LogViewer
75   PF511  20250709   6374.0   6390.0  ...    78746.78   6370.0      6358.0       PF
76   PF512  20250709   6346.0   6372.0  ...    49565.08   6360.0      6340.0       PF
77   PF601  20250709   6360.0   6386.0  ...     3592.77   6370.0      6352.0       PF
78   PF602  20250709   6370.0   6404.0  ...       44.59   6370.0      6356.0       PF
79   PF603  20250709   6376.0   6416.0  ...       66.94   6376.0      6366.0       PF
80   PF604  20250709   6378.0   6416.0  ...       44.70   6386.0      6372.0       PF
81   PF605  20250709   6380.0   6426.0  ...      108.75   6398.0      6366.0       PF
82   PF606  20250709   6374.0   6388.0  ...        6.38   6382.0      6366.0       PF
83   PK510  20250709   8130.0   8196.0  ...   197959.13   8158.0      8106.0       PK
84   PK511  20250709   7934.0   8024.0  ...    95661.77   7986.0      7914.0       PK
85   PK512  20250709   7934.0   7984.0  ...     3549.71   7968.0      7908.0       PK
86   PK601  20250709   7922.0   7968.0  ...     7811.18   7946.0      7914.0       PK
87   PK603  20250709   7932.0   7958.0  ...       39.74   7948.0      7912.0       PK
88   PK604  20250709   7956.0   7956.0  ...        7.95   7952.0      7924.0       PK
89   PK605  20250709   7952.0   7968.0  ...      338.25   7960.0      7938.0       PK
90   PM507  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250709      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250709   5920.0   5920.0  ...       17.76   5920.0      5922.0       PR
97   PR508  20250709   5908.0   5908.0  ...    12670.50   5892.0      5898.0       PR
98   PR509  20250709   5872.0   5890.0  ...   366098.76   5874.0      5870.0       PR
99   PR510  20250709   5856.0   5884.0  ...   248328.55   5866.0      5856.0       PR
100  PR511  20250709   5852.0   5876.0  ...    65277.52   5854.0      5842.0       PR
101  PR512  20250709   5848.0   5848.0  ...        8.77   5848.0      5838.0       PR
102  PR601  20250709   5850.0   5866.0  ...      105.36   5854.0      5840.0       PR
103  PR602  20250709      0.0      0.0  ...        0.00   5898.0      5878.0       PR
104  PR603  20250709   5898.0   5930.0  ...       17.74   5914.0      5886.0       PR
105  PR604  20250709   5892.0   5930.0  ...       17.73   5912.0      5882.0       PR
106  PR605  20250709   5896.0   5896.0  ...       17.67   5892.0      5878.0       PR
107  PR606  20250709      0.0      0.0  ...        0.00   5858.0      5858.0       PR
108  PX507  20250709      0.0      0.0  ...        0.00   6890.0      6868.0       PX
109  PX508  20250709   6734.0   6768.0  ...      486.13   6752.0      6722.0       PX
110  PX509  20250709   6710.0   6748.0  ...   594486.99   6716.0      6696.0       PX
111  PX510  20250709   6696.0   6730.0  ...    59893.48   6698.0      6676.0       PX
112  PX511  20250709   6658.0   6704.0  ...   114440.83   6664.0      6642.0       PX
113  PX512  20250709   6638.0   6688.0  ...    35806.53   6644.0      6624.0       PX
114  PX601  20250709   6624.0   6660.0  ...    52120.77   6636.0      6604.0       PX
115  PX602  20250709      0.0      0.0  ...        0.00   6628.0      6566.0       PX
116  PX603  20250709      0.0      0.0  ...        0.00   6618.0      6578.0       PX
117  PX604  20250709      0.0      0.0  ...        0.00   6606.0      6562.0       PX
118  PX605  20250709   6576.0   6610.0  ...       52.75   6594.0      6560.0       PX
119  PX606  20250709   6562.0   6562.0  ...        3.28   6562.0      6544.0       PX
120  RI507  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250709      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250709   2440.0   2461.0  ...      899.68   2445.0      2455.0       RM
127  RM508  20250709   2564.0   2594.0  ...    15942.76   2572.0      2577.0       RM
128  RM509  20250709   2568.0   2595.0  ...   721970.44   2573.0      2581.0       RM
129  RM511  20250709   2408.0   2420.0  ...     2486.37   2407.0      2412.0       RM
130  RM601  20250709   2303.0   2317.0  ...   168883.86   2305.0      2312.0       RM
131  RM603  20250709   2291.0   2297.0  ...    11757.00   2287.0      2294.0       RM
132  RM605  20250709   2308.0   2313.0  ...    35468.30   2305.0      2312.0       RM
133  RS507  20250709      0.0      0.0  ...        0.00   4991.0      4961.0       RS
134  RS508  20250709      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250709   5018.0   5097.0  ...      395.37   5069.0      5039.0       RS
136  RS511  20250709   5009.0   5074.0  ...      100.74   5037.0      5049.0       RS
137  SA507  20250709   1140.0   1154.0  ...      270.34   1146.0      1136.0       SA
138  SA508  20250709   1178.0   1197.0  ...    24946.06   1187.0      1174.0       SA
139  SA509  20250709   1178.0   1198.0  ...  3503226.20   1187.0      1177.0       SA
140  SA510  20250709   1196.0   1212.0  ...    93566.02   1201.0      1192.0       SA
141  SA511  20250709   1198.0   1211.0  ...   130134.16   1202.0      1195.0       SA
142  SA512  20250709   1217.0   1236.0  ...    42233.44   1225.0      1216.0       SA
143  SA601  20250709   1220.0   1239.0  ...   772014.38   1226.0      1215.0       SA
144  SA602  20250709   1228.0   1247.0  ...    12342.25   1238.0      1228.0       SA
145  SA603  20250709   1231.0   1247.0  ...     6414.73   1236.0      1228.0       SA
146  SA604  20250709   1246.0   1260.0  ...     2910.42   1250.0      1243.0       SA
147  SA605  20250709   1245.0   1260.0  ...    29619.14   1251.0      1244.0       SA
148  SA606  20250709   1257.0   1263.0  ...     2486.52   1260.0      1255.0       SA
149  SF507  20250709   5466.0   5484.0  ...     1182.38   5436.0      5430.0       SF
150  SF508  20250709   5346.0   5406.0  ...    11221.56   5374.0      5346.0       SF
151  SF509  20250709   5358.0   5418.0  ...   290240.89   5380.0      5352.0       SF
152  SF510  20250709   5312.0   5372.0  ...    60549.78   5328.0      5288.0       SF
153  SF511  20250709   5440.0   5512.0  ...    99059.99   5466.0      5420.0       SF
154  SF512  20250709   5426.0   5488.0  ...    12017.42   5440.0      5400.0       SF
155  SF601  20250709   5396.0   5456.0  ...     6835.09   5412.0      5362.0       SF
156  SF602  20250709   5332.0   5388.0  ...      315.85   5354.0      5300.0       SF
157  SF603  20250709   5466.0   5516.0  ...       16.47   5490.0      5424.0       SF
158  SF604  20250709      0.0      0.0  ...        0.00   5460.0      5412.0       SF
159  SF605  20250709   5444.0   5492.0  ...      101.01   5460.0      5412.0       SF
160  SF606  20250709   5386.0   5388.0  ...       18.79   5370.0      5356.0       SF
161  SH507  20250709      0.0      0.0  ...        0.00   2381.0      2380.0       SH
162  SH508  20250709   2427.0   2473.0  ...   144128.62   2434.0      2442.0       SH
163  SH509  20250709   2405.0   2456.0  ...  3965465.00   2419.0      2418.0       SH
164  SH510  20250709   2413.0   2477.0  ...   438972.92   2439.0      2427.0       SH
165  SH511  20250709   2393.0   2463.0  ...   311045.45   2426.0      2403.0       SH
166  SH512  20250709   2399.0   2468.0  ...    25143.72   2426.0      2410.0       SH
167  SH601  20250709   2383.0   2440.0  ...   101220.63   2403.0      2389.0       SH
168  SH602  20250709   2402.0   2456.0  ...     1192.79   2424.0      2410.0       SH
169  SH603  20250709   2416.0   2455.0  ...      860.28   2430.0      2413.0       SH
170  SH604  20250709   2450.0   2483.0  ...      324.18   2456.0      2441.0       SH
171  SH605  20250709   2435.0   2487.0  ...     2495.18   2453.0      2428.0       SH
172  SH606  20250709   2457.0   2495.0  ...       66.92   2479.0      2446.0       SH
173  SM507  20250709   5638.0   5680.0  ...     1150.66   5654.0      5612.0       SM
174  SM508  20250709   5644.0   5730.0  ...    16082.16   5682.0      5644.0       SM
175  SM509  20250709   5666.0   5742.0  ...   554857.53   5682.0      5646.0       SM
176  SM510  20250709   5644.0   5724.0  ...    39475.30   5664.0      5632.0       SM
177  SM511  20250709   5726.0   5800.0  ...    74115.41   5742.0      5716.0       SM
178  SM512  20250709   5726.0   5786.0  ...     9529.31   5728.0      5704.0       SM
179  SM601  20250709   5726.0   5774.0  ...    40045.37   5724.0      5694.0       SM
180  SM602  20250709   5718.0   5758.0  ...      154.36   5718.0      5714.0       SM
181  SM603  20250709   5722.0   5766.0  ...       85.79   5720.0      5728.0       SM
182  SM604  20250709   5730.0   5762.0  ...       63.12   5738.0      5736.0       SM
183  SM605  20250709   5756.0   5804.0  ...      894.45   5752.0      5730.0       SM
184  SM606  20250709   5758.0   5766.0  ...       43.16   5756.0      5764.0       SM
185  SR507  20250709   5748.0   5781.0  ...     1828.85   5751.0      5754.0       SR
186  SR509  20250709   5755.0   5783.0  ...   816826.20   5763.0      5744.0       SR
187  SR511  20250709   5647.0   5676.0  ...   132157.70   5653.0      5639.0       SR
188  SR601  20250709   5595.0   5612.0  ...    98857.55   5599.0      5589.0       SR
189  SR603  20250709   5567.0   5585.0  ...     1365.73   5574.0      5562.0       SR
190  SR605  20250709   5549.0   5560.0  ...     3053.06   5551.0      5545.0       SR
191  TA507  20250709   4786.0   4792.0  ...     4694.65   4770.0      4786.0       TA
192  TA508  20250709   4750.0   4770.0  ...    34276.83   4740.0      4744.0       TA
193  TA509  20250709   4722.0   4738.0  ...  2044731.35   4714.0      4710.0       TA
194  TA510  20250709   4696.0   4722.0  ...    71822.15   4702.0      4688.0       TA
195  TA511  20250709   4694.0   4712.0  ...    54880.96   4692.0      4678.0       TA
196  TA512  20250709   4678.0   4700.0  ...    11011.77   4684.0      4670.0       TA
197  TA601  20250709   4670.0   4694.0  ...   377403.21   4678.0      4658.0       TA
198  TA602  20250709   4674.0   4696.0  ...       18.75   4688.0      4662.0       TA
199  TA603  20250709   4672.0   4688.0  ...       18.73   4682.0      4656.0       TA
200  TA604  20250709   4684.0   4696.0  ...        9.38   4688.0      4670.0       TA
201  TA605  20250709   4678.0   4708.0  ...     2473.15   4694.0      4670.0       TA
202  TA606  20250709   4698.0   4710.0  ...        9.40   4702.0      4680.0       TA
203  UR507  20250709   1767.0   1768.0  ...      813.70   1759.0      1751.0       UR
204  UR508  20250709   1763.0   1771.0  ...     1187.60   1767.0      1749.0       UR
205  UR509  20250709   1775.0   1781.0  ...   588943.97   1771.0      1755.0       UR
206  UR510  20250709   1761.0   1766.0  ...    19088.87   1755.0      1744.0       UR
207  UR511  20250709   1758.0   1766.0  ...    18258.17   1755.0      1747.0       UR
208  UR512  20250709   1743.0   1749.0  ...       38.42   1747.0      1730.0       UR
209  UR601  20250709   1730.0   1740.0  ...    84018.51   1731.0      1718.0       UR
210  UR602  20250709   1725.0   1731.0  ...      600.41   1725.0      1715.0       UR
211  UR603  20250709   1741.0   1752.0  ...      157.26   1747.0      1737.0       UR
212  UR604  20250709   1735.0   1746.0  ...       87.00   1740.0      1732.0       UR
213  UR605  20250709   1731.0   1740.0  ...     4058.35   1730.0      1721.0       UR
214  UR606  20250709   1723.0   1731.0  ...       62.18   1727.0      1717.0       UR
215  WH507  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250709      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250709      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-11 18:26:16,514 - future_1d - INFO - ak.get_czce_daily('2025-07-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250709  37535.0  ...  38185.0     37535.0       PS
1   PS2508  20250709  38480.0  ...  39190.0     37390.0       PS
2   PS2509  20250709  38140.0  ...  38810.0     37220.0       PS
3   PS2510  20250709  38045.0  ...  38630.0     37130.0       PS
4   PS2511  20250709  37980.0  ...  38440.0     36950.0       PS
5   PS2512  20250709  40275.0  ...  40765.0     39675.0       PS
6   PS2601  20250709  39860.0  ...  40680.0     39670.0       PS
7   PS2602  20250709  40205.0  ...  40535.0     39890.0       PS
8   PS2603  20250709  40305.0  ...  40575.0     39660.0       PS
9   PS2604  20250709  40070.0  ...  40345.0     39050.0       PS
10  PS2605  20250709  39840.0  ...  40305.0     38930.0       PS
11  PS2606  20250709  40425.0  ...  41000.0     40130.0       PS
13  SI2507  20250709   8160.0  ...   8160.0      8035.0       SI
14  SI2508  20250709   8200.0  ...   8175.0      8170.0       SI
15  SI2509  20250709   8200.0  ...   8165.0      8195.0       SI
16  SI2510  20250709   8200.0  ...   8145.0      8195.0       SI
17  SI2511  20250709   8135.0  ...   8115.0      8130.0       SI
18  SI2512  20250709   8505.0  ...   8430.0      8460.0       SI
19  SI2601  20250709   8465.0  ...   8385.0      8415.0       SI
20  SI2602  20250709   8465.0  ...   8395.0      8425.0       SI
21  SI2603  20250709   8465.0  ...   8400.0      8440.0       SI
22  SI2604  20250709   8440.0  ...   8410.0      8450.0       SI
23  SI2605  20250709   8475.0  ...   8390.0      8390.0       SI
24  SI2606  20250709   8435.0  ...   8385.0      8365.0       SI
27  LC2507  20250709  64320.0  ...  64400.0     64320.0       LC
28  LC2508  20250709  64000.0  ...  64700.0     64600.0       LC
29  LC2509  20250709  63860.0  ...  64460.0     64300.0       LC
30  LC2510  20250709  63840.0  ...  64280.0     64180.0       LC
31  LC2511  20250709  63660.0  ...  64100.0     63940.0       LC
32  LC2512  20250709  63860.0  ...  64260.0     64160.0       LC
33  LC2601  20250709  64000.0  ...  64300.0     64200.0       LC
34  LC2602  20250709  63860.0  ...  64200.0     64200.0       LC
35  LC2603  20250709  63900.0  ...  64260.0     64200.0       LC
36  LC2604  20250709  64340.0  ...  64800.0     64540.0       LC
37  LC2605  20250709  64420.0  ...  64600.0     64600.0       LC
38  LC2606  20250709  64320.0  ...  64820.0     64620.0       LC

[36 rows x 12 columns]
2025-07-11 18:26:16,615 - future_1d - INFO - ak.get_gfex_daily('2025-07-09') done
2025-07-11 18:26:18,345 - future_1d - INFO - save future_daily 2025-07-09 completed
     symbol      date     open  ...    settle  pre_settle  variety
0     a2507  20250710      0.0  ...   4150.00     4150.00        A
1     a2509  20250710   4112.0  ...   4110.00     4112.00        A
2     a2511  20250710   4048.0  ...   4042.00     4048.00        A
3     a2601  20250710   4035.0  ...   4025.00     4033.00        A
4     a2603  20250710   4023.0  ...   4018.00     4027.00        A
5     a2605  20250710   4055.0  ...   4051.00     4059.00        A
6     b2507  20250710      0.0  ...   3480.00     3480.00        B
7     b2508  20250710   3519.0  ...   3527.00     3518.00        B
8     b2509  20250710   3578.0  ...   3581.00     3576.00        B
9     b2510  20250710   3614.0  ...   3618.00     3610.00        B
10    b2511  20250710   3635.0  ...   3641.00     3639.00        B
11    b2512  20250710   3658.0  ...   3659.00     3661.00        B
12    b2601  20250710   3652.0  ...   3648.00     3652.00        B
13    b2602  20250710   3613.0  ...   3614.00     3624.00        B
