LogViewer
66   OI601  20250903   9770.0   9814.0  ...  2333076.68   9759.0      9775.0       OI
67   OI603  20250903   9683.0   9731.0  ...     3321.69   9684.0      9697.0       OI
68   OI605  20250903   9593.0   9644.0  ...    50726.30   9584.0      9607.0       OI
69   OI607  20250903   9563.0   9609.0  ...      477.37   9547.0      9567.0       OI
70   PF509  20250903   6350.0   6350.0  ...       31.75   6350.0      6360.0       PF
71   PF510  20250903   6440.0   6466.0  ...   163183.56   6438.0      6470.0       PF
72   PF511  20250903   6442.0   6462.0  ...   540342.59   6430.0      6462.0       PF
73   PF512  20250903   6412.0   6442.0  ...   308338.72   6412.0      6450.0       PF
74   PF601  20250903   6458.0   6482.0  ...    32450.00   6460.0      6486.0       PF
75   PF602  20250903   6472.0   6496.0  ...    87271.21   6476.0      6496.0       PF
76   PF603  20250903   6468.0   6502.0  ...       19.45   6482.0      6500.0       PF
77   PF604  20250903   6504.0   6538.0  ...       22.81   6516.0      6532.0       PF
78   PF605  20250903   6520.0   6522.0  ...        9.77   6516.0      6562.0       PF
79   PF606  20250903   6546.0   6546.0  ...        9.80   6534.0      6580.0       PF
80   PF607  20250903   6552.0   6552.0  ...        6.55   6552.0      6544.0       PF
81   PF608  20250903      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250903   7956.0   7982.0  ...    30813.39   7966.0      8002.0       PK
83   PK511  20250903   7790.0   7810.0  ...   170696.11   7794.0      7822.0       PK
84   PK512  20250903   7806.0   7816.0  ...    45381.20   7800.0      7812.0       PK
85   PK601  20250903   7856.0   7862.0  ...    15736.00   7850.0      7862.0       PK
86   PK603  20250903   7856.0   7860.0  ...       19.64   7856.0      7864.0       PK
87   PK604  20250903   7872.0   7880.0  ...       27.56   7874.0      7876.0       PK
88   PK605  20250903   7874.0   7878.0  ...     1943.68   7870.0      7874.0       PK
89   PL601  20250903   6391.0   6439.0  ...    46480.85   6420.0      6418.0       PL
90   PL602  20250903   6451.0   6451.0  ...       64.46   6446.0      6455.0       PL
91   PL603  20250903      0.0      0.0  ...        0.00   6466.0      6480.0       PL
92   PL604  20250903      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250903   6411.0   6411.0  ...       76.84   6403.0      6412.0       PL
94   PL606  20250903      0.0      0.0  ...        0.00   6438.0      6438.0       PL
95   PL607  20250903      0.0      0.0  ...        0.00   6448.0      6448.0       PL
96   PL608  20250903      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250903      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250903      0.0      0.0  ...        0.00   5818.0      5818.0       PR
104  PR510  20250903   5912.0   5936.0  ...    41851.88   5900.0      5934.0       PR
105  PR511  20250903   5910.0   5938.0  ...   636167.39   5924.0      5934.0       PR
106  PR512  20250903   5916.0   5946.0  ...   537065.00   5932.0      5938.0       PR
107  PR601  20250903   5932.0   5948.0  ...    67170.48   5926.0      5946.0       PR
108  PR602  20250903   5942.0   5942.0  ...       17.83   5942.0      5956.0       PR
109  PR603  20250903   5970.0   5982.0  ...       53.63   5960.0      5958.0       PR
110  PR604  20250903   5976.0   5994.0  ...       17.96   5986.0      5990.0       PR
111  PR605  20250903   5994.0   5994.0  ...       44.84   5980.0      5992.0       PR
112  PR606  20250903   5982.0   5982.0  ...        8.97   5982.0      6000.0       PR
113  PR607  20250903   5986.0   5986.0  ...        8.98   5986.0      5996.0       PR
114  PR608  20250903      0.0      0.0  ...        0.00   5990.0      5990.0       PR
115  PX509  20250903      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250903   6842.0   6880.0  ...    30434.66   6830.0      6890.0       PX
117  PX511  20250903   6822.0   6880.0  ...   673539.79   6834.0      6866.0       PX
118  PX512  20250903   6794.0   6850.0  ...   225306.89   6814.0      6818.0       PX
119  PX601  20250903   6782.0   6820.0  ...   129963.45   6784.0      6808.0       PX
120  PX602  20250903   6754.0   6804.0  ...    15783.70   6772.0      6798.0       PX
121  PX603  20250903   6732.0   6732.0  ...        3.37   6732.0      6790.0       PX
122  PX604  20250903      0.0      0.0  ...        0.00   6766.0      6786.0       PX
123  PX605  20250903   6790.0   6796.0  ...      128.69   6774.0      6796.0       PX
124  PX606  20250903   6774.0   6780.0  ...       16.93   6772.0      6834.0       PX
125  PX607  20250903   6776.0   6776.0  ...       27.00   6750.0      6788.0       PX
126  PX608  20250903   6774.0   6774.0  ...        6.77   6774.0      6798.0       PX
127  RI509  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250903      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250903   2553.0   2570.0  ...      706.11   2558.0      2560.0       RM
134  RM511  20250903   2538.0   2572.0  ...    32255.80   2551.0      2555.0       RM
135  RM601  20250903   2494.0   2534.0  ...   796407.97   2514.0      2516.0       RM
136  RM603  20250903   2396.0   2425.0  ...     9756.09   2410.0      2418.0       RM
137  RM605  20250903   2389.0   2416.0  ...   108756.78   2400.0      2406.0       RM
138  RM607  20250903   2379.0   2402.0  ...    11814.33   2388.0      2394.0       RM
139  RM608  20250903   2478.0   2489.0  ...      153.63   2478.0      2479.0       RM
140  RS509  20250903      0.0      0.0  ...        0.00   4744.0      4711.0       RS
141  RS511  20250903   5063.0   5115.0  ...      172.73   5080.0      5045.0       RS
142  RS607  20250903   5489.0   5540.0  ...      104.75   5513.0      5505.0       RS
143  RS608  20250903      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250903   1152.0   1168.0  ...     2535.64   1156.0      1152.0       SA
145  SA510  20250903   1201.0   1218.0  ...    33228.31   1206.0      1203.0       SA
146  SA511  20250903   1205.0   1224.0  ...   166604.16   1211.0      1209.0       SA
147  SA512  20250903   1261.0   1280.0  ...    84609.16   1267.0      1264.0       SA
148  SA601  20250903   1267.0   1289.0  ...  2455608.45   1277.0      1273.0       SA
149  SA602  20250903   1296.0   1318.0  ...    19603.38   1305.0      1301.0       SA
150  SA603  20250903   1302.0   1324.0  ...     3131.68   1311.0      1307.0       SA
151  SA604  20250903   1343.0   1361.0  ...     1159.25   1351.0      1345.0       SA
152  SA605  20250903   1344.0   1368.0  ...    82558.73   1356.0      1350.0       SA
153  SA606  20250903   1368.0   1370.0  ...      543.42   1365.0      1361.0       SA
154  SA607  20250903   1367.0   1378.0  ...      503.94   1369.0      1365.0       SA
155  SA608  20250903   1400.0   1400.0  ...      136.65   1394.0      1389.0       SA
156  SF509  20250903   5360.0   5366.0  ...     1360.41   5350.0      5350.0       SF
157  SF510  20250903   5362.0   5386.0  ...    16332.48   5362.0      5362.0       SF
158  SF511  20250903   5556.0   5562.0  ...   307966.99   5536.0      5544.0       SF
159  SF512  20250903   5514.0   5516.0  ...    59530.80   5494.0      5504.0       SF
160  SF601  20250903   5512.0   5522.0  ...    78807.59   5498.0      5504.0       SF
161  SF602  20250903   5482.0   5486.0  ...     8694.34   5464.0      5472.0       SF
162  SF603  20250903   5650.0   5654.0  ...       11.29   5646.0      5646.0       SF
163  SF604  20250903      0.0      0.0  ...        0.00   5626.0      5654.0       SF
164  SF605  20250903   5644.0   5648.0  ...      956.57   5628.0      5636.0       SF
165  SF606  20250903   5586.0   5586.0  ...        5.59   5586.0      5596.0       SF
166  SF607  20250903   5734.0   5734.0  ...        2.87   5734.0      5742.0       SF
167  SF608  20250903   5708.0   5708.0  ...        5.71   5706.0      5716.0       SF
168  SH509  20250903   2540.0   2540.0  ...      255.83   2508.0      2534.0       SH
169  SH510  20250903   2651.0   2664.0  ...   133070.00   2628.0      2665.0       SH
170  SH511  20250903   2683.0   2699.0  ...   634623.28   2669.0      2701.0       SH
171  SH512  20250903   2694.0   2703.0  ...   267279.12   2681.0      2706.0       SH
172  SH601  20250903   2660.0   2674.0  ...  3428894.51   2645.0      2685.0       SH
173  SH602  20250903   2671.0   2681.0  ...    32899.67   2651.0      2692.0       SH
174  SH603  20250903   2682.0   2692.0  ...     2629.26   2664.0      2700.0       SH
175  SH604  20250903   2729.0   2739.0  ...     1397.17   2724.0      2740.0       SH
176  SH605  20250903   2740.0   2750.0  ...    37899.29   2723.0      2753.0       SH
177  SH606  20250903   2732.0   2752.0  ...      509.06   2737.0      2754.0       SH
178  SH607  20250903   2733.0   2733.0  ...      122.24   2717.0      2738.0       SH
179  SH608  20250903   2742.0   2749.0  ...      196.49   2729.0      2758.0       SH
180  SM509  20250903   5658.0   5658.0  ...      854.90   5644.0      5646.0       SM
181  SM510  20250903   5666.0   5674.0  ...    10705.41   5652.0      5656.0       SM
182  SM511  20250903   5758.0   5758.0  ...   104241.83   5734.0      5742.0       SM
183  SM512  20250903   5770.0   5770.0  ...    49475.83   5738.0      5744.0       SM
184  SM601  20250903   5766.0   5772.0  ...   295156.95   5744.0      5748.0       SM
185  SM602  20250903   5782.0   5782.0  ...    43610.63   5752.0      5760.0       SM
186  SM603  20250903   5752.0   5752.0  ...       11.50   5752.0      5774.0       SM
187  SM604  20250903      0.0      0.0  ...        0.00   5772.0      5784.0       SM
188  SM605  20250903   5798.0   5810.0  ...     3015.55   5782.0      5790.0       SM
189  SM606  20250903      0.0      0.0  ...        0.00   5788.0      5804.0       SM
190  SM607  20250903   5826.0   5826.0  ...       29.05   5810.0      5818.0       SM
191  SM608  20250903   5832.0   5832.0  ...        2.92   5832.0      5838.0       SM
192  SR509  20250903   5614.0   5614.0  ...     5283.24   5609.0      5614.0       SR
193  SR511  20250903   5575.0   5583.0  ...   181636.51   5566.0      5585.0       SR
194  SR601  20250903   5580.0   5586.0  ...  1057175.67   5569.0      5595.0       SR
195  SR603  20250903   5559.0   5565.0  ...     4229.41   5550.0      5572.0       SR
196  SR605  20250903   5548.0   5550.0  ...    57507.92   5539.0      5557.0       SR
197  SR607  20250903   5543.0   5547.0  ...     2413.70   5536.0      5551.0       SR
198  TA509  20250903   4700.0   4704.0  ...     9420.04   4692.0      4714.0       TA
199  TA510  20250903   4736.0   4756.0  ...    75495.37   4730.0      4756.0       TA
200  TA511  20250903   4738.0   4766.0  ...   191854.58   4740.0      4762.0       TA
201  TA512  20250903   4748.0   4772.0  ...    73556.81   4750.0      4772.0       TA
202  TA601  20250903   4752.0   4776.0  ...  1368853.35   4754.0      4776.0       TA
203  TA602  20250903   4764.0   4782.0  ...     9882.22   4764.0      4784.0       TA
204  TA603  20250903   4778.0   4790.0  ...       73.98   4774.0      4800.0       TA
205  TA604  20250903      0.0      0.0  ...        0.00   4766.0      4800.0       TA
206  TA605  20250903   4796.0   4818.0  ...    29007.42   4796.0      4818.0       TA
207  TA606  20250903   4794.0   4794.0  ...        2.40   4794.0      4816.0       TA
208  TA607  20250903      0.0      0.0  ...        0.00   4804.0      4822.0       TA
209  TA608  20250903   4836.0   4836.0  ...        7.22   4816.0      4834.0       TA
210  UR509  20250903   1680.0   1689.0  ...      671.45   1670.0      1676.0       UR
211  UR510  20250903   1704.0   1712.0  ...     9208.05   1692.0      1699.0       UR
212  UR511  20250903   1746.0   1757.0  ...    60221.27   1731.0      1740.0       UR
213  UR512  20250903   1746.0   1760.0  ...    18558.95   1734.0      1742.0       UR
214  UR601  20250903   1752.0   1764.0  ...   992533.96   1737.0      1747.0       UR
215  UR602  20250903   1747.0   1762.0  ...     2209.72   1734.0      1744.0       UR
216  UR603  20250903   1788.0   1799.0  ...     1121.45   1769.0      1788.0       UR
217  UR604  20250903   1794.0   1794.0  ...      685.57   1767.0      1794.0       UR
218  UR605  20250903   1794.0   1796.0  ...    41997.19   1776.0      1788.0       UR
219  UR606  20250903   1790.0   1790.0  ...      289.36   1764.0      1783.0       UR
220  UR607  20250903   1800.0   1805.0  ...      730.42   1782.0      1797.0       UR
221  UR608  20250903   1798.0   1798.0  ...      107.16   1786.0      1796.0       UR
222  WH509  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250903      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250903      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-05 18:26:33,225 - future_1d - INFO - ak.get_czce_daily('2025-09-03') done
