TF2509  20250826   105.545  ...   105.585     105.575       TF
20  TF2512  20250826   105.555  ...   105.520     105.515       TF
21  TF2603  20250826   105.430  ...   105.405     105.360       TF
22  TL2509  20250826   117.400  ...   117.520     117.150       TL
23  TL2512  20250826   116.950  ...   117.120     116.720       TL
24  TL2603  20250826   116.520  ...   116.770     116.370       TL
25  TS2509  20250826   102.322  ...   102.324     102.334       TS
26  TS2512  20250826   102.416  ...   102.382     102.390       TS
27  TS2603  20250826   102.352  ...   102.324     102.316       TS

[28 rows x 12 columns]
2025-09-03 18:25:28,479 - future_1d - INFO - ak.get_cffex_daily('2025-08-26') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250826   486.9  ...   488.7      486.8      SC
1       SC2510  20250826   494.5  ...   497.7      493.5      SC
2       SC2511  20250826   492.6  ...     496      491.9      SC
3       SC2512  20250826   490.4  ...   493.2      489.5      SC
4       SC2601  20250826   488.6  ...   491.7      488.1      SC
5       SC2602  20250826   487.6  ...   490.5      486.9      SC
6       SC2603  20250826   486.1  ...   488.2      485.7      SC
7       SC2604  20250826   486.6  ...   486.4      485.5      SC
8       SC2605  20250826   485.4  ...   485.8      483.1      SC
9       SC2606  20250826   484.3  ...   484.9      483.4      SC
10      SC2607  20250826   482.3  ...   482.3      481.1      SC
11      SC2608  20250826   481.3  ...   481.3      482.2      SC
12      SC2609  20250826   482.6  ...   482.3      480.7      SC
13      SC2612  20250826   482.2  ...   482.2      483.6      SC
14      SC2703  20250826   483.7  ...   483.7      478.9      SC
15      SC2706  20250826   479.5  ...   479.5      481.1      SC
16      SC2709  20250826   481.8  ...   482.5      480.1      SC
17      SC2712  20250826   480.3  ...     481      479.2      SC
18      SC2803  20250826   479.5  ...   479.5      479.5      SC
19      SC2806  20250826   472.2  ...   474.5      471.9      SC
21      LU2509  20250826    3421  ...    3426       3452      LU
22      LU2510  20250826    3546  ...    3532       3511      LU
23      LU2511  20250826    3531  ...    3537       3521      LU
24      LU2512  20250826    3523  ...    3522       3508      LU
25      LU2601  20250826    3499  ...    3498       3488      LU
26      LU2602  20250826    3468  ...    3476       3465      LU
27      LU2603  20250826    3460  ...    3469       3458      LU
28      LU2604  20250826    3466  ...    3463       3455      LU
29      LU2605  20250826    3457  ...    3455       3443      LU
30      LU2606  20250826    3452  ...    3454       3438      LU
31      LU2607  20250826    3457  ...    3454       3434      LU
32      LU2608  20250826    3449  ...    3450       3435      LU
34      NR2509  20250826   12705  ...   12755      12665      NR
35      NR2510  20250826   12735  ...   12840      12720      NR
36      NR2511  20250826   12765  ...   12865      12750      NR
37      NR2512  20250826   12805  ...   12875      12790      NR
38      NR2601  20250826   12825  ...   12920      12805      NR
39      NR2602  20250826   12840  ...   12860      12775      NR
40      NR2603  20250826   12890  ...   12910      12735      NR
41      NR2604  20250826   13055  ...   13055      12760      NR
42      NR2605  20250826   13110  ...   13080      12915      NR
43      NR2606  20250826   13140  ...   13140      12745      NR
44      NR2607  20250826          ...   12780      12780      NR
45      NR2608  20250826          ...   12780      12780      NR
47      BC2509  20250826   70700  ...   70620      70290      BC
48      BC2510  20250826   70860  ...   70630      70380      BC
49      BC2511  20250826   70430  ...   70440      70530      BC
50      BC2512  20250826          ...   70180      69780      BC
51      BC2601  20250826          ...   70100      70100      BC
52      BC2602  20250826          ...   70100      70100      BC
53      BC2603  20250826          ...   70100      70100      BC
54      BC2604  20250826          ...   70100      70100      BC
55      BC2605  20250826   70490  ...   70490      69800      BC
56      BC2606  20250826          ...   69790      69790      BC
57      BC2607  20250826          ...   69370      69370      BC
58      BC2608  20250826          ...   69370      69370      BC
60      EC2510  20250826    1345  ...  1327.8     1356.3      EC
61      EC2512  20250826  1686.7  ...  1663.1       1691      EC
62      EC2602  20250826  1486.9  ...  1472.8     1492.6      EC
63      EC2604  20250826    1284  ...  1276.1     1294.4      EC
64      EC2606  20250826  1435.2  ...  1432.5     1451.3      EC
65      EC2608  20250826  1598.6  ...  1626.3     1451.3      EC
68  SC_TAS2510  20250826          ...                     SC_TAS
69  SC_TAS2511  20250826          ...                     SC_TAS
70  SC_TAS2512  20250826          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-03 18:25:28,587 - future_1d - INFO - ak.get_ine_daily('2025-08-26') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250826   8141.0   8186.0  ...   310738.07   8158.0      8143.0       AP
1    AP511  20250826   7979.0   7986.0  ...     2705.43   7957.0      7947.0       AP
2    AP512  20250826   7998.0   7998.0  ...      223.27   7974.0      7960.0       AP
3    AP601  20250826   8035.0   8078.0  ...    71069.61   8061.0      8058.0       AP
4    AP603  20250826   7959.0   7959.0  ...       31.83   7959.0      7959.0       AP
5    AP604  20250826   7986.0   7986.0  ...       79.74   7974.0      7970.0       AP
6    AP605  20250826   8032.0   8050.0  ...      434.00   8037.0      8041.0       AP
7    CF509  20250826  13845.0  13845.0  ...   157607.15  13810.0     13815.0       CF
8    CF511  20250826  14045.0  14070.0  ...   190269.14  14040.0     14020.0       CF
9    CF601  20250826  14135.0  14155.0  ...  1078975.90  14120.0     14115.0       CF
10   CF603  20250826  14085.0  14105.0  ...      894.34  14085.0     14060.0       CF
11   CF605  20250826  14095.0  14105.0  ...    50074.62  14075.0     14065.0       CF
12   CF607  20250826  14095.0  14100.0  ...      155.00  14090.0     14075.0       CF
13   CJ509  20250826  10120.0  10160.0  ...     6556.05  10100.0     10175.0       CJ
14   CJ512  20250826  11285.0  11340.0  ...     6622.27  11290.0     11285.0       CJ
15   CJ601  20250826  11385.0  11450.0  ...   489734.02  11395.0     11395.0       CJ
16   CJ603  20250826  11440.0  11475.0  ...     3621.67  11425.0     11425.0       CJ
17   CJ605  20250826  11530.0  11580.0  ...    48929.36  11540.0     11535.0       CJ
18   CJ607  20250826  11685.0  11730.0  ...      573.15  11695.0     11705.0       CJ
19   CY509  20250826  20115.0  20150.0  ...      332.04  20125.0     20105.0       CY
20   CY510  20250826      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250826  20155.0  20205.0  ...    54698.35  20160.0     20160.0       CY
22   CY512  20250826      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250826  20195.0  20195.0  ...      494.01  20165.0     20160.0       CY
24   CY602  20250826      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250826      0.0      0.0  ...        0.00  20295.0     20295.0       CY
26   CY604  20250826      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250826  20395.0  20395.0  ...       10.20  20395.0     20385.0       CY
28   CY606  20250826      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250826      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250826      0.0      0.0  ...        0.00  20295.0     20375.0       CY
31   FG509  20250826   1004.0   1008.0  ...   224144.38    995.0      1007.0       FG
32   FG510  20250826   1111.0   1114.0  ...    90061.11   1099.0      1110.0       FG
33   FG511  20250826   1098.0   1102.0  ...   136272.74   1088.0      1099.0       FG
34   FG512  20250826   1199.0   1200.0  ...    71599.93   1190.0      1197.0       FG
35   FG601  20250826   1189.0   1194.0  ...  3751837.04   1183.0      1194.0       FG
36   FG602  20250826   1239.0   1243.0  ...     2217.61   1235.0      1245.0       FG
37   FG603  20250826   1242.0   1245.0  ...     1521.44   1235.0      1247.0       FG
38   FG604  20250826   1287.0   1289.0  ...      473.59   1280.0      1293.0       FG
39   FG605  20250826   1281.0   1283.0  ...    60363.98   1271.0      1286.0       FG
40   FG606  20250826   1311.0   1313.0  ...      717.14   1304.0      1312.0       FG
41   FG607  20250826   1302.0   1302.0  ...      959.32   1293.0      1303.0       FG
42   FG608  20250826   1325.0   1325.0  ...      322.07   1320.0      1325.0       FG
43   JR509  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250826      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250826      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250826   2310.0   2312.0  ...    59181.07   2295.0      2306.0       MA
53   MA510  20250826   2342.0   2349.0  ...    44671.31   2330.0      2341.0       MA
54   MA511  20250826   2368.0   2373.0  ...    78705.15   2352.0      2365.0       MA
55   MA512  20250826   2406.0   2412.0  ...    24133.67   2393.0      2403.0       MA
56   MA601  20250826   2425.0   2430.0  ...   902158.84   2413.0      2423.0       MA
57   MA602  20250826   2433.0   2433.0  ...      130.45   2416.0      2432.0       MA
58   MA603  20250826   2434.0   2434.0  ...       94.19   2415.0      2429.0       MA
59   MA604  20250826   2415.0   2415.0  ...       31.26   2404.0      2416.0       MA
60   MA605  20250826   2401.0   2407.0  ...    34799.71   2394.0      2400.0       MA
61   MA606  20250826   2416.0   2416.0  ...       24.04   2404.0      2406.0       MA
62   MA607  20250826   2409.0   2409.0  ...      105.61   2400.0      2408.0       MA
63   MA608  20250826   2403.0   2408.0  ...       21.60   2400.0      2409.0       MA
64   OI509  20250826  10002.0  10030.0  ...   127501.72  10001.0      9986.0       OI
65   OI511  20250826   9953.0   9995.0  ...   642725.82   9961.0      9948.0       OI
66   OI601  20250826   9905.0   9934.0  ...  2964053.66   9897.0      9890.0       OI
67   OI603  20250826   9819.0   9850.0  ...     2638.20   9807.0      9809.0       OI
68   OI605  20250826   9725.0   9763.0  ...    35872.85   9724.0      9720.0       OI
69   OI607  20250826   9701.0   9731.0  ...      281.03   9691.0      9684.0       OI
70   PF509  20250826   6480.0   6558.0  ...     7063.63   6504.0      6492.0       PF
71   PF510  20250826   6606.0   6672.0  ...   539539.77   6624.0      6604.0       PF
72   PF511  20250826   6606.0   6658.0  ...   233675.02   6612.0      6596.0       PF
73   PF512  20250826   6576.0   6640.0  ...    91509.86   6590.0      6582.0       PF
74   PF601  20250826   6586.0   6634.0  ...    24432.27   6596.0      6576.0       PF
75   PF602  20250826   6582.0   6606.0  ...       79.14   6596.0      6582.0       PF
76   PF603  20250826   6598.0   6646.0  ...       82.68   6614.0      6598.0       PF
77   PF604  20250826   6624.0   6702.0  ...       79.74   6646.0      6636.0       PF
78   PF605  20250826   6640.0   6692.0  ...      103.19   6658.0      6654.0       PF
79   PF606  20250826   6678.0   6678.0  ...       16.70   6678.0      6670.0       PF
80   PF607  20250826   6678.0   6678.0  ...        3.34   6678.0      6676.0       PF
81   PF608  20250826      0.0      0.0  ...        0.00   6662.0      6662.0       PF
82   PK510  20250826   7988.0   8082.0  ...   102350.12   8038.0      7976.0       PK
83   PK511  20250826   7790.0   7844.0  ...   270531.01   7812.0      7778.0       PK
84   PK512  20250826   7850.0   7868.0  ...    49526.52   7842.0      7824.0       PK
85   PK601  20250826   7902.0   7920.0  ...    27720.63   7898.0      7876.0       PK
86   PK603  20250826   7892.0   7914.0  ...       39.53   7906.0      7894.0       PK
87   PK604  20250826   7900.0   7912.0  ...       27.66   7902.0      7890.0       PK
88   PK605  20250826   7896.0   7920.0  ...     2307.81   7904.0      7892.0       PK
89   PL601  20250826   6500.0   6501.0  ...    14481.85   6482.0      6491.0       PL
90   PL602  20250826   6530.0   6538.0  ...      130.56   6528.0      6533.0       PL
91   PL603  20250826   6501.0   6516.0  ...       91.00   6500.0      6527.0       PL
92   PL604  20250826      0.0      0.0  ...        0.00   6498.0      6498.0       PL
93   PL605  20250826   6385.0   6400.0  ...       51.13   6391.0      6383.0       PL
94   PL606  20250826      0.0      0.0  ...        0.00   6479.0      6479.0       PL
95   PL607  20250826      0.0      0.0  ...        0.00   6512.0      6512.0       PL
96   PL608  20250826      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250826      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250826   5898.0   5906.0  ...     7617.03   5892.0      5906.0       PR
104  PR510  20250826   6044.0   6094.0  ...   190747.61   6052.0      6040.0       PR
105  PR511  20250826   6056.0   6104.0  ...   692223.76   6058.0      6050.0       PR
106  PR512  20250826   6048.0   6100.0  ...   314010.49   6052.0      6052.0       PR
107  PR601  20250826   6062.0   6100.0  ...     9156.29   6062.0      6056.0       PR
108  PR602  20250826      0.0      0.0  ...        0.00   6070.0      6070.0       PR
109  PR603  20250826   6072.0   6110.0  ...       27.41   6092.0      6088.0       PR
110  PR604  20250826   6068.0   6122.0  ...       73.04   6088.0      6116.0       PR
111  PR605  20250826   6070.0   6116.0  ...       54.85   6094.0      6114.0       PR
112  PR606  20250826      0.0      0.0  ...        0.00   6080.0      6080.0       PR
113  PR607  20250826      0.0      0.0  ...        0.00   6082.0      6082.0       PR
114  PR608  20250826      0.0      0.0  ...        0.00   6080.0      6080.0       PR
115  PX509  20250826   7028.0   7134.0  ...    24655.50   7048.0      7030.0       PX
116  PX510  20250826   7002.0   7194.0  ...   418737.80   7088.0      7024.0       PX
117  PX511  20250826   6970.0   7154.0  ...  1558283.36   7050.0      6982.0       PX
118  PX512  20250826   6940.0   7068.0  ...    98818.19   6982.0      6946.0       PX
119  PX601  20250826   6908.0   7016.0  ...   210696.78   6954.0      6912.0       PX
120  PX602  20250826   6924.0   6986.0  ...       66.04   6952.0      6922.0       PX
121  PX603  20250826   6922.0   6990.0  ...       17.35   6940.0      6918.0       PX
122  PX604  20250826   6904.0   6960.0  ...      114.56   6944.0      6882.0       PX
123  PX605  20250826   6892.0   6992.0  ...      409.93   6948.0      6880.0       PX
124  PX606  20250826   6878.0   6890.0  ...       13.77   6886.0      6878.0       PX
125  PX607  20250826   6848.0   6922.0  ...       13.75   6878.0      6854.0       PX
126  PX608  20250826   6818.0   6818.0  ...        3.41   6818.0      6842.0       PX
127  RI509  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250826      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250826   2603.0   2623.0  ...    27792.40   2606.0      2602.0       RM
134  RM511  20250826   2592.0   2598.0  ...    15333.26   2577.0      2592.0       RM
135  RM601  20250826   2552.0   2567.0  ...   789943.69   2544.0      2559.0       RM
136  RM603  20250826   2494.0   2502.0  ...     8525.88   2484.0      2495.0       RM
137  RM605  20250826   2480.0   2488.0  ...   127689.99   2474.0      2478.0       RM
138  RM607  20250826   2456.0   2466.0  ...     9584.33   2455.0      2460.0       RM
139  RM608  20250826   2531.0   2532.0  ...      178.99   2521.0      2528.0       RM
140  RS509  20250826   4842.0   4875.0  ...       72.78   4852.0      4849.0       RS
141  RS511  20250826   5288.0   5288.0  ...       26.34   5268.0      5310.0       RS
142  RS607  20250826   5635.0   5669.0  ...       90.28   5643.0      5646.0       RS
143  RS608  20250826      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250826   1227.0   1230.0  ...   127873.18   1214.0      1230.0       SA
145  SA510  20250826   1266.0   1270.0  ...   297170.09   1259.0      1264.0       SA
146  SA511  20250826   1273.0   1275.0  ...   451154.66   1263.0      1268.0       SA
147  SA512  20250826   1329.0   1332.0  ...   145996.13   1321.0      1328.0       SA
148  SA601  20250826   1336.0   1341.0  ...  3428417.10   1327.0      1335.0       SA
149  SA602  20250826   1353.0   1359.0  ...     3613.71   1345.0      1352.0       SA
150  SA603  20250826   1357.0   1360.0  ...     2532.45   1347.0      1353.0       SA
151  SA604  20250826   1389.0   1394.0  ...     2101.04   1386.0      1386.0       SA
152  SA605  20250826   1390.0   1399.0  ...   112217.16   1388.0      1389.0       SA
153  SA606  20250826   1398.0   1403.0  ...      926.23   1391.0      1394.0       SA
154  SA607  20250826   1391.0   1403.0  ...     1122.18   1392.0      1396.0       SA
155  SA608  20250826   1415.0   1415.0  ...      497.87   1406.0      1407.0       SA
156  SF509  20250826   5482.0   5530.0  ...    15439.05   5502.0      5492.0       SF
157  SF510  20250826   5494.0   5548.0  ...    54924.54   5510.0      5502.0       SF
158  SF511  20250826   5680.0   5736.0  ...   450304.56   5692.0      5688.0       SF
159  SF512  20250826   5664.0   5710.0  ...    47503.88   5680.0      5662.0       SF
160  SF601  20250826   5650.0   5708.0  ...   100837.65   5668.0      5666.0       SF
161  SF602  20250826   5616.0   5670.0  ...      793.98   5632.0      5638.0       SF
162  SF603  20250826   5818.0   5822.0  ...       34.88   5814.0      5808.0       SF
163  SF604  20250826   5812.0   5822.0  ...       29.04   5808.0      5800.0       SF
164  SF605  20250826   5786.0   5826.0  ...      958.84   5794.0      5796.0       SF
165  SF606  20250826   5752.0   5758.0  ...       17.25   5752.0      5762.0       SF
166  SF607  20250826   5920.0   5922.0  ...       29.51   5904.0      5898.0       SF
167  SF608  20250826   5884.0   5884.0  ...        2.94   5884.0      5860.0       SF
168  SH509  20250826   2590.0   2613.0  ...    62716.22   2564.0      2599.0       SH
169  SH510  20250826   2740.0   2770.0  ...   520309.58   2701.0      2751.0       SH
170  SH511  20250826   2766.0   2801.0  ...   995043.30   2727.0      2774.0       SH
171  SH512  20250826   2772.0   2809.0  ...   173493.90   2748.0      2776.0       SH
172  SH601  20250826   2741.0   2784.0  ...  4169616.07   2739.0      2740.0       SH
173  SH602  20250826   2747.0   2785.0  ...    11084.88   2749.0      2745.0       SH
174  SH603  20250826   2750.0   2790.0  ...     8195.24   2757.0      2754.0       SH
175  SH604  20250826   2786.0   2825.0  ...     2084.90   2802.0      2795.0       SH
176  SH605  20250826   2805.0   2844.0  ...    73134.74   2815.0      2802.0       SH
177  SH606  20250826   2812.0   2825.0  ...      894.31   2812.0      2801.0       SH
178  SH607  20250826   2776.0   2800.0  ...      560.63   2789.0      2776.0       SH
179  SH608  20250826   2786.0   2800.0  ...      586.57   2793.0      2797.0       SH
180  SM509  20250826   5802.0   5814.0  ...    66810.03   5794.0      5794.0       SM
181  SM510  20250826   5806.0   5828.0  ...    91014.53   5800.0      5800.0       SM
182  SM511  20250826   5876.0   5904.0  ...   173921.06   5872.0      5872.0       SM
183  SM512  20250826   5882.0   5908.0  ...    24592.81   5880.0      5880.0       SM
184  SM601  20250826   5896.0   5918.0  ...   487160.62   5886.0      5884.0       SM
185  SM602  20250826   5914.0   5924.0  ...      324.15   5894.0      5898.0       SM
186  SM603  20250826   5928.0   5928.0  ...      259.98   5910.0      5912.0       SM
187  SM604  20250826   5922.0   5922.0  ...        8.87   5910.0      5918.0       SM
188  SM605  20250826   5954.0   5960.0  ...     5887.26   5930.0      5932.0       SM
189  SM606  20250826   5942.0   5956.0  ...       17.84   5946.0      5936.0       SM
190  SM607  20250826   5960.0   5972.0  ...       14.91   5962.0      5960.0       SM
191  SM608  20250826   5974.0   5974.0  ...       35.78   5964.0      5964.0       SM
192  SR509  20250826   5725.0   5725.0  ...    38607.57   5696.0      5729.0       SR
193  SR511  20250826   5668.0   5671.0  ...   165377.40   5647.0      5665.0       SR
194  SR601  20250826   5685.0   5688.0  ...  1194544.25   5658.0      5685.0       SR
195  SR603  20250826   5657.0   5662.0  ...     3874.42   5631.0      5662.0       SR
196  SR605  20250826   5648.0   5649.0  ...    51237.89   5623.0      5643.0       SR
197  SR607  20250826   5628.0   5636.0  ...     1290.29   5610.0      5634.0       SR
198  TA509  20250826   4816.0   4886.0  ...   288532.55   4844.0      4844.0       TA
199  TA510  20250826   4870.0   4940.0  ...   390634.39   4898.0      4884.0       TA
200  TA511  20250826   4866.0   4932.0  ...   297115.10   4882.0      4870.0       TA
201  TA512  20250826   4862.0   4930.0  ...    97255.49   4878.0      4870.0       TA
202  TA601  20250826   4862.0   4922.0  ...  1997292.43   4882.0      4874.0       TA
203  TA602  20250826   4868.0   4916.0  ...       78.28   4892.0      4874.0       TA
204  TA603  20250826   4882.0   4930.0  ...      100.54   4904.0      4888.0       TA
205  TA604  20250826   4886.0   4932.0  ...       22.05   4900.0      4890.0       TA
206  TA605  20250826   4902.0   4946.0  ...    45965.26   4914.0      4902.0       TA
207  TA606  20250826   4920.0   4952.0  ...       14.78   4926.0      4912.0       TA
208  TA607  20250826   4956.0   4956.0  ...        7.41   4942.0      4924.0       TA
209  TA608  20250826   4950.0   4950.0  ...        7.40   4934.0      4914.0       TA
210  UR509  20250826   1709.0   1716.0  ...    22227.70   1710.0      1717.0       UR
211  UR510  20250826   1720.0   1729.0  ...    17399.75   1717.0      1726.0       UR
212  UR511  20250826   1746.0   1750.0  ...    28333.17   1743.0      1746.0       UR
213  UR512  20250826   1732.0   1745.0  ...     2196.48   1740.0      1744.0       UR
214  UR601  20250826   1741.0   1749.0  ...   450797.81   1742.0      1746.0       UR
215  UR602  20250826   1737.0   1746.0  ...      410.15   1738.0      1746.0       UR
216  UR603  20250826   1778.0   1786.0  ...      170.91   1780.0      1786.0       UR
217  UR604  20250826   1777.0   1788.0  ...      124.72   1782.0      1783.0       UR
218  UR605  20250826   1784.0   1790.0  ...    21769.28   1783.0      1789.0       UR
219  UR606  20250826   1779.0   1783.0  ...      248.62   1776.0      1784.0       UR
220  UR607  20250826   1790.0   1796.0  ...      240.16   1792.0      1800.0       UR
221  UR608  20250826   1785.0   1794.0  ...      365.41   1791.0      1794.0       UR
222  WH509  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250826      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250826      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:25:28,882 - future_1d - INFO - ak.get_czce_daily('2025-08-26') done
2025-09-03 18:25:30,660 - future_1d - INFO - save future_daily 2025-08-26 completed
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250827   4086.0  ...   4086.00     4096.00        A
1     a2511  20250827   3978.0  ...   3956.00     3988.00        A
2     a2601  20250827   3971.0  ...   3959.00     3992.00        A
3     a2603  20250827   3991.0  ...   3966.00     3999.00        A
4     a2605  20250827   4030.0  ...   4005.00     4043.00        A
5     a2607  20250827   4039.0  ...   4013.00     4049.00        A
6     b2509  20250827   3717.0  ...   3674.00     3724.00        B
7     b2510  20250827   3725.0  ...   3693.00     3747.00        B
8     b2511  20250827   3786.0  ...   3748.00     3814.00        B
9     b2512  20250827   3817.0  ...   3786.00     3845.00        B
10    b2601  20250827   3813.0  ...   3776.00     3840.00        B
11    b2602  20250827   3789.0  ...   3758.00     3809.00        B
12    b2603  20250827   3736.0  ...   3711.00     3749.00        B
13    b2604  20250827   3627.0  ...   3601.00     3648.00        B
14    b2605  20250827   3567.0  ...   3553.00     3579.00        B
15    b2606  20250827   3540.0  ...   3533.00     3559.00        B
16    b2607  20250827   3539.0  ...   3533.00     3549.00        B
17    b2608  20250827   3619.0  ...   3615.00     3619.00        B
18   bb2509  20250827      0.0  ...    143.15      143.15       BB
19   bb2511  20250827    144.5  ...    144.50      144.85       BB
20   bb2601  20250827    147.5  ...    147.40      147.60       BB
21   bb2603  20250827      0.0  ...    147.20      147.35       BB
22   bb2605  20250827      0.0  ...    141.00      141.15       BB
23   bb2607  20250827      0.0  ...    146.75      146.90       BB
24   bz2603  20250827   6156.0  ...   6152.00     6195.00       BZ
25   bz2604  20250827   6164.0  ...   6138.00     6171.00       BZ
26   bz2605  20250827   6151.0  ...   6137.00     6162.00       BZ
27   bz2606  20250827      0.0  ...   6170.00     6170.00       BZ
28   bz2607  20250827      0.0  ...   6175.00     6175.00       BZ
29   bz2608  20250827      0.0  ...   6175.00     6175.00       BZ
30    c2509  20250827   2212.0  ...   2213.00     2206.00        C
31    c2511  20250827   2159.0  ...   2159.00     2157.00        C
32    c2601  20250827   2163.0  ...   2165.00     2163.00        C
33    c2603  20250827   2182.0  ...   2184.00     2181.00        C
34    c2605  20250827   2232.0  ...   2234.00     2236.00        C
35    c2607  20250827   2254.0  ...   2251.00     2253.00        C
36   cs2509  20250827   2532.0  ...   2523.00     2550.00       CS
37   cs2511  20250827   2470.0  ...   2470.00     2483.00       CS
38   cs2601  20250827   2505.0  ...   2509.00     2514.00       CS
39   cs2603  20250827   2518.0  ...   2517.00     2522.00       CS
40   cs2605  20250827   2592.0  ...   2590.00     2591.00       CS
41   cs2607  20250827   2597.0  ...   2595.00     2599.00       CS
42   eb2509  20250827   7208.0  ...   7185.00     7286.00       EB
43   eb2510  20250827   7247.0  ...   7227.00     7317.00       EB
44   eb2511  20250827   7256.0  ...   7243.00     7333.00       EB
45   eb2512  20250827   7278.0  ...   7268.00     7346.00       EB
46   eb2601  20250827   7300.0  ...   7290.00     7361.00       EB
47   eb2602  20250827   7342.0  ...   7321.00     7383.00       EB
48   eb2603  20250827   7363.0  ...   7340.00     7402.00       EB
49   eb2604  20250827   7390.0  ...   7356.00     7412.00       EB
50   eb2605  20250827   7393.0  ...   7383.00     7438.00       EB
51   eb2606  20250827   7374.0  ...   7341.00     7446.00       EB
52   eb2607  20250827   7387.0  ...   7376.00     7410.00       EB
53   eb2608  20250827      0.0  ...   7410.00     7410.00       EB
54   eg2509  20250827   4411.0  ...   4440.00     4452.00       EG
55   eg2510  20250827   4458.0  ...   4460.00     4470.00       EG
56   eg2511  20250827   4473.0  ...   4473.00     4487.00       EG
57   eg2512  20250827   4491.0  ...   4488.00     4502.00       EG
58   eg2601  20250827   4485.0  ...   4492.00     4507.00       EG
59   eg2602  20250827   4502.0  ...   4502.00     4514.00       EG
60   eg2603  20250827   4498.0  ...   4505.00     4506.00       EG
61   eg2604  20250827      0.0  ...   4533.00     4533.00       EG
62   eg2605  20250827   4529.0  ...   4523.00     4542.00       EG
63   eg2606  20250827   4534.0  ...   4522.00     4534.00       EG
64   eg2607  20250827   4553.0  ...   4525.00     4513.00       EG
65   eg2608  20250827      0.0  ...   4513.00     4513.00       EG
66   fb2509  20250827   1300.5  ...   1306.00     1292.50       FB
67   fb2510  20250827   1276.5  ...   1276.00     1276.50       FB
68   fb2511  20250827   1278.5  ...   1276.50     1277.00       FB
69   fb2512  20250827   1276.5  ...   1278.50     1277.00       FB
70   fb2601  20250827   1279.0  ...   1276.00     1277.00       FB
71   fb2602  20250827   1277.0  ...   1274.00     1278.50       FB
72   fb2603  20250827      0.0  ...   1313.50     1313.50       FB
73   fb2604  20250827      0.0  ...   1310.50     1310.50       FB
74   fb2605  20250827      0.0  ...   1311.00     1311.00       FB
75   fb2606  20250827      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250827      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250827      0.0  ...   1302.50     1302.50       FB
78    i2509  20250827    797.0  ...    797.00      800.00        I
79    i2510  20250827    792.0  ...    793.00      795.00        I
80    i2511  20250827    789.0  ...    790.50      792.00        I
81    i2512  20250827    783.5  ...    785.50      787.50        I
82    i2601  20250827    776.0  ...    777.00      780.50        I
83    i2602  20250827    771.0  ...    772.50      775.00        I
84    i2603  20250827    766.5  ...    767.00      770.50        I
85    i2604  20250827    762.0  ...    762.50      765.50        I
86    i2605  20250827    754.0  ...    754.50      757.50        I
87    i2606  20250827    749.5  ...    750.50      753.00        I
88    i2607  20250827    746.5  ...    747.00      749.50        I
89    i2608  20250827    744.0  ...    743.50      746.50        I
90    j2509  20250827   1610.0  ...   1608.00     1636.00        J
91    j2510  20250827   1627.5  ...   1627.00     1653.00        J
92    j2511  20250827   1650.0  ...   1654.00     1677.00        J
93    j2512  20250827   1652.5  ...   1651.00     1686.50        J
94    j2601  20250827   1685.0  ...   1681.00     1718.00        J
95    j2602  20250827   1716.0  ...   1703.00     1750.00        J
96    j2603  20250827   1717.5  ...   1721.00     1763.00        J
97    j2604  20250827      0.0  ...   1752.50     1800.00        J
98    j2605  20250827   1779.0  ...   1768.00     1806.50        J
99    j2606  20250827      0.0  ...   1804.00     1816.50        J
100   j2607  20250827      0.0  ...   1805.50     1823.50        J
101   j2608  20250827      0.0  ...   1806.00     1838.00        J
102  jd2509  20250827   2910.0  ...   2909.00     2914.00       JD
103  jd2510  20250827   3000.0  ...   2997.00     3011.00       JD
104  jd2511  20250827   3054.0  ...   3047.00     3056.00       JD
105  jd2512  20250827   3208.0  ...   3174.00     3203.00       JD
106  jd2601  20250827   3361.0  ...   3366.00     3370.00       JD
107  jd2602  20250827   3113.0  ...   3100.00     3114.00       JD
108  jd2603  20250827   3129.0  ...   3121.00     3131.00       JD
109  jd2604  20250827   3327.0  ...   3320.00     3331.00       JD
110  jd2605  20250827   3475.0  ...   3452.00     3478.00       JD
111  jd2606  20250827   3336.0  ...   3301.00     3334.00       JD
112  jd2607  20250827   3599.0  ...   3531.00     3595.00       JD
113  jd2608  20250827   4026.0  ...   3980.00     3595.00       JD
114  jm2509  20250827   1029.5  ...   1025.00     1058.00       JM
115  jm2510  20250827   1065.0  ...   1052.50     1085.00       JM
116  jm2511  20250827   1099.0  ...   1097.50     1127.00       JM
117  jm2512  20250827   1128.0  ...   1133.50     1162.50       JM
118  jm2601  20250827   1162.0  ...   1164.50     1200.50       JM
119  jm2602  20250827   1174.0  ...   1179.00     1214.00       JM
120  jm2603  20250827   1189.0  ...   1189.50     1230.00       JM
121  jm2604  20250827   1192.5  ...   1195.50     1228.00       JM
122  jm2605  20250827   1200.0  ...   1204.00     1241.50       JM
123  jm2606  20250827   1207.5  ...   1209.00     1243.50       JM
124  jm2607  20250827   1220.0  ...   1221.00     1249.50       JM
125  jm2608  20250827   1224.0  ...   1224.50     1257.50       JM
126   l2509  20250827   7344.0  ...   7338.00     7373.00        L
127   l2510  20250827   7365.0  ...   7362.00     7393.00        L
128   l2511  20250827   7386.0  ...   7381.00     7410.00        L
129   l2512  20250827   7397.0  ...   7390.00     7426.00        L
130   l2601  20250827   7399.0  ...   7389.00     7427.00        L
131   l2602  20250827   7396.0  ...   7380.00     7420.00        L
132   l2603  20250827   7401.0  ...   7367.00     7419.00        L
133   l2604  20250827   7426.0  ...   7407.00     7445.00        L
134   l2605  20250827   7407.0  ...   7394.00     7433.00        L
135   l2606  20250827   7413.0  ...   7393.00     7407.00        L
136   l2607  20250827   7416.0  ...   7398.00     7416.00        L
137   l2608  20250827   7389.0  ...   7389.00     7394.00        L
138  lg2509  20250827    803.0  ...    797.50      803.50       LG
139  lg2511  20250827    821.5  ...    819.00      822.00       LG
140  lg2601  20250827    836.0  ...    830.00      833.50       LG
141  lg2603  20250827    835.5  ...    835.00      838.50       LG
142  lg2605  20250827    835.5  ...    835.00      837.50       LG
143  lg2607  20250827    835.5  ...    833.00      837.00       LG
144  lh2509  20250827  13660.0  ...  13525.00    13695.00       LH
145  lh2511  20250827  13800.0  ...  13780.00    13840.00       LH
146  lh2601  20250827  14200.0  ...  14130.00    14210.00       LH
147  lh2603  20250827  13285.0  ...  13240.00    13275.00       LH
148  lh2605  20250827  13665.0  ...  13640.00    13665.00       LH
149  lh2607  20250827  14160.0  ...  14165.00    14155.00       LH
150   m2509  20250827   3020.0  ...   3005.00     3046.00        M
151   m2511  20250827   3044.0  ...   3021.00     3069.00        M
152   m2512  20250827   3091.0  ...   3063.00     3112.00        M
153   m2601  20250827   3081.0  ...   3055.00     3097.00        M
154   m2603  20250827   3012.0  ...   2999.00     3027.00        M
155   m2605  20250827   2840.0  ...   2827.00     2841.00        M
156   m2607  20250827   2834.0  ...   2823.00     2832.00        M
157   m2608  20250827   2952.0  ...   2951.00     2957.00        M
158   p2509  20250827   9392.0  ...   9432.00     9460.00        P
159   p2510  20250827   9472.0  ...   9498.00     9542.00        P
160   p2511  20250827   9458.0  ...   9494.00     9536.00        P
161   p2512  20250827   9462.0  ...   9508.00     9536.00        P
162   p2601  20250827   9470.0  ...   9518.00     9544.00        P
163   p2602  20250827   9436.0  ...   9476.00     9488.00        P
164   p2603  20250827   9356.0  ...   9414.00     9434.00        P
165   p2604  20250827      0.0  ...   9374.00     9374.00        P
166   p2605  20250827   9218.0  ...   9266.00     9278.00        P
167   p2606  20250827   9124.0  ...   9142.00     9158.00        P
168   p2607  20250827   9010.0  ...   9018.00     9036.00        P
169   p2608  20250827   8934.0  ...   8956.00     8964.00        P
170  pg2509  20250827   3868.0  ...   3884.00     3866.00       PG
171  pg2510  20250827   4429.0  ...   4430.00     4444.00       PG
172  pg2511  20250827   4337.0  ...   4335.00     4357.00       PG
173  pg2512  20250827   4276.0  ...   4274.00     4295.00       PG
174  pg2601  20250827   4220.0  ...   4217.00     4242.00       PG
175  pg2602  20250827   4141.0  ...   4144.00     4165.00       PG
176  pg2603  20250827   4052.0  ...   4052.00     4074.00       PG
177  pg2604  20250827   4359.0  ...   4352.00     4374.00       PG
178  pg2605  20250827   4255.0  ...   4276.00     4271.00       PG
179  pg2606  20250827      0.0  ...   4209.00     4209.00       PG
180  pg2607  20250827   4126.0  ...   4126.00     4141.00       PG
181  pg2608  20250827      0.0  ...   4141.00     4141.00       PG
182  pp2509  20250827   6987.0  ...   6982.00     7014.00       PP
183  pp2510  20250827   6997.0  ...   6987.00     7026.00       PP
184  pp2511  20250827   7015.0  ...   7008.00     7040.00       PP
185  pp2512  20250827   7035.0  ...   7026.00     7058.00       PP
186  pp2601  20250827   7041.0  ...   7036.00     7072.00       PP
187  pp2602  20250827   7016.0  ...   7015.00     7048.00       PP
188  pp2603  20250827   7028.0  ...   7013.00     7032.00       PP
189  pp2604  20250827   7038.0  ...   7027.00     7077.00       PP
190  pp2605  20250827   7060.0  ...   7054.00     7089.00       PP
191  pp2606  20250827      0.0  ...   7012.00     7057.00       PP
192  pp2607  20250827   6990.0  ...   6985.00     7033.00       PP
193  pp2608  20250827      0.0  ...   7044.00     7046.00       PP
194  rr2509  20250827   3568.0  ...   3558.00     3567.00       RR
195  rr2510  20250827   3612.0  ...   3611.00     3610.00       RR
196  rr2511  20250827   3613.0  ...   3613.00     3613.00       RR
197  rr2512  20250827   3610.0  ...   3610.00     3606.00       RR
198  rr2601  20250827   3620.0  ...   3621.00     3620.00       RR
199  rr2602  20250827      0.0  ...   3606.00     3606.00       RR
200  rr2603  20250827      0.0  ...   3610.00     3610.00       RR
201  rr2604  20250827      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250827      0.0  ...   3615.00     3615.00       RR
203  rr2606  20250827      0.0  ...   3605.00     3605.00       RR
204  rr2607  20250827      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250827   3625.0  ...   3625.00     3609.00       RR
206   v2509  20250827   4832.0  ...   4840.00     4878.00        V
207   v2510  20250827   4887.0  ...   4878.00     4922.00        V
208   v2511  20250827   4922.0  ...   4913.00     4957.00        V
209   v2512  20250827   4975.0  ...   4956.00     5002.00        V
210   v2601  20250827   4995.0  ...   4990.00     5026.00        V
211   v2602  20250827   5031.0  ...   5023.00     5067.00        V
212   v2603  20250827   5066.0  ...   5058.00     5096.00        V
213   v2604  20250827   5271.0  ...   5274.00     5292.00        V
214   v2605  20250827   5302.0  ...   5301.00     5332.00        V
215   v2606  20250827   5335.0  ...   5324.00     5359.00        V
216   v2607  20250827   5369.0  ...   5356.00     5390.00        V
217   v2608  20250827   5391.0  ...   5369.00     5385.00        V
218   y2509  20250827   8506.0  ...   8492.00     8554.00        Y
219   y2511  20250827   8478.0  ...   8452.00     8516.00        Y
220   y2512  20250827   8502.0  ...   8470.00     8542.00        Y
221   y2601  20250827   8432.0  ...   8418.00     8492.00        Y
222   y2603  20250827   8374.0  ...   8352.00     8438.00        Y
223   y2605  20250827   8136.0  ...   8128.00     8194.00        Y
224   y2607  20250827   8080.0  ...   8068.00     8122.00        Y
225   y2608  20250827   8062.0  ...   8068.00     8114.00        Y