14    b2603  20250710   3529.0  ...   3517.00     3535.00        B
15    b2604  20250710   3438.0  ...   3431.00     3443.00        B
16    b2605  20250710   3375.0  ...   3371.00     3375.00        B
17    b2606  20250710   3370.0  ...   3366.00     3371.00        B
18   bb2509  20250710    153.2  ...    152.75      153.50       BB
19   bb2511  20250710    155.1  ...    154.60      157.15       BB
20   bb2601  20250710      0.0  ...    156.40      156.40       BB
21   bb2603  20250710      0.0  ...    163.25      165.90       BB
22   bb2605  20250710      0.0  ...    163.25      165.90       BB
23   bz2603  20250710   6070.0  ...   6215.00     6015.00       BZ
24   bz2604  20250710   6070.0  ...   6226.00     6010.00       BZ
25   bz2605  20250710   6056.0  ...   6202.00     6013.00       BZ
26   bz2606  20250710   6100.0  ...   6180.00     6003.00       BZ
27    c2507  20250710      0.0  ...   2296.00     2296.00        C
28    c2509  20250710   2317.0  ...   2318.00     2322.00        C
29    c2511  20250710   2271.0  ...   2272.00     2275.00        C
30    c2601  20250710   2234.0  ...   2233.00     2237.00        C
31    c2603  20250710   2235.0  ...   2235.00     2238.00        C
32    c2605  20250710   2265.0  ...   2264.00     2266.00        C
33   cs2507  20250710      0.0  ...   2700.00     2700.00       CS
34   cs2509  20250710   2675.0  ...   2675.00     2676.00       CS
35   cs2511  20250710   2626.0  ...   2626.00     2630.00       CS
36   cs2601  20250710   2623.0  ...   2622.00     2626.00       CS
37   cs2603  20250710   2610.0  ...   2608.00     2615.00       CS
38   cs2605  20250710   2646.0  ...   2647.00     2650.00       CS
39   eb2507  20250710      0.0  ...   7499.00     7499.00       EB
40   eb2508  20250710   7356.0  ...   7436.00     7320.00       EB
41   eb2509  20250710   7251.0  ...   7348.00     7234.00       EB
42   eb2510  20250710   7190.0  ...   7277.00     7153.00       EB
43   eb2511  20250710   7122.0  ...   7206.00     7089.00       EB
44   eb2512  20250710   7088.0  ...   7169.00     7058.00       EB
45   eb2601  20250710   7088.0  ...   7169.00     7053.00       EB
46   eb2602  20250710   7108.0  ...   7212.00     7069.00       EB
47   eb2603  20250710   7102.0  ...   7228.00     7073.00       EB
48   eb2604  20250710   7148.0  ...   7198.00     7062.00       EB
49   eb2605  20250710   7117.0  ...   7185.00     7086.00       EB
50   eb2606  20250710   7163.0  ...   7181.00     7089.00       EB
51   eg2507  20250710      0.0  ...   4226.00     4226.00       EG
52   eg2508  20250710   4258.0  ...   4296.00     4259.00       EG
53   eg2509  20250710   4280.0  ...   4307.00     4275.00       EG
54   eg2510  20250710   4292.0  ...   4321.00     4289.00       EG
55   eg2511  20250710   4306.0  ...   4328.00     4296.00       EG
56   eg2512  20250710   4328.0  ...   4328.00     4292.00       EG
57   eg2601  20250710   4302.0  ...   4336.00     4300.00       EG
58   eg2602  20250710   4328.0  ...   4343.00     4301.00       EG
59   eg2603  20250710   4340.0  ...   4340.00     4313.00       EG
60   eg2604  20250710   4344.0  ...   4355.00     4331.00       EG
61   eg2605  20250710   4340.0  ...   4355.00     4332.00       EG
62   eg2606  20250710   4344.0  ...   4364.00     4329.00       EG
63   fb2507  20250710      0.0  ...   1341.50     1341.50       FB
64   fb2508  20250710   1335.0  ...   1335.50     1332.50       FB
65   fb2509  20250710   1325.0  ...   1323.50     1317.00       FB
66   fb2510  20250710   1330.0  ...   1329.50     1328.00       FB
67   fb2511  20250710   1327.0  ...   1329.00     1325.00       FB
68   fb2512  20250710   1327.5  ...   1329.00     1324.50       FB
69   fb2601  20250710   1314.5  ...   1315.50     1310.00       FB
70   fb2602  20250710      0.0  ...   1290.50     1290.50       FB
71   fb2603  20250710      0.0  ...   1313.50     1313.50       FB
72   fb2604  20250710      0.0  ...   1310.50     1310.50       FB
73   fb2605  20250710      0.0  ...   1292.50     1292.50       FB
74   fb2606  20250710      0.0  ...   1292.50     1292.50       FB
75    i2507  20250710      0.0  ...    748.00      748.00        I
76    i2508  20250710    743.0  ...    754.50      740.50        I
77    i2509  20250710    736.0  ...    750.50      736.50        I
78    i2510  20250710    730.5  ...    747.50      731.00        I
79    i2511  20250710    724.5  ...    739.50      724.50        I
80    i2512  20250710    718.0  ...    734.00      718.00        I
81    i2601  20250710    710.0  ...    724.00      710.00        I
82    i2602  20250710    707.0  ...    721.00      708.00        I
83    i2603  20250710    704.0  ...    716.50      704.50        I
84    i2604  20250710    700.0  ...    711.50      700.50        I
85    i2605  20250710    692.5  ...    705.00      693.00        I
86    i2606  20250710    685.5  ...    698.50      687.00        I
87    j2507  20250710      0.0  ...   1304.50     1304.50        J
88    j2508  20250710   1429.5  ...   1448.00     1416.00        J
89    j2509  20250710   1456.0  ...   1478.00     1445.50        J
90    j2510  20250710   1470.5  ...   1488.00     1461.50        J
91    j2511  20250710   1485.5  ...   1500.00     1450.50        J
92    j2512  20250710   1497.5  ...   1497.50     1471.00        J
93    j2601  20250710   1486.0  ...   1507.50     1486.50        J
94    j2602  20250710      0.0  ...   1515.50     1494.50        J
95    j2603  20250710      0.0  ...   1528.50     1507.50        J
96    j2604  20250710      0.0  ...   1520.50     1499.50        J
97    j2605  20250710   1535.0  ...   1540.00     1526.50        J
98    j2606  20250710   1543.5  ...   1555.50     1528.00        J
99   jd2507  20250710   2701.0  ...   2728.00     2778.00       JD
100  jd2508  20250710   3485.0  ...   3447.00     3470.00       JD
101  jd2509  20250710   3600.0  ...   3572.00     3585.00       JD
102  jd2510  20250710   3373.0  ...   3362.00     3373.00       JD
103  jd2511  20250710   3393.0  ...   3381.00     3401.00       JD
104  jd2512  20250710   3556.0  ...   3547.00     3559.00       JD
105  jd2601  20250710   3616.0  ...   3606.00     3616.00       JD
106  jd2602  20250710   3194.0  ...   3189.00     3195.00       JD
107  jd2603  20250710   3198.0  ...   3199.00     3199.00       JD
108  jd2604  20250710   3340.0  ...   3340.00     3335.00       JD
109  jd2605  20250710   3406.0  ...   3411.00     3413.00       JD
110  jd2606  20250710   3266.0  ...   3264.00     3266.00       JD
111  jm2507  20250710    848.0  ...    861.00      846.50       JM
112  jm2508  20250710    822.0  ...    834.50      812.00       JM
113  jm2509  20250710    871.0  ...    883.50      860.50       JM
114  jm2510  20250710    881.0  ...    897.50      877.00       JM
115  jm2511  20250710    894.0  ...    907.50      886.00       JM
116  jm2512  20250710    905.0  ...    919.50      897.50       JM
117  jm2601  20250710    909.0  ...    922.00      905.00       JM
118  jm2602  20250710    916.0  ...    931.00      908.00       JM
119  jm2603  20250710    925.5  ...    942.50      919.50       JM
120  jm2604  20250710    931.5  ...    941.00      925.00       JM
121  jm2605  20250710    935.5  ...    947.50      932.50       JM
122  jm2606  20250710    951.5  ...    958.00      945.00       JM
123   l2507  20250710      0.0  ...   7300.00     7291.00        L
124   l2508  20250710   7276.0  ...   7302.00     7255.00        L
125   l2509  20250710   7282.0  ...   7309.00     7257.00        L
126   l2510  20250710   7267.0  ...   7309.00     7254.00        L
127   l2511  20250710   7273.0  ...   7300.00     7253.00        L
128   l2512  20250710   7266.0  ...   7286.00     7248.00        L
129   l2601  20250710   7254.0  ...   7283.00     7237.00        L
130   l2602  20250710   7273.0  ...   7260.00     7214.00        L
131   l2603  20250710   7273.0  ...   7265.00     7210.00        L
132   l2604  20250710   7278.0  ...   7292.00     7215.00        L
133   l2605  20250710   7231.0  ...   7255.00     7212.00        L
134   l2606  20250710   7261.0  ...   7261.00     7212.00        L
135  lg2507  20250710    819.5  ...    813.00      819.50       LG
136  lg2509  20250710    785.0  ...    785.00      783.50       LG
137  lg2511  20250710    785.0  ...    783.50      781.50       LG
138  lg2601  20250710    784.5  ...    785.50      781.50       LG
139  lg2603  20250710    785.0  ...    787.00      783.50       LG
140  lg2605  20250710    790.0  ...    792.00      789.50       LG
141  lh2507  20250710  13955.0  ...  13970.00    13950.00       LH
142  lh2509  20250710  14255.0  ...  14330.00    14220.00       LH
143  lh2511  20250710  13595.0  ...  13650.00    13590.00       LH
144  lh2601  20250710  13695.0  ...  13725.00    13680.00       LH
145  lh2603  20250710  12965.0  ...  12980.00    12965.00       LH
146  lh2605  20250710  13135.0  ...  13175.00    13135.00       LH
147   m2507  20250710      0.0  ...   2802.00     2802.00        M
148   m2508  20250710   2920.0  ...   2925.00     2921.00        M
149   m2509  20250710   2940.0  ...   2943.00     2940.00        M
150   m2511  20250710   2980.0  ...   2983.00     2981.00        M
151   m2512  20250710   3018.0  ...   3011.00     3016.00        M
152   m2601  20250710   2994.0  ...   2988.00     2992.00        M
153   m2603  20250710   2850.0  ...   2854.00     2854.00        M
154   m2605  20250710   2702.0  ...   2701.00     2703.00        M
155   p2507  20250710      0.0  ...   8620.00     8620.00        P
156   p2508  20250710   8696.0  ...   8664.00     8676.00        P
157   p2509  20250710   8652.0  ...   8628.00     8656.00        P
158   p2510  20250710   8666.0  ...   8628.00     8656.00        P
159   p2511  20250710   8644.0  ...   8606.00     8626.00        P
160   p2512  20250710   8634.0  ...   8606.00     8626.00        P
161   p2601  20250710   8622.0  ...   8602.00     8634.00        P
162   p2602  20250710   8560.0  ...   8574.00     8592.00        P
163   p2603  20250710   8502.0  ...   8520.00     8540.00        P
164   p2604  20250710   8438.0  ...   8452.00     8494.00        P
165   p2605  20250710   8412.0  ...   8400.00     8434.00        P
166   p2606  20250710   8378.0  ...   8368.00     8406.00        P
167  pg2507  20250710   4219.0  ...   4223.00     4205.00       PG
168  pg2508  20250710   4190.0  ...   4199.00     4178.00       PG
169  pg2509  20250710   4088.0  ...   4096.00     4077.00       PG
170  pg2510  20250710   4493.0  ...   4510.00     4480.00       PG
171  pg2511  20250710   4407.0  ...   4423.00     4397.00       PG
172  pg2512  20250710   4321.0  ...   4349.00     4321.00       PG
173  pg2601  20250710   4259.0  ...   4273.00     4241.00       PG
174  pg2602  20250710   4208.0  ...   4221.00     4164.00       PG
175  pg2603  20250710   4114.0  ...   4115.00     4082.00       PG
176  pg2604  20250710   4410.0  ...   4407.00     4373.00       PG
177  pg2605  20250710   4289.0  ...   4292.00     4266.00       PG
178  pg2606  20250710   4224.0  ...   4221.00     4205.00       PG
179  pp2507  20250710      0.0  ...   7068.00     7068.00       PP
180  pp2508  20250710   7078.0  ...   7096.00     7057.00       PP
181  pp2509  20250710   7080.0  ...   7101.00     7056.00       PP
182  pp2510  20250710   7038.0  ...   7071.00     7017.00       PP
183  pp2511  20250710   7034.0  ...   7063.00     7009.00       PP
184  pp2512  20250710   7035.0  ...   7066.00     7014.00       PP
185  pp2601  20250710   7034.0  ...   7068.00     7015.00       PP
186  pp2602  20250710   7010.0  ...   7043.00     6995.00       PP
187  pp2603  20250710   7023.0  ...   7023.00     7004.00       PP
188  pp2604  20250710   7038.0  ...   7038.00     7006.00       PP
189  pp2605  20250710   7023.0  ...   7053.00     7008.00       PP
190  pp2606  20250710   7035.0  ...   7048.00     6990.00       PP
191  rr2507  20250710      0.0  ...   3578.00     3578.00       RR
192  rr2508  20250710   3588.0  ...   3585.00     3587.00       RR
193  rr2509  20250710   3596.0  ...   3595.00     3595.00       RR
194  rr2510  20250710   3609.0  ...   3610.00     3607.00       RR
195  rr2511  20250710   3605.0  ...   3605.00     3605.00       RR
196  rr2512  20250710   3600.0  ...   3603.00     3601.00       RR
197  rr2601  20250710   3604.0  ...   3602.00     3600.00       RR
198  rr2602  20250710   3610.0  ...   3610.00     3606.00       RR
199  rr2603  20250710   3610.0  ...   3611.00     3606.00       RR
200  rr2604  20250710   3620.0  ...   3617.00     3613.00       RR
201  rr2605  20250710   3612.0  ...   3612.00     3606.00       RR
202  rr2606  20250710   3615.0  ...   3610.00     3609.00       RR
203   v2507  20250710   4839.0  ...   4926.00     4839.00        V
204   v2508  20250710   4926.0  ...   4972.00     4890.00        V
205   v2509  20250710   4963.0  ...   5005.00     4929.00        V
206   v2510  20250710   4995.0  ...   5033.00     4957.00        V
207   v2511  20250710   5017.0  ...   5066.00     4981.00        V
208   v2512  20250710   5063.0  ...   5089.00     5006.00        V
209   v2601  20250710   5067.0  ...   5109.00     5031.00        V
210   v2602  20250710   5085.0  ...   5130.00     5044.00        V
211   v2603  20250710   5103.0  ...   5152.00     5062.00        V
212   v2604  20250710   5235.0  ...   5287.00     5213.00        V
213   v2605  20250710   5239.0  ...   5306.00     5221.00        V
214   v2606  20250710   5261.0  ...   5312.00     5234.00        V
215   y2507  20250710      0.0  ...   7970.00     8038.00        Y
216   y2508  20250710   7900.0  ...   7924.00     7902.00        Y
217   y2509  20250710   7912.0  ...   7928.00     7922.00        Y
218   y2511  20250710   7930.0  ...   7942.00     7936.00        Y
219   y2512  20250710   7966.0  ...   7962.00     7962.00        Y
220   y2601  20250710   7906.0  ...   7906.00     7916.00        Y
221   y2603  20250710   7824.0  ...   7820.00     7818.00        Y
222   y2605  20250710   7600.0  ...   7592.00     7594.00        Y

[223 rows x 12 columns]
2025-07-11 18:26:23,906 - future_1d - INFO - ak.get_dce_daily('2025-07-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250710  5930.000  ...  5968.000    5937.200       IC
1   IC2508  20250710  5879.800  ...  5911.200    5882.400       IC
2   IC2509  20250710  5831.000  ...  5859.800    5830.000       IC
3   IC2512  20250710  5691.600  ...  5736.200    5706.800       IC
4   IF2507  20250710  3981.000  ...  4006.800    3981.800       IF
5   IF2508  20250710  3962.000  ...  3989.800    3964.400       IF
6   IF2509  20250710  3956.200  ...  3981.800    3957.000       IF
7   IF2512  20250710  3920.000  ...  3948.400    3923.400       IF
8   IH2507  20250710  2727.600  ...  2754.000    2731.400       IH
9   IH2508  20250710  2723.800  ...  2750.800    2726.600       IH
10  IH2509  20250710  2724.000  ...  2749.200    2727.000       IH
11  IH2512  20250710  2725.000  ...  2748.800    2727.400       IH
12  IM2507  20250710  6356.600  ...  6386.200    6365.000       IM
13  IM2508  20250710  6289.000  ...  6316.000    6292.800       IM