2025-09-05 18:26:34,971 - future_1d - INFO - save future_daily 2025-09-03 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250904   4056.00  ...   4056.00     4087.00        A
1     a2511  20250904   3951.00  ...   3966.00     3964.00        A
2     a2601  20250904   3955.00  ...   3966.00     3961.00        A
3     a2603  20250904   3960.00  ...   3968.00     3963.00        A
4     a2605  20250904   4007.00  ...   4012.00     4009.00        A
5     a2607  20250904   4008.00  ...   4016.00     4012.00        A
6     b2509  20250904   3670.00  ...   3681.00     3695.00        B
7     b2510  20250904   3690.00  ...   3695.00     3694.00        B
8     b2511  20250904   3721.00  ...   3728.00     3730.00        B
9     b2512  20250904   3758.00  ...   3761.00     3763.00        B
10    b2601  20250904   3760.00  ...   3759.00     3762.00        B
11    b2602  20250904   3741.00  ...   3745.00     3747.00        B
12    b2603  20250904   3696.00  ...   3699.00     3699.00        B
13    b2604  20250904   3598.00  ...   3602.00     3599.00        B
14    b2605  20250904   3528.00  ...   3528.00     3526.00        B
15    b2606  20250904   3516.00  ...   3512.00     3516.00        B
16    b2607  20250904   3520.00  ...   3516.00     3523.00        B
17    b2608  20250904   3606.00  ...   3604.00     3599.00        B
18   bb2509  20250904      0.00  ...    136.00      136.00       BB
19   bb2511  20250904    143.35  ...    142.25      143.85       BB
20   bb2601  20250904    146.40  ...    146.15      147.15       BB
21   bb2603  20250904      0.00  ...    146.40      146.40       BB
22   bb2605  20250904      0.00  ...    140.75      140.75       BB
23   bb2607  20250904      0.00  ...    145.55      146.50       BB
24   bz2603  20250904   5970.00  ...   5967.00     5993.00       BZ
25   bz2604  20250904   5956.00  ...   5947.00     5973.00       BZ
26   bz2605  20250904   5961.00  ...   5960.00     5998.00       BZ
27   bz2606  20250904   5953.00  ...   5953.00     5935.00       BZ
28   bz2607  20250904      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250904      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250904   2303.00  ...   2315.00     2257.00        C
31    c2511  20250904   2192.00  ...   2200.00     2197.00        C
32    c2601  20250904   2181.00  ...   2187.00     2183.00        C
33    c2603  20250904   2194.00  ...   2200.00     2197.00        C
34    c2605  20250904   2244.00  ...   2249.00     2246.00        C
35    c2607  20250904   2259.00  ...   2261.00     2257.00        C
36   cs2509  20250904   2478.00  ...   2480.00     2465.00       CS
37   cs2511  20250904   2492.00  ...   2492.00     2498.00       CS
38   cs2601  20250904   2523.00  ...   2514.00     2525.00       CS
39   cs2603  20250904   2525.00  ...   2521.00     2533.00       CS
40   cs2605  20250904   2595.00  ...   2593.00     2603.00       CS
41   cs2607  20250904   2599.00  ...   2596.00     2603.00       CS
42   eb2509  20250904   6907.00  ...   6927.00     6915.00       EB
43   eb2510  20250904   7012.00  ...   6992.00     7002.00       EB
44   eb2511  20250904   7020.00  ...   7008.00     7027.00       EB
45   eb2512  20250904   7044.00  ...   7025.00     7054.00       EB
46   eb2601  20250904   7082.00  ...   7062.00     7092.00       EB
47   eb2602  20250904   7109.00  ...   7088.00     7117.00       EB
48   eb2603  20250904   7129.00  ...   7123.00     7157.00       EB
49   eb2604  20250904   7150.00  ...   7152.00     7166.00       EB
50   eb2605  20250904   7158.00  ...   7166.00     7178.00       EB
51   eb2606  20250904      0.00  ...   7200.00     7200.00       EB
52   eb2607  20250904      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250904      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250904   4376.00  ...   4349.00     4376.00       EG
55   eg2510  20250904   4319.00  ...   4342.00     4342.00       EG
56   eg2511  20250904   4306.00  ...   4346.00     4332.00       EG
57   eg2512  20250904   4340.00  ...   4343.00     4340.00       EG
58   eg2601  20250904   4329.00  ...   4344.00     4345.00       EG
59   eg2602  20250904   4351.00  ...   4351.00     4352.00       EG
60   eg2603  20250904   4347.00  ...   4346.00     4358.00       EG
61   eg2604  20250904   4365.00  ...   4365.00     4374.00       EG
62   eg2605  20250904   4360.00  ...   4376.00     4381.00       EG
63   eg2606  20250904   4369.00  ...   4370.00     4401.00       EG
64   eg2607  20250904      0.00  ...   4447.00     4447.00       EG
65   eg2608  20250904      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250904      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250904   1265.50  ...   1278.00     1282.50       FB
68   fb2511  20250904   1259.50  ...   1254.00     1270.50       FB
69   fb2512  20250904   1260.00  ...   1257.50     1268.50       FB
70   fb2601  20250904   1252.00  ...   1252.50     1265.00       FB
71   fb2602  20250904   1250.00  ...   1248.50     1257.00       FB
72   fb2603  20250904   1224.00  ...   1247.50     1258.00       FB
73   fb2604  20250904      0.00  ...   1259.00     1259.00       FB
74   fb2605  20250904      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250904      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250904      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250904      0.00  ...   1302.50     1302.50       FB
78    i2509  20250904    813.00  ...    822.00      813.50        I
79    i2510  20250904    797.50  ...    803.00      797.50        I
80    i2511  20250904    794.00  ...    798.50      793.00        I
81    i2512  20250904    787.50  ...    792.50      787.00        I
82    i2601  20250904    777.00  ...    783.50      778.50        I
83    i2602  20250904    773.50  ...    779.00      773.00        I
84    i2603  20250904    768.00  ...    772.50      767.50        I
85    i2604  20250904    764.00  ...    768.00      763.00        I
86    i2605  20250904    754.50  ...    761.00      755.50        I
87    i2606  20250904    750.50  ...    755.50      750.50        I
88    i2607  20250904    747.00  ...    750.50      747.00        I
89    i2608  20250904    743.00  ...    747.00      743.00        I
90    j2509  20250904   1388.00  ...   1449.50     1481.00        J
91    j2510  20250904   1493.00  ...   1485.00     1510.50        J
92    j2511  20250904   1525.00  ...   1517.00     1543.50        J
93    j2512  20250904   1546.50  ...   1547.50     1580.50        J
94    j2601  20250904   1592.00  ...   1572.50     1603.50        J
95    j2602  20250904   1606.00  ...   1596.50     1617.50        J
96    j2603  20250904   1615.00  ...   1612.50     1648.00        J
97    j2604  20250904   1650.50  ...   1647.50     1675.00        J
98    j2605  20250904   1695.50  ...   1668.50     1695.50        J
99    j2606  20250904      0.00  ...   1716.50     1716.50        J
100   j2607  20250904   1697.00  ...   1694.00     1725.00        J
101   j2608  20250904   1691.50  ...   1691.50     1702.00        J
102  jd2509  20250904   2928.00  ...   2944.00     2867.00       JD
103  jd2510  20250904   3019.00  ...   3016.00     2979.00       JD
104  jd2511  20250904   3090.00  ...   3075.00     3064.00       JD
105  jd2512  20250904   3265.00  ...   3235.00     3228.00       JD
106  jd2601  20250904   3444.00  ...   3412.00     3411.00       JD
107  jd2602  20250904   3155.00  ...   3143.00     3146.00       JD
108  jd2603  20250904   3157.00  ...   3144.00     3150.00       JD
109  jd2604  20250904   3347.00  ...   3331.00     3331.00       JD
110  jd2605  20250904   3461.00  ...   3458.00     3450.00       JD
111  jd2606  20250904   3311.00  ...   3286.00     3306.00       JD
112  jd2607  20250904   3511.00  ...   3497.00     3509.00       JD
113  jd2608  20250904   3920.00  ...   3904.00     3909.00       JD
114  jm2509  20250904    933.50  ...    935.00      938.00       JM
115  jm2510  20250904    960.00  ...    932.50      965.50       JM
116  jm2511  20250904   1020.00  ...    990.00     1023.00       JM
117  jm2512  20250904   1058.00  ...   1043.00     1074.50       JM
118  jm2601  20250904   1105.50  ...   1089.50     1116.50       JM
119  jm2602  20250904   1120.50  ...   1106.50     1132.00       JM
120  jm2603  20250904   1134.50  ...   1124.00     1144.50       JM
121  jm2604  20250904   1141.00  ...   1136.00     1153.50       JM
122  jm2605  20250904   1150.50  ...   1139.50     1164.50       JM
123  jm2606  20250904   1160.50  ...   1154.50     1170.00       JM
124  jm2607  20250904   1173.00  ...   1170.50     1189.00       JM
125  jm2608  20250904   1181.00  ...   1176.50     1202.50       JM
126   l2509  20250904   7168.00  ...   7161.00     7206.00        L
127   l2510  20250904   7210.00  ...   7211.00     7245.00        L
128   l2511  20250904   7234.00  ...   7219.00     7259.00        L
129   l2512  20250904   7229.00  ...   7227.00     7262.00        L
130   l2601  20250904   7241.00  ...   7224.00     7262.00        L
131   l2602  20250904   7229.00  ...   7215.00     7253.00        L
132   l2603  20250904   7213.00  ...   7212.00     7259.00        L
133   l2604  20250904   7220.00  ...   7237.00     7278.00        L
134   l2605  20250904   7234.00  ...   7218.00     7254.00        L
135   l2606  20250904   7227.00  ...   7227.00     7251.00        L
136   l2607  20250904      0.00  ...   7250.00     7250.00        L
137   l2608  20250904      0.00  ...   7255.00     7295.00        L
138  lg2509  20250904    775.50  ...    775.50      778.50       LG
139  lg2511  20250904    797.00  ...    795.50      802.50       LG
140  lg2601  20250904    814.00  ...    815.50      819.00       LG
141  lg2603  20250904    818.00  ...    823.50      824.00       LG
142  lg2605  20250904    822.50  ...    828.50      827.00       LG
143  lg2607  20250904    825.00  ...    829.00      830.00       LG
144  lh2509  20250904  13180.00  ...  13175.00    13215.00       LH
145  lh2511  20250904  13550.00  ...  13410.00    13550.00       LH
146  lh2601  20250904  13885.00  ...  13805.00    13890.00       LH
147  lh2603  20250904  13105.00  ...  13045.00    13095.00       LH
148  lh2605  20250904  13645.00  ...  13580.00    13615.00       LH
149  lh2607  20250904  14280.00  ...  14210.00    14245.00       LH
150   m2509  20250904   3020.00  ...   3004.00     3015.00        M
151   m2511  20250904   3029.00  ...   3032.00     3027.00        M
152   m2512  20250904   3069.00  ...   3075.00     3071.00        M
153   m2601  20250904   3058.00  ...   3063.00     3057.00        M
154   m2603  20250904   2998.00  ...   3002.00     2991.00        M
155   m2605  20250904   2817.00  ...   2817.00     2816.00        M
156   m2607  20250904   2807.00  ...   2803.00     2804.00        M
157   m2608  20250904   2930.00  ...   2929.00     2931.00        M
158   p2509  20250904   9316.00  ...   9352.00     9396.00        P
159   p2510  20250904   9352.00  ...   9358.00     9394.00        P
160   p2511  20250904   9332.00  ...   9340.00     9382.00        P
161   p2512  20250904   9342.00  ...   9354.00     9398.00        P
162   p2601  20250904   9360.00  ...   9376.00     9410.00        P
163   p2602  20250904   9332.00  ...   9354.00     9360.00        P
164   p2603  20250904   9308.00  ...   9298.00     9314.00        P
165   p2604  20250904   9194.00  ...   9224.00     9234.00        P
166   p2605  20250904   9138.00  ...   9156.00     9176.00        P
167   p2606  20250904   9026.00  ...   9066.00     9068.00        P
168   p2607  20250904   8952.00  ...   8968.00     8976.00        P
169   p2608  20250904   8906.00  ...   8930.00     8912.00        P
170  pg2509  20250904   3779.00  ...   3736.00     3734.00       PG
171  pg2510  20250904   4396.00  ...   4383.00     4429.00       PG
172  pg2511  20250904   4332.00  ...   4310.00     4353.00       PG
173  pg2512  20250904   4265.00  ...   4247.00     4291.00       PG
174  pg2601  20250904   4207.00  ...   4186.00     4229.00       PG
175  pg2602  20250904   4144.00  ...   4123.00     4161.00       PG
176  pg2603  20250904   4062.00  ...   4036.00     4074.00       PG
177  pg2604  20250904   4346.00  ...   4361.00     4396.00       PG
178  pg2605  20250904   4311.00  ...   4285.00     4309.00       PG
179  pg2606  20250904   4214.00  ...   4236.00     4253.00       PG
180  pg2607  20250904   4160.00  ...   4177.00     4196.00       PG
181  pg2608  20250904   4148.00  ...   4136.00     4143.00       PG
182  pp2509  20250904   6869.00  ...   6838.00     6869.00       PP
183  pp2510  20250904   6876.00  ...   6876.00     6915.00       PP
184  pp2511  20250904   6898.00  ...   6904.00     6942.00       PP
185  pp2512  20250904   6936.00  ...   6922.00     6960.00       PP
186  pp2601  20250904   6940.00  ...   6930.00     6962.00       PP
187  pp2602  20250904   6910.00  ...   6910.00     6941.00       PP