[226 rows x 12 columns]
2025-09-03 18:25:37,545 - future_1d - INFO - ak.get_dce_daily('2025-08-27') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250827  ...   79340      79450      CU
1        1      CU2510  20250827  ...   79350      79460      CU
2        2      CU2511  20250827  ...   79340      79440      CU
3        3      CU2512  20250827  ...   79310      79410      CU
4        4      CU2601  20250827  ...   79330      79410      CU
5        5      CU2602  20250827  ...   79330      79340      CU
6        6      CU2603  20250827  ...   79330      79360      CU
7        7      CU2604  20250827  ...   79360      79390      CU
8        8      CU2605  20250827  ...   79370      79400      CU
9        9      CU2606  20250827  ...   79360      79380      CU
10      10      CU2607  20250827  ...   79410      79390      CU
11      11      CU2608  20250827  ...   79440      79250      CU
12      12      BC2509  20250827  ...   70410      70620      BC
13      13      BC2510  20250827  ...   70470      70630      BC
14      14      BC2511  20250827  ...   70390      70440      BC
15      15      BC2512  20250827  ...   70180      70180      BC
16      16      BC2601  20250827  ...   70100      70100      BC
17      17      BC2602  20250827  ...   70100      70100      BC
18      18      BC2603  20250827  ...   70100      70100      BC
19      19      BC2604  20250827  ...   70100      70100      BC
20      20      BC2605  20250827  ...   70490      70490      BC
21      21      BC2606  20250827  ...   69790      69790      BC
22      22      BC2607  20250827  ...   69370      69370      BC
23      23      BC2608  20250827  ...   69370      69370      BC
24      24      AL2509  20250827  ...   20855      20750      AL
25      25      AL2510  20250827  ...   20850      20730      AL
26      26      AL2511  20250827  ...   20830      20710      AL
27      27      AL2512  20250827  ...   20790      20670      AL
28      28      AL2601  20250827  ...   20765      20640      AL
29      29      AL2602  20250827  ...   20760      20645      AL
30      30      AL2603  20250827  ...   20795      20660      AL
31      31      AL2604  20250827  ...   20820      20695      AL
32      32      AL2605  20250827  ...   20835      20705      AL
33      33      AL2606  20250827  ...   20785      20715      AL
34      34      AL2607  20250827  ...   20785      20720      AL
35      35      AL2608  20250827  ...   20845      20755      AL
36      36      ZN2509  20250827  ...   22335      22300      ZN
37      37      ZN2510  20250827  ...   22350      22305      ZN
38      38      ZN2511  20250827  ...   22340      22300      ZN
39      39      ZN2512  20250827  ...   22335      22310      ZN
40      40      ZN2601  20250827  ...   22335      22290      ZN
41      41      ZN2602  20250827  ...   22325      22290      ZN
42      42      ZN2603  20250827  ...   22335      22335      ZN
43      43      ZN2604  20250827  ...   22360      22360      ZN
44      44      ZN2605  20250827  ...   22350      22370      ZN
45      45      ZN2606  20250827  ...   22375      22365      ZN
46      46      ZN2607  20250827  ...   22390      22405      ZN
47      47      ZN2608  20250827  ...   22395      22440      ZN
48      48      PB2509  20250827  ...   16890      16895      PB
49      49      PB2510  20250827  ...   16915      16915      PB
50      50      PB2511  20250827  ...   16905      16915      PB
51      51      PB2512  20250827  ...   16905      16930      PB
52      52      PB2601  20250827  ...   16930      16945      PB
53      53      PB2602  20250827  ...   16965      16965      PB
54      54      PB2603  20250827  ...   16995      17005      PB
55      55      PB2604  20250827  ...   17005      17030      PB
56      56      PB2605  20250827  ...   17035      17050      PB
57      57      PB2606  20250827  ...   17060      17055      PB
58      58      PB2607  20250827  ...   17085      17095      PB
59      59      PB2608  20250827  ...   17090      17100      PB
60      60      NI2509  20250827  ...  121550     120180      NI
61      61      NI2510  20250827  ...  121830     120350      NI
62      62      NI2511  20250827  ...  122040     120500      NI
63      63      NI2512  20250827  ...  122230     120750      NI
64      64      NI2601  20250827  ...  122450     121010      NI
65      65      NI2602  20250827  ...  122520     121230      NI
66      66      NI2603  20250827  ...  122840     121530      NI
67      67      NI2604  20250827  ...  123180     121860      NI
68      68      NI2605  20250827  ...  123490     122100      NI
69      69      NI2606  20250827  ...  123750     122400      NI
70      70      NI2607  20250827  ...  123810     122710      NI
71      71      NI2608  20250827  ...  123950     123030      NI
72      72      SN2509  20250827  ...  270810     269350      SN
73      73      SN2510  20250827  ...  271490     269730      SN
74      74      SN2511  20250827  ...  271880     269930      SN
75      75      SN2512  20250827  ...  271990     269870      SN
76      76      SN2601  20250827  ...  272130     269800      SN
77      77      SN2602  20250827  ...  272110     270010      SN
78      78      SN2603  20250827  ...  271400     270300      SN
79      79      SN2604  20250827  ...  272420     270550      SN
80      80      SN2605  20250827  ...  272750     270740      SN
81      81      SN2606  20250827  ...  273130     270910      SN
82      82      SN2607  20250827  ...  273260     270930      SN
83      83      SN2608  20250827  ...  271540     271730      SN
84      84      AO2509  20250827  ...    3053       3107      AO
85      85      AO2510  20250827  ...    3053       3117      AO
86      86      AO2511  20250827  ...    3054       3113      AO
87      87      AO2512  20250827  ...    3057       3165      AO
88      88      AO2601  20250827  ...    3066       3129      AO
89      89      AO2602  20250827  ...    3063       3125      AO
90      90      AO2603  20250827  ...    3070       3123      AO
91      91      AO2604  20250827  ...    3072       3107      AO
92      92      AO2605  20250827  ...    3076       3122      AO
93      93      AO2606  20250827  ...    3082       3131      AO
94      94      AO2607  20250827  ...    3083       3114      AO
95      95      AO2608  20250827  ...    3082       3111      AO
96      96      AD2511  20250827  ...   20440      20285      AD
97      97      AD2512  20250827  ...   20425      20285      AD
98      98      AD2601  20250827  ...   20425      20280      AD
99      99      AD2602  20250827  ...   20425      20220      AD
100    100      AD2603  20250827  ...   20220      20220      AD
101    101      AD2604  20250827  ...   19975      19975      AD
102    102      AD2605  20250827  ...   20160      19975      AD
103    103      AD2606  20250827  ...   19795      19795      AD
104    104      AD2607  20250827  ...   19925      19925      AD
105    105      AD2608  20250827  ...   20315      19925      AD
106    106      AU2509  20250827  ...  780.46     779.02      AU
107    107      AU2510  20250827  ...  781.56     780.24      AU
108    108      AU2511  20250827  ...  783.48     782.08      AU
109    109      AU2512  20250827  ...  783.86     782.68      AU
110    110      AU2602  20250827  ...  785.86     784.64      AU
111    111      AU2604  20250827  ...  788.12     786.86      AU
112    112      AU2606  20250827  ...  790.16     789.16      AU
113    113      AU2608  20250827  ...  792.34     791.64      AU
114    114      AG2509  20250827  ...    9313       9333      AG
115    115      AG2510  20250827  ...    9325       9354      AG
116    116      AG2511  20250827  ...    9336       9365      AG
117    117      AG2512  20250827  ...    9345       9375      AG
118    118      AG2601  20250827  ...    9356       9386      AG
119    119      AG2602  20250827  ...    9370       9399      AG
120    120      AG2603  20250827  ...    9380       9412      AG
121    121      AG2604  20250827  ...    9394       9424      AG
122    122      AG2605  20250827  ...    9406       9437      AG
123    123      AG2606  20250827  ...    9417       9450      AG
124    124      AG2607  20250827  ...    9432       9463      AG
125    125      AG2608  20250827  ...    9449       9476      AG
126    126      RB2509  20250827  ...    3082       3099      RB
127    127      RB2510  20250827  ...    3112       3126      RB
128    128      RB2511  20250827  ...    3114       3136      RB
129    129      RB2512  20250827  ...    3166       3188      RB
130    130      RB2601  20250827  ...    3180       3206      RB
131    131      RB2602  20250827  ...    3166       3190      RB
132    132      RB2603  20250827  ...    3183       3211      RB
133    133      RB2604  20250827  ...    3200       3228      RB
134    134      RB2605  20250827  ...    3221       3242      RB
135    135      RB2606  20250827  ...    3232       3257      RB
136    136      RB2607  20250827  ...    3243       3268      RB
137    137      RB2608  20250827  ...    3243       3281      RB
138    138      WR2509  20250827  ...    3342       3342      WR
139    139      WR2510  20250827  ...    3322       3365      WR
140    140      WR2511  20250827  ...    3368       3376      WR
141    141      WR2512  20250827  ...    3474       3486      WR
142    142      WR2601  20250827  ...    3380       3380      WR
143    143      WR2602  20250827  ...    3450       3459      WR
144    144      WR2603  20250827  ...    3438       3438      WR
145    145      WR2604  20250827  ...    3455       3455      WR
146    146      WR2605  20250827  ...    3429       3429      WR
147    147      WR2606  20250827  ...    3440       3441      WR
148    148      WR2607  20250827  ...    3460       3488      WR
149    149      WR2608  20250827  ...    3475       3477      WR
150    150      HC2509  20250827  ...    3389       3407      HC
151    151      HC2510  20250827  ...    3357       3380      HC
152    152      HC2511  20250827  ...    3355       3379      HC
153    153      HC2512  20250827  ...    3356       3386      HC
154    154      HC2601  20250827  ...    3346       3370      HC
155    155      HC2602  20250827  ...    3348       3371      HC
156    156      HC2603  20250827  ...    3351       3375      HC
157    157      HC2604  20250827  ...    3365       3385      HC
158    158      HC2605  20250827  ...    3353       3377      HC
159    159      HC2606  20250827  ...    3358       3386      HC
160    160      HC2607  20250827  ...    3357       3394      HC
161    161      HC2608  20250827  ...    3369       3405      HC
162    162      SS2509  20250827  ...   12785      12785      SS
163    163      SS2510  20250827  ...   12875      12865      SS
164    164      SS2511  20250827  ...   12945      12930      SS
165    165      SS2512  20250827  ...   12995      12975      SS
166    166      SS2601  20250827  ...   13045      13035      SS
167    167      SS2602  20250827  ...   13075      13050      SS
168    168      SS2603  20250827  ...   13160      13135      SS
169    169      SS2604  20250827  ...   13225      13190      SS
170    170      SS2605  20250827  ...   13275      13270      SS
171    171      SS2606  20250827  ...   13315      13315      SS
172    172      SS2607  20250827  ...   13395      13380      SS
173    173      SS2608  20250827  ...   13440      13445      SS
174    174      SC2509  20250827  ...   479.4      488.7      SC
175    175      SC2510  20250827  ...   486.4      497.7      SC
176    176      SC2511  20250827  ...   485.7        496      SC
177    177      SC2512  20250827  ...   484.4      493.2      SC
178    178      SC2601  20250827  ...   483.2      491.7      SC
179    179      SC2602  20250827  ...   482.2      490.5      SC
180    180      SC2603  20250827  ...   480.7      488.2      SC
181    181      SC2604  20250827  ...   479.2      486.4      SC
182    182      SC2605  20250827  ...   478.7      485.8      SC
183    183      SC2606  20250827  ...   478.4      484.9      SC
184    184      SC2607  20250827  ...   477.5      482.3      SC
185    185      SC2608  20250827  ...   476.7      481.3      SC
186    186      SC2609  20250827  ...   476.9      482.3      SC
187    187      SC2612  20250827  ...     479      482.2      SC
188    188      SC2703  20250827  ...   477.3      483.7      SC
189    189      SC2706  20250827  ...   476.9      479.5      SC
190    190      SC2709  20250827  ...   472.1      482.5      SC
191    191      SC2712  20250827  ...     473        481      SC
192    192      SC2803  20250827  ...   471.9      479.5      SC
193    193      SC2806  20250827  ...   467.6      474.5      SC
194    194      LU2509  20250827  ...    3478       3426      LU
195    195      LU2510  20250827  ...    3487       3532      LU
196    196      LU2511  20250827  ...    3489       3537      LU
197    197      LU2512  20250827  ...    3470       3522      LU
198    198      LU2601  20250827  ...    3449       3498      LU
199    199      LU2602  20250827  ...    3441       3476      LU
200    200      LU2603  20250827  ...    3421       3469      LU
201    201      LU2604  20250827  ...    3415       3463      LU
202    202      LU2605  20250827  ...    3401       3455      LU
203    203      LU2606  20250827  ...    3423       3454      LU
204    204      LU2607  20250827  ...    3406       3454      LU
205    205      LU2608  20250827  ...    3403       3450      LU
206    206      FU2509  20250827  ...    2789       2841      FU
207    207      FU2510  20250827  ...    2829       2890      FU
208    208      FU2511  20250827  ...    2817       2871      FU
209    209      FU2512  20250827  ...    2807       2856      FU
210    210      FU2601  20250827  ...    2798       2845      FU
211    211      FU2602  20250827  ...    2783       2830      FU
212    212      FU2603  20250827  ...    2778       2820      FU
213    213      FU2604  20250827  ...    2770       2813      FU
214    214      FU2605  20250827  ...    2762       2803      FU
215    215      FU2606  20250827  ...    2752       2791      FU
216    216      FU2607  20250827  ...    2732       2765      FU
217    217      FU2608  20250827  ...    2709       2742      FU
218    218      BU2509  20250827  ...    3500       3550      BU
219    219      BU2510  20250827  ...    3485       3525      BU
220    220      BU2511  20250827  ...    3454       3497      BU
221    221      BU2512  20250827  ...    3408       3447      BU
222    222      BU2601  20250827  ...    3375       3407      BU
223    223      BU2602  20250827  ...    3373       3407      BU
224    224      BU2603  20250827  ...    3373       3406      BU
225    225      BU2604  20250827  ...    3371       3390      BU
226    226      BU2605  20250827  ...    3361       3386      BU
227    227      BU2606  20250827  ...    3352       3387      BU
228    228      BU2607  20250827  ...    3354       3354      BU
229    229      BU2608  20250827  ...    3356       3356      BU
230    230      BU2609  20250827  ...    3346       3364      BU
231    231      BU2612  20250827  ...    3291       3336      BU
232    232      BU2703  20250827  ...    3300       3339      BU
233    233      BU2706  20250827  ...    3309       3348      BU
234    234      BR2509  20250827  ...   11850      11950      BR
235    235      BR2510  20250827  ...   11860      11980      BR
236    236      BR2511  20250827  ...   11840      11960      BR
237    237      BR2512  20250827  ...   11845      11950      BR
238    238      BR2601  20250827  ...   11825      11960      BR
239    239      BR2602  20250827  ...   11785      12010      BR
240    240      BR2603  20250827  ...   11775      11975      BR
241    241      BR2604  20250827  ...   11795      12050      BR
242    242      BR2605  20250827  ...   11915      12080      BR
243    243      BR2606  20250827  ...   12025      12085      BR
244    244      BR2607  20250827  ...   12100      12285      BR
245    245      BR2608  20250827  ...   11975      12005      BR
246    246      RU2509  20250827  ...   14915      14965      RU
247    247      RU2510  20250827  ...   14880      14925      RU
248    248      RU2511  20250827  ...   14900      14985      RU
249    249      RU2601  20250827  ...   15900      15975      RU
250    250      RU2603  20250827  ...   15900      16015      RU
251    251      RU2604  20250827  ...   15915      16045      RU
252    252      RU2605  20250827  ...   15975      16080      RU
253    253      RU2606  20250827  ...   16025      16060      RU
254    254      RU2607  20250827  ...   16000      16165      RU
255    255      RU2608  20250827  ...   15960      16115      RU
256    256      NR2509  20250827  ...   12695      12755      NR
257    257      NR2510  20250827  ...   12780      12840      NR
258    258      NR2511  20250827  ...   12800      12865      NR
259    259      NR2512  20250827  ...   12830      12875      NR
260    260      NR2601  20250827  ...   12835      12920      NR
261    261      NR2602  20250827  ...   12860      12860      NR
262    262      NR2603  20250827  ...   12860      12910      NR
263    263      NR2604  20250827  ...   12965      13055      NR
264    264      NR2605  20250827  ...   13015      13080      NR
265    265      NR2606  20250827  ...   12965      13140      NR
266    266      NR2607  20250827  ...   12975      12780      NR
267    267      NR2608  20250827  ...   13000      12780      NR
268    268      SP2509  20250827  ...    4984       5056      SP
269    269      SP2510  20250827  ...    5024       5088      SP
270    270      SP2511  20250827  ...    5034       5106      SP
271    271      SP2512  20250827  ...    5054       5122      SP
272    272      SP2601  20250827  ...    5316       5392      SP
273    273      SP2602  20250827  ...    5296       5360      SP
274    274      SP2603  20250827  ...    5316       5384      SP
275    275      SP2604  20250827  ...    5326       5366      SP
276    276      SP2605  20250827  ...    5330       5388      SP
277    277      SP2606  20250827  ...    5330       5400      SP
278    278      SP2607  20250827  ...    5344       5386      SP
279    279      SP2608  20250827  ...    5358       5410      SP
280    280      EC2510  20250827  ...    1329     1327.8      EC
281    281      EC2512  20250827  ...  1633.9     1663.1      EC
282    282      EC2602  20250827  ...  1455.2     1472.8      EC
283    283      EC2604  20250827  ...  1254.7     1276.1      EC
284    284      EC2606  20250827  ...    1418     1432.5      EC
285    285      EC2608  20250827  ...  1613.6     1626.3      EC
286    287  SC_TAS2510  20250827  ...                     SC_TAS
287    288  SC_TAS2511  20250827  ...                     SC_TAS
288    289  SC_TAS2512  20250827  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 18:25:37,646 - future_1d - INFO - ak.get_shfe_daily('2025-08-27') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250827  51580.0  ...  50050.0     51230.0       PS
1   PS2510  20250827  51150.0  ...  49980.0     51330.0       PS
2   PS2511  20250827  50915.0  ...  49715.0     51195.0       PS
3   PS2512  20250827  53490.0  ...  52155.0     53530.0       PS
4   PS2601  20250827  53350.0  ...  52280.0     53640.0       PS
5   PS2602  20250827  53580.0  ...  52570.0     53830.0       PS
6   PS2603  20250827  53590.0  ...  52555.0     53945.0       PS
7   PS2604  20250827  53980.0  ...  52860.0     54155.0       PS
8   PS2605  20250827  54000.0  ...  52810.0     54130.0       PS
9   PS2606  20250827  56545.0  ...  55380.0     56815.0       PS
10  PS2607  20250827  56700.0  ...  55400.0     56930.0       PS
11  PS2608  20250827  56810.0  ...  55415.0     57030.0       PS
13  SI2509  20250827   8540.0  ...   8505.0      8625.0       SI
14  SI2510  20250827   8495.0  ...   8530.0      8640.0       SI
15  SI2511  20250827   8525.0  ...   8540.0      8660.0       SI
16  SI2512  20250827   8885.0  ...   8900.0      9005.0       SI
17  SI2601  20250827   8890.0  ...   8885.0      9005.0       SI
18  SI2602  20250827   8880.0  ...   8870.0      9005.0       SI
19  SI2603  20250827   8910.0  ...   8905.0      8990.0       SI
20  SI2604  20250827   8900.0  ...   8915.0      8995.0       SI
21  SI2605  20250827   8955.0  ...   8915.0      9035.0       SI
22  SI2606  20250827   8935.0  ...   8935.0      9000.0       SI
23  SI2607  20250827   8965.0  ...   8930.0      9035.0       SI
24  SI2608  20250827   8930.0  ...   8915.0      8980.0       SI
27  LC2509  20250827  78960.0  ...  79880.0     79080.0       LC
28  LC2510  20250827  79240.0  ...  80140.0     79200.0       LC
29  LC2511  20250827  79260.0  ...  80000.0     79040.0       LC
30  LC2512  20250827  78960.0  ...  79540.0     78740.0       LC
31  LC2601  20250827  78800.0  ...  79320.0     78520.0       LC
32  LC2602  20250827  78120.0  ...  78780.0     77920.0       LC
33  LC2603  20250827  78120.0  ...  78500.0     77700.0       LC
34  LC2604  20250827  77840.0  ...  78360.0     77480.0       LC
35  LC2605  20250827  77700.0  ...  78160.0     77480.0       LC
36  LC2606  20250827  77300.0  ...  77840.0     77320.0       LC
37  LC2607  20250827  77440.0  ...  77780.0     77160.0       LC
38  LC2608  20250827  78000.0  ...  78180.0     77460.0       LC

[36 rows x 12 columns]
2025-09-03 18:25:37,807 - future_1d - INFO - ak.get_gfex_daily('2025-08-27') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250827  6929.800  ...  6897.600    6942.400       IC
1   IC2510  20250827  6890.000  ...  6854.000    6905.400       IC
2   IC2512  20250827  6797.000  ...  6768.600    6817.000       IC
3   IC2603  20250827  6678.200  ...  6634.800    6692.000       IC
4   IF2509  20250827  4451.200  ...  4416.000    4460.200       IF
5   IF2510  20250827  4448.000  ...  4410.600    4454.200       IF
6   IF2512  20250827  4433.000  ...  4397.000    4441.400       IF
7   IF2603  20250827  4415.800  ...  4375.600    4422.200       IF
8   IH2509  20250827  2978.200  ...  2937.200    2975.000       IH
9   IH2510  20250827  2975.200  ...  2936.600    2976.000       IH
10  IH2512  20250827  2973.200  ...  2941.000    2977.000       IH
11  IH2603  20250827  2980.000  ...  2944.000    2980.800       IH
12  IM2509  20250827  7440.000  ...  7356.200    7442.000       IM
13  IM2510  20250827  7367.000  ...  7296.400    7388.200       IM
14  IM2512  20250827  7278.000  ...  7192.000    7282.200       IM
15  IM2603  20250827  7120.000  ...  7030.000    7124.000       IM
16   T2509  20250827   108.125  ...   108.180     108.125        T
17   T2512  20250827   107.955  ...   108.005     107.935        T
18   T2603  20250827   107.690  ...   107.755     107.670        T
19  TF2509  20250827   105.620  ...   105.645     105.585       TF
20  TF2512  20250827   105.520  ...   105.560     105.520       TF
21  TF2603  20250827   105.410  ...   105.450     105.405       TF
22  TL2509  20250827   117.430  ...   117.740     117.520       TL
23  TL2512  20250827   117.120  ...   117.300     117.120       TL
24  TL2603  20250827   116.870  ...   116.940     116.770       TL
25  TS2509  20250827   102.328  ...   102.332     102.324       TS
26  TS2512  20250827   102.400  ...   102.396     102.382       TS
27  TS2603  20250827   102.310  ...   102.342     102.324       TS

[28 rows x 12 columns]
2025-09-03 18:25:38,184 - future_1d - INFO - ak.get_cffex_daily('2025-08-27') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250827   484.9   486.8  ...    47801.07   479.4      488.7      SC
1       SC2510  20250827   491.7   493.3  ...  6099210.66   486.4      497.7      SC
2       SC2511  20250827   490.5   492.8  ...   928963.62   485.7        496      SC
3       SC2512  20250827   489.1   490.6  ...   431590.93   484.4      493.2      SC
4       SC2601  20250827   487.5     489  ...     80080.2   483.2      491.7      SC
5       SC2602  20250827   485.7   487.9  ...    11863.32   482.2      490.5      SC
6       SC2603  20250827   484.9   487.3  ...    22258.92   480.7      488.2      SC
7       SC2604  20250827     484   485.1  ...     5847.29   479.2      486.4      SC
8       SC2605  20250827   482.1   483.9  ...     6127.55   478.7      485.8      SC
9       SC2606  20250827   481.5   481.7  ...     3875.31   478.4      484.9      SC
10      SC2607  20250827   480.8   480.8  ...      238.79   477.5      482.3      SC
11      SC2608  20250827   479.8   479.8  ...      143.03   476.7      481.3      SC
12      SC2609  20250827   478.7   478.7  ...      476.97   476.9      482.3      SC
13      SC2612  20250827   478.7   479.3  ...        95.8     479      482.2      SC
14      SC2703  20250827                  ...           0   477.3      483.7      SC
15      SC2706  20250827                  ...           0   476.9      479.5      SC
16      SC2709  20250827   472.7   472.7  ...       94.42   472.1      482.5      SC
17      SC2712  20250827   475.4   475.5  ...      189.23     473        481      SC
18      SC2803  20250827                  ...           0   471.9      479.5      SC
19      SC2806  20250827   468.9   469.8  ...      420.86   467.6      474.5      SC
21      LU2509  20250827    3460    3500  ...    6880.618    3478       3426      LU
22      LU2510  20250827    3499    3525  ...   56605.393    3487       3532      LU
23      LU2511  20250827    3504    3527  ...  339272.428    3489       3537      LU
24      LU2512  20250827    3489    3508  ...   89025.752    3470       3522      LU
25      LU2601  20250827    3470    3484  ...   18633.103    3449       3498      LU
26      LU2602  20250827    3452    3459  ...    3476.043    3441       3476      LU
27      LU2603  20250827    3442    3450  ...     116.332    3421       3469      LU
28      LU2604  20250827    3439    3439  ...       20.49    3415       3463      LU
29      LU2605  20250827    3405    3408  ...      40.812    3401       3455      LU
30      LU2606  20250827    3425    3425  ...       10.27    3423       3454      LU
31      LU2607  20250827    3421    3421  ...       44.29    3406       3454      LU
32      LU2608  20250827    3424    3435  ...      17.017    3403       3450      LU
34      NR2509  20250827   12765   12840  ...   47355.925   12695      12755      NR
35      NR2510  20250827   12750   12910  ...  1445915.24   12780      12840      NR
36      NR2511  20250827   12750   12910  ...  602704.765   12800      12865      NR
37      NR2512  20250827   12770   12925  ...   109530.39   12830      12875      NR
38      NR2601  20250827   12840   12945  ...  118992.655   12835      12920      NR
39      NR2602  20250827   12865   12920  ...    4128.725   12860      12860      NR
40      NR2603  20250827   12855   12950  ...       38.59   12860      12910      NR
41      NR2604  20250827   12940   13000  ...      64.825   12965      13055      NR
42      NR2605  20250827   12930   13295  ...      221.31   13015      13080      NR
43      NR2606  20250827   12965   12965  ...       51.86   12965      13140      NR
44      NR2607  20250827   12980   13010  ...       64.89   12975      12780      NR
45      NR2608  20250827   13050   13050  ...          52   13000      12780      NR
47      BC2509  20250827   70320   70590  ...    67563.61   70410      70620      BC
48      BC2510  20250827   70380   70650  ...     43728.8   70470      70630      BC
49      BC2511  20250827   70300   72350  ...    4998.295   70390      70440      BC
50      BC2512  20250827                  ...           0   70180      70180      BC
51      BC2601  20250827                  ...           0   70100      70100      BC
52      BC2602  20250827                  ...           0   70100      70100      BC
53      BC2603  20250827                  ...           0   70100      70100      BC
54      BC2604  20250827                  ...           0   70100      70100      BC
55      BC2605  20250827                  ...           0   70490      70490      BC
56      BC2606  20250827                  ...           0   69790      69790      BC
57      BC2607  20250827                  ...           0   69370      69370      BC
58      BC2608  20250827                  ...           0   69370      69370      BC
60      EC2510  20250827  1327.8    1341  ...  119684.668    1329     1327.8      EC
61      EC2512  20250827  1654.1  1654.1  ...  44704.0665  1633.9     1663.1      EC
62      EC2602  20250827  1454.7    1466  ...    5610.086  1455.2     1472.8      EC
63      EC2604  20250827    1266  1272.1  ...   6110.4125  1254.7     1276.1      EC
64      EC2606  20250827  1422.5  1426.5  ...    623.9255    1418     1432.5      EC
65      EC2608  20250827  1633.8  1633.8  ...    871.3515  1613.6     1626.3      EC
69  SC_TAS2510  20250827                  ...                                 SC_TAS
70  SC_TAS2511  20250827                  ...                                 SC_TAS
71  SC_TAS2512  20250827                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-03 18:25:38,285 - future_1d - INFO - ak.get_ine_daily('2025-08-27') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250827   8146.0   8320.0  ...   926963.07   8249.0      8158.0       AP
1    AP511  20250827   7965.0   8063.0  ...     8291.69   8019.0      7957.0       AP
2    AP512  20250827   7998.0   8068.0  ...     2190.20   8052.0      7974.0       AP
3    AP601  20250827   8055.0   8160.0  ...   157852.48   8106.0      8061.0       AP
4    AP603  20250827   7964.0   8045.0  ...      409.48   8029.0      7959.0       AP
5    AP604  20250827   7981.0   8054.0  ...      152.54   8028.0      7974.0       AP
6    AP605  20250827   8031.0   8110.0  ...     1229.23   8087.0      8037.0       AP
7    CF509  20250827  13760.0  13800.0  ...   140783.76  13775.0     13810.0       CF
8    CF511  20250827  14015.0  14070.0  ...   291023.09  14015.0     14040.0       CF
9    CF601  20250827  14080.0  14150.0  ...  1358089.94  14095.0     14120.0       CF
10   CF603  20250827  14045.0  14100.0  ...     2017.40  14060.0     14085.0       CF
11   CF605  20250827  14030.0  14100.0  ...    51710.60  14050.0     14075.0       CF
12   CF607  20250827  14060.0  14095.0  ...      126.53  14060.0     14090.0       CF
13   CJ509  20250827  10105.0  10140.0  ...     6307.22  10075.0     10100.0       CJ
14   CJ512  20250827  11300.0  11325.0  ...    10499.98  11280.0     11290.0       CJ
15   CJ601  20250827  11380.0  11435.0  ...   546132.08  11385.0     11395.0       CJ
16   CJ603  20250827  11460.0  11465.0  ...     5836.30  11420.0     11425.0       CJ
17   CJ605  20250827  11530.0  11590.0  ...    69411.21  11545.0     11540.0       CJ
18   CJ607  20250827  11735.0  11735.0  ...      695.95  11695.0     11695.0       CJ
19   CY509  20250827  20235.0  20575.0  ...      334.83  20295.0     20125.0       CY
20   CY510  20250827      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250827  20105.0  20155.0  ...    71404.22  20120.0     20160.0       CY
22   CY512  20250827      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250827  20095.0  20150.0  ...      814.10  20100.0     20165.0       CY
24   CY602  20250827      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250827      0.0      0.0  ...        0.00  20295.0     20295.0       CY
26   CY604  20250827      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250827      0.0      0.0  ...        0.00  20395.0     20395.0       CY
28   CY606  20250827      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250827      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250827      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250827    987.0    994.0  ...   183644.63    988.0       995.0       FG
32   FG510  20250827   1085.0   1094.0  ...    61235.63   1087.0      1099.0       FG
33   FG511  20250827   1075.0   1089.0  ...    99568.72   1080.0      1088.0       FG
34   FG512  20250827   1179.0   1191.0  ...    61776.24   1183.0      1190.0       FG
35   FG601  20250827   1171.0   1188.0  ...  3047260.58   1178.0      1183.0       FG
36   FG602  20250827   1220.0   1238.0  ...     1110.80   1229.0      1235.0       FG
37   FG603  20250827   1226.0   1239.0  ...      797.62   1231.0      1235.0       FG
38   FG604  20250827   1277.0   1284.0  ...      541.37   1277.0      1280.0       FG
39   FG605  20250827   1266.0   1279.0  ...    45100.95   1269.0      1271.0       FG
40   FG606  20250827   1292.0   1306.0  ...      317.05   1299.0      1304.0       FG
41   FG607  20250827   1282.0   1300.0  ...      578.56   1291.0      1293.0       FG
42   FG608  20250827   1311.0   1322.0  ...      271.05   1316.0      1320.0       FG
43   JR509  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250827      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250827      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250827   2272.0   2275.0  ...    52972.52   2262.0      2295.0       MA
53   MA510  20250827   2311.0   2313.0  ...    66260.92   2298.0      2330.0       MA
54   MA511  20250827   2336.0   2336.0  ...   116686.04   2320.0      2352.0       MA
55   MA512  20250827   2376.0   2377.0  ...    33349.53   2363.0      2393.0       MA
56   MA601  20250827   2393.0   2396.0  ...  1149229.47   2383.0      2413.0       MA
57   MA602  20250827   2400.0   2404.0  ...      107.77   2395.0      2416.0       MA
58   MA603  20250827   2396.0   2402.0  ...      102.85   2392.0      2415.0       MA
59   MA604  20250827   2379.0   2392.0  ...       16.72   2388.0      2404.0       MA
60   MA605  20250827   2383.0   2384.0  ...    37229.83   2373.0      2394.0       MA
61   MA606  20250827   2387.0   2387.0  ...       33.32   2380.0      2404.0       MA
62   MA607  20250827   2387.0   2387.0  ...      102.28   2379.0      2400.0       MA
63   MA608  20250827   2383.0   2385.0  ...       40.46   2380.0      2400.0       MA
64   OI509  20250827   9930.0  10000.0  ...    80313.77   9952.0     10001.0       OI
65   OI511  20250827   9880.0   9969.0  ...   452914.45   9919.0      9961.0       OI
66   OI601  20250827   9805.0   9888.0  ...  2578158.14   9840.0      9897.0       OI
67   OI603  20250827   9735.0   9806.0  ...     1756.73   9760.0      9807.0       OI
68   OI605  20250827   9639.0   9715.0  ...    27420.95   9676.0      9724.0       OI
69   OI607  20250827   9624.0   9671.0  ...      607.22   9638.0      9691.0       OI
70   PF509  20250827   6486.0   6514.0  ...     1166.65   6482.0      6504.0       PF
71   PF510  20250827   6598.0   6644.0  ...   460230.86   6610.0      6624.0       PF
72   PF511  20250827   6578.0   6622.0  ...   213319.68   6586.0      6612.0       PF
73   PF512  20250827   6558.0   6606.0  ...    68745.78   6574.0      6590.0       PF
74   PF601  20250827   6564.0   6602.0  ...    23842.54   6566.0      6596.0       PF
75   PF602  20250827   6676.0   6676.0  ...      151.34   6580.0      6596.0       PF
76   PF603  20250827   6690.0   6690.0  ...       72.49   6590.0      6614.0       PF
77   PF604  20250827   6624.0   6654.0  ...       82.80   6624.0      6646.0       PF
78   PF605  20250827   6624.0   6670.0  ...      122.70   6632.0      6658.0       PF
79   PF606  20250827   6638.0   6674.0  ...       56.45   6642.0      6678.0       PF
80   PF607  20250827   6658.0   6658.0  ...       13.27   6638.0      6678.0       PF
81   PF608  20250827      0.0      0.0  ...        0.00   6640.0      6662.0       PF
82   PK510  20250827   8080.0   8086.0  ...    57448.49   8054.0      8038.0       PK
83   PK511  20250827   7836.0   7848.0  ...   283468.56   7810.0      7812.0       PK
84   PK512  20250827   7848.0   7866.0  ...    73296.42   7824.0      7842.0       PK
85   PK601  20250827   7900.0   7918.0  ...    32612.27   7882.0      7898.0       PK
86   PK603  20250827   7894.0   7898.0  ...      177.21   7876.0      7906.0       PK
87   PK604  20250827   7906.0   7906.0  ...      189.41   7892.0      7902.0       PK
88   PK605  20250827   7918.0   7922.0  ...     4204.28   7896.0      7904.0       PK
89   PL601  20250827   6460.0   6474.0  ...    10374.77   6460.0      6482.0       PL
90   PL602  20250827   6499.0   6509.0  ...      272.60   6490.0      6528.0       PL
91   PL603  20250827   6501.0   6501.0  ...       38.89   6482.0      6500.0       PL
92   PL604  20250827   6473.0   6473.0  ...       12.95   6473.0      6498.0       PL
93   PL605  20250827   6372.0   6374.0  ...       50.97   6372.0      6391.0       PL
94   PL606  20250827      0.0      0.0  ...        0.00   6470.0      6479.0       PL
95   PL607  20250827      0.0      0.0  ...        0.00   6494.0      6512.0       PL
96   PL608  20250827      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250827      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250827   5838.0   5894.0  ...     2325.49   5850.0      5892.0       PR
104  PR510  20250827   6012.0   6056.0  ...   111464.45   6020.0      6052.0       PR
105  PR511  20250827   6022.0   6068.0  ...   759067.61   6028.0      6058.0       PR
106  PR512  20250827   6020.0   6072.0  ...   492386.21   6032.0      6052.0       PR
107  PR601  20250827   6030.0   6068.0  ...     5812.95   6028.0      6062.0       PR
108  PR602  20250827   6048.0   6048.0  ...        9.07   6048.0      6070.0       PR
109  PR603  20250827      0.0      0.0  ...        0.00   6034.0      6092.0       PR
110  PR604  20250827   6056.0   6056.0  ...        9.08   6056.0      6088.0       PR
111  PR605  20250827   6056.0   6058.0  ...       18.17   6058.0      6094.0       PR
112  PR606  20250827   6058.0   6060.0  ...       18.18   6060.0      6080.0       PR
113  PR607  20250827      0.0      0.0  ...        0.00   6082.0      6082.0       PR
114  PR608  20250827      0.0      0.0  ...        0.00   6080.0      6080.0       PR
115  PX509  20250827   6990.0   7046.0  ...     4944.58   6980.0      7048.0       PX
116  PX510  20250827   6994.0   7118.0  ...   567806.15   7022.0      7088.0       PX
117  PX511  20250827   6972.0   7094.0  ...  1475445.76   7010.0      7050.0       PX
118  PX512  20250827   6926.0   7020.0  ...   102569.87   6942.0      6982.0       PX
119  PX601  20250827   6900.0   6972.0  ...   169888.82   6916.0      6954.0       PX
120  PX602  20250827   6904.0   6942.0  ...       20.73   6912.0      6952.0       PX
121  PX603  20250827   6940.0   6940.0  ...        6.93   6928.0      6940.0       PX
122  PX604  20250827      0.0      0.0  ...        0.00   6852.0      6944.0       PX
123  PX605  20250827   6902.0   6956.0  ...      295.87   6882.0      6948.0       PX
124  PX606  20250827      0.0      0.0  ...        0.00   6842.0      6886.0       PX
125  PX607  20250827   6858.0   6858.0  ...        3.43   6858.0      6878.0       PX
126  PX608  20250827   6788.0   6830.0  ...        6.81   6810.0      6818.0       PX
127  RI509  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250827      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250827   2615.0   2615.0  ...    34464.73   2574.0      2606.0       RM
134  RM511  20250827   2552.0   2554.0  ...    21167.22   2531.0      2577.0       RM
135  RM601  20250827   2520.0   2520.0  ...  1072008.77   2501.0      2544.0       RM
136  RM603  20250827   2464.0   2465.0  ...    35822.86   2437.0      2484.0       RM
137  RM605  20250827   2460.0   2461.0  ...   178174.21   2449.0      2474.0       RM
138  RM607  20250827   2442.0   2444.0  ...    10095.49   2431.0      2455.0       RM
139  RM608  20250827   2508.0   2508.0  ...      222.46   2500.0      2521.0       RM
140  RS509  20250827   4877.0   4877.0  ...       53.28   4844.0      4852.0       RS
141  RS511  20250827   5200.0   5200.0  ...       15.54   5181.0      5268.0       RS
142  RS607  20250827   5600.0   5633.0  ...      112.26   5613.0      5643.0       RS
143  RS608  20250827      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250827   1195.0   1208.0  ...   110500.64   1198.0      1214.0       SA
145  SA510  20250827   1243.0   1252.0  ...   188678.40   1245.0      1259.0       SA
146  SA511  20250827   1246.0   1258.0  ...   312162.64   1249.0      1263.0       SA
147  SA512  20250827   1306.0   1316.0  ...   101487.75   1307.0      1321.0       SA
148  SA601  20250827   1312.0   1325.0  ...  2895057.23   1314.0      1327.0       SA
149  SA602  20250827   1339.0   1346.0  ...     3013.11   1336.0      1345.0       SA
150  SA603  20250827   1335.0   1349.0  ...     2024.22   1339.0      1347.0       SA
151  SA604  20250827   1372.0   1384.0  ...      718.60   1377.0      1386.0       SA
152  SA605  20250827   1375.0   1390.0  ...    80453.14   1380.0      1388.0       SA
153  SA606  20250827   1379.0   1395.0  ...      751.55   1387.0      1391.0       SA
154  SA607  20250827   1382.0   1409.0  ...     1920.70   1390.0      1392.0       SA
155  SA608  20250827   1395.0   1430.0  ...      595.92   1405.0      1406.0       SA
156  SF509  20250827   5468.0   5506.0  ...    19456.46   5466.0      5502.0       SF
157  SF510  20250827   5478.0   5514.0  ...   123983.55   5470.0      5510.0       SF
158  SF511  20250827   5656.0   5698.0  ...   503108.15   5658.0      5692.0       SF
159  SF512  20250827   5656.0   5678.0  ...    63029.73   5636.0      5680.0       SF
160  SF601  20250827   5636.0   5672.0  ...    92274.24   5630.0      5668.0       SF
161  SF602  20250827   5624.0   5634.0  ...      495.55   5600.0      5632.0       SF
162  SF603  20250827   5790.0   5800.0  ...       46.29   5786.0      5814.0       SF
163  SF604  20250827   5800.0   5800.0  ...       23.15   5788.0      5808.0       SF
164  SF605  20250827   5780.0   5788.0  ...     1359.53   5762.0      5794.0       SF
165  SF606  20250827   5744.0   5754.0  ...       34.41   5736.0      5752.0       SF
166  SF607  20250827   5908.0   5908.0  ...       20.59   5884.0      5904.0       SF
167  SF608  20250827   5854.0   5854.0  ...        2.93   5854.0      5884.0       SF
168  SH509  20250827   2540.0   2562.0  ...    30450.02   2551.0      2564.0       SH
169  SH510  20250827   2671.0   2687.0  ...   384752.20   2661.0      2701.0       SH
170  SH511  20250827   2686.0   2708.0  ...   764206.52   2679.0      2727.0       SH
171  SH512  20250827   2700.0   2733.0  ...   189483.02   2707.0      2748.0       SH
172  SH601  20250827   2700.0   2726.0  ...  3476304.62   2702.0      2739.0       SH
173  SH602  20250827   2719.0   2737.0  ...     8069.88   2717.0      2749.0       SH
174  SH603  20250827   2692.0   2746.0  ...     4354.43   2728.0      2757.0       SH
175  SH604  20250827   2781.0   2787.0  ...      998.01   2772.0      2802.0       SH
176  SH605  20250827   2791.0   2804.0  ...    45296.05   2788.0      2815.0       SH
177  SH606  20250827   2790.0   2801.0  ...      410.22   2791.0      2812.0       SH
178  SH607  20250827   2771.0   2778.0  ...       83.09   2770.0      2789.0       SH
179  SH608  20250827   2780.0   2785.0  ...      241.28   2773.0      2793.0       SH
180  SM509  20250827   5760.0   5784.0  ...    43070.78   5756.0      5794.0       SM
181  SM510  20250827   5778.0   5800.0  ...    99261.45   5770.0      5800.0       SM
182  SM511  20250827   5842.0   5876.0  ...   204141.18   5844.0      5872.0       SM
183  SM512  20250827   5858.0   5876.0  ...    35796.72   5852.0      5880.0       SM
184  SM601  20250827   5860.0   5886.0  ...   379198.22   5856.0      5886.0       SM
185  SM602  20250827   5890.0   5890.0  ...      129.25   5876.0      5894.0       SM
186  SM603  20250827   5906.0   5906.0  ...      109.05   5896.0      5910.0       SM
187  SM604  20250827   5900.0   5900.0  ...        5.89   5892.0      5910.0       SM
188  SM605  20250827   5920.0   5930.0  ...     8566.43   5904.0      5930.0       SM
189  SM606  20250827   5908.0   5908.0  ...        5.90   5902.0      5946.0       SM
190  SM607  20250827   5956.0   5956.0  ...       14.80   5922.0      5962.0       SM
191  SM608  20250827   5936.0   5948.0  ...       14.83   5932.0      5964.0       SM
192  SR509  20250827   5683.0   5683.0  ...    25856.77   5647.0      5696.0       SR
193  SR511  20250827   5625.0   5625.0  ...   193997.04   5611.0      5647.0       SR
194  SR601  20250827   5632.0   5639.0  ...   829540.50   5625.0      5658.0       SR
195  SR603  20250827   5608.0   5616.0  ...     2135.64   5605.0      5631.0       SR
196  SR605  20250827   5601.0   5604.0  ...    30929.99   5593.0      5623.0       SR
197  SR607  20250827   5593.0   5598.0  ...     1000.40   5589.0      5610.0       SR
198  TA509  20250827   4830.0   4848.0  ...   142268.56   4816.0      4844.0       TA
199  TA510  20250827   4860.0   4900.0  ...   323537.31   4856.0      4898.0       TA
200  TA511  20250827   4850.0   4896.0  ...   258008.27   4852.0      4882.0       TA
201  TA512  20250827   4852.0   4896.0  ...    72401.63   4856.0      4878.0       TA
202  TA601  20250827   4854.0   4892.0  ...  1664651.22   4854.0      4882.0       TA
203  TA602  20250827   4870.0   4890.0  ...       60.77   4862.0      4892.0       TA
204  TA603  20250827   4864.0   4904.0  ...      149.28   4896.0      4904.0       TA
205  TA604  20250827   4864.0   4906.0  ...       24.47   4896.0      4900.0       TA
206  TA605  20250827   4894.0   4918.0  ...    27613.75   4886.0      4914.0       TA
207  TA606  20250827   4900.0   4900.0  ...       14.68   4892.0      4926.0       TA
208  TA607  20250827   4884.0   4884.0  ...       21.95   4878.0      4942.0       TA
209  TA608  20250827   4902.0   4902.0  ...        7.34   4892.0      4934.0       TA
210  UR509  20250827   1703.0   1728.0  ...    19636.29   1710.0      1710.0       UR
211  UR510  20250827   1708.0   1735.0  ...    24795.19   1719.0      1717.0       UR
212  UR511  20250827   1743.0   1761.0  ...    39305.24   1743.0      1743.0       UR
213  UR512  20250827   1733.0   1759.0  ...      365.99   1743.0      1740.0       UR
214  UR601  20250827   1740.0   1763.0  ...   650016.47   1745.0      1742.0       UR
215  UR602  20250827   1739.0   1760.0  ...      617.81   1745.0      1738.0       UR
216  UR603  20250827   1776.0   1795.0  ...      389.21   1785.0      1780.0       UR
217  UR604  20250827   1775.0   1793.0  ...      282.06   1785.0      1782.0       UR
218  UR605  20250827   1778.0   1794.0  ...    25228.61   1781.0      1783.0       UR
219  UR606  20250827   1770.0   1787.0  ...      184.42   1773.0      1776.0       UR
220  UR607  20250827   1790.0   1804.0  ...      375.91   1790.0      1792.0       UR
221  UR608  20250827   1789.0   1800.0  ...      186.26   1791.0      1791.0       UR
222  WH509  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250827      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250827      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:25:38,588 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
2025-09-03 18:25:40,366 - future_1d - INFO - save future_daily 2025-08-27 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250828   4094.00  ...   4087.00     4086.00        A
1     a2511  20250828   3935.00  ...   3933.00     3956.00        A
2     a2601  20250828   3936.00  ...   3934.00     3959.00        A
3     a2603  20250828   3942.00  ...   3940.00     3966.00        A
4     a2605  20250828   3987.00  ...   3982.00     4005.00        A
5     a2607  20250828   3993.00  ...   3990.00     4013.00        A
6     b2509  20250828   3675.00  ...   3664.00     3674.00        B
7     b2510  20250828   3694.00  ...   3680.00     3693.00        B
8     b2511  20250828   3730.00  ...   3725.00     3748.00        B
9     b2512  20250828   3771.00  ...   3762.00     3786.00        B
10    b2601  20250828   3750.00  ...   3752.00     3776.00        B
11    b2602  20250828   3737.00  ...   3734.00     3758.00        B
12    b2603  20250828   3715.00  ...   3699.00     3711.00        B
13    b2604  20250828   3600.00  ...   3603.00     3601.00        B
14    b2605  20250828   3564.00  ...   3545.00     3553.00        B
15    b2606  20250828   3544.00  ...   3524.00     3533.00        B
16    b2607  20250828   3539.00  ...   3530.00     3533.00        B
17    b2608  20250828   3618.00  ...   3612.00     3615.00        B
18   bb2509  20250828      0.00  ...    143.15      143.15       BB
19   bb2511  20250828    143.80  ...    144.00      144.50       BB
20   bb2601  20250828    146.35  ...    147.50      147.40       BB
21   bb2603  20250828      0.00  ...    147.25      147.20       BB
22   bb2605  20250828      0.00  ...    141.05      141.00       BB
23   bb2607  20250828      0.00  ...    146.80      146.75       BB
24   bz2603  20250828   6118.00  ...   6096.00     6152.00       BZ
25   bz2604  20250828   6085.00  ...   6074.00     6138.00       BZ
26   bz2605  20250828   6095.00  ...   6093.00     6137.00       BZ
27   bz2606  20250828   6068.00  ...   6066.00     6170.00       BZ
28   bz2607  20250828      0.00  ...   6166.00     6175.00       BZ
29   bz2608  20250828      0.00  ...   6175.00     6175.00       BZ
30    c2509  20250828   2229.00  ...   2244.00     2213.00        C
31    c2511  20250828   2168.00  ...   2178.00     2159.00        C
32    c2601  20250828   2169.00  ...   2177.00     2165.00        C
33    c2603  20250828   2188.00  ...   2195.00     2184.00        C
34    c2605  20250828   2240.00  ...   2243.00     2234.00        C
35    c2607  20250828   2256.00  ...   2256.00     2251.00        C
36   cs2509  20250828   2510.00  ...   2528.00     2523.00       CS
37   cs2511  20250828   2471.00  ...   2484.00     2470.00       CS
38   cs2601  20250828   2518.00  ...   2521.00     2509.00       CS
39   cs2603  20250828   2526.00  ...   2531.00     2517.00       CS
40   cs2605  20250828   2597.00  ...   2601.00     2590.00       CS
41   cs2607  20250828   2606.00  ...   2605.00     2595.00       CS
42   eb2509  20250828   7132.00  ...   7109.00     7185.00       EB
43   eb2510  20250828   7180.00  ...   7148.00     7227.00       EB
44   eb2511  20250828   7193.00  ...   7165.00     7243.00       EB
45   eb2512  20250828   7237.00  ...   7190.00     7268.00       EB
46   eb2601  20250828   7260.00  ...   7218.00     7290.00       EB
47   eb2602  20250828   7306.00  ...   7255.00     7321.00       EB
48   eb2603  20250828   7329.00  ...   7299.00     7340.00       EB
49   eb2604  20250828   7310.00  ...   7318.00     7356.00       EB
50   eb2605  20250828   7345.00  ...   7310.00     7383.00       EB
51   eb2606  20250828      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250828      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250828      0.00  ...   7350.00     7410.00       EB
54   eg2509  20250828   4444.00  ...   4429.00     4440.00       EG
55   eg2510  20250828   4460.00  ...   4437.00     4460.00       EG
56   eg2511  20250828   4464.00  ...   4447.00     4473.00       EG
57   eg2512  20250828   4470.00  ...   4463.00     4488.00       EG
58   eg2601  20250828   4478.00  ...   4464.00     4492.00       EG
59   eg2602  20250828   4486.00  ...   4481.00     4502.00       EG
60   eg2603  20250828   4481.00  ...   4476.00     4505.00       EG
61   eg2604  20250828   4498.00  ...   4518.00     4533.00       EG
62   eg2605  20250828   4505.00  ...   4505.00     4523.00       EG
63   eg2606  20250828      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250828   4509.00  ...   4507.00     4525.00       EG
65   eg2608  20250828      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250828   1319.00  ...   1319.00     1306.00       FB
67   fb2510  20250828   1278.00  ...   1274.50     1276.00       FB
68   fb2511  20250828   1277.50  ...   1274.50     1276.50       FB
69   fb2512  20250828   1274.50  ...   1271.50     1278.50       FB
70   fb2601  20250828   1272.50  ...   1272.00     1276.00       FB
71   fb2602  20250828   1269.00  ...   1265.50     1274.00       FB
72   fb2603  20250828      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250828      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250828      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250828      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250828      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250828      0.00  ...   1302.50     1302.50       FB
78    i2509  20250828    796.50  ...    801.50      797.00        I
79    i2510  20250828    792.50  ...    797.00      793.00        I
80    i2511  20250828    790.00  ...    794.50      790.50        I
81    i2512  20250828    785.00  ...    789.00      785.50        I
82    i2601  20250828    776.00  ...    781.50      777.00        I
83    i2602  20250828    771.00  ...    774.50      772.50        I
84    i2603  20250828    766.00  ...    770.50      767.00        I
85    i2604  20250828    761.50  ...    765.50      762.50        I
86    i2605  20250828    754.50  ...    758.50      754.50        I
87    i2606  20250828    749.50  ...    752.50      750.50        I
88    i2607  20250828    747.00  ...    750.00      747.00        I
89    i2608  20250828    742.00  ...    746.00      743.50        I
90    j2509  20250828   1608.00  ...   1584.50     1608.00        J
91    j2510  20250828   1604.50  ...   1612.00     1627.00        J
92    j2511  20250828   1641.50  ...   1633.50     1654.00        J
93    j2512  20250828   1646.00  ...   1642.50     1651.00        J
94    j2601  20250828   1678.50  ...   1657.50     1681.00        J
95    j2602  20250828   1696.50  ...   1674.50     1703.00        J
96    j2603  20250828   1700.00  ...   1689.00     1721.00        J
97    j2604  20250828      0.00  ...   1752.50     1752.50        J
98    j2605  20250828   1765.00  ...   1743.00     1768.00        J
99    j2606  20250828      0.00  ...   1779.00     1804.00        J
100   j2607  20250828      0.00  ...   1804.00     1805.50        J
101   j2608  20250828      0.00  ...   1802.50     1806.00        J
102  jd2509  20250828   2890.00  ...   2848.00     2909.00       JD
103  jd2510  20250828   2970.00  ...   2951.00     2997.00       JD
104  jd2511  20250828   3015.00  ...   2981.00     3047.00       JD
105  jd2512  20250828   3125.00  ...   3101.00     3174.00       JD
106  jd2601  20250828   3345.00  ...   3314.00     3366.00       JD
107  jd2602  20250828   3093.00  ...   3075.00     3100.00       JD
108  jd2603  20250828   3116.00  ...   3093.00     3121.00       JD
109  jd2604  20250828   3300.00  ...   3276.00     3320.00       JD
110  jd2605  20250828   3430.00  ...   3390.00     3452.00       JD
111  jd2606  20250828   3275.00  ...   3205.00     3301.00       JD
112  jd2607  20250828   3508.00  ...   3398.00     3531.00       JD
113  jd2608  20250828   3921.00  ...   3804.00     3980.00       JD
114  jm2509  20250828   1021.00  ...   1005.50     1025.00       JM
115  jm2510  20250828   1034.00  ...   1028.50     1052.50       JM
116  jm2511  20250828   1085.50  ...   1076.00     1097.50       JM
117  jm2512  20250828   1132.00  ...   1117.00     1133.50       JM
118  jm2601  20250828   1155.00  ...   1152.50     1164.50       JM
119  jm2602  20250828   1173.00  ...   1169.00     1179.00       JM
120  jm2603  20250828   1183.00  ...   1178.50     1189.50       JM
121  jm2604  20250828   1190.50  ...   1189.00     1195.50       JM
122  jm2605  20250828   1198.00  ...   1194.00     1204.00       JM
123  jm2606  20250828   1203.50  ...   1206.50     1209.00       JM
124  jm2607  20250828   1212.50  ...   1209.50     1221.00       JM
125  jm2608  20250828   1211.50  ...   1222.50     1224.50       JM
126   l2509  20250828   7335.00  ...   7303.00     7338.00        L
127   l2510  20250828   7340.00  ...   7322.00     7362.00        L
128   l2511  20250828   7363.00  ...   7338.00     7381.00        L
129   l2512  20250828   7372.00  ...   7350.00     7390.00        L
130   l2601  20250828   7370.00  ...   7352.00     7389.00        L
131   l2602  20250828   7360.00  ...   7345.00     7380.00        L
132   l2603  20250828   7358.00  ...   7351.00     7367.00        L
133   l2604  20250828   7385.00  ...   7379.00     7407.00        L
134   l2605  20250828   7376.00  ...   7354.00     7394.00        L
135   l2606  20250828   7360.00  ...   7354.00     7393.00        L
136   l2607  20250828   7360.00  ...   7365.00     7398.00        L
137   l2608  20250828   7378.00  ...   7408.00     7389.00        L
138  lg2509  20250828    794.00  ...    788.50      797.50       LG
139  lg2511  20250828    815.00  ...    815.50      819.00       LG
140  lg2601  20250828    827.00  ...    830.00      830.00       LG
141  lg2603  20250828    829.50  ...    834.00      835.00       LG
142  lg2605  20250828    829.50  ...    833.50      835.00       LG
143  lg2607  20250828    829.50  ...    834.00      833.00       LG
144  lh2509  20250828  13460.00  ...  13350.00    13525.00       LH
145  lh2511  20250828  13715.00  ...  13635.00    13780.00       LH
146  lh2601  20250828  14050.00  ...  13985.00    14130.00       LH
147  lh2603  20250828  13230.00  ...  13165.00    13240.00       LH
148  lh2605  20250828  13645.00  ...  13560.00    13640.00       LH
149  lh2607  20250828  14140.00  ...  14115.00    14165.00       LH
150   m2509  20250828   2992.00  ...   2992.00     3005.00        M
151   m2511  20250828   3005.00  ...   3012.00     3021.00        M
152   m2512  20250828   3048.00  ...   3054.00     3063.00        M
153   m2601  20250828   3044.00  ...   3046.00     3055.00        M
154   m2603  20250828   2996.00  ...   2992.00     2999.00        M
155   m2605  20250828   2829.00  ...   2821.00     2827.00        M
156   m2607  20250828   2823.00  ...   2815.00     2823.00        M
157   m2608  20250828   2950.00  ...   2945.00     2951.00        M
158   p2509  20250828   9436.00  ...   9388.00     9432.00        P
159   p2510  20250828   9476.00  ...   9466.00     9498.00        P
160   p2511  20250828   9490.00  ...   9454.00     9494.00        P
161   p2512  20250828   9508.00  ...   9466.00     9508.00        P
162   p2601  20250828   9518.00  ...   9476.00     9518.00        P
163   p2602  20250828   9470.00  ...   9410.00     9476.00        P
164   p2603  20250828   9408.00  ...   9370.00     9414.00        P
165   p2604  20250828   9328.00  ...   9304.00     9374.00        P
166   p2605  20250828   9250.00  ...   9214.00     9266.00        P
167   p2606  20250828   9096.00  ...   9116.00     9142.00        P
168   p2607  20250828   8978.00  ...   8980.00     9018.00        P
169   p2608  20250828   8900.00  ...   8900.00     8956.00        P
170  pg2509  20250828   3871.00  ...   3859.00     3884.00       PG
171  pg2510  20250828   4410.00  ...   4422.00     4430.00       PG
172  pg2511  20250828   4324.00  ...   4334.00     4335.00       PG
173  pg2512  20250828   4260.00  ...   4275.00     4274.00       PG
174  pg2601  20250828   4212.00  ...   4218.00     4217.00       PG
175  pg2602  20250828   4149.00  ...   4147.00     4144.00       PG
176  pg2603  20250828   4060.00  ...   4055.00     4052.00       PG
177  pg2604  20250828   4365.00  ...   4358.00     4352.00       PG
178  pg2605  20250828   4263.00  ...   4268.00     4276.00       PG
179  pg2606  20250828      0.00  ...   4209.00     4209.00       PG
180  pg2607  20250828      0.00  ...   4126.00     4126.00       PG
181  pg2608  20250828      0.00  ...   4141.00     4141.00       PG
182  pp2509  20250828   6980.00  ...   6952.00     6982.00       PP
183  pp2510  20250828   6985.00  ...   6959.00     6987.00       PP
184  pp2511  20250828   6992.00  ...   6981.00     7008.00       PP
185  pp2512  20250828   7014.00  ...   7001.00     7026.00       PP
186  pp2601  20250828   7026.00  ...   7013.00     7036.00       PP
187  pp2602  20250828   7000.00  ...   6993.00     7015.00       PP
188  pp2603  20250828   6994.00  ...   6982.00     7013.00       PP
189  pp2604  20250828   7001.00  ...   7001.00     7027.00       PP
190  pp2605  20250828   7028.00  ...   7028.00     7054.00       PP
191  pp2606  20250828   6998.00  ...   7010.00     7012.00       PP
192  pp2607  20250828   6982.00  ...   6983.00     6985.00       PP
193  pp2608  20250828   6988.00  ...   6985.00     7044.00       PP
194  rr2509  20250828   3560.00  ...   3554.00     3558.00       RR
195  rr2510  20250828   3611.00  ...   3610.00     3611.00       RR
196  rr2511  20250828   3611.00  ...   3611.00     3613.00       RR
197  rr2512  20250828   3606.00  ...   3602.00     3610.00       RR
198  rr2601  20250828   3624.00  ...   3619.00     3621.00       RR
199  rr2602  20250828   3604.00  ...   3604.00     3606.00       RR
200  rr2603  20250828      0.00  ...   3610.00     3610.00       RR
201  rr2604  20250828      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250828      0.00  ...   3615.00     3615.00       RR
203  rr2606  20250828      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250828      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250828      0.00  ...   3625.00     3625.00       RR
206   v2509  20250828   4802.00  ...   4785.00     4840.00        V
207   v2510  20250828   4842.00  ...   4829.00     4878.00        V
208   v2511  20250828   4879.00  ...   4865.00     4913.00        V
209   v2512  20250828   4917.00  ...   4903.00     4956.00        V
210   v2601  20250828   4947.00  ...   4934.00     4990.00        V
211   v2602  20250828   4988.00  ...   4970.00     5023.00        V
212   v2603  20250828   4997.00  ...   5002.00     5058.00        V
213   v2604  20250828   5231.00  ...   5205.00     5274.00        V
214   v2605  20250828   5252.00  ...   5239.00     5301.00        V
215   v2606  20250828   5259.00  ...   5257.00     5324.00        V
216   v2607  20250828   5312.00  ...   5297.00     5356.00        V
217   v2608  20250828   5325.00  ...   5322.00     5369.00        V
218   y2509  20250828   8468.00  ...   8452.00     8492.00        Y
219   y2511  20250828   8434.00  ...   8418.00     8452.00        Y
220   y2512  20250828   8454.00  ...   8442.00     8470.00        Y
221   y2601  20250828   8408.00  ...   8390.00     8418.00        Y
222   y2603  20250828   8340.00  ...   8342.00     8352.00        Y
223   y2605  20250828   8114.00  ...   8114.00     8128.00        Y
224   y2607  20250828   8080.00  ...   8068.00     8068.00        Y
225   y2608  20250828   8070.00  ...   8038.00     8068.00        Y

