LogViewer
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]
2025-08-29 18:26:09,194 - future_1d - INFO - ak.get_czce_daily('2025-08-27') done
2025-08-29 18:26:10,944 - 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]
2025-08-29 18:26:16,259 - future_1d - INFO - ak.get_dce_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]
2025-08-29 18:26:16,330 - future_1d - INFO - ak.get_ine_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]
2025-08-29 18:26:16,455 - future_1d - INFO - ak.get_gfex_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]
2025-08-29 18:26:16,596 - future_1d - INFO - ak.get_shfe_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]
2025-08-29 18:26:16,944 - future_1d - INFO - ak.get_cffex_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]
2025-08-29 18:26:17,289 - future_1d - INFO - ak.get_czce_daily('2025-08-28') done
2025-08-29 18:26:19,045 - 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]
2025-08-29 18:26:28,951 - future_1d - INFO - ak.get_dce_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]
2025-08-29 18:26:29,052 - future_1d - INFO - ak.get_ine_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]
2025-08-29 18:26:29,165 - future_1d - INFO - ak.get_gfex_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]
2025-08-29 18:26:29,256 - future_1d - INFO - ak.get_shfe_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]
2025-08-29 18:26:29,602 - future_1d - INFO - ak.get_cffex_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]
2025-08-29 18:26:29,931 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
2025-08-29 18:26:31,675 - future_1d - INFO - save future_daily 2025-08-29 completed