188  pp2603  20250904   6898.00  ...   6926.00     6943.00       PP
189  pp2604  20250904   6920.00  ...   6937.00     6965.00       PP
190  pp2605  20250904   6946.00  ...   6943.00     6976.00       PP
191  pp2606  20250904   6905.00  ...   6904.00     6949.00       PP
192  pp2607  20250904   6900.00  ...   6897.00     6940.00       PP
193  pp2608  20250904   6903.00  ...   6904.00     6946.00       PP
194  rr2509  20250904   3550.00  ...   3585.00     3558.00       RR
195  rr2510  20250904   3612.00  ...   3610.00     3609.00       RR
196  rr2511  20250904   3610.00  ...   3609.00     3610.00       RR
197  rr2512  20250904   3608.00  ...   3605.00     3605.00       RR
198  rr2601  20250904   3621.00  ...   3620.00     3618.00       RR
199  rr2602  20250904      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250904      0.00  ...   3608.00     3608.00       RR
201  rr2604  20250904      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250904      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250904   3601.00  ...   3601.00     3613.00       RR
204  rr2607  20250904      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250904      0.00  ...   3625.00     3625.00       RR
206   v2509  20250904   4740.00  ...   4713.00     4740.00        V
207   v2510  20250904   4766.00  ...   4761.00     4791.00        V
208   v2511  20250904   4798.00  ...   4793.00     4827.00        V
209   v2512  20250904   4835.00  ...   4827.00     4864.00        V
210   v2601  20250904   4874.00  ...   4870.00     4902.00        V
211   v2602  20250904   4898.00  ...   4903.00     4944.00        V
212   v2603  20250904   4949.00  ...   4939.00     4971.00        V
213   v2604  20250904   5136.00  ...   5132.00     5175.00        V
214   v2605  20250904   5164.00  ...   5172.00     5197.00        V
215   v2606  20250904   5183.00  ...   5200.00     5228.00        V
216   v2607  20250904   5206.00  ...   5232.00     5257.00        V
217   v2608  20250904   5260.00  ...   5261.00     5289.00        V
218   y2509  20250904   8410.00  ...   8410.00     8456.00        Y
219   y2511  20250904   8382.00  ...   8370.00     8390.00        Y
220   y2512  20250904   8402.00  ...   8398.00     8416.00        Y
221   y2601  20250904   8366.00  ...   8348.00     8368.00        Y
222   y2603  20250904   8296.00  ...   8298.00     8328.00        Y
223   y2605  20250904   8066.00  ...   8060.00     8082.00        Y
224   y2607  20250904   8020.00  ...   8022.00     8048.00        Y
225   y2608  20250904   8024.00  ...   8012.00     8058.00        Y

[226 rows x 12 columns]
2025-09-05 18:26:38,635 - future_1d - INFO - ak.get_dce_daily('2025-09-04') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250904     487   487.7  ...  5706074.98   483.6      491.8      SC
1       SC2511  20250904     488     489  ...  1579385.96   484.6      493.2      SC
2       SC2512  20250904   486.8   488.6  ...   648446.64   484.4      492.4      SC
3       SC2601  20250904   487.5   487.5  ...    82660.43   483.6      491.4      SC
4       SC2602  20250904   484.6   486.3  ...    17611.73   482.5      489.7      SC
5       SC2603  20250904   483.5   483.5  ...    12152.73   480.3      487.9      SC
6       SC2604  20250904   481.4   481.4  ...    16077.76   478.5      486.7      SC
7       SC2605  20250904   485.7   485.7  ...     8844.66   475.5      483.9      SC
8       SC2606  20250904   480.1   480.1  ...    14894.77   475.8        485      SC
9       SC2607  20250904     478     478  ...      758.32   473.9        483      SC
10      SC2608  20250904   477.5   477.5  ...      189.52   473.8      482.8      SC
11      SC2609  20250904   478.2   478.2  ...      237.01     474      481.5      SC
12      SC2612  20250904   478.2   478.2  ...     1799.04   473.4        481      SC
13      SC2703  20250904   472.3   472.3  ...      188.36   470.9      477.7      SC
14      SC2706  20250904   466.9   466.9  ...       46.69   466.9      479.4      SC
15      SC2709  20250904   470.4   470.4  ...       93.77   468.8      476.2      SC
16      SC2712  20250904   467.8   468.1  ...       233.1   466.2      476.8      SC
17      SC2803  20250904                  ...           0   468.1      471.4      SC
18      SC2806  20250904   467.1   467.1  ...      373.44   466.8      471.7      SC
19      SC2809  20250904   464.5   464.5  ...      139.23   464.1        472      SC
21      LU2510  20250904    3450    3459  ...   19392.298    3421       3505      LU
22      LU2511  20250904    3471    3483  ...  471893.843    3442       3525      LU
23      LU2512  20250904    3473    3479  ...   203959.24    3440       3514      LU
24      LU2601  20250904    3467    3468  ...   40238.822    3423       3501      LU
25      LU2602  20250904    3438    3446  ...    3177.157    3401       3482      LU
26      LU2603  20250904    3422    3426  ...      81.673    3403       3466      LU
27      LU2604  20250904    3407    3407  ...      30.402    3378       3468      LU
28      LU2605  20250904    3400    3400  ...      73.982    3362       3464      LU
29      LU2606  20250904    3405    3405  ...      43.765    3366       3464      LU
30      LU2607  20250904    3407    3408  ...     124.711    3370       3450      LU
31      LU2608  20250904    3402    3402  ...      50.552    3370       3444      LU
32      LU2609  20250904    3389    3389  ...      26.882    3360       3425      LU
34      NR2509  20250904   12675   12720  ...     3542.25   12650      12695      NR
35      NR2510  20250904   12725   12815  ...   966157.25   12720      12765      NR
36      NR2511  20250904   12780   12870  ...  848386.485   12770      12815      NR
37      NR2512  20250904   12805   12900  ...    119536.7   12810      12845      NR
38      NR2601  20250904   12805   12935  ...  179481.365   12835      12885      NR
39      NR2602  20250904   12860   12910  ...    6174.835   12835      12885      NR
40      NR2603  20250904   12785   12915  ...      590.78   12840      12855      NR
41      NR2604  20250904   12815   12905  ...     2168.59   12830      12875      NR
42      NR2605  20250904   12860   12905  ...      603.14   12830      12920      NR
43      NR2606  20250904                  ...           0   12870      12870      NR
44      NR2607  20250904   12800   12825  ...      25.625   12810      12890      NR
45      NR2608  20250904   12815   12995  ...      38.655   12885      12925      NR
47      BC2509  20250904                  ...           0   70130      70130      BC
48      BC2510  20250904   71080   71450  ...   173588.41   71020      71240      BC
49      BC2511  20250904   71120   71440  ...   25995.725   71020      71160      BC
50      BC2512  20250904                  ...           0   71100      71460      BC
51      BC2601  20250904   71350   71350  ...       71.28   71280      70590      BC
52      BC2602  20250904                  ...           0   70700      70700      BC
53      BC2603  20250904   71360   71360  ...       35.68   71360      71400      BC
54      BC2604  20250904   71200   71200  ...        35.6   71200      70710      BC
55      BC2605  20250904   71170   71170  ...       71.17   71170      70710      BC
56      BC2606  20250904                  ...           0   70700      70700      BC
57      BC2607  20250904                  ...           0   70600      70600      BC
58      BC2608  20250904                  ...           0   70440      70440      BC
60      EC2510  20250904  1324.4    1345  ...  168511.992  1308.3     1324.2      EC
61      EC2512  20250904    1695  1718.2  ...   77383.245  1676.5       1704      EC
62      EC2602  20250904    1542  1548.3  ...  11204.3825  1515.1     1536.5      EC
63      EC2604  20250904  1258.8  1263.8  ...    4029.955  1249.5     1243.7      EC
64      EC2606  20250904  1431.3  1447.7  ...     624.126  1434.7     1435.8      EC
65      EC2608  20250904  1609.5    1616  ...     336.798  1603.8     1601.5      EC
68  SC_TAS2510  20250904                  ...                                 SC_TAS
69  SC_TAS2511  20250904                  ...                                 SC_TAS
70  SC_TAS2512  20250904                  ...                                 SC_TAS
71  SC_TAS2601  20250904                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-05 18:26:38,733 - future_1d - INFO - ak.get_ine_daily('2025-09-04') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250904  ...   79910      80270      CU
1        1      CU2510  20250904  ...   79980      80180      CU
2        2      CU2511  20250904  ...   79960      80170      CU
3        3      CU2512  20250904  ...   79910      80130      CU
4        4      CU2601  20250904  ...   79870      80010      CU
5        5      CU2602  20250904  ...   79930      80030      CU
6        6      CU2603  20250904  ...   79850      80050      CU
7        7      CU2604  20250904  ...   79910      80000      CU
8        8      CU2605  20250904  ...   79980      79840      CU
9        9      CU2606  20250904  ...   79790      80070      CU
10      10      CU2607  20250904  ...   79820      80050      CU
11      11      CU2608  20250904  ...   79860      80070      CU
12      12      BC2509  20250904  ...   70130      70130      BC
13      13      BC2510  20250904  ...   71020      71240      BC
14      14      BC2511  20250904  ...   71020      71160      BC
15      15      BC2512  20250904  ...   71100      71460      BC
16      16      BC2601  20250904  ...   71280      70590      BC
17      17      BC2602  20250904  ...   70700      70700      BC
18      18      BC2603  20250904  ...   71360      71400      BC
19      19      BC2604  20250904  ...   71200      70710      BC
20      20      BC2605  20250904  ...   71170      70710      BC
21      21      BC2606  20250904  ...   70700      70700      BC
22      22      BC2607  20250904  ...   70600      70600      BC
23      23      BC2608  20250904  ...   70440      70440      BC
24      24      AL2509  20250904  ...   20630      20755      AL
25      25      AL2510  20250904  ...   20635      20765      AL
26      26      AL2511  20250904  ...   20630      20755      AL
27      27      AL2512  20250904  ...   20620      20740      AL
28      28      AL2601  20250904  ...   20615      20735      AL
29      29      AL2602  20250904  ...   20590      20725      AL
30      30      AL2603  20250904  ...   20635      20735      AL
31      31      AL2604  20250904  ...   20665      20775      AL
32      32      AL2605  20250904  ...   20675      20795      AL
33      33      AL2606  20250904  ...   20690      20830      AL
34      34      AL2607  20250904  ...   20720      20805      AL
35      35      AL2608  20250904  ...   20690      20820      AL
36      36      ZN2509  20250904  ...   22085      22275      ZN
37      37      ZN2510  20250904  ...   22135      22305      ZN
38      38      ZN2511  20250904  ...   22140      22300      ZN
39      39      ZN2512  20250904  ...   22170      22305      ZN
40      40      ZN2601  20250904  ...   22135      22310      ZN
41      41      ZN2602  20250904  ...   22110      22290      ZN
42      42      ZN2603  20250904  ...   22140      22350      ZN
43      43      ZN2604  20250904  ...   22180      22365      ZN
44      44      ZN2605  20250904  ...   22185      22390      ZN
45      45      ZN2606  20250904  ...   22160      22405      ZN
46      46      ZN2607  20250904  ...   22190      22380      ZN
47      47      ZN2608  20250904  ...   22185      22400      ZN
48      48      PB2509  20250904  ...   16810      16820      PB
49      49      PB2510  20250904  ...   16865      16870      PB
50      50      PB2511  20250904  ...   16875      16885      PB
51      51      PB2512  20250904  ...   16890      16895      PB
52      52      PB2601  20250904  ...   16880      16910      PB
53      53      PB2602  20250904  ...   16910      16910      PB
54      54      PB2603  20250904  ...   16960      16960      PB
55      55      PB2604  20250904  ...   16995      17005      PB
56      56      PB2605  20250904  ...   17010      17010      PB
57      57      PB2606  20250904  ...   17020      17040      PB
58      58      PB2607  20250904  ...   17050      17090      PB
59      59      PB2608  20250904  ...   17080      17100      PB
60      60      NI2509  20250904  ...  121070     121290      NI
61      61      NI2510  20250904  ...  121510     121500      NI
62      62      NI2511  20250904  ...  121500     121630      NI
63      63      NI2512  20250904  ...  121730     121830      NI
64      64      NI2601  20250904  ...  121950     122050      NI
65      65      NI2602  20250904  ...  122290     122320      NI
66      66      NI2603  20250904  ...  122580     122600      NI