14  IM2509  20250710  6214.000  ...  6241.800    6219.800       IM
15  IM2512  20250710  6028.200  ...  6057.000    6032.200       IM
16   T2509  20250710   109.015  ...   108.855     109.020        T
17   T2512  20250710   109.090  ...   108.910     109.100        T
18   T2603  20250710   109.055  ...   108.900     109.075        T
19  TF2509  20250710   106.140  ...   106.005     106.135       TF
20  TF2512  20250710   106.230  ...   106.110     106.225       TF
21  TF2603  20250710   106.270  ...   106.160     106.270       TF
22  TL2509  20250710   121.020  ...   120.550     120.960       TL
23  TL2512  20250710   120.850  ...   120.410     120.810       TL
24  TL2603  20250710   120.670  ...   120.210     120.610       TL
25  TS2509  20250710   102.466  ...   102.418     102.456       TS
26  TS2512  20250710   102.582  ...   102.530     102.576       TS
27  TS2603  20250710   102.666  ...   102.636     102.684       TS

[28 rows x 12 columns]
2025-07-11 18:26:24,065 - future_1d - INFO - ak.get_cffex_daily('2025-07-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250710   519.7   523.6  ...  5931943.05   520.3      515.7      SC
1       SC2509  20250710   511.8   513.5  ...  1656332.75     511      510.6      SC
2       SC2510  20250710   503.7     506  ...   313834.23   503.4      503.3      SC
3       SC2511  20250710   497.5   500.2  ...    42189.34   497.5      496.9      SC
4       SC2512  20250710   493.7   495.5  ...    24023.71   492.2      492.3      SC
5       SC2601  20250710   490.8   491.5  ...     18049.7   487.8      489.2      SC
6       SC2602  20250710   486.7   488.6  ...    13652.57   484.1      485.4      SC
7       SC2603  20250710   483.5   485.8  ...     2318.12   482.9      483.1      SC
8       SC2604  20250710   480.2   481.1  ...      144.21   480.7      478.6      SC
9       SC2605  20250710   478.9   479.4  ...      191.54   478.8      477.6      SC
10      SC2606  20250710   478.5   479.1  ...     1239.55   476.7      477.7      SC
11      SC2607  20250710     475     475  ...        47.5     475      472.5      SC
12      SC2609  20250710   473.2   475.6  ...      472.92   472.9      472.6      SC
13      SC2612  20250710     467   469.5  ...      468.14   468.1      472.2      SC
14      SC2703  20250710     468     468  ...        46.8     468      467.9      SC
15      SC2706  20250710   471.4   471.4  ...      281.36   468.9      470.7      SC
16      SC2709  20250710   464.6   464.6  ...       46.46   464.6      466.8      SC
17      SC2712  20250710   464.4     467  ...      232.92   465.8      466.5      SC
18      SC2803  20250710                  ...           0   465.8      465.8      SC
19      SC2806  20250710     464   465.3  ...      371.57   464.4      463.2      SC
21      LU2508  20250710    3701    3702  ...    7519.878    3688       3709      LU
22      LU2509  20250710    3681    3697  ...  240102.187    3678       3697      LU
23      LU2510  20250710    3655    3668  ...  110126.556    3648       3662      LU
24      LU2511  20250710    3631    3640  ...     4545.82    3619       3626      LU
25      LU2512  20250710    3593    3605  ...      93.354    3590       3596      LU
26      LU2601  20250710    3550    3575  ...     177.916    3558       3561      LU
27      LU2602  20250710    3517    3542  ...      17.618    3523       3543      LU
28      LU2603  20250710    3503    3520  ...      21.065    3510       3510      LU
29      LU2604  20250710    3489    3489  ...       3.489    3489       3486      LU
30      LU2605  20250710    3463    3491  ...       27.78    3472       3483      LU
31      LU2606  20250710    3447    3468  ...      17.275    3455       3477      LU
32      LU2607  20250710    3449    3449  ...       3.449    3449       3459      LU
34      NR2507  20250710   12110   12420  ...        1355   12315      12015      NR
35      NR2508  20250710   12070   12450  ...  1041204.92   12275      12040      NR
36      NR2509  20250710   12100   12480  ...  883136.305   12305      12060      NR
37      NR2510  20250710   12120   12480  ...   145932.43   12320      12075      NR
38      NR2511  20250710   12100   12495  ...     9961.33   12340      12095      NR
39      NR2512  20250710   12125   12475  ...     3344.94   12340      12105      NR
40      NR2601  20250710   12100   12505  ...   12851.475   12365      12130      NR
41      NR2602  20250710   12400   12495  ...     285.245   12400      12200      NR
42      NR2603  20250710   12425   12570  ...     236.895   12465      12180      NR
43      NR2604  20250710   12450   12530  ...      74.845   12470      12195      NR
44      NR2605  20250710   12415   12575  ...       62.59   12515      12250      NR
45      NR2606  20250710   12540   12540  ...       12.54   12540      12225      NR
47      BC2507  20250710                  ...           0   70600      70600      BC
48      BC2508  20250710   69410   69870  ...   272837.03   69560      70140      BC
49      BC2509  20250710   69250   69820  ...    35487.12   69510      69880      BC
50      BC2510  20250710   68920   69680  ...     658.775   69340      70060      BC
51      BC2511  20250710                  ...           0   69130      69080      BC
52      BC2512  20250710   69320   69320  ...       34.66   69320      69750      BC
53      BC2601  20250710                  ...           0   69810      69810      BC
54      BC2602  20250710                  ...           0   69410      69410      BC
55      BC2603  20250710                  ...           0   69290      69290      BC
56      BC2604  20250710                  ...           0   69750      69750      BC
57      BC2605  20250710   69590   69590  ...       69.53   69530      68280      BC
58      BC2606  20250710                  ...           0   67820      67820      BC
60      EC2508  20250710    2030    2078  ...  353485.971  2045.2     1990.2      EC
61      EC2510  20250710    1400  1412.4  ...  95201.5625  1401.6     1382.4      EC
62      EC2512  20250710    1556  1579.8  ...  12857.5735  1564.1     1551.1      EC
63      EC2602  20250710  1353.4  1375.7  ...    2846.402  1368.4     1348.7      EC
64      EC2604  20250710    1192  1209.9  ...   5919.8025  1198.3     1184.2      EC
65      EC2606  20250710  1344.2  1354.5  ...     730.922  1341.1     1325.2      EC
68  SC_TAS2508  20250710                  ...                                 SC_TAS
69  SC_TAS2509  20250710                  ...                                 SC_TAS
70  SC_TAS2510  20250710                  ...                                 SC_TAS
71  SC_TAS2511  20250710                  ...                                 SC_TAS

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

[288 rows x 13 columns]
2025-07-11 18:26:24,249 - future_1d - INFO - ak.get_shfe_daily('2025-07-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250710   7735.0   7794.0  ...   350267.34   7768.0      7751.0       AP
1    AP511  20250710   7562.0   7619.0  ...      980.12   7598.0      7579.0       AP
2    AP512  20250710   7627.0   7638.0  ...       45.77   7629.0      7614.0       AP
3    AP601  20250710   7602.0   7659.0  ...    13228.08   7642.0      7636.0       AP
4    AP603  20250710   7613.0   7619.0  ...      106.61   7615.0      7621.0       AP
5    AP604  20250710   7676.0   7676.0  ...      122.62   7664.0      7674.0       AP
6    AP605  20250710   7719.0   7748.0  ...      201.26   7741.0      7740.0       AP
7    CF507  20250710  13610.0  13665.0  ...     5401.78  13625.0     13535.0       CF
8    CF509  20250710  13845.0  13920.0  ...  1457543.80  13865.0     13770.0       CF
9    CF511  20250710  13740.0  13805.0  ...   189084.23  13755.0     13675.0       CF
10   CF601  20250710  13785.0  13860.0  ...   321935.30  13810.0     13740.0       CF
11   CF603  20250710  13770.0  13830.0  ...     1708.92  13780.0     13720.0       CF
12   CF605  20250710  13780.0  13845.0  ...    13361.47  13790.0     13715.0       CF
13   CJ507  20250710   9600.0   9600.0  ...        9.60   9600.0      9405.0       CJ
14   CJ509  20250710   9500.0   9570.0  ...   175043.87   9495.0      9380.0       CJ
15   CJ512  20250710  10355.0  10490.0  ...    12499.45  10400.0     10245.0       CJ
16   CJ601  20250710  10495.0  10620.0  ...  1058820.16  10500.0     10360.0       CJ
17   CJ603  20250710  10640.0  10720.0  ...    13605.71  10630.0     10490.0       CJ
18   CJ605  20250710  10810.0  10960.0  ...    93993.76  10865.0     10735.0       CJ
19   CY507  20250710      0.0      0.0  ...        0.00  19895.0     19805.0       CY
20   CY508  20250710      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250710  19985.0  20060.0  ...    70700.61  20005.0     19915.0       CY
22   CY510  20250710      0.0      0.0  ...        0.00  19625.0     19535.0       CY
23   CY511  20250710  20045.0  20045.0  ...       10.02  20045.0     20060.0       CY
24   CY512  20250710      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250710  20020.0  20060.0  ...      310.43  20030.0     19860.0       CY
26   CY602  20250710      0.0      0.0  ...        0.00  19830.0     19830.0       CY
27   CY603  20250710      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250710      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250710      0.0      0.0  ...        0.00  20010.0     19915.0       CY
30   CY606  20250710      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250710    994.0    995.0  ...      927.51    991.0       970.0       FG
32   FG508  20250710   1051.0   1113.0  ...    57526.86   1078.0      1047.0       FG
33   FG509  20250710   1035.0   1100.0  ...  6521658.63   1063.0      1029.0       FG
34   FG510  20250710   1084.0   1147.0  ...    69473.41   1108.0      1082.0       FG
35   FG511  20250710   1077.0   1134.0  ...    87926.48   1097.0      1071.0       FG
36   FG512  20250710   1143.0   1199.0  ...    21113.70   1164.0      1135.0       FG
37   FG601  20250710   1134.0   1189.0  ...   715374.66   1155.0      1125.0       FG
38   FG602  20250710   1173.0   1223.0  ...     1397.34   1198.0      1164.0       FG
39   FG603  20250710   1164.0   1219.0  ...     1880.89   1195.0      1162.0       FG
40   FG604  20250710   1209.0   1251.0  ...     1181.06   1228.0      1201.0       FG
41   FG605  20250710   1202.0   1245.0  ...    16612.39   1221.0      1197.0       FG
42   FG606  20250710   1216.0   1260.0  ...      741.29   1235.0      1214.0       FG
43   JR507  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250710      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250710      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250710      0.0      0.0  ...        0.00   2353.0      2353.0       MA
54   MA508  20250710   2381.0   2417.0  ...    13688.91   2404.0      2382.0       MA
55   MA509  20250710   2370.0   2408.0  ...  1619920.95   2393.0      2365.0       MA
56   MA510  20250710   2393.0   2429.0  ...    67151.21   2415.0      2384.0       MA
57   MA511  20250710   2407.0   2443.0  ...    64933.03   2428.0      2396.0       MA
58   MA512  20250710   2430.0   2466.0  ...    12419.58   2450.0      2419.0       MA
59   MA601  20250710   2430.0   2471.0  ...   197727.72   2454.0      2422.0       MA
60   MA602  20250710   2424.0   2454.0  ...       53.58   2436.0      2409.0       MA
61   MA603  20250710   2420.0   2446.0  ...      189.85   2434.0      2405.0       MA
62   MA604  20250710   2398.0   2418.0  ...       26.45   2405.0      2376.0       MA
63   MA605  20250710   2358.0   2388.0  ...     2070.85   2375.0      2347.0       MA
64   MA606  20250710   2366.0   2386.0  ...       28.50   2375.0      2354.0       MA
65   OI507  20250710      0.0      0.0  ...        0.00   9600.0      9600.0       OI
66   OI509  20250710   9512.0   9512.0  ...  2957046.13   9457.0      9546.0       OI
67   OI511  20250710   9502.0   9502.0  ...   165665.26   9451.0      9539.0       OI
68   OI601  20250710   9448.0   9448.0  ...   516467.24   9404.0      9486.0       OI
69   OI603  20250710   9365.0   9383.0  ...     4348.34   9351.0      9431.0       OI
70   OI605  20250710   9301.0   9301.0  ...     6596.39   9252.0      9342.0       OI
71   PF507  20250710   6590.0   6662.0  ...     1185.42   6642.0      6626.0       PF
72   PF508  20250710   6526.0   6578.0  ...   248023.36   6554.0      6528.0       PF
73   PF509  20250710   6418.0   6458.0  ...   198283.88   6434.0      6412.0       PF
74   PF510  20250710   6402.0   6476.0  ...   156173.97   6434.0      6400.0       PF
75   PF511  20250710   6370.0   6438.0  ...   162712.69   6394.0      6370.0       PF
76   PF512  20250710   6352.0   6416.0  ...    45051.33   6376.0      6360.0       PF
77   PF601  20250710   6370.0   6424.0  ...     3670.46   6400.0      6370.0       PF
78   PF602  20250710   6366.0   6376.0  ...        9.56   6372.0      6370.0       PF
79   PF603  20250710   6378.0   6388.0  ...       22.35   6386.0      6376.0       PF
80   PF604  20250710   6402.0   6402.0  ...        3.20   6402.0      6386.0       PF
81   PF605  20250710   6414.0   6440.0  ...        6.43   6428.0      6398.0       PF
82   PF606  20250710      0.0      0.0  ...        0.00   6424.0      6382.0       PF
83   PK510  20250710   8180.0   8194.0  ...   107002.83   8172.0      8158.0       PK
84   PK511  20250710   8020.0   8032.0  ...    53630.46   8010.0      7986.0       PK
85   PK512  20250710   7978.0   7978.0  ...      943.97   7966.0      7968.0       PK
86   PK601  20250710   7966.0   7972.0  ...     4181.97   7958.0      7946.0       PK
87   PK603  20250710   7970.0   7980.0  ...       75.58   7956.0      7948.0       PK
88   PK604  20250710   7952.0   7972.0  ...       23.88   7958.0      7952.0       PK
89   PK605  20250710   7990.0   8004.0  ...      875.73   7962.0      7960.0       PK
90   PM507  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250710      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250710      0.0      0.0  ...        0.00   5942.0      5920.0       PR
97   PR508  20250710   5898.0   5946.0  ...     8475.90   5918.0      5892.0       PR
98   PR509  20250710   5876.0   5930.0  ...   419987.68   5896.0      5874.0       PR
99   PR510  20250710   5878.0   5938.0  ...   225096.37   5902.0      5866.0       PR
100  PR511  20250710   5868.0   5926.0  ...    33896.50   5892.0      5854.0       PR
101  PR512  20250710      0.0      0.0  ...        0.00   5900.0      5848.0       PR
102  PR601  20250710   5862.0   5916.0  ...      335.81   5892.0      5854.0       PR
103  PR602  20250710   5910.0   5954.0  ...       44.52   5936.0      5898.0       PR
104  PR603  20250710   5940.0   5958.0  ...       80.18   5940.0      5914.0       PR
105  PR604  20250710   5958.0   5958.0  ...        8.94   5958.0      5912.0       PR
106  PR605  20250710   5912.0   5952.0  ...      115.71   5934.0      5892.0       PR
107  PR606  20250710      0.0      0.0  ...        0.00   5926.0      5858.0       PR
108  PX507  20250710      0.0      0.0  ...        0.00   6926.0      6890.0       PX