[226 rows x 12 columns]
2025-09-03 18:25:48,298 - future_1d - INFO - ak.get_dce_daily('2025-08-28') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250828  ...   78880      79340      CU
1        1      CU2510  20250828  ...   78820      79350      CU
2        2      CU2511  20250828  ...   78830      79340      CU
3        3      CU2512  20250828  ...   78800      79310      CU
4        4      CU2601  20250828  ...   78750      79330      CU
5        5      CU2602  20250828  ...   78760      79330      CU
6        6      CU2603  20250828  ...   78750      79330      CU
7        7      CU2604  20250828  ...   78800      79360      CU
8        8      CU2605  20250828  ...   78850      79370      CU
9        9      CU2606  20250828  ...   78870      79360      CU
10      10      CU2607  20250828  ...   78900      79410      CU
11      11      CU2608  20250828  ...   78890      79440      CU
12      12      BC2509  20250828  ...   69840      70410      BC
13      13      BC2510  20250828  ...   69940      70470      BC
14      14      BC2511  20250828  ...   69970      70390      BC
15      15      BC2512  20250828  ...   70180      70180      BC
16      16      BC2601  20250828  ...   70100      70100      BC
17      17      BC2602  20250828  ...   70100      70100      BC
18      18      BC2603  20250828  ...   70100      70100      BC
19      19      BC2604  20250828  ...   70100      70100      BC
20      20      BC2605  20250828  ...   70170      70490      BC
21      21      BC2606  20250828  ...   69790      69790      BC
22      22      BC2607  20250828  ...   69370      69370      BC
23      23      BC2608  20250828  ...   69370      69370      BC
24      24      AL2509  20250828  ...   20730      20855      AL
25      25      AL2510  20250828  ...   20710      20850      AL
26      26      AL2511  20250828  ...   20700      20830      AL
27      27      AL2512  20250828  ...   20670      20790      AL
28      28      AL2601  20250828  ...   20650      20765      AL
29      29      AL2602  20250828  ...   20660      20760      AL
30      30      AL2603  20250828  ...   20680      20795      AL
31      31      AL2604  20250828  ...   20695      20820      AL
32      32      AL2605  20250828  ...   20705      20835      AL
33      33      AL2606  20250828  ...   20725      20785      AL
34      34      AL2607  20250828  ...   20710      20785      AL
35      35      AL2608  20250828  ...   20705      20845      AL
36      36      ZN2509  20250828  ...   22140      22335      ZN
37      37      ZN2510  20250828  ...   22135      22350      ZN
38      38      ZN2511  20250828  ...   22130      22340      ZN
39      39      ZN2512  20250828  ...   22135      22335      ZN
40      40      ZN2601  20250828  ...   22135      22335      ZN
41      41      ZN2602  20250828  ...   22140      22325      ZN
42      42      ZN2603  20250828  ...   22165      22335      ZN
43      43      ZN2604  20250828  ...   22165      22360      ZN
44      44      ZN2605  20250828  ...   22185      22350      ZN
45      45      ZN2606  20250828  ...   22160      22375      ZN
46      46      ZN2607  20250828  ...   22175      22390      ZN
47      47      ZN2608  20250828  ...   22215      22395      ZN
48      48      PB2509  20250828  ...   16855      16890      PB
49      49      PB2510  20250828  ...   16880      16915      PB
50      50      PB2511  20250828  ...   16875      16905      PB
51      51      PB2512  20250828  ...   16880      16905      PB
52      52      PB2601  20250828  ...   16915      16930      PB
53      53      PB2602  20250828  ...   16965      16965      PB
54      54      PB2603  20250828  ...   16995      16995      PB
55      55      PB2604  20250828  ...   16985      17005      PB
56      56      PB2605  20250828  ...   17015      17035      PB
57      57      PB2606  20250828  ...   17055      17060      PB
58      58      PB2607  20250828  ...   17090      17085      PB
59      59      PB2608  20250828  ...   17090      17090      PB
60      60      NI2509  20250828  ...  120550     121550      NI
61      61      NI2510  20250828  ...  120760     121830      NI
62      62      NI2511  20250828  ...  120900     122040      NI
63      63      NI2512  20250828  ...  121100     122230      NI
64      64      NI2601  20250828  ...  121370     122450      NI
65      65      NI2602  20250828  ...  121600     122520      NI
66      66      NI2603  20250828  ...  121860     122840      NI
67      67      NI2604  20250828  ...  122070     123180      NI
68      68      NI2605  20250828  ...  122330     123490      NI
69      69      NI2606  20250828  ...  122710     123750      NI
70      70      NI2607  20250828  ...  122740     123810      NI
71      71      NI2608  20250828  ...  123130     123950      NI
72      72      SN2509  20250828  ...  271850     270810      SN
73      73      SN2510  20250828  ...  272350     271490      SN
74      74      SN2511  20250828  ...  272610     271880      SN
75      75      SN2512  20250828  ...  272570     271990      SN
76      76      SN2601  20250828  ...  272740     272130      SN
77      77      SN2602  20250828  ...  273250     272110      SN
78      78      SN2603  20250828  ...  272980     271400      SN
79      79      SN2604  20250828  ...  273030     272420      SN
80      80      SN2605  20250828  ...  272960     272750      SN
81      81      SN2606  20250828  ...  273980     273130      SN
82      82      SN2607  20250828  ...  273270     273260      SN
83      83      SN2608  20250828  ...  273360     271540      SN
84      84      AO2509  20250828  ...    3032       3053      AO
85      85      AO2510  20250828  ...    3036       3053      AO
86      86      AO2511  20250828  ...    3037       3054      AO
87      87      AO2512  20250828  ...    3044       3057      AO
88      88      AO2601  20250828  ...    3047       3066      AO
89      89      AO2602  20250828  ...    3044       3063      AO
90      90      AO2603  20250828  ...    3046       3070      AO
91      91      AO2604  20250828  ...    3048       3072      AO
92      92      AO2605  20250828  ...    3057       3076      AO
93      93      AO2606  20250828  ...    3057       3082      AO
94      94      AO2607  20250828  ...    3062       3083      AO
95      95      AO2608  20250828  ...    3072       3082      AO
96      96      AD2511  20250828  ...   20290      20440      AD
97      97      AD2512  20250828  ...   20300      20425      AD
98      98      AD2601  20250828  ...   20245      20425      AD
99      99      AD2602  20250828  ...   20210      20425      AD
100    100      AD2603  20250828  ...   20220      20220      AD
101    101      AD2604  20250828  ...   19975      19975      AD
102    102      AD2605  20250828  ...   20160      20160      AD
103    103      AD2606  20250828  ...   19795      19795      AD
104    104      AD2607  20250828  ...   19925      19925      AD
105    105      AD2608  20250828  ...   20315      20315      AD
106    106      AU2509  20250828  ...  781.74     780.46      AU
107    107      AU2510  20250828  ...  782.74     781.56      AU
108    108      AU2511  20250828  ...   784.6     783.48      AU
109    109      AU2512  20250828  ...  785.06     783.86      AU
110    110      AU2602  20250828  ...  787.04     785.86      AU
111    111      AU2604  20250828  ...  789.22     788.12      AU
112    112      AU2606  20250828  ...   791.4     790.16      AU
113    113      AU2608  20250828  ...  793.38     792.34      AU
114    114      AG2509  20250828  ...    9332       9313      AG
115    115      AG2510  20250828  ...    9321       9325      AG
116    116      AG2511  20250828  ...    9328       9336      AG
117    117      AG2512  20250828  ...    9352       9345      AG
118    118      AG2601  20250828  ...    9352       9356      AG
119    119      AG2602  20250828  ...    9368       9370      AG
120    120      AG2603  20250828  ...    9383       9380      AG
121    121      AG2604  20250828  ...    9397       9394      AG
122    122      AG2605  20250828  ...    9404       9406      AG
123    123      AG2606  20250828  ...    9428       9417      AG
124    124      AG2607  20250828  ...    9456       9432      AG
125    125      AG2608  20250828  ...    9488       9449      AG
126    126      RB2509  20250828  ...    3093       3082      RB
127    127      RB2510  20250828  ...    3116       3112      RB
128    128      RB2511  20250828  ...    3112       3114      RB
129    129      RB2512  20250828  ...    3162       3166      RB
130    130      RB2601  20250828  ...    3182       3180      RB
131    131      RB2602  20250828  ...    3166       3166      RB
132    132      RB2603  20250828  ...    3180       3183      RB
133    133      RB2604  20250828  ...    3199       3200      RB
134    134      RB2605  20250828  ...    3223       3221      RB
135    135      RB2606  20250828  ...    3241       3232      RB
136    136      RB2607  20250828  ...    3243       3243      RB
137    137      RB2608  20250828  ...    3245       3243      RB
138    138      WR2509  20250828  ...    3342       3342      WR
139    139      WR2510  20250828  ...    3335       3322      WR
140    140      WR2511  20250828  ...    3368       3368      WR
141    141      WR2512  20250828  ...    3474       3474      WR
142    142      WR2601  20250828  ...    3380       3380      WR
143    143      WR2602  20250828  ...    3440       3450      WR
144    144      WR2603  20250828  ...    3438       3438      WR
145    145      WR2604  20250828  ...    3455       3455      WR
146    146      WR2605  20250828  ...    3429       3429      WR
147    147      WR2606  20250828  ...    3396       3440      WR
148    148      WR2607  20250828  ...    3460       3460      WR
149    149      WR2608  20250828  ...    3430       3475      WR
150    150      HC2509  20250828  ...    3394       3389      HC
151    151      HC2510  20250828  ...    3362       3357      HC
152    152      HC2511  20250828  ...    3358       3355      HC
153    153      HC2512  20250828  ...    3358       3356      HC
154    154      HC2601  20250828  ...    3353       3346      HC
155    155      HC2602  20250828  ...    3347       3348      HC
156    156      HC2603  20250828  ...    3354       3351      HC
157    157      HC2604  20250828  ...    3355       3365      HC
158    158      HC2605  20250828  ...    3357       3353      HC
159    159      HC2606  20250828  ...    3357       3358      HC
160    160      HC2607  20250828  ...    3360       3357      HC
161    161      HC2608  20250828  ...    3371       3369      HC
162    162      SS2509  20250828  ...   12700      12785      SS
163    163      SS2510  20250828  ...   12795      12875      SS
164    164      SS2511  20250828  ...   12870      12945      SS
165    165      SS2512  20250828  ...   12930      12995      SS
166    166      SS2601  20250828  ...   12975      13045      SS
167    167      SS2602  20250828  ...   13010      13075      SS
168    168      SS2603  20250828  ...   13095      13160      SS
169    169      SS2604  20250828  ...   13140      13225      SS
170    170      SS2605  20250828  ...   13235      13275      SS
171    171      SS2606  20250828  ...   13255      13315      SS
172    172      SS2607  20250828  ...   13325      13395      SS
173    173      SS2608  20250828  ...   13405      13440      SS
174    174      SC2509  20250828  ...     473      479.4      SC
175    175      SC2510  20250828  ...   481.1      486.4      SC
176    176      SC2511  20250828  ...   482.7      485.7      SC
177    177      SC2512  20250828  ...   483.1      484.4      SC
178    178      SC2601  20250828  ...   483.1      483.2      SC
179    179      SC2602  20250828  ...   482.3      482.2      SC
180    180      SC2603  20250828  ...     481      480.7      SC
181    181      SC2604  20250828  ...   480.3      479.2      SC
182    182      SC2605  20250828  ...     479      478.7      SC
183    183      SC2606  20250828  ...     478      478.4      SC
184    184      SC2607  20250828  ...   477.5      477.5      SC
185    185      SC2608  20250828  ...   478.5      476.7      SC
186    186      SC2609  20250828  ...   476.1      476.9      SC
187    187      SC2612  20250828  ...   481.2        479      SC
188    188      SC2703  20250828  ...   477.3      477.3      SC
189    189      SC2706  20250828  ...     473      476.9      SC
190    190      SC2709  20250828  ...   472.8      472.1      SC
191    191      SC2712  20250828  ...   471.3        473      SC
192    192      SC2803  20250828  ...     471      471.9      SC
193    193      SC2806  20250828  ...   468.7      467.6      SC
194    194      LU2509  20250828  ...    3312       3478      LU
195    195      LU2510  20250828  ...    3495       3487      LU
196    196      LU2511  20250828  ...    3501       3489      LU
197    197      LU2512  20250828  ...    3484       3470      LU
198    198      LU2601  20250828  ...    3466       3449      LU
199    199      LU2602  20250828  ...    3445       3441      LU
200    200      LU2603  20250828  ...    3439       3421      LU
201    201      LU2604  20250828  ...    3415       3415      LU
202    202      LU2605  20250828  ...    3412       3401      LU
203    203      LU2606  20250828  ...    3424       3423      LU
204    204      LU2607  20250828  ...    3417       3406      LU
205    205      LU2608  20250828  ...    3407       3403      LU
206    206      FU2509  20250828  ...    2760       2789      FU
207    207      FU2510  20250828  ...    2826       2829      FU
208    208      FU2511  20250828  ...    2815       2817      FU
209    209      FU2512  20250828  ...    2801       2807      FU
210    210      FU2601  20250828  ...    2791       2798      FU
211    211      FU2602  20250828  ...    2775       2783      FU
212    212      FU2603  20250828  ...    2767       2778      FU
213    213      FU2604  20250828  ...    2761       2770      FU
214    214      FU2605  20250828  ...    2752       2762      FU
215    215      FU2606  20250828  ...    2745       2752      FU
216    216      FU2607  20250828  ...    2722       2732      FU
217    217      FU2608  20250828  ...    2707       2709      FU
218    218      BU2509  20250828  ...    3518       3500      BU
219    219      BU2510  20250828  ...    3501       3485      BU
220    220      BU2511  20250828  ...    3467       3454      BU
221    221      BU2512  20250828  ...    3416       3408      BU
222    222      BU2601  20250828  ...    3382       3375      BU
223    223      BU2602  20250828  ...    3384       3373      BU
224    224      BU2603  20250828  ...    3383       3373      BU
225    225      BU2604  20250828  ...    3378       3371      BU
226    226      BU2605  20250828  ...    3367       3361      BU
227    227      BU2606  20250828  ...    3368       3352      BU
228    228      BU2607  20250828  ...    3353       3354      BU
229    229      BU2608  20250828  ...    3367       3356      BU
230    230      BU2609  20250828  ...    3342       3346      BU
231    231      BU2612  20250828  ...    3295       3291      BU
232    232      BU2703  20250828  ...    3300       3300      BU
233    233      BU2706  20250828  ...    3309       3309      BU
234    234      BR2509  20250828  ...   11830      11850      BR
235    235      BR2510  20250828  ...   11890      11860      BR
236    236      BR2511  20250828  ...   11855      11840      BR
237    237      BR2512  20250828  ...   11825      11845      BR
238    238      BR2601  20250828  ...   11860      11825      BR
239    239      BR2602  20250828  ...   11935      11785      BR
240    240      BR2603  20250828  ...   11840      11775      BR
241    241      BR2604  20250828  ...   11900      11795      BR
242    242      BR2605  20250828  ...   11945      11915      BR
243    243      BR2606  20250828  ...   11985      12025      BR
244    244      BR2607  20250828  ...   12170      12100      BR
245    245      BR2608  20250828  ...   11980      11975      BR
246    246      RU2509  20250828  ...   14915      14915      RU
247    247      RU2510  20250828  ...   14915      14880      RU
248    248      RU2511  20250828  ...   14885      14900      RU
249    249      RU2601  20250828  ...   15880      15900      RU
250    250      RU2603  20250828  ...   15895      15900      RU
251    251      RU2604  20250828  ...   15915      15915      RU
252    252      RU2605  20250828  ...   15965      15975      RU
253    253      RU2606  20250828  ...   16025      16025      RU
254    254      RU2607  20250828  ...   16045      16000      RU
255    255      RU2608  20250828  ...   16095      15960      RU
256    256      NR2509  20250828  ...   12645      12695      NR
257    257      NR2510  20250828  ...   12725      12780      NR
258    258      NR2511  20250828  ...   12770      12800      NR
259    259      NR2512  20250828  ...   12790      12830      NR
260    260      NR2601  20250828  ...   12810      12835      NR
261    261      NR2602  20250828  ...   12830      12860      NR
262    262      NR2603  20250828  ...   12900      12860      NR
263    263      NR2604  20250828  ...   12980      12965      NR
264    264      NR2605  20250828  ...   12985      13015      NR
265    265      NR2606  20250828  ...   12980      12965      NR
266    266      NR2607  20250828  ...   12980      12975      NR
267    267      NR2608  20250828  ...   12960      13000      NR
268    268      SP2509  20250828  ...    4930       4984      SP
269    269      SP2510  20250828  ...    4966       5024      SP
270    270      SP2511  20250828  ...    4980       5034      SP
271    271      SP2512  20250828  ...    4998       5054      SP
272    272      SP2601  20250828  ...    5272       5316      SP
273    273      SP2602  20250828  ...    5256       5296      SP
274    274      SP2603  20250828  ...    5288       5316      SP
275    275      SP2604  20250828  ...    5302       5326      SP
276    276      SP2605  20250828  ...    5306       5330      SP
277    277      SP2606  20250828  ...    5310       5330      SP
278    278      SP2607  20250828  ...    5314       5344      SP
279    279      SP2608  20250828  ...    5334       5358      SP
280    280      EC2510  20250828  ...  1288.7       1329      EC
281    281      EC2512  20250828  ...  1580.5     1633.9      EC
282    282      EC2602  20250828  ...  1412.8     1455.2      EC
283    283      EC2604  20250828  ...  1226.1     1254.7      EC
284    284      EC2606  20250828  ...  1389.5       1418      EC
285    285      EC2608  20250828  ...  1578.5     1613.6      EC
286    286  SC_TAS2510  20250828  ...                     SC_TAS
287    287  SC_TAS2511  20250828  ...                     SC_TAS
288    288  SC_TAS2512  20250828  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 18:25:48,410 - future_1d - INFO - ak.get_shfe_daily('2025-08-28') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250828  48800.0  ...  49140.0     50050.0       PS
1   PS2510  20250828  48405.0  ...  49105.0     49980.0       PS
2   PS2511  20250828  49220.0  ...  48960.0     49715.0       PS
3   PS2512  20250828  51100.0  ...  51510.0     52155.0       PS
4   PS2601  20250828  51290.0  ...  51590.0     52280.0       PS
5   PS2602  20250828  51600.0  ...  51675.0     52570.0       PS
6   PS2603  20250828  51810.0  ...  51790.0     52555.0       PS
7   PS2604  20250828  51930.0  ...  52060.0     52860.0       PS
8   PS2605  20250828  51895.0  ...  52025.0     52810.0       PS
9   PS2606  20250828  54400.0  ...  54580.0     55380.0       PS
10  PS2607  20250828  54650.0  ...  54715.0     55400.0       PS
11  PS2608  20250828  54850.0  ...  54700.0     55415.0       PS
13  SI2509  20250828   8420.0  ...   8445.0      8505.0       SI
14  SI2510  20250828   8500.0  ...   8490.0      8530.0       SI
15  SI2511  20250828   8530.0  ...   8500.0      8540.0       SI
16  SI2512  20250828   8830.0  ...   8875.0      8900.0       SI
17  SI2601  20250828   8880.0  ...   8850.0      8885.0       SI
18  SI2602  20250828   8855.0  ...   8845.0      8870.0       SI
19  SI2603  20250828   8825.0  ...   8870.0      8905.0       SI
20  SI2604  20250828   8830.0  ...   8880.0      8915.0       SI
21  SI2605  20250828   8850.0  ...   8865.0      8915.0       SI
22  SI2606  20250828   8870.0  ...   8845.0      8935.0       SI
23  SI2607  20250828   8850.0  ...   8855.0      8930.0       SI
24  SI2608  20250828   8835.0  ...   8840.0      8915.0       SI
27  LC2509  20250828  78600.0  ...  77120.0     79880.0       LC
28  LC2510  20250828  78600.0  ...  77040.0     80140.0       LC
29  LC2511  20250828  77800.0  ...  76880.0     80000.0       LC
30  LC2512  20250828  77480.0  ...  76420.0     79540.0       LC
31  LC2601  20250828  77100.0  ...  76140.0     79320.0       LC
32  LC2602  20250828  78000.0  ...  75700.0     78780.0       LC
33  LC2603  20250828  77660.0  ...  75520.0     78500.0       LC
34  LC2604  20250828  76820.0  ...  75480.0     78360.0       LC
35  LC2605  20250828  77300.0  ...  75340.0     78160.0       LC
36  LC2606  20250828  76300.0  ...  75080.0     77840.0       LC
37  LC2607  20250828  77000.0  ...  75020.0     77780.0       LC
38  LC2608  20250828  76680.0  ...  75280.0     78180.0       LC

[36 rows x 12 columns]
2025-09-03 18:25:48,581 - future_1d - INFO - ak.get_gfex_daily('2025-08-28') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250828  6850.000  ...  6920.400    6897.600       IC
1   IC2510  20250828  6796.000  ...  6883.200    6854.000       IC
2   IC2512  20250828  6699.400  ...  6778.800    6768.600       IC
3   IC2603  20250828  6584.600  ...  6644.400    6634.800       IC
4   IF2509  20250828  4383.200  ...  4436.600    4416.000       IF
5   IF2510  20250828  4375.000  ...  4428.800    4410.600       IF
6   IF2512  20250828  4363.800  ...  4417.600    4397.000       IF
7   IF2603  20250828  4340.000  ...  4398.000    4375.600       IF
8   IH2509  20250828  2922.000  ...  2945.000    2937.200       IH
9   IH2510  20250828  2921.000  ...  2943.800    2936.600       IH
10  IH2512  20250828  2925.000  ...  2946.800    2941.000       IH
11  IH2603  20250828  2928.800  ...  2950.600    2944.000       IH
12  IM2509  20250828  7310.000  ...  7322.400    7356.200       IM
13  IM2510  20250828  7235.000  ...  7268.800    7296.400       IM
14  IM2512  20250828  7119.600  ...  7149.400    7192.000       IM
15  IM2603  20250828  6962.000  ...  6982.000    7030.000       IM
16   T2509  20250828   108.130  ...   108.035     108.180        T
17   T2512  20250828   107.960  ...   107.805     108.005        T
18   T2603  20250828   107.720  ...   107.570     107.755        T
19  TF2509  20250828   105.610  ...   105.610     105.645       TF
20  TF2512  20250828   105.570  ...   105.470     105.560       TF
21  TF2603  20250828   105.475  ...   105.380     105.450       TF
22  TL2509  20250828   117.670  ...   117.010     117.740       TL
23  TL2512  20250828   117.320  ...   116.540     117.300       TL
24  TL2603  20250828   116.990  ...   116.190     116.940       TL
25  TS2509  20250828   102.340  ...   102.314     102.332       TS
26  TS2512  20250828   102.412  ...   102.374     102.396       TS
27  TS2603  20250828   102.348  ...   102.328     102.342       TS

[28 rows x 12 columns]
2025-09-03 18:25:48,921 - future_1d - INFO - ak.get_cffex_daily('2025-08-28') done
        symbol      date   open    high  ...    turnover  settle pre_settle variety
0       SC2509  20250828  473.2   476.1  ...     9461.74     473      479.4      SC
1       SC2510  20250828  482.5   483.6  ...  4493574.92   481.1      486.4      SC
2       SC2511  20250828  483.5   485.5  ...   615995.55   482.7      485.7      SC
3       SC2512  20250828  483.2   485.8  ...   199000.19   483.1      484.4      SC
4       SC2601  20250828  483.5   485.7  ...    41019.72   483.1      483.2      SC
5       SC2602  20250828  483.1   484.5  ...     4148.52   482.3      482.2      SC
6       SC2603  20250828  482.2     483  ...      2934.7     481      480.7      SC
7       SC2604  20250828    481   481.2  ...      816.54   480.3      479.2      SC
8       SC2605  20250828  480.1   480.6  ...     1676.83     479      478.7      SC
9       SC2606  20250828  479.1   479.7  ...     3011.88     478      478.4      SC
10      SC2607  20250828                 ...           0   477.5      477.5      SC
11      SC2608  20250828  478.5   478.5  ...       47.85   478.5      476.7      SC
12      SC2609  20250828  476.9   477.5  ...      285.67   476.1      476.9      SC
13      SC2612  20250828  481.2   481.2  ...       48.12   481.2        479      SC
14      SC2703  20250828                 ...           0   477.3      477.3      SC
15      SC2706  20250828    473     473  ...        47.3     473      476.9      SC
16      SC2709  20250828  473.7   473.7  ...       94.57   472.8      472.1      SC
17      SC2712  20250828  471.3   471.3  ...       47.13   471.3        473      SC
18      SC2803  20250828                 ...           0     471      471.9      SC
19      SC2806  20250828    468   471.9  ...      281.22   468.7      467.6      SC
21      LU2509  20250828   3265    3420  ...      62.941    3312       3478      LU
22      LU2510  20250828   3495    3520  ...   30440.267    3495       3487      LU
23      LU2511  20250828   3503    3523  ...  310121.016    3501       3489      LU
24      LU2512  20250828   3479    3503  ...  103646.401    3484       3470      LU
25      LU2601  20250828   3455    3486  ...   11217.641    3466       3449      LU
26      LU2602  20250828   3437    3462  ...    2036.327    3445       3441      LU
27      LU2603  20250828   3440    3443  ...      24.076    3439       3421      LU
28      LU2604  20250828                 ...           0    3415       3415      LU
29      LU2605  20250828   3416    3416  ...      20.474    3412       3401      LU
30      LU2606  20250828   3424    3424  ...       3.424    3424       3423      LU
31      LU2607  20250828   3415    3428  ...       37.59    3417       3406      LU
32      LU2608  20250828   3407    3408  ...      10.223    3407       3403      LU
34      NR2509  20250828  12495   12770  ...   14431.115   12645      12695      NR
35      NR2510  20250828  12650   12845  ...  1131415.99   12725      12780      NR
36      NR2511  20250828  12680   12880  ...  519564.015   12770      12800      NR
37      NR2512  20250828  12770   12900  ...   158489.52   12790      12830      NR
38      NR2601  20250828  12740   12925  ...   97159.585   12810      12835      NR
39      NR2602  20250828  12765   12925  ...    2862.155   12830      12860      NR
40      NR2603  20250828  12855   12970  ...       464.5   12900      12860      NR
41      NR2604  20250828  12895   13010  ...      194.77   12980      12965      NR
42      NR2605  20250828  12925   13005  ...     272.715   12985      13015      NR
43      NR2606  20250828  12985   12990  ...       77.88   12980      12965      NR
44      NR2607  20250828  12970   12985  ...       38.94   12980      12975      NR
45      NR2608  20250828  12965   12965  ...      64.805   12960      13000      NR
47      BC2509  20250828  69970   71120  ...    90479.34   69840      70410      BC
48      BC2510  20250828  70070   70120  ...  105449.515   69940      70470      BC
49      BC2511  20250828  69230   70140  ...     5003.47   69970      70390      BC
50      BC2512  20250828                 ...           0   70180      70180      BC
51      BC2601  20250828                 ...           0   70100      70100      BC
52      BC2602  20250828                 ...           0   70100      70100      BC
53      BC2603  20250828                 ...           0   70100      70100      BC
54      BC2604  20250828                 ...           0   70100      70100      BC
55      BC2605  20250828  70170   70170  ...      35.085   70170      70490      BC
56      BC2606  20250828                 ...           0   69790      69790      BC
57      BC2607  20250828                 ...           0   69370      69370      BC
58      BC2608  20250828                 ...           0   69370      69370      BC
60      EC2510  20250828   1315  1319.2  ...  163221.281  1288.7       1329      EC
61      EC2512  20250828   1613  1614.2  ...  63291.8475  1580.5     1633.9      EC
62      EC2602  20250828   1440  1445.2  ...    8992.878  1412.8     1455.2      EC
63      EC2604  20250828   1246  1248.2  ...  11102.7865  1226.1     1254.7      EC
64      EC2606  20250828   1405  1406.8  ...   1347.9065  1389.5       1418      EC
65      EC2608  20250828   1610    1610  ...      820.86  1578.5     1613.6      EC
68  SC_TAS2510  20250828                 ...                                 SC_TAS
69  SC_TAS2511  20250828                 ...                                 SC_TAS
70  SC_TAS2512  20250828                 ...                                 SC_TAS

[65 rows x 12 columns]
2025-09-03 18:25:49,009 - future_1d - INFO - ak.get_ine_daily('2025-08-28') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250828   8278.0   8470.0  ...   993099.41   8377.0      8249.0       AP
1    AP511  20250828   8069.0   8250.0  ...     8199.68   8165.0      8019.0       AP
2    AP512  20250828   8102.0   8251.0  ...     1095.34   8174.0      8052.0       AP
3    AP601  20250828   8144.0   8340.0  ...   267304.83   8250.0      8106.0       AP
4    AP603  20250828   8023.0   8209.0  ...      576.34   8118.0      8029.0       AP
5    AP604  20250828   8032.0   8199.0  ...      316.92   8126.0      8028.0       AP
6    AP605  20250828   8083.0   8267.0  ...     2184.21   8181.0      8087.0       AP
7    CF509  20250828  13750.0  13780.0  ...   116047.53  13730.0     13775.0       CF
8    CF511  20250828  13985.0  14040.0  ...   304487.79  13985.0     14015.0       CF
9    CF601  20250828  14080.0  14125.0  ...  1538041.26  14070.0     14095.0       CF
10   CF603  20250828  14040.0  14080.0  ...     2021.45  14040.0     14060.0       CF
11   CF605  20250828  14055.0  14065.0  ...    66307.21  14025.0     14050.0       CF
12   CF607  20250828  14035.0  14065.0  ...      470.00  14030.0     14060.0       CF
13   CJ509  20250828  10075.0  10220.0  ...    10053.41  10105.0     10075.0       CJ
14   CJ512  20250828  11220.0  11415.0  ...    14501.26  11290.0     11280.0       CJ
15   CJ601  20250828  11345.0  11545.0  ...   983876.60  11405.0     11385.0       CJ
16   CJ603  20250828  11390.0  11570.0  ...     9330.03  11435.0     11420.0       CJ
17   CJ605  20250828  11500.0  11695.0  ...   127586.29  11560.0     11545.0       CJ
18   CJ607  20250828  11665.0  11835.0  ...     1528.72  11715.0     11695.0       CJ
19   CY509  20250828  20285.0  20285.0  ...      940.45  20225.0     20295.0       CY
20   CY510  20250828      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250828  20050.0  20150.0  ...    65308.73  20090.0     20120.0       CY
22   CY512  20250828      0.0      0.0  ...        0.00  19905.0     19905.0       CY
23   CY601  20250828  20025.0  20145.0  ...     1415.53  20080.0     20100.0       CY
24   CY602  20250828      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250828      0.0      0.0  ...        0.00  20285.0     20295.0       CY
26   CY604  20250828      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250828  20350.0  20350.0  ...       30.49  20325.0     20395.0       CY
28   CY606  20250828      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250828      0.0      0.0  ...        0.00  20205.0     20205.0       CY
30   CY608  20250828      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250828    987.0    987.0  ...   255744.95    973.0       988.0       FG
32   FG510  20250828   1084.0   1085.0  ...   129715.02   1066.0      1087.0       FG
33   FG511  20250828   1079.0   1079.0  ...   165730.63   1064.0      1080.0       FG
34   FG512  20250828   1179.0   1181.0  ...    70141.45   1166.0      1183.0       FG
35   FG601  20250828   1177.0   1178.0  ...  3878574.26   1163.0      1178.0       FG
36   FG602  20250828   1227.0   1227.0  ...     1658.85   1216.0      1229.0       FG
37   FG603  20250828   1226.0   1227.0  ...     1265.53   1215.0      1231.0       FG
38   FG604  20250828   1268.0   1272.0  ...      614.65   1260.0      1277.0       FG
39   FG605  20250828   1267.0   1268.0  ...    72337.13   1256.0      1269.0       FG
40   FG606  20250828   1298.0   1298.0  ...      781.65   1286.0      1299.0       FG
41   FG607  20250828   1290.0   1290.0  ...     1448.25   1277.0      1291.0       FG
42   FG608  20250828   1312.0   1314.0  ...      683.87   1305.0      1316.0       FG
43   JR509  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250828      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250828      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250828   2245.0   2255.0  ...    54449.72   2232.0      2262.0       MA
53   MA510  20250828   2286.0   2298.0  ...   100118.61   2275.0      2298.0       MA
54   MA511  20250828   2302.0   2314.0  ...   162019.65   2298.0      2320.0       MA
55   MA512  20250828   2354.0   2358.0  ...    39618.12   2345.0      2363.0       MA
56   MA601  20250828   2372.0   2381.0  ...  1092162.81   2368.0      2383.0       MA
57   MA602  20250828   2375.0   2396.0  ...      164.38   2382.0      2395.0       MA
58   MA603  20250828   2378.0   2395.0  ...      150.33   2386.0      2392.0       MA
59   MA604  20250828   2374.0   2394.0  ...       26.19   2381.0      2388.0       MA
60   MA605  20250828   2364.0   2385.0  ...    66584.84   2371.0      2373.0       MA
61   MA606  20250828   2372.0   2392.0  ...       28.53   2377.0      2380.0       MA
62   MA607  20250828   2370.0   2384.0  ...      144.48   2369.0      2379.0       MA
63   MA608  20250828   2366.0   2381.0  ...       11.85   2371.0      2380.0       MA
64   OI509  20250828   9980.0   9988.0  ...    59990.21   9954.0      9952.0       OI
65   OI511  20250828   9934.0   9953.0  ...   554673.48   9907.0      9919.0       OI
66   OI601  20250828   9855.0   9860.0  ...  2896654.30   9811.0      9840.0       OI
67   OI603  20250828   9765.0   9770.0  ...     9187.84   9733.0      9760.0       OI
68   OI605  20250828   9683.0   9686.0  ...    86385.18   9637.0      9676.0       OI
69   OI607  20250828   9635.0   9650.0  ...      317.77   9629.0      9638.0       OI
70   PF509  20250828   6460.0   6480.0  ...      787.15   6452.0      6482.0       PF
71   PF510  20250828   6578.0   6590.0  ...   560925.19   6530.0      6610.0       PF
72   PF511  20250828   6548.0   6564.0  ...   351776.65   6510.0      6586.0       PF
73   PF512  20250828   6534.0   6548.0  ...    72094.10   6498.0      6574.0       PF
74   PF601  20250828   6544.0   6550.0  ...    13664.00   6514.0      6566.0       PF
75   PF602  20250828   6520.0   6520.0  ...       61.92   6518.0      6580.0       PF
76   PF603  20250828   6554.0   6554.0  ...       22.86   6532.0      6590.0       PF
77   PF604  20250828   6572.0   6572.0  ...       19.66   6554.0      6624.0       PF
78   PF605  20250828   6594.0   6598.0  ...       49.33   6578.0      6632.0       PF
79   PF606  20250828   6586.0   6610.0  ...       16.49   6594.0      6642.0       PF
80   PF607  20250828   6588.0   6600.0  ...       26.36   6590.0      6638.0       PF
81   PF608  20250828   6582.0   6614.0  ...        6.60   6598.0      6640.0       PF
82   PK510  20250828   8040.0   8064.0  ...    63309.74   8036.0      8054.0       PK
83   PK511  20250828   7800.0   7824.0  ...   219079.87   7804.0      7810.0       PK
84   PK512  20250828   7810.0   7828.0  ...    53124.89   7810.0      7824.0       PK
85   PK601  20250828   7866.0   7882.0  ...    25513.77   7866.0      7882.0       PK
86   PK603  20250828   7876.0   7884.0  ...       78.72   7872.0      7876.0       PK
87   PK604  20250828   7870.0   7886.0  ...       66.91   7872.0      7892.0       PK
88   PK605  20250828   7880.0   7900.0  ...     4285.93   7880.0      7896.0       PK
89   PL601  20250828   6451.0   6461.0  ...    13730.59   6440.0      6460.0       PL
90   PL602  20250828   6458.0   6485.0  ...       51.71   6464.0      6490.0       PL
91   PL603  20250828   6448.0   6460.0  ...       64.58   6458.0      6482.0       PL
92   PL604  20250828      0.0      0.0  ...        0.00   6473.0      6473.0       PL
93   PL605  20250828   6376.0   6376.0  ...       50.91   6364.0      6372.0       PL
94   PL606  20250828   6421.0   6421.0  ...       12.84   6421.0      6470.0       PL
95   PL607  20250828   6466.0   6466.0  ...       12.93   6466.0      6494.0       PL
96   PL608  20250828      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250828      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250828   5842.0   5842.0  ...     3204.63   5806.0      5850.0       PR
104  PR510  20250828   5996.0   5998.0  ...   145380.93   5962.0      6020.0       PR
105  PR511  20250828   6006.0   6010.0  ...   833116.06   5968.0      6028.0       PR
106  PR512  20250828   5990.0   6012.0  ...   565725.24   5972.0      6032.0       PR
107  PR601  20250828   6010.0   6010.0  ...    12173.85   5982.0      6028.0       PR
108  PR602  20250828      0.0      0.0  ...        0.00   6028.0      6048.0       PR
109  PR603  20250828      0.0      0.0  ...        0.00   6032.0      6034.0       PR
110  PR604  20250828   6014.0   6014.0  ...        9.02   6014.0      6056.0       PR
111  PR605  20250828   6022.0   6022.0  ...        9.03   6022.0      6058.0       PR
112  PR606  20250828      0.0      0.0  ...        0.00   6050.0      6060.0       PR
113  PR607  20250828      0.0      0.0  ...        0.00   6052.0      6082.0       PR
114  PR608  20250828      0.0      0.0  ...        0.00   6060.0      6080.0       PR
115  PX509  20250828   6962.0   6962.0  ...     3601.09   6886.0      6980.0       PX
116  PX510  20250828   6980.0   6992.0  ...   546039.99   6900.0      7022.0       PX
117  PX511  20250828   6948.0   6970.0  ...  1172252.84   6890.0      7010.0       PX
118  PX512  20250828   6898.0   6916.0  ...   111346.47   6850.0      6942.0       PX
119  PX601  20250828   6872.0   6886.0  ...   118633.50   6832.0      6916.0       PX
120  PX602  20250828   6850.0   6850.0  ...       37.40   6800.0      6912.0       PX
121  PX603  20250828   6786.0   6822.0  ...       23.75   6786.0      6928.0       PX
122  PX604  20250828      0.0      0.0  ...        0.00   6836.0      6852.0       PX
123  PX605  20250828   6854.0   6854.0  ...     1056.40   6816.0      6882.0       PX
124  PX606  20250828   6790.0   6824.0  ...       30.63   6808.0      6842.0       PX
125  PX607  20250828   6800.0   6804.0  ...       10.20   6802.0      6858.0       PX
126  PX608  20250828   6826.0   6826.0  ...       10.24   6826.0      6810.0       PX
127  RI509  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250828      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250828   2568.0   2588.0  ...    31965.21   2561.0      2574.0       RM
134  RM511  20250828   2526.0   2549.0  ...    47449.51   2510.0      2531.0       RM
135  RM601  20250828   2498.0   2516.0  ...  1246566.07   2478.0      2501.0       RM
136  RM603  20250828   2438.0   2450.0  ...    31552.54   2409.0      2437.0       RM
137  RM605  20250828   2444.0   2456.0  ...   195183.89   2419.0      2449.0       RM
138  RM607  20250828   2426.0   2434.0  ...    20387.69   2404.0      2431.0       RM
139  RM608  20250828   2494.0   2500.0  ...      304.21   2473.0      2500.0       RM
140  RS509  20250828   4805.0   4805.0  ...       86.03   4779.0      4844.0       RS
141  RS511  20250828   5054.0   5316.0  ...       30.67   5111.0      5181.0       RS
142  RS607  20250828   5580.0   5620.0  ...      150.21   5563.0      5613.0       RS
143  RS608  20250828      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250828   1192.0   1196.0  ...   154513.90   1184.0      1198.0       SA
145  SA510  20250828   1238.0   1241.0  ...   203993.46   1224.0      1245.0       SA
146  SA511  20250828   1242.0   1246.0  ...   370106.88   1231.0      1249.0       SA
147  SA512  20250828   1301.0   1304.0  ...   137015.27   1290.0      1307.0       SA
148  SA601  20250828   1308.0   1312.0  ...  3849328.94   1297.0      1314.0       SA
149  SA602  20250828   1331.0   1336.0  ...     5987.87   1322.0      1336.0       SA
150  SA603  20250828   1334.0   1342.0  ...    10425.69   1329.0      1339.0       SA
151  SA604  20250828   1372.0   1375.0  ...     1560.23   1361.0      1377.0       SA
152  SA605  20250828   1378.0   1379.0  ...   122431.91   1367.0      1380.0       SA
153  SA606  20250828   1376.0   1385.0  ...     1375.63   1373.0      1387.0       SA
154  SA607  20250828   1383.0   1387.0  ...     1613.31   1377.0      1390.0       SA
155  SA608  20250828   1406.0   1408.0  ...      620.90   1398.0      1405.0       SA
156  SF509  20250828   5430.0   5452.0  ...    14610.32   5426.0      5466.0       SF
157  SF510  20250828   5448.0   5460.0  ...   252249.08   5436.0      5470.0       SF
158  SF511  20250828   5628.0   5646.0  ...   586333.41   5620.0      5658.0       SF
159  SF512  20250828   5596.0   5618.0  ...    41373.94   5592.0      5636.0       SF
160  SF601  20250828   5602.0   5618.0  ...    92584.72   5592.0      5630.0       SF
161  SF602  20250828   5562.0   5576.0  ...      772.87   5560.0      5600.0       SF
162  SF603  20250828   5738.0   5738.0  ...        5.74   5738.0      5786.0       SF
163  SF604  20250828   5722.0   5734.0  ...       34.35   5726.0      5788.0       SF
164  SF605  20250828   5716.0   5742.0  ...     1965.74   5724.0      5762.0       SF
165  SF606  20250828   5674.0   5708.0  ...      170.81   5694.0      5736.0       SF
166  SF607  20250828   5856.0   5860.0  ...      154.94   5848.0      5884.0       SF
167  SF608  20250828   5874.0   5874.0  ...       14.62   5850.0      5854.0       SF
168  SH509  20250828   2540.0   2550.0  ...    19038.43   2540.0      2551.0       SH
169  SH510  20250828   2659.0   2670.0  ...   339348.22   2650.0      2661.0       SH
170  SH511  20250828   2677.0   2694.0  ...   740945.66   2670.0      2679.0       SH
171  SH512  20250828   2704.0   2713.0  ...   181521.77   2696.0      2707.0       SH
172  SH601  20250828   2702.0   2705.0  ...  2946594.18   2686.0      2702.0       SH
173  SH602  20250828   2708.0   2711.0  ...     4145.45   2699.0      2717.0       SH
174  SH603  20250828   2723.0   2724.0  ...     2942.80   2710.0      2728.0       SH
175  SH604  20250828   2759.0   2769.0  ...      637.53   2760.0      2772.0       SH
176  SH605  20250828   2781.0   2788.0  ...    58541.95   2776.0      2788.0       SH
177  SH606  20250828   2780.0   2792.0  ...      358.81   2781.0      2791.0       SH
178  SH607  20250828   2760.0   2777.0  ...      240.77   2767.0      2770.0       SH
179  SH608  20250828   2762.0   2778.0  ...      290.67   2768.0      2773.0       SH
180  SM509  20250828   5718.0   5738.0  ...    47984.58   5718.0      5756.0       SM
181  SM510  20250828   5744.0   5752.0  ...   105056.58   5732.0      5770.0       SM
182  SM511  20250828   5808.0   5830.0  ...   191992.20   5810.0      5844.0       SM
183  SM512  20250828   5816.0   5836.0  ...    31176.36   5818.0      5852.0       SM
184  SM601  20250828   5820.0   5844.0  ...   404244.88   5818.0      5856.0       SM
185  SM602  20250828   5820.0   5854.0  ...      285.77   5832.0      5876.0       SM
186  SM603  20250828   5832.0   5864.0  ...      111.03   5844.0      5896.0       SM
187  SM604  20250828      0.0      0.0  ...        0.00   5884.0      5892.0       SM
188  SM605  20250828   5880.0   5888.0  ...     5354.72   5866.0      5904.0       SM
189  SM606  20250828   5862.0   5886.0  ...       93.86   5866.0      5902.0       SM
190  SM607  20250828   5874.0   5902.0  ...      138.02   5874.0      5922.0       SM
191  SM608  20250828   5888.0   5906.0  ...       41.23   5890.0      5932.0       SM
192  SR509  20250828   5633.0   5633.0  ...    12995.82   5621.0      5647.0       SR
193  SR511  20250828   5602.0   5609.0  ...   181510.14   5585.0      5611.0       SR
194  SR601  20250828   5623.0   5629.0  ...   820587.96   5601.0      5625.0       SR
195  SR603  20250828   5600.0   5604.0  ...     2689.49   5580.0      5605.0       SR
196  SR605  20250828   5592.0   5593.0  ...    49361.69   5563.0      5593.0       SR
197  SR607  20250828   5580.0   5581.0  ...     2067.20   5557.0      5589.0       SR
198  TA509  20250828   4798.0   4798.0  ...   174220.17   4754.0      4816.0       TA
199  TA510  20250828   4820.0   4844.0  ...   290038.36   4790.0      4856.0       TA
200  TA511  20250828   4820.0   4836.0  ...   250995.82   4786.0      4852.0       TA
201  TA512  20250828   4830.0   4840.0  ...    65804.54   4794.0      4856.0       TA
202  TA601  20250828   4830.0   4842.0  ...  1514839.94   4798.0      4854.0       TA
203  TA602  20250828   4822.0   4828.0  ...      144.11   4804.0      4862.0       TA
204  TA603  20250828   4840.0   4840.0  ...      178.25   4818.0      4896.0       TA
205  TA604  20250828   4824.0   4830.0  ...       16.87   4820.0      4896.0       TA
206  TA605  20250828   4866.0   4874.0  ...    27137.09   4832.0      4886.0       TA
207  TA606  20250828   4854.0   4854.0  ...        2.43   4854.0      4892.0       TA
208  TA607  20250828   4866.0   4866.0  ...       26.69   4852.0      4878.0       TA
209  TA608  20250828   4848.0   4848.0  ...        7.27   4844.0      4892.0       TA
210  UR509  20250828   1708.0   1720.0  ...    21250.87   1710.0      1710.0       UR
211  UR510  20250828   1716.0   1733.0  ...    31008.94   1724.0      1719.0       UR
212  UR511  20250828   1740.0   1757.0  ...    38078.11   1749.0      1743.0       UR
213  UR512  20250828   1743.0   1756.0  ...     1743.74   1751.0      1743.0       UR
214  UR601  20250828   1737.0   1762.0  ...   770155.02   1753.0      1745.0       UR
215  UR602  20250828   1738.0   1758.0  ...      410.02   1752.0      1745.0       UR
216  UR603  20250828   1786.0   1796.0  ...      290.46   1793.0      1785.0       UR
217  UR604  20250828   1781.0   1795.0  ...       78.91   1793.0      1785.0       UR
218  UR605  20250828   1777.0   1796.0  ...    25536.34   1790.0      1781.0       UR
219  UR606  20250828   1782.0   1789.0  ...       96.34   1784.0      1773.0       UR
220  UR607  20250828   1790.0   1802.0  ...      186.89   1797.0      1790.0       UR
221  UR608  20250828   1795.0   1801.0  ...      204.75   1796.0      1791.0       UR
222  WH509  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250828      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250828      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:25:49,414 - future_1d - INFO - ak.get_czce_daily('2025-08-28') done
2025-09-03 18:25:51,161 - future_1d - INFO - save future_daily 2025-08-28 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250829   4106.00  ...   4069.00     4087.00        A
1     a2511  20250829   3927.00  ...   3933.00     3933.00        A
2     a2601  20250829   3914.00  ...   3936.00     3934.00        A
3     a2603  20250829   3936.00  ...   3939.00     3940.00        A
4     a2605  20250829   3975.00  ...   3984.00     3982.00        A
5     a2607  20250829   3984.00  ...   3992.00     3990.00        A
6     b2509  20250829   3664.00  ...   3718.00     3664.00        B
7     b2510  20250829   3680.00  ...   3685.00     3680.00        B
8     b2511  20250829   3722.00  ...   3721.00     3725.00        B
9     b2512  20250829   3754.00  ...   3755.00     3762.00        B
10    b2601  20250829   3746.00  ...   3748.00     3752.00        B
11    b2602  20250829   3727.00  ...   3730.00     3734.00        B
12    b2603  20250829   3692.00  ...   3687.00     3699.00        B
13    b2604  20250829   3595.00  ...   3589.00     3603.00        B
14    b2605  20250829   3538.00  ...   3529.00     3545.00        B
15    b2606  20250829   3511.00  ...   3508.00     3524.00        B
16    b2607  20250829   3514.00  ...   3513.00     3530.00        B
17    b2608  20250829   3601.00  ...   3596.00     3612.00        B
18   bb2509  20250829    136.00  ...    136.00      143.15       BB
19   bb2511  20250829    144.70  ...    144.70      144.00       BB
20   bb2601  20250829    146.65  ...    147.20      147.50       BB
21   bb2603  20250829      0.00  ...    147.00      147.25       BB
22   bb2605  20250829      0.00  ...    140.80      141.05       BB
23   bb2607  20250829      0.00  ...    146.55      146.80       BB
24   bz2603  20250829   6120.00  ...   6065.00     6096.00       BZ
25   bz2604  20250829   6035.00  ...   6037.00     6074.00       BZ
26   bz2605  20250829   6077.00  ...   6067.00     6093.00       BZ
27   bz2606  20250829   6039.00  ...   6039.00     6066.00       BZ
28   bz2607  20250829      0.00  ...   6108.00     6166.00       BZ
29   bz2608  20250829   5901.00  ...   5951.00     6175.00       BZ
30    c2509  20250829   2250.00  ...   2233.00     2244.00        C
31    c2511  20250829   2189.00  ...   2187.00     2178.00        C
32    c2601  20250829   2184.00  ...   2181.00     2177.00        C
33    c2603  20250829   2202.00  ...   2198.00     2195.00        C
34    c2605  20250829   2248.00  ...   2247.00     2243.00        C
35    c2607  20250829   2262.00  ...   2260.00     2256.00        C
36   cs2509  20250829   2524.00  ...   2504.00     2528.00       CS
37   cs2511  20250829   2494.00  ...   2492.00     2484.00       CS
38   cs2601  20250829   2526.00  ...   2527.00     2521.00       CS
39   cs2603  20250829   2537.00  ...   2535.00     2531.00       CS
40   cs2605  20250829   2607.00  ...   2605.00     2601.00       CS
41   cs2607  20250829   2607.00  ...   2609.00     2605.00       CS
42   eb2509  20250829   7136.00  ...   7059.00     7109.00       EB
43   eb2510  20250829   7181.00  ...   7117.00     7148.00       EB
44   eb2511  20250829   7193.00  ...   7133.00     7165.00       EB
45   eb2512  20250829   7218.00  ...   7154.00     7190.00       EB
46   eb2601  20250829   7242.00  ...   7187.00     7218.00       EB
47   eb2602  20250829   7266.00  ...   7210.00     7255.00       EB
48   eb2603  20250829   7294.00  ...   7255.00     7299.00       EB
49   eb2604  20250829   7289.00  ...   7276.00     7318.00       EB
50   eb2605  20250829   7307.00  ...   7290.00     7310.00       EB
51   eb2606  20250829      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250829      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250829      0.00  ...   7350.00     7350.00       EB
54   eg2509  20250829   4424.00  ...   4429.00     4429.00       EG
55   eg2510  20250829   4427.00  ...   4439.00     4437.00       EG
56   eg2511  20250829   4458.00  ...   4453.00     4447.00       EG
57   eg2512  20250829   4469.00  ...   4465.00     4463.00       EG
58   eg2601  20250829   4467.00  ...   4470.00     4464.00       EG
59   eg2602  20250829   4476.00  ...   4476.00     4481.00       EG
60   eg2603  20250829      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250829      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250829   4518.00  ...   4507.00     4505.00       EG
63   eg2606  20250829      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250829      0.00  ...   4507.00     4507.00       EG
65   eg2608  20250829      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250829   1319.00  ...   1342.50     1319.00       FB
67   fb2510  20250829   1279.00  ...   1274.50     1274.50       FB
68   fb2511  20250829   1276.50  ...   1275.50     1274.50       FB
69   fb2512  20250829   1274.00  ...   1270.00     1271.50       FB
70   fb2601  20250829   1270.00  ...   1263.00     1272.00       FB
71   fb2602  20250829   1264.00  ...   1253.00     1265.50       FB
72   fb2603  20250829      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250829      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250829      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250829      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250829      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250829      0.00  ...   1302.50     1302.50       FB
78    i2509  20250829    813.00  ...    808.00      801.50        I
79    i2510  20250829    806.00  ...    804.00      797.00        I
80    i2511  20250829    799.50  ...    799.50      794.50        I
81    i2512  20250829    798.50  ...    795.00      789.00        I
82    i2601  20250829    790.00  ...    787.00      781.50        I
83    i2602  20250829    784.50  ...    781.50      774.50        I
84    i2603  20250829    779.00  ...    775.00      770.50        I
85    i2604  20250829    774.00  ...    770.00      765.50        I
86    i2605  20250829    765.00  ...    763.50      758.50        I
87    i2606  20250829    760.50  ...    757.50      752.50        I
88    i2607  20250829    758.00  ...    754.00      750.00        I
89    i2608  20250829    753.50  ...    750.00      746.00        I
90    j2509  20250829   1584.50  ...   1532.00     1584.50        J
91    j2510  20250829   1620.50  ...   1571.00     1612.00        J
92    j2511  20250829   1646.00  ...   1602.00     1633.50        J
93    j2512  20250829   1648.50  ...   1622.50     1642.50        J
94    j2601  20250829   1672.50  ...   1653.00     1657.50        J
95    j2602  20250829   1683.50  ...   1671.00     1674.50        J
96    j2603  20250829   1680.50  ...   1683.00     1689.00        J
97    j2604  20250829   1734.00  ...   1729.50     1752.50        J
98    j2605  20250829   1766.00  ...   1745.00     1743.00        J
99    j2606  20250829   1760.50  ...   1760.00     1779.00        J
100   j2607  20250829      0.00  ...   1770.00     1804.00        J
101   j2608  20250829      0.00  ...   1771.00     1802.50        J
102  jd2509  20250829   2840.00  ...   2850.00     2848.00       JD
103  jd2510  20250829   2929.00  ...   2935.00     2951.00       JD
104  jd2511  20250829   2947.00  ...   2962.00     2981.00       JD
105  jd2512  20250829   3087.00  ...   3122.00     3101.00       JD
106  jd2601  20250829   3300.00  ...   3320.00     3314.00       JD
107  jd2602  20250829   3065.00  ...   3079.00     3075.00       JD
108  jd2603  20250829   3080.00  ...   3092.00     3093.00       JD
109  jd2604  20250829   3245.00  ...   3256.00     3276.00       JD
110  jd2605  20250829   3368.00  ...   3366.00     3390.00       JD
111  jd2606  20250829   3170.00  ...   3178.00     3205.00       JD
112  jd2607  20250829   3345.00  ...   3373.00     3398.00       JD
113  jd2608  20250829   3702.00  ...   3735.00     3804.00       JD
114  jm2509  20250829   1025.00  ...    990.00     1005.50       JM
115  jm2510  20250829   1040.00  ...   1019.50     1028.50       JM
116  jm2511  20250829   1087.50  ...   1070.50     1076.00       JM
117  jm2512  20250829   1140.50  ...   1116.50     1117.00       JM
118  jm2601  20250829   1178.00  ...   1156.50     1152.50       JM
119  jm2602  20250829   1192.50  ...   1172.00     1169.00       JM
120  jm2603  20250829   1206.50  ...   1184.00     1178.50       JM
121  jm2604  20250829   1211.00  ...   1189.50     1189.00       JM
122  jm2605  20250829   1223.50  ...   1199.50     1194.00       JM
123  jm2606  20250829   1228.00  ...   1206.50     1206.50       JM
124  jm2607  20250829   1240.00  ...   1219.00     1209.50       JM
125  jm2608  20250829   1237.00  ...   1225.00     1222.50       JM
126   l2509  20250829   7317.00  ...   7276.00     7303.00        L
127   l2510  20250829   7327.00  ...   7291.00     7322.00        L
128   l2511  20250829   7350.00  ...   7307.00     7338.00        L
129   l2512  20250829   7361.00  ...   7321.00     7350.00        L
130   l2601  20250829   7358.00  ...   7317.00     7352.00        L
131   l2602  20250829   7349.00  ...   7306.00     7345.00        L
132   l2603  20250829   7336.00  ...   7316.00     7351.00        L
133   l2604  20250829   7357.00  ...   7326.00     7379.00        L
134   l2605  20250829   7371.00  ...   7317.00     7354.00        L
135   l2606  20250829   7500.00  ...   7363.00     7354.00        L
136   l2607  20250829   7313.00  ...   7308.00     7365.00        L
137   l2608  20250829   7243.00  ...   7321.00     7408.00        L
138  lg2509  20250829    795.00  ...    783.50      788.50       LG
139  lg2511  20250829    819.00  ...    820.50      815.50       LG
140  lg2601  20250829    836.00  ...    835.50      830.00       LG
141  lg2603  20250829    840.50  ...    839.50      834.00       LG
142  lg2605  20250829    839.50  ...    840.00      833.50       LG
143  lg2607  20250829    839.00  ...    840.00      834.00       LG
144  lh2509  20250829  13310.00  ...  13095.00    13350.00       LH
145  lh2511  20250829  13630.00  ...  13580.00    13635.00       LH
146  lh2601  20250829  13970.00  ...  13910.00    13985.00       LH
147  lh2603  20250829  13160.00  ...  13125.00    13165.00       LH
148  lh2605  20250829  13535.00  ...  13530.00    13560.00       LH
149  lh2607  20250829  14120.00  ...  14115.00    14115.00       LH
150   m2509  20250829   2983.00  ...   3002.00     2992.00        M
151   m2511  20250829   3006.00  ...   3020.00     3012.00        M
152   m2512  20250829   3048.00  ...   3056.00     3054.00        M
153   m2601  20250829   3040.00  ...   3047.00     3046.00        M
154   m2603  20250829   2986.00  ...   2984.00     2992.00        M
155   m2605  20250829   2815.00  ...   2811.00     2821.00        M
156   m2607  20250829   2808.00  ...   2800.00     2815.00        M
157   m2608  20250829   2933.00  ...   2927.00     2945.00        M
158   p2509  20250829   9350.00  ...   9310.00     9388.00        P
159   p2510  20250829   9388.00  ...   9320.00     9466.00        P
160   p2511  20250829   9398.00  ...   9316.00     9454.00        P
161   p2512  20250829   9418.00  ...   9330.00     9466.00        P
162   p2601  20250829   9438.00  ...   9348.00     9476.00        P
163   p2602  20250829   9402.00  ...   9310.00     9410.00        P
164   p2603  20250829   9350.00  ...   9248.00     9370.00        P
165   p2604  20250829   9266.00  ...   9208.00     9304.00        P
166   p2605  20250829   9160.00  ...   9106.00     9214.00        P
167   p2606  20250829   9026.00  ...   9004.00     9116.00        P
168   p2607  20250829   8930.00  ...   8890.00     8980.00        P
169   p2608  20250829   8870.00  ...   8870.00     8900.00        P
170  pg2509  20250829   3813.00  ...   3727.00     3859.00       PG
171  pg2510  20250829   4414.00  ...   4366.00     4422.00       PG
172  pg2511  20250829   4344.00  ...   4289.00     4334.00       PG
173  pg2512  20250829   4284.00  ...   4233.00     4275.00       PG
174  pg2601  20250829   4219.00  ...   4174.00     4218.00       PG
175  pg2602  20250829   4137.00  ...   4110.00     4147.00       PG
176  pg2603  20250829   4044.00  ...   4028.00     4055.00       PG
177  pg2604  20250829   4353.00  ...   4336.00     4358.00       PG
178  pg2605  20250829   4277.00  ...   4242.00     4268.00       PG
179  pg2606  20250829   4209.00  ...   4194.00     4209.00       PG
180  pg2607  20250829   4113.00  ...   4136.00     4126.00       PG
181  pg2608  20250829   4100.00  ...   4090.00     4141.00       PG
182  pp2509  20250829   6957.00  ...   6911.00     6952.00       PP
183  pp2510  20250829   6961.00  ...   6941.00     6959.00       PP
184  pp2511  20250829   6992.00  ...   6962.00     6981.00       PP
185  pp2512  20250829   7011.00  ...   6983.00     7001.00       PP
186  pp2601  20250829   7020.00  ...   6992.00     7013.00       PP
187  pp2602  20250829   7002.00  ...   6969.00     6993.00       PP
188  pp2603  20250829   6980.00  ...   6963.00     6982.00       PP
189  pp2604  20250829   7014.00  ...   6998.00     7001.00       PP
190  pp2605  20250829   7038.00  ...   7011.00     7028.00       PP
191  pp2606  20250829   6999.00  ...   6987.00     7010.00       PP
192  pp2607  20250829   6974.00  ...   6949.00     6983.00       PP
193  pp2608  20250829   6983.00  ...   6969.00     6985.00       PP
194  rr2509  20250829   3560.00  ...   3558.00     3554.00       RR
195  rr2510  20250829   3613.00  ...   3611.00     3610.00       RR
196  rr2511  20250829   3612.00  ...   3612.00     3611.00       RR
197  rr2512  20250829   3606.00  ...   3607.00     3602.00       RR
198  rr2601  20250829   3623.00  ...   3619.00     3619.00       RR
199  rr2602  20250829   3603.00  ...   3609.00     3604.00       RR
200  rr2603  20250829   3596.00  ...   3602.00     3610.00       RR
201  rr2604  20250829      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250829   3595.00  ...   3595.00     3615.00       RR
203  rr2606  20250829      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250829      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250829      0.00  ...   3625.00     3625.00       RR
206   v2509  20250829   4802.00  ...   4748.00     4785.00        V
207   v2510  20250829   4830.00  ...   4796.00     4829.00        V
208   v2511  20250829   4878.00  ...   4831.00     4865.00        V
209   v2512  20250829   4904.00  ...   4872.00     4903.00        V
210   v2601  20250829   4949.00  ...   4909.00     4934.00        V
211   v2602  20250829   4984.00  ...   4949.00     4970.00        V
212   v2603  20250829   5010.00  ...   4973.00     5002.00        V
213   v2604  20250829   5193.00  ...   5175.00     5205.00        V
214   v2605  20250829   5249.00  ...   5206.00     5239.00        V
215   v2606  20250829   5260.00  ...   5239.00     5257.00        V
216   v2607  20250829   5321.00  ...   5271.00     5297.00        V
217   v2608  20250829   5302.00  ...   5292.00     5322.00        V
218   y2509  20250829   8460.00  ...   8414.00     8452.00        Y
219   y2511  20250829   8416.00  ...   8388.00     8418.00        Y
220   y2512  20250829   8438.00  ...   8410.00     8442.00        Y
221   y2601  20250829   8392.00  ...   8358.00     8390.00        Y
222   y2603  20250829   8338.00  ...   8304.00     8342.00        Y
223   y2605  20250829   8116.00  ...   8076.00     8114.00        Y
224   y2607  20250829   8072.00  ...   8036.00     8068.00        Y
225   y2608  20250829   7980.00  ...   7992.00     8038.00        Y