67      67      NI2604  20250904  ...  123220     122900      NI
68      68      NI2605  20250904  ...  122920     123070      NI
69      69      NI2606  20250904  ...  123610     123320      NI
70      70      NI2607  20250904  ...  123650     123440      NI
71      71      NI2608  20250904  ...  123810     124040      NI
72      72      SN2509  20250904  ...  272280     272650      SN
73      73      SN2510  20250904  ...  272800     273110      SN
74      74      SN2511  20250904  ...  273040     273310      SN
75      75      SN2512  20250904  ...  273170     273250      SN
76      76      SN2601  20250904  ...  272850     273230      SN
77      77      SN2602  20250904  ...  272590     273190      SN
78      78      SN2603  20250904  ...  272670     273880      SN
79      79      SN2604  20250904  ...  273030     274470      SN
80      80      SN2605  20250904  ...  272840     273540      SN
81      81      SN2606  20250904  ...  273740     273820      SN
82      82      SN2607  20250904  ...  273700     274280      SN
83      83      SN2608  20250904  ...  274450     274450      SN
84      84      AO2509  20250904  ...    2950       2987      AO
85      85      AO2510  20250904  ...    2962       3005      AO
86      86      AO2511  20250904  ...    2966       3009      AO
87      87      AO2512  20250904  ...    2966       3018      AO
88      88      AO2601  20250904  ...    2973       3024      AO
89      89      AO2602  20250904  ...    2970       3016      AO
90      90      AO2603  20250904  ...    2974       3024      AO
91      91      AO2604  20250904  ...    2988       3038      AO
92      92      AO2605  20250904  ...    2996       3040      AO
93      93      AO2606  20250904  ...    2996       3044      AO
94      94      AO2607  20250904  ...    3002       3047      AO
95      95      AO2608  20250904  ...    2999       3033      AO
96      96      AD2511  20250904  ...   20235      20330      AD
97      97      AD2512  20250904  ...   20270      20325      AD
98      98      AD2601  20250904  ...   20255      20290      AD
99      99      AD2602  20250904  ...   20345      20340      AD
100    100      AD2603  20250904  ...   20310      20290      AD
101    101      AD2604  20250904  ...   20240      20235      AD
102    102      AD2605  20250904  ...   20205      20145      AD
103    103      AD2606  20250904  ...   20155      20110      AD
104    104      AD2607  20250904  ...   20135      19925      AD
105    105      AD2608  20250904  ...   20170      20170      AD
106    106      AU2509  20250904  ...  816.08     811.66      AU
107    107      AU2510  20250904  ...   816.1     810.36      AU
108    108      AU2511  20250904  ...  817.06     810.42      AU
109    109      AU2512  20250904  ...   817.6      812.8      AU
110    110      AU2602  20250904  ...  819.98     814.72      AU
111    111      AU2604  20250904  ...   822.1     816.68      AU
112    112      AU2606  20250904  ...  824.12     819.38      AU
113    113      AU2608  20250904  ...   826.8     821.24      AU
114    114      AG2509  20250904  ...    9786       9791      AG
115    115      AG2510  20250904  ...    9846       9787      AG
116    116      AG2511  20250904  ...    9853       9783      AG
117    117      AG2512  20250904  ...    9856       9809      AG
118    118      AG2601  20250904  ...    9878       9814      AG
119    119      AG2602  20250904  ...    9886       9828      AG
120    120      AG2603  20250904  ...    9909       9840      AG
121    121      AG2604  20250904  ...    9907       9849      AG
122    122      AG2605  20250904  ...    9913       9861      AG
123    123      AG2606  20250904  ...    9924       9880      AG
124    124      AG2607  20250904  ...    9919       9915      AG
125    125      AG2608  20250904  ...    9962       9909      AG
126    126      RB2509  20250904  ...    2961       2962      RB
127    127      RB2510  20250904  ...    3030       3047      RB
128    128      RB2511  20250904  ...    3053       3059      RB
129    129      RB2512  20250904  ...    3093       3100      RB
130    130      RB2601  20250904  ...    3110       3119      RB
131    131      RB2602  20250904  ...    3105       3118      RB
132    132      RB2603  20250904  ...    3125       3125      RB
133    133      RB2604  20250904  ...    3143       3158      RB
134    134      RB2605  20250904  ...    3158       3168      RB
135    135      RB2606  20250904  ...    3174       3188      RB
136    136      RB2607  20250904  ...    3200       3205      RB
137    137      RB2608  20250904  ...    3198       3204      RB
138    138      WR2509  20250904  ...    3342       3342      WR
139    139      WR2510  20250904  ...    3265       3258      WR
140    140      WR2511  20250904  ...    3311       3311      WR
141    141      WR2512  20250904  ...    3349       3350      WR
142    142      WR2601  20250904  ...    3336       3355      WR
143    143      WR2602  20250904  ...    3337       3335      WR
144    144      WR2603  20250904  ...    3435       3438      WR
145    145      WR2604  20250904  ...    3400       3400      WR
146    146      WR2605  20250904  ...    3429       3429      WR
147    147      WR2606  20250904  ...    3375       3375      WR
148    148      WR2607  20250904  ...    3387       3387      WR
149    149      WR2608  20250904  ...    3350       3320      WR
150    150      HC2509  20250904  ...    3371       3356      HC
151    151      HC2510  20250904  ...    3320       3316      HC
152    152      HC2511  20250904  ...    3312       3312      HC
153    153      HC2512  20250904  ...    3321       3300      HC
154    154      HC2601  20250904  ...    3306       3305      HC
155    155      HC2602  20250904  ...    3302       3310      HC
156    156      HC2603  20250904  ...    3311       3309      HC
157    157      HC2604  20250904  ...    3316       3311      HC
158    158      HC2605  20250904  ...    3316       3316      HC
159    159      HC2606  20250904  ...    3314       3319      HC
160    160      HC2607  20250904  ...    3323       3331      HC
161    161      HC2608  20250904  ...    3317       3335      HC
162    162      SS2509  20250904  ...   12835      12835      SS
163    163      SS2510  20250904  ...   12890      12930      SS
164    164      SS2511  20250904  ...   12960      13000      SS
165    165      SS2512  20250904  ...   12995      13045      SS
166    166      SS2601  20250904  ...   13050      13110      SS
167    167      SS2602  20250904  ...   13095      13145      SS
168    168      SS2603  20250904  ...   13175      13210      SS
169    169      SS2604  20250904  ...   13225      13300      SS
170    170      SS2605  20250904  ...   13305      13335      SS
171    171      SS2606  20250904  ...   13360      13425      SS
172    172      SS2607  20250904  ...   13410      13455      SS
173    173      SS2608  20250904  ...   13455      13480      SS
174    174      SC2510  20250904  ...   483.6      491.8      SC
175    175      SC2511  20250904  ...   484.6      493.2      SC
176    176      SC2512  20250904  ...   484.4      492.4      SC
177    177      SC2601  20250904  ...   483.6      491.4      SC
178    178      SC2602  20250904  ...   482.5      489.7      SC
179    179      SC2603  20250904  ...   480.3      487.9      SC
180    180      SC2604  20250904  ...   478.5      486.7      SC
181    181      SC2605  20250904  ...   475.5      483.9      SC
182    182      SC2606  20250904  ...   475.8        485      SC
183    183      SC2607  20250904  ...   473.9        483      SC
184    184      SC2608  20250904  ...   473.8      482.8      SC
185    185      SC2609  20250904  ...     474      481.5      SC
186    186      SC2612  20250904  ...   473.4        481      SC
187    187      SC2703  20250904  ...   470.9      477.7      SC
188    188      SC2706  20250904  ...   466.9      479.4      SC
189    189      SC2709  20250904  ...   468.8      476.2      SC
190    190      SC2712  20250904  ...   466.2      476.8      SC
191    191      SC2803  20250904  ...   468.1      471.4      SC
192    192      SC2806  20250904  ...   466.8      471.7      SC
193    193      SC2809  20250904  ...   464.1        472      SC
194    194      LU2510  20250904  ...    3421       3505      LU
195    195      LU2511  20250904  ...    3442       3525      LU
196    196      LU2512  20250904  ...    3440       3514      LU
197    197      LU2601  20250904  ...    3423       3501      LU
198    198      LU2602  20250904  ...    3401       3482      LU
199    199      LU2603  20250904  ...    3403       3466      LU
200    200      LU2604  20250904  ...    3378       3468      LU
201    201      LU2605  20250904  ...    3362       3464      LU
202    202      LU2606  20250904  ...    3366       3464      LU
203    203      LU2607  20250904  ...    3370       3450      LU
204    204      LU2608  20250904  ...    3370       3444      LU
205    205      LU2609  20250904  ...    3360       3425      LU
206    206      FU2510  20250904  ...    2789       2832      FU
207    207      FU2511  20250904  ...    2797       2842      FU
208    208      FU2512  20250904  ...    2783       2835      FU
209    209      FU2601  20250904  ...    2776       2828      FU
210    210      FU2602  20250904  ...    2764       2820      FU
211    211      FU2603  20250904  ...    2753       2802      FU
212    212      FU2604  20250904  ...    2754       2796      FU
213    213      FU2605  20250904  ...    2740       2787      FU
214    214      FU2606  20250904  ...    2733       2776      FU
215    215      FU2607  20250904  ...    2725       2762      FU
216    216      FU2608  20250904  ...    2722       2755      FU
217    217      FU2609  20250904  ...    2705       2733      FU
218    218      BU2509  20250904  ...    3504       3533      BU
219    219      BU2510  20250904  ...    3499       3544      BU
220    220      BU2511  20250904  ...    3477       3538      BU
221    221      BU2512  20250904  ...    3428       3487      BU
222    222      BU2601  20250904  ...    3400       3456      BU
223    223      BU2602  20250904  ...    3404       3459      BU
224    224      BU2603  20250904  ...    3406       3455      BU
225    225      BU2604  20250904  ...    3427       3467      BU
226    226      BU2605  20250904  ...    3404       3457      BU
227    227      BU2606  20250904  ...    3398       3449      BU
228    228      BU2607  20250904  ...    3351       3445      BU
229    229      BU2608  20250904  ...    3378       3439      BU
230    230      BU2609  20250904  ...    3377       3416      BU
231    231      BU2612  20250904  ...    3311       3359      BU
232    232      BU2703  20250904  ...    3300       3371      BU
233    233      BU2706  20250904  ...    3310       3360      BU
234    234      BR2509  20250904  ...   11825      11920      BR
235    235      BR2510  20250904  ...   11800      11905      BR
236    236      BR2511  20250904  ...   11785      11890      BR
237    237      BR2512  20250904  ...   11765      11885      BR
238    238      BR2601  20250904  ...   11765      11885      BR
239    239      BR2602  20250904  ...   11800      11960      BR
240    240      BR2603  20250904  ...   11775      11975      BR
241    241      BR2604  20250904  ...   11885      12015      BR
242    242      BR2605  20250904  ...   11880      12015      BR
243    243      BR2606  20250904  ...   11905      12010      BR
244    244      BR2607  20250904  ...   12110      12110      BR
245    245      BR2608  20250904  ...   12135      12135      BR
246    246      RU2509  20250904  ...   14955      14990      RU
247    247      RU2510  20250904  ...   14965      15005      RU
248    248      RU2511  20250904  ...   14920      14960      RU
249    249      RU2601  20250904  ...   15880      15935      RU
250    250      RU2603  20250904  ...   15920      15960      RU
251    251      RU2604  20250904  ...   15935      15950      RU
252    252      RU2605  20250904  ...   15955      16025      RU
253    253      RU2606  20250904  ...   15900      16060      RU
254    254      RU2607  20250904  ...   15965      16120      RU
255    255      RU2608  20250904  ...   16115      16040      RU
256    256      NR2509  20250904  ...   12650      12695      NR
257    257      NR2510  20250904  ...   12720      12765      NR
258    258      NR2511  20250904  ...   12770      12815      NR
259    259      NR2512  20250904  ...   12810      12845      NR
260    260      NR2601  20250904  ...   12835      12885      NR
261    261      NR2602  20250904  ...   12835      12885      NR
262    262      NR2603  20250904  ...   12840      12855      NR
263    263      NR2604  20250904  ...   12830      12875      NR