109  PX508  20250710   6748.0   6842.0  ...     2642.42   6802.0      6752.0       PX
110  PX509  20250710   6716.0   6800.0  ...   616982.01   6750.0      6716.0       PX
111  PX510  20250710   6698.0   6796.0  ...    92207.48   6746.0      6698.0       PX
112  PX511  20250710   6690.0   6776.0  ...   132206.80   6720.0      6664.0       PX
113  PX512  20250710   6670.0   6762.0  ...    30215.13   6704.0      6644.0       PX
114  PX601  20250710   6636.0   6742.0  ...    61437.15   6682.0      6636.0       PX
115  PX602  20250710   6680.0   6730.0  ...       40.13   6688.0      6628.0       PX
116  PX603  20250710   6604.0   6640.0  ...        6.62   6622.0      6618.0       PX
117  PX604  20250710      0.0      0.0  ...        0.00   6676.0      6606.0       PX
118  PX605  20250710   6620.0   6686.0  ...      182.51   6638.0      6594.0       PX
119  PX606  20250710   6650.0   6650.0  ...        3.33   6650.0      6562.0       PX
120  RI507  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250710      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250710   2451.0   2491.0  ...      371.16   2474.0      2445.0       RM
127  RM508  20250710   2581.0   2617.0  ...    25372.91   2596.0      2572.0       RM
128  RM509  20250710   2582.0   2622.0  ...   926076.49   2595.0      2573.0       RM
129  RM511  20250710   2415.0   2434.0  ...     2812.39   2418.0      2407.0       RM
130  RM601  20250710   2309.0   2326.0  ...   168149.86   2313.0      2305.0       RM
131  RM603  20250710   2291.0   2306.0  ...    14060.22   2294.0      2287.0       RM
132  RM605  20250710   2305.0   2316.0  ...    26768.97   2307.0      2305.0       RM
133  RS507  20250710      0.0      0.0  ...        0.00   4993.0      4991.0       RS
134  RS508  20250710      0.0      0.0  ...        0.00   5107.0      5107.0       RS
135  RS509  20250710   5053.0   5100.0  ...      233.26   5071.0      5069.0       RS
136  RS511  20250710   5097.0   5097.0  ...       30.43   5072.0      5037.0       RS
137  SA507  20250710   1167.0   1189.0  ...      587.46   1175.0      1146.0       SA
138  SA508  20250710   1190.0   1235.0  ...    55375.42   1213.0      1187.0       SA
139  SA509  20250710   1194.0   1244.0  ...  7001237.69   1213.0      1187.0       SA
140  SA510  20250710   1209.0   1249.0  ...   139343.32   1227.0      1201.0       SA
141  SA511  20250710   1205.0   1251.0  ...   236375.53   1228.0      1202.0       SA
142  SA512  20250710   1235.0   1278.0  ...   130693.80   1254.0      1225.0       SA
143  SA601  20250710   1240.0   1281.0  ...  1688094.85   1255.0      1226.0       SA
144  SA602  20250710   1246.0   1287.0  ...    20636.43   1266.0      1238.0       SA
145  SA603  20250710   1248.0   1284.0  ...    12386.31   1264.0      1236.0       SA
146  SA604  20250710   1261.0   1294.0  ...     5054.16   1280.0      1250.0       SA
147  SA605  20250710   1257.0   1297.0  ...    62205.85   1276.0      1251.0       SA
148  SA606  20250710   1266.0   1300.0  ...     3467.31   1289.0      1260.0       SA
149  SF507  20250710   5436.0   5626.0  ...     6288.50   5520.0      5436.0       SF
150  SF508  20250710   5402.0   5596.0  ...    33354.73   5530.0      5374.0       SF
151  SF509  20250710   5426.0   5594.0  ...   802072.62   5532.0      5380.0       SF
152  SF510  20250710   5378.0   5542.0  ...   109262.36   5484.0      5328.0       SF
153  SF511  20250710   5510.0   5684.0  ...   184665.82   5630.0      5466.0       SF
154  SF512  20250710   5506.0   5656.0  ...    20691.84   5594.0      5440.0       SF
155  SF601  20250710   5464.0   5624.0  ...    15775.87   5562.0      5412.0       SF
156  SF602  20250710   5388.0   5554.0  ...      856.30   5490.0      5354.0       SF
157  SF603  20250710   5586.0   5678.0  ...       56.43   5644.0      5490.0       SF
158  SF604  20250710   5518.0   5662.0  ...       16.86   5620.0      5460.0       SF
159  SF605  20250710   5480.0   5664.0  ...      552.16   5606.0      5460.0       SF
160  SF606  20250710   5466.0   5604.0  ...       86.24   5564.0      5370.0       SF
161  SH507  20250710      0.0      0.0  ...        0.00   2456.0      2381.0       SH
162  SH508  20250710   2476.0   2569.0  ...   224790.46   2525.0      2434.0       SH
163  SH509  20250710   2462.0   2525.0  ...  4717396.77   2495.0      2419.0       SH
164  SH510  20250710   2475.0   2544.0  ...   403590.71   2515.0      2439.0       SH
165  SH511  20250710   2468.0   2530.0  ...   252459.83   2500.0      2426.0       SH
166  SH512  20250710   2475.0   2532.0  ...    35751.81   2500.0      2426.0       SH
167  SH601  20250710   2444.0   2500.0  ...   127184.09   2469.0      2403.0       SH
168  SH602  20250710   2460.0   2513.0  ...      740.65   2494.0      2424.0       SH
169  SH603  20250710   2462.0   2517.0  ...      606.43   2496.0      2430.0       SH
170  SH604  20250710   2497.0   2551.0  ...      220.59   2536.0      2456.0       SH
171  SH605  20250710   2485.0   2550.0  ...     6047.14   2523.0      2453.0       SH
172  SH606  20250710   2506.0   2560.0  ...      174.24   2525.0      2479.0       SH
173  SM507  20250710      0.0      0.0  ...        0.00   5756.0      5654.0       SM
174  SM508  20250710   5738.0   5820.0  ...    28007.41   5790.0      5682.0       SM
175  SM509  20250710   5746.0   5826.0  ...   994605.73   5792.0      5682.0       SM
176  SM510  20250710   5716.0   5798.0  ...    58556.00   5770.0      5664.0       SM
177  SM511  20250710   5800.0   5868.0  ...   125749.58   5844.0      5742.0       SM
178  SM512  20250710   5788.0   5858.0  ...    10839.24   5832.0      5728.0       SM
179  SM601  20250710   5774.0   5854.0  ...    75772.12   5822.0      5724.0       SM
180  SM602  20250710   5800.0   5868.0  ...      273.00   5810.0      5718.0       SM
181  SM603  20250710   5800.0   5864.0  ...      107.88   5832.0      5720.0       SM
182  SM604  20250710   5814.0   5852.0  ...       20.43   5838.0      5738.0       SM
183  SM605  20250710   5830.0   5880.0  ...     1456.83   5852.0      5752.0       SM
184  SM606  20250710   5880.0   5896.0  ...       55.90   5886.0      5756.0       SM
185  SR507  20250710   5795.0   5808.0  ...      527.32   5795.0      5751.0       SR
186  SR509  20250710   5795.0   5815.0  ...   950652.62   5800.0      5763.0       SR
187  SR511  20250710   5684.0   5703.0  ...   132693.11   5688.0      5653.0       SR
188  SR601  20250710   5615.0   5636.0  ...   119605.24   5625.0      5599.0       SR
189  SR603  20250710   5592.0   5606.0  ...     1449.65   5597.0      5574.0       SR
190  SR605  20250710   5563.0   5580.0  ...     5008.83   5572.0      5551.0       SR
191  TA507  20250710   4740.0   4748.0  ...     4453.91   4732.0      4770.0       TA
192  TA508  20250710   4722.0   4758.0  ...    32524.04   4740.0      4740.0       TA
193  TA509  20250710   4712.0   4752.0  ...  2244708.08   4728.0      4714.0       TA
194  TA510  20250710   4708.0   4760.0  ...    65699.06   4724.0      4702.0       TA
195  TA511  20250710   4706.0   4754.0  ...    67158.46   4720.0      4692.0       TA
196  TA512  20250710   4694.0   4750.0  ...    15954.45   4716.0      4684.0       TA
197  TA601  20250710   4682.0   4748.0  ...   446291.84   4712.0      4678.0       TA
198  TA602  20250710   4698.0   4748.0  ...       40.14   4722.0      4688.0       TA
199  TA603  20250710   4698.0   4738.0  ...      103.84   4720.0      4682.0       TA
200  TA604  20250710   4714.0   4732.0  ...       11.80   4720.0      4688.0       TA
201  TA605  20250710   4704.0   4760.0  ...     3753.78   4728.0      4694.0       TA
202  TA606  20250710   4750.0   4750.0  ...        4.75   4750.0      4702.0       TA
203  UR507  20250710   1759.0   1774.0  ...      360.00   1765.0      1759.0       UR
204  UR508  20250710   1774.0   1784.0  ...     2110.91   1774.0      1767.0       UR
205  UR509  20250710   1780.0   1790.0  ...   900403.33   1777.0      1771.0       UR
206  UR510  20250710   1764.0   1775.0  ...    23123.69   1762.0      1755.0       UR
207  UR511  20250710   1766.0   1775.0  ...    22098.41   1760.0      1755.0       UR
208  UR512  20250710   1755.0   1763.0  ...      111.86   1748.0      1747.0       UR
209  UR601  20250710   1744.0   1750.0  ...   118802.75   1736.0      1731.0       UR
210  UR602  20250710   1736.0   1744.0  ...     1197.13   1730.0      1725.0       UR
211  UR603  20250710   1755.0   1761.0  ...      157.40   1749.0      1747.0       UR
212  UR604  20250710   1748.0   1749.0  ...       69.66   1741.0      1740.0       UR
213  UR605  20250710   1742.0   1748.0  ...     5998.86   1736.0      1730.0       UR
214  UR606  20250710   1733.0   1740.0  ...      505.97   1733.0      1727.0       UR
215  WH507  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250710      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250710      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-11 18:26:24,530 - future_1d - INFO - ak.get_czce_daily('2025-07-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250710      0.0  ...  38185.0     38185.0       PS
1   PS2508  20250710  39500.0  ...  40545.0     39190.0       PS
2   PS2509  20250710  39150.0  ...  40190.0     38810.0       PS
3   PS2510  20250710  39005.0  ...  40140.0     38630.0       PS
4   PS2511  20250710  38860.0  ...  39745.0     38440.0       PS
5   PS2512  20250710  41000.0  ...  41860.0     40765.0       PS
6   PS2601  20250710  40470.0  ...  41870.0     40680.0       PS
7   PS2602  20250710  40745.0  ...  41475.0     40535.0       PS
8   PS2603  20250710  40775.0  ...  41465.0     40575.0       PS
9   PS2604  20250710  40695.0  ...  41385.0     40345.0       PS
10  PS2605  20250710  40200.0  ...  41215.0     40305.0       PS
11  PS2606  20250710  40800.0  ...  42025.0     41000.0       PS
13  SI2507  20250710   8540.0  ...   8540.0      8160.0       SI
14  SI2508  20250710   8190.0  ...   8380.0      8175.0       SI
15  SI2509  20250710   8250.0  ...   8375.0      8165.0       SI
16  SI2510  20250710   8160.0  ...   8350.0      8145.0       SI
17  SI2511  20250710   8190.0  ...   8305.0      8115.0       SI
18  SI2512  20250710   8450.0  ...   8620.0      8430.0       SI
19  SI2601  20250710   8395.0  ...   8570.0      8385.0       SI
20  SI2602  20250710   8405.0  ...   8565.0      8395.0       SI
21  SI2603  20250710   8460.0  ...   8565.0      8400.0       SI
22  SI2604  20250710   8400.0  ...   8565.0      8410.0       SI
23  SI2605  20250710   8390.0  ...   8550.0      8390.0       SI
24  SI2606  20250710   8420.0  ...   8565.0      8385.0       SI
27  LC2507  20250710  64920.0  ...  64580.0     64400.0       LC
28  LC2508  20250710  64900.0  ...  64740.0     64700.0       LC
29  LC2509  20250710  64560.0  ...  64460.0     64460.0       LC
30  LC2510  20250710  64420.0  ...  64340.0     64280.0       LC
31  LC2511  20250710  64200.0  ...  64160.0     64100.0       LC
32  LC2512  20250710  64460.0  ...  64420.0     64260.0       LC
33  LC2601  20250710  64460.0  ...  64540.0     64300.0       LC
34  LC2602  20250710  64520.0  ...  64540.0     64200.0       LC
35  LC2603  20250710  64500.0  ...  64540.0     64260.0       LC
36  LC2604  20250710  65060.0  ...  65100.0     64800.0       LC
37  LC2605  20250710  64960.0  ...  65160.0     64600.0       LC
38  LC2606  20250710  65020.0  ...  65160.0     64820.0       LC

[36 rows x 12 columns]
2025-07-11 18:26:24,860 - future_1d - INFO - ak.get_gfex_daily('2025-07-10') done
2025-07-11 18:26:26,588 - future_1d - INFO - save future_daily 2025-07-10 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2507  20250711      0.00  ...   4150.00     4150.00        A
1     a2509  20250711   4105.00  ...   4098.00     4110.00        A
2     a2511  20250711   4042.00  ...   4040.00     4042.00        A
3     a2601  20250711   4026.00  ...   4027.00     4025.00        A
4     a2603  20250711   4017.00  ...   4021.00     4018.00        A
5     a2605  20250711   4056.00  ...   4056.00     4051.00        A
6     b2507  20250711      0.00  ...   3480.00     3480.00        B
7     b2508  20250711   3540.00  ...   3542.00     3527.00        B
8     b2509  20250711   3594.00  ...   3613.00     3581.00        B
9     b2510  20250711   3633.00  ...   3659.00     3618.00        B
10    b2511  20250711   3653.00  ...   3667.00     3641.00        B
11    b2512  20250711   3673.00  ...   3684.00     3659.00        B
12    b2601  20250711   3660.00  ...   3673.00     3648.00        B
13    b2602  20250711   3624.00  ...   3638.00     3614.00        B
14    b2603  20250711   3534.00  ...   3547.00     3517.00        B
15    b2604  20250711   3442.00  ...   3446.00     3431.00        B
16    b2605  20250711   3376.00  ...   3376.00     3371.00        B
17    b2606  20250711   3372.00  ...   3370.00     3366.00        B
18   bb2509  20250711    151.85  ...    151.80      152.75       BB
19   bb2511  20250711    153.50  ...    152.70      154.60       BB
20   bb2601  20250711    156.00  ...    155.60      156.40       BB
21   bb2603  20250711      0.00  ...    162.45      163.25       BB
22   bb2605  20250711      0.00  ...    162.45      163.25       BB
23   bz2603  20250711   6231.00  ...   6238.00     6215.00       BZ
24   bz2604  20250711   6266.00  ...   6226.00     6226.00       BZ
25   bz2605  20250711   6269.00  ...   6231.00     6202.00       BZ
26   bz2606  20250711   6216.00  ...   6217.00     6180.00       BZ
27    c2507  20250711   2283.00  ...   2283.00     2296.00        C
28    c2509  20250711   2320.00  ...   2312.00     2318.00        C
29    c2511  20250711   2276.00  ...   2273.00     2272.00        C
30    c2601  20250711   2235.00  ...   2233.00     2233.00        C
31    c2603  20250711   2241.00  ...   2236.00     2235.00        C
32    c2605  20250711   2266.00  ...   2267.00     2264.00        C
33   cs2507  20250711      0.00  ...   2700.00     2700.00       CS
34   cs2509  20250711   2672.00  ...   2667.00     2675.00       CS
35   cs2511  20250711   2630.00  ...   2624.00     2626.00       CS
36   cs2601  20250711   2626.00  ...   2619.00     2622.00       CS
37   cs2603  20250711   2613.00  ...   2603.00     2608.00       CS
38   cs2605  20250711   2650.00  ...   2641.00     2647.00       CS
39   eb2507  20250711   7598.00  ...   7598.00     7499.00       EB
40   eb2508  20250711   7500.00  ...   7466.00     7436.00       EB
41   eb2509  20250711   7394.00  ...   7369.00     7348.00       EB
42   eb2510  20250711   7322.00  ...   7290.00     7277.00       EB
43   eb2511  20250711   7268.00  ...   7221.00     7206.00       EB
44   eb2512  20250711   7243.00  ...   7192.00     7169.00       EB
45   eb2601  20250711   7234.00  ...   7191.00     7169.00       EB
46   eb2602  20250711   7229.00  ...   7204.00     7212.00       EB
47   eb2603  20250711   7248.00  ...   7223.00     7228.00       EB
48   eb2604  20250711   7196.00  ...   7212.00     7198.00       EB
49   eb2605  20250711   7239.00  ...   7195.00     7185.00       EB
50   eb2606  20250711   7226.00  ...   7187.00     7181.00       EB
51   eg2507  20250711      0.00  ...   4226.00     4226.00       EG