[226 rows x 12 columns]
2025-09-03 18:26:01,433 - future_1d - INFO - ak.get_dce_daily('2025-08-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250829  ...   79200      78880      CU
1        1      CU2510  20250829  ...   79220      78820      CU
2        2      CU2511  20250829  ...   79220      78830      CU
3        3      CU2512  20250829  ...   79160      78800      CU
4        4      CU2601  20250829  ...   79160      78750      CU
5        5      CU2602  20250829  ...   79090      78760      CU
6        6      CU2603  20250829  ...   79070      78750      CU
7        7      CU2604  20250829  ...   79230      78800      CU
8        8      CU2605  20250829  ...   79140      78850      CU
9        9      CU2606  20250829  ...   79240      78870      CU
10      10      CU2607  20250829  ...   79180      78900      CU
11      11      CU2608  20250829  ...   79240      78890      CU
12      12      BC2509  20250829  ...   70040      69840      BC
13      13      BC2510  20250829  ...   70260      69940      BC
14      14      BC2511  20250829  ...   70270      69970      BC
15      15      BC2512  20250829  ...   70180      70180      BC
16      16      BC2601  20250829  ...   69980      70100      BC
17      17      BC2602  20250829  ...   70100      70100      BC
18      18      BC2603  20250829  ...   70100      70100      BC
19      19      BC2604  20250829  ...   69390      70100      BC
20      20      BC2605  20250829  ...   69410      70170      BC
21      21      BC2606  20250829  ...   69790      69790      BC
22      22      BC2607  20250829  ...   69370      69370      BC
23      23      BC2608  20250829  ...   69370      69370      BC
24      24      AL2509  20250829  ...   20740      20730      AL
25      25      AL2510  20250829  ...   20730      20710      AL
26      26      AL2511  20250829  ...   20715      20700      AL
27      27      AL2512  20250829  ...   20695      20670      AL
28      28      AL2601  20250829  ...   20680      20650      AL
29      29      AL2602  20250829  ...   20685      20660      AL
30      30      AL2603  20250829  ...   20710      20680      AL
31      31      AL2604  20250829  ...   20720      20695      AL
32      32      AL2605  20250829  ...   20750      20705      AL
33      33      AL2606  20250829  ...   20755      20725      AL
34      34      AL2607  20250829  ...   20755      20710      AL
35      35      AL2608  20250829  ...   20745      20705      AL
36      36      ZN2509  20250829  ...   22080      22140      ZN
37      37      ZN2510  20250829  ...   22095      22135      ZN
38      38      ZN2511  20250829  ...   22095      22130      ZN
39      39      ZN2512  20250829  ...   22105      22135      ZN
40      40      ZN2601  20250829  ...   22110      22135      ZN
41      41      ZN2602  20250829  ...   22120      22140      ZN
42      42      ZN2603  20250829  ...   22180      22165      ZN
43      43      ZN2604  20250829  ...   22180      22165      ZN
44      44      ZN2605  20250829  ...   22195      22185      ZN
45      45      ZN2606  20250829  ...   22170      22160      ZN
46      46      ZN2607  20250829  ...   22170      22175      ZN
47      47      ZN2608  20250829  ...   22190      22215      ZN
48      48      PB2509  20250829  ...   16810      16855      PB
49      49      PB2510  20250829  ...   16850      16880      PB
50      50      PB2511  20250829  ...   16860      16875      PB
51      51      PB2512  20250829  ...   16875      16880      PB
52      52      PB2601  20250829  ...   16885      16915      PB
53      53      PB2602  20250829  ...   16965      16965      PB
54      54      PB2603  20250829  ...   16950      16995      PB
55      55      PB2604  20250829  ...   16975      16985      PB
56      56      PB2605  20250829  ...   17015      17015      PB
57      57      PB2606  20250829  ...   17105      17055      PB
58      58      PB2607  20250829  ...   17125      17090      PB
59      59      PB2608  20250829  ...   17105      17090      PB
60      60      NI2509  20250829  ...  121010     120550      NI
61      61      NI2510  20250829  ...  121300     120760      NI
62      62      NI2511  20250829  ...  121410     120900      NI
63      63      NI2512  20250829  ...  121570     121100      NI
64      64      NI2601  20250829  ...  121830     121370      NI
65      65      NI2602  20250829  ...  122050     121600      NI
66      66      NI2603  20250829  ...  122310     121860      NI
67      67      NI2604  20250829  ...  122650     122070      NI
68      68      NI2605  20250829  ...  122920     122330      NI
69      69      NI2606  20250829  ...  123120     122710      NI
70      70      NI2607  20250829  ...  123280     122740      NI
71      71      NI2608  20250829  ...  123480     123130      NI
72      72      SN2509  20250829  ...  274520     271850      SN
73      73      SN2510  20250829  ...  275810     272350      SN
74      74      SN2511  20250829  ...  276040     272610      SN
75      75      SN2512  20250829  ...  276090     272570      SN
76      76      SN2601  20250829  ...  275800     272740      SN
77      77      SN2602  20250829  ...  274410     273250      SN
78      78      SN2603  20250829  ...  275990     272980      SN
79      79      SN2604  20250829  ...  274310     273030      SN
80      80      SN2605  20250829  ...  276340     272960      SN
81      81      SN2606  20250829  ...  278230     273980      SN
82      82      SN2607  20250829  ...  276450     273270      SN
83      83      SN2608  20250829  ...  275770     273360      SN
84      84      AO2509  20250829  ...    3006       3032      AO
85      85      AO2510  20250829  ...    3019       3036      AO
86      86      AO2511  20250829  ...    3022       3037      AO
87      87      AO2512  20250829  ...    3025       3044      AO
88      88      AO2601  20250829  ...    3030       3047      AO
89      89      AO2602  20250829  ...    3025       3044      AO
90      90      AO2603  20250829  ...    3025       3046      AO
91      91      AO2604  20250829  ...    3041       3048      AO
92      92      AO2605  20250829  ...    3044       3057      AO
93      93      AO2606  20250829  ...    3048       3057      AO
94      94      AO2607  20250829  ...    3052       3062      AO
95      95      AO2608  20250829  ...    3049       3072      AO
96      96      AD2511  20250829  ...   20320      20290      AD
97      97      AD2512  20250829  ...   20335      20300      AD
98      98      AD2601  20250829  ...   20245      20245      AD
99      99      AD2602  20250829  ...   20210      20210      AD
100    100      AD2603  20250829  ...   20220      20220      AD
101    101      AD2604  20250829  ...   19975      19975      AD
102    102      AD2605  20250829  ...   20095      20160      AD
103    103      AD2606  20250829  ...   19935      19795      AD
104    104      AD2607  20250829  ...   19925      19925      AD
105    105      AD2608  20250829  ...   20315      20315      AD
106    106      AU2509  20250829  ...  783.22     781.74      AU
107    107      AU2510  20250829  ...  784.26     782.74      AU
108    108      AU2511  20250829  ...   785.6      784.6      AU
109    109      AU2512  20250829  ...  786.56     785.06      AU
110    110      AU2602  20250829  ...  788.54     787.04      AU
111    111      AU2604  20250829  ...  790.86     789.22      AU
112    112      AU2606  20250829  ...     793      791.4      AU
113    113      AU2608  20250829  ...  795.26     793.38      AU
114    114      AG2509  20250829  ...    9374       9332      AG
115    115      AG2510  20250829  ...    9385       9321      AG
116    116      AG2511  20250829  ...    9397       9328      AG
117    117      AG2512  20250829  ...    9409       9352      AG
118    118      AG2601  20250829  ...    9417       9352      AG
119    119      AG2602  20250829  ...    9428       9368      AG
120    120      AG2603  20250829  ...    9442       9383      AG
121    121      AG2604  20250829  ...    9460       9397      AG
122    122      AG2605  20250829  ...    9469       9404      AG
123    123      AG2606  20250829  ...    9486       9428      AG
124    124      AG2607  20250829  ...    9497       9456      AG
125    125      AG2608  20250829  ...    9516       9488      AG
126    126      RB2509  20250829  ...    3057       3093      RB
127    127      RB2510  20250829  ...    3107       3116      RB
128    128      RB2511  20250829  ...    3106       3112      RB
129    129      RB2512  20250829  ...    3157       3162      RB
130    130      RB2601  20250829  ...    3175       3182      RB
131    131      RB2602  20250829  ...    3161       3166      RB
132    132      RB2603  20250829  ...    3173       3180      RB
133    133      RB2604  20250829  ...    3199       3199      RB
134    134      RB2605  20250829  ...    3217       3223      RB
135    135      RB2606  20250829  ...    3236       3241      RB
136    136      RB2607  20250829  ...    3246       3243      RB
137    137      RB2608  20250829  ...    3242       3245      RB
138    138      WR2509  20250829  ...    3342       3342      WR
139    139      WR2510  20250829  ...    3316       3335      WR
140    140      WR2511  20250829  ...    3284       3368      WR
141    141      WR2512  20250829  ...    3439       3474      WR
142    142      WR2601  20250829  ...    3380       3380      WR
143    143      WR2602  20250829  ...    3365       3440      WR
144    144      WR2603  20250829  ...    3438       3438      WR
145    145      WR2604  20250829  ...    3455       3455      WR
146    146      WR2605  20250829  ...    3429       3429      WR
147    147      WR2606  20250829  ...    3396       3396      WR
148    148      WR2607  20250829  ...    3449       3460      WR
149    149      WR2608  20250829  ...    3344       3430      WR
150    150      HC2509  20250829  ...    3397       3394      HC
151    151      HC2510  20250829  ...    3366       3362      HC
152    152      HC2511  20250829  ...    3360       3358      HC
153    153      HC2512  20250829  ...    3362       3358      HC
154    154      HC2601  20250829  ...    3356       3353      HC
155    155      HC2602  20250829  ...    3367       3347      HC
156    156      HC2603  20250829  ...    3354       3354      HC
157    157      HC2604  20250829  ...    3369       3355      HC
158    158      HC2605  20250829  ...    3359       3357      HC
159    159      HC2606  20250829  ...    3362       3357      HC
160    160      HC2607  20250829  ...    3363       3360      HC
161    161      HC2608  20250829  ...    3361       3371      HC
162    162      SS2509  20250829  ...   12725      12700      SS
163    163      SS2510  20250829  ...   12805      12795      SS
164    164      SS2511  20250829  ...   12870      12870      SS
165    165      SS2512  20250829  ...   12930      12930      SS
166    166      SS2601  20250829  ...   12990      12975      SS
167    167      SS2602  20250829  ...   13035      13010      SS
168    168      SS2603  20250829  ...   13110      13095      SS
169    169      SS2604  20250829  ...   13175      13140      SS
170    170      SS2605  20250829  ...   13255      13235      SS
171    171      SS2606  20250829  ...   13310      13255      SS
172    172      SS2607  20250829  ...   13330      13325      SS
173    173      SS2608  20250829  ...   13405      13405      SS
174    174      SC2509  20250829  ...   475.8        473      SC
175    175      SC2510  20250829  ...   482.9      481.1      SC
176    176      SC2511  20250829  ...   483.7      482.7      SC
177    177      SC2512  20250829  ...   483.6      483.1      SC
178    178      SC2601  20250829  ...   482.7      483.1      SC
179    179      SC2602  20250829  ...   482.2      482.3      SC
180    180      SC2603  20250829  ...   480.7        481      SC
181    181      SC2604  20250829  ...   478.4      480.3      SC
182    182      SC2605  20250829  ...   478.9        479      SC
183    183      SC2606  20250829  ...   476.9        478      SC
184    184      SC2607  20250829  ...     476      477.5      SC
185    185      SC2608  20250829  ...   476.5      478.5      SC
186    186      SC2609  20250829  ...   476.1      476.1      SC
187    187      SC2612  20250829  ...   480.9      481.2      SC
188    188      SC2703  20250829  ...     477      477.3      SC
189    189      SC2706  20250829  ...   476.4        473      SC
190    190      SC2709  20250829  ...   474.8      472.8      SC
191    191      SC2712  20250829  ...   474.4      471.3      SC
192    192      SC2803  20250829  ...   471.4        471      SC
193    193      SC2806  20250829  ...     469      468.7      SC
194    194      LU2509  20250829  ...    3312       3312      LU
195    195      LU2510  20250829  ...    3483       3495      LU
196    196      LU2511  20250829  ...    3491       3501      LU
197    197      LU2512  20250829  ...    3473       3484      LU
198    198      LU2601  20250829  ...    3454       3466      LU
199    199      LU2602  20250829  ...    3419       3445      LU
200    200      LU2603  20250829  ...    3434       3439      LU
201    201      LU2604  20250829  ...    3415       3415      LU
202    202      LU2605  20250829  ...    3407       3412      LU
203    203      LU2606  20250829  ...    3424       3424      LU
204    204      LU2607  20250829  ...    3412       3417      LU
205    205      LU2608  20250829  ...    3407       3407      LU
206    206      FU2509  20250829  ...    2754       2760      FU
207    207      FU2510  20250829  ...    2825       2826      FU
208    208      FU2511  20250829  ...    2817       2815      FU
209    209      FU2512  20250829  ...    2804       2801      FU
210    210      FU2601  20250829  ...    2797       2791      FU
211    211      FU2602  20250829  ...    2784       2775      FU
212    212      FU2603  20250829  ...    2768       2767      FU
213    213      FU2604  20250829  ...    2768       2761      FU
214    214      FU2605  20250829  ...    2753       2752      FU
215    215      FU2606  20250829  ...    2743       2745      FU
216    216      FU2607  20250829  ...    2728       2722      FU
217    217      FU2608  20250829  ...    2717       2707      FU
218    218      BU2509  20250829  ...    3526       3518      BU
219    219      BU2510  20250829  ...    3505       3501      BU
220    220      BU2511  20250829  ...    3482       3467      BU
221    221      BU2512  20250829  ...    3428       3416      BU
222    222      BU2601  20250829  ...    3392       3382      BU
223    223      BU2602  20250829  ...    3398       3384      BU
224    224      BU2603  20250829  ...    3381       3383      BU
225    225      BU2604  20250829  ...    3400       3378      BU
226    226      BU2605  20250829  ...    3394       3367      BU
227    227      BU2606  20250829  ...    3387       3368      BU
228    228      BU2607  20250829  ...    3379       3353      BU
229    229      BU2608  20250829  ...    3367       3367      BU
230    230      BU2609  20250829  ...    3363       3342      BU
231    231      BU2612  20250829  ...    3322       3295      BU
232    232      BU2703  20250829  ...    3322       3300      BU
233    233      BU2706  20250829  ...    3310       3309      BU
234    234      BR2509  20250829  ...   11845      11830      BR
235    235      BR2510  20250829  ...   11855      11890      BR
236    236      BR2511  20250829  ...   11825      11855      BR
237    237      BR2512  20250829  ...   11810      11825      BR
238    238      BR2601  20250829  ...   11805      11860      BR
239    239      BR2602  20250829  ...   11865      11935      BR
240    240      BR2603  20250829  ...   11855      11840      BR
241    241      BR2604  20250829  ...   11890      11900      BR
242    242      BR2605  20250829  ...   11900      11945      BR
243    243      BR2606  20250829  ...   11870      11985      BR
244    244      BR2607  20250829  ...   12015      12170      BR
245    245      BR2608  20250829  ...   12000      11980      BR
246    246      RU2509  20250829  ...   14870      14915      RU
247    247      RU2510  20250829  ...   14870      14915      RU
248    248      RU2511  20250829  ...   14855      14885      RU
249    249      RU2601  20250829  ...   15830      15880      RU
250    250      RU2603  20250829  ...   15855      15895      RU
251    251      RU2604  20250829  ...   15895      15915      RU
252    252      RU2605  20250829  ...   15915      15965      RU
253    253      RU2606  20250829  ...   16000      16025      RU
254    254      RU2607  20250829  ...   15930      16045      RU
255    255      RU2608  20250829  ...   16095      16095      RU
256    256      NR2509  20250829  ...   12610      12645      NR
257    257      NR2510  20250829  ...   12670      12725      NR
258    258      NR2511  20250829  ...   12705      12770      NR
259    259      NR2512  20250829  ...   12735      12790      NR
260    260      NR2601  20250829  ...   12780      12810      NR
261    261      NR2602  20250829  ...   12765      12830      NR
262    262      NR2603  20250829  ...   12810      12900      NR
263    263      NR2604  20250829  ...   12840      12980      NR
264    264      NR2605  20250829  ...   12860      12985      NR
265    265      NR2606  20250829  ...   12980      12980      NR
266    266      NR2607  20250829  ...   12835      12980      NR
267    267      NR2608  20250829  ...   12890      12960      NR
268    268      SP2509  20250829  ...    4944       4930      SP
269    269      SP2510  20250829  ...    4972       4966      SP
270    270      SP2511  20250829  ...    4994       4980      SP
271    271      SP2512  20250829  ...    5012       4998      SP
272    272      SP2601  20250829  ...    5322       5272      SP
273    273      SP2602  20250829  ...    5312       5256      SP
274    274      SP2603  20250829  ...    5326       5288      SP
275    275      SP2604  20250829  ...    5328       5302      SP
276    276      SP2605  20250829  ...    5346       5306      SP
277    277      SP2606  20250829  ...    5374       5310      SP
278    278      SP2607  20250829  ...    5352       5314      SP
279    279      SP2608  20250829  ...    5358       5334      SP
280    280      EC2510  20250829  ...    1272     1288.7      EC
281    281      EC2512  20250829  ...  1562.6     1580.5      EC
282    282      EC2602  20250829  ...    1406     1412.8      EC
283    283      EC2604  20250829  ...  1210.6     1226.1      EC
284    284      EC2606  20250829  ...  1375.1     1389.5      EC
285    285      EC2608  20250829  ...  1562.7     1578.5      EC
286    287  SC_TAS2510  20250829  ...                     SC_TAS
287    288  SC_TAS2511  20250829  ...                     SC_TAS
288    289  SC_TAS2512  20250829  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-03 18:26:01,539 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250829  49300.0  ...  49520.0     49140.0       PS
1   PS2510  20250829  49770.0  ...  49540.0     49105.0       PS
2   PS2511  20250829  49400.0  ...  49310.0     48960.0       PS
3   PS2512  20250829  52100.0  ...  51880.0     51510.0       PS
4   PS2601  20250829  51875.0  ...  51940.0     51590.0       PS
5   PS2602  20250829  52020.0  ...  52110.0     51675.0       PS
6   PS2603  20250829  51790.0  ...  51900.0     51790.0       PS
7   PS2604  20250829  52405.0  ...  52415.0     52060.0       PS
8   PS2605  20250829  52300.0  ...  52400.0     52025.0       PS
9   PS2606  20250829  54715.0  ...  54890.0     54580.0       PS
10  PS2607  20250829  54760.0  ...  55050.0     54715.0       PS
11  PS2608  20250829  54945.0  ...  55120.0     54700.0       PS
13  SI2509  20250829   8445.0  ...   8365.0      8445.0       SI
14  SI2510  20250829   8490.0  ...   8425.0      8490.0       SI
15  SI2511  20250829   8515.0  ...   8420.0      8500.0       SI
16  SI2512  20250829   8885.0  ...   8790.0      8875.0       SI
17  SI2601  20250829   8855.0  ...   8785.0      8850.0       SI
18  SI2602  20250829   8865.0  ...   8775.0      8845.0       SI
19  SI2603  20250829   8905.0  ...   8790.0      8870.0       SI
20  SI2604  20250829   8835.0  ...   8795.0      8880.0       SI
21  SI2605  20250829   8885.0  ...   8810.0      8865.0       SI
22  SI2606  20250829   8900.0  ...   8815.0      8845.0       SI
23  SI2607  20250829   8910.0  ...   8845.0      8855.0       SI
24  SI2608  20250829   8835.0  ...   8810.0      8840.0       SI
27  LC2509  20250829  77420.0  ...  77620.0     77120.0       LC
28  LC2510  20250829  77940.0  ...  77740.0     77040.0       LC
29  LC2511  20250829  77800.0  ...  77680.0     76880.0       LC
30  LC2512  20250829  77160.0  ...  77320.0     76420.0       LC
31  LC2601  20250829  76860.0  ...  77080.0     76140.0       LC
32  LC2602  20250829  76680.0  ...  76700.0     75700.0       LC
33  LC2603  20250829  75940.0  ...  76260.0     75520.0       LC
34  LC2604  20250829  76580.0  ...  76180.0     75480.0       LC
35  LC2605  20250829  75900.0  ...  76060.0     75340.0       LC
36  LC2606  20250829  75680.0  ...  75820.0     75080.0       LC
37  LC2607  20250829  75680.0  ...  75740.0     75020.0       LC
38  LC2608  20250829  75880.0  ...  76280.0     75280.0       LC

[36 rows x 12 columns]
2025-09-03 18:26:01,872 - future_1d - INFO - ak.get_gfex_daily('2025-08-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250829  6960.000  ...  6983.400    6920.400       IC
1   IC2510  20250829  6934.600  ...  6935.200    6883.200       IC
2   IC2512  20250829  6821.800  ...  6828.400    6778.800       IC
3   IC2603  20250829  6700.000  ...  6682.600    6644.400       IC
4   IF2509  20250829  4452.200  ...  4502.600    4436.600       IF
5   IF2510  20250829  4450.000  ...  4496.600    4428.800       IF
6   IF2512  20250829  4441.000  ...  4481.800    4417.600       IF
7   IF2603  20250829  4414.000  ...  4459.000    4398.000       IF
8   IH2509  20250829  2952.800  ...  2978.600    2945.000       IH
9   IH2510  20250829  2957.800  ...  2974.800    2943.800       IH
10  IH2512  20250829  2955.200  ...  2978.800    2946.800       IH
11  IH2603  20250829  2961.200  ...  2981.200    2950.600       IH
12  IM2509  20250829  7357.800  ...  7353.800    7322.400       IM
13  IM2510  20250829  7314.800  ...  7294.800    7268.800       IM
14  IM2512  20250829  7179.000  ...  7165.600    7149.400       IM
15  IM2603  20250829  7017.000  ...  6986.400    6982.000       IM
16   T2509  20250829   108.050  ...   108.055     108.035        T
17   T2512  20250829   107.795  ...   107.820     107.805        T
18   T2603  20250829   107.560  ...   107.585     107.570        T
19  TF2509  20250829   105.610  ...   105.655     105.610       TF
20  TF2512  20250829   105.460  ...   105.515     105.470       TF
21  TF2603  20250829   105.395  ...   105.410     105.380       TF
22  TL2509  20250829   116.960  ...   117.020     117.010       TL
23  TL2512  20250829   116.480  ...   116.560     116.540       TL
24  TL2603  20250829   116.110  ...   116.230     116.190       TL
25  TS2509  20250829   102.326  ...   102.348     102.314       TS
26  TS2512  20250829   102.374  ...   102.420     102.374       TS
27  TS2603  20250829   102.302  ...   102.354     102.328       TS