264    264      NR2605  20250904  ...   12830      12920      NR
265    265      NR2606  20250904  ...   12870      12870      NR
266    266      NR2607  20250904  ...   12810      12890      NR
267    267      NR2608  20250904  ...   12885      12925      NR
268    268      SP2509  20250904  ...    4972       5008      SP
269    269      SP2510  20250904  ...    4998       5034      SP
270    270      SP2511  20250904  ...    5030       5062      SP
271    271      SP2512  20250904  ...    5044       5078      SP
272    272      SP2601  20250904  ...    5312       5340      SP
273    273      SP2602  20250904  ...    5290       5326      SP
274    274      SP2603  20250904  ...    5306       5334      SP
275    275      SP2604  20250904  ...    5328       5342      SP
276    276      SP2605  20250904  ...    5322       5348      SP
277    277      SP2606  20250904  ...    5310       5358      SP
278    278      SP2607  20250904  ...    5326       5354      SP
279    279      SP2608  20250904  ...    5344       5378      SP
280    280      EC2510  20250904  ...  1308.3     1324.2      EC
281    281      EC2512  20250904  ...  1676.5       1704      EC
282    282      EC2602  20250904  ...  1515.1     1536.5      EC
283    283      EC2604  20250904  ...  1249.5     1243.7      EC
284    284      EC2606  20250904  ...  1434.7     1435.8      EC
285    285      EC2608  20250904  ...  1603.8     1601.5      EC
286    289  SC_TAS2510  20250904  ...                     SC_TAS
287    290  SC_TAS2511  20250904  ...                     SC_TAS
288    291  SC_TAS2512  20250904  ...                     SC_TAS
289    292  SC_TAS2601  20250904  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-05 18:26:38,838 - future_1d - INFO - ak.get_shfe_daily('2025-09-04') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250904  52130.0  ...  52230.0     52410.0       PS
1   PS2510  20250904  51800.0  ...  52170.0     52075.0       PS
2   PS2511  20250904  51700.0  ...  52055.0     51910.0       PS
3   PS2512  20250904  54000.0  ...  54320.0     54185.0       PS
4   PS2601  20250904  54060.0  ...  54280.0     54185.0       PS
5   PS2602  20250904  54110.0  ...  54405.0     54370.0       PS
6   PS2603  20250904  54315.0  ...  54535.0     54535.0       PS
7   PS2604  20250904  54515.0  ...  54620.0     54575.0       PS
8   PS2605  20250904  54305.0  ...  54510.0     54415.0       PS
9   PS2606  20250904  56405.0  ...  56630.0     56645.0       PS
10  PS2607  20250904  56525.0  ...  56715.0     56720.0       PS
11  PS2608  20250904  55800.0  ...  56760.0     56870.0       PS
13  SI2509  20250904   8500.0  ...   8560.0      8485.0       SI
14  SI2510  20250904   8400.0  ...   8500.0      8490.0       SI
15  SI2511  20250904   8405.0  ...   8505.0      8505.0       SI
16  SI2512  20250904   8800.0  ...   8865.0      8870.0       SI
17  SI2601  20250904   8765.0  ...   8845.0      8865.0       SI
18  SI2602  20250904   8855.0  ...   8865.0      8855.0       SI
19  SI2603  20250904   8770.0  ...   8840.0      8910.0       SI
20  SI2604  20250904   8740.0  ...   8875.0      8895.0       SI
21  SI2605  20250904   8850.0  ...   8890.0      8920.0       SI
22  SI2606  20250904   8845.0  ...   8900.0      8930.0       SI
23  SI2607  20250904   8860.0  ...   8935.0      8935.0       SI
24  SI2608  20250904   8905.0  ...   8935.0      8935.0       SI
27  LC2509  20250904  72180.0  ...  73300.0     73200.0       LC
28  LC2510  20250904  71100.0  ...  73040.0     72700.0       LC
29  LC2511  20250904  71200.0  ...  73240.0     72660.0       LC
30  LC2512  20250904  71480.0  ...  73300.0     72780.0       LC
31  LC2601  20250904  71440.0  ...  73280.0     72720.0       LC
32  LC2602  20250904  71580.0  ...  72920.0     72580.0       LC
33  LC2603  20250904  71320.0  ...  73040.0     72420.0       LC
34  LC2604  20250904  71420.0  ...  73320.0     72780.0       LC
35  LC2605  20250904  71820.0  ...  73160.0     72520.0       LC
36  LC2606  20250904  71180.0  ...  72840.0     72340.0       LC
37  LC2607  20250904  71500.0  ...  72940.0     72260.0       LC
38  LC2608  20250904  71800.0  ...  73020.0     72560.0       LC

[36 rows x 12 columns]
2025-09-05 18:26:39,132 - future_1d - INFO - ak.get_gfex_daily('2025-09-04') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250904  6818.000  ...  6607.200    6812.000       IC
1   IC2510  20250904  6760.000  ...  6551.200    6754.000       IC
2   IC2512  20250904  6645.000  ...  6437.200    6646.600       IC
3   IC2603  20250904  6495.200  ...  6291.600    6497.200       IC
4   IF2509  20250904  4437.000  ...  4334.200    4432.800       IF
5   IF2510  20250904  4421.000  ...  4324.800    4426.800       IF
6   IF2512  20250904  4407.000  ...  4307.600    4404.000       IF
7   IF2603  20250904  4380.000  ...  4286.600    4381.400       IF
8   IH2509  20250904  2948.600  ...  2893.400    2944.200       IH
9   IH2510  20250904  2944.000  ...  2892.800    2943.600       IH
10  IH2512  20250904  2945.000  ...  2894.000    2943.800       IH
11  IH2603  20250904  2944.000  ...  2897.000    2946.000       IH
12  IM2509  20250904  7168.000  ...  6974.200    7161.400       IM
13  IM2510  20250904  7095.200  ...  6913.800    7095.600       IM
14  IM2512  20250904  6956.200  ...  6778.800    6960.800       IM
15  IM2603  20250904  6775.000  ...  6604.400    6778.600       IM
16   T2509  20250904   108.290  ...   108.385     108.285        T
17   T2512  20250904   108.245  ...   108.270     108.120        T
18   T2603  20250904   108.000  ...   108.005     107.855        T
19  TF2509  20250904   105.800  ...   105.815     105.795       TF
20  TF2512  20250904   105.780  ...   105.745     105.690       TF
21  TF2603  20250904   105.670  ...   105.645     105.590       TF
22  TL2509  20250904   117.950  ...   117.850     117.230       TL
23  TL2512  20250904   117.450  ...   117.400     117.030       TL
24  TL2603  20250904   117.100  ...   117.050     116.640       TL
25  TS2509  20250904   102.364  ...   102.358     102.368       TS
26  TS2512  20250904   102.454  ...   102.440     102.440       TS
27  TS2603  20250904   102.424  ...   102.396     102.394       TS

[28 rows x 12 columns]
2025-09-05 18:26:39,288 - future_1d - INFO - ak.get_cffex_daily('2025-09-04') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250904   8301.0   8348.0  ...   305639.45   8302.0      8370.0       AP
1    AP511  20250904   8140.0   8185.0  ...     2187.84   8138.0      8189.0       AP
2    AP512  20250904   8135.0   8175.0  ...      284.94   8141.0      8167.0       AP
3    AP601  20250904   8199.0   8249.0  ...   209056.58   8208.0      8239.0       AP
4    AP603  20250904   8113.0   8116.0  ...       97.13   8094.0      8119.0       AP
5    AP604  20250904   8119.0   8119.0  ...       48.57   8095.0      8138.0       AP
6    AP605  20250904   8177.0   8190.0  ...     1215.20   8156.0      8201.0       AP
7    CF509  20250904  13640.0  13650.0  ...    14910.49  13590.0     13575.0       CF
8    CF511  20250904  13860.0  13960.0  ...   197694.30  13865.0     13870.0       CF
9    CF601  20250904  13995.0  14100.0  ...  1583600.06  14000.0     14025.0       CF
10   CF603  20250904  13985.0  14045.0  ...     6883.85  13975.0     13985.0       CF
11   CF605  20250904  13970.0  14030.0  ...   130528.34  13950.0     13980.0       CF
12   CF607  20250904  13975.0  14045.0  ...      510.17  13975.0     13985.0       CF
13   CJ509  20250904  10170.0  10175.0  ...      253.11   9925.0     10145.0       CJ
14   CJ512  20250904  11150.0  11165.0  ...    22101.42  10900.0     11225.0       CJ
15   CJ601  20250904  11310.0  11310.0  ...  1457565.16  11000.0     11335.0       CJ
16   CJ603  20250904  11320.0  11330.0  ...    17291.02  11065.0     11380.0       CJ
17   CJ605  20250904  11470.0  11470.0  ...   220948.79  11150.0     11465.0       CJ
18   CJ607  20250904  11565.0  11575.0  ...     4045.77  11335.0     11610.0       CJ
19   CY509  20250904  20100.0  20100.0  ...       80.40  20100.0     19625.0       CY
20   CY510  20250904      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250904  19970.0  20075.0  ...    98610.75  19990.0     19995.0       CY
22   CY512  20250904  19635.0  19635.0  ...        9.82  19635.0     19935.0       CY
23   CY601  20250904  19945.0  20060.0  ...      729.44  19985.0     20010.0       CY
24   CY602  20250904      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250904      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250904      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250904  20215.0  20215.0  ...       10.11  20215.0     20305.0       CY
28   CY606  20250904      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250904      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250904      0.0      0.0  ...        0.00  20245.0     20245.0       CY
31   FG509  20250904    945.0    950.0  ...      288.54    943.0       951.0       FG
32   FG510  20250904   1053.0   1063.0  ...    36204.18   1052.0      1059.0       FG
33   FG511  20250904   1047.0   1052.0  ...   166887.44   1043.0      1048.0       FG
34   FG512  20250904   1151.0   1154.0  ...   100655.42   1144.0      1149.0       FG
35   FG601  20250904   1133.0   1148.0  ...  3086576.37   1133.0      1140.0       FG
36   FG602  20250904   1185.0   1198.0  ...    30594.79   1185.0      1192.0       FG
37   FG603  20250904   1199.0   1199.0  ...     1656.02   1186.0      1195.0       FG
38   FG604  20250904   1249.0   1249.0  ...      296.54   1236.0      1245.0       FG
39   FG605  20250904   1232.0   1245.0  ...    63570.16   1233.0      1239.0       FG
40   FG606  20250904   1268.0   1277.0  ...      339.60   1267.0      1271.0       FG
41   FG607  20250904   1268.0   1270.0  ...      539.06   1259.0      1265.0       FG
42   FG608  20250904   1310.0   1310.0  ...      580.37   1301.0      1300.0       FG
43   JR509  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250904      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250904      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250904      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250904      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250904   2220.0   2230.0  ...     1489.27   2223.0      2225.0       MA
53   MA510  20250904   2281.0   2295.0  ...    19835.19   2285.0      2288.0       MA
54   MA511  20250904   2316.0   2323.0  ...   101225.43   2309.0      2317.0       MA
55   MA512  20250904   2351.0   2365.0  ...    76219.58   2352.0      2361.0       MA
56   MA601  20250904   2380.0   2391.0  ...  1027964.14   2380.0      2387.0       MA
57   MA602  20250904   2388.0   2401.0  ...    11764.02   2392.0      2398.0       MA
58   MA603  20250904   2390.0   2404.0  ...      241.75   2394.0      2402.0       MA
59   MA604  20250904      0.0      0.0  ...        0.00   2391.0      2391.0       MA
60   MA605  20250904   2376.0   2391.0  ...    87389.28   2380.0      2385.0       MA
61   MA606  20250904   2386.0   2394.0  ...       11.94   2389.0      2397.0       MA
62   MA607  20250904   2379.0   2390.0  ...       76.23   2382.0      2386.0       MA
63   MA608  20250904   2381.0   2381.0  ...        2.38   2381.0      2385.0       MA
64   OI509  20250904   9832.0   9900.0  ...       79.01   9877.0      9940.0       OI
65   OI511  20250904   9823.0   9861.0  ...   517470.08   9818.0      9863.0       OI
66   OI601  20250904   9712.0   9757.0  ...  2603780.02   9713.0      9759.0       OI
67   OI603  20250904   9653.0   9668.0  ...     6724.16   9620.0      9684.0       OI
68   OI605  20250904   9550.0   9576.0  ...   181276.78   9519.0      9584.0       OI
69   OI607  20250904   9522.0   9526.0  ...      911.57   9495.0      9547.0       OI
70   PF509  20250904   6350.0   6350.0  ...      370.53   6280.0      6350.0       PF
71   PF510  20250904   6396.0   6400.0  ...   147725.78   6358.0      6438.0       PF
72   PF511  20250904   6400.0   6402.0  ...   651491.63   6352.0      6430.0       PF
73   PF512  20250904   6388.0   6390.0  ...   270434.44   6344.0      6412.0       PF
74   PF601  20250904   6428.0   6430.0  ...    42539.55   6384.0      6460.0       PF
75   PF602  20250904   6438.0   6438.0  ...    52819.96   6404.0      6476.0       PF
76   PF603  20250904   6406.0   6408.0  ...       92.82   6402.0      6482.0       PF
77   PF604  20250904   6458.0   6458.0  ...       58.00   6446.0      6516.0       PF
78   PF605  20250904   6468.0   6482.0  ...      129.25   6462.0      6516.0       PF
79   PF606  20250904   6478.0   6518.0  ...       32.37   6474.0      6534.0       PF
80   PF607  20250904   6482.0   6530.0  ...       19.46   6488.0      6552.0       PF
81   PF608  20250904      0.0      0.0  ...        0.00   6514.0      6548.0       PF