52   eg2508  20250711   4307.00  ...   4298.00     4296.00       EG
53   eg2509  20250711   4325.00  ...   4317.00     4307.00       EG
54   eg2510  20250711   4339.00  ...   4332.00     4321.00       EG
55   eg2511  20250711   4344.00  ...   4340.00     4328.00       EG
56   eg2512  20250711   4352.00  ...   4339.00     4328.00       EG
57   eg2601  20250711   4350.00  ...   4345.00     4336.00       EG
58   eg2602  20250711   4350.00  ...   4356.00     4343.00       EG
59   eg2603  20250711   4343.00  ...   4354.00     4340.00       EG
60   eg2604  20250711   4376.00  ...   4376.00     4355.00       EG
61   eg2605  20250711   4365.00  ...   4370.00     4355.00       EG
62   eg2606  20250711   4366.00  ...   4373.00     4364.00       EG
63   fb2507  20250711      0.00  ...   1341.50     1341.50       FB
64   fb2508  20250711   1335.50  ...   1336.50     1335.50       FB
65   fb2509  20250711   1318.50  ...   1321.50     1323.50       FB
66   fb2510  20250711   1332.00  ...   1328.50     1329.50       FB
67   fb2511  20250711   1333.50  ...   1329.50     1329.00       FB
68   fb2512  20250711   1331.50  ...   1326.50     1329.00       FB
69   fb2601  20250711   1311.00  ...   1325.50     1315.50       FB
70   fb2602  20250711      0.00  ...   1290.50     1290.50       FB
71   fb2603  20250711      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250711      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250711      0.00  ...   1292.50     1292.50       FB
74   fb2606  20250711      0.00  ...   1292.50     1292.50       FB
75    i2507  20250711    748.00  ...    748.00      748.00        I
76    i2508  20250711    766.50  ...    768.50      754.50        I
77    i2509  20250711    762.00  ...    764.50      750.50        I
78    i2510  20250711    752.50  ...    758.50      747.50        I
79    i2511  20250711    750.00  ...    751.50      739.50        I
80    i2512  20250711    743.00  ...    746.00      734.00        I
81    i2601  20250711    735.00  ...    737.00      724.00        I
82    i2602  20250711    732.00  ...    734.00      721.00        I
83    i2603  20250711    728.50  ...    731.00      716.50        I
84    i2604  20250711    724.50  ...    727.00      711.50        I
85    i2605  20250711    717.00  ...    718.00      705.00        I
86    i2606  20250711    709.00  ...    712.00      698.50        I
87    j2507  20250711      0.00  ...   1304.50     1304.50        J
88    j2508  20250711   1484.00  ...   1483.50     1448.00        J
89    j2509  20250711   1498.00  ...   1508.50     1478.00        J
90    j2510  20250711   1522.00  ...   1521.00     1488.00        J
91    j2511  20250711   1521.00  ...   1529.50     1500.00        J
92    j2512  20250711   1525.50  ...   1536.50     1497.50        J
93    j2601  20250711   1522.00  ...   1538.00     1507.50        J
94    j2602  20250711   1541.50  ...   1545.00     1515.50        J
95    j2603  20250711   1558.50  ...   1567.00     1528.50        J
96    j2604  20250711   1563.00  ...   1563.00     1520.50        J
97    j2605  20250711   1556.00  ...   1573.00     1540.00        J
98    j2606  20250711      0.00  ...   1557.00     1555.50        J
99   jd2507  20250711   2720.00  ...   2704.00     2728.00       JD
100  jd2508  20250711   3450.00  ...   3450.00     3447.00       JD
101  jd2509  20250711   3580.00  ...   3582.00     3572.00       JD
102  jd2510  20250711   3370.00  ...   3378.00     3362.00       JD
103  jd2511  20250711   3380.00  ...   3389.00     3381.00       JD
104  jd2512  20250711   3553.00  ...   3554.00     3547.00       JD
105  jd2601  20250711   3614.00  ...   3611.00     3606.00       JD
106  jd2602  20250711   3185.00  ...   3191.00     3189.00       JD
107  jd2603  20250711   3192.00  ...   3198.00     3199.00       JD
108  jd2604  20250711   3340.00  ...   3340.00     3340.00       JD
109  jd2605  20250711   3408.00  ...   3413.00     3411.00       JD
110  jd2606  20250711   3265.00  ...   3270.00     3264.00       JD
111  jm2507  20250711    868.00  ...    903.00      861.00       JM
112  jm2508  20250711    849.00  ...    859.50      834.50       JM
113  jm2509  20250711    897.00  ...    909.50      883.50       JM
114  jm2510  20250711    909.50  ...    923.00      897.50       JM
115  jm2511  20250711    917.00  ...    931.00      907.50       JM
116  jm2512  20250711    926.50  ...    934.50      919.50       JM
117  jm2601  20250711    930.00  ...    941.50      922.00       JM
118  jm2602  20250711    946.50  ...    948.00      931.00       JM
119  jm2603  20250711    945.00  ...    953.50      942.50       JM
120  jm2604  20250711    950.00  ...    955.50      941.00       JM
121  jm2605  20250711    955.00  ...    960.50      947.50       JM
122  jm2606  20250711    974.00  ...    971.50      958.00       JM
123   l2507  20250711      0.00  ...   7300.00     7300.00        L
124   l2508  20250711   7315.00  ...   7288.00     7302.00        L
125   l2509  20250711   7322.00  ...   7302.00     7309.00        L
126   l2510  20250711   7326.00  ...   7300.00     7309.00        L
127   l2511  20250711   7321.00  ...   7301.00     7300.00        L
128   l2512  20250711   7314.00  ...   7296.00     7286.00        L
129   l2601  20250711   7294.00  ...   7290.00     7283.00        L
130   l2602  20250711   7253.00  ...   7284.00     7260.00        L
131   l2603  20250711   7279.00  ...   7276.00     7265.00        L
132   l2604  20250711      0.00  ...   7292.00     7292.00        L
133   l2605  20250711   7265.00  ...   7256.00     7255.00        L
134   l2606  20250711   7270.00  ...   7265.00     7261.00        L
135  lg2507  20250711    817.00  ...    803.50      813.00       LG
136  lg2509  20250711    787.00  ...    789.00      785.00       LG
137  lg2511  20250711    785.50  ...    786.50      783.50       LG
138  lg2601  20250711    786.00  ...    789.00      785.50       LG
139  lg2603  20250711    787.50  ...    790.50      787.00       LG
140  lg2605  20250711    798.00  ...    798.00      792.00       LG
141  lh2507  20250711  13955.00  ...  13950.00    13970.00       LH
142  lh2509  20250711  14380.00  ...  14350.00    14330.00       LH
143  lh2511  20250711  13700.00  ...  13680.00    13650.00       LH
144  lh2601  20250711  13730.00  ...  13750.00    13725.00       LH
145  lh2603  20250711  13000.00  ...  13010.00    12980.00       LH
146  lh2605  20250711  13185.00  ...  13185.00    13175.00       LH
147   m2507  20250711      0.00  ...   2802.00     2802.00        M
148   m2508  20250711   2943.00  ...   2952.00     2925.00        M
149   m2509  20250711   2952.00  ...   2971.00     2943.00        M
150   m2511  20250711   2989.00  ...   3009.00     2983.00        M
151   m2512  20250711   3016.00  ...   3034.00     3011.00        M
152   m2601  20250711   2994.00  ...   3009.00     2988.00        M
153   m2603  20250711   2857.00  ...   2871.00     2854.00        M
154   m2605  20250711   2706.00  ...   2704.00     2701.00        M
155   p2507  20250711      0.00  ...   8620.00     8620.00        P
156   p2508  20250711   8634.00  ...   8708.00     8664.00        P
157   p2509  20250711   8600.00  ...   8686.00     8628.00        P
158   p2510  20250711   8630.00  ...   8698.00     8628.00        P
159   p2511  20250711   8598.00  ...   8648.00     8606.00        P
160   p2512  20250711   8596.00  ...   8660.00     8606.00        P
161   p2601  20250711   8606.00  ...   8672.00     8602.00        P
162   p2602  20250711   8542.00  ...   8654.00     8574.00        P
163   p2603  20250711   8504.00  ...   8576.00     8520.00        P
164   p2604  20250711   8556.00  ...   8552.00     8452.00        P
165   p2605  20250711   8392.00  ...   8450.00     8400.00        P
166   p2606  20250711   8412.00  ...   8448.00     8368.00        P
167  pg2507  20250711   4188.00  ...   4179.00     4223.00       PG
168  pg2508  20250711   4207.00  ...   4164.00     4199.00       PG
169  pg2509  20250711   4097.00  ...   4073.00     4096.00       PG
170  pg2510  20250711   4519.00  ...   4488.00     4510.00       PG
171  pg2511  20250711   4434.00  ...   4405.00     4423.00       PG
172  pg2512  20250711   4356.00  ...   4328.00     4349.00       PG
173  pg2601  20250711   4270.00  ...   4253.00     4273.00       PG
174  pg2602  20250711   4163.00  ...   4173.00     4221.00       PG
175  pg2603  20250711   4101.00  ...   4088.00     4115.00       PG
176  pg2604  20250711   4386.00  ...   4386.00     4407.00       PG
177  pg2605  20250711   4282.00  ...   4281.00     4292.00       PG
178  pg2606  20250711   4204.00  ...   4218.00     4221.00       PG
179  pp2507  20250711      0.00  ...   7068.00     7068.00       PP
180  pp2508  20250711   7102.00  ...   7066.00     7096.00       PP
181  pp2509  20250711   7100.00  ...   7076.00     7101.00       PP
182  pp2510  20250711   7090.00  ...   7059.00     7071.00       PP
183  pp2511  20250711   7078.00  ...   7058.00     7063.00       PP
184  pp2512  20250711   7073.00  ...   7061.00     7066.00       PP
185  pp2601  20250711   7080.00  ...   7061.00     7068.00       PP
186  pp2602  20250711   7067.00  ...   7047.00     7043.00       PP
187  pp2603  20250711   7047.00  ...   7048.00     7023.00       PP
188  pp2604  20250711      0.00  ...   7038.00     7038.00       PP
189  pp2605  20250711   7072.00  ...   7057.00     7053.00       PP
190  pp2606  20250711   7045.00  ...   7046.00     7048.00       PP
191  rr2507  20250711      0.00  ...   3578.00     3578.00       RR
192  rr2508  20250711   3588.00  ...   3583.00     3585.00       RR
193  rr2509  20250711   3596.00  ...   3596.00     3595.00       RR
194  rr2510  20250711   3611.00  ...   3610.00     3610.00       RR
195  rr2511  20250711      0.00  ...   3605.00     3605.00       RR
196  rr2512  20250711   3606.00  ...   3605.00     3603.00       RR
197  rr2601  20250711      0.00  ...   3602.00     3602.00       RR
198  rr2602  20250711      0.00  ...   3610.00     3610.00       RR
199  rr2603  20250711      0.00  ...   3611.00     3611.00       RR
200  rr2604  20250711   3623.00  ...   3623.00     3617.00       RR
201  rr2605  20250711      0.00  ...   3612.00     3612.00       RR
202  rr2606  20250711      0.00  ...   3610.00     3610.00       RR
203   v2507  20250711   4926.00  ...   4941.00     4926.00        V
204   v2508  20250711   5030.00  ...   4974.00     4972.00        V
205   v2509  20250711   5040.00  ...   5013.00     5005.00        V
206   v2510  20250711   5067.00  ...   5041.00     5033.00        V
207   v2511  20250711   5097.00  ...   5066.00     5066.00        V
208   v2512  20250711   5113.00  ...   5096.00     5089.00        V
209   v2601  20250711   5140.00  ...   5121.00     5109.00        V
210   v2602  20250711   5164.00  ...   5129.00     5130.00        V
211   v2603  20250711   5180.00  ...   5156.00     5152.00        V
212   v2604  20250711   5319.00  ...   5304.00     5287.00        V
213   v2605  20250711   5321.00  ...   5310.00     5306.00        V
214   v2606  20250711   5349.00  ...   5323.00     5312.00        V
215   y2507  20250711      0.00  ...   7970.00     7970.00        Y
216   y2508  20250711   7918.00  ...   7960.00     7924.00        Y
217   y2509  20250711   7942.00  ...   7970.00     7928.00        Y
218   y2511  20250711   7944.00  ...   7974.00     7942.00        Y
219   y2512  20250711   7964.00  ...   7996.00     7962.00        Y
220   y2601  20250711   7920.00  ...   7950.00     7906.00        Y
221   y2603  20250711   7824.00  ...   7842.00     7820.00        Y
222   y2605  20250711   7592.00  ...   7602.00     7592.00        Y

[223 rows x 12 columns]
2025-07-11 18:26:31,984 - future_1d - INFO - ak.get_dce_daily('2025-07-11') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2507  20250711  5965.000  ...  6026.400    5968.000       IC
1   IC2508  20250711  5904.400  ...  5973.200    5911.200       IC
2   IC2509  20250711  5849.000  ...  5920.800    5859.800       IC
3   IC2512  20250711  5736.600  ...  5799.400    5736.200       IC
4   IF2507  20250711  3997.000  ...  4020.600    4006.800       IF
5   IF2508  20250711  3988.000  ...  4007.400    3989.800       IF
6   IF2509  20250711  3977.000  ...  3998.800    3981.800       IF
7   IF2512  20250711  3943.000  ...  3971.400    3948.400       IF
8   IH2507  20250711  2744.000  ...  2764.600    2754.000       IH
9   IH2508  20250711  2742.000  ...  2763.200    2750.800       IH
10  IH2509  20250711  2738.000  ...  2761.200    2749.200       IH
11  IH2512  20250711  2742.600  ...  2763.400    2748.800       IH
12  IM2507  20250711  6383.000  ...  6455.200    6386.200       IM
13  IM2508  20250711  6310.400  ...  6392.000    6316.000       IM
14  IM2509  20250711  6240.200  ...  6321.200    6241.800       IM
15  IM2512  20250711  6059.000  ...  6138.000    6057.000       IM
16   T2509  20250711   108.845  ...   108.815     108.855        T
17   T2512  20250711   108.900  ...   108.855     108.910        T
18   T2603  20250711   108.880  ...   108.860     108.900        T
19  TF2509  20250711   106.000  ...   105.975     106.005       TF
20  TF2512  20250711   106.115  ...   106.080     106.110       TF
21  TF2603  20250711   106.160  ...   106.145     106.160       TF
22  TL2509  20250711   120.460  ...   120.510     120.550       TL
23  TL2512  20250711   120.360  ...   120.330     120.410       TL
24  TL2603  20250711   120.170  ...   120.160     120.210       TL
25  TS2509  20250711   102.404  ...   102.412     102.418       TS
26  TS2512  20250711   102.516  ...   102.512     102.530       TS
27  TS2603  20250711   102.640  ...   102.624     102.636       TS

[28 rows x 12 columns]
2025-07-11 18:26:32,216 - future_1d - INFO - ak.get_cffex_daily('2025-07-11') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250711     519   519.7  ...  6642524.02   514.1      520.3      SC
1       SC2509  20250711   508.8   509.5  ...  2185225.48   504.1        511      SC
2       SC2510  20250711     501   502.4  ...   406530.13   497.4      503.4      SC
3       SC2511  20250711   495.8   496.2  ...    75005.63   492.1      497.5      SC
4       SC2512  20250711   489.7   490.7  ...    14991.18   488.3      492.2      SC
5       SC2601  20250711   488.5   488.5  ...     6108.89   484.8      487.8      SC
6       SC2602  20250711   484.2   484.2  ...    14340.67   481.2      484.1      SC
7       SC2603  20250711     480   480.9  ...     8913.08   479.1      482.9      SC
8       SC2604  20250711   477.3   477.3  ...       95.45   477.2      480.7      SC
9       SC2605  20250711   474.3   475.2  ...       94.95   474.7      478.8      SC
10      SC2606  20250711   474.9   474.9  ...       379.2     474      476.7      SC
11      SC2607  20250711                  ...           0   473.7        475      SC
12      SC2609  20250711   470.1   472.3  ...       281.7   469.5      472.9      SC
13      SC2612  20250711                  ...           0   468.1      468.1      SC
14      SC2703  20250711                  ...           0     468        468      SC