[28 rows x 12 columns]
2025-09-03 18:26:02,216 - future_1d - INFO - ak.get_cffex_daily('2025-08-29') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250829   476.7  ...   475.8        473      SC
1       SC2510  20250829   483.4  ...   482.9      481.1      SC
2       SC2511  20250829   484.4  ...   483.7      482.7      SC
3       SC2512  20250829   485.1  ...   483.6      483.1      SC
4       SC2601  20250829   483.6  ...   482.7      483.1      SC
5       SC2602  20250829     483  ...   482.2      482.3      SC
6       SC2603  20250829   480.3  ...   480.7        481      SC
7       SC2604  20250829   479.1  ...   478.4      480.3      SC
8       SC2605  20250829   478.1  ...   478.9        479      SC
9       SC2606  20250829   478.5  ...   476.9        478      SC
10      SC2607  20250829     476  ...     476      477.5      SC
11      SC2608  20250829   477.6  ...   476.5      478.5      SC
12      SC2609  20250829          ...   476.1      476.1      SC
13      SC2612  20250829          ...   480.9      481.2      SC
14      SC2703  20250829   477.6  ...     477      477.3      SC
15      SC2706  20250829   476.5  ...   476.4        473      SC
16      SC2709  20250829     478  ...   474.8      472.8      SC
17      SC2712  20250829   477.7  ...   474.4      471.3      SC
18      SC2803  20250829   471.4  ...   471.4        471      SC
19      SC2806  20250829   467.5  ...     469      468.7      SC
21      LU2509  20250829          ...    3312       3312      LU
22      LU2510  20250829    3500  ...    3483       3495      LU
23      LU2511  20250829    3505  ...    3491       3501      LU
24      LU2512  20250829    3490  ...    3473       3484      LU
25      LU2601  20250829    3471  ...    3454       3466      LU
26      LU2602  20250829    3449  ...    3419       3445      LU
27      LU2603  20250829    3415  ...    3434       3439      LU
28      LU2604  20250829          ...    3415       3415      LU
29      LU2605  20250829    3399  ...    3407       3412      LU
30      LU2606  20250829          ...    3424       3424      LU
31      LU2607  20250829    3406  ...    3412       3417      LU
32      LU2608  20250829          ...    3407       3407      LU
34      NR2509  20250829   12690  ...   12610      12645      NR
35      NR2510  20250829   12770  ...   12670      12725      NR
36      NR2511  20250829   12800  ...   12705      12770      NR
37      NR2512  20250829   12810  ...   12735      12790      NR
38      NR2601  20250829   12830  ...   12780      12810      NR
39      NR2602  20250829   12765  ...   12765      12830      NR
40      NR2603  20250829   12835  ...   12810      12900      NR
41      NR2604  20250829   12845  ...   12840      12980      NR
42      NR2605  20250829   12850  ...   12860      12985      NR
43      NR2606  20250829          ...   12980      12980      NR
44      NR2607  20250829   12835  ...   12835      12980      NR
45      NR2608  20250829   12890  ...   12890      12960      NR
47      BC2509  20250829   69800  ...   70040      69840      BC
48      BC2510  20250829   70160  ...   70260      69940      BC
49      BC2511  20250829   70090  ...   70270      69970      BC
50      BC2512  20250829          ...   70180      70180      BC
51      BC2601  20250829   69980  ...   69980      70100      BC
52      BC2602  20250829          ...   70100      70100      BC
53      BC2603  20250829          ...   70100      70100      BC
54      BC2604  20250829   69390  ...   69390      70100      BC
55      BC2605  20250829   69410  ...   69410      70170      BC
56      BC2606  20250829          ...   69790      69790      BC
57      BC2607  20250829          ...   69370      69370      BC
58      BC2608  20250829          ...   69370      69370      BC
60      EC2510  20250829    1290  ...    1272     1288.7      EC
61      EC2512  20250829  1580.2  ...  1562.6     1580.5      EC
62      EC2602  20250829  1411.5  ...    1406     1412.8      EC
63      EC2604  20250829  1215.1  ...  1210.6     1226.1      EC
64      EC2606  20250829  1372.9  ...  1375.1     1389.5      EC
65      EC2608  20250829  1577.1  ...  1562.7     1578.5      EC
68  SC_TAS2510  20250829          ...                     SC_TAS
69  SC_TAS2511  20250829          ...                     SC_TAS
70  SC_TAS2512  20250829          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-03 18:26:02,332 - future_1d - INFO - ak.get_ine_daily('2025-08-29') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250829   8402.0   8409.0  ...   628977.30   8360.0      8377.0       AP
1    AP511  20250829   8165.0   8193.0  ...     5890.68   8144.0      8165.0       AP
2    AP512  20250829   8215.0   8222.0  ...      393.40   8196.0      8174.0       AP
3    AP601  20250829   8281.0   8300.0  ...   248831.67   8258.0      8250.0       AP
4    AP603  20250829   8161.0   8179.0  ...      154.70   8142.0      8118.0       AP
5    AP604  20250829   8142.0   8142.0  ...       48.73   8122.0      8126.0       AP
6    AP605  20250829   8215.0   8240.0  ...     1420.12   8209.0      8181.0       AP
7    CF509  20250829  13710.0  13875.0  ...   152624.45  13795.0     13730.0       CF
8    CF511  20250829  14020.0  14205.0  ...   646629.84  14105.0     13985.0       CF
9    CF601  20250829  14095.0  14340.0  ...  3868320.37  14260.0     14070.0       CF
10   CF603  20250829  14055.0  14290.0  ...     7545.32  14225.0     14040.0       CF
11   CF605  20250829  14045.0  14280.0  ...   182765.20  14205.0     14025.0       CF
12   CF607  20250829  14050.0  14265.0  ...     1775.95  14210.0     14030.0       CF
13   CJ509  20250829  10125.0  10465.0  ...     9187.10  10180.0     10105.0       CJ
14   CJ512  20250829  11375.0  11425.0  ...     9197.96  11340.0     11290.0       CJ
15   CJ601  20250829  11520.0  11545.0  ...   552570.17  11460.0     11405.0       CJ
16   CJ603  20250829  11515.0  11575.0  ...     5198.40  11500.0     11435.0       CJ
17   CJ605  20250829  11655.0  11690.0  ...    80786.21  11615.0     11560.0       CJ
18   CJ607  20250829  11800.0  11835.0  ...     1118.33  11770.0     11715.0       CJ
19   CY509  20250829  20220.0  20995.0  ...      477.84  20335.0     20225.0       CY
20   CY510  20250829      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250829  20110.0  20280.0  ...   120347.44  20180.0     20090.0       CY
22   CY512  20250829  20195.0  20275.0  ...       60.01  20005.0     19905.0       CY
23   CY601  20250829  20140.0  20320.0  ...     6111.53  20235.0     20080.0       CY
24   CY602  20250829      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250829      0.0      0.0  ...        0.00  20365.0     20285.0       CY
26   CY604  20250829      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250829  20455.0  20455.0  ...       10.23  20455.0     20325.0       CY
28   CY606  20250829      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250829      0.0      0.0  ...        0.00  20335.0     20205.0       CY
30   CY608  20250829      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250829    971.0   1020.0  ...   423716.10    970.0       973.0       FG
32   FG510  20250829   1073.0   1083.0  ...   135124.91   1066.0      1066.0       FG
33   FG511  20250829   1079.0   1083.0  ...   214118.06   1066.0      1064.0       FG
34   FG512  20250829   1185.0   1187.0  ...   100110.39   1173.0      1166.0       FG
35   FG601  20250829   1178.0   1188.0  ...  3543123.76   1173.0      1163.0       FG
36   FG602  20250829   1230.0   1237.0  ...     1935.82   1224.0      1216.0       FG
37   FG603  20250829   1233.0   1238.0  ...     1237.09   1225.0      1215.0       FG
38   FG604  20250829   1280.0   1284.0  ...      429.74   1271.0      1260.0       FG
39   FG605  20250829   1268.0   1280.0  ...    56979.60   1266.0      1256.0       FG
40   FG606  20250829   1298.0   1305.0  ...      676.94   1292.0      1286.0       FG
41   FG607  20250829   1290.0   1297.0  ...      983.09   1283.0      1277.0       FG
42   FG608  20250829   1316.0   1320.0  ...      608.81   1312.0      1305.0       FG
43   JR509  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250829   2230.0   2235.0  ...    58230.75   2214.0      2232.0       MA
53   MA510  20250829   2270.0   2287.0  ...   110064.41   2267.0      2275.0       MA
54   MA511  20250829   2305.0   2314.0  ...   148745.15   2295.0      2298.0       MA
55   MA512  20250829   2351.0   2360.0  ...    34742.83   2344.0      2345.0       MA
56   MA601  20250829   2373.0   2385.0  ...   994541.61   2370.0      2368.0       MA
57   MA602  20250829   2394.0   2403.0  ...       95.60   2390.0      2382.0       MA
58   MA603  20250829   2393.0   2395.0  ...       38.21   2388.0      2386.0       MA
59   MA604  20250829   2383.0   2383.0  ...        7.14   2381.0      2381.0       MA
60   MA605  20250829   2382.0   2390.0  ...    39211.54   2378.0      2371.0       MA
61   MA606  20250829   2383.0   2383.0  ...       11.92   2383.0      2377.0       MA
62   MA607  20250829   2381.0   2386.0  ...       52.39   2381.0      2369.0       MA
63   MA608  20250829   2387.0   2388.0  ...       40.43   2378.0      2371.0       MA
64   OI509  20250829   9961.0  10005.0  ...    73772.27   9968.0      9954.0       OI
65   OI511  20250829   9924.0   9931.0  ...   461761.15   9895.0      9907.0       OI
66   OI601  20250829   9820.0   9828.0  ...  2394592.43   9782.0      9811.0       OI
67   OI603  20250829   9758.0   9763.0  ...     3601.47   9707.0      9733.0       OI
68   OI605  20250829   9664.0   9673.0  ...    39019.94   9627.0      9637.0       OI
69   OI607  20250829   9599.0   9620.0  ...      105.46   9587.0      9629.0       OI
70   PF509  20250829   6418.0   6418.0  ...     1135.19   6378.0      6452.0       PF
71   PF510  20250829   6530.0   6538.0  ...   539567.62   6486.0      6530.0       PF
72   PF511  20250829   6512.0   6522.0  ...   385308.46   6468.0      6510.0       PF
73   PF512  20250829   6500.0   6504.0  ...   131884.52   6456.0      6498.0       PF
74   PF601  20250829   6510.0   6516.0  ...    36716.54   6474.0      6514.0       PF
75   PF602  20250829   6472.0   6502.0  ...     2487.21   6486.0      6518.0       PF
76   PF603  20250829   6486.0   6504.0  ...       35.69   6490.0      6532.0       PF
77   PF604  20250829      0.0      0.0  ...        0.00   6554.0      6554.0       PF
78   PF605  20250829   6556.0   6558.0  ...       81.71   6538.0      6578.0       PF
79   PF606  20250829   6564.0   6566.0  ...        9.83   6556.0      6594.0       PF
80   PF607  20250829   6540.0   6540.0  ...        3.27   6540.0      6590.0       PF
81   PF608  20250829   6548.0   6548.0  ...        3.27   6548.0      6598.0       PF
82   PK510  20250829   8004.0   8018.0  ...    47593.25   7990.0      8036.0       PK
83   PK511  20250829   7794.0   7820.0  ...   242000.33   7792.0      7804.0       PK
84   PK512  20250829   7782.0   7832.0  ...    47216.94   7808.0      7810.0       PK
85   PK601  20250829   7862.0   7876.0  ...    24016.56   7860.0      7866.0       PK
86   PK603  20250829   7870.0   7872.0  ...      117.94   7864.0      7872.0       PK
87   PK604  20250829   7878.0   7882.0  ...       86.65   7878.0      7872.0       PK
88   PK605  20250829   7880.0   7886.0  ...     5405.86   7870.0      7880.0       PK
89   PL601  20250829   6462.0   6466.0  ...    13697.84   6425.0      6440.0       PL
90   PL602  20250829   6457.0   6457.0  ...       64.45   6445.0      6464.0       PL
91   PL603  20250829   6419.0   6434.0  ...       89.90   6421.0      6458.0       PL
92   PL604  20250829   6443.0   6443.0  ...       12.89   6443.0      6473.0       PL
93   PL605  20250829   6373.0   6373.0  ...       25.45   6362.0      6364.0       PL
94   PL606  20250829   6422.0   6422.0  ...       12.84   6422.0      6421.0       PL
95   PL607  20250829   6428.0   6428.0  ...       12.86   6428.0      6466.0       PL
96   PL608  20250829      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250829   5814.0   5872.0  ...     3271.01   5832.0      5806.0       PR
104  PR510  20250829   5998.0   5998.0  ...   215327.41   5966.0      5962.0       PR
105  PR511  20250829   5996.0   6002.0  ...   540068.57   5954.0      5968.0       PR
106  PR512  20250829   6016.0   6016.0  ...   262159.27   5952.0      5972.0       PR
107  PR601  20250829   6010.0   6010.0  ...     5909.03   5970.0      5982.0       PR
108  PR602  20250829      0.0      0.0  ...        0.00   6002.0      6028.0       PR
109  PR603  20250829      0.0      0.0  ...        0.00   6006.0      6032.0       PR
110  PR604  20250829      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250829      0.0      0.0  ...        0.00   6022.0      6022.0       PR
112  PR606  20250829      0.0      0.0  ...        0.00   6050.0      6050.0       PR
113  PR607  20250829   6026.0   6026.0  ...       54.19   6022.0      6052.0       PR
114  PR608  20250829   6026.0   6026.0  ...       54.23   6026.0      6060.0       PR
115  PX509  20250829   6880.0   6932.0  ...    13337.99   6866.0      6886.0       PX
116  PX510  20250829   6896.0   6924.0  ...   296135.77   6866.0      6900.0       PX
117  PX511  20250829   6900.0   6914.0  ...   923813.88   6844.0      6890.0       PX
118  PX512  20250829   6862.0   6872.0  ...    75024.09   6812.0      6850.0       PX
119  PX601  20250829   6846.0   6850.0  ...   111434.50   6792.0      6832.0       PX
120  PX602  20250829      0.0      0.0  ...        0.00   6800.0      6800.0       PX
121  PX603  20250829      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250829      0.0      0.0  ...        0.00   6812.0      6836.0       PX
123  PX605  20250829   6816.0   6816.0  ...      428.49   6802.0      6816.0       PX
124  PX606  20250829   6786.0   6786.0  ...        3.39   6786.0      6808.0       PX
125  PX607  20250829   6790.0   6790.0  ...        3.40   6790.0      6802.0       PX
126  PX608  20250829      0.0      0.0  ...        0.00   6826.0      6826.0       PX
127  RI509  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250829   2547.0   2565.0  ...    21978.40   2554.0      2561.0       RM
134  RM511  20250829   2518.0   2560.0  ...    33480.18   2543.0      2510.0       RM
135  RM601  20250829   2481.0   2521.0  ...   803320.70   2496.0      2478.0       RM
136  RM603  20250829   2401.0   2424.0  ...    13142.58   2405.0      2409.0       RM
137  RM605  20250829   2410.0   2429.0  ...    87283.31   2411.0      2419.0       RM
138  RM607  20250829   2394.0   2414.0  ...     9030.16   2396.0      2404.0       RM
139  RM608  20250829   2456.0   2494.0  ...     2078.62   2457.0      2473.0       RM
140  RS509  20250829   4705.0   4760.0  ...      261.78   4675.0      4779.0       RS
141  RS511  20250829   5195.0   5195.0  ...       36.09   5156.0      5111.0       RS
142  RS607  20250829   5525.0   5574.0  ...       83.25   5550.0      5563.0       RS
143  RS608  20250829      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250829   1186.0   1192.0  ...   175776.45   1170.0      1184.0       SA
145  SA510  20250829   1235.0   1238.0  ...   105694.77   1222.0      1224.0       SA
146  SA511  20250829   1243.0   1244.0  ...   295443.99   1228.0      1231.0       SA
147  SA512  20250829   1306.0   1309.0  ...   175921.32   1290.0      1290.0       SA
148  SA601  20250829   1316.0   1318.0  ...  3270092.96   1298.0      1297.0       SA
149  SA602  20250829   1336.0   1343.0  ...     4942.56   1324.0      1322.0       SA
150  SA603  20250829   1343.0   1347.0  ...     5010.93   1327.0      1329.0       SA
151  SA604  20250829   1375.0   1380.0  ...      489.68   1368.0      1361.0       SA
152  SA605  20250829   1380.0   1385.0  ...    74471.91   1370.0      1367.0       SA
153  SA606  20250829   1390.0   1390.0  ...      471.04   1377.0      1373.0       SA
154  SA607  20250829   1388.0   1391.0  ...      758.14   1378.0      1377.0       SA
155  SA608  20250829   1412.0   1412.0  ...      451.96   1404.0      1398.0       SA
156  SF509  20250829   5356.0   5400.0  ...    24762.49   5364.0      5426.0       SF
157  SF510  20250829   5430.0   5430.0  ...   151201.85   5382.0      5436.0       SF
158  SF511  20250829   5594.0   5612.0  ...   726044.49   5566.0      5620.0       SF
159  SF512  20250829   5572.0   5580.0  ...    67433.93   5542.0      5592.0       SF
160  SF601  20250829   5586.0   5586.0  ...   172943.63   5538.0      5592.0       SF
161  SF602  20250829   5540.0   5548.0  ...     1810.22   5502.0      5560.0       SF
162  SF603  20250829   5694.0   5724.0  ...       85.41   5694.0      5738.0       SF
163  SF604  20250829   5670.0   5690.0  ...       45.40   5676.0      5726.0       SF
164  SF605  20250829   5700.0   5708.0  ...     3021.11   5674.0      5724.0       SF
165  SF606  20250829   5652.0   5670.0  ...      191.68   5638.0      5694.0       SF
166  SF607  20250829   5800.0   5824.0  ...      170.68   5786.0      5848.0       SF
167  SF608  20250829   5784.0   5800.0  ...       17.35   5784.0      5850.0       SF
168  SH509  20250829   2538.0   2540.0  ...    45119.03   2495.0      2540.0       SH
169  SH510  20250829   2650.0   2660.0  ...   433345.34   2622.0      2650.0       SH
170  SH511  20250829   2673.0   2677.0  ...   772802.86   2649.0      2670.0       SH
171  SH512  20250829   2698.0   2702.0  ...   192001.48   2673.0      2696.0       SH
172  SH601  20250829   2690.0   2694.0  ...  2981729.77   2660.0      2686.0       SH
173  SH602  20250829   2696.0   2701.0  ...     4164.29   2675.0      2699.0       SH
174  SH603  20250829   2715.0   2715.0  ...     2668.22   2687.0      2710.0       SH
175  SH604  20250829   2758.0   2758.0  ...      451.72   2738.0      2760.0       SH
176  SH605  20250829   2787.0   2787.0  ...    45655.31   2753.0      2776.0       SH
177  SH606  20250829   2772.0   2772.0  ...      430.80   2762.0      2781.0       SH
178  SH607  20250829   2752.0   2753.0  ...      140.08   2747.0      2767.0       SH
179  SH608  20250829   2755.0   2759.0  ...       82.57   2752.0      2768.0       SH
180  SM509  20250829   5722.0   5722.0  ...    56699.68   5678.0      5718.0       SM
181  SM510  20250829   5710.0   5730.0  ...   128024.26   5692.0      5732.0       SM
182  SM511  20250829   5820.0   5820.0  ...   214366.08   5770.0      5810.0       SM
183  SM512  20250829   5816.0   5816.0  ...    64494.90   5772.0      5818.0       SM
184  SM601  20250829   5822.0   5822.0  ...   600421.24   5786.0      5818.0       SM
185  SM602  20250829   5844.0   5844.0  ...      463.95   5800.0      5832.0       SM
186  SM603  20250829   5796.0   5836.0  ...       34.83   5806.0      5844.0       SM
187  SM604  20250829   5814.0   5814.0  ...        8.71   5810.0      5884.0       SM
188  SM605  20250829   5876.0   5876.0  ...    12649.22   5830.0      5866.0       SM
189  SM606  20250829   5838.0   5852.0  ...       29.11   5824.0      5866.0       SM
190  SM607  20250829   5852.0   5874.0  ...       96.42   5844.0      5874.0       SM
191  SM608  20250829   5874.0   5892.0  ...       46.99   5874.0      5890.0       SM
192  SR509  20250829   5620.0   5622.0  ...    22812.97   5598.0      5621.0       SR
193  SR511  20250829   5595.0   5603.0  ...   194152.09   5586.0      5585.0       SR
194  SR601  20250829   5610.0   5616.0  ...   842891.35   5600.0      5601.0       SR
195  SR603  20250829   5586.0   5591.0  ...     3001.63   5579.0      5580.0       SR
196  SR605  20250829   5570.0   5573.0  ...    33493.71   5560.0      5563.0       SR
197  SR607  20250829   5565.0   5566.0  ...     1544.55   5556.0      5557.0       SR
198  TA509  20250829   4734.0   4742.0  ...   129302.24   4718.0      4754.0       TA
199  TA510  20250829   4786.0   4790.0  ...   285704.45   4762.0      4790.0       TA
200  TA511  20250829   4792.0   4794.0  ...   270158.39   4766.0      4786.0       TA
201  TA512  20250829   4794.0   4798.0  ...    81235.76   4768.0      4794.0       TA
202  TA601  20250829   4802.0   4802.0  ...  1438165.65   4774.0      4798.0       TA
203  TA602  20250829   4802.0   4826.0  ...      266.36   4800.0      4804.0       TA
204  TA603  20250829   4820.0   4840.0  ...       79.41   4814.0      4818.0       TA
205  TA604  20250829   4818.0   4824.0  ...        7.22   4812.0      4820.0       TA
206  TA605  20250829   4834.0   4842.0  ...    46268.80   4812.0      4832.0       TA
207  TA606  20250829   4846.0   4846.0  ...       19.26   4816.0      4854.0       TA
208  TA607  20250829   4860.0   4862.0  ...       12.11   4846.0      4852.0       TA
209  TA608  20250829   4870.0   4870.0  ...       12.15   4858.0      4844.0       TA
210  UR509  20250829   1703.0   1710.0  ...    21243.53   1688.0      1710.0       UR
211  UR510  20250829   1718.0   1727.0  ...    40988.13   1708.0      1724.0       UR
212  UR511  20250829   1745.0   1754.0  ...    41400.40   1746.0      1749.0       UR
213  UR512  20250829   1749.0   1754.0  ...      975.21   1748.0      1751.0       UR
214  UR601  20250829   1754.0   1758.0  ...   414515.11   1750.0      1753.0       UR
215  UR602  20250829   1750.0   1754.0  ...      426.11   1746.0      1752.0       UR
216  UR603  20250829   1786.0   1792.0  ...      242.90   1786.0      1793.0       UR
217  UR604  20250829   1788.0   1788.0  ...        7.15   1787.0      1793.0       UR
218  UR605  20250829   1787.0   1796.0  ...    17194.06   1790.0      1790.0       UR
219  UR606  20250829   1786.0   1787.0  ...       99.91   1784.0      1784.0       UR
220  UR607  20250829   1796.0   1799.0  ...       64.66   1796.0      1797.0       UR
221  UR608  20250829   1791.0   1796.0  ...       50.16   1791.0      1796.0       UR
222  WH509  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:26:02,637 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
2025-09-03 18:26:04,404 - future_1d - INFO - save future_daily 2025-08-29 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250901   4072.00  ...   4092.00     4069.00        A
1     a2511  20250901   3945.00  ...   3961.00     3933.00        A
2     a2601  20250901   3948.00  ...   3962.00     3936.00        A
3     a2603  20250901   3950.00  ...   3961.00     3939.00        A
4     a2605  20250901   3995.00  ...   4005.00     3984.00        A
5     a2607  20250901   4000.00  ...   4008.00     3992.00        A
6     b2509  20250901   3718.00  ...   3695.00     3718.00        B
7     b2510  20250901   3699.00  ...   3702.00     3685.00        B
8     b2511  20250901   3732.00  ...   3736.00     3721.00        B
9     b2512  20250901   3763.00  ...   3768.00     3755.00        B
10    b2601  20250901   3756.00  ...   3763.00     3748.00        B
11    b2602  20250901   3742.00  ...   3746.00     3730.00        B
12    b2603  20250901   3689.00  ...   3694.00     3687.00        B
13    b2604  20250901   3596.00  ...   3599.00     3589.00        B
14    b2605  20250901   3533.00  ...   3531.00     3529.00        B
15    b2606  20250901   3512.00  ...   3518.00     3508.00        B
16    b2607  20250901   3526.00  ...   3524.00     3513.00        B
17    b2608  20250901      0.00  ...   3596.00     3596.00        B
18   bb2509  20250901      0.00  ...    136.00      136.00       BB
19   bb2511  20250901    144.00  ...    143.60      144.70       BB
20   bb2601  20250901    147.95  ...    146.65      147.20       BB
21   bb2603  20250901    146.40  ...    146.40      147.00       BB
22   bb2605  20250901      0.00  ...    140.25      140.80       BB
23   bb2607  20250901      0.00  ...    146.00      146.55       BB
24   bz2603  20250901   6053.00  ...   6002.00     6065.00       BZ
25   bz2604  20250901   6035.00  ...   5991.00     6037.00       BZ
26   bz2605  20250901   6016.00  ...   5985.00     6067.00       BZ
27   bz2606  20250901   5991.00  ...   5949.00     6039.00       BZ
28   bz2607  20250901   5971.00  ...   5971.00     6108.00       BZ
29   bz2608  20250901      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250901   2233.00  ...   2240.00     2233.00        C
31    c2511  20250901   2192.00  ...   2190.00     2187.00        C
32    c2601  20250901   2180.00  ...   2180.00     2181.00        C
33    c2603  20250901   2196.00  ...   2197.00     2198.00        C
34    c2605  20250901   2248.00  ...   2247.00     2247.00        C
35    c2607  20250901   2261.00  ...   2259.00     2260.00        C
36   cs2509  20250901   2482.00  ...   2489.00     2504.00       CS
37   cs2511  20250901   2501.00  ...   2499.00     2492.00       CS
38   cs2601  20250901   2531.00  ...   2532.00     2527.00       CS
39   cs2603  20250901   2539.00  ...   2537.00     2535.00       CS
40   cs2605  20250901   2611.00  ...   2606.00     2605.00       CS
41   cs2607  20250901   2615.00  ...   2613.00     2609.00       CS
42   eb2509  20250901   6978.00  ...   6924.00     7059.00       EB
43   eb2510  20250901   7091.00  ...   7018.00     7117.00       EB
44   eb2511  20250901   7122.00  ...   7036.00     7133.00       EB
45   eb2512  20250901   7139.00  ...   7061.00     7154.00       EB
46   eb2601  20250901   7168.00  ...   7106.00     7187.00       EB
47   eb2602  20250901   7189.00  ...   7123.00     7210.00       EB
48   eb2603  20250901   7215.00  ...   7162.00     7255.00       EB
49   eb2604  20250901   7248.00  ...   7197.00     7276.00       EB
50   eb2605  20250901   7264.00  ...   7209.00     7290.00       EB
51   eb2606  20250901   7228.00  ...   7194.00     7341.00       EB
52   eb2607  20250901   7185.00  ...   7185.00     7376.00       EB
53   eb2608  20250901   7246.00  ...   7246.00     7350.00       EB
54   eg2509  20250901   4430.00  ...   4414.00     4429.00       EG
55   eg2510  20250901   4443.00  ...   4414.00     4439.00       EG
56   eg2511  20250901   4460.00  ...   4435.00     4453.00       EG
57   eg2512  20250901   4460.00  ...   4448.00     4465.00       EG
58   eg2601  20250901   4461.00  ...   4438.00     4470.00       EG
59   eg2602  20250901   4460.00  ...   4463.00     4476.00       EG
60   eg2603  20250901      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250901      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250901   4503.00  ...   4474.00     4507.00       EG
63   eg2606  20250901   4473.00  ...   4465.00     4522.00       EG
64   eg2607  20250901   4511.00  ...   4511.00     4507.00       EG
65   eg2608  20250901      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250901      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250901   1274.00  ...   1271.00     1274.50       FB
68   fb2511  20250901   1273.00  ...   1268.00     1275.50       FB
69   fb2512  20250901   1268.50  ...   1264.00     1270.00       FB
70   fb2601  20250901   1269.00  ...   1255.00     1263.00       FB
71   fb2602  20250901   1251.00  ...   1247.00     1253.00       FB
72   fb2603  20250901   1248.50  ...   1247.50     1313.50       FB
73   fb2604  20250901   1284.00  ...   1283.50     1310.50       FB
74   fb2605  20250901      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250901      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250901      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250901      0.00  ...   1302.50     1302.50       FB
78    i2509  20250901    805.00  ...    804.50      808.00        I
79    i2510  20250901    804.00  ...    791.00      804.00        I
80    i2511  20250901    800.00  ...    785.00      799.50        I
81    i2512  20250901    792.00  ...    781.50      795.00        I
82    i2601  20250901    787.00  ...    771.00      787.00        I
83    i2602  20250901    779.00  ...    767.00      781.50        I
84    i2603  20250901    771.00  ...    760.00      775.00        I
85    i2604  20250901    769.00  ...    757.00      770.00        I
86    i2605  20250901    764.00  ...    746.50      763.50        I
87    i2606  20250901    755.00  ...    745.50      757.50        I
88    i2607  20250901    751.00  ...    740.50      754.00        I
89    i2608  20250901    747.50  ...    736.00      750.00        I
90    j2509  20250901   1509.00  ...   1507.50     1532.00        J
91    j2510  20250901   1518.50  ...   1514.50     1571.00        J
92    j2511  20250901   1563.00  ...   1544.00     1602.00        J
93    j2512  20250901   1610.00  ...   1592.50     1622.50        J
94    j2601  20250901   1638.00  ...   1603.50     1653.00        J
95    j2602  20250901   1660.00  ...   1631.50     1671.00        J
96    j2603  20250901   1665.00  ...   1639.00     1683.00        J
97    j2604  20250901      0.00  ...   1696.00     1729.50        J
98    j2605  20250901   1730.50  ...   1692.00     1745.00        J
99    j2606  20250901      0.00  ...   1723.00     1760.00        J
100   j2607  20250901   1739.00  ...   1725.00     1770.00        J
101   j2608  20250901   1679.00  ...   1679.50     1771.00        J
102  jd2509  20250901   2863.00  ...   2824.00     2850.00       JD
103  jd2510  20250901   2958.00  ...   2948.00     2935.00       JD
104  jd2511  20250901   2980.00  ...   3000.00     2962.00       JD
105  jd2512  20250901   3141.00  ...   3157.00     3122.00       JD
106  jd2601  20250901   3330.00  ...   3337.00     3320.00       JD
107  jd2602  20250901   3085.00  ...   3094.00     3079.00       JD
108  jd2603  20250901   3086.00  ...   3100.00     3092.00       JD
109  jd2604  20250901   3247.00  ...   3264.00     3256.00       JD
110  jd2605  20250901   3350.00  ...   3359.00     3366.00       JD
111  jd2606  20250901   3200.00  ...   3192.00     3178.00       JD
112  jd2607  20250901   3400.00  ...   3401.00     3373.00       JD
113  jd2608  20250901   3800.00  ...   3799.00     3735.00       JD
114  jm2509  20250901    986.50  ...    963.00      990.00       JM
115  jm2510  20250901   1013.50  ...    985.00     1019.50       JM
116  jm2511  20250901   1069.00  ...   1034.50     1070.50       JM
117  jm2512  20250901   1118.00  ...   1083.50     1116.50       JM
118  jm2601  20250901   1152.00  ...   1121.50     1156.50       JM
119  jm2602  20250901   1169.00  ...   1136.00     1172.00       JM
120  jm2603  20250901   1177.00  ...   1148.00     1184.00       JM
121  jm2604  20250901   1187.00  ...   1159.50     1189.50       JM
122  jm2605  20250901   1193.00  ...   1165.50     1199.50       JM
123  jm2606  20250901   1200.00  ...   1176.50     1206.50       JM
124  jm2607  20250901   1211.00  ...   1187.50     1219.00       JM
125  jm2608  20250901   1220.00  ...   1202.00     1225.00       JM
126   l2509  20250901   7276.00  ...   7209.00     7276.00        L
127   l2510  20250901   7279.00  ...   7243.00     7291.00        L
128   l2511  20250901   7287.00  ...   7249.00     7307.00        L
129   l2512  20250901   7289.00  ...   7255.00     7321.00        L
130   l2601  20250901   7280.00  ...   7256.00     7317.00        L
131   l2602  20250901   7278.00  ...   7247.00     7306.00        L
132   l2603  20250901   7286.00  ...   7248.00     7316.00        L
133   l2604  20250901   7249.00  ...   7273.00     7326.00        L
134   l2605  20250901   7294.00  ...   7260.00     7317.00        L
135   l2606  20250901   7260.00  ...   7258.00     7363.00        L
136   l2607  20250901   7323.00  ...   7285.00     7308.00        L
137   l2608  20250901   7340.00  ...   7301.00     7321.00        L
138  lg2509  20250901    781.00  ...    779.00      783.50       LG
139  lg2511  20250901    820.00  ...    818.50      820.50       LG
140  lg2601  20250901    838.50  ...    830.50      835.50       LG
141  lg2603  20250901    833.50  ...    834.00      839.50       LG
142  lg2605  20250901    834.00  ...    834.00      840.00       LG
143  lg2607  20250901    835.00  ...    835.50      840.00       LG
144  lh2509  20250901  13165.00  ...  13160.00    13095.00       LH
145  lh2511  20250901  13700.00  ...  13625.00    13580.00       LH
146  lh2601  20250901  13935.00  ...  13885.00    13910.00       LH
147  lh2603  20250901  13150.00  ...  13120.00    13125.00       LH
148  lh2605  20250901  13550.00  ...  13560.00    13530.00       LH
149  lh2607  20250901  14100.00  ...  14120.00    14115.00       LH
150   m2509  20250901   3002.00  ...   3013.00     3002.00        M
151   m2511  20250901   3035.00  ...   3033.00     3020.00        M
152   m2512  20250901   3065.00  ...   3070.00     3056.00        M
153   m2601  20250901   3052.00  ...   3060.00     3047.00        M
154   m2603  20250901   2986.00  ...   2988.00     2984.00        M
155   m2605  20250901   2819.00  ...   2819.00     2811.00        M
156   m2607  20250901   2808.00  ...   2807.00     2800.00        M
157   m2608  20250901   2935.00  ...   2933.00     2927.00        M
158   p2509  20250901   9300.00  ...   9314.00     9310.00        P
159   p2510  20250901   9254.00  ...   9292.00     9320.00        P
160   p2511  20250901   9266.00  ...   9286.00     9316.00        P
161   p2512  20250901   9276.00  ...   9306.00     9330.00        P
162   p2601  20250901   9300.00  ...   9326.00     9348.00        P
163   p2602  20250901   9266.00  ...   9290.00     9310.00        P
164   p2603  20250901   9224.00  ...   9240.00     9248.00        P
165   p2604  20250901   9096.00  ...   9164.00     9208.00        P
166   p2605  20250901   9070.00  ...   9086.00     9106.00        P
167   p2606  20250901   8924.00  ...   8992.00     9004.00        P
168   p2607  20250901   8842.00  ...   8874.00     8890.00        P
169   p2608  20250901   8772.00  ...   8812.00     8870.00        P
170  pg2509  20250901   3700.00  ...   3693.00     3727.00       PG
171  pg2510  20250901   4403.00  ...   4364.00     4366.00       PG
172  pg2511  20250901   4332.00  ...   4282.00     4289.00       PG
173  pg2512  20250901   4262.00  ...   4219.00     4233.00       PG
174  pg2601  20250901   4202.00  ...   4160.00     4174.00       PG
175  pg2602  20250901   4137.00  ...   4100.00     4110.00       PG
176  pg2603  20250901   4045.00  ...   4021.00     4028.00       PG
177  pg2604  20250901   4348.00  ...   4326.00     4336.00       PG
178  pg2605  20250901   4272.00  ...   4251.00     4242.00       PG
179  pg2606  20250901   4202.00  ...   4206.00     4194.00       PG
180  pg2607  20250901   4104.00  ...   4111.00     4136.00       PG
181  pg2608  20250901   4120.00  ...   4120.00     4090.00       PG
182  pp2509  20250901   6882.00  ...   6862.00     6911.00       PP
183  pp2510  20250901   6939.00  ...   6904.00     6941.00       PP
184  pp2511  20250901   6957.00  ...   6926.00     6962.00       PP
185  pp2512  20250901   6975.00  ...   6942.00     6983.00       PP
186  pp2601  20250901   6990.00  ...   6949.00     6992.00       PP
187  pp2602  20250901   6959.00  ...   6927.00     6969.00       PP
188  pp2603  20250901   6915.00  ...   6932.00     6963.00       PP
189  pp2604  20250901   6994.00  ...   6960.00     6998.00       PP
190  pp2605  20250901   7001.00  ...   6973.00     7011.00       PP
191  pp2606  20250901   6971.00  ...   6946.00     6987.00       PP
192  pp2607  20250901   6957.00  ...   6941.00     6949.00       PP
193  pp2608  20250901   6920.00  ...   6937.00     6969.00       PP
194  rr2509  20250901      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250901   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250901   3614.00  ...   3612.00     3612.00       RR
197  rr2512  20250901   3608.00  ...   3608.00     3607.00       RR
198  rr2601  20250901   3623.00  ...   3621.00     3619.00       RR
199  rr2602  20250901   3606.00  ...   3604.00     3609.00       RR
200  rr2603  20250901      0.00  ...   3602.00     3602.00       RR
201  rr2604  20250901      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250901   3610.00  ...   3610.00     3595.00       RR
203  rr2606  20250901   3607.00  ...   3607.00     3605.00       RR
204  rr2607  20250901      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250901      0.00  ...   3625.00     3625.00       RR
206   v2509  20250901   4743.00  ...   4721.00     4748.00        V
207   v2510  20250901   4787.00  ...   4769.00     4796.00        V
208   v2511  20250901   4843.00  ...   4805.00     4831.00        V
209   v2512  20250901   4871.00  ...   4842.00     4872.00        V
210   v2601  20250901   4907.00  ...   4881.00     4909.00        V
211   v2602  20250901   4942.00  ...   4917.00     4949.00        V
212   v2603  20250901   4968.00  ...   4955.00     4973.00        V
213   v2604  20250901   5169.00  ...   5156.00     5175.00        V
214   v2605  20250901   5209.00  ...   5183.00     5206.00        V
215   v2606  20250901   5213.00  ...   5208.00     5239.00        V
216   v2607  20250901   5258.00  ...   5244.00     5271.00        V
217   v2608  20250901   5299.00  ...   5277.00     5292.00        V
218   y2509  20250901   8414.00  ...   8400.00     8414.00        Y
219   y2511  20250901   8384.00  ...   8358.00     8388.00        Y
220   y2512  20250901   8396.00  ...   8380.00     8410.00        Y
221   y2601  20250901   8360.00  ...   8330.00     8358.00        Y
222   y2603  20250901   8282.00  ...   8262.00     8304.00        Y
223   y2605  20250901   8056.00  ...   8040.00     8076.00        Y
224   y2607  20250901   8032.00  ...   8006.00     8036.00        Y
225   y2608  20250901   8000.00  ...   7994.00     7992.00        Y

[226 rows x 12 columns]
2025-09-03 18:26:09,180 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250901  ...   79750      79200      CU
1        1      CU2510  20250901  ...   79710      79220      CU
2        2      CU2511  20250901  ...   79690      79220      CU
3        3      CU2512  20250901  ...   79620      79160      CU
4        4      CU2601  20250901  ...   79580      79160      CU
5        5      CU2602  20250901  ...   79580      79090      CU
6        6      CU2603  20250901  ...   79620      79070      CU
7        7      CU2604  20250901  ...   79640      79230      CU
8        8      CU2605  20250901  ...   79620      79140      CU
9        9      CU2606  20250901  ...   79610      79240      CU
10      10      CU2607  20250901  ...   79660      79180      CU
11      11      CU2608  20250901  ...   79660      79240      CU
12      12      BC2509  20250901  ...   70580      70040      BC
13      13      BC2510  20250901  ...   70760      70260      BC
14      14      BC2511  20250901  ...   70750      70270      BC
15      15      BC2512  20250901  ...   70740      70180      BC
16      16      BC2601  20250901  ...   70590      69980      BC
17      17      BC2602  20250901  ...   70400      70100      BC
18      18      BC2603  20250901  ...   71470      70100      BC
19      19      BC2604  20250901  ...   70370      69390      BC
20      20      BC2605  20250901  ...   70370      69410      BC
21      21      BC2606  20250901  ...   70210      69790      BC
22      22      BC2607  20250901  ...   70130      69370      BC
23      23      BC2608  20250901  ...   70100      69370      BC
24      24      AL2509  20250901  ...   20675      20740      AL
25      25      AL2510  20250901  ...   20670      20730      AL
26      26      AL2511  20250901  ...   20650      20715      AL
27      27      AL2512  20250901  ...   20625      20695      AL
28      28      AL2601  20250901  ...   20605      20680      AL
29      29      AL2602  20250901  ...   20610      20685      AL
30      30      AL2603  20250901  ...   20655      20710      AL
31      31      AL2604  20250901  ...   20680      20720      AL
32      32      AL2605  20250901  ...   20690      20750      AL
33      33      AL2606  20250901  ...   20695      20755      AL
34      34      AL2607  20250901  ...   20700      20755      AL
35      35      AL2608  20250901  ...   20715      20745      AL
36      36      ZN2509  20250901  ...   22155      22080      ZN
37      37      ZN2510  20250901  ...   22195      22095      ZN
38      38      ZN2511  20250901  ...   22180      22095      ZN
39      39      ZN2512  20250901  ...   22190      22105      ZN
40      40      ZN2601  20250901  ...   22200      22110      ZN
41      41      ZN2602  20250901  ...   22195      22120      ZN
42      42      ZN2603  20250901  ...   22225      22180      ZN
43      43      ZN2604  20250901  ...   22250      22180      ZN
44      44      ZN2605  20250901  ...   22285      22195      ZN
45      45      ZN2606  20250901  ...   22265      22170      ZN
46      46      ZN2607  20250901  ...   22275      22170      ZN
47      47      ZN2608  20250901  ...   22295      22190      ZN
48      48      PB2509  20250901  ...   16795      16810      PB
49      49      PB2510  20250901  ...   16840      16850      PB
50      50      PB2511  20250901  ...   16855      16860      PB
51      51      PB2512  20250901  ...   16880      16875      PB
52      52      PB2601  20250901  ...   16890      16885      PB
53      53      PB2602  20250901  ...   16955      16965      PB
54      54      PB2603  20250901  ...   16995      16950      PB
55      55      PB2604  20250901  ...   16990      16975      PB
56      56      PB2605  20250901  ...   17035      17015      PB
57      57      PB2606  20250901  ...   17070      17105      PB
58      58      PB2607  20250901  ...   17120      17125      PB
59      59      PB2608  20250901  ...   17150      17105      PB
60      60      NI2509  20250901  ...  122460     121010      NI
61      61      NI2510  20250901  ...  122770     121300      NI
62      62      NI2511  20250901  ...  122990     121410      NI
63      63      NI2512  20250901  ...  123180     121570      NI
64      64      NI2601  20250901  ...  123370     121830      NI
65      65      NI2602  20250901  ...  123570     122050      NI
66      66      NI2603  20250901  ...  123680     122310      NI
67      67      NI2604  20250901  ...  123980     122650      NI
68      68      NI2605  20250901  ...  124310     122920      NI
69      69      NI2606  20250901  ...  124440     123120      NI
70      70      NI2607  20250901  ...  124500     123280      NI
71      71      NI2608  20250901  ...  125420     123480      NI
72      72      SN2509  20250901  ...  273340     274520      SN
73      73      SN2510  20250901  ...  273770     275810      SN
74      74      SN2511  20250901  ...  274070     276040      SN
75      75      SN2512  20250901  ...  274230     276090      SN
76      76      SN2601  20250901  ...  273920     275800      SN
77      77      SN2602  20250901  ...  273260     274410      SN
78      78      SN2603  20250901  ...  273800     275990      SN
79      79      SN2604  20250901  ...  275560     274310      SN
80      80      SN2605  20250901  ...  273970     276340      SN
81      81      SN2606  20250901  ...  273820     278230      SN
82      82      SN2607  20250901  ...  273970     276450      SN
83      83      SN2608  20250901  ...  274470     275770      SN
84      84      AO2509  20250901  ...    2982       3006      AO
85      85      AO2510  20250901  ...    2992       3019      AO
86      86      AO2511  20250901  ...    2999       3022      AO
87      87      AO2512  20250901  ...    3007       3025      AO
88      88      AO2601  20250901  ...    3009       3030      AO
89      89      AO2602  20250901  ...    3006       3025      AO
90      90      AO2603  20250901  ...    3009       3025      AO
91      91      AO2604  20250901  ...    3022       3041      AO
92      92      AO2605  20250901  ...    3023       3044      AO
93      93      AO2606  20250901  ...    3025       3048      AO
94      94      AO2607  20250901  ...    3034       3052      AO
95      95      AO2608  20250901  ...    3041       3049      AO
96      96      AD2511  20250901  ...   20275      20320      AD
97      97      AD2512  20250901  ...   20275      20335      AD
98      98      AD2601  20250901  ...   20325      20245      AD
99      99      AD2602  20250901  ...   20210      20210      AD
100    100      AD2603  20250901  ...   20220      20220      AD
101    101      AD2604  20250901  ...   19975      19975      AD
102    102      AD2605  20250901  ...   20040      20095      AD
103    103      AD2606  20250901  ...   19935      19935      AD
104    104      AD2607  20250901  ...   19925      19925      AD
105    105      AD2608  20250901  ...   20170      20315      AD
106    106      AU2509  20250901  ...  796.82     783.22      AU
107    107      AU2510  20250901  ...  794.72     784.26      AU
108    108      AU2511  20250901  ...  798.14      785.6      AU
109    109      AU2512  20250901  ...  797.72     786.56      AU
110    110      AU2602  20250901  ...  800.18     788.54      AU
111    111      AU2604  20250901  ...  802.12     790.86      AU
112    112      AU2606  20250901  ...   804.5        793      AU
113    113      AU2608  20250901  ...   805.4     795.26      AU
114    114      AG2509  20250901  ...    9626       9374      AG
115    115      AG2510  20250901  ...    9600       9385      AG
116    116      AG2511  20250901  ...    9594       9397      AG
117    117      AG2512  20250901  ...    9632       9409      AG
118    118      AG2601  20250901  ...    9648       9417      AG
119    119      AG2602  20250901  ...    9632       9428      AG
120    120      AG2603  20250901  ...    9662       9442      AG
121    121      AG2604  20250901  ...    9672       9460      AG
122    122      AG2605  20250901  ...    9696       9469      AG
123    123      AG2606  20250901  ...    9703       9486      AG
124    124      AG2607  20250901  ...    9699       9497      AG
125    125      AG2608  20250901  ...    9732       9516      AG
126    126      RB2509  20250901  ...    2978       3057      RB
127    127      RB2510  20250901  ...    3062       3107      RB
128    128      RB2511  20250901  ...    3065       3106      RB
129    129      RB2512  20250901  ...    3109       3157      RB
130    130      RB2601  20250901  ...    3122       3175      RB
131    131      RB2602  20250901  ...    3108       3161      RB
132    132      RB2603  20250901  ...    3121       3173      RB
133    133      RB2604  20250901  ...    3149       3199      RB
134    134      RB2605  20250901  ...    3165       3217      RB
135    135      RB2606  20250901  ...    3182       3236      RB
136    136      RB2607  20250901  ...    3195       3246      RB
137    137      RB2608  20250901  ...    3197       3242      RB
138    138      WR2509  20250901  ...    3342       3342      WR
139    139      WR2510  20250901  ...    3264       3316      WR
140    140      WR2511  20250901  ...    3282       3284      WR
141    141      WR2512  20250901  ...    3409       3439      WR
142    142      WR2601  20250901  ...    3380       3380      WR
143    143      WR2602  20250901  ...    3355       3365      WR
144    144      WR2603  20250901  ...    3438       3438      WR
145    145      WR2604  20250901  ...    3455       3455      WR
146    146      WR2605  20250901  ...    3429       3429      WR
147    147      WR2606  20250901  ...    3396       3396      WR
148    148      WR2607  20250901  ...    3417       3449      WR
149    149      WR2608  20250901  ...    3344       3344      WR
150    150      HC2509  20250901  ...    3341       3397      HC
151    151      HC2510  20250901  ...    3326       3366      HC
152    152      HC2511  20250901  ...    3324       3360      HC
153    153      HC2512  20250901  ...    3323       3362      HC
154    154      HC2601  20250901  ...    3310       3356      HC
155    155      HC2602  20250901  ...    3297       3367      HC
156    156      HC2603  20250901  ...    3308       3354      HC
157    157      HC2604  20250901  ...    3311       3369      HC
158    158      HC2605  20250901  ...    3314       3359      HC
159    159      HC2606  20250901  ...    3322       3362      HC
160    160      HC2607  20250901  ...    3316       3363      HC
161    161      HC2608  20250901  ...    3304       3361      HC
162    162      SS2509  20250901  ...   12805      12725      SS
163    163      SS2510  20250901  ...   12875      12805      SS
164    164      SS2511  20250901  ...   12945      12870      SS
165    165      SS2512  20250901  ...   13000      12930      SS
166    166      SS2601  20250901  ...   13055      12990      SS
167    167      SS2602  20250901  ...   13080      13035      SS
168    168      SS2603  20250901  ...   13175      13110      SS
169    169      SS2604  20250901  ...   13240      13175      SS
170    170      SS2605  20250901  ...   13305      13255      SS
171    171      SS2606  20250901  ...   13320      13310      SS
172    172      SS2607  20250901  ...   13410      13330      SS
173    173      SS2608  20250901  ...   13410      13405      SS
174    174      SC2510  20250901  ...   483.6      482.9      SC
175    175      SC2511  20250901  ...     484      483.7      SC
176    176      SC2512  20250901  ...   483.8      483.6      SC
177    177      SC2601  20250901  ...   482.9      482.7      SC
178    178      SC2602  20250901  ...     482      482.2      SC
179    179      SC2603  20250901  ...   479.8      480.7      SC
180    180      SC2604  20250901  ...   478.7      478.4      SC
181    181      SC2605  20250901  ...   477.5      478.9      SC
182    182      SC2606  20250901  ...   476.9      476.9      SC
183    183      SC2607  20250901  ...   473.4        476      SC
184    184      SC2608  20250901  ...   475.3      476.5      SC
185    185      SC2609  20250901  ...   470.6      476.1      SC
186    186      SC2612  20250901  ...   476.6      480.9      SC
187    187      SC2703  20250901  ...   475.9        477      SC
188    188      SC2706  20250901  ...     475      476.4      SC
189    189      SC2709  20250901  ...   471.3      474.8      SC
190    190      SC2712  20250901  ...   471.3      474.4      SC
191    191      SC2803  20250901  ...   471.4      471.4      SC
192    192      SC2806  20250901  ...     469        469      SC
193    193      SC2809  20250901  ...     469        469      SC
194    194      LU2510  20250901  ...    3458       3483      LU
195    195      LU2511  20250901  ...    3471       3491      LU
196    196      LU2512  20250901  ...    3457       3473      LU
197    197      LU2601  20250901  ...    3443       3454      LU
198    198      LU2602  20250901  ...    3413       3419      LU
199    199      LU2603  20250901  ...    3396       3434      LU
200    200      LU2604  20250901  ...    3391       3415      LU
201    201      LU2605  20250901  ...    3374       3407      LU
202    202      LU2606  20250901  ...    3373       3424      LU
203    203      LU2607  20250901  ...    3392       3412      LU
204    204      LU2608  20250901  ...    3386       3407      LU
205    205      LU2609  20250901  ...    3374       3407      LU
206    206      FU2510  20250901  ...    2820       2825      FU
207    207      FU2511  20250901  ...    2822       2817      FU
208    208      FU2512  20250901  ...    2814       2804      FU
209    209      FU2601  20250901  ...    2804       2797      FU
210    210      FU2602  20250901  ...    2790       2784      FU
211    211      FU2603  20250901  ...    2773       2768      FU
212    212      FU2604  20250901  ...    2770       2768      FU
213    213      FU2605  20250901  ...    2761       2753      FU
214    214      FU2606  20250901  ...    2760       2743      FU
215    215      FU2607  20250901  ...    2737       2728      FU
216    216      FU2608  20250901  ...    2730       2717      FU
217    217      FU2609  20250901  ...    2722       2717      FU
218    218      BU2509  20250901  ...    3527       3526      BU
219    219      BU2510  20250901  ...    3510       3505      BU
220    220      BU2511  20250901  ...    3491       3482      BU
221    221      BU2512  20250901  ...    3436       3428      BU
222    222      BU2601  20250901  ...    3403       3392      BU
223    223      BU2602  20250901  ...    3406       3398      BU
224    224      BU2603  20250901  ...    3412       3381      BU
225    225      BU2604  20250901  ...    3406       3400      BU
226    226      BU2605  20250901  ...    3403       3394      BU
227    227      BU2606  20250901  ...    3411       3387      BU
228    228      BU2607  20250901  ...    3386       3379      BU
229    229      BU2608  20250901  ...    3367       3367      BU
230    230      BU2609  20250901  ...    3382       3363      BU
231    231      BU2612  20250901  ...    3329       3322      BU
232    232      BU2703  20250901  ...    3334       3322      BU
233    233      BU2706  20250901  ...    3324       3310      BU
234    234      BR2509  20250901  ...   11870      11845      BR
235    235      BR2510  20250901  ...   11865      11855      BR
236    236      BR2511  20250901  ...   11845      11825      BR
237    237      BR2512  20250901  ...   11835      11810      BR
238    238      BR2601  20250901  ...   11840      11805      BR
239    239      BR2602  20250901  ...   11940      11865      BR
240    240      BR2603  20250901  ...   11865      11855      BR
241    241      BR2604  20250901  ...   11885      11890      BR
242    242      BR2605  20250901  ...   11930      11900      BR
243    243      BR2606  20250901  ...   11980      11870      BR
244    244      BR2607  20250901  ...   12015      12015      BR
245    245      BR2608  20250901  ...   12000      12000      BR
246    246      RU2509  20250901  ...   14875      14870      RU
247    247      RU2510  20250901  ...   14890      14870      RU
248    248      RU2511  20250901  ...   14865      14855      RU
249    249      RU2601  20250901  ...   15840      15830      RU
250    250      RU2603  20250901  ...   15870      15855      RU
251    251      RU2604  20250901  ...   15870      15895      RU
252    252      RU2605  20250901  ...   15930      15915      RU
253    253      RU2606  20250901  ...   15990      16000      RU
254    254      RU2607  20250901  ...   15970      15930      RU
255    255      RU2608  20250901  ...   16030      16095      RU
256    256      NR2509  20250901  ...   12640      12610      NR
257    257      NR2510  20250901  ...   12675      12670      NR
258    258      NR2511  20250901  ...   12715      12705      NR
259    259      NR2512  20250901  ...   12745      12735      NR
260    260      NR2601  20250901  ...   12780      12780      NR
261    261      NR2602  20250901  ...   12765      12765      NR
262    262      NR2603  20250901  ...   12760      12810      NR
263    263      NR2604  20250901  ...   12780      12840      NR
264    264      NR2605  20250901  ...   12815      12860      NR
265    265      NR2606  20250901  ...   12855      12980      NR
266    266      NR2607  20250901  ...   12865      12835      NR
267    267      NR2608  20250901  ...   12905      12890      NR
268    268      SP2509  20250901  ...    4980       4944      SP
269    269      SP2510  20250901  ...    5004       4972      SP
270    270      SP2511  20250901  ...    5032       4994      SP
271    271      SP2512  20250901  ...    5046       5012      SP
272    272      SP2601  20250901  ...    5340       5322      SP
273    273      SP2602  20250901  ...    5336       5312      SP
274    274      SP2603  20250901  ...    5352       5326      SP
275    275      SP2604  20250901  ...    5362       5328      SP
276    276      SP2605  20250901  ...    5366       5346      SP
277    277      SP2606  20250901  ...    5366       5374      SP
278    278      SP2607  20250901  ...    5378       5352      SP
279    279      SP2608  20250901  ...    5372       5358      SP
280    280      EC2510  20250901  ...  1293.8       1272      EC
281    281      EC2512  20250901  ...  1621.9     1562.6      EC
282    282      EC2602  20250901  ...  1439.5       1406      EC
283    283      EC2604  20250901  ...  1230.5     1210.6      EC
284    284      EC2606  20250901  ...  1407.4     1375.1      EC
285    285      EC2608  20250901  ...  1599.5     1562.7      EC
286    287  SC_TAS2510  20250901  ...                     SC_TAS
287    288  SC_TAS2511  20250901  ...                     SC_TAS
288    289  SC_TAS2512  20250901  ...                     SC_TAS
289    290  SC_TAS2601  20250901  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 18:26:09,285 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250901  50060.0  ...  49445.0     49520.0       PS
1   PS2510  20250901  49845.0  ...  50110.0     49540.0       PS
2   PS2511  20250901  49265.0  ...  49895.0     49310.0       PS
3   PS2512  20250901  51940.0  ...  52290.0     51880.0       PS
4   PS2601  20250901  51680.0  ...  52450.0     51940.0       PS
5   PS2602  20250901  52120.0  ...  52440.0     52110.0       PS
6   PS2603  20250901  52070.0  ...  52905.0     51900.0       PS
7   PS2604  20250901  52320.0  ...  52735.0     52415.0       PS
8   PS2605  20250901  52480.0  ...  53005.0     52400.0       PS
9   PS2606  20250901  55100.0  ...  55420.0     54890.0       PS
10  PS2607  20250901  55095.0  ...  55465.0     55050.0       PS
11  PS2608  20250901  55045.0  ...  55185.0     55120.0       PS
13  SI2509  20250901   8355.0  ...   8310.0      8365.0       SI
14  SI2510  20250901   8300.0  ...   8335.0      8425.0       SI
15  SI2511  20250901   8370.0  ...   8375.0      8420.0       SI
16  SI2512  20250901   8630.0  ...   8775.0      8790.0       SI
17  SI2601  20250901   8740.0  ...   8760.0      8785.0       SI
18  SI2602  20250901   8740.0  ...   8750.0      8775.0       SI
19  SI2603  20250901   8740.0  ...   8780.0      8790.0       SI
20  SI2604  20250901   8740.0  ...   8845.0      8795.0       SI
21  SI2605  20250901   8780.0  ...   8795.0      8810.0       SI
22  SI2606  20250901   8780.0  ...   8825.0      8815.0       SI
23  SI2607  20250901   8815.0  ...   8855.0      8845.0       SI
24  SI2608  20250901   8755.0  ...   8790.0      8810.0       SI
27  LC2509  20250901  76500.0  ...  76320.0     77620.0       LC
28  LC2510  20250901  76440.0  ...  75980.0     77740.0       LC
29  LC2511  20250901  77000.0  ...  75880.0     77680.0       LC
30  LC2512  20250901  75740.0  ...  75640.0     77320.0       LC
31  LC2601  20250901  76160.0  ...  75480.0     77080.0       LC
32  LC2602  20250901  75660.0  ...  75060.0     76700.0       LC
33  LC2603  20250901  75500.0  ...  74940.0     76260.0       LC
34  LC2604  20250901  75460.0  ...  75180.0     76180.0       LC
35  LC2605  20250901  75600.0  ...  75140.0     76060.0       LC
36  LC2606  20250901  75180.0  ...  74540.0     75820.0       LC
37  LC2607  20250901  74520.0  ...  74600.0     75740.0       LC
38  LC2608  20250901  75360.0  ...  74780.0     76280.0       LC