82   PK510  20250904   7958.0   7972.0  ...    26694.65   7956.0      7966.0       PK
83   PK511  20250904   7778.0   7802.0  ...   207314.81   7780.0      7794.0       PK
84   PK512  20250904   7802.0   7802.0  ...    55859.11   7778.0      7800.0       PK
85   PK601  20250904   7840.0   7854.0  ...    26028.86   7826.0      7850.0       PK
86   PK603  20250904   7852.0   7852.0  ...      615.35   7840.0      7856.0       PK
87   PK604  20250904   7862.0   7870.0  ...      125.67   7854.0      7874.0       PK
88   PK605  20250904   7862.0   7870.0  ...     3546.88   7856.0      7870.0       PK
89   PL601  20250904   6414.0   6414.0  ...    40485.34   6378.0      6420.0       PL
90   PL602  20250904   6419.0   6419.0  ...      102.60   6413.0      6446.0       PL
91   PL603  20250904   6428.0   6429.0  ...       77.07   6423.0      6466.0       PL
92   PL604  20250904      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250904   6366.0   6385.0  ...      102.00   6375.0      6403.0       PL
94   PL606  20250904      0.0      0.0  ...        0.00   6438.0      6438.0       PL
95   PL607  20250904      0.0      0.0  ...        0.00   6448.0      6448.0       PL
96   PL608  20250904      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250904      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250904   5818.0   5818.0  ...      278.54   5804.0      5818.0       PR
104  PR510  20250904   5878.0   5878.0  ...    34129.25   5836.0      5900.0       PR
105  PR511  20250904   5884.0   5890.0  ...   894030.69   5828.0      5924.0       PR
106  PR512  20250904   5898.0   5898.0  ...   730192.02   5836.0      5932.0       PR
107  PR601  20250904   5900.0   5902.0  ...   192390.39   5844.0      5926.0       PR
108  PR602  20250904   5898.0   5900.0  ...      114.62   5878.0      5942.0       PR
109  PR603  20250904   5908.0   5912.0  ...      115.04   5900.0      5960.0       PR
110  PR604  20250904   5918.0   5922.0  ...       53.20   5912.0      5986.0       PR
111  PR605  20250904   5922.0   5954.0  ...       79.83   5914.0      5980.0       PR
112  PR606  20250904   5918.0   5982.0  ...       53.44   5938.0      5982.0       PR
113  PR607  20250904   5928.0   5968.0  ...       44.50   5934.0      5986.0       PR
114  PR608  20250904   5920.0   5920.0  ...        8.88   5920.0      5990.0       PR
115  PX509  20250904      0.0      0.0  ...        0.00   6714.0      6714.0       PX
116  PX510  20250904   6806.0   6808.0  ...    37873.27   6702.0      6830.0       PX
117  PX511  20250904   6790.0   6796.0  ...   893469.38   6698.0      6834.0       PX
118  PX512  20250904   6768.0   6768.0  ...   270864.91   6684.0      6814.0       PX
119  PX601  20250904   6748.0   6750.0  ...   203036.17   6670.0      6784.0       PX
120  PX602  20250904   6742.0   6742.0  ...    20414.66   6658.0      6772.0       PX
121  PX603  20250904   6660.0   6660.0  ...        6.66   6660.0      6732.0       PX
122  PX604  20250904   6668.0   6668.0  ...        3.33   6668.0      6766.0       PX
123  PX605  20250904   6710.0   6710.0  ...      726.24   6664.0      6774.0       PX
124  PX606  20250904   6656.0   6656.0  ...        6.64   6640.0      6772.0       PX
125  PX607  20250904   6648.0   6648.0  ...        3.32   6648.0      6750.0       PX
126  PX608  20250904   6652.0   6652.0  ...        3.33   6652.0      6774.0       PX
127  RI509  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250904      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250904   2588.0   2588.0  ...     1254.99   2566.0      2558.0       RM
134  RM511  20250904   2545.0   2559.0  ...    24343.21   2544.0      2551.0       RM
135  RM601  20250904   2516.0   2539.0  ...   771437.85   2524.0      2514.0       RM
136  RM603  20250904   2414.0   2431.0  ...    18022.35   2422.0      2410.0       RM
137  RM605  20250904   2403.0   2416.0  ...   148608.45   2401.0      2400.0       RM
138  RM607  20250904   2392.0   2401.0  ...    14684.87   2389.0      2388.0       RM
139  RM608  20250904   2486.0   2498.0  ...      584.36   2487.0      2478.0       RM
140  RS509  20250904      0.0      0.0  ...        0.00   4804.0      4744.0       RS
141  RS511  20250904   5084.0   5199.0  ...      118.31   5144.0      5080.0       RS
142  RS607  20250904   5479.0   5522.0  ...       77.06   5504.0      5513.0       RS
143  RS608  20250904      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250904   1148.0   1160.0  ...     1853.11   1152.0      1156.0       SA
145  SA510  20250904   1207.0   1211.0  ...    33639.95   1201.0      1206.0       SA
146  SA511  20250904   1212.0   1219.0  ...   239810.92   1206.0      1211.0       SA
147  SA512  20250904   1267.0   1274.0  ...   158323.51   1258.0      1267.0       SA
148  SA601  20250904   1276.0   1283.0  ...  2728485.96   1269.0      1277.0       SA
149  SA602  20250904   1302.0   1313.0  ...    22314.44   1302.0      1305.0       SA
150  SA603  20250904   1308.0   1318.0  ...     3770.98   1301.0      1311.0       SA
151  SA604  20250904   1343.0   1358.0  ...     2482.87   1341.0      1351.0       SA
152  SA605  20250904   1355.0   1363.0  ...    80950.38   1351.0      1356.0       SA
153  SA606  20250904   1354.0   1372.0  ...      568.46   1360.0      1365.0       SA
154  SA607  20250904   1372.0   1374.0  ...      998.69   1364.0      1369.0       SA
155  SA608  20250904   1390.0   1400.0  ...      317.12   1391.0      1394.0       SA
156  SF509  20250904   5308.0   5358.0  ...      835.17   5320.0      5350.0       SF
157  SF510  20250904   5314.0   5370.0  ...    27167.77   5330.0      5362.0       SF
158  SF511  20250904   5482.0   5536.0  ...   400681.47   5492.0      5536.0       SF
159  SF512  20250904   5432.0   5494.0  ...    54154.51   5454.0      5494.0       SF
160  SF601  20250904   5450.0   5500.0  ...   128824.71   5458.0      5498.0       SF
161  SF602  20250904   5430.0   5464.0  ...    14349.72   5426.0      5464.0       SF
162  SF603  20250904   5604.0   5626.0  ...      193.57   5612.0      5646.0       SF
163  SF604  20250904   5590.0   5634.0  ...       16.80   5598.0      5626.0       SF
164  SF605  20250904   5600.0   5634.0  ...     2653.68   5594.0      5628.0       SF
165  SF606  20250904   5544.0   5576.0  ...       41.53   5538.0      5586.0       SF
166  SF607  20250904   5700.0   5734.0  ...       25.66   5704.0      5734.0       SF
167  SF608  20250904   5672.0   5692.0  ...        8.53   5686.0      5706.0       SF
168  SH509  20250904   2500.0   2538.0  ...      194.53   2494.0      2508.0       SH
169  SH510  20250904   2611.0   2629.0  ...   153212.63   2600.0      2628.0       SH
170  SH511  20250904   2650.0   2661.0  ...   813861.79   2634.0      2669.0       SH
171  SH512  20250904   2649.0   2659.0  ...   278045.99   2637.0      2681.0       SH
172  SH601  20250904   2615.0   2622.0  ...  3159076.60   2603.0      2645.0       SH
173  SH602  20250904   2624.0   2630.0  ...    49996.52   2612.0      2651.0       SH
174  SH603  20250904   2635.0   2644.0  ...     3240.89   2628.0      2664.0       SH
175  SH604  20250904   2669.0   2687.0  ...     1017.68   2671.0      2724.0       SH
176  SH605  20250904   2696.0   2703.0  ...    26897.96   2685.0      2723.0       SH
177  SH606  20250904   2703.0   2703.0  ...      193.67   2690.0      2737.0       SH
178  SH607  20250904   2673.0   2693.0  ...       96.44   2679.0      2717.0       SH
179  SH608  20250904   2687.0   2690.0  ...       40.31   2687.0      2729.0       SH
180  SM509  20250904   5608.0   5662.0  ...     4723.16   5630.0      5644.0       SM
181  SM510  20250904   5626.0   5674.0  ...    21242.74   5632.0      5652.0       SM
182  SM511  20250904   5680.0   5752.0  ...   120366.42   5712.0      5734.0       SM
183  SM512  20250904   5692.0   5756.0  ...    65336.30   5718.0      5738.0       SM
184  SM601  20250904   5702.0   5762.0  ...   385953.84   5724.0      5744.0       SM
185  SM602  20250904   5708.0   5770.0  ...    37335.47   5730.0      5752.0       SM
186  SM603  20250904   5718.0   5756.0  ...       54.56   5744.0      5752.0       SM
187  SM604  20250904   5744.0   5756.0  ...        5.75   5750.0      5772.0       SM
188  SM605  20250904   5734.0   5798.0  ...     4171.31   5762.0      5782.0       SM
189  SM606  20250904   5750.0   5796.0  ...       66.42   5776.0      5788.0       SM
190  SM607  20250904   5784.0   5816.0  ...       37.58   5782.0      5810.0       SM
191  SM608  20250904   5796.0   5796.0  ...        2.90   5796.0      5832.0       SM
192  SR509  20250904   5575.0   5579.0  ...     1225.00   5568.0      5609.0       SR
193  SR511  20250904   5585.0   5585.0  ...   168854.17   5558.0      5566.0       SR
194  SR601  20250904   5566.0   5566.0  ...  1015346.48   5540.0      5569.0       SR
195  SR603  20250904   5537.0   5539.0  ...     3918.06   5526.0      5550.0       SR
196  SR605  20250904   5533.0   5538.0  ...    67591.22   5518.0      5539.0       SR
197  SR607  20250904   5528.0   5529.0  ...     2432.82   5517.0      5536.0       SR
198  TA509  20250904   4630.0   4652.0  ...     6248.31   4594.0      4692.0       TA
199  TA510  20250904   4690.0   4702.0  ...   117870.05   4650.0      4730.0       TA
200  TA511  20250904   4706.0   4714.0  ...   393180.82   4660.0      4740.0       TA
201  TA512  20250904   4720.0   4722.0  ...   181827.79   4672.0      4750.0       TA
202  TA601  20250904   4724.0   4730.0  ...  2278656.83   4676.0      4754.0       TA
203  TA602  20250904   4730.0   4736.0  ...    17799.45   4680.0      4764.0       TA
204  TA603  20250904   4740.0   4740.0  ...      256.88   4714.0      4774.0       TA
205  TA604  20250904   4708.0   4708.0  ...       35.22   4696.0      4766.0       TA
206  TA605  20250904   4772.0   4772.0  ...    53037.48   4712.0      4796.0       TA
207  TA606  20250904   4752.0   4752.0  ...       42.46   4718.0      4794.0       TA
208  TA607  20250904   4742.0   4752.0  ...       44.93   4730.0      4804.0       TA
209  TA608  20250904   4770.0   4770.0  ...       23.76   4752.0      4816.0       TA
210  UR509  20250904   1662.0   1665.0  ...     3110.27   1661.0      1670.0       UR
211  UR510  20250904   1677.0   1684.0  ...     6491.66   1679.0      1692.0       UR
212  UR511  20250904   1705.0   1716.0  ...    42695.49   1710.0      1731.0       UR
213  UR512  20250904   1708.0   1718.0  ...    18076.47   1712.0      1734.0       UR
214  UR601  20250904   1712.0   1718.0  ...   520846.89   1713.0      1737.0       UR
215  UR602  20250904   1711.0   1716.0  ...     1286.18   1710.0      1734.0       UR
216  UR603  20250904   1769.0   1769.0  ...      105.84   1764.0      1769.0       UR
217  UR604  20250904   1759.0   1759.0  ...       24.60   1757.0      1767.0       UR
218  UR605  20250904   1758.0   1761.0  ...    19435.75   1754.0      1776.0       UR
219  UR606  20250904   1755.0   1756.0  ...      220.48   1750.0      1764.0       UR
220  UR607  20250904   1777.0   1781.0  ...      305.67   1777.0      1782.0       UR
221  UR608  20250904   1776.0   1776.0  ...      230.43   1773.0      1786.0       UR
222  WH509  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250904      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250904      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-05 18:26:39,586 - future_1d - INFO - ak.get_czce_daily('2025-09-04') done
2025-09-05 18:26:41,335 - future_1d - INFO - save future_daily 2025-09-04 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250905   4070.00  ...   4056.00     4056.00        A
1     a2511  20250905   3975.00  ...   3975.00     3966.00        A
2     a2601  20250905   3969.00  ...   3974.00     3966.00        A
3     a2603  20250905   3968.00  ...   3975.00     3968.00        A
4     a2605  20250905   4017.00  ...   4020.00     4012.00        A
5     a2607  20250905   4009.00  ...   4023.00     4016.00        A
6     b2509  20250905      0.00  ...   3681.00     3681.00        B
7     b2510  20250905   3685.00  ...   3693.00     3695.00        B
8     b2511  20250905   3703.00  ...   3732.00     3728.00        B
9     b2512  20250905   3737.00  ...   3760.00     3761.00        B
10    b2601  20250905   3740.00  ...   3758.00     3759.00        B
11    b2602  20250905   3720.00  ...   3740.00     3745.00        B
12    b2603  20250905   3685.00  ...   3702.00     3699.00        B
13    b2604  20250905   3585.00  ...   3594.00     3602.00        B
14    b2605  20250905   3511.00  ...   3521.00     3528.00        B
15    b2606  20250905   3496.00  ...   3503.00     3512.00        B
16    b2607  20250905   3504.00  ...   3507.00     3516.00        B
17    b2608  20250905   3599.00  ...   3593.00     3604.00        B
18   bb2509  20250905      0.00  ...    136.00      136.00       BB