15      SC2706  20250711                  ...           0   468.9      468.9      SC
16      SC2709  20250711                  ...           0   464.6      464.6      SC
17      SC2712  20250711   462.1   462.3  ...      138.66   462.2      465.8      SC
18      SC2803  20250711   461.6   461.6  ...       92.32   461.6      465.8      SC
19      SC2806  20250711     465     465  ...      323.51   462.1      464.4      SC
21      LU2508  20250711    3677    3677  ...    4070.807    3647       3688      LU
22      LU2509  20250711    3672    3673  ...  336316.911    3640       3678      LU
23      LU2510  20250711    3644    3645  ...  151983.097    3611       3648      LU
24      LU2511  20250711    3614    3614  ...    4890.054    3585       3619      LU
25      LU2512  20250711    3566    3570  ...     135.364    3562       3590      LU
26      LU2601  20250711    3545    3552  ...     540.771    3534       3558      LU
27      LU2602  20250711    3516    3523  ...      31.633    3514       3523      LU
28      LU2603  20250711    3488    3500  ...      55.814    3488       3510      LU
29      LU2604  20250711    3456    3464  ...      10.382    3460       3489      LU
30      LU2605  20250711    3441    3460  ...      89.644    3447       3472      LU
31      LU2606  20250711    3421    3446  ...      89.043    3424       3455      LU
32      LU2607  20250711    3415    3434  ...      17.109    3421       3449      LU
34      NR2507  20250711                  ...           0   12315      12315      NR
35      NR2508  20250711   12400   12450  ...   635879.56   12390      12275      NR
36      NR2509  20250711   12420   12465  ...  541868.955   12410      12305      NR
37      NR2510  20250711   12425   12475  ...   76289.965   12410      12320      NR
38      NR2511  20250711   12410   12475  ...     4880.74   12415      12340      NR
39      NR2512  20250711   12420   12475  ...    1331.315   12440      12340      NR
40      NR2601  20250711   12450   12500  ...    5339.275   12445      12365      NR
41      NR2602  20250711   12460   12485  ...      99.625   12450      12400      NR
42      NR2603  20250711   12455   12485  ...       62.26   12450      12465      NR
43      NR2604  20250711   12455   12455  ...      12.455   12455      12470      NR
44      NR2605  20250711   12545   12545  ...       50.08   12520      12515      NR
45      NR2606  20250711   12560   12560  ...       12.56   12560      12540      NR
47      BC2507  20250711                  ...           0   70600      70600      BC
48      BC2508  20250711   69880   69970  ...  158825.725   69750      69560      BC
49      BC2509  20250711   69820   69920  ...    32730.62   69710      69510      BC
50      BC2510  20250711   69830   69830  ...      243.62   69600      69340      BC
51      BC2511  20250711                  ...           0   69190      69130      BC
52      BC2512  20250711                  ...           0   69320      69320      BC
53      BC2601  20250711                  ...           0   69800      69810      BC
54      BC2602  20250711                  ...           0   69410      69410      BC
55      BC2603  20250711                  ...           0   69290      69290      BC
56      BC2604  20250711                  ...           0   69750      69750      BC
57      BC2605  20250711   69460   69460  ...       34.73   69460      69530      BC
58      BC2606  20250711                  ...           0   67820      67820      BC
60      EC2508  20250711    2028  2049.9  ...  231415.474  2016.6     2045.2      EC
61      EC2510  20250711    1387  1403.6  ...   83231.578  1385.3     1401.6      EC
62      EC2512  20250711    1560  1570.7  ...  10716.9785    1542     1564.1      EC
63      EC2602  20250711  1359.9  1374.9  ...   1913.2475  1352.1     1368.4      EC
64      EC2604  20250711  1196.8  1203.9  ...   3647.5965  1193.9     1198.3      EC
65      EC2606  20250711  1340.9  1342.3  ...    721.7895  1336.6     1341.1      EC
68  SC_TAS2508  20250711                  ...                                 SC_TAS
69  SC_TAS2509  20250711                  ...                                 SC_TAS
70  SC_TAS2510  20250711                  ...                                 SC_TAS
71  SC_TAS2511  20250711                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-07-11 18:26:32,278 - future_1d - INFO - ak.get_ine_daily('2025-07-11') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2507  20250711  ...   78680      78670      CU
1        1      CU2508  20250711  ...   78530      78390      CU
2        2      CU2509  20250711  ...   78420      78240      CU
3        3      CU2510  20250711  ...   78300      78050      CU
4        4      CU2511  20250711  ...   78180      77950      CU
5        5      CU2512  20250711  ...   78070      77860      CU
6        6      CU2601  20250711  ...   77980      77780      CU
7        7      CU2602  20250711  ...   77900      77790      CU
8        8      CU2603  20250711  ...   77900      77680      CU
9        9      CU2604  20250711  ...   77870      77620      CU
10      10      CU2605  20250711  ...   77900      77690      CU
11      11      CU2606  20250711  ...   77910      77750      CU
12      12      BC2507  20250711  ...   70600      70600      BC
13      13      BC2508  20250711  ...   69750      69560      BC
14      14      BC2509  20250711  ...   69710      69510      BC
15      15      BC2510  20250711  ...   69600      69340      BC
16      16      BC2511  20250711  ...   69190      69130      BC
17      17      BC2512  20250711  ...   69320      69320      BC
18      18      BC2601  20250711  ...   69800      69810      BC
19      19      BC2602  20250711  ...   69410      69410      BC
20      20      BC2603  20250711  ...   69290      69290      BC
21      21      BC2604  20250711  ...   69750      69750      BC
22      22      BC2605  20250711  ...   69460      69530      BC
23      23      BC2606  20250711  ...   67820      67820      BC
24      24      AL2507  20250711  ...   20845      20835      AL
25      25      AL2508  20250711  ...   20715      20670      AL
26      26      AL2509  20250711  ...   20660      20610      AL
27      27      AL2510  20250711  ...   20565      20515      AL
28      28      AL2511  20250711  ...   20475      20415      AL
29      29      AL2512  20250711  ...   20405      20340      AL
30      30      AL2601  20250711  ...   20355      20305      AL
31      31      AL2602  20250711  ...   20355      20290      AL
32      32      AL2603  20250711  ...   20340      20295      AL
33      33      AL2604  20250711  ...   20375      20310      AL
34      34      AL2605  20250711  ...   20355      20335      AL
35      35      AL2606  20250711  ...   20390      20335      AL
36      36      ZN2507  20250711  ...   22360      22265      ZN
37      37      ZN2508  20250711  ...   22400      22285      ZN
38      38      ZN2509  20250711  ...   22375      22245      ZN
39      39      ZN2510  20250711  ...   22345      22205      ZN
40      40      ZN2511  20250711  ...   22305      22160      ZN
41      41      ZN2512  20250711  ...   22255      22090      ZN
42      42      ZN2601  20250711  ...   22210      22050      ZN
43      43      ZN2602  20250711  ...   22150      22035      ZN
44      44      ZN2603  20250711  ...   22175      22020      ZN
45      45      ZN2604  20250711  ...   22190      22070      ZN
46      46      ZN2605  20250711  ...   22200      22005      ZN
47      47      ZN2606  20250711  ...   22195      22040      ZN
48      48      PB2507  20250711  ...   17165      17155      PB
49      49      PB2508  20250711  ...   17105      17215      PB
50      50      PB2509  20250711  ...   17125      17240      PB
51      51      PB2510  20250711  ...   17145      17250      PB
52      52      PB2511  20250711  ...   17135      17260      PB
53      53      PB2512  20250711  ...   17160      17230      PB
54      54      PB2601  20250711  ...   17155      17295      PB
55      55      PB2602  20250711  ...   17160      17215      PB
56      56      PB2603  20250711  ...   17185      17225      PB
57      57      PB2604  20250711  ...   17140      17230      PB
58      58      PB2605  20250711  ...   17180      17230      PB
59      59      PB2606  20250711  ...   17160      17205      PB
60      60      NI2507  20250711  ...  121020     119420      NI
61      61      NI2508  20250711  ...  121190     119910      NI
62      62      NI2509  20250711  ...  121360     120070      NI
63      63      NI2510  20250711  ...  121480     120190      NI
64      64      NI2511  20250711  ...  121610     120370      NI
65      65      NI2512  20250711  ...  121920     120870      NI
66      66      NI2601  20250711  ...  122170     120920      NI
67      67      NI2602  20250711  ...  122320     120840      NI
68      68      NI2603  20250711  ...  122420     121380      NI
69      69      NI2604  20250711  ...  122640     121650      NI
70      70      NI2605  20250711  ...  122830     121620      NI
71      71      NI2606  20250711  ...  122940     121790      NI
72      72      SN2507  20250711  ...  265210     264160      SN
73      73      SN2508  20250711  ...  265630     265000      SN
74      74      SN2509  20250711  ...  265520     265160      SN
75      75      SN2510  20250711  ...  265330     265030      SN
76      76      SN2511  20250711  ...  264740     265400      SN
77      77      SN2512  20250711  ...  264510     265030      SN
78      78      SN2601  20250711  ...  264790     265160      SN
79      79      SN2602  20250711  ...  265470     263950      SN
80      80      SN2603  20250711  ...  264290     264800      SN
81      81      SN2604  20250711  ...  264650     265340      SN
82      82      SN2605  20250711  ...  265660     265020      SN
83      83      SN2606  20250711  ...  265110     263950      SN
84      84      AO2507  20250711  ...    3195       3249      AO
85      85      AO2508  20250711  ...    3189       3229      AO
86      86      AO2509  20250711  ...    3164       3195      AO
87      87      AO2510  20250711  ...    3126       3154      AO
88      88      AO2511  20250711  ...    3110       3131      AO
89      89      AO2512  20250711  ...    3101       3118      AO
90      90      AO2601  20250711  ...    3089       3105      AO
91      91      AO2602  20250711  ...    3088       3097      AO
92      92      AO2603  20250711  ...    3074       3085      AO
93      93      AO2604  20250711  ...    3068       3073      AO
94      94      AO2605  20250711  ...    3051       3062      AO
95      95      AO2606  20250711  ...    3050       3054      AO
96      96      AD2511  20250711  ...   19980      19935      AD
97      97      AD2512  20250711  ...   19900      19855      AD
98      98      AD2601  20250711  ...   19835      19825      AD
99      99      AD2602  20250711  ...   19770      19770      AD
100    100      AD2603  20250711  ...   19760      19705      AD
101    101      AD2604  20250711  ...   19710      19685      AD
102    102      AD2605  20250711  ...   19735      19670      AD
103    103      AD2606  20250711  ...   19760      19660      AD
104    104      AU2507  20250711  ...  770.48     770.48      AU
105    105      AU2508  20250711  ...  771.34     769.02      AU
106    106      AU2509  20250711  ...  772.62      770.5      AU
107    107      AU2510  20250711  ...  773.18     771.16      AU
108    108      AU2512  20250711  ...  775.44     773.12      AU
109    109      AU2602  20250711  ...     777     774.42      AU
110    110      AU2604  20250711  ...  779.54     777.02      AU
111    111      AU2606  20250711  ...  780.76     778.86      AU
112    112      AG2507  20250711  ...    9002       8863      AG
113    113      AG2508  20250711  ...    8990       8859      AG
114    114      AG2509  20250711  ...    9003       8872      AG
115    115      AG2510  20250711  ...    9017       8885      AG
116    116      AG2511  20250711  ...    9027       8895      AG
117    117      AG2512  20250711  ...    9040       8906      AG
118    118      AG2601  20250711  ...    9053       8918      AG
119    119      AG2602  20250711  ...    9074       8929      AG
120    120      AG2603  20250711  ...    9086       8943      AG
121    121      AG2604  20250711  ...    9089       8954      AG
122    122      AG2605  20250711  ...    9105       8967      AG
123    123      AG2606  20250711  ...    9106       8980      AG
124    124      RB2507  20250711  ...    3127       3091      RB
125    125      RB2508  20250711  ...    3076       3063      RB
126    126      RB2509  20250711  ...    3097       3068      RB
127    127      RB2510  20250711  ...    3133       3099      RB
128    128      RB2511  20250711  ...    3151       3112      RB
129    129      RB2512  20250711  ...    3166       3129      RB
130    130      RB2601  20250711  ...    3164       3125      RB
131    131      RB2602  20250711  ...    3149       3117      RB
132    132      RB2603  20250711  ...    3151       3116      RB
133    133      RB2604  20250711  ...    3159       3112      RB
134    134      RB2605  20250711  ...    3171       3135      RB
135    135      RB2606  20250711  ...    3180       3136      RB
136    136      WR2507  20250711  ...    3356       3356      WR
137    137      WR2508  20250711  ...    3190       3190      WR
138    138      WR2509  20250711  ...    3265       3265      WR
139    139      WR2510  20250711  ...    3363       3329      WR
140    140      WR2511  20250711  ...    3350       3350      WR
141    141      WR2512  20250711  ...    3362       3362      WR
142    142      WR2601  20250711  ...    3350       3329      WR
143    143      WR2602  20250711  ...    3396       3396      WR
144    144      WR2603  20250711  ...    3387       3387      WR
145    145      WR2604  20250711  ...    3392       3392      WR
146    146      WR2605  20250711  ...    3370       3370      WR
147    147      WR2606  20250711  ...    3377       3356      WR
148    148      HC2507  20250711  ...    3240       3237      HC
149    149      HC2508  20250711  ...    3266       3228      HC
150    150      HC2509  20250711  ...    3280       3241      HC
151    151      HC2510  20250711  ...    3273       3233      HC
152    152      HC2511  20250711  ...    3278       3235      HC
153    153      HC2512  20250711  ...    3282       3230      HC
154    154      HC2601  20250711  ...    3285       3247      HC
155    155      HC2602  20250711  ...    3277       3247      HC
156    156      HC2603  20250711  ...    3286       3234      HC
157    157      HC2604  20250711  ...    3295       3257      HC
158    158      HC2605  20250711  ...    3286       3245      HC
159    159      HC2606  20250711  ...    3296       3270      HC
160    160      SS2507  20250711  ...   12720      12720      SS
161    161      SS2508  20250711  ...   12745      12815      SS
162    162      SS2509  20250711  ...   12720      12735      SS
163    163      SS2510  20250711  ...   12740      12740      SS