[36 rows x 12 columns]
2025-09-03 18:26:09,477 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250901  7021.000  ...  7022.800    6983.400       IC
1   IC2510  20250901  6996.800  ...  6973.000    6935.200       IC
2   IC2512  20250901  6886.200  ...  6867.200    6828.400       IC
3   IC2603  20250901  6747.000  ...  6716.800    6682.600       IC
4   IF2509  20250901  4517.000  ...  4513.800    4502.600       IF
5   IF2510  20250901  4518.600  ...  4507.000    4496.600       IF
6   IF2512  20250901  4500.000  ...  4492.000    4481.800       IF
7   IF2603  20250901  4480.000  ...  4469.000    4459.000       IF
8   IH2509  20250901  2988.800  ...  2982.400    2978.600       IH
9   IH2510  20250901  2983.800  ...  2980.600    2974.800       IH
10  IH2512  20250901  2988.200  ...  2982.400    2978.800       IH
11  IH2603  20250901  2998.800  ...  2984.600    2981.200       IH
12  IM2509  20250901  7400.000  ...  7387.800    7353.800       IM
13  IM2510  20250901  7322.600  ...  7321.000    7294.800       IM
14  IM2512  20250901  7220.000  ...  7187.200    7165.600       IM
15  IM2603  20250901  7030.000  ...  7003.800    6986.400       IM
16   T2509  20250901   108.000  ...   108.200     108.055        T
17   T2512  20250901   107.785  ...   107.985     107.820        T
18   T2603  20250901   107.540  ...   107.715     107.585        T
19  TF2509  20250901   105.630  ...   105.700     105.655       TF
20  TF2512  20250901   105.480  ...   105.590     105.515       TF
21  TF2603  20250901   105.375  ...   105.485     105.410       TF
22  TL2509  20250901   116.920  ...   117.280     117.020       TL
23  TL2512  20250901   116.430  ...   116.890     116.560       TL
24  TL2603  20250901   115.950  ...   116.550     116.230       TL
25  TS2509  20250901   102.330  ...   102.356     102.348       TS
26  TS2512  20250901   102.408  ...   102.428     102.420       TS
27  TS2603  20250901   102.334  ...   102.358     102.354       TS

[28 rows x 12 columns]
2025-09-03 18:26:09,611 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250901     487  ...   483.6      482.9      SC
1       SC2511  20250901   486.4  ...     484      483.7      SC
2       SC2512  20250901   486.3  ...   483.8      483.6      SC
3       SC2601  20250901   485.2  ...   482.9      482.7      SC
4       SC2602  20250901   483.7  ...     482      482.2      SC
5       SC2603  20250901   480.1  ...   479.8      480.7      SC
6       SC2604  20250901   478.5  ...   478.7      478.4      SC
7       SC2605  20250901   478.9  ...   477.5      478.9      SC
8       SC2606  20250901     478  ...   476.9      476.9      SC
9       SC2607  20250901   473.4  ...   473.4        476      SC
10      SC2608  20250901   476.8  ...   475.3      476.5      SC
11      SC2609  20250901   470.6  ...   470.6      476.1      SC
12      SC2612  20250901   480.9  ...   476.6      480.9      SC
13      SC2703  20250901          ...   475.9        477      SC
14      SC2706  20250901          ...     475      476.4      SC
15      SC2709  20250901   471.3  ...   471.3      474.8      SC
16      SC2712  20250901   471.5  ...   471.3      474.4      SC
17      SC2803  20250901          ...   471.4      471.4      SC
18      SC2806  20250901          ...     469        469      SC
19      SC2809  20250901          ...     469        469      SC
21      LU2510  20250901    3510  ...    3458       3483      LU
22      LU2511  20250901    3518  ...    3471       3491      LU
23      LU2512  20250901    3503  ...    3457       3473      LU
24      LU2601  20250901    3499  ...    3443       3454      LU
25      LU2602  20250901    3449  ...    3413       3419      LU
26      LU2603  20250901    3401  ...    3396       3434      LU
27      LU2604  20250901    3382  ...    3391       3415      LU
28      LU2605  20250901    3388  ...    3374       3407      LU
29      LU2606  20250901    3378  ...    3373       3424      LU
30      LU2607  20250901    3402  ...    3392       3412      LU
31      LU2608  20250901    3387  ...    3386       3407      LU
32      LU2609  20250901    3374  ...    3374       3407      LU
34      NR2509  20250901   12680  ...   12640      12610      NR
35      NR2510  20250901   12725  ...   12675      12670      NR
36      NR2511  20250901   12755  ...   12715      12705      NR
37      NR2512  20250901   12795  ...   12745      12735      NR
38      NR2601  20250901   12825  ...   12780      12780      NR
39      NR2602  20250901   12895  ...   12765      12765      NR
40      NR2603  20250901   12915  ...   12760      12810      NR
41      NR2604  20250901   12950  ...   12780      12840      NR
42      NR2605  20250901   12910  ...   12815      12860      NR
43      NR2606  20250901   12855  ...   12855      12980      NR
44      NR2607  20250901   12895  ...   12865      12835      NR
45      NR2608  20250901   12905  ...   12905      12890      NR
47      BC2509  20250901   70460  ...   70580      70040      BC
48      BC2510  20250901   70650  ...   70760      70260      BC
49      BC2511  20250901   70700  ...   70750      70270      BC
50      BC2512  20250901   70740  ...   70740      70180      BC
51      BC2601  20250901          ...   70590      69980      BC
52      BC2602  20250901          ...   70400      70100      BC
53      BC2603  20250901   71470  ...   71470      70100      BC
54      BC2604  20250901          ...   70370      69390      BC
55      BC2605  20250901          ...   70370      69410      BC
56      BC2606  20250901          ...   70210      69790      BC
57      BC2607  20250901          ...   70130      69370      BC
58      BC2608  20250901          ...   70100      69370      BC
60      EC2510  20250901  1267.8  ...  1293.8       1272      EC
61      EC2512  20250901    1570  ...  1621.9     1562.6      EC
62      EC2602  20250901  1420.4  ...  1439.5       1406      EC
63      EC2604  20250901  1206.5  ...  1230.5     1210.6      EC
64      EC2606  20250901  1392.8  ...  1407.4     1375.1      EC
65      EC2608  20250901  1595.8  ...  1599.5     1562.7      EC
68  SC_TAS2510  20250901          ...                     SC_TAS
69  SC_TAS2511  20250901          ...                     SC_TAS
70  SC_TAS2512  20250901          ...                     SC_TAS
71  SC_TAS2601  20250901          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-03 18:26:09,683 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250901   8358.0   8387.0  ...   318117.23   8357.0      8360.0       AP
1    AP511  20250901   8168.0   8192.0  ...     3298.83   8155.0      8144.0       AP
2    AP512  20250901   8209.0   8216.0  ...      188.40   8191.0      8196.0       AP
3    AP601  20250901   8320.0   8320.0  ...   124304.06   8263.0      8258.0       AP
4    AP603  20250901   8130.0   8175.0  ...      154.63   8139.0      8142.0       AP
5    AP604  20250901   8189.0   8189.0  ...       24.51   8170.0      8122.0       AP
6    AP605  20250901   8209.0   8238.0  ...     1223.76   8213.0      8209.0       AP
7    CF509  20250901  13740.0  13770.0  ...    31148.61  13620.0     13795.0       CF
8    CF511  20250901  14040.0  14045.0  ...   444482.21  13850.0     14105.0       CF
9    CF601  20250901  14240.0  14240.0  ...  4050478.47  14020.0     14260.0       CF
10   CF603  20250901  14205.0  14205.0  ...     8473.39  13980.0     14225.0       CF
11   CF605  20250901  14200.0  14200.0  ...   258875.66  13995.0     14205.0       CF
12   CF607  20250901  14155.0  14185.0  ...     3453.32  13955.0     14210.0       CF
13   CJ509  20250901  10355.0  10405.0  ...      442.76  10295.0     10180.0       CJ
14   CJ512  20250901  11385.0  11450.0  ...    12308.60  11310.0     11340.0       CJ
15   CJ601  20250901  11500.0  11570.0  ...   798961.76  11425.0     11460.0       CJ
16   CJ603  20250901  11540.0  11600.0  ...    10542.59  11470.0     11500.0       CJ
17   CJ605  20250901  11685.0  11720.0  ...   123677.86  11585.0     11615.0       CJ
18   CJ607  20250901  11805.0  11870.0  ...     1696.21  11740.0     11770.0       CJ
19   CY509  20250901  20205.0  20550.0  ...      252.53  20200.0     20335.0       CY
20   CY510  20250901      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250901  20165.0  20165.0  ...   113780.65  19955.0     20180.0       CY
22   CY512  20250901      0.0      0.0  ...        0.00  19870.0     20005.0       CY
23   CY601  20250901  20225.0  20225.0  ...     6081.41  19970.0     20235.0       CY
24   CY602  20250901      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250901      0.0      0.0  ...        0.00  20365.0     20365.0       CY
26   CY604  20250901      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250901  20285.0  20285.0  ...       20.26  20255.0     20455.0       CY
28   CY606  20250901      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250901      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250901      0.0      0.0  ...        0.00  20280.0     20295.0       CY
31   FG509  20250901    994.0    994.0  ...    11302.46    966.0       970.0       FG
32   FG510  20250901   1079.0   1079.0  ...    75779.37   1063.0      1066.0       FG
33   FG511  20250901   1073.0   1073.0  ...   170235.11   1054.0      1066.0       FG
34   FG512  20250901   1180.0   1180.0  ...    94216.34   1153.0      1173.0       FG
35   FG601  20250901   1181.0   1181.0  ...  4743107.13   1147.0      1173.0       FG
36   FG602  20250901   1224.0   1226.0  ...    12944.80   1195.0      1224.0       FG
37   FG603  20250901   1235.0   1235.0  ...     3072.60   1200.0      1225.0       FG
38   FG604  20250901   1276.0   1276.0  ...     1259.95   1250.0      1271.0       FG
39   FG605  20250901   1275.0   1276.0  ...   114806.45   1243.0      1266.0       FG
40   FG606  20250901   1295.0   1297.0  ...      993.44   1274.0      1292.0       FG
41   FG607  20250901   1293.0   1293.0  ...     1559.25   1268.0      1283.0       FG
42   FG608  20250901   1305.0   1313.0  ...      732.67   1299.0      1312.0       FG
43   JR509  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250901   2210.0   2226.0  ...     6824.51   2201.0      2214.0       MA
53   MA510  20250901   2260.0   2291.0  ...    41040.84   2260.0      2267.0       MA
54   MA511  20250901   2287.0   2315.0  ...   107240.23   2282.0      2295.0       MA
55   MA512  20250901   2341.0   2359.0  ...    40120.93   2330.0      2344.0       MA
56   MA601  20250901   2366.0   2387.0  ...  1429798.88   2359.0      2370.0       MA
57   MA602  20250901   2385.0   2400.0  ...     4893.22   2373.0      2390.0       MA
58   MA603  20250901   2384.0   2401.0  ...      228.59   2381.0      2388.0       MA
59   MA604  20250901   2381.0   2401.0  ...       42.69   2372.0      2381.0       MA
60   MA605  20250901   2374.0   2392.0  ...    61944.54   2370.0      2378.0       MA
61   MA606  20250901   2374.0   2401.0  ...       11.90   2379.0      2383.0       MA
62   MA607  20250901   2377.0   2390.0  ...       42.74   2374.0      2381.0       MA
63   MA608  20250901   2379.0   2387.0  ...       26.08   2371.0      2378.0       MA
64   OI509  20250901   9968.0  10030.0  ...     6410.33   9954.0      9968.0       OI
65   OI511  20250901   9894.0   9962.0  ...   534901.85   9887.0      9895.0       OI
66   OI601  20250901   9779.0   9848.0  ...  2787676.91   9780.0      9782.0       OI
67   OI603  20250901   9704.0   9769.0  ...     5348.30   9707.0      9707.0       OI
68   OI605  20250901   9625.0   9682.0  ...    48080.79   9622.0      9627.0       OI
69   OI607  20250901   9543.0   9642.0  ...      230.76   9615.0      9587.0       OI
70   PF509  20250901   6396.0   6416.0  ...     1451.56   6382.0      6378.0       PF
71   PF510  20250901   6504.0   6528.0  ...   340052.39   6488.0      6486.0       PF
72   PF511  20250901   6482.0   6500.0  ...   359367.76   6466.0      6468.0       PF
73   PF512  20250901   6468.0   6482.0  ...   218205.14   6448.0      6456.0       PF
74   PF601  20250901   6488.0   6504.0  ...    63957.56   6482.0      6474.0       PF
75   PF602  20250901   6498.0   6516.0  ...    18023.18   6492.0      6486.0       PF
76   PF603  20250901   6512.0   6520.0  ...       81.27   6502.0      6490.0       PF
77   PF604  20250901   6524.0   6542.0  ...       32.62   6524.0      6554.0       PF
78   PF605  20250901   6558.0   6564.0  ...       32.72   6546.0      6538.0       PF
79   PF606  20250901   6564.0   6564.0  ...       13.09   6546.0      6556.0       PF
80   PF607  20250901   6560.0   6560.0  ...        9.81   6544.0      6540.0       PF
81   PF608  20250901      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250901   7972.0   8026.0  ...    41846.97   8002.0      7990.0       PK
83   PK511  20250901   7770.0   7836.0  ...   283223.14   7808.0      7792.0       PK
84   PK512  20250901   7800.0   7828.0  ...    93264.50   7808.0      7808.0       PK
85   PK601  20250901   7864.0   7874.0  ...    25634.11   7864.0      7860.0       PK
86   PK603  20250901   7858.0   7880.0  ...       39.37   7874.0      7864.0       PK
87   PK604  20250901   7862.0   7888.0  ...      165.50   7882.0      7878.0       PK
88   PK605  20250901   7868.0   7884.0  ...     2291.67   7876.0      7870.0       PK
89   PL601  20250901   6420.0   6427.0  ...    65642.86   6394.0      6425.0       PL
90   PL602  20250901   6433.0   6451.0  ...      976.92   6427.0      6445.0       PL
91   PL603  20250901   6432.0   6432.0  ...      538.68   6413.0      6421.0       PL
92   PL604  20250901   6440.0   6440.0  ...       12.88   6440.0      6443.0       PL
93   PL605  20250901   6358.0   6408.0  ...      178.40   6371.0      6362.0       PL
94   PL606  20250901      0.0      0.0  ...        0.00   6430.0      6422.0       PL
95   PL607  20250901      0.0      0.0  ...        0.00   6428.0      6428.0       PL
96   PL608  20250901      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250901   5800.0   5832.0  ...     2311.49   5816.0      5832.0       PR
104  PR510  20250901   5976.0   5988.0  ...    68483.16   5952.0      5966.0       PR
105  PR511  20250901   5980.0   5980.0  ...   448712.15   5940.0      5954.0       PR
106  PR512  20250901   5966.0   5974.0  ...   259553.09   5946.0      5952.0       PR
107  PR601  20250901   5972.0   5980.0  ...    38453.43   5952.0      5970.0       PR
108  PR602  20250901      0.0      0.0  ...        0.00   5998.0      6002.0       PR
109  PR603  20250901      0.0      0.0  ...        0.00   6002.0      6006.0       PR
110  PR604  20250901      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250901   6002.0   6002.0  ...        9.00   6002.0      6022.0       PR
112  PR606  20250901   6006.0   6006.0  ...        9.01   6006.0      6050.0       PR
113  PR607  20250901      0.0      0.0  ...        0.00   6018.0      6022.0       PR
114  PR608  20250901   5960.0   5996.0  ...       17.93   5978.0      6026.0       PR
115  PX509  20250901   6712.0   6858.0  ...     1628.14   6714.0      6866.0       PX
116  PX510  20250901   6918.0   6918.0  ...    39766.41   6882.0      6866.0       PX
117  PX511  20250901   6886.0   6890.0  ...   553113.93   6854.0      6844.0       PX
118  PX512  20250901   6856.0   6856.0  ...    98159.01   6816.0      6812.0       PX
119  PX601  20250901   6822.0   6826.0  ...   113607.60   6788.0      6792.0       PX
120  PX602  20250901   6798.0   6818.0  ...    24557.59   6792.0      6800.0       PX
121  PX603  20250901      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250901      0.0      0.0  ...        0.00   6808.0      6812.0       PX
123  PX605  20250901   6780.0   6812.0  ...      261.25   6786.0      6802.0       PX
124  PX606  20250901   6784.0   6784.0  ...        3.39   6784.0      6786.0       PX
125  PX607  20250901   6788.0   6816.0  ...       23.82   6806.0      6790.0       PX
126  PX608  20250901   6908.0   6908.0  ...        3.45   6908.0      6826.0       PX
127  RI509  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250901   2554.0   2575.0  ...     1268.11   2562.0      2554.0       RM
134  RM511  20250901   2546.0   2571.0  ...    20442.11   2558.0      2543.0       RM
135  RM601  20250901   2509.0   2530.0  ...   833339.36   2511.0      2496.0       RM
136  RM603  20250901   2415.0   2425.0  ...    14106.80   2412.0      2405.0       RM
137  RM605  20250901   2418.0   2426.0  ...   116202.97   2414.0      2411.0       RM
138  RM607  20250901   2407.0   2414.0  ...     5554.31   2401.0      2396.0       RM
139  RM608  20250901   2484.0   2492.0  ...      473.75   2480.0      2457.0       RM
140  RS509  20250901   4750.0   4750.0  ...       66.50   4750.0      4675.0       RS
141  RS511  20250901   5106.0   5106.0  ...       10.21   5106.0      5156.0       RS
142  RS607  20250901      0.0      0.0  ...        0.00   5550.0      5550.0       RS
143  RS608  20250901      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250901   1198.0   1198.0  ...    10688.91   1152.0      1170.0       SA
145  SA510  20250901   1230.0   1230.0  ...    66233.37   1202.0      1222.0       SA
146  SA511  20250901   1225.0   1228.0  ...   267213.34   1207.0      1228.0       SA
147  SA512  20250901   1282.0   1285.0  ...   132632.63   1260.0      1290.0       SA
148  SA601  20250901   1296.0   1296.0  ...  3883759.21   1270.0      1298.0       SA
149  SA602  20250901   1323.0   1324.0  ...    33343.12   1296.0      1324.0       SA
150  SA603  20250901   1330.0   1330.0  ...     8113.11   1305.0      1327.0       SA
151  SA604  20250901   1365.0   1366.0  ...     1914.88   1347.0      1368.0       SA
152  SA605  20250901   1373.0   1373.0  ...   119487.33   1348.0      1370.0       SA
153  SA606  20250901   1375.0   1375.0  ...     1748.07   1357.0      1377.0       SA
154  SA607  20250901   1381.0   1381.0  ...     1842.91   1361.0      1378.0       SA
155  SA608  20250901   1402.0   1402.0  ...      714.33   1390.0      1404.0       SA
156  SF509  20250901   5450.0   5450.0  ...     3511.62   5398.0      5364.0       SF
157  SF510  20250901   5336.0   5364.0  ...    50322.28   5308.0      5382.0       SF
158  SF511  20250901   5526.0   5544.0  ...   580676.15   5486.0      5566.0       SF
159  SF512  20250901   5494.0   5498.0  ...    65521.15   5444.0      5542.0       SF
160  SF601  20250901   5498.0   5500.0  ...   182908.31   5452.0      5538.0       SF
161  SF602  20250901   5452.0   5466.0  ...    22770.98   5418.0      5502.0       SF
162  SF603  20250901   5622.0   5648.0  ...      215.67   5602.0      5694.0       SF
163  SF604  20250901   5584.0   5628.0  ...       11.18   5592.0      5676.0       SF
164  SF605  20250901   5634.0   5634.0  ...     2429.86   5592.0      5674.0       SF
165  SF606  20250901   5602.0   5602.0  ...      172.37   5560.0      5638.0       SF
166  SF607  20250901   5784.0   5784.0  ...      108.79   5726.0      5786.0       SF
167  SF608  20250901   5784.0   5784.0  ...       37.14   5714.0      5784.0       SF
168  SH509  20250901   2482.0   2568.0  ...     1236.00   2512.0      2495.0       SH
169  SH510  20250901   2635.0   2717.0  ...   354916.60   2669.0      2622.0       SH
170  SH511  20250901   2669.0   2764.0  ...  1102451.44   2705.0      2649.0       SH
171  SH512  20250901   2687.0   2769.0  ...   298006.25   2714.0      2673.0       SH
172  SH601  20250901   2670.0   2736.0  ...  5424223.30   2690.0      2660.0       SH
173  SH602  20250901   2684.0   2741.0  ...    77792.76   2694.0      2675.0       SH
174  SH603  20250901   2690.0   2748.0  ...     8104.42   2715.0      2687.0       SH
175  SH604  20250901   2728.0   2785.0  ...     1645.94   2757.0      2738.0       SH
176  SH605  20250901   2752.0   2797.0  ...    72415.78   2765.0      2753.0       SH
177  SH606  20250901   2758.0   2794.0  ...      556.56   2769.0      2762.0       SH
178  SH607  20250901   2751.0   2775.0  ...      181.83   2755.0      2747.0       SH
179  SH608  20250901   2755.0   2789.0  ...      447.82   2764.0      2752.0       SH
180  SM509  20250901   5672.0   5672.0  ...     9524.38   5624.0      5678.0       SM
181  SM510  20250901   5658.0   5658.0  ...    33322.25   5622.0      5692.0       SM
182  SM511  20250901   5700.0   5770.0  ...   134900.58   5704.0      5770.0       SM
183  SM512  20250901   5750.0   5750.0  ...    45444.14   5714.0      5772.0       SM
184  SM601  20250901   5750.0   5754.0  ...   541526.24   5716.0      5786.0       SM
185  SM602  20250901   5736.0   5752.0  ...    26467.44   5732.0      5800.0       SM
186  SM603  20250901   5744.0   5758.0  ...      112.00   5744.0      5806.0       SM
187  SM604  20250901      0.0      0.0  ...        0.00   5778.0      5810.0       SM
188  SM605  20250901   5798.0   5798.0  ...     8068.68   5760.0      5830.0       SM
189  SM606  20250901   5768.0   5770.0  ...       28.78   5756.0      5824.0       SM
190  SM607  20250901   5812.0   5812.0  ...      112.78   5784.0      5844.0       SM
191  SM608  20250901   5828.0   5830.0  ...       43.52   5804.0      5874.0       SM
192  SR509  20250901   5581.0   5630.0  ...     1773.13   5611.0      5598.0       SR
193  SR511  20250901   5582.0   5601.0  ...   153323.50   5588.0      5586.0       SR
194  SR601  20250901   5600.0   5612.0  ...   784954.64   5602.0      5600.0       SR
195  SR603  20250901   5580.0   5590.0  ...     1908.89   5582.0      5579.0       SR
196  SR605  20250901   5565.0   5574.0  ...    26958.98   5567.0      5560.0       SR
197  SR607  20250901   5563.0   5570.0  ...      862.35   5564.0      5556.0       SR
198  TA509  20250901   4762.0   4762.0  ...    32404.11   4720.0      4718.0       TA
199  TA510  20250901   4772.0   4784.0  ...   154615.01   4756.0      4762.0       TA
200  TA511  20250901   4764.0   4784.0  ...   139832.74   4758.0      4766.0       TA
201  TA512  20250901   4782.0   4790.0  ...    58866.19   4766.0      4768.0       TA
202  TA601  20250901   4790.0   4794.0  ...  1258698.51   4770.0      4774.0       TA
203  TA602  20250901   4794.0   4800.0  ...    15056.82   4778.0      4800.0       TA
204  TA603  20250901   4810.0   4812.0  ...      198.79   4790.0      4814.0       TA
205  TA604  20250901      0.0      0.0  ...        0.00   4806.0      4812.0       TA
206  TA605  20250901   4826.0   4832.0  ...    33991.04   4804.0      4812.0       TA
207  TA606  20250901      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250901   4834.0   4834.0  ...        4.82   4822.0      4846.0       TA
209  TA608  20250901      0.0      0.0  ...        0.00   4842.0      4858.0       TA
210  UR509  20250901   1707.0   1707.0  ...     1233.43   1671.0      1688.0       UR
211  UR510  20250901   1696.0   1699.0  ...    13660.85   1688.0      1708.0       UR
212  UR511  20250901   1736.0   1744.0  ...    33786.51   1732.0      1746.0       UR
213  UR512  20250901   1729.0   1744.0  ...    15810.96   1734.0      1748.0       UR
214  UR601  20250901   1742.0   1750.0  ...   636251.78   1737.0      1750.0       UR
215  UR602  20250901   1737.0   1745.0  ...      582.79   1734.0      1746.0       UR
216  UR603  20250901   1778.0   1789.0  ...      188.50   1778.0      1786.0       UR
217  UR604  20250901   1779.0   1779.0  ...       10.66   1777.0      1787.0       UR
218  UR605  20250901   1783.0   1791.0  ...    19103.11   1780.0      1790.0       UR
219  UR606  20250901   1779.0   1779.0  ...      120.60   1774.0      1784.0       UR
220  UR607  20250901   1787.0   1795.0  ...      125.26   1789.0      1796.0       UR
221  UR608  20250901   1784.0   1792.0  ...       35.71   1785.0      1791.0       UR
222  WH509  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:26:09,991 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
2025-09-03 18:26:11,795 - future_1d - INFO - save future_daily 2025-09-01 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250902   4127.00  ...   4122.00     4092.00        A
1     a2511  20250902   3965.00  ...   3969.00     3961.00        A
2     a2601  20250902   3960.00  ...   3966.00     3962.00        A
3     a2603  20250902   3961.00  ...   3967.00     3961.00        A
4     a2605  20250902   4008.00  ...   4013.00     4005.00        A
5     a2607  20250902   4010.00  ...   4018.00     4008.00        A
6     b2509  20250902      0.00  ...   3695.00     3695.00        B
7     b2510  20250902   3695.00  ...   3695.00     3702.00        B
8     b2511  20250902   3724.00  ...   3734.00     3736.00        B
9     b2512  20250902   3770.00  ...   3768.00     3768.00        B
10    b2601  20250902   3760.00  ...   3771.00     3763.00        B
11    b2602  20250902   3761.00  ...   3748.00     3746.00        B
12    b2603  20250902   3708.00  ...   3703.00     3694.00        B
13    b2604  20250902   3601.00  ...   3605.00     3599.00        B
14    b2605  20250902   3538.00  ...   3533.00     3531.00        B
15    b2606  20250902   3530.00  ...   3516.00     3518.00        B
16    b2607  20250902   3527.00  ...   3521.00     3524.00        B
17    b2608  20250902   3608.00  ...   3614.00     3596.00        B
18   bb2509  20250902      0.00  ...    136.00      136.00       BB
19   bb2511  20250902    144.15  ...    144.00      143.60       BB
20   bb2601  20250902    146.65  ...    147.25      146.65       BB
21   bb2603  20250902      0.00  ...    146.40      146.40       BB
22   bb2605  20250902      0.00  ...    140.80      140.25       BB
23   bb2607  20250902      0.00  ...    146.55      146.00       BB
24   bz2603  20250902   6045.00  ...   5966.00     6002.00       BZ
25   bz2604  20250902   6004.00  ...   5955.00     5991.00       BZ
26   bz2605  20250902   5985.00  ...   5978.00     5985.00       BZ
27   bz2606  20250902   5935.00  ...   5935.00     5949.00       BZ
28   bz2607  20250902   5980.00  ...   5980.00     5971.00       BZ
29   bz2608  20250902      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250902   2264.00  ...   2265.00     2240.00        C
31    c2511  20250902   2196.00  ...   2206.00     2190.00        C
32    c2601  20250902   2183.00  ...   2190.00     2180.00        C
33    c2603  20250902   2200.00  ...   2207.00     2197.00        C
34    c2605  20250902   2250.00  ...   2256.00     2247.00        C
35    c2607  20250902   2263.00  ...   2267.00     2259.00        C
36   cs2509  20250902   2487.00  ...   2487.00     2489.00       CS
37   cs2511  20250902   2503.00  ...   2515.00     2499.00       CS
38   cs2601  20250902   2535.00  ...   2545.00     2532.00       CS
39   cs2603  20250902   2540.00  ...   2551.00     2537.00       CS
40   cs2605  20250902   2610.00  ...   2617.00     2606.00       CS
41   cs2607  20250902   2618.00  ...   2620.00     2613.00       CS
42   eb2509  20250902   6924.00  ...   6907.00     6924.00       EB
43   eb2510  20250902   7020.00  ...   6968.00     7018.00       EB
44   eb2511  20250902   7058.00  ...   6995.00     7036.00       EB
45   eb2512  20250902   7080.00  ...   7028.00     7061.00       EB
46   eb2601  20250902   7116.00  ...   7068.00     7106.00       EB
47   eb2602  20250902   7139.00  ...   7092.00     7123.00       EB
48   eb2603  20250902   7138.00  ...   7115.00     7162.00       EB
49   eb2604  20250902   7169.00  ...   7151.00     7197.00       EB
50   eb2605  20250902   7216.00  ...   7172.00     7209.00       EB
51   eb2606  20250902   7199.00  ...   7197.00     7194.00       EB
52   eb2607  20250902      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250902      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250902   4414.00  ...   4382.00     4414.00       EG
55   eg2510  20250902   4408.00  ...   4371.00     4414.00       EG
56   eg2511  20250902   4419.00  ...   4369.00     4435.00       EG
57   eg2512  20250902   4412.00  ...   4371.00     4448.00       EG
58   eg2601  20250902   4425.00  ...   4382.00     4438.00       EG
59   eg2602  20250902   4425.00  ...   4393.00     4463.00       EG
60   eg2603  20250902   4421.00  ...   4381.00     4476.00       EG
61   eg2604  20250902   4402.00  ...   4407.00     4518.00       EG
62   eg2605  20250902   4466.00  ...   4412.00     4474.00       EG
63   eg2606  20250902   4423.00  ...   4407.00     4465.00       EG
64   eg2607  20250902   4432.00  ...   4441.00     4511.00       EG
65   eg2608  20250902      0.00  ...   4483.00     4513.00       EG
66   fb2509  20250902      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250902   1275.50  ...   1276.50     1271.00       FB
68   fb2511  20250902   1263.00  ...   1272.50     1268.00       FB
69   fb2512  20250902   1259.00  ...   1266.00     1264.00       FB
70   fb2601  20250902   1251.50  ...   1260.50     1255.00       FB
71   fb2602  20250902   1239.50  ...   1250.50     1247.00       FB
72   fb2603  20250902   1258.50  ...   1253.50     1247.50       FB
73   fb2604  20250902      0.00  ...   1268.50     1283.50       FB
74   fb2605  20250902   1321.00  ...   1321.00     1311.00       FB
75   fb2606  20250902      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250902      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250902      0.00  ...   1302.50     1302.50       FB
78    i2509  20250902    804.50  ...    798.00      804.50        I
79    i2510  20250902    789.00  ...    791.00      791.00        I
80    i2511  20250902    782.50  ...    786.50      785.00        I
81    i2512  20250902    777.00  ...    781.00      781.50        I
82    i2601  20250902    768.50  ...    771.50      771.00        I
83    i2602  20250902    762.50  ...    766.50      767.00        I
84    i2603  20250902    757.50  ...    761.50      760.00        I
85    i2604  20250902    753.50  ...    756.50      757.00        I
86    i2605  20250902    745.50  ...    749.00      746.50        I
87    i2606  20250902    741.00  ...    745.00      745.50        I
88    i2607  20250902    737.50  ...    740.50      740.50        I
89    i2608  20250902    733.50  ...    737.00      736.00        I
90    j2509  20250902   1500.00  ...   1494.50     1507.50        J
91    j2510  20250902   1505.50  ...   1515.50     1514.50        J
92    j2511  20250902   1535.00  ...   1547.00     1544.00        J
93    j2512  20250902   1580.00  ...   1582.50     1592.50        J
94    j2601  20250902   1598.00  ...   1603.50     1603.50        J
95    j2602  20250902   1629.50  ...   1625.00     1631.50        J
96    j2603  20250902   1648.50  ...   1642.50     1639.00        J
97    j2604  20250902   1693.00  ...   1683.00     1696.00        J
98    j2605  20250902   1698.50  ...   1699.00     1692.00        J
99    j2606  20250902   1716.50  ...   1716.50     1723.00        J
100   j2607  20250902      0.00  ...   1725.00     1725.00        J
101   j2608  20250902   1702.00  ...   1702.00     1679.50        J
102  jd2509  20250902   2801.00  ...   2803.00     2824.00       JD
103  jd2510  20250902   2924.00  ...   2934.00     2948.00       JD
104  jd2511  20250902   2986.00  ...   2996.00     3000.00       JD
105  jd2512  20250902   3130.00  ...   3158.00     3157.00       JD
106  jd2601  20250902   3308.00  ...   3354.00     3337.00       JD
107  jd2602  20250902   3087.00  ...   3107.00     3094.00       JD
108  jd2603  20250902   3094.00  ...   3116.00     3100.00       JD
109  jd2604  20250902   3268.00  ...   3289.00     3264.00       JD
110  jd2605  20250902   3374.00  ...   3418.00     3359.00       JD
111  jd2606  20250902   3208.00  ...   3274.00     3192.00       JD
112  jd2607  20250902   3402.00  ...   3480.00     3401.00       JD
113  jd2608  20250902   3819.00  ...   3871.00     3799.00       JD
114  jm2509  20250902    963.00  ...    947.00      963.00       JM
115  jm2510  20250902    980.00  ...    970.50      985.00       JM
116  jm2511  20250902   1034.50  ...   1029.50     1034.50       JM
117  jm2512  20250902   1080.00  ...   1081.50     1083.50       JM
118  jm2601  20250902   1119.00  ...   1120.00     1121.50       JM
119  jm2602  20250902   1135.00  ...   1137.50     1136.00       JM
120  jm2603  20250902   1148.50  ...   1150.00     1148.00       JM
121  jm2604  20250902   1154.50  ...   1159.50     1159.50       JM
122  jm2605  20250902   1168.00  ...   1168.00     1165.50       JM
123  jm2606  20250902   1181.00  ...   1179.50     1176.50       JM
124  jm2607  20250902   1193.50  ...   1191.50     1187.50       JM
125  jm2608  20250902   1195.00  ...   1200.00     1202.00       JM
126   l2509  20250902   7209.00  ...   7207.00     7209.00        L
127   l2510  20250902   7260.00  ...   7251.00     7243.00        L
128   l2511  20250902   7262.00  ...   7259.00     7249.00        L
129   l2512  20250902   7272.00  ...   7262.00     7255.00        L
130   l2601  20250902   7275.00  ...   7261.00     7256.00        L
131   l2602  20250902   7261.00  ...   7254.00     7247.00        L
132   l2603  20250902   7256.00  ...   7247.00     7248.00        L
133   l2604  20250902   7281.00  ...   7273.00     7273.00        L
134   l2605  20250902   7285.00  ...   7259.00     7260.00        L
135   l2606  20250902   7242.00  ...   7242.00     7258.00        L
136   l2607  20250902      0.00  ...   7285.00     7285.00        L
137   l2608  20250902      0.00  ...   7277.00     7301.00        L
138  lg2509  20250902    797.50  ...    797.50      779.00       LG
139  lg2511  20250902    820.00  ...    814.00      818.50       LG
140  lg2601  20250902    830.00  ...    825.50      830.50       LG
141  lg2603  20250902    832.00  ...    829.50      834.00       LG
142  lg2605  20250902    834.00  ...    831.50      834.00       LG
143  lg2607  20250902    833.00  ...    833.50      835.50       LG
144  lh2509  20250902  13180.00  ...  13225.00    13160.00       LH
145  lh2511  20250902  13630.00  ...  13570.00    13625.00       LH
146  lh2601  20250902  13865.00  ...  13830.00    13885.00       LH
147  lh2603  20250902  13110.00  ...  13080.00    13120.00       LH
148  lh2605  20250902  13590.00  ...  13570.00    13560.00       LH
149  lh2607  20250902  14115.00  ...  14150.00    14120.00       LH
150   m2509  20250902   3002.00  ...   3013.00     3013.00        M
151   m2511  20250902   3018.00  ...   3028.00     3033.00        M
152   m2512  20250902   3061.00  ...   3066.00     3070.00        M
153   m2601  20250902   3054.00  ...   3056.00     3060.00        M
154   m2603  20250902   2985.00  ...   2987.00     2988.00        M
155   m2605  20250902   2815.00  ...   2815.00     2819.00        M
156   m2607  20250902   2802.00  ...   2802.00     2807.00        M
157   m2608  20250902   2928.00  ...   2928.00     2933.00        M
158   p2509  20250902   9450.00  ...   9408.00     9314.00        P
159   p2510  20250902   9352.00  ...   9420.00     9292.00        P
160   p2511  20250902   9320.00  ...   9402.00     9286.00        P
161   p2512  20250902   9374.00  ...   9424.00     9306.00        P
162   p2601  20250902   9388.00  ...   9442.00     9326.00        P
163   p2602  20250902   9340.00  ...   9378.00     9290.00        P
164   p2603  20250902   9286.00  ...   9332.00     9240.00        P
165   p2604  20250902   9282.00  ...   9284.00     9164.00        P
166   p2605  20250902   9130.00  ...   9186.00     9086.00        P
167   p2606  20250902   9078.00  ...   9092.00     8992.00        P
168   p2607  20250902   8978.00  ...   8980.00     8874.00        P
169   p2608  20250902   8938.00  ...   8920.00     8812.00        P
170  pg2509  20250902   3700.00  ...   3739.00     3693.00       PG
171  pg2510  20250902   4404.00  ...   4433.00     4364.00       PG
172  pg2511  20250902   4321.00  ...   4348.00     4282.00       PG
173  pg2512  20250902   4241.00  ...   4283.00     4219.00       PG
174  pg2601  20250902   4176.00  ...   4219.00     4160.00       PG
175  pg2602  20250902   4107.00  ...   4154.00     4100.00       PG
176  pg2603  20250902   4021.00  ...   4063.00     4021.00       PG
177  pg2604  20250902   4370.00  ...   4379.00     4326.00       PG
178  pg2605  20250902   4276.00  ...   4296.00     4251.00       PG
179  pg2606  20250902   4202.00  ...   4202.00     4206.00       PG
180  pg2607  20250902   4176.00  ...   4177.00     4111.00       PG
181  pg2608  20250902   4164.00  ...   4140.00     4120.00       PG
182  pp2509  20250902   6872.00  ...   6867.00     6862.00       PP
183  pp2510  20250902   6923.00  ...   6907.00     6904.00       PP
184  pp2511  20250902   6936.00  ...   6930.00     6926.00       PP
185  pp2512  20250902   6962.00  ...   6950.00     6942.00       PP
186  pp2601  20250902   6967.00  ...   6953.00     6949.00       PP
187  pp2602  20250902   6938.00  ...   6929.00     6927.00       PP
188  pp2603  20250902   6938.00  ...   6932.00     6932.00       PP
189  pp2604  20250902   6977.00  ...   6977.00     6960.00       PP
190  pp2605  20250902   6980.00  ...   6971.00     6973.00       PP
191  pp2606  20250902   6955.00  ...   6948.00     6946.00       PP
192  pp2607  20250902   6938.00  ...   6936.00     6941.00       PP
193  pp2608  20250902   6928.00  ...   6933.00     6937.00       PP
194  rr2509  20250902      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250902   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250902   3613.00  ...   3611.00     3612.00       RR
197  rr2512  20250902   3608.00  ...   3608.00     3608.00       RR
198  rr2601  20250902   3623.00  ...   3621.00     3621.00       RR
199  rr2602  20250902   3603.00  ...   3606.00     3604.00       RR
200  rr2603  20250902      0.00  ...   3609.00     3602.00       RR
201  rr2604  20250902      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250902   3620.00  ...   3620.00     3610.00       RR
203  rr2606  20250902   3611.00  ...   3611.00     3607.00       RR
204  rr2607  20250902      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250902      0.00  ...   3625.00     3625.00       RR
206   v2509  20250902   4717.00  ...   4732.00     4721.00        V
207   v2510  20250902   4784.00  ...   4782.00     4769.00        V
208   v2511  20250902   4809.00  ...   4818.00     4805.00        V
209   v2512  20250902   4848.00  ...   4855.00     4842.00        V
210   v2601  20250902   4883.00  ...   4892.00     4881.00        V
211   v2602  20250902   4924.00  ...   4932.00     4917.00        V
212   v2603  20250902   4961.00  ...   4964.00     4955.00        V
213   v2604  20250902   5153.00  ...   5167.00     5156.00        V
214   v2605  20250902   5200.00  ...   5189.00     5183.00        V
215   v2606  20250902   5208.00  ...   5230.00     5208.00        V
216   v2607  20250902   5238.00  ...   5259.00     5244.00        V
217   v2608  20250902   5285.00  ...   5289.00     5277.00        V
218   y2509  20250902   8400.00  ...   8410.00     8400.00        Y
219   y2511  20250902   8384.00  ...   8384.00     8358.00        Y
220   y2512  20250902   8408.00  ...   8410.00     8380.00        Y
221   y2601  20250902   8360.00  ...   8364.00     8330.00        Y
222   y2603  20250902   8304.00  ...   8314.00     8262.00        Y
223   y2605  20250902   8052.00  ...   8076.00     8040.00        Y
224   y2607  20250902   8030.00  ...   8044.00     8006.00        Y
225   y2608  20250902   8022.00  ...   8042.00     7994.00        Y