19   bb2511  20250905    141.35  ...    141.50      142.25       BB
20   bb2601  20250905    145.90  ...    146.30      146.15       BB
21   bb2603  20250905    145.65  ...    145.75      146.40       BB
22   bb2605  20250905      0.00  ...    140.15      140.75       BB
23   bb2607  20250905      0.00  ...    144.95      145.55       BB
24   bz2603  20250905   5984.00  ...   6020.00     5967.00       BZ
25   bz2604  20250905   5973.00  ...   5987.00     5947.00       BZ
26   bz2605  20250905   5995.00  ...   5989.00     5960.00       BZ
27   bz2606  20250905   5991.00  ...   5991.00     5953.00       BZ
28   bz2607  20250905      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250905      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250905   2295.00  ...   2297.00     2315.00        C
31    c2511  20250905   2212.00  ...   2219.00     2200.00        C
32    c2601  20250905   2195.00  ...   2200.00     2187.00        C
33    c2603  20250905   2207.00  ...   2210.00     2200.00        C
34    c2605  20250905   2255.00  ...   2260.00     2249.00        C
35    c2607  20250905   2266.00  ...   2271.00     2261.00        C
36   cs2509  20250905   2490.00  ...   2496.00     2480.00       CS
37   cs2511  20250905   2499.00  ...   2512.00     2492.00       CS
38   cs2601  20250905   2523.00  ...   2537.00     2514.00       CS
39   cs2603  20250905   2530.00  ...   2543.00     2521.00       CS
40   cs2605  20250905   2603.00  ...   2610.00     2593.00       CS
41   cs2607  20250905   2607.00  ...   2610.00     2596.00       CS
42   eb2509  20250905   6936.00  ...   6975.00     6927.00       EB
43   eb2510  20250905   6980.00  ...   7064.00     6992.00       EB
44   eb2511  20250905   6990.00  ...   7077.00     7008.00       EB
45   eb2512  20250905   7020.00  ...   7087.00     7025.00       EB
46   eb2601  20250905   7048.00  ...   7113.00     7062.00       EB
47   eb2602  20250905   7089.00  ...   7136.00     7088.00       EB
48   eb2603  20250905   7137.00  ...   7183.00     7123.00       EB
49   eb2604  20250905   7164.00  ...   7205.00     7152.00       EB
50   eb2605  20250905   7168.00  ...   7222.00     7166.00       EB
51   eb2606  20250905   7195.00  ...   7204.00     7200.00       EB
52   eb2607  20250905      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250905      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250905   4500.00  ...   4428.00     4349.00       EG
55   eg2510  20250905   4343.00  ...   4365.00     4342.00       EG
56   eg2511  20250905   4360.00  ...   4354.00     4346.00       EG
57   eg2512  20250905   4340.00  ...   4350.00     4343.00       EG
58   eg2601  20250905   4357.00  ...   4354.00     4344.00       EG
59   eg2602  20250905   4358.00  ...   4350.00     4351.00       EG
60   eg2603  20250905   4366.00  ...   4365.00     4346.00       EG
61   eg2604  20250905      0.00  ...   4365.00     4365.00       EG
62   eg2605  20250905   4388.00  ...   4383.00     4376.00       EG
63   eg2606  20250905   4376.00  ...   4408.00     4370.00       EG
64   eg2607  20250905      0.00  ...   4447.00     4447.00       EG
65   eg2608  20250905      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250905      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250905   1279.50  ...   1277.00     1278.00       FB
68   fb2511  20250905   1258.00  ...   1253.50     1254.00       FB
69   fb2512  20250905   1255.00  ...   1253.50     1257.50       FB
70   fb2601  20250905   1249.00  ...   1247.00     1252.50       FB
71   fb2602  20250905   1240.50  ...   1241.00     1248.50       FB
72   fb2603  20250905   1246.50  ...   1245.00     1247.50       FB
73   fb2604  20250905      0.00  ...   1259.00     1259.00       FB
74   fb2605  20250905      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250905      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250905      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250905   1214.00  ...   1244.00     1302.50       FB
78    i2509  20250905    844.00  ...    834.00      822.00        I
79    i2510  20250905    810.00  ...    807.50      803.00        I
80    i2511  20250905    805.50  ...    802.50      798.50        I
81    i2512  20250905    800.00  ...    796.50      792.50        I
82    i2601  20250905    789.00  ...    787.00      783.50        I
83    i2602  20250905    785.00  ...    781.00      779.00        I
84    i2603  20250905    780.00  ...    776.00      772.50        I
85    i2604  20250905    775.50  ...    771.00      768.00        I
86    i2605  20250905    766.00  ...    763.00      761.00        I
87    i2606  20250905    761.00  ...    757.50      755.50        I
88    i2607  20250905    756.50  ...    753.00      750.50        I
89    i2608  20250905    751.50  ...    749.00      747.00        I
90    j2509  20250905   1460.00  ...   1512.50     1449.50        J
91    j2510  20250905   1487.50  ...   1517.50     1485.00        J
92    j2511  20250905   1517.50  ...   1548.00     1517.00        J
93    j2512  20250905   1555.50  ...   1579.00     1547.50        J
94    j2601  20250905   1580.00  ...   1616.50     1572.50        J
95    j2602  20250905   1645.50  ...   1649.00     1596.50        J
96    j2603  20250905   1622.50  ...   1673.00     1612.50        J
97    j2604  20250905   1742.00  ...   1741.50     1647.50        J
98    j2605  20250905   1684.50  ...   1720.00     1668.50        J
99    j2606  20250905      0.00  ...   1719.00     1716.50        J
100   j2607  20250905   1775.00  ...   1738.50     1694.00        J
101   j2608  20250905      0.00  ...   1710.50     1691.50        J
102  jd2509  20250905   2920.00  ...   2920.00     2944.00       JD
103  jd2510  20250905   3020.00  ...   2993.00     3016.00       JD
104  jd2511  20250905   3076.00  ...   3028.00     3075.00       JD
105  jd2512  20250905   3229.00  ...   3197.00     3235.00       JD
106  jd2601  20250905   3396.00  ...   3375.00     3412.00       JD
107  jd2602  20250905   3135.00  ...   3121.00     3143.00       JD
108  jd2603  20250905   3145.00  ...   3129.00     3144.00       JD
109  jd2604  20250905   3323.00  ...   3313.00     3331.00       JD
110  jd2605  20250905   3450.00  ...   3444.00     3458.00       JD
111  jd2606  20250905   3260.00  ...   3272.00     3286.00       JD
112  jd2607  20250905   3495.00  ...   3493.00     3497.00       JD
113  jd2608  20250905   3905.00  ...   3899.00     3904.00       JD
114  jm2509  20250905    941.00  ...    956.50      935.00       JM
115  jm2510  20250905    930.00  ...    965.00      932.50       JM
116  jm2511  20250905    989.50  ...   1026.50      990.00       JM
117  jm2512  20250905   1045.00  ...   1088.00     1043.00       JM
118  jm2601  20250905   1095.00  ...   1127.50     1089.50       JM
119  jm2602  20250905   1114.00  ...   1156.50     1106.50       JM
120  jm2603  20250905   1126.00  ...   1170.50     1124.00       JM
121  jm2604  20250905   1136.50  ...   1186.50     1136.00       JM
122  jm2605  20250905   1152.00  ...   1197.50     1139.50       JM
123  jm2606  20250905   1172.50  ...   1206.00     1154.50       JM
124  jm2607  20250905   1175.00  ...   1214.00     1170.50       JM
125  jm2608  20250905   1191.50  ...   1231.00     1176.50       JM
126   l2509  20250905   7165.00  ...   7165.00     7161.00        L
127   l2510  20250905   7212.00  ...   7214.00     7211.00        L
128   l2511  20250905   7219.00  ...   7220.00     7219.00        L
129   l2512  20250905   7224.00  ...   7232.00     7227.00        L
130   l2601  20250905   7225.00  ...   7234.00     7224.00        L
131   l2602  20250905   7208.00  ...   7223.00     7215.00        L
132   l2603  20250905   7214.00  ...   7219.00     7212.00        L
133   l2604  20250905   7229.00  ...   7242.00     7237.00        L
134   l2605  20250905   7214.00  ...   7236.00     7218.00        L
135   l2606  20250905   7227.00  ...   7253.00     7227.00        L
136   l2607  20250905   7241.00  ...   7251.00     7250.00        L
137   l2608  20250905   7254.00  ...   7267.00     7255.00        L
138  lg2509  20250905    780.50  ...    779.50      775.50       LG
139  lg2511  20250905    796.00  ...    797.00      795.50       LG
140  lg2601  20250905    821.00  ...    817.00      815.50       LG
141  lg2603  20250905    825.00  ...    823.50      823.50       LG
142  lg2605  20250905    831.50  ...    829.50      828.50       LG
143  lg2607  20250905    833.00  ...    832.00      829.00       LG
144  lh2509  20250905  13175.00  ...  13165.00    13175.00       LH
145  lh2511  20250905  13365.00  ...  13300.00    13410.00       LH
146  lh2601  20250905  13755.00  ...  13720.00    13805.00       LH
147  lh2603  20250905  13035.00  ...  13010.00    13045.00       LH
148  lh2605  20250905  13555.00  ...  13515.00    13580.00       LH
149  lh2607  20250905  14200.00  ...  14135.00    14210.00       LH
150   m2509  20250905   3000.00  ...   3028.00     3004.00        M
151   m2511  20250905   3007.00  ...   3028.00     3032.00        M
152   m2512  20250905   3054.00  ...   3067.00     3075.00        M
153   m2601  20250905   3043.00  ...   3058.00     3063.00        M
154   m2603  20250905   2984.00  ...   2992.00     3002.00        M
155   m2605  20250905   2803.00  ...   2806.00     2817.00        M
156   m2607  20250905   2795.00  ...   2791.00     2803.00        M
157   m2608  20250905   2919.00  ...   2917.00     2929.00        M
158   p2509  20250905   9358.00  ...   9354.00     9352.00        P
159   p2510  20250905   9354.00  ...   9420.00     9358.00        P
160   p2511  20250905   9348.00  ...   9428.00     9340.00        P
161   p2512  20250905   9352.00  ...   9462.00     9354.00        P
162   p2601  20250905   9382.00  ...   9456.00     9376.00        P
163   p2602  20250905   9368.00  ...   9414.00     9354.00        P
164   p2603  20250905   9310.00  ...   9380.00     9298.00        P
165   p2604  20250905   9248.00  ...   9324.00     9224.00        P
166   p2605  20250905   9158.00  ...   9228.00     9156.00        P
167   p2606  20250905   9058.00  ...   9148.00     9066.00        P
168   p2607  20250905   8960.00  ...   9032.00     8968.00        P
169   p2608  20250905   8930.00  ...   8944.00     8930.00        P
170  pg2509  20250905   3759.00  ...   3759.00     3736.00       PG
171  pg2510  20250905   4361.00  ...   4381.00     4383.00       PG
172  pg2511  20250905   4303.00  ...   4311.00     4310.00       PG
173  pg2512  20250905   4240.00  ...   4248.00     4247.00       PG
174  pg2601  20250905   4174.00  ...   4188.00     4186.00       PG
175  pg2602  20250905   4107.00  ...   4126.00     4123.00       PG
176  pg2603  20250905   4022.00  ...   4036.00     4036.00       PG
177  pg2604  20250905   4364.00  ...   4369.00     4361.00       PG
178  pg2605  20250905   4282.00  ...   4283.00     4285.00       PG
179  pg2606  20250905   4227.00  ...   4227.00     4236.00       PG
180  pg2607  20250905   4179.00  ...   4167.00     4177.00       PG
181  pg2608  20250905      0.00  ...   4136.00     4136.00       PG
182  pp2509  20250905   6838.00  ...   6832.00     6838.00       PP
183  pp2510  20250905   6888.00  ...   6887.00     6876.00       PP
184  pp2511  20250905   6909.00  ...   6917.00     6904.00       PP
185  pp2512  20250905   6920.00  ...   6940.00     6922.00       PP
186  pp2601  20250905   6939.00  ...   6951.00     6930.00       PP
187  pp2602  20250905   6907.00  ...   6933.00     6910.00       PP
188  pp2603  20250905   6914.00  ...   6929.00     6926.00       PP
189  pp2604  20250905   6938.00  ...   6953.00     6937.00       PP
190  pp2605  20250905   6945.00  ...   6969.00     6943.00       PP
191  pp2606  20250905   6907.00  ...   6935.00     6904.00       PP
192  pp2607  20250905   6916.00  ...   6914.00     6897.00       PP
193  pp2608  20250905   6920.00  ...   6922.00     6904.00       PP
194  rr2509  20250905      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250905   3610.00  ...   3612.00     3610.00       RR
196  rr2511  20250905   3611.00  ...   3613.00     3609.00       RR
197  rr2512  20250905   3602.00  ...   3605.00     3605.00       RR
198  rr2601  20250905   3619.00  ...   3620.00     3620.00       RR
199  rr2602  20250905   3603.00  ...   3605.00     3604.00       RR
200  rr2603  20250905   3612.00  ...   3612.00     3608.00       RR
201  rr2604  20250905      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250905      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250905      0.00  ...   3602.00     3601.00       RR
204  rr2607  20250905      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250905      0.00  ...   3625.00     3625.00       RR
206   v2509  20250905   4713.00  ...   4727.00     4713.00        V
207   v2510  20250905   4786.00  ...   4781.00     4761.00        V