164    164      SS2511  20250711  ...   12770      12760      SS
165    165      SS2512  20250711  ...   12795      12780      SS
166    166      SS2601  20250711  ...   12850      12845      SS
167    167      SS2602  20250711  ...   12900      12890      SS
168    168      SS2603  20250711  ...   12905      12920      SS
169    169      SS2604  20250711  ...   12975      12945      SS
170    170      SS2605  20250711  ...   13000      12975      SS
171    171      SS2606  20250711  ...   13055      13015      SS
172    172      SC2508  20250711  ...   514.1      520.3      SC
173    173      SC2509  20250711  ...   504.1        511      SC
174    174      SC2510  20250711  ...   497.4      503.4      SC
175    175      SC2511  20250711  ...   492.1      497.5      SC
176    176      SC2512  20250711  ...   488.3      492.2      SC
177    177      SC2601  20250711  ...   484.8      487.8      SC
178    178      SC2602  20250711  ...   481.2      484.1      SC
179    179      SC2603  20250711  ...   479.1      482.9      SC
180    180      SC2604  20250711  ...   477.2      480.7      SC
181    181      SC2605  20250711  ...   474.7      478.8      SC
182    182      SC2606  20250711  ...     474      476.7      SC
183    183      SC2607  20250711  ...   473.7        475      SC
184    184      SC2609  20250711  ...   469.5      472.9      SC
185    185      SC2612  20250711  ...   468.1      468.1      SC
186    186      SC2703  20250711  ...     468        468      SC
187    187      SC2706  20250711  ...   468.9      468.9      SC
188    188      SC2709  20250711  ...   464.6      464.6      SC
189    189      SC2712  20250711  ...   462.2      465.8      SC
190    190      SC2803  20250711  ...   461.6      465.8      SC
191    191      SC2806  20250711  ...   462.1      464.4      SC
192    192      LU2508  20250711  ...    3647       3688      LU
193    193      LU2509  20250711  ...    3640       3678      LU
194    194      LU2510  20250711  ...    3611       3648      LU
195    195      LU2511  20250711  ...    3585       3619      LU
196    196      LU2512  20250711  ...    3562       3590      LU
197    197      LU2601  20250711  ...    3534       3558      LU
198    198      LU2602  20250711  ...    3514       3523      LU
199    199      LU2603  20250711  ...    3488       3510      LU
200    200      LU2604  20250711  ...    3460       3489      LU
201    201      LU2605  20250711  ...    3447       3472      LU
202    202      LU2606  20250711  ...    3424       3455      LU
203    203      LU2607  20250711  ...    3421       3449      LU
204    204      FU2508  20250711  ...    2873       2931      FU
205    205      FU2509  20250711  ...    2908       2962      FU
206    206      FU2510  20250711  ...    2898       2952      FU
207    207      FU2511  20250711  ...    2881       2931      FU
208    208      FU2512  20250711  ...    2861       2903      FU
209    209      FU2601  20250711  ...    2855       2893      FU
210    210      FU2602  20250711  ...    2845       2885      FU
211    211      FU2603  20250711  ...    2829       2861      FU
212    212      FU2604  20250711  ...    2821       2850      FU
213    213      FU2605  20250711  ...    2805       2835      FU
214    214      FU2606  20250711  ...    2788       2813      FU
215    215      FU2607  20250711  ...    2775       2794      FU
216    216      BU2507  20250711  ...    3700       3652      BU
217    217      BU2508  20250711  ...    3638       3657      BU
218    218      BU2509  20250711  ...    3607       3625      BU
219    219      BU2510  20250711  ...    3555       3573      BU
220    220      BU2511  20250711  ...    3498       3513      BU
221    221      BU2512  20250711  ...    3428       3441      BU
222    222      BU2601  20250711  ...    3392       3410      BU
223    223      BU2602  20250711  ...    3380       3386      BU
224    224      BU2603  20250711  ...    3368       3384      BU
225    225      BU2604  20250711  ...    3378       3376      BU
226    226      BU2605  20250711  ...    3357       3361      BU
227    227      BU2606  20250711  ...    3349       3361      BU
228    228      BU2609  20250711  ...    3326       3332      BU
229    229      BU2612  20250711  ...    3277       3276      BU
230    230      BU2703  20250711  ...    3269       3282      BU
231    231      BU2706  20250711  ...    3277       3272      BU
232    232      BR2507  20250711  ...   11750      11545      BR
233    233      BR2508  20250711  ...   11605      11460      BR
234    234      BR2509  20250711  ...   11585      11420      BR
235    235      BR2510  20250711  ...   11555      11395      BR
236    236      BR2511  20250711  ...   11530      11415      BR
237    237      BR2512  20250711  ...   11550      11415      BR
238    238      BR2601  20250711  ...   11530      11355      BR
239    239      BR2602  20250711  ...   11540      11385      BR
240    240      BR2603  20250711  ...   11540      11350      BR
241    241      BR2604  20250711  ...   11570      11365      BR
242    242      BR2605  20250711  ...   11525      11350      BR
243    243      BR2606  20250711  ...   11495      11340      BR
244    244      RU2507  20250711  ...   14140      14140      RU
245    245      RU2508  20250711  ...   14325      14225      RU
246    246      RU2509  20250711  ...   14385      14240      RU
247    247      RU2510  20250711  ...   14405      14210      RU
248    248      RU2511  20250711  ...   14380      14270      RU
249    249      RU2601  20250711  ...   15235      15135      RU
250    250      RU2603  20250711  ...   15210      15100      RU
251    251      RU2604  20250711  ...   15250      15180      RU
252    252      RU2605  20250711  ...   15295      15210      RU
253    253      RU2606  20250711  ...   15315      15300      RU
254    254      NR2507  20250711  ...   12315      12315      NR
255    255      NR2508  20250711  ...   12390      12275      NR
256    256      NR2509  20250711  ...   12410      12305      NR
257    257      NR2510  20250711  ...   12410      12320      NR
258    258      NR2511  20250711  ...   12415      12340      NR
259    259      NR2512  20250711  ...   12440      12340      NR
260    260      NR2601  20250711  ...   12445      12365      NR
261    261      NR2602  20250711  ...   12450      12400      NR
262    262      NR2603  20250711  ...   12450      12465      NR
263    263      NR2604  20250711  ...   12455      12470      NR
264    264      NR2605  20250711  ...   12520      12515      NR
265    265      NR2606  20250711  ...   12560      12540      NR
266    266      SP2507  20250711  ...    5188       5120      SP
267    267      SP2508  20250711  ...    5216       5138      SP
268    268      SP2509  20250711  ...    5228       5166      SP
269    269      SP2510  20250711  ...    5222       5168      SP
270    270      SP2511  20250711  ...    5216       5164      SP
271    271      SP2512  20250711  ...    5198       5152      SP
272    272      SP2601  20250711  ...    5410       5360      SP
273    273      SP2602  20250711  ...    5336       5304      SP
274    274      SP2603  20250711  ...    5340       5296      SP
275    275      SP2604  20250711  ...    5336       5300      SP
276    276      SP2605  20250711  ...    5336       5298      SP
277    277      SP2606  20250711  ...    5328       5292      SP
278    278      EC2508  20250711  ...  2016.6     2045.2      EC
279    279      EC2510  20250711  ...  1385.3     1401.6      EC
280    280      EC2512  20250711  ...    1542     1564.1      EC
281    281      EC2602  20250711  ...  1352.1     1368.4      EC
282    282      EC2604  20250711  ...  1193.9     1198.3      EC
283    283      EC2606  20250711  ...  1336.6     1341.1      EC
284    284  SC_TAS2508  20250711  ...                     SC_TAS
285    285  SC_TAS2509  20250711  ...                     SC_TAS
286    286  SC_TAS2510  20250711  ...                     SC_TAS
287    287  SC_TAS2511  20250711  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-11 18:26:32,389 - future_1d - INFO - ak.get_shfe_daily('2025-07-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250711   7798.0   7884.0  ...   588565.54   7826.0      7768.0       AP
1    AP511  20250711   7633.0   7696.0  ...     3270.23   7659.0      7598.0       AP
2    AP512  20250711   7656.0   7700.0  ...      352.91   7672.0      7629.0       AP
3    AP601  20250711   7652.0   7730.0  ...    24204.50   7691.0      7642.0       AP
4    AP603  20250711   7620.0   7663.0  ...      221.79   7648.0      7615.0       AP
5    AP604  20250711   7668.0   7708.0  ...      123.08   7693.0      7664.0       AP
6    AP605  20250711   7744.0   7777.0  ...      395.30   7751.0      7741.0       AP
7    CF507  20250711  13655.0  13705.0  ...     6204.73  13665.0     13625.0       CF
8    CF509  20250711  13865.0  13945.0  ...  1314520.69  13905.0     13865.0       CF
9    CF511  20250711  13755.0  13830.0  ...   199297.56  13790.0     13755.0       CF
10   CF601  20250711  13820.0  13880.0  ...   323112.19  13845.0     13810.0       CF
11   CF603  20250711  13795.0  13840.0  ...     1643.60  13810.0     13780.0       CF
12   CF605  20250711  13800.0  13855.0  ...     4698.76  13820.0     13790.0       CF
13   CJ507  20250711   9400.0   9400.0  ...      188.00   9400.0      9600.0       CJ
14   CJ509  20250711   9525.0   9740.0  ...   228966.14   9630.0      9495.0       CJ
15   CJ512  20250711  10445.0  10590.0  ...    16536.89  10485.0     10400.0       CJ
16   CJ601  20250711  10560.0  10715.0  ...   914746.66  10605.0     10500.0       CJ
17   CJ603  20250711  10675.0  10805.0  ...    17625.30  10710.0     10630.0       CJ
18   CJ605  20250711  10900.0  11000.0  ...    90549.47  10910.0     10865.0       CJ
19   CY507  20250711      0.0      0.0  ...        0.00  19960.0     19895.0       CY
20   CY508  20250711      0.0      0.0  ...        0.00  19700.0     19700.0       CY
21   CY509  20250711  20055.0  20125.0  ...    68843.30  20070.0     20005.0       CY
22   CY510  20250711      0.0      0.0  ...        0.00  19690.0     19625.0       CY
23   CY511  20250711      0.0      0.0  ...        0.00  20065.0     20045.0       CY
24   CY512  20250711      0.0      0.0  ...        0.00  19910.0     19910.0       CY
25   CY601  20250711  20045.0  20105.0  ...      140.49  20070.0     20030.0       CY
26   CY602  20250711      0.0      0.0  ...        0.00  19840.0     19830.0       CY
27   CY603  20250711      0.0      0.0  ...        0.00  20120.0     20120.0       CY
28   CY604  20250711      0.0      0.0  ...        0.00  19725.0     19725.0       CY
29   CY605  20250711  20015.0  20015.0  ...       10.01  20015.0     20010.0       CY
30   CY606  20250711      0.0      0.0  ...        0.00  19715.0     19715.0       CY
31   FG507  20250711    986.0    992.0  ...       29.66    989.0       991.0       FG
32   FG508  20250711   1095.0   1114.0  ...   199862.46   1100.0      1078.0       FG
33   FG509  20250711   1084.0   1108.0  ...  6164232.84   1090.0      1063.0       FG
34   FG510  20250711   1133.0   1157.0  ...    57756.83   1142.0      1108.0       FG
35   FG511  20250711   1122.0   1141.0  ...    66715.96   1127.0      1097.0       FG
36   FG512  20250711   1187.0   1203.0  ...    23332.43   1190.0      1164.0       FG
37   FG601  20250711   1175.0   1189.0  ...   607339.23   1177.0      1155.0       FG
38   FG602  20250711   1217.0   1225.0  ...      558.96   1215.0      1198.0       FG
39   FG603  20250711   1209.0   1221.0  ...      505.86   1210.0      1195.0       FG
40   FG604  20250711   1239.0   1253.0  ...      546.88   1243.0      1228.0       FG
41   FG605  20250711   1231.0   1250.0  ...     9857.40   1238.0      1221.0       FG
42   FG606  20250711   1252.0   1265.0  ...      625.25   1256.0      1235.0       FG
43   JR507  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR509  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR511  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR601  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR603  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR605  20250711      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR507  20250711      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR509  20250711      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR511  20250711      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   LR601  20250711      0.0      0.0  ...        0.00   2360.0      2360.0       LR
53   MA507  20250711      0.0      0.0  ...        0.00   2353.0      2353.0       MA
54   MA508  20250711   2405.0   2409.0  ...    85890.91   2386.0      2404.0       MA
55   MA509  20250711   2395.0   2403.0  ...  1683355.42   2380.0      2393.0       MA
56   MA510  20250711   2421.0   2427.0  ...    63876.91   2402.0      2415.0       MA
57   MA511  20250711   2435.0   2439.0  ...    59445.78   2417.0      2428.0       MA
58   MA512  20250711   2459.0   2462.0  ...     8839.45   2445.0      2450.0       MA
59   MA601  20250711   2460.0   2467.0  ...   201034.86   2451.0      2454.0       MA
60   MA602  20250711   2437.0   2439.0  ...        4.88   2438.0      2436.0       MA
61   MA603  20250711   2441.0   2441.0  ...       72.87   2429.0      2434.0       MA
62   MA604  20250711   2414.0   2414.0  ...       26.50   2409.0      2405.0       MA
63   MA605  20250711   2381.0   2386.0  ...     2003.92   2377.0      2375.0       MA
64   MA606  20250711   2386.0   2386.0  ...       14.28   2379.0      2375.0       MA
65   OI507  20250711      0.0      0.0  ...        0.00   9600.0      9600.0       OI
66   OI509  20250711   9457.0   9514.0  ...  2747076.83   9455.0      9457.0       OI
67   OI511  20250711   9461.0   9499.0  ...   181329.46   9446.0      9451.0       OI
68   OI601  20250711   9410.0   9446.0  ...   460423.90   9390.0      9404.0       OI
69   OI603  20250711   9351.0   9383.0  ...     8126.72   9320.0      9351.0       OI
70   OI605  20250711   9257.0   9292.0  ...     5806.12   9245.0      9252.0       OI
71   PF507  20250711      0.0      0.0  ...        0.00   6606.0      6642.0       PF
72   PF508  20250711   6528.0   6544.0  ...   309445.48   6502.0      6554.0       PF
73   PF509  20250711   6428.0   6438.0  ...   236109.58   6400.0      6434.0       PF
74   PF510  20250711   6460.0   6460.0  ...    74045.81   6420.0      6434.0       PF
75   PF511  20250711   6410.0   6424.0  ...    46919.37   6386.0      6394.0       PF
76   PF512  20250711   6394.0   6402.0  ...    11964.86   6372.0      6376.0       PF
77   PF601  20250711   6410.0   6412.0  ...     4827.11   6378.0      6400.0       PF
78   PF602  20250711   6366.0   6366.0  ...        3.18   6366.0      6372.0       PF
79   PF603  20250711   6376.0   6376.0  ...        6.37   6374.0      6386.0       PF
80   PF604  20250711      0.0      0.0  ...        0.00   6400.0      6402.0       PF
81   PF605  20250711      0.0      0.0  ...        0.00   6408.0      6428.0       PF