[226 rows x 12 columns]
2025-09-03 18:26:21,678 - future_1d - INFO - ak.get_dce_daily('2025-09-02') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250902  ...   79840      79750      CU
1        1      CU2510  20250902  ...   79780      79710      CU
2        2      CU2511  20250902  ...   79750      79690      CU
3        3      CU2512  20250902  ...   79670      79620      CU
4        4      CU2601  20250902  ...   79660      79580      CU
5        5      CU2602  20250902  ...   79670      79580      CU
6        6      CU2603  20250902  ...   79670      79620      CU
7        7      CU2604  20250902  ...   79670      79640      CU
8        8      CU2605  20250902  ...   79680      79620      CU
9        9      CU2606  20250902  ...   79740      79610      CU
10      10      CU2607  20250902  ...   79670      79660      CU
11      11      CU2608  20250902  ...   79760      79660      CU
12      12      BC2509  20250902  ...   70130      70580      BC
13      13      BC2510  20250902  ...   70840      70760      BC
14      14      BC2511  20250902  ...   70760      70750      BC
15      15      BC2512  20250902  ...   70740      70740      BC
16      16      BC2601  20250902  ...   70590      70590      BC
17      17      BC2602  20250902  ...   70400      70400      BC
18      18      BC2603  20250902  ...   71400      71470      BC
19      19      BC2604  20250902  ...   70370      70370      BC
20      20      BC2605  20250902  ...   70370      70370      BC
21      21      BC2606  20250902  ...   70210      70210      BC
22      22      BC2607  20250902  ...   70200      70130      BC
23      23      BC2608  20250902  ...   70200      70100      BC
24      24      AL2509  20250902  ...   20730      20675      AL
25      25      AL2510  20250902  ...   20715      20670      AL
26      26      AL2511  20250902  ...   20705      20650      AL
27      27      AL2512  20250902  ...   20685      20625      AL
28      28      AL2601  20250902  ...   20675      20605      AL
29      29      AL2602  20250902  ...   20675      20610      AL
30      30      AL2603  20250902  ...   20710      20655      AL
31      31      AL2604  20250902  ...   20730      20680      AL
32      32      AL2605  20250902  ...   20760      20690      AL
33      33      AL2606  20250902  ...   20775      20695      AL
34      34      AL2607  20250902  ...   20775      20700      AL
35      35      AL2608  20250902  ...   20765      20715      AL
36      36      ZN2509  20250902  ...   22235      22155      ZN
37      37      ZN2510  20250902  ...   22265      22195      ZN
38      38      ZN2511  20250902  ...   22250      22180      ZN
39      39      ZN2512  20250902  ...   22255      22190      ZN
40      40      ZN2601  20250902  ...   22260      22200      ZN
41      41      ZN2602  20250902  ...   22270      22195      ZN
42      42      ZN2603  20250902  ...   22290      22225      ZN
43      43      ZN2604  20250902  ...   22315      22250      ZN
44      44      ZN2605  20250902  ...   22360      22285      ZN
45      45      ZN2606  20250902  ...   22345      22265      ZN
46      46      ZN2607  20250902  ...   22375      22275      ZN
47      47      ZN2608  20250902  ...   22350      22295      ZN
48      48      PB2509  20250902  ...   16820      16795      PB
49      49      PB2510  20250902  ...   16875      16840      PB
50      50      PB2511  20250902  ...   16885      16855      PB
51      51      PB2512  20250902  ...   16905      16880      PB
52      52      PB2601  20250902  ...   16910      16890      PB
53      53      PB2602  20250902  ...   16910      16955      PB
54      54      PB2603  20250902  ...   16960      16995      PB
55      55      PB2604  20250902  ...   17000      16990      PB
56      56      PB2605  20250902  ...   17030      17035      PB
57      57      PB2606  20250902  ...   17040      17070      PB
58      58      PB2607  20250902  ...   17090      17120      PB
59      59      PB2608  20250902  ...   17150      17150      PB
60      60      NI2509  20250902  ...  122760     122460      NI
61      61      NI2510  20250902  ...  123150     122770      NI
62      62      NI2511  20250902  ...  123250     122990      NI
63      63      NI2512  20250902  ...  123380     123180      NI
64      64      NI2601  20250902  ...  123590     123370      NI
65      65      NI2602  20250902  ...  123790     123570      NI
66      66      NI2603  20250902  ...  124280     123680      NI
67      67      NI2604  20250902  ...  124390     123980      NI
68      68      NI2605  20250902  ...  124610     124310      NI
69      69      NI2606  20250902  ...  124960     124440      NI
70      70      NI2607  20250902  ...  124970     124500      NI
71      71      NI2608  20250902  ...  125230     125420      NI
72      72      SN2509  20250902  ...  273850     273340      SN
73      73      SN2510  20250902  ...  274360     273770      SN
74      74      SN2511  20250902  ...  274560     274070      SN
75      75      SN2512  20250902  ...  274460     274230      SN
76      76      SN2601  20250902  ...  274300     273920      SN
77      77      SN2602  20250902  ...  274250     273260      SN
78      78      SN2603  20250902  ...  274600     273800      SN
79      79      SN2604  20250902  ...  274500     275560      SN
80      80      SN2605  20250902  ...  274770     273970      SN
81      81      SN2606  20250902  ...  274980     273820      SN
82      82      SN2607  20250902  ...  274280     273970      SN
83      83      SN2608  20250902  ...  275480     274470      SN
84      84      AO2509  20250902  ...    2990       2982      AO
85      85      AO2510  20250902  ...    3007       2992      AO
86      86      AO2511  20250902  ...    3010       2999      AO
87      87      AO2512  20250902  ...    3014       3007      AO
88      88      AO2601  20250902  ...    3018       3009      AO
89      89      AO2602  20250902  ...    3014       3006      AO
90      90      AO2603  20250902  ...    3021       3009      AO
91      91      AO2604  20250902  ...    3028       3022      AO
92      92      AO2605  20250902  ...    3036       3023      AO
93      93      AO2606  20250902  ...    3043       3025      AO
94      94      AO2607  20250902  ...    3043       3034      AO
95      95      AO2608  20250902  ...    3047       3041      AO
96      96      AD2511  20250902  ...   20330      20275      AD
97      97      AD2512  20250902  ...   20325      20275      AD
98      98      AD2601  20250902  ...   20340      20325      AD
99      99      AD2602  20250902  ...   20235      20210      AD
100    100      AD2603  20250902  ...   20220      20220      AD
101    101      AD2604  20250902  ...   19975      19975      AD
102    102      AD2605  20250902  ...   20040      20040      AD
103    103      AD2606  20250902  ...   19935      19935      AD
104    104      AD2607  20250902  ...   19925      19925      AD
105    105      AD2608  20250902  ...   20170      20170      AD
106    106      AU2509  20250902  ...   805.4     796.82      AU
107    107      AU2510  20250902  ...  804.32     794.72      AU
108    108      AU2511  20250902  ...   805.6     798.14      AU
109    109      AU2512  20250902  ...  806.58     797.72      AU
110    110      AU2602  20250902  ...  808.94     800.18      AU
111    111      AU2604  20250902  ...  810.72     802.12      AU
112    112      AU2606  20250902  ...  813.08      804.5      AU
113    113      AU2608  20250902  ...  816.12      805.4      AU
114    114      AG2509  20250902  ...    9825       9626      AG
115    115      AG2510  20250902  ...    9835       9600      AG
116    116      AG2511  20250902  ...    9850       9594      AG
117    117      AG2512  20250902  ...    9862       9632      AG
118    118      AG2601  20250902  ...    9870       9648      AG
119    119      AG2602  20250902  ...    9877       9632      AG
120    120      AG2603  20250902  ...    9895       9662      AG
121    121      AG2604  20250902  ...    9909       9672      AG
122    122      AG2605  20250902  ...    9917       9696      AG
123    123      AG2606  20250902  ...    9931       9703      AG
124    124      AG2607  20250902  ...    9937       9699      AG
125    125      AG2608  20250902  ...    9960       9732      AG
126    126      RB2509  20250902  ...    2975       2978      RB
127    127      RB2510  20250902  ...    3044       3062      RB
128    128      RB2511  20250902  ...    3058       3065      RB
129    129      RB2512  20250902  ...    3097       3109      RB
130    130      RB2601  20250902  ...    3116       3122      RB
131    131      RB2602  20250902  ...    3112       3108      RB
132    132      RB2603  20250902  ...    3125       3121      RB
133    133      RB2604  20250902  ...    3150       3149      RB
134    134      RB2605  20250902  ...    3168       3165      RB
135    135      RB2606  20250902  ...    3184       3182      RB
136    136      RB2607  20250902  ...    3195       3195      RB
137    137      RB2608  20250902  ...    3200       3197      RB
138    138      WR2509  20250902  ...    3342       3342      WR
139    139      WR2510  20250902  ...    3265       3264      WR
140    140      WR2511  20250902  ...    3282       3282      WR
141    141      WR2512  20250902  ...    3403       3409      WR
142    142      WR2601  20250902  ...    3355       3380      WR
143    143      WR2602  20250902  ...    3365       3355      WR
144    144      WR2603  20250902  ...    3438       3438      WR
145    145      WR2604  20250902  ...    3400       3455      WR
146    146      WR2605  20250902  ...    3429       3429      WR
147    147      WR2606  20250902  ...    3375       3396      WR
148    148      WR2607  20250902  ...    3417       3417      WR
149    149      WR2608  20250902  ...    3350       3344      WR
150    150      HC2509  20250902  ...    3364       3341      HC
151    151      HC2510  20250902  ...    3316       3326      HC
152    152      HC2511  20250902  ...    3314       3324      HC
153    153      HC2512  20250902  ...    3312       3323      HC
154    154      HC2601  20250902  ...    3302       3310      HC
155    155      HC2602  20250902  ...    3305       3297      HC
156    156      HC2603  20250902  ...    3306       3308      HC
157    157      HC2604  20250902  ...    3311       3311      HC
158    158      HC2605  20250902  ...    3314       3314      HC
159    159      HC2606  20250902  ...    3319       3322      HC
160    160      HC2607  20250902  ...    3317       3316      HC
161    161      HC2608  20250902  ...    3330       3304      HC
162    162      SS2509  20250902  ...   12925      12805      SS
163    163      SS2510  20250902  ...   12985      12875      SS
164    164      SS2511  20250902  ...   13045      12945      SS
165    165      SS2512  20250902  ...   13085      13000      SS
166    166      SS2601  20250902  ...   13140      13055      SS
167    167      SS2602  20250902  ...   13160      13080      SS
168    168      SS2603  20250902  ...   13250      13175      SS
169    169      SS2604  20250902  ...   13320      13240      SS
170    170      SS2605  20250902  ...   13385      13305      SS
171    171      SS2606  20250902  ...   13435      13320      SS
172    172      SS2607  20250902  ...   13500      13410      SS
173    173      SS2608  20250902  ...   13560      13410      SS
174    174      SC2510  20250902  ...   489.8      483.6      SC
175    175      SC2511  20250902  ...   491.2        484      SC
176    176      SC2512  20250902  ...   490.4      483.8      SC
177    177      SC2601  20250902  ...   489.2      482.9      SC
178    178      SC2602  20250902  ...   488.5        482      SC
179    179      SC2603  20250902  ...   486.1      479.8      SC
180    180      SC2604  20250902  ...   484.6      478.7      SC
181    181      SC2605  20250902  ...   483.4      477.5      SC
182    182      SC2606  20250902  ...   482.1      476.9      SC
183    183      SC2607  20250902  ...   482.2      473.4      SC
184    184      SC2608  20250902  ...   476.6      475.3      SC
185    185      SC2609  20250902  ...   480.2      470.6      SC
186    186      SC2612  20250902  ...     477      476.6      SC
187    187      SC2703  20250902  ...   475.9      475.9      SC
188    188      SC2706  20250902  ...     475        475      SC
189    189      SC2709  20250902  ...   471.3      471.3      SC
190    190      SC2712  20250902  ...   476.4      471.3      SC
191    191      SC2803  20250902  ...   471.4      471.4      SC
192    192      SC2806  20250902  ...     471        469      SC
193    193      SC2809  20250902  ...   472.7        469      SC
194    194      LU2510  20250902  ...    3524       3458      LU
195    195      LU2511  20250902  ...    3542       3471      LU
196    196      LU2512  20250902  ...    3528       3457      LU
197    197      LU2601  20250902  ...    3508       3443      LU
198    198      LU2602  20250902  ...    3479       3413      LU
199    199      LU2603  20250902  ...    3465       3396      LU
200    200      LU2604  20250902  ...    3468       3391      LU
201    201      LU2605  20250902  ...    3454       3374      LU
202    202      LU2606  20250902  ...    3453       3373      LU
203    203      LU2607  20250902  ...    3448       3392      LU
204    204      LU2608  20250902  ...    3448       3386      LU
205    205      LU2609  20250902  ...    3426       3374      LU
206    206      FU2510  20250902  ...    2847       2820      FU
207    207      FU2511  20250902  ...    2856       2822      FU
208    208      FU2512  20250902  ...    2848       2814      FU
209    209      FU2601  20250902  ...    2841       2804      FU
210    210      FU2602  20250902  ...    2828       2790      FU
211    211      FU2603  20250902  ...    2815       2773      FU
212    212      FU2604  20250902  ...    2809       2770      FU
213    213      FU2605  20250902  ...    2803       2761      FU
214    214      FU2606  20250902  ...    2789       2760      FU
215    215      FU2607  20250902  ...    2773       2737      FU
216    216      FU2608  20250902  ...    2765       2730      FU
217    217      FU2609  20250902  ...    2744       2722      FU
218    218      BU2509  20250902  ...    3550       3527      BU
219    219      BU2510  20250902  ...    3563       3510      BU
220    220      BU2511  20250902  ...    3551       3491      BU
221    221      BU2512  20250902  ...    3492       3436      BU
222    222      BU2601  20250902  ...    3461       3403      BU
223    223      BU2602  20250902  ...    3464       3406      BU
224    224      BU2603  20250902  ...    3461       3412      BU
225    225      BU2604  20250902  ...    3467       3406      BU
226    226      BU2605  20250902  ...    3465       3403      BU
227    227      BU2606  20250902  ...    3463       3411      BU
228    228      BU2607  20250902  ...    3447       3386      BU
229    229      BU2608  20250902  ...    3439       3367      BU
230    230      BU2609  20250902  ...    3426       3382      BU
231    231      BU2612  20250902  ...    3367       3329      BU
232    232      BU2703  20250902  ...    3371       3334      BU
233    233      BU2706  20250902  ...    3373       3324      BU
234    234      BR2509  20250902  ...   11920      11870      BR
235    235      BR2510  20250902  ...   11895      11865      BR
236    236      BR2511  20250902  ...   11880      11845      BR
237    237      BR2512  20250902  ...   11870      11835      BR
238    238      BR2601  20250902  ...   11865      11840      BR
239    239      BR2602  20250902  ...   11905      11940      BR
240    240      BR2603  20250902  ...   11920      11865      BR
241    241      BR2604  20250902  ...   11915      11885      BR
242    242      BR2605  20250902  ...   11925      11930      BR
243    243      BR2606  20250902  ...   11960      11980      BR
244    244      BR2607  20250902  ...   12015      12015      BR
245    245      BR2608  20250902  ...   12135      12000      BR
246    246      RU2509  20250902  ...   14975      14875      RU
247    247      RU2510  20250902  ...   15025      14890      RU
248    248      RU2511  20250902  ...   14960      14865      RU
249    249      RU2601  20250902  ...   15945      15840      RU
250    250      RU2603  20250902  ...   15970      15870      RU
251    251      RU2604  20250902  ...   16025      15870      RU
252    252      RU2605  20250902  ...   16045      15930      RU
253    253      RU2606  20250902  ...   16065      15990      RU
254    254      RU2607  20250902  ...   16120      15970      RU
255    255      RU2608  20250902  ...   16035      16030      RU
256    256      NR2509  20250902  ...   12665      12640      NR
257    257      NR2510  20250902  ...   12745      12675      NR
258    258      NR2511  20250902  ...   12790      12715      NR
259    259      NR2512  20250902  ...   12830      12745      NR
260    260      NR2601  20250902  ...   12860      12780      NR
261    261      NR2602  20250902  ...   12830      12765      NR
262    262      NR2603  20250902  ...   12830      12760      NR
263    263      NR2604  20250902  ...   12815      12780      NR
264    264      NR2605  20250902  ...   12855      12815      NR
265    265      NR2606  20250902  ...   12870      12855      NR
266    266      NR2607  20250902  ...   12905      12865      NR
267    267      NR2608  20250902  ...   12925      12905      NR
268    268      SP2509  20250902  ...    4992       4980      SP
269    269      SP2510  20250902  ...    5012       5004      SP
270    270      SP2511  20250902  ...    5042       5032      SP
271    271      SP2512  20250902  ...    5058       5046      SP
272    272      SP2601  20250902  ...    5340       5340      SP
273    273      SP2602  20250902  ...    5332       5336      SP
274    274      SP2603  20250902  ...    5352       5352      SP
275    275      SP2604  20250902  ...    5362       5362      SP
276    276      SP2605  20250902  ...    5362       5366      SP
277    277      SP2606  20250902  ...    5358       5366      SP
278    278      SP2607  20250902  ...    5378       5378      SP
279    279      SP2608  20250902  ...    5372       5372      SP
280    280      EC2510  20250902  ...  1364.5     1293.8      EC
281    281      EC2512  20250902  ...  1755.1     1621.9      EC
282    282      EC2602  20250902  ...  1571.7     1439.5      EC
283    283      EC2604  20250902  ...  1273.6     1230.5      EC
284    284      EC2606  20250902  ...  1472.3     1407.4      EC
285    285      EC2608  20250902  ...  1648.1     1599.5      EC
286    287  SC_TAS2510  20250902  ...                     SC_TAS
287    288  SC_TAS2511  20250902  ...                     SC_TAS
288    289  SC_TAS2512  20250902  ...                     SC_TAS
289    290  SC_TAS2601  20250902  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 18:26:21,772 - future_1d - INFO - ak.get_shfe_daily('2025-09-02') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250902  52230.0  ...  52035.0     49445.0       PS
1   PS2510  20250902  52030.0  ...  52120.0     50110.0       PS
2   PS2511  20250902  52360.0  ...  51985.0     49895.0       PS
3   PS2512  20250902  54000.0  ...  54245.0     52290.0       PS
4   PS2601  20250902  54345.0  ...  54225.0     52450.0       PS
5   PS2602  20250902  54750.0  ...  54385.0     52440.0       PS
6   PS2603  20250902  54810.0  ...  54640.0     52905.0       PS
7   PS2604  20250902  54845.0  ...  54715.0     52735.0       PS
8   PS2605  20250902  54955.0  ...  54555.0     53005.0       PS
9   PS2606  20250902  56900.0  ...  56825.0     55420.0       PS
10  PS2607  20250902  56640.0  ...  56985.0     55465.0       PS
11  PS2608  20250902  57395.0  ...  57000.0     55185.0       PS
13  SI2509  20250902   8540.0  ...   8495.0      8310.0       SI
14  SI2510  20250902   8540.0  ...   8505.0      8335.0       SI
15  SI2511  20250902   8480.0  ...   8515.0      8375.0       SI
16  SI2512  20250902   8810.0  ...   8880.0      8775.0       SI
17  SI2601  20250902   8845.0  ...   8885.0      8760.0       SI
18  SI2602  20250902   8770.0  ...   8815.0      8750.0       SI
19  SI2603  20250902   8850.0  ...   8900.0      8780.0       SI
20  SI2604  20250902   8900.0  ...   8895.0      8845.0       SI
21  SI2605  20250902   8910.0  ...   8930.0      8795.0       SI
22  SI2606  20250902   8960.0  ...   8925.0      8825.0       SI
23  SI2607  20250902   8990.0  ...   8960.0      8855.0       SI
24  SI2608  20250902   9010.0  ...   8980.0      8790.0       SI
27  LC2509  20250902  76300.0  ...  74980.0     76320.0       LC
28  LC2510  20250902  75460.0  ...  74160.0     75980.0       LC
29  LC2511  20250902  75040.0  ...  74180.0     75880.0       LC
30  LC2512  20250902  75180.0  ...  73940.0     75640.0       LC
31  LC2601  20250902  75000.0  ...  73920.0     75480.0       LC
32  LC2602  20250902  74460.0  ...  73420.0     75060.0       LC
33  LC2603  20250902  74900.0  ...  73420.0     74940.0       LC
34  LC2604  20250902  74660.0  ...  73660.0     75180.0       LC
35  LC2605  20250902  74880.0  ...  73420.0     75140.0       LC
36  LC2606  20250902  74540.0  ...  73280.0     74540.0       LC
37  LC2607  20250902  74400.0  ...  73260.0     74600.0       LC
38  LC2608  20250902  73980.0  ...  73420.0     74780.0       LC

[36 rows x 12 columns]
2025-09-03 18:26:21,921 - future_1d - INFO - ak.get_gfex_daily('2025-09-02') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250902  7026.000  ...  6878.000    7022.800       IC
1   IC2510  20250902  6965.200  ...  6828.000    6973.000       IC
2   IC2512  20250902  6859.400  ...  6726.200    6867.200       IC
3   IC2603  20250902  6715.200  ...  6582.800    6716.800       IC
4   IF2509  20250902  4516.000  ...  4472.800    4513.800       IF
5   IF2510  20250902  4505.000  ...  4466.600    4507.000       IF
6   IF2512  20250902  4487.200  ...  4452.200    4492.000       IF
7   IF2603  20250902  4469.800  ...  4432.000    4469.000       IF
8   IH2509  20250902  2984.000  ...  2987.600    2982.400       IH
9   IH2510  20250902  2981.600  ...  2986.600    2980.600       IH
10  IH2512  20250902  2985.000  ...  2985.400    2982.400       IH
11  IH2603  20250902  2987.000  ...  2985.200    2984.600       IH
12  IM2509  20250902  7383.200  ...  7230.800    7387.800       IM
13  IM2510  20250902  7319.000  ...  7174.600    7321.000       IM
14  IM2512  20250902  7187.000  ...  7037.000    7187.200       IM
15  IM2603  20250902  6995.200  ...  6860.600    7003.800       IM
16   T2509  20250902   108.250  ...   108.130     108.200        T
17   T2512  20250902   108.005  ...   107.930     107.985        T
18   T2603  20250902   107.755  ...   107.680     107.715        T
19  TF2509  20250902   105.705  ...   105.700     105.700       TF
20  TF2512  20250902   105.585  ...   105.550     105.590       TF
21  TF2603  20250902   105.550  ...   105.465     105.485       TF
22  TL2509  20250902   117.440  ...   117.150     117.280       TL
23  TL2512  20250902   116.960  ...   116.610     116.890       TL
24  TL2603  20250902   116.690  ...   116.280     116.550       TL
25  TS2509  20250902   102.356  ...   102.350     102.356       TS
26  TS2512  20250902   102.430  ...   102.410     102.428       TS
27  TS2603  20250902   102.364  ...   102.360     102.358       TS

[28 rows x 12 columns]
2025-09-03 18:26:22,012 - future_1d - INFO - ak.get_cffex_daily('2025-09-02') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250902     487  ...   489.8      483.6      SC
1       SC2511  20250902     488  ...   491.2        484      SC
2       SC2512  20250902   487.7  ...   490.4      483.8      SC
3       SC2601  20250902   487.2  ...   489.2      482.9      SC
4       SC2602  20250902   485.9  ...   488.5        482      SC
5       SC2603  20250902   484.3  ...   486.1      479.8      SC
6       SC2604  20250902   483.5  ...   484.6      478.7      SC
7       SC2605  20250902   482.4  ...   483.4      477.5      SC
8       SC2606  20250902   482.1  ...   482.1      476.9      SC
9       SC2607  20250902   482.2  ...   482.2      473.4      SC
10      SC2608  20250902          ...   476.6      475.3      SC
11      SC2609  20250902   480.2  ...   480.2      470.6      SC
12      SC2612  20250902     477  ...     477      476.6      SC
13      SC2703  20250902          ...   475.9      475.9      SC
14      SC2706  20250902     475  ...     475        475      SC
15      SC2709  20250902          ...   471.3      471.3      SC
16      SC2712  20250902   476.4  ...   476.4      471.3      SC
17      SC2803  20250902          ...   471.4      471.4      SC
18      SC2806  20250902   471.1  ...     471        469      SC
19      SC2809  20250902   473.9  ...   472.7        469      SC
21      LU2510  20250902    3485  ...    3524       3458      LU
22      LU2511  20250902    3504  ...    3542       3471      LU
23      LU2512  20250902    3489  ...    3528       3457      LU
24      LU2601  20250902    3489  ...    3508       3443      LU
25      LU2602  20250902    3458  ...    3479       3413      LU
26      LU2603  20250902    3453  ...    3465       3396      LU
27      LU2604  20250902    3464  ...    3468       3391      LU
28      LU2605  20250902    3436  ...    3454       3374      LU
29      LU2606  20250902    3432  ...    3453       3373      LU
30      LU2607  20250902    3435  ...    3448       3392      LU
31      LU2608  20250902    3454  ...    3448       3386      LU
32      LU2609  20250902    3424  ...    3426       3374      LU
34      NR2509  20250902   12605  ...   12665      12640      NR
35      NR2510  20250902   12730  ...   12745      12675      NR
36      NR2511  20250902   12740  ...   12790      12715      NR
37      NR2512  20250902   12790  ...   12830      12745      NR
38      NR2601  20250902   12830  ...   12860      12780      NR
39      NR2602  20250902   12845  ...   12830      12765      NR
40      NR2603  20250902   12855  ...   12830      12760      NR
41      NR2604  20250902   12845  ...   12815      12780      NR
42      NR2605  20250902   12850  ...   12855      12815      NR
43      NR2606  20250902   12845  ...   12870      12855      NR
44      NR2607  20250902   12865  ...   12905      12865      NR
45      NR2608  20250902   12905  ...   12925      12905      NR
47      BC2509  20250902   69500  ...   70130      70580      BC
48      BC2510  20250902   70710  ...   70840      70760      BC
49      BC2511  20250902   70780  ...   70760      70750      BC
50      BC2512  20250902          ...   70740      70740      BC
51      BC2601  20250902          ...   70590      70590      BC
52      BC2602  20250902          ...   70400      70400      BC
53      BC2603  20250902          ...   71400      71470      BC
54      BC2604  20250902          ...   70370      70370      BC
55      BC2605  20250902          ...   70370      70370      BC
56      BC2606  20250902          ...   70210      70210      BC
57      BC2607  20250902          ...   70200      70130      BC
58      BC2608  20250902          ...   70200      70100      BC
60      EC2510  20250902  1290.2  ...  1364.5     1293.8      EC
61      EC2512  20250902  1640.9  ...  1755.1     1621.9      EC
62      EC2602  20250902    1478  ...  1571.7     1439.5      EC
63      EC2604  20250902    1220  ...  1273.6     1230.5      EC
64      EC2606  20250902  1421.8  ...  1472.3     1407.4      EC
65      EC2608  20250902    1635  ...  1648.1     1599.5      EC
68  SC_TAS2510  20250902          ...                     SC_TAS
69  SC_TAS2511  20250902          ...                     SC_TAS
70  SC_TAS2512  20250902          ...                     SC_TAS
71  SC_TAS2601  20250902          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-03 18:26:22,076 - future_1d - INFO - ak.get_ine_daily('2025-09-02') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250902   8350.0   8407.0  ...   212201.36   8378.0      8357.0       AP
1    AP511  20250902   8173.0   8210.0  ...     4008.90   8188.0      8155.0       AP
2    AP512  20250902   8213.0   8229.0  ...      418.52   8206.0      8191.0       AP
3    AP601  20250902   8249.0   8311.0  ...   110036.06   8273.0      8263.0       AP
4    AP603  20250902   8167.0   8187.0  ...      163.18   8159.0      8139.0       AP
5    AP604  20250902   8168.0   8178.0  ...       49.00   8166.0      8170.0       AP
6    AP605  20250902   8215.0   8245.0  ...      715.38   8223.0      8213.0       AP
7    CF509  20250902  13550.0  13700.0  ...    17452.27  13645.0     13620.0       CF
8    CF511  20250902  13890.0  14000.0  ...   251490.07  13920.0     13850.0       CF
9    CF601  20250902  14035.0  14170.0  ...  1982107.59  14090.0     14020.0       CF
10   CF603  20250902  14005.0  14120.0  ...     2009.04  14050.0     13980.0       CF
11   CF605  20250902  13970.0  14110.0  ...   123600.81  14030.0     13995.0       CF
12   CF607  20250902  14015.0  14110.0  ...     1179.36  14040.0     13955.0       CF
13   CJ509  20250902  10215.0  10255.0  ...      309.36  10145.0     10295.0       CJ
14   CJ512  20250902  11185.0  11350.0  ...     5728.95  11275.0     11310.0       CJ
15   CJ601  20250902  11300.0  11465.0  ...   564771.09  11390.0     11425.0       CJ
16   CJ603  20250902  11345.0  11505.0  ...     6202.12  11430.0     11470.0       CJ
17   CJ605  20250902  11450.0  11610.0  ...    77601.05  11540.0     11585.0       CJ
18   CJ607  20250902  11625.0  11755.0  ...     1233.33  11690.0     11740.0       CJ
19   CY509  20250902  20505.0  20530.0  ...      323.48  20240.0     20200.0       CY
20   CY510  20250902      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250902  19975.0  20205.0  ...    93891.28  20060.0     19955.0       CY
22   CY512  20250902  20045.0  20045.0  ...       30.06  20040.0     19870.0       CY
23   CY601  20250902  19985.0  20180.0  ...     2139.62  20090.0     19970.0       CY
24   CY602  20250902      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250902      0.0      0.0  ...        0.00  20345.0     20365.0       CY
26   CY604  20250902      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250902  20400.0  20400.0  ...       20.37  20375.0     20255.0       CY
28   CY606  20250902      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250902      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250902      0.0      0.0  ...        0.00  20280.0     20280.0       CY
31   FG509  20250902    945.0    960.0  ...      527.65    956.0       966.0       FG
32   FG510  20250902   1064.0   1075.0  ...    36413.82   1061.0      1063.0       FG
33   FG511  20250902   1053.0   1066.0  ...   155354.11   1051.0      1054.0       FG
34   FG512  20250902   1150.0   1162.0  ...    70071.78   1150.0      1153.0       FG
35   FG601  20250902   1139.0   1152.0  ...  2933042.69   1142.0      1147.0       FG
36   FG602  20250902   1187.0   1201.0  ...    14851.55   1191.0      1195.0       FG
37   FG603  20250902   1189.0   1203.0  ...      725.14   1193.0      1200.0       FG
38   FG604  20250902   1240.0   1252.0  ...      469.72   1243.0      1250.0       FG
39   FG605  20250902   1240.0   1250.0  ...    53090.90   1240.0      1243.0       FG
40   FG606  20250902   1270.0   1279.0  ...      630.36   1271.0      1274.0       FG
41   FG607  20250902   1265.0   1274.0  ...      523.51   1265.0      1268.0       FG
42   FG608  20250902   1296.0   1306.0  ...      402.47   1298.0      1299.0       FG
43   JR509  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250902      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250902      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250902   2208.0   2235.0  ...     3251.09   2213.0      2201.0       MA
53   MA510  20250902   2296.0   2296.0  ...    26776.23   2279.0      2260.0       MA
54   MA511  20250902   2315.0   2324.0  ...    87577.02   2306.0      2282.0       MA
55   MA512  20250902   2362.0   2365.0  ...    34254.97   2350.0      2330.0       MA
56   MA601  20250902   2386.0   2392.0  ...  1109753.08   2378.0      2359.0       MA
57   MA602  20250902   2402.0   2402.0  ...    11369.77   2389.0      2373.0       MA
58   MA603  20250902   2406.0   2406.0  ...      153.21   2394.0      2381.0       MA
59   MA604  20250902   2391.0   2391.0  ...       28.66   2389.0      2372.0       MA
60   MA605  20250902   2392.0   2392.0  ...    76045.72   2378.0      2370.0       MA
61   MA606  20250902   2381.0   2383.0  ...        9.53   2382.0      2379.0       MA
62   MA607  20250902   2383.0   2384.0  ...       78.54   2380.0      2374.0       MA
63   MA608  20250902   2382.0   2395.0  ...       16.68   2382.0      2371.0       MA
64   OI509  20250902   9950.0   9995.0  ...     4019.24   9949.0      9954.0       OI
65   OI511  20250902   9894.0   9951.0  ...   471055.49   9876.0      9887.0       OI
66   OI601  20250902   9804.0   9852.0  ...  3058398.26   9775.0      9780.0       OI
67   OI603  20250902   9721.0   9778.0  ...     5023.07   9697.0      9707.0       OI
68   OI605  20250902   9630.0   9686.0  ...    63147.31   9607.0      9622.0       OI
69   OI607  20250902   9615.0   9638.0  ...      114.80   9567.0      9615.0       OI
70   PF509  20250902   6360.0   6360.0  ...      327.54   6360.0      6382.0       PF
71   PF510  20250902   6490.0   6504.0  ...   280837.31   6470.0      6488.0       PF
72   PF511  20250902   6474.0   6492.0  ...   474303.20   6462.0      6466.0       PF
73   PF512  20250902   6456.0   6476.0  ...   165040.69   6450.0      6448.0       PF
74   PF601  20250902   6496.0   6510.0  ...    37781.01   6486.0      6482.0       PF
75   PF602  20250902   6506.0   6520.0  ...    20854.94   6496.0      6492.0       PF
76   PF603  20250902   6508.0   6528.0  ...       39.00   6500.0      6502.0       PF
77   PF604  20250902   6540.0   6560.0  ...       29.39   6532.0      6524.0       PF
78   PF605  20250902   6558.0   6572.0  ...       32.80   6562.0      6546.0       PF
79   PF606  20250902   6580.0   6580.0  ...        3.29   6580.0      6546.0       PF
80   PF607  20250902      0.0      0.0  ...        0.00   6544.0      6544.0       PF
81   PF608  20250902      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250902   8014.0   8044.0  ...    40886.91   8002.0      8002.0       PK
83   PK511  20250902   7830.0   7872.0  ...   327041.26   7822.0      7808.0       PK
84   PK512  20250902   7830.0   7858.0  ...    84109.78   7812.0      7808.0       PK
85   PK601  20250902   7872.0   7898.0  ...    36196.49   7862.0      7864.0       PK
86   PK603  20250902   7876.0   7876.0  ...      188.74   7864.0      7874.0       PK
87   PK604  20250902   7884.0   7892.0  ...      110.24   7876.0      7882.0       PK
88   PK605  20250902   7890.0   7908.0  ...     5176.80   7874.0      7876.0       PK
89   PL601  20250902   6423.0   6443.0  ...    56749.79   6418.0      6394.0       PL
90   PL602  20250902   6445.0   6472.0  ...      438.91   6455.0      6427.0       PL
91   PL603  20250902   6480.0   6480.0  ...       12.96   6480.0      6413.0       PL
92   PL604  20250902   6475.0   6475.0  ...       25.90   6475.0      6440.0       PL
93   PL605  20250902   6409.0   6422.0  ...      128.25   6412.0      6371.0       PL
94   PL606  20250902   6463.0   6463.0  ...       25.75   6438.0      6430.0       PL
95   PL607  20250902   6493.0   6493.0  ...       25.79   6448.0      6428.0       PL
96   PL608  20250902      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250902      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250902   5830.0   5832.0  ...      750.43   5818.0      5816.0       PR
104  PR510  20250902   5962.0   5964.0  ...    47886.51   5934.0      5952.0       PR
105  PR511  20250902   5954.0   5964.0  ...   368477.17   5934.0      5940.0       PR
106  PR512  20250902   5956.0   5972.0  ...   187954.85   5938.0      5946.0       PR
107  PR601  20250902   5976.0   5978.0  ...    31244.99   5946.0      5952.0       PR
108  PR602  20250902      0.0      0.0  ...        0.00   5956.0      5998.0       PR
109  PR603  20250902      0.0      0.0  ...        0.00   5958.0      6002.0       PR
110  PR604  20250902   5990.0   5990.0  ...        8.99   5990.0      6014.0       PR
111  PR605  20250902   5980.0   6018.0  ...       62.92   5992.0      6002.0       PR
112  PR606  20250902   5980.0   6028.0  ...       54.00   6000.0      6006.0       PR
113  PR607  20250902   6008.0   6008.0  ...       44.97   5996.0      6018.0       PR
114  PR608  20250902   5990.0   5990.0  ...        8.99   5990.0      5978.0       PR
115  PX509  20250902      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250902   6904.0   6940.0  ...    31537.04   6890.0      6882.0       PX
117  PX511  20250902   6890.0   6930.0  ...   967292.39   6866.0      6854.0       PX
118  PX512  20250902   6846.0   6884.0  ...   353632.53   6818.0      6816.0       PX
119  PX601  20250902   6842.0   6848.0  ...   180333.26   6808.0      6788.0       PX
120  PX602  20250902   6788.0   6838.0  ...    22283.61   6798.0      6792.0       PX
121  PX603  20250902   6810.0   6810.0  ...        6.79   6790.0      6786.0       PX
122  PX604  20250902      0.0      0.0  ...        0.00   6786.0      6808.0       PX
123  PX605  20250902   6826.0   6840.0  ...      251.41   6796.0      6786.0       PX
124  PX606  20250902   6834.0   6834.0  ...        3.42   6834.0      6784.0       PX
125  PX607  20250902   6820.0   6820.0  ...       50.90   6788.0      6806.0       PX
126  PX608  20250902   6830.0   6830.0  ...       44.18   6798.0      6908.0       PX
127  RI509  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250902      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250902   2546.0   2596.0  ...      972.80   2560.0      2562.0       RM
134  RM511  20250902   2550.0   2573.0  ...    18102.86   2555.0      2558.0       RM
135  RM601  20250902   2519.0   2538.0  ...   821669.14   2516.0      2511.0       RM
136  RM603  20250902   2412.0   2432.0  ...    13669.09   2418.0      2412.0       RM
137  RM605  20250902   2410.0   2422.0  ...   148134.31   2406.0      2414.0       RM
138  RM607  20250902   2397.0   2409.0  ...    10370.53   2394.0      2401.0       RM
139  RM608  20250902   2476.0   2487.0  ...      218.18   2479.0      2480.0       RM
140  RS509  20250902      0.0      0.0  ...        0.00   4711.0      4750.0       RS
141  RS511  20250902   5007.0   5085.0  ...       75.67   5045.0      5106.0       RS
142  RS607  20250902   5516.0   5550.0  ...      148.64   5505.0      5550.0       RS
143  RS608  20250902      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250902   1148.0   1161.0  ...     4020.61   1152.0      1152.0       SA
145  SA510  20250902   1204.0   1211.0  ...    28990.71   1203.0      1202.0       SA
146  SA511  20250902   1209.0   1217.0  ...   165371.83   1209.0      1207.0       SA
147  SA512  20250902   1260.0   1272.0  ...    83845.87   1264.0      1260.0       SA
148  SA601  20250902   1271.0   1281.0  ...  2404858.55   1273.0      1270.0       SA
149  SA602  20250902   1301.0   1310.0  ...    21016.70   1301.0      1296.0       SA
150  SA603  20250902   1305.0   1314.0  ...     1847.61   1307.0      1305.0       SA
151  SA604  20250902   1345.0   1353.0  ...      427.69   1345.0      1347.0       SA
152  SA605  20250902   1351.0   1358.0  ...    87335.90   1350.0      1348.0       SA
153  SA606  20250902   1354.0   1367.0  ...      797.48   1361.0      1357.0       SA
154  SA607  20250902   1363.0   1370.0  ...      889.72   1365.0      1361.0       SA
155  SA608  20250902   1391.0   1396.0  ...      397.14   1389.0      1390.0       SA
156  SF509  20250902   5348.0   5378.0  ...     1693.43   5350.0      5398.0       SF
157  SF510  20250902   5368.0   5394.0  ...    24539.18   5362.0      5308.0       SF
158  SF511  20250902   5534.0   5574.0  ...   432767.49   5544.0      5486.0       SF
159  SF512  20250902   5500.0   5534.0  ...    56130.94   5504.0      5444.0       SF
160  SF601  20250902   5498.0   5536.0  ...    99563.28   5504.0      5452.0       SF
161  SF602  20250902   5468.0   5500.0  ...    13296.30   5472.0      5418.0       SF
162  SF603  20250902   5676.0   5676.0  ...       36.69   5646.0      5602.0       SF
163  SF604  20250902   5662.0   5662.0  ...        5.65   5654.0      5592.0       SF
164  SF605  20250902   5626.0   5664.0  ...     1025.82   5636.0      5592.0       SF
165  SF606  20250902   5594.0   5598.0  ...        5.60   5596.0      5560.0       SF
166  SF607  20250902   5736.0   5756.0  ...       17.22   5742.0      5726.0       SF
167  SF608  20250902   5734.0   5734.0  ...       45.72   5716.0      5714.0       SF
168  SH509  20250902   2539.0   2558.0  ...      676.70   2534.0      2512.0       SH
169  SH510  20250902   2712.0   2713.0  ...   288829.48   2665.0      2669.0       SH
170  SH511  20250902   2759.0   2759.0  ...  1233008.87   2701.0      2705.0       SH
171  SH512  20250902   2766.0   2768.0  ...   435538.60   2706.0      2714.0       SH
172  SH601  20250902   2740.0   2740.0  ...  5203863.81   2685.0      2690.0       SH
173  SH602  20250902   2739.0   2739.0  ...   102790.07   2692.0      2694.0       SH
174  SH603  20250902   2749.0   2749.0  ...     5184.93   2700.0      2715.0       SH
175  SH604  20250902   2773.0   2774.0  ...     1915.49   2740.0      2757.0       SH
176  SH605  20250902   2792.0   2793.0  ...    43333.28   2753.0      2765.0       SH
177  SH606  20250902   2790.0   2790.0  ...      322.19   2754.0      2769.0       SH
178  SH607  20250902   2739.0   2742.0  ...       49.28   2738.0      2755.0       SH
179  SH608  20250902   2777.0   2784.0  ...      132.38   2758.0      2764.0       SH
180  SM509  20250902   5630.0   5672.0  ...     3692.18   5646.0      5624.0       SM
181  SM510  20250902   5652.0   5680.0  ...    18346.20   5656.0      5622.0       SM
182  SM511  20250902   5750.0   5766.0  ...   144472.62   5742.0      5704.0       SM
183  SM512  20250902   5756.0   5768.0  ...    41379.15   5744.0      5714.0       SM
184  SM601  20250902   5750.0   5774.0  ...   434976.52   5748.0      5716.0       SM
185  SM602  20250902   5758.0   5780.0  ...    59967.80   5760.0      5732.0       SM
186  SM603  20250902   5756.0   5784.0  ...       77.95   5774.0      5744.0       SM
187  SM604  20250902   5794.0   5794.0  ...       11.57   5784.0      5778.0       SM
188  SM605  20250902   5790.0   5812.0  ...     4866.36   5790.0      5760.0       SM
189  SM606  20250902   5804.0   5810.0  ...       23.21   5804.0      5756.0       SM
190  SM607  20250902   5800.0   5836.0  ...       26.18   5818.0      5784.0       SM
191  SM608  20250902   5828.0   5844.0  ...       11.68   5838.0      5804.0       SM
192  SR509  20250902   5630.0   5630.0  ...     1397.82   5614.0      5611.0       SR
193  SR511  20250902   5597.0   5612.0  ...   188219.94   5585.0      5588.0       SR
194  SR601  20250902   5613.0   5624.0  ...  1271322.18   5595.0      5602.0       SR
195  SR603  20250902   5593.0   5599.0  ...     3254.24   5572.0      5582.0       SR
196  SR605  20250902   5568.0   5582.0  ...    42974.79   5557.0      5567.0       SR
197  SR607  20250902   5573.0   5579.0  ...     3102.73   5551.0      5564.0       SR
198  TA509  20250902   4700.0   4734.0  ...    18345.81   4714.0      4720.0       TA
199  TA510  20250902   4766.0   4778.0  ...   142958.79   4756.0      4756.0       TA
200  TA511  20250902   4762.0   4786.0  ...   163405.48   4762.0      4758.0       TA
201  TA512  20250902   4780.0   4794.0  ...    70877.36   4772.0      4766.0       TA
202  TA601  20250902   4784.0   4798.0  ...  1281681.74   4776.0      4770.0       TA
203  TA602  20250902   4794.0   4806.0  ...    14395.81   4784.0      4778.0       TA
204  TA603  20250902   4800.0   4818.0  ...      227.98   4800.0      4790.0       TA
205  TA604  20250902   4808.0   4808.0  ...       19.20   4800.0      4806.0       TA
206  TA605  20250902   4812.0   4836.0  ...    40838.87   4818.0      4804.0       TA
207  TA606  20250902      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250902      0.0      0.0  ...        0.00   4822.0      4822.0       TA
209  TA608  20250902      0.0      0.0  ...        0.00   4834.0      4842.0       TA
210  UR509  20250902   1671.0   1685.0  ...     1377.86   1676.0      1671.0       UR
211  UR510  20250902   1683.0   1707.0  ...    10075.18   1699.0      1688.0       UR
212  UR511  20250902   1737.0   1748.0  ...    41190.34   1740.0      1732.0       UR
213  UR512  20250902   1741.0   1752.0  ...    13748.50   1742.0      1734.0       UR
214  UR601  20250902   1742.0   1756.0  ...   554611.45   1747.0      1737.0       UR
215  UR602  20250902   1739.0   1753.0  ...     1273.20   1744.0      1734.0       UR
216  UR603  20250902   1790.0   1794.0  ...       60.81   1788.0      1778.0       UR
217  UR604  20250902   1794.0   1794.0  ...        7.18   1794.0      1777.0       UR
218  UR605  20250902   1781.0   1794.0  ...    15903.85   1788.0      1780.0       UR
219  UR606  20250902   1785.0   1787.0  ...       14.27   1783.0      1774.0       UR
220  UR607  20250902   1800.0   1800.0  ...       46.73   1797.0      1789.0       UR
221  UR608  20250902   1787.0   1800.0  ...       46.70   1796.0      1785.0       UR
222  WH509  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250902      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250902      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:26:22,369 - future_1d - INFO - ak.get_czce_daily('2025-09-02') done
2025-09-03 18:26:24,131 - future_1d - INFO - save future_daily 2025-09-02 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250903   4107.00  ...   4087.00     4122.00        A
1     a2511  20250903   3962.00  ...   3964.00     3969.00        A
2     a2601  20250903   3960.00  ...   3961.00     3966.00        A
3     a2603  20250903   3964.00  ...   3963.00     3967.00        A
4     a2605  20250903   4010.00  ...   4009.00     4013.00        A
5     a2607  20250903   4010.00  ...   4012.00     4018.00        A
6     b2509  20250903      0.00  ...   3695.00     3695.00        B
7     b2510  20250903   3675.00  ...   3694.00     3695.00        B
8     b2511  20250903   3712.00  ...   3730.00     3734.00        B
9     b2512  20250903   3751.00  ...   3763.00     3768.00        B
10    b2601  20250903   3748.00  ...   3762.00     3771.00        B
11    b2602  20250903   3727.00  ...   3747.00     3748.00        B
12    b2603  20250903   3681.00  ...   3699.00     3703.00        B
13    b2604  20250903   3592.00  ...   3599.00     3605.00        B
14    b2605  20250903   3517.00  ...   3526.00     3533.00        B
15    b2606  20250903   3505.00  ...   3516.00     3516.00        B
16    b2607  20250903   3513.00  ...   3523.00     3521.00        B
17    b2608  20250903   3600.00  ...   3599.00     3614.00        B
18   bb2509  20250903      0.00  ...    136.00      136.00       BB
19   bb2511  20250903    143.70  ...    143.85      144.00       BB
20   bb2601  20250903    146.95  ...    147.15      147.25       BB
21   bb2603  20250903      0.00  ...    146.40      146.40       BB
22   bb2605  20250903      0.00  ...    140.75      140.80       BB
23   bb2607  20250903      0.00  ...    146.50      146.55       BB
24   bz2603  20250903   5950.00  ...   5993.00     5966.00       BZ
25   bz2604  20250903   5966.00  ...   5973.00     5955.00       BZ
26   bz2605  20250903   5981.00  ...   5998.00     5978.00       BZ
27   bz2606  20250903      0.00  ...   5935.00     5935.00       BZ
28   bz2607  20250903      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250903      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250903   2255.00  ...   2257.00     2265.00        C
31    c2511  20250903   2200.00  ...   2197.00     2206.00        C
32    c2601  20250903   2183.00  ...   2183.00     2190.00        C
33    c2603  20250903   2199.00  ...   2197.00     2207.00        C
34    c2605  20250903   2249.00  ...   2246.00     2256.00        C
35    c2607  20250903   2259.00  ...   2257.00     2267.00        C
36   cs2509  20250903   2466.00  ...   2465.00     2487.00       CS
37   cs2511  20250903   2506.00  ...   2498.00     2515.00       CS
38   cs2601  20250903   2535.00  ...   2525.00     2545.00       CS
39   cs2603  20250903   2542.00  ...   2533.00     2551.00       CS
40   cs2605  20250903   2612.00  ...   2603.00     2617.00       CS
41   cs2607  20250903   2615.00  ...   2603.00     2620.00       CS
42   eb2509  20250903   6866.00  ...   6915.00     6907.00       EB
43   eb2510  20250903   6936.00  ...   7002.00     6968.00       EB
44   eb2511  20250903   6953.00  ...   7027.00     6995.00       EB
45   eb2512  20250903   6988.00  ...   7054.00     7028.00       EB
46   eb2601  20250903   7055.00  ...   7092.00     7068.00       EB
47   eb2602  20250903   7061.00  ...   7117.00     7092.00       EB
48   eb2603  20250903   7118.00  ...   7157.00     7115.00       EB
49   eb2604  20250903   7133.00  ...   7166.00     7151.00       EB
50   eb2605  20250903   7147.00  ...   7178.00     7172.00       EB
51   eb2606  20250903   7200.00  ...   7200.00     7197.00       EB
52   eb2607  20250903      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250903      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250903   4338.00  ...   4376.00     4382.00       EG
55   eg2510  20250903   4321.00  ...   4342.00     4371.00       EG
56   eg2511  20250903   4311.00  ...   4332.00     4369.00       EG
57   eg2512  20250903   4346.00  ...   4340.00     4371.00       EG
58   eg2601  20250903   4345.00  ...   4345.00     4382.00       EG
59   eg2602  20250903   4351.00  ...   4352.00     4393.00       EG
60   eg2603  20250903   4359.00  ...   4358.00     4381.00       EG
61   eg2604  20250903   4379.00  ...   4374.00     4407.00       EG
62   eg2605  20250903   4389.00  ...   4381.00     4412.00       EG
63   eg2606  20250903   4376.00  ...   4401.00     4407.00       EG
64   eg2607  20250903   4416.00  ...   4447.00     4441.00       EG
65   eg2608  20250903      0.00  ...   4402.00     4483.00       EG
66   fb2509  20250903      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250903   1277.00  ...   1282.50     1276.50       FB
68   fb2511  20250903   1279.00  ...   1270.50     1272.50       FB
69   fb2512  20250903   1268.00  ...   1268.50     1266.00       FB
70   fb2601  20250903   1260.00  ...   1265.00     1260.50       FB
71   fb2602  20250903   1257.00  ...   1257.00     1250.50       FB
72   fb2603  20250903   1263.50  ...   1258.00     1253.50       FB
73   fb2604  20250903   1257.50  ...   1259.00     1268.50       FB
74   fb2605  20250903      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250903      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250903      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250903      0.00  ...   1302.50     1302.50       FB
78    i2509  20250903    802.00  ...    813.50      798.00        I
79    i2510  20250903    790.00  ...    797.50      791.00        I
80    i2511  20250903    787.50  ...    793.00      786.50        I
81    i2512  20250903    782.50  ...    787.00      781.00        I
82    i2601  20250903    773.00  ...    778.50      771.50        I
83    i2602  20250903    769.00  ...    773.00      766.50        I
84    i2603  20250903    761.50  ...    767.50      761.50        I
85    i2604  20250903    761.00  ...    763.00      756.50        I
86    i2605  20250903    750.00  ...    755.50      749.00        I
87    i2606  20250903    748.00  ...    750.50      745.00        I
88    i2607  20250903    744.50  ...    747.00      740.50        I
89    i2608  20250903    739.50  ...    743.00      737.00        I
90    j2509  20250903   1489.00  ...   1481.00     1494.50        J
91    j2510  20250903   1522.50  ...   1510.50     1515.50        J
92    j2511  20250903   1557.00  ...   1543.50     1547.00        J
93    j2512  20250903   1582.00  ...   1580.50     1582.50        J
94    j2601  20250903   1597.00  ...   1603.50     1603.50        J
95    j2602  20250903   1617.50  ...   1617.50     1625.00        J
96    j2603  20250903   1648.00  ...   1648.00     1642.50        J
97    j2604  20250903   1680.00  ...   1675.00     1683.00        J
98    j2605  20250903   1681.00  ...   1695.50     1699.00        J
99    j2606  20250903      0.00  ...   1716.50     1716.50        J
100   j2607  20250903      0.00  ...   1725.00     1725.00        J
101   j2608  20250903      0.00  ...   1702.00     1702.00        J
102  jd2509  20250903   2835.00  ...   2867.00     2803.00       JD
103  jd2510  20250903   2970.00  ...   2979.00     2934.00       JD
104  jd2511  20250903   3045.00  ...   3064.00     2996.00       JD
105  jd2512  20250903   3208.00  ...   3228.00     3158.00       JD
106  jd2601  20250903   3388.00  ...   3411.00     3354.00       JD
107  jd2602  20250903   3132.00  ...   3146.00     3107.00       JD
108  jd2603  20250903   3142.00  ...   3150.00     3116.00       JD
109  jd2604  20250903   3342.00  ...   3331.00     3289.00       JD
110  jd2605  20250903   3440.00  ...   3450.00     3418.00       JD
111  jd2606  20250903   3300.00  ...   3306.00     3274.00       JD
112  jd2607  20250903   3503.00  ...   3509.00     3480.00       JD
113  jd2608  20250903   3911.00  ...   3909.00     3871.00       JD
114  jm2509  20250903    950.00  ...    938.00      947.00       JM
115  jm2510  20250903    959.50  ...    965.50      970.50       JM
116  jm2511  20250903   1023.00  ...   1023.00     1029.50       JM
117  jm2512  20250903   1074.00  ...   1074.50     1081.50       JM
118  jm2601  20250903   1120.00  ...   1116.50     1120.00       JM
119  jm2602  20250903   1126.00  ...   1132.00     1137.50       JM
120  jm2603  20250903   1142.00  ...   1144.50     1150.00       JM
121  jm2604  20250903   1156.50  ...   1153.50     1159.50       JM
122  jm2605  20250903   1179.00  ...   1164.50     1168.00       JM
123  jm2606  20250903   1186.50  ...   1170.00     1179.50       JM
124  jm2607  20250903   1193.50  ...   1189.00     1191.50       JM
125  jm2608  20250903   1205.00  ...   1202.50     1200.00       JM
126   l2509  20250903   7200.00  ...   7206.00     7207.00        L
127   l2510  20250903   7230.00  ...   7245.00     7251.00        L
128   l2511  20250903   7249.00  ...   7259.00     7259.00        L
129   l2512  20250903   7253.00  ...   7262.00     7262.00        L
130   l2601  20250903   7252.00  ...   7262.00     7261.00        L
131   l2602  20250903   7245.00  ...   7253.00     7254.00        L
132   l2603  20250903   7240.00  ...   7259.00     7247.00        L
133   l2604  20250903   7264.00  ...   7278.00     7273.00        L
134   l2605  20250903   7238.00  ...   7254.00     7259.00        L
135   l2606  20250903   7267.00  ...   7251.00     7242.00        L
136   l2607  20250903   7250.00  ...   7250.00     7285.00        L
137   l2608  20250903   7295.00  ...   7295.00     7277.00        L
138  lg2509  20250903    780.50  ...    778.50      797.50       LG
139  lg2511  20250903    810.50  ...    802.50      814.00       LG
140  lg2601  20250903    825.50  ...    819.00      825.50       LG
141  lg2603  20250903    830.00  ...    824.00      829.50       LG
142  lg2605  20250903    831.00  ...    827.00      831.50       LG
143  lg2607  20250903    833.00  ...    830.00      833.50       LG
144  lh2509  20250903  13215.00  ...  13215.00    13225.00       LH
145  lh2511  20250903  13575.00  ...  13550.00    13570.00       LH
146  lh2601  20250903  13865.00  ...  13890.00    13830.00       LH
147  lh2603  20250903  13095.00  ...  13095.00    13080.00       LH
148  lh2605  20250903  13590.00  ...  13615.00    13570.00       LH
149  lh2607  20250903  14155.00  ...  14245.00    14150.00       LH
150   m2509  20250903   3003.00  ...   3015.00     3013.00        M
151   m2511  20250903   3015.00  ...   3027.00     3028.00        M
152   m2512  20250903   3055.00  ...   3071.00     3066.00        M
153   m2601  20250903   3044.00  ...   3057.00     3056.00        M
154   m2603  20250903   2976.00  ...   2991.00     2987.00        M
155   m2605  20250903   2805.00  ...   2816.00     2815.00        M
156   m2607  20250903   2797.00  ...   2804.00     2802.00        M
157   m2608  20250903   2925.00  ...   2931.00     2928.00        M
158   p2509  20250903   9372.00  ...   9396.00     9408.00        P
159   p2510  20250903   9410.00  ...   9394.00     9420.00        P
160   p2511  20250903   9390.00  ...   9382.00     9402.00        P
161   p2512  20250903   9406.00  ...   9398.00     9424.00        P
162   p2601  20250903   9420.00  ...   9410.00     9442.00        P
163   p2602  20250903   9378.00  ...   9360.00     9378.00        P
164   p2603  20250903   9332.00  ...   9314.00     9332.00        P
165   p2604  20250903   9226.00  ...   9234.00     9284.00        P
166   p2605  20250903   9176.00  ...   9176.00     9186.00        P
167   p2606  20250903   9068.00  ...   9068.00     9092.00        P
168   p2607  20250903   8966.00  ...   8976.00     8980.00        P
169   p2608  20250903   8902.00  ...   8912.00     8920.00        P
170  pg2509  20250903   3754.00  ...   3734.00     3739.00       PG
171  pg2510  20250903   4421.00  ...   4429.00     4433.00       PG
172  pg2511  20250903   4347.00  ...   4353.00     4348.00       PG
173  pg2512  20250903   4290.00  ...   4291.00     4283.00       PG
174  pg2601  20250903   4219.00  ...   4229.00     4219.00       PG
175  pg2602  20250903   4168.00  ...   4161.00     4154.00       PG
176  pg2603  20250903   4064.00  ...   4074.00     4063.00       PG
177  pg2604  20250903   4400.00  ...   4396.00     4379.00       PG
178  pg2605  20250903   4307.00  ...   4309.00     4296.00       PG
179  pg2606  20250903   4253.00  ...   4253.00     4202.00       PG
180  pg2607  20250903   4197.00  ...   4196.00     4177.00       PG
181  pg2608  20250903   4136.00  ...   4143.00     4140.00       PG
182  pp2509  20250903   6861.00  ...   6869.00     6867.00       PP
183  pp2510  20250903   6881.00  ...   6915.00     6907.00       PP
184  pp2511  20250903   6923.00  ...   6942.00     6930.00       PP
185  pp2512  20250903   6947.00  ...   6960.00     6950.00       PP
186  pp2601  20250903   6943.00  ...   6962.00     6953.00       PP
187  pp2602  20250903   6928.00  ...   6941.00     6929.00       PP
188  pp2603  20250903   6929.00  ...   6943.00     6932.00       PP
189  pp2604  20250903   6949.00  ...   6965.00     6977.00       PP
190  pp2605  20250903   6952.00  ...   6976.00     6971.00       PP
191  pp2606  20250903   6954.00  ...   6949.00     6948.00       PP
192  pp2607  20250903   6941.00  ...   6940.00     6936.00       PP
193  pp2608  20250903   6948.00  ...   6946.00     6933.00       PP
194  rr2509  20250903      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250903   3612.00  ...   3609.00     3611.00       RR
196  rr2511  20250903   3612.00  ...   3610.00     3611.00       RR
197  rr2512  20250903   3610.00  ...   3605.00     3608.00       RR
198  rr2601  20250903   3619.00  ...   3618.00     3621.00       RR
199  rr2602  20250903   3603.00  ...   3604.00     3606.00       RR
200  rr2603  20250903   3604.00  ...   3608.00     3609.00       RR
201  rr2604  20250903      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250903   3620.00  ...   3618.00     3620.00       RR
203  rr2606  20250903   3614.00  ...   3613.00     3611.00       RR
204  rr2607  20250903      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250903      0.00  ...   3625.00     3625.00       RR
206   v2509  20250903   4731.00  ...   4740.00     4732.00        V
207   v2510  20250903   4790.00  ...   4791.00     4782.00        V
208   v2511  20250903   4806.00  ...   4827.00     4818.00        V
209   v2512  20250903   4861.00  ...   4864.00     4855.00        V
210   v2601  20250903   4885.00  ...   4902.00     4892.00        V
211   v2602  20250903   4920.00  ...   4944.00     4932.00        V
212   v2603  20250903   4951.00  ...   4971.00     4964.00        V
213   v2604  20250903   5170.00  ...   5175.00     5167.00        V
214   v2605  20250903   5178.00  ...   5197.00     5189.00        V
215   v2606  20250903   5228.00  ...   5228.00     5230.00        V
216   v2607  20250903   5261.00  ...   5257.00     5259.00        V
217   v2608  20250903   5305.00  ...   5289.00     5289.00        V
218   y2509  20250903   8454.00  ...   8456.00     8410.00        Y
219   y2511  20250903   8384.00  ...   8390.00     8384.00        Y
220   y2512  20250903   8386.00  ...   8416.00     8410.00        Y
221   y2601  20250903   8350.00  ...   8368.00     8364.00        Y
222   y2603  20250903   8278.00  ...   8328.00     8314.00        Y
223   y2605  20250903   8092.00  ...   8082.00     8076.00        Y
224   y2607  20250903   8026.00  ...   8048.00     8044.00        Y
225   y2608  20250903   8050.00  ...   8058.00     8042.00        Y