82   PF606  20250711      0.0      0.0  ...        0.00   6406.0      6424.0       PF
83   PK510  20250711   8196.0   8224.0  ...   135875.81   8188.0      8172.0       PK
84   PK511  20250711   8028.0   8058.0  ...    62832.90   8026.0      8010.0       PK
85   PK512  20250711   7988.0   8002.0  ...      845.63   7978.0      7966.0       PK
86   PK601  20250711   7982.0   8006.0  ...     4302.28   7982.0      7958.0       PK
87   PK603  20250711   7978.0   7984.0  ...      107.65   7974.0      7956.0       PK
88   PK604  20250711   7976.0   7980.0  ...       23.92   7974.0      7958.0       PK
89   PK605  20250711   7978.0   7986.0  ...      796.81   7968.0      7962.0       PK
90   PM507  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
91   PM509  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
92   PM511  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
93   PM601  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
94   PM603  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
95   PM605  20250711      0.0      0.0  ...        0.00   3122.0      3122.0       PM
96   PR507  20250711      0.0      0.0  ...        0.00   5932.0      5942.0       PR
97   PR508  20250711   5922.0   5932.0  ...    18627.36   5906.0      5918.0       PR
98   PR509  20250711   5912.0   5922.0  ...   405585.77   5886.0      5896.0       PR
99   PR510  20250711   5926.0   5928.0  ...   145918.76   5894.0      5902.0       PR
100  PR511  20250711   5914.0   5916.0  ...    35176.72   5878.0      5892.0       PR
101  PR512  20250711   5860.0   5868.0  ...       17.59   5864.0      5900.0       PR
102  PR601  20250711   5878.0   5892.0  ...      537.35   5874.0      5892.0       PR
103  PR602  20250711   5898.0   5898.0  ...        8.85   5898.0      5936.0       PR
104  PR603  20250711   5898.0   5922.0  ...       44.27   5904.0      5940.0       PR
105  PR604  20250711   5910.0   5910.0  ...        8.87   5910.0      5958.0       PR
106  PR605  20250711   5910.0   5920.0  ...       35.48   5914.0      5934.0       PR
107  PR606  20250711      0.0      0.0  ...        0.00   5926.0      5926.0       PR
108  PX507  20250711      0.0      0.0  ...        0.00   6896.0      6926.0       PX
109  PX508  20250711   6820.0   6838.0  ...     2333.61   6774.0      6802.0       PX
110  PX509  20250711   6772.0   6788.0  ...   719763.51   6720.0      6750.0       PX
111  PX510  20250711   6774.0   6786.0  ...   102501.12   6714.0      6746.0       PX
112  PX511  20250711   6746.0   6760.0  ...   150132.68   6686.0      6720.0       PX
113  PX512  20250711   6742.0   6748.0  ...    30015.69   6674.0      6704.0       PX
114  PX601  20250711   6718.0   6724.0  ...    54444.78   6650.0      6682.0       PX
115  PX602  20250711   6686.0   6686.0  ...        6.67   6672.0      6688.0       PX
116  PX603  20250711      0.0      0.0  ...        0.00   6622.0      6622.0       PX
117  PX604  20250711      0.0      0.0  ...        0.00   6618.0      6676.0       PX
118  PX605  20250711   6630.0   6630.0  ...       49.53   6604.0      6638.0       PX
119  PX606  20250711   6614.0   6614.0  ...        3.31   6614.0      6650.0       PX
120  RI507  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
121  RI509  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
122  RI511  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
123  RI601  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
124  RI603  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
125  RI605  20250711      0.0      0.0  ...        0.00   2479.0      2479.0       RI
126  RM507  20250711   2672.0   2672.0  ...      857.16   2521.0      2474.0       RM
127  RM508  20250711   2615.0   2646.0  ...    54655.25   2631.0      2596.0       RM
128  RM509  20250711   2610.0   2646.0  ...  1008671.36   2630.0      2595.0       RM
129  RM511  20250711   2430.0   2451.0  ...     4526.84   2440.0      2418.0       RM
130  RM601  20250711   2316.0   2337.0  ...   185138.63   2327.0      2313.0       RM
131  RM603  20250711   2301.0   2311.0  ...    10686.40   2305.0      2294.0       RM
132  RM605  20250711   2310.0   2316.0  ...    24417.23   2312.0      2307.0       RM
133  RS507  20250711      0.0      0.0  ...        0.00   4972.0      4993.0       RS
134  RS508  20250711   4652.0   5299.0  ...        9.95   4976.0      5107.0       RS
135  RS509  20250711   5025.0   5083.0  ...      146.45   5050.0      5071.0       RS
136  RS511  20250711   5061.0   5169.0  ...      107.13   5101.0      5072.0       RS
137  SA507  20250711   1175.0   1175.0  ...     2185.20   1175.0      1175.0       SA
138  SA508  20250711   1225.0   1235.0  ...   154660.05   1220.0      1213.0       SA
139  SA509  20250711   1230.0   1242.0  ...  5911784.67   1225.0      1213.0       SA
140  SA510  20250711   1235.0   1250.0  ...   110228.57   1235.0      1227.0       SA
141  SA511  20250711   1241.0   1250.0  ...   186866.60   1236.0      1228.0       SA
142  SA512  20250711   1265.0   1275.0  ...   103072.72   1264.0      1254.0       SA
143  SA601  20250711   1266.0   1278.0  ...  1130737.74   1266.0      1255.0       SA
144  SA602  20250711   1275.0   1284.0  ...    10784.91   1273.0      1266.0       SA
145  SA603  20250711   1277.0   1283.0  ...     6613.84   1272.0      1264.0       SA
146  SA604  20250711   1283.0   1298.0  ...     2909.70   1290.0      1280.0       SA
147  SA605  20250711   1288.0   1299.0  ...    29653.07   1290.0      1276.0       SA
148  SA606  20250711   1293.0   1305.0  ...     1498.07   1296.0      1289.0       SA
149  SF507  20250711   5610.0   5610.0  ...     2648.12   5552.0      5520.0       SF
150  SF508  20250711   5580.0   5580.0  ...    76283.08   5506.0      5530.0       SF
151  SF509  20250711   5582.0   5594.0  ...   570661.46   5522.0      5532.0       SF
152  SF510  20250711   5532.0   5546.0  ...   124414.95   5498.0      5484.0       SF
153  SF511  20250711   5656.0   5690.0  ...   147938.78   5642.0      5630.0       SF
154  SF512  20250711   5642.0   5656.0  ...    10588.35   5616.0      5594.0       SF
155  SF601  20250711   5626.0   5628.0  ...    23784.03   5586.0      5562.0       SF
156  SF602  20250711   5538.0   5556.0  ...      407.82   5512.0      5490.0       SF
157  SF603  20250711   5632.0   5674.0  ...       47.90   5636.0      5644.0       SF
158  SF604  20250711   5600.0   5602.0  ...        5.60   5602.0      5620.0       SF
159  SF605  20250711   5622.0   5672.0  ...      325.86   5618.0      5606.0       SF
160  SF606  20250711   5566.0   5620.0  ...       52.93   5572.0      5564.0       SF
161  SH507  20250711      0.0      0.0  ...        0.00   2467.0      2456.0       SH
162  SH508  20250711   2512.0   2523.0  ...   395261.47   2498.0      2525.0       SH
163  SH509  20250711   2504.0   2521.0  ...  3359489.59   2506.0      2495.0       SH
164  SH510  20250711   2531.0   2544.0  ...   337870.96   2530.0      2515.0       SH
165  SH511  20250711   2518.0   2529.0  ...   210097.46   2514.0      2500.0       SH
166  SH512  20250711   2522.0   2532.0  ...    29370.99   2518.0      2500.0       SH
167  SH601  20250711   2491.0   2502.0  ...   101676.32   2490.0      2469.0       SH
168  SH602  20250711   2504.0   2518.0  ...      458.59   2506.0      2494.0       SH
169  SH603  20250711   2501.0   2520.0  ...      609.93   2510.0      2496.0       SH
170  SH604  20250711   2536.0   2555.0  ...      381.36   2542.0      2536.0       SH
171  SH605  20250711   2540.0   2552.0  ...     3764.63   2540.0      2523.0       SH
172  SH606  20250711   2560.0   2565.0  ...       30.68   2556.0      2525.0       SH
173  SM507  20250711   5500.0   5756.0  ...      319.31   5754.0      5756.0       SM
174  SM508  20250711   5792.0   5816.0  ...    96305.67   5756.0      5790.0       SM
175  SM509  20250711   5808.0   5824.0  ...   647241.15   5774.0      5792.0       SM
176  SM510  20250711   5794.0   5804.0  ...    39217.59   5752.0      5770.0       SM
177  SM511  20250711   5876.0   5880.0  ...    96800.09   5826.0      5844.0       SM
178  SM512  20250711   5856.0   5860.0  ...    26442.50   5822.0      5832.0       SM
179  SM601  20250711   5848.0   5858.0  ...    51300.65   5814.0      5822.0       SM
180  SM602  20250711   5818.0   5848.0  ...       46.43   5804.0      5810.0       SM
181  SM603  20250711   5840.0   5840.0  ...       26.09   5798.0      5832.0       SM
182  SM604  20250711   5828.0   5838.0  ...       11.64   5820.0      5838.0       SM
183  SM605  20250711   5870.0   5880.0  ...      773.42   5838.0      5852.0       SM
184  SM606  20250711   5896.0   5896.0  ...       26.38   5862.0      5886.0       SM
185  SR507  20250711   5800.0   5800.0  ...    11123.40   5800.0      5795.0       SR
186  SR509  20250711   5803.0   5820.0  ...  1091593.03   5808.0      5800.0       SR
187  SR511  20250711   5690.0   5701.0  ...   145807.17   5691.0      5688.0       SR
188  SR601  20250711   5627.0   5641.0  ...   114549.83   5631.0      5625.0       SR
189  SR603  20250711   5598.0   5610.0  ...     2935.01   5601.0      5597.0       SR
190  SR605  20250711   5583.0   5583.0  ...     5900.14   5577.0      5572.0       SR
191  TA507  20250711   4732.0   4754.0  ...     1576.44   4720.0      4732.0       TA
192  TA508  20250711   4734.0   4752.0  ...   155689.18   4718.0      4740.0       TA
193  TA509  20250711   4730.0   4742.0  ...  2746819.10   4710.0      4728.0       TA
194  TA510  20250711   4736.0   4748.0  ...    92793.23   4704.0      4724.0       TA
195  TA511  20250711   4736.0   4742.0  ...    55063.58   4700.0      4720.0       TA
196  TA512  20250711   4734.0   4734.0  ...    13537.46   4694.0      4716.0       TA
197  TA601  20250711   4724.0   4732.0  ...   465461.93   4684.0      4712.0       TA
198  TA602  20250711   4728.0   4728.0  ...       91.71   4704.0      4722.0       TA
199  TA603  20250711   4692.0   4696.0  ...       18.72   4680.0      4720.0       TA
200  TA604  20250711   4712.0   4712.0  ...       49.35   4700.0      4720.0       TA
201  TA605  20250711   4742.0   4746.0  ...     4384.88   4702.0      4728.0       TA
202  TA606  20250711   4724.0   4724.0  ...       23.50   4700.0      4750.0       TA
203  UR507  20250711   1760.0   1770.0  ...      179.54   1760.0      1765.0       UR
204  UR508  20250711   1766.0   1775.0  ...     5935.57   1768.0      1774.0       UR
205  UR509  20250711   1776.0   1787.0  ...   611744.61   1776.0      1777.0       UR
206  UR510  20250711   1763.0   1771.0  ...    39953.61   1759.0      1762.0       UR
207  UR511  20250711   1760.0   1771.0  ...    43043.88   1759.0      1760.0       UR
208  UR512  20250711   1743.0   1748.0  ...      132.71   1746.0      1748.0       UR
209  UR601  20250711   1737.0   1745.0  ...    75685.61   1735.0      1736.0       UR
210  UR602  20250711   1726.0   1738.0  ...      390.87   1729.0      1730.0       UR
211  UR603  20250711   1757.0   1757.0  ...       34.99   1750.0      1749.0       UR
212  UR604  20250711   1748.0   1748.0  ...       20.90   1742.0      1741.0       UR
213  UR605  20250711   1736.0   1748.0  ...     2493.23   1739.0      1736.0       UR
214  UR606  20250711   1733.0   1743.0  ...      149.41   1737.0      1733.0       UR
215  WH507  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
216  WH509  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
217  WH511  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
218  WH601  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
219  WH603  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
220  WH605  20250711      0.0      0.0  ...        0.00   3198.0      3198.0       WH
221  ZC508  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
222  ZC509  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
223  ZC510  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
224  ZC511  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
225  ZC512  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
226  ZC601  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
227  ZC602  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC603  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC604  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC605  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC606  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC607  20250711      0.0      0.0  ...        0.00    801.4       801.4       ZC

[233 rows x 12 columns]
2025-07-11 18:26:32,668 - future_1d - INFO - ak.get_czce_daily('2025-07-11') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2507  20250711  40855.0  ...  39850.0     38185.0       PS
1   PS2508  20250711  41360.0  ...  41430.0     40545.0       PS
2   PS2509  20250711  41150.0  ...  41040.0     40190.0       PS
3   PS2510  20250711  41265.0  ...  40660.0     40140.0       PS
4   PS2511  20250711  40550.0  ...  40205.0     39745.0       PS
5   PS2512  20250711  42500.0  ...  42420.0     41860.0       PS
6   PS2601  20250711  42680.0  ...  42260.0     41870.0       PS
7   PS2602  20250711  42620.0  ...  42185.0     41475.0       PS
8   PS2603  20250711  42550.0  ...  41865.0     41465.0       PS
9   PS2604  20250711  42360.0  ...  41965.0     41385.0       PS
10  PS2605  20250711  42310.0  ...  41865.0     41215.0       PS
11  PS2606  20250711  43200.0  ...  42810.0     42025.0       PS
13  SI2507  20250711   8475.0  ...   8465.0      8540.0       SI
14  SI2508  20250711   8550.0  ...   8425.0      8380.0       SI
15  SI2509  20250711   8480.0  ...   8420.0      8375.0       SI
16  SI2510  20250711   8400.0  ...   8385.0      8350.0       SI
17  SI2511  20250711   8410.0  ...   8355.0      8305.0       SI
18  SI2512  20250711   8690.0  ...   8655.0      8620.0       SI
19  SI2601  20250711   8600.0  ...   8605.0      8570.0       SI
20  SI2602  20250711   8640.0  ...   8595.0      8565.0       SI
21  SI2603  20250711   8580.0  ...   8580.0      8565.0       SI
22  SI2604  20250711   8615.0  ...   8570.0      8565.0       SI
23  SI2605  20250711   8610.0  ...   8570.0      8550.0       SI
24  SI2606  20250711   8585.0  ...   8550.0      8565.0       SI
27  LC2507  20250711  63760.0  ...  64020.0     64580.0       LC
28  LC2508  20250711  64500.0  ...  64380.0     64740.0       LC
29  LC2509  20250711  64160.0  ...  64100.0     64460.0       LC
30  LC2510  20250711  64020.0  ...  63920.0     64340.0       LC
31  LC2511  20250711  64000.0  ...  63780.0     64160.0       LC
32  LC2512  20250711  64340.0  ...  64220.0     64420.0       LC
33  LC2601  20250711  64500.0  ...  64240.0     64540.0       LC
34  LC2602  20250711  64380.0  ...  64100.0     64540.0       LC
35  LC2603  20250711  64800.0  ...  64360.0     64540.0       LC
36  LC2604  20250711  65080.0  ...  64920.0     65100.0       LC
37  LC2605  20250711  65200.0  ...  64980.0     65160.0       LC
38  LC2606  20250711  65180.0  ...  64980.0     65160.0       LC

[36 rows x 12 columns]
2025-07-11 18:26:32,832 - future_1d - INFO - ak.get_gfex_daily('2025-07-11') done
2025-07-11 18:26:34,557 - future_1d - INFO - save future_daily 2025-07-11 completed