[226 rows x 12 columns]
2025-09-03 18:26:27,789 - future_1d - INFO - ak.get_dce_daily('2025-09-03') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250903  ...   80270      79840      CU
1        1      CU2510  20250903  ...   80180      79780      CU
2        2      CU2511  20250903  ...   80170      79750      CU
3        3      CU2512  20250903  ...   80130      79670      CU
4        4      CU2601  20250903  ...   80010      79660      CU
5        5      CU2602  20250903  ...   80030      79670      CU
6        6      CU2603  20250903  ...   80050      79670      CU
7        7      CU2604  20250903  ...   80000      79670      CU
8        8      CU2605  20250903  ...   79840      79680      CU
9        9      CU2606  20250903  ...   80070      79740      CU
10      10      CU2607  20250903  ...   80050      79670      CU
11      11      CU2608  20250903  ...   80070      79760      CU
12      12      BC2509  20250903  ...   70130      70130      BC
13      13      BC2510  20250903  ...   71240      70840      BC
14      14      BC2511  20250903  ...   71160      70760      BC
15      15      BC2512  20250903  ...   71460      70740      BC
16      16      BC2601  20250903  ...   70590      70590      BC
17      17      BC2602  20250903  ...   70700      70400      BC
18      18      BC2603  20250903  ...   71400      71400      BC
19      19      BC2604  20250903  ...   70710      70370      BC
20      20      BC2605  20250903  ...   70710      70370      BC
21      21      BC2606  20250903  ...   70700      70210      BC
22      22      BC2607  20250903  ...   70600      70200      BC
23      23      BC2608  20250903  ...   70440      70200      BC
24      24      AL2509  20250903  ...   20755      20730      AL
25      25      AL2510  20250903  ...   20765      20715      AL
26      26      AL2511  20250903  ...   20755      20705      AL
27      27      AL2512  20250903  ...   20740      20685      AL
28      28      AL2601  20250903  ...   20735      20675      AL
29      29      AL2602  20250903  ...   20725      20675      AL
30      30      AL2603  20250903  ...   20735      20710      AL
31      31      AL2604  20250903  ...   20775      20730      AL
32      32      AL2605  20250903  ...   20795      20760      AL
33      33      AL2606  20250903  ...   20830      20775      AL
34      34      AL2607  20250903  ...   20805      20775      AL
35      35      AL2608  20250903  ...   20820      20765      AL
36      36      ZN2509  20250903  ...   22275      22235      ZN
37      37      ZN2510  20250903  ...   22305      22265      ZN
38      38      ZN2511  20250903  ...   22300      22250      ZN
39      39      ZN2512  20250903  ...   22305      22255      ZN
40      40      ZN2601  20250903  ...   22310      22260      ZN
41      41      ZN2602  20250903  ...   22290      22270      ZN
42      42      ZN2603  20250903  ...   22350      22290      ZN
43      43      ZN2604  20250903  ...   22365      22315      ZN
44      44      ZN2605  20250903  ...   22390      22360      ZN
45      45      ZN2606  20250903  ...   22405      22345      ZN
46      46      ZN2607  20250903  ...   22380      22375      ZN
47      47      ZN2608  20250903  ...   22400      22350      ZN
48      48      PB2509  20250903  ...   16820      16820      PB
49      49      PB2510  20250903  ...   16870      16875      PB
50      50      PB2511  20250903  ...   16885      16885      PB
51      51      PB2512  20250903  ...   16895      16905      PB
52      52      PB2601  20250903  ...   16910      16910      PB
53      53      PB2602  20250903  ...   16910      16910      PB
54      54      PB2603  20250903  ...   16960      16960      PB
55      55      PB2604  20250903  ...   17005      17000      PB
56      56      PB2605  20250903  ...   17010      17030      PB
57      57      PB2606  20250903  ...   17040      17040      PB
58      58      PB2607  20250903  ...   17090      17090      PB
59      59      PB2608  20250903  ...   17100      17150      PB
60      60      NI2509  20250903  ...  121290     122760      NI
61      61      NI2510  20250903  ...  121500     123150      NI
62      62      NI2511  20250903  ...  121630     123250      NI
63      63      NI2512  20250903  ...  121830     123380      NI
64      64      NI2601  20250903  ...  122050     123590      NI
65      65      NI2602  20250903  ...  122320     123790      NI
66      66      NI2603  20250903  ...  122600     124280      NI
67      67      NI2604  20250903  ...  122900     124390      NI
68      68      NI2605  20250903  ...  123070     124610      NI
69      69      NI2606  20250903  ...  123320     124960      NI
70      70      NI2607  20250903  ...  123440     124970      NI
71      71      NI2608  20250903  ...  124040     125230      NI
72      72      SN2509  20250903  ...  272650     273850      SN
73      73      SN2510  20250903  ...  273110     274360      SN
74      74      SN2511  20250903  ...  273310     274560      SN
75      75      SN2512  20250903  ...  273250     274460      SN
76      76      SN2601  20250903  ...  273230     274300      SN
77      77      SN2602  20250903  ...  273190     274250      SN
78      78      SN2603  20250903  ...  273880     274600      SN
79      79      SN2604  20250903  ...  274470     274500      SN
80      80      SN2605  20250903  ...  273540     274770      SN
81      81      SN2606  20250903  ...  273820     274980      SN
82      82      SN2607  20250903  ...  274280     274280      SN
83      83      SN2608  20250903  ...  274450     275480      SN
84      84      AO2509  20250903  ...    2987       2990      AO
85      85      AO2510  20250903  ...    3005       3007      AO
86      86      AO2511  20250903  ...    3009       3010      AO
87      87      AO2512  20250903  ...    3018       3014      AO
88      88      AO2601  20250903  ...    3024       3018      AO
89      89      AO2602  20250903  ...    3016       3014      AO
90      90      AO2603  20250903  ...    3024       3021      AO
91      91      AO2604  20250903  ...    3038       3028      AO
92      92      AO2605  20250903  ...    3040       3036      AO
93      93      AO2606  20250903  ...    3044       3043      AO
94      94      AO2607  20250903  ...    3047       3043      AO
95      95      AO2608  20250903  ...    3033       3047      AO
96      96      AD2511  20250903  ...   20330      20330      AD
97      97      AD2512  20250903  ...   20325      20325      AD
98      98      AD2601  20250903  ...   20290      20340      AD
99      99      AD2602  20250903  ...   20340      20235      AD
100    100      AD2603  20250903  ...   20290      20220      AD
101    101      AD2604  20250903  ...   20235      19975      AD
102    102      AD2605  20250903  ...   20145      20040      AD
103    103      AD2606  20250903  ...   20110      19935      AD
104    104      AD2607  20250903  ...   19925      19925      AD
105    105      AD2608  20250903  ...   20170      20170      AD
106    106      AU2509  20250903  ...  811.66      805.4      AU
107    107      AU2510  20250903  ...  810.36     804.32      AU
108    108      AU2511  20250903  ...  810.42      805.6      AU
109    109      AU2512  20250903  ...   812.8     806.58      AU
110    110      AU2602  20250903  ...  814.72     808.94      AU
111    111      AU2604  20250903  ...  816.68     810.72      AU
112    112      AU2606  20250903  ...  819.38     813.08      AU
113    113      AU2608  20250903  ...  821.24     816.12      AU
114    114      AG2509  20250903  ...    9791       9825      AG
115    115      AG2510  20250903  ...    9787       9835      AG
116    116      AG2511  20250903  ...    9783       9850      AG
117    117      AG2512  20250903  ...    9809       9862      AG
118    118      AG2601  20250903  ...    9814       9870      AG
119    119      AG2602  20250903  ...    9828       9877      AG
120    120      AG2603  20250903  ...    9840       9895      AG
121    121      AG2604  20250903  ...    9849       9909      AG
122    122      AG2605  20250903  ...    9861       9917      AG
123    123      AG2606  20250903  ...    9880       9931      AG
124    124      AG2607  20250903  ...    9915       9937      AG
125    125      AG2608  20250903  ...    9909       9960      AG
126    126      RB2509  20250903  ...    2962       2975      RB
127    127      RB2510  20250903  ...    3047       3044      RB
128    128      RB2511  20250903  ...    3059       3058      RB
129    129      RB2512  20250903  ...    3100       3097      RB
130    130      RB2601  20250903  ...    3119       3116      RB
131    131      RB2602  20250903  ...    3118       3112      RB
132    132      RB2603  20250903  ...    3125       3125      RB
133    133      RB2604  20250903  ...    3158       3150      RB
134    134      RB2605  20250903  ...    3168       3168      RB
135    135      RB2606  20250903  ...    3188       3184      RB
136    136      RB2607  20250903  ...    3205       3195      RB
137    137      RB2608  20250903  ...    3204       3200      RB
138    138      WR2509  20250903  ...    3342       3342      WR
139    139      WR2510  20250903  ...    3258       3265      WR
140    140      WR2511  20250903  ...    3311       3282      WR
141    141      WR2512  20250903  ...    3350       3403      WR
142    142      WR2601  20250903  ...    3355       3355      WR
143    143      WR2602  20250903  ...    3335       3365      WR
144    144      WR2603  20250903  ...    3438       3438      WR
145    145      WR2604  20250903  ...    3400       3400      WR
146    146      WR2605  20250903  ...    3429       3429      WR
147    147      WR2606  20250903  ...    3375       3375      WR
148    148      WR2607  20250903  ...    3387       3417      WR
149    149      WR2608  20250903  ...    3320       3350      WR
150    150      HC2509  20250903  ...    3356       3364      HC
151    151      HC2510  20250903  ...    3316       3316      HC
152    152      HC2511  20250903  ...    3312       3314      HC
153    153      HC2512  20250903  ...    3300       3312      HC
154    154      HC2601  20250903  ...    3305       3302      HC
155    155      HC2602  20250903  ...    3310       3305      HC
156    156      HC2603  20250903  ...    3309       3306      HC
157    157      HC2604  20250903  ...    3311       3311      HC
158    158      HC2605  20250903  ...    3316       3314      HC
159    159      HC2606  20250903  ...    3319       3319      HC
160    160      HC2607  20250903  ...    3331       3317      HC
161    161      HC2608  20250903  ...    3335       3330      HC
162    162      SS2509  20250903  ...   12835      12925      SS
163    163      SS2510  20250903  ...   12930      12985      SS
164    164      SS2511  20250903  ...   13000      13045      SS
165    165      SS2512  20250903  ...   13045      13085      SS
166    166      SS2601  20250903  ...   13110      13140      SS
167    167      SS2602  20250903  ...   13145      13160      SS
168    168      SS2603  20250903  ...   13210      13250      SS
169    169      SS2604  20250903  ...   13300      13320      SS
170    170      SS2605  20250903  ...   13335      13385      SS
171    171      SS2606  20250903  ...   13425      13435      SS
172    172      SS2607  20250903  ...   13455      13500      SS
173    173      SS2608  20250903  ...   13480      13560      SS
174    174      SC2510  20250903  ...   491.8      489.8      SC
175    175      SC2511  20250903  ...   493.2      491.2      SC
176    176      SC2512  20250903  ...   492.4      490.4      SC
177    177      SC2601  20250903  ...   491.4      489.2      SC
178    178      SC2602  20250903  ...   489.7      488.5      SC
179    179      SC2603  20250903  ...   487.9      486.1      SC
180    180      SC2604  20250903  ...   486.7      484.6      SC
181    181      SC2605  20250903  ...   483.9      483.4      SC
182    182      SC2606  20250903  ...     485      482.1      SC
183    183      SC2607  20250903  ...     483      482.2      SC
184    184      SC2608  20250903  ...   482.8      476.6      SC
185    185      SC2609  20250903  ...   481.5      480.2      SC
186    186      SC2612  20250903  ...     481        477      SC
187    187      SC2703  20250903  ...   477.7      475.9      SC
188    188      SC2706  20250903  ...   479.4        475      SC
189    189      SC2709  20250903  ...   476.2      471.3      SC
190    190      SC2712  20250903  ...   476.8      476.4      SC
191    191      SC2803  20250903  ...   471.4      471.4      SC
192    192      SC2806  20250903  ...   471.7        471      SC
193    193      SC2809  20250903  ...     472      472.7      SC
194    194      LU2510  20250903  ...    3505       3524      LU
195    195      LU2511  20250903  ...    3525       3542      LU
196    196      LU2512  20250903  ...    3514       3528      LU
197    197      LU2601  20250903  ...    3501       3508      LU
198    198      LU2602  20250903  ...    3482       3479      LU
199    199      LU2603  20250903  ...    3466       3465      LU
200    200      LU2604  20250903  ...    3468       3468      LU
201    201      LU2605  20250903  ...    3464       3454      LU
202    202      LU2606  20250903  ...    3464       3453      LU
203    203      LU2607  20250903  ...    3450       3448      LU
204    204      LU2608  20250903  ...    3444       3448      LU
205    205      LU2609  20250903  ...    3425       3426      LU
206    206      FU2510  20250903  ...    2832       2847      FU
207    207      FU2511  20250903  ...    2842       2856      FU
208    208      FU2512  20250903  ...    2835       2848      FU
209    209      FU2601  20250903  ...    2828       2841      FU
210    210      FU2602  20250903  ...    2820       2828      FU
211    211      FU2603  20250903  ...    2802       2815      FU
212    212      FU2604  20250903  ...    2796       2809      FU
213    213      FU2605  20250903  ...    2787       2803      FU
214    214      FU2606  20250903  ...    2776       2789      FU
215    215      FU2607  20250903  ...    2762       2773      FU
216    216      FU2608  20250903  ...    2755       2765      FU
217    217      FU2609  20250903  ...    2733       2744      FU
218    218      BU2509  20250903  ...    3533       3550      BU
219    219      BU2510  20250903  ...    3544       3563      BU
220    220      BU2511  20250903  ...    3538       3551      BU
221    221      BU2512  20250903  ...    3487       3492      BU
222    222      BU2601  20250903  ...    3456       3461      BU
223    223      BU2602  20250903  ...    3459       3464      BU
224    224      BU2603  20250903  ...    3455       3461      BU
225    225      BU2604  20250903  ...    3467       3467      BU
226    226      BU2605  20250903  ...    3457       3465      BU
227    227      BU2606  20250903  ...    3449       3463      BU
228    228      BU2607  20250903  ...    3445       3447      BU
229    229      BU2608  20250903  ...    3439       3439      BU
230    230      BU2609  20250903  ...    3416       3426      BU
231    231      BU2612  20250903  ...    3359       3367      BU
232    232      BU2703  20250903  ...    3371       3371      BU
233    233      BU2706  20250903  ...    3360       3373      BU
234    234      BR2509  20250903  ...   11920      11920      BR
235    235      BR2510  20250903  ...   11905      11895      BR
236    236      BR2511  20250903  ...   11890      11880      BR
237    237      BR2512  20250903  ...   11885      11870      BR
238    238      BR2601  20250903  ...   11885      11865      BR
239    239      BR2602  20250903  ...   11960      11905      BR
240    240      BR2603  20250903  ...   11975      11920      BR
241    241      BR2604  20250903  ...   12015      11915      BR
242    242      BR2605  20250903  ...   12015      11925      BR
243    243      BR2606  20250903  ...   12010      11960      BR
244    244      BR2607  20250903  ...   12110      12015      BR
245    245      BR2608  20250903  ...   12135      12135      BR
246    246      RU2509  20250903  ...   14990      14975      RU
247    247      RU2510  20250903  ...   15005      15025      RU
248    248      RU2511  20250903  ...   14960      14960      RU
249    249      RU2601  20250903  ...   15935      15945      RU
250    250      RU2603  20250903  ...   15960      15970      RU
251    251      RU2604  20250903  ...   15950      16025      RU
252    252      RU2605  20250903  ...   16025      16045      RU
253    253      RU2606  20250903  ...   16060      16065      RU
254    254      RU2607  20250903  ...   16120      16120      RU
255    255      RU2608  20250903  ...   16040      16035      RU
256    256      NR2509  20250903  ...   12695      12665      NR
257    257      NR2510  20250903  ...   12765      12745      NR
258    258      NR2511  20250903  ...   12815      12790      NR
259    259      NR2512  20250903  ...   12845      12830      NR
260    260      NR2601  20250903  ...   12885      12860      NR
261    261      NR2602  20250903  ...   12885      12830      NR
262    262      NR2603  20250903  ...   12855      12830      NR
263    263      NR2604  20250903  ...   12875      12815      NR
264    264      NR2605  20250903  ...   12920      12855      NR
265    265      NR2606  20250903  ...   12870      12870      NR
266    266      NR2607  20250903  ...   12890      12905      NR
267    267      NR2608  20250903  ...   12925      12925      NR
268    268      SP2509  20250903  ...    5008       4992      SP
269    269      SP2510  20250903  ...    5034       5012      SP
270    270      SP2511  20250903  ...    5062       5042      SP
271    271      SP2512  20250903  ...    5078       5058      SP
272    272      SP2601  20250903  ...    5340       5340      SP
273    273      SP2602  20250903  ...    5326       5332      SP
274    274      SP2603  20250903  ...    5334       5352      SP
275    275      SP2604  20250903  ...    5342       5362      SP
276    276      SP2605  20250903  ...    5348       5362      SP
277    277      SP2606  20250903  ...    5358       5358      SP
278    278      SP2607  20250903  ...    5354       5378      SP
279    279      SP2608  20250903  ...    5378       5372      SP
280    280      EC2510  20250903  ...  1324.2     1364.5      EC
281    281      EC2512  20250903  ...    1704     1755.1      EC
282    282      EC2602  20250903  ...  1536.5     1571.7      EC
283    283      EC2604  20250903  ...  1243.7     1273.6      EC
284    284      EC2606  20250903  ...  1435.8     1472.3      EC
285    285      EC2608  20250903  ...  1601.5     1648.1      EC
286    288  SC_TAS2510  20250903  ...                     SC_TAS
287    289  SC_TAS2511  20250903  ...                     SC_TAS
288    290  SC_TAS2512  20250903  ...                     SC_TAS
289    291  SC_TAS2601  20250903  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-03 18:26:27,892 - future_1d - INFO - ak.get_shfe_daily('2025-09-03') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250903  52390.0  ...  52410.0     52035.0       PS
1   PS2510  20250903  52500.0  ...  52075.0     52120.0       PS
2   PS2511  20250903  52000.0  ...  51910.0     51985.0       PS
3   PS2512  20250903  54500.0  ...  54185.0     54245.0       PS
4   PS2601  20250903  54450.0  ...  54185.0     54225.0       PS
5   PS2602  20250903  54530.0  ...  54370.0     54385.0       PS
6   PS2603  20250903  54625.0  ...  54535.0     54640.0       PS
7   PS2604  20250903  54690.0  ...  54575.0     54715.0       PS
8   PS2605  20250903  54515.0  ...  54415.0     54555.0       PS
9   PS2606  20250903  56600.0  ...  56645.0     56825.0       PS
10  PS2607  20250903  56785.0  ...  56720.0     56985.0       PS
11  PS2608  20250903  56790.0  ...  56870.0     57000.0       PS
13  SI2509  20250903      0.0  ...   8485.0      8495.0       SI
14  SI2510  20250903   8505.0  ...   8490.0      8505.0       SI
15  SI2511  20250903   8520.0  ...   8505.0      8515.0       SI
16  SI2512  20250903   8910.0  ...   8870.0      8880.0       SI
17  SI2601  20250903   8880.0  ...   8865.0      8885.0       SI
18  SI2602  20250903   8840.0  ...   8855.0      8815.0       SI
19  SI2603  20250903   8950.0  ...   8910.0      8900.0       SI
20  SI2604  20250903      0.0  ...   8895.0      8895.0       SI
21  SI2605  20250903   8910.0  ...   8920.0      8930.0       SI
22  SI2606  20250903   8990.0  ...   8930.0      8925.0       SI
23  SI2607  20250903   9045.0  ...   8935.0      8960.0       SI
24  SI2608  20250903   8910.0  ...   8935.0      8980.0       SI
27  LC2509  20250903  72780.0  ...  73200.0     74980.0       LC
28  LC2510  20250903  72980.0  ...  72700.0     74160.0       LC
29  LC2511  20250903  72860.0  ...  72660.0     74180.0       LC
30  LC2512  20250903  73000.0  ...  72780.0     73940.0       LC
31  LC2601  20250903  73360.0  ...  72720.0     73920.0       LC
32  LC2602  20250903  72500.0  ...  72580.0     73420.0       LC
33  LC2603  20250903  72360.0  ...  72420.0     73420.0       LC
34  LC2604  20250903  72400.0  ...  72780.0     73660.0       LC
35  LC2605  20250903  72160.0  ...  72520.0     73420.0       LC
36  LC2606  20250903  72220.0  ...  72340.0     73280.0       LC
37  LC2607  20250903  72040.0  ...  72260.0     73260.0       LC
38  LC2608  20250903  72180.0  ...  72560.0     73420.0       LC

[36 rows x 12 columns]
2025-09-03 18:26:28,029 - future_1d - INFO - ak.get_gfex_daily('2025-09-03') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250903  6928.000  ...  6812.000    6878.000       IC
1   IC2510  20250903  6896.600  ...  6754.000    6828.000       IC
2   IC2512  20250903  6772.000  ...  6646.600    6726.200       IC
3   IC2603  20250903  6630.000  ...  6497.200    6582.800       IC
4   IF2509  20250903  4501.400  ...  4432.800    4472.800       IF
5   IF2510  20250903  4497.600  ...  4426.800    4466.600       IF
6   IF2512  20250903  4471.400  ...  4404.000    4452.200       IF
7   IF2603  20250903  4461.000  ...  4381.400    4432.000       IF
8   IH2509  20250903  3000.000  ...  2944.200    2987.600       IH
9   IH2510  20250903  2995.000  ...  2943.600    2986.600       IH
10  IH2512  20250903  2995.000  ...  2943.800    2985.400       IH
11  IH2603  20250903  2998.000  ...  2946.000    2985.200       IH
12  IM2509  20250903  7283.200  ...  7161.400    7230.800       IM
13  IM2510  20250903  7241.000  ...  7095.600    7174.600       IM
14  IM2512  20250903  7089.400  ...  6960.800    7037.000       IM
15  IM2603  20250903  6925.000  ...  6778.600    6860.600       IM
16   T2509  20250903   108.230  ...   108.285     108.130        T
17   T2512  20250903   108.015  ...   108.120     107.930        T
18   T2603  20250903   107.720  ...   107.855     107.680        T
19  TF2509  20250903   105.700  ...   105.795     105.700       TF
20  TF2512  20250903   105.585  ...   105.690     105.550       TF
21  TF2603  20250903   105.510  ...   105.590     105.465       TF
22  TL2509  20250903   117.170  ...   117.230     117.150       TL
23  TL2512  20250903   116.850  ...   117.030     116.610       TL
24  TL2603  20250903   116.540  ...   116.640     116.280       TL
25  TS2509  20250903   102.352  ...   102.368     102.350       TS
26  TS2512  20250903   102.420  ...   102.440     102.410       TS
27  TS2603  20250903   102.374  ...   102.394     102.360       TS

[28 rows x 12 columns]
2025-09-03 18:26:28,189 - future_1d - INFO - ak.get_cffex_daily('2025-09-03') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250903   487.7     496  ...  4469747.35   491.8      489.8      SC
1       SC2511  20250903   489.7     497  ...   964394.13   493.2      491.2      SC
2       SC2512  20250903   490.1     496  ...   337441.79   492.4      490.4      SC
3       SC2601  20250903   487.9   494.6  ...    46836.36   491.4      489.2      SC
4       SC2602  20250903   485.6   492.4  ...     9452.85   489.7      488.5      SC
5       SC2603  20250903   484.7     491  ...     2537.43   487.9      486.1      SC
6       SC2604  20250903     484   488.7  ...     3212.62   486.7      484.6      SC
7       SC2605  20250903   482.6   485.7  ...      241.98   483.9      483.4      SC
8       SC2606  20250903   481.3   487.8  ...     3443.57     485      482.1      SC
9       SC2607  20250903   480.6   485.6  ...      386.44     483      482.2      SC
10      SC2608  20250903   482.8   482.8  ...       48.28   482.8      476.6      SC
11      SC2609  20250903   482.3   483.5  ...      481.53   481.5      480.2      SC
12      SC2612  20250903     481     481  ...        48.1     481        477      SC
13      SC2703  20250903   477.7   477.7  ...       47.77   477.7      475.9      SC
14      SC2706  20250903   479.4   479.4  ...       47.94   479.4        475      SC
15      SC2709  20250903   477.3   477.3  ...      142.86   476.2      471.3      SC
16      SC2712  20250903   475.5   480.1  ...      429.12   476.8      476.4      SC
17      SC2803  20250903                  ...           0   471.4      471.4      SC
18      SC2806  20250903     471     476  ...      943.59   471.7        471      SC
19      SC2809  20250903                  ...           0     472      472.7      SC
21      LU2510  20250903    3552    3552  ...   15119.403    3505       3524      LU
22      LU2511  20250903    3534    3558  ...  379454.115    3525       3542      LU
23      LU2512  20250903    3522    3541  ...  140663.075    3514       3528      LU
24      LU2601  20250903    3500    3527  ...   39892.331    3501       3508      LU
25      LU2602  20250903    3470    3500  ...    2970.161    3482       3479      LU
26      LU2603  20250903    3458    3488  ...      69.326    3466       3465      LU
27      LU2604  20250903                  ...           0    3468       3468      LU
28      LU2605  20250903    3532    3532  ...      31.176    3464       3454      LU
29      LU2606  20250903    3466    3466  ...       6.929    3464       3453      LU
30      LU2607  20250903    3432    3468  ...       48.31    3450       3448      LU
31      LU2608  20250903    3506    3506  ...      34.448    3444       3448      LU
32      LU2609  20250903    3410    3441  ...       6.851    3425       3426      LU
34      NR2509  20250903   12720   12720  ...      507.95   12695      12665      NR
35      NR2510  20250903   12720   12840  ...  742121.195   12765      12745      NR
36      NR2511  20250903   12750   12890  ...  530131.465   12815      12790      NR
37      NR2512  20250903   12860   12915  ...   65958.375   12845      12830      NR
38      NR2601  20250903   12835   12945  ...  128929.585   12885      12860      NR
39      NR2602  20250903   12835   12940  ...    7862.775   12885      12830      NR
40      NR2603  20250903   12865   12925  ...      617.24   12855      12830      NR
41      NR2604  20250903   12900   12900  ...       115.9   12875      12815      NR
42      NR2605  20250903   12905   12940  ...       129.2   12920      12855      NR
43      NR2606  20250903                  ...           0   12870      12870      NR
44      NR2607  20250903                  ...           0   12890      12905      NR
45      NR2608  20250903                  ...           0   12925      12925      NR
47      BC2509  20250903                  ...           0   70130      70130      BC
48      BC2510  20250903   70590   71750  ...   226601.87   71240      70840      BC
49      BC2511  20250903   70590   71710  ...       19357   71160      70760      BC
50      BC2512  20250903   71460   71460  ...       35.73   71460      70740      BC
51      BC2601  20250903                  ...           0   70590      70590      BC
52      BC2602  20250903                  ...           0   70700      70400      BC
53      BC2603  20250903                  ...           0   71400      71400      BC
54      BC2604  20250903                  ...           0   70710      70370      BC
55      BC2605  20250903                  ...           0   70710      70370      BC
56      BC2606  20250903                  ...           0   70700      70210      BC
57      BC2607  20250903                  ...           0   70600      70200      BC
58      BC2608  20250903                  ...           0   70440      70200      BC
60      EC2510  20250903  1319.4  1340.5  ...   168901.99  1324.2     1364.5      EC
61      EC2512  20250903    1701  1727.5  ...   98794.343    1704     1755.1      EC
62      EC2602  20250903    1554    1558  ...  17524.6935  1536.5     1571.7      EC
63      EC2604  20250903  1246.9  1258.8  ...   6249.7615  1243.7     1273.6      EC
64      EC2606  20250903    1423  1450.6  ...     753.842  1435.8     1472.3      EC
65      EC2608  20250903    1592  1610.7  ...    304.2875  1601.5     1648.1      EC
68  SC_TAS2510  20250903     0.1     0.1  ...                                 SC_TAS
69  SC_TAS2511  20250903                  ...                                 SC_TAS
70  SC_TAS2512  20250903                  ...                                 SC_TAS
71  SC_TAS2601  20250903                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-03 18:26:28,267 - future_1d - INFO - ak.get_ine_daily('2025-09-03') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250903   8425.0   8468.0  ...   373826.35   8370.0      8378.0       AP
1    AP511  20250903   8218.0   8258.0  ...     3866.27   8189.0      8188.0       AP
2    AP512  20250903   8236.0   8259.0  ...      490.01   8167.0      8206.0       AP
3    AP601  20250903   8300.0   8330.0  ...   242748.25   8239.0      8273.0       AP
4    AP603  20250903   8190.0   8199.0  ...      422.18   8119.0      8159.0       AP
5    AP604  20250903   8205.0   8205.0  ...      154.62   8138.0      8166.0       AP
6    AP605  20250903   8238.0   8264.0  ...     1746.71   8201.0      8223.0       AP
7    CF509  20250903  13575.0  13595.0  ...     8349.43  13575.0     13645.0       CF
8    CF511  20250903  13855.0  13900.0  ...   219331.93  13870.0     13920.0       CF
9    CF601  20250903  14010.0  14060.0  ...  1473850.41  14025.0     14090.0       CF
10   CF603  20250903  13975.0  14015.0  ...     2867.43  13985.0     14050.0       CF
11   CF605  20250903  13965.0  14005.0  ...   127377.86  13980.0     14030.0       CF
12   CF607  20250903  13975.0  14015.0  ...     1349.43  13985.0     14040.0       CF
13   CJ509  20250903  10200.0  10200.0  ...      101.44  10145.0     10145.0       CJ
14   CJ512  20250903  11280.0  11315.0  ...     6758.04  11225.0     11275.0       CJ
15   CJ601  20250903  11395.0  11435.0  ...   667850.78  11335.0     11390.0       CJ
16   CJ603  20250903  11440.0  11470.0  ...    11030.77  11380.0     11430.0       CJ
17   CJ605  20250903  11545.0  11575.0  ...   103943.60  11465.0     11540.0       CJ
18   CJ607  20250903  11695.0  11725.0  ...     1834.16  11610.0     11690.0       CJ
19   CY509  20250903  19625.0  19625.0  ...       39.25  19625.0     20240.0       CY
20   CY510  20250903      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250903  19940.0  20035.0  ...    78803.07  19995.0     20060.0       CY
22   CY512  20250903      0.0      0.0  ...        0.00  19935.0     20040.0       CY
23   CY601  20250903  20065.0  20065.0  ...     1470.84  20010.0     20090.0       CY
24   CY602  20250903      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250903      0.0      0.0  ...        0.00  20340.0     20345.0       CY
26   CY604  20250903      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250903      0.0      0.0  ...        0.00  20305.0     20375.0       CY
28   CY606  20250903      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250903      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250903      0.0      0.0  ...        0.00  20245.0     20280.0       CY
31   FG509  20250903    965.0    965.0  ...      241.50    951.0       956.0       FG
32   FG510  20250903   1055.0   1068.0  ...    25695.19   1059.0      1061.0       FG
33   FG511  20250903   1044.0   1059.0  ...    99481.99   1048.0      1051.0       FG
34   FG512  20250903   1145.0   1161.0  ...    44546.40   1149.0      1150.0       FG
35   FG601  20250903   1135.0   1152.0  ...  2638406.61   1140.0      1142.0       FG
36   FG602  20250903   1195.0   1203.0  ...    19134.58   1192.0      1191.0       FG
37   FG603  20250903   1217.0   1217.0  ...      664.57   1195.0      1193.0       FG
38   FG604  20250903   1267.0   1267.0  ...      331.12   1245.0      1243.0       FG
39   FG605  20250903   1233.0   1250.0  ...    60061.83   1239.0      1240.0       FG
40   FG606  20250903   1268.0   1280.0  ...      739.87   1271.0      1271.0       FG
41   FG607  20250903   1258.0   1275.0  ...      784.26   1265.0      1265.0       FG
42   FG608  20250903   1292.0   1307.0  ...      904.87   1300.0      1298.0       FG
43   JR509  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250903      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250903      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250903   2230.0   2230.0  ...     2593.96   2225.0      2213.0       MA
53   MA510  20250903   2277.0   2297.0  ...    19913.44   2288.0      2279.0       MA
54   MA511  20250903   2303.0   2326.0  ...    79235.35   2317.0      2306.0       MA
55   MA512  20250903   2351.0   2369.0  ...    36491.77   2361.0      2350.0       MA
56   MA601  20250903   2373.0   2397.0  ...  1194423.07   2387.0      2378.0       MA
57   MA602  20250903   2393.0   2409.0  ...    13095.77   2398.0      2389.0       MA
58   MA603  20250903   2389.0   2410.0  ...      170.54   2402.0      2394.0       MA
59   MA604  20250903      0.0      0.0  ...        0.00   2391.0      2389.0       MA
60   MA605  20250903   2375.0   2393.0  ...    88391.27   2385.0      2378.0       MA
61   MA606  20250903   2393.0   2401.0  ...       21.58   2397.0      2382.0       MA
62   MA607  20250903   2384.0   2390.0  ...       83.52   2386.0      2380.0       MA
63   MA608  20250903   2382.0   2390.0  ...       11.93   2385.0      2382.0       MA
64   OI509  20250903   9950.0   9950.0  ...      924.39   9940.0      9949.0       OI
65   OI511  20250903   9874.0   9917.0  ...   413029.39   9863.0      9876.0       OI
66   OI601  20250903   9770.0   9814.0  ...  2333076.68   9759.0      9775.0       OI
67   OI603  20250903   9683.0   9731.0  ...     3321.69   9684.0      9697.0       OI
68   OI605  20250903   9593.0   9644.0  ...    50726.30   9584.0      9607.0       OI
69   OI607  20250903   9563.0   9609.0  ...      477.37   9547.0      9567.0       OI
70   PF509  20250903   6350.0   6350.0  ...       31.75   6350.0      6360.0       PF
71   PF510  20250903   6440.0   6466.0  ...   163183.56   6438.0      6470.0       PF
72   PF511  20250903   6442.0   6462.0  ...   540342.59   6430.0      6462.0       PF
73   PF512  20250903   6412.0   6442.0  ...   308338.72   6412.0      6450.0       PF
74   PF601  20250903   6458.0   6482.0  ...    32450.00   6460.0      6486.0       PF
75   PF602  20250903   6472.0   6496.0  ...    87271.21   6476.0      6496.0       PF
76   PF603  20250903   6468.0   6502.0  ...       19.45   6482.0      6500.0       PF
77   PF604  20250903   6504.0   6538.0  ...       22.81   6516.0      6532.0       PF
78   PF605  20250903   6520.0   6522.0  ...        9.77   6516.0      6562.0       PF
79   PF606  20250903   6546.0   6546.0  ...        9.80   6534.0      6580.0       PF
80   PF607  20250903   6552.0   6552.0  ...        6.55   6552.0      6544.0       PF
81   PF608  20250903      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250903   7956.0   7982.0  ...    30813.39   7966.0      8002.0       PK
83   PK511  20250903   7790.0   7810.0  ...   170696.11   7794.0      7822.0       PK
84   PK512  20250903   7806.0   7816.0  ...    45381.20   7800.0      7812.0       PK
85   PK601  20250903   7856.0   7862.0  ...    15736.00   7850.0      7862.0       PK
86   PK603  20250903   7856.0   7860.0  ...       19.64   7856.0      7864.0       PK
87   PK604  20250903   7872.0   7880.0  ...       27.56   7874.0      7876.0       PK
88   PK605  20250903   7874.0   7878.0  ...     1943.68   7870.0      7874.0       PK
89   PL601  20250903   6391.0   6439.0  ...    46480.85   6420.0      6418.0       PL
90   PL602  20250903   6451.0   6451.0  ...       64.46   6446.0      6455.0       PL
91   PL603  20250903      0.0      0.0  ...        0.00   6466.0      6480.0       PL
92   PL604  20250903      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250903   6411.0   6411.0  ...       76.84   6403.0      6412.0       PL
94   PL606  20250903      0.0      0.0  ...        0.00   6438.0      6438.0       PL
95   PL607  20250903      0.0      0.0  ...        0.00   6448.0      6448.0       PL
96   PL608  20250903      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250903      0.0      0.0  ...        0.00   5818.0      5818.0       PR
104  PR510  20250903   5912.0   5936.0  ...    41851.88   5900.0      5934.0       PR
105  PR511  20250903   5910.0   5938.0  ...   636167.39   5924.0      5934.0       PR
106  PR512  20250903   5916.0   5946.0  ...   537065.00   5932.0      5938.0       PR
107  PR601  20250903   5932.0   5948.0  ...    67170.48   5926.0      5946.0       PR
108  PR602  20250903   5942.0   5942.0  ...       17.83   5942.0      5956.0       PR
109  PR603  20250903   5970.0   5982.0  ...       53.63   5960.0      5958.0       PR
110  PR604  20250903   5976.0   5994.0  ...       17.96   5986.0      5990.0       PR
111  PR605  20250903   5994.0   5994.0  ...       44.84   5980.0      5992.0       PR
112  PR606  20250903   5982.0   5982.0  ...        8.97   5982.0      6000.0       PR
113  PR607  20250903   5986.0   5986.0  ...        8.98   5986.0      5996.0       PR
114  PR608  20250903      0.0      0.0  ...        0.00   5990.0      5990.0       PR
115  PX509  20250903      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250903   6842.0   6880.0  ...    30434.66   6830.0      6890.0       PX
117  PX511  20250903   6822.0   6880.0  ...   673539.79   6834.0      6866.0       PX
118  PX512  20250903   6794.0   6850.0  ...   225306.89   6814.0      6818.0       PX
119  PX601  20250903   6782.0   6820.0  ...   129963.45   6784.0      6808.0       PX
120  PX602  20250903   6754.0   6804.0  ...    15783.70   6772.0      6798.0       PX
121  PX603  20250903   6732.0   6732.0  ...        3.37   6732.0      6790.0       PX
122  PX604  20250903      0.0      0.0  ...        0.00   6766.0      6786.0       PX
123  PX605  20250903   6790.0   6796.0  ...      128.69   6774.0      6796.0       PX
124  PX606  20250903   6774.0   6780.0  ...       16.93   6772.0      6834.0       PX
125  PX607  20250903   6776.0   6776.0  ...       27.00   6750.0      6788.0       PX
126  PX608  20250903   6774.0   6774.0  ...        6.77   6774.0      6798.0       PX
127  RI509  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250903   2553.0   2570.0  ...      706.11   2558.0      2560.0       RM
134  RM511  20250903   2538.0   2572.0  ...    32255.80   2551.0      2555.0       RM
135  RM601  20250903   2494.0   2534.0  ...   796407.97   2514.0      2516.0       RM
136  RM603  20250903   2396.0   2425.0  ...     9756.09   2410.0      2418.0       RM
137  RM605  20250903   2389.0   2416.0  ...   108756.78   2400.0      2406.0       RM
138  RM607  20250903   2379.0   2402.0  ...    11814.33   2388.0      2394.0       RM
139  RM608  20250903   2478.0   2489.0  ...      153.63   2478.0      2479.0       RM
140  RS509  20250903      0.0      0.0  ...        0.00   4744.0      4711.0       RS
141  RS511  20250903   5063.0   5115.0  ...      172.73   5080.0      5045.0       RS
142  RS607  20250903   5489.0   5540.0  ...      104.75   5513.0      5505.0       RS
143  RS608  20250903      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250903   1152.0   1168.0  ...     2535.64   1156.0      1152.0       SA
145  SA510  20250903   1201.0   1218.0  ...    33228.31   1206.0      1203.0       SA
146  SA511  20250903   1205.0   1224.0  ...   166604.16   1211.0      1209.0       SA
147  SA512  20250903   1261.0   1280.0  ...    84609.16   1267.0      1264.0       SA
148  SA601  20250903   1267.0   1289.0  ...  2455608.45   1277.0      1273.0       SA
149  SA602  20250903   1296.0   1318.0  ...    19603.38   1305.0      1301.0       SA
150  SA603  20250903   1302.0   1324.0  ...     3131.68   1311.0      1307.0       SA
151  SA604  20250903   1343.0   1361.0  ...     1159.25   1351.0      1345.0       SA
152  SA605  20250903   1344.0   1368.0  ...    82558.73   1356.0      1350.0       SA
153  SA606  20250903   1368.0   1370.0  ...      543.42   1365.0      1361.0       SA
154  SA607  20250903   1367.0   1378.0  ...      503.94   1369.0      1365.0       SA
155  SA608  20250903   1400.0   1400.0  ...      136.65   1394.0      1389.0       SA
156  SF509  20250903   5360.0   5366.0  ...     1360.41   5350.0      5350.0       SF
157  SF510  20250903   5362.0   5386.0  ...    16332.48   5362.0      5362.0       SF
158  SF511  20250903   5556.0   5562.0  ...   307966.99   5536.0      5544.0       SF
159  SF512  20250903   5514.0   5516.0  ...    59530.80   5494.0      5504.0       SF
160  SF601  20250903   5512.0   5522.0  ...    78807.59   5498.0      5504.0       SF
161  SF602  20250903   5482.0   5486.0  ...     8694.34   5464.0      5472.0       SF
162  SF603  20250903   5650.0   5654.0  ...       11.29   5646.0      5646.0       SF
163  SF604  20250903      0.0      0.0  ...        0.00   5626.0      5654.0       SF
164  SF605  20250903   5644.0   5648.0  ...      956.57   5628.0      5636.0       SF
165  SF606  20250903   5586.0   5586.0  ...        5.59   5586.0      5596.0       SF
166  SF607  20250903   5734.0   5734.0  ...        2.87   5734.0      5742.0       SF
167  SF608  20250903   5708.0   5708.0  ...        5.71   5706.0      5716.0       SF
168  SH509  20250903   2540.0   2540.0  ...      255.83   2508.0      2534.0       SH
169  SH510  20250903   2651.0   2664.0  ...   133070.00   2628.0      2665.0       SH
170  SH511  20250903   2683.0   2699.0  ...   634623.28   2669.0      2701.0       SH
171  SH512  20250903   2694.0   2703.0  ...   267279.12   2681.0      2706.0       SH
172  SH601  20250903   2660.0   2674.0  ...  3428894.51   2645.0      2685.0       SH
173  SH602  20250903   2671.0   2681.0  ...    32899.67   2651.0      2692.0       SH
174  SH603  20250903   2682.0   2692.0  ...     2629.26   2664.0      2700.0       SH
175  SH604  20250903   2729.0   2739.0  ...     1397.17   2724.0      2740.0       SH
176  SH605  20250903   2740.0   2750.0  ...    37899.29   2723.0      2753.0       SH
177  SH606  20250903   2732.0   2752.0  ...      509.06   2737.0      2754.0       SH
178  SH607  20250903   2733.0   2733.0  ...      122.24   2717.0      2738.0       SH
179  SH608  20250903   2742.0   2749.0  ...      196.49   2729.0      2758.0       SH
180  SM509  20250903   5658.0   5658.0  ...      854.90   5644.0      5646.0       SM
181  SM510  20250903   5666.0   5674.0  ...    10705.41   5652.0      5656.0       SM
182  SM511  20250903   5758.0   5758.0  ...   104241.83   5734.0      5742.0       SM
183  SM512  20250903   5770.0   5770.0  ...    49475.83   5738.0      5744.0       SM
184  SM601  20250903   5766.0   5772.0  ...   295156.95   5744.0      5748.0       SM
185  SM602  20250903   5782.0   5782.0  ...    43610.63   5752.0      5760.0       SM
186  SM603  20250903   5752.0   5752.0  ...       11.50   5752.0      5774.0       SM
187  SM604  20250903      0.0      0.0  ...        0.00   5772.0      5784.0       SM
188  SM605  20250903   5798.0   5810.0  ...     3015.55   5782.0      5790.0       SM
189  SM606  20250903      0.0      0.0  ...        0.00   5788.0      5804.0       SM
190  SM607  20250903   5826.0   5826.0  ...       29.05   5810.0      5818.0       SM
191  SM608  20250903   5832.0   5832.0  ...        2.92   5832.0      5838.0       SM
192  SR509  20250903   5614.0   5614.0  ...     5283.24   5609.0      5614.0       SR
193  SR511  20250903   5575.0   5583.0  ...   181636.51   5566.0      5585.0       SR
194  SR601  20250903   5580.0   5586.0  ...  1057175.67   5569.0      5595.0       SR
195  SR603  20250903   5559.0   5565.0  ...     4229.41   5550.0      5572.0       SR
196  SR605  20250903   5548.0   5550.0  ...    57507.92   5539.0      5557.0       SR
197  SR607  20250903   5543.0   5547.0  ...     2413.70   5536.0      5551.0       SR
198  TA509  20250903   4700.0   4704.0  ...     9420.04   4692.0      4714.0       TA
199  TA510  20250903   4736.0   4756.0  ...    75495.37   4730.0      4756.0       TA
200  TA511  20250903   4738.0   4766.0  ...   191854.58   4740.0      4762.0       TA
201  TA512  20250903   4748.0   4772.0  ...    73556.81   4750.0      4772.0       TA
202  TA601  20250903   4752.0   4776.0  ...  1368853.35   4754.0      4776.0       TA
203  TA602  20250903   4764.0   4782.0  ...     9882.22   4764.0      4784.0       TA
204  TA603  20250903   4778.0   4790.0  ...       73.98   4774.0      4800.0       TA
205  TA604  20250903      0.0      0.0  ...        0.00   4766.0      4800.0       TA
206  TA605  20250903   4796.0   4818.0  ...    29007.42   4796.0      4818.0       TA
207  TA606  20250903   4794.0   4794.0  ...        2.40   4794.0      4816.0       TA
208  TA607  20250903      0.0      0.0  ...        0.00   4804.0      4822.0       TA
209  TA608  20250903   4836.0   4836.0  ...        7.22   4816.0      4834.0       TA
210  UR509  20250903   1680.0   1689.0  ...      671.45   1670.0      1676.0       UR
211  UR510  20250903   1704.0   1712.0  ...     9208.05   1692.0      1699.0       UR
212  UR511  20250903   1746.0   1757.0  ...    60221.27   1731.0      1740.0       UR
213  UR512  20250903   1746.0   1760.0  ...    18558.95   1734.0      1742.0       UR
214  UR601  20250903   1752.0   1764.0  ...   992533.96   1737.0      1747.0       UR
215  UR602  20250903   1747.0   1762.0  ...     2209.72   1734.0      1744.0       UR
216  UR603  20250903   1788.0   1799.0  ...     1121.45   1769.0      1788.0       UR
217  UR604  20250903   1794.0   1794.0  ...      685.57   1767.0      1794.0       UR
218  UR605  20250903   1794.0   1796.0  ...    41997.19   1776.0      1788.0       UR
219  UR606  20250903   1790.0   1790.0  ...      289.36   1764.0      1783.0       UR
220  UR607  20250903   1800.0   1805.0  ...      730.42   1782.0      1797.0       UR
221  UR608  20250903   1798.0   1798.0  ...      107.16   1786.0      1796.0       UR
222  WH509  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-03 18:26:28,585 - future_1d - INFO - ak.get_czce_daily('2025-09-03') done
2025-09-03 18:26:30,344 - future_1d - INFO - save future_daily 2025-09-03 completed