208   v2511  20250905   4803.00  ...   4818.00     4793.00        V
209   v2512  20250905   4835.00  ...   4861.00     4827.00        V
210   v2601  20250905   4880.00  ...   4886.00     4870.00        V
211   v2602  20250905   4914.00  ...   4921.00     4903.00        V
212   v2603  20250905   4952.00  ...   4957.00     4939.00        V
213   v2604  20250905   5152.00  ...   5174.00     5132.00        V
214   v2605  20250905   5192.00  ...   5191.00     5172.00        V
215   v2606  20250905   5215.00  ...   5232.00     5200.00        V
216   v2607  20250905   5249.00  ...   5263.00     5232.00        V
217   v2608  20250905   5274.00  ...   5288.00     5261.00        V
218   y2509  20250905   8400.00  ...   8420.00     8410.00        Y
219   y2511  20250905   8366.00  ...   8424.00     8370.00        Y
220   y2512  20250905   8392.00  ...   8446.00     8398.00        Y
221   y2601  20250905   8340.00  ...   8400.00     8348.00        Y
222   y2603  20250905   8296.00  ...   8326.00     8298.00        Y
223   y2605  20250905   8052.00  ...   8092.00     8060.00        Y
224   y2607  20250905   8008.00  ...   8052.00     8022.00        Y
225   y2608  20250905   8038.00  ...   8056.00     8012.00        Y

[226 rows x 12 columns]
2025-09-05 18:26:45,679 - future_1d - INFO - ak.get_dce_daily('2025-09-05') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250905   480.2  ...   482.3      483.6      SC
1       SC2511  20250905   482.8  ...   481.9      484.6      SC
2       SC2512  20250905   480.3  ...   481.1      484.4      SC
3       SC2601  20250905   479.6  ...   479.5      483.6      SC
4       SC2602  20250905   478.2  ...   477.5      482.5      SC
5       SC2603  20250905   475.7  ...   475.2      480.3      SC
6       SC2604  20250905   474.2  ...   473.7      478.5      SC
7       SC2605  20250905   471.6  ...   472.5      475.5      SC
8       SC2606  20250905     472  ...   471.5      475.8      SC
9       SC2607  20250905   471.3  ...   470.4      473.9      SC
10      SC2608  20250905   469.4  ...     469      473.8      SC
11      SC2609  20250905   467.5  ...   467.9        474      SC
12      SC2612  20250905   467.5  ...   467.1      473.4      SC
13      SC2703  20250905   467.9  ...   466.8      470.9      SC
14      SC2706  20250905     465  ...     465      466.9      SC
15      SC2709  20250905   464.6  ...   464.6      468.8      SC
16      SC2712  20250905   464.3  ...   464.6      466.2      SC
17      SC2803  20250905          ...   462.6      468.1      SC
18      SC2806  20250905     463  ...   460.6      466.8      SC
19      SC2809  20250905   458.8  ...     458      464.1      SC
21      LU2510  20250905    3392  ...    3366       3421      LU
22      LU2511  20250905    3410  ...    3389       3442      LU
23      LU2512  20250905    3410  ...    3386       3440      LU
24      LU2601  20250905    3396  ...    3375       3423      LU
25      LU2602  20250905    3375  ...    3358       3401      LU
26      LU2603  20250905    3353  ...    3351       3403      LU
27      LU2604  20250905    3350  ...    3350       3378      LU
28      LU2605  20250905    3337  ...    3345       3362      LU
29      LU2606  20250905    3335  ...    3337       3366      LU
30      LU2607  20250905    3334  ...    3334       3370      LU
31      LU2608  20250905    3330  ...    3337       3370      LU
32      LU2609  20250905    3323  ...    3318       3360      LU
34      NR2509  20250905   12600  ...   12790      12650      NR
35      NR2510  20250905   12735  ...   12890      12720      NR
36      NR2511  20250905   12790  ...   12955      12770      NR
37      NR2512  20250905   12830  ...   12990      12810      NR
38      NR2601  20250905   12845  ...   13025      12835      NR
39      NR2602  20250905   12810  ...   13050      12835      NR
40      NR2603  20250905   12820  ...   13010      12840      NR
41      NR2604  20250905   12945  ...   13010      12830      NR
42      NR2605  20250905   12935  ...   12990      12830      NR
43      NR2606  20250905   12870  ...   13000      12870      NR
44      NR2607  20250905   12880  ...   12880      12810      NR
45      NR2608  20250905   12910  ...   12915      12885      NR
47      BC2509  20250905          ...   70330      70130      BC
48      BC2510  20250905   70740  ...   70890      71020      BC
49      BC2511  20250905   70790  ...   70950      71020      BC
50      BC2512  20250905   70790  ...   70790      71100      BC
51      BC2601  20250905          ...   71280      71280      BC
52      BC2602  20250905          ...   70900      70700      BC
53      BC2603  20250905          ...   71360      71360      BC
54      BC2604  20250905          ...   71200      71200      BC
55      BC2605  20250905          ...   71170      71170      BC
56      BC2606  20250905          ...   70700      70700      BC
57      BC2607  20250905          ...   70900      70600      BC
58      BC2608  20250905          ...   70800      70440      BC
60      EC2510  20250905    1300  ...  1318.7     1308.3      EC
61      EC2512  20250905    1670  ...    1696     1676.5      EC
62      EC2602  20250905  1517.2  ...  1531.5     1515.1      EC
63      EC2604  20250905    1246  ...    1253     1249.5      EC
64      EC2606  20250905  1437.5  ...  1445.6     1434.7      EC
65      EC2608  20250905  1582.9  ...    1607     1603.8      EC
68  SC_TAS2510  20250905          ...                     SC_TAS
69  SC_TAS2511  20250905          ...                     SC_TAS
70  SC_TAS2512  20250905          ...                     SC_TAS
71  SC_TAS2601  20250905          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-05 18:26:45,742 - future_1d - INFO - ak.get_ine_daily('2025-09-05') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250905  ...   79980      79910      CU
1        1      CU2510  20250905  ...   79940      79980      CU
2        2      CU2511  20250905  ...   79930      79960      CU
3        3      CU2512  20250905  ...   79880      79910      CU
4        4      CU2601  20250905  ...   79900      79870      CU
5        5      CU2602  20250905  ...   79890      79930      CU
6        6      CU2603  20250905  ...   79850      79850      CU
7        7      CU2604  20250905  ...   79890      79910      CU
8        8      CU2605  20250905  ...   80000      79980      CU
9        9      CU2606  20250905  ...   79900      79790      CU
10      10      CU2607  20250905  ...   79880      79820      CU
11      11      CU2608  20250905  ...   79920      79860      CU
12      12      BC2509  20250905  ...   70330      70130      BC
13      13      BC2510  20250905  ...   70890      71020      BC
14      14      BC2511  20250905  ...   70950      71020      BC
15      15      BC2512  20250905  ...   70790      71100      BC
16      16      BC2601  20250905  ...   71280      71280      BC
17      17      BC2602  20250905  ...   70900      70700      BC
18      18      BC2603  20250905  ...   71360      71360      BC
19      19      BC2604  20250905  ...   71200      71200      BC
20      20      BC2605  20250905  ...   71170      71170      BC
21      21      BC2606  20250905  ...   70700      70700      BC
22      22      BC2607  20250905  ...   70900      70600      BC
23      23      BC2608  20250905  ...   70800      70440      BC
24      24      AL2509  20250905  ...   20675      20630      AL
25      25      AL2510  20250905  ...   20670      20635      AL
26      26      AL2511  20250905  ...   20655      20630      AL
27      27      AL2512  20250905  ...   20640      20620      AL
28      28      AL2601  20250905  ...   20625      20615      AL
29      29      AL2602  20250905  ...   20625      20590      AL
30      30      AL2603  20250905  ...   20665      20635      AL
31      31      AL2604  20250905  ...   20700      20665      AL
32      32      AL2605  20250905  ...   20725      20675      AL
33      33      AL2606  20250905  ...   20740      20690      AL
34      34      AL2607  20250905  ...   20750      20720      AL
35      35      AL2608  20250905  ...   20720      20690      AL
36      36      ZN2509  20250905  ...   22070      22085      ZN
37      37      ZN2510  20250905  ...   22115      22135      ZN
38      38      ZN2511  20250905  ...   22115      22140      ZN
39      39      ZN2512  20250905  ...   22120      22170      ZN
40      40      ZN2601  20250905  ...   22125      22135      ZN
41      41      ZN2602  20250905  ...   22165      22110      ZN
42      42      ZN2603  20250905  ...   22175      22140      ZN
43      43      ZN2604  20250905  ...   22165      22180      ZN
44      44      ZN2605  20250905  ...   22185      22185      ZN
45      45      ZN2606  20250905  ...   22220      22160      ZN
46      46      ZN2607  20250905  ...   22225      22190      ZN
47      47      ZN2608  20250905  ...   22205      22185      ZN
48      48      PB2509  20250905  ...   16815      16810      PB
49      49      PB2510  20250905  ...   16880      16865      PB
50      50      PB2511  20250905  ...   16885      16875      PB
51      51      PB2512  20250905  ...   16900      16890      PB
52      52      PB2601  20250905  ...   16910      16880      PB
53      53      PB2602  20250905  ...   16925      16910      PB
54      54      PB2603  20250905  ...   16960      16960      PB
55      55      PB2604  20250905  ...   16995      16995      PB
56      56      PB2605  20250905  ...   16995      17010      PB
57      57      PB2606  20250905  ...   17020      17020      PB
58      58      PB2607  20250905  ...   17065      17050      PB
59      59      PB2608  20250905  ...   17080      17080      PB
60      60      NI2509  20250905  ...  120700     121070      NI
61      61      NI2510  20250905  ...  121100     121510      NI
62      62      NI2511  20250905  ...  121240     121500      NI
63      63      NI2512  20250905  ...  121450     121730      NI
64      64      NI2601  20250905  ...  121700     121950      NI
65      65      NI2602  20250905  ...  121950     122290      NI
66      66      NI2603  20250905  ...  122210     122580      NI
67      67      NI2604  20250905  ...  122410     123220      NI
68      68      NI2605  20250905  ...  122470     122920      NI
69      69      NI2606  20250905  ...  122860     123610      NI
70      70      NI2607  20250905  ...  123070     123650      NI
71      71      NI2608  20250905  ...  123420     123810      NI
72      72      SN2509  20250905  ...  271760     272280      SN
73      73      SN2510  20250905  ...  272250     272800      SN
74      74      SN2511  20250905  ...  272440     273040      SN
75      75      SN2512  20250905  ...  272380     273170      SN
76      76      SN2601  20250905  ...  272240     272850      SN
77      77      SN2602  20250905  ...  271860     272590      SN
78      78      SN2603  20250905  ...  272070     272670      SN
79      79      SN2604  20250905  ...  273030     273030      SN
80      80      SN2605  20250905  ...  273110     272840      SN
81      81      SN2606  20250905  ...  272980     273740      SN
82      82      SN2607  20250905  ...  272930     273700      SN
83      83      SN2608  20250905  ...  272970     274450      SN
84      84      AO2509  20250905  ...    2948       2950      AO
85      85      AO2510  20250905  ...    2968       2962      AO
86      86      AO2511  20250905  ...    2975       2966      AO
87      87      AO2512  20250905  ...    2979       2966      AO
88      88      AO2601  20250905  ...    2985       2973      AO
89      89      AO2602  20250905  ...    2982       2970      AO
90      90      AO2603  20250905  ...    3025       2974      AO
91      91      AO2604  20250905  ...    3029       2988      AO
92      92      AO2605  20250905  ...    3051       2996      AO
93      93      AO2606  20250905  ...    3062       2996      AO
94      94      AO2607  20250905  ...    3075       3002      AO
95      95      AO2608  20250905  ...    3072       2999      AO
96      96      AD2511  20250905  ...   20260      20235      AD
97      97      AD2512  20250905  ...   20295      20270      AD
98      98      AD2601  20250905  ...   20285      20255      AD
99      99      AD2602  20250905  ...   20250      20345      AD
100    100      AD2603  20250905  ...   20310      20310      AD
101    101      AD2604  20250905  ...   20240      20240      AD
102    102      AD2605  20250905  ...   20185      20205      AD
103    103      AD2606  20250905  ...   20155      20155      AD
104    104      AD2607  20250905  ...   20135      20135      AD
105    105      AD2608  20250905  ...   20170      20170      AD
106    106      AU2509  20250905  ...  814.12     816.08      AU
107    107      AU2510  20250905  ...  814.56      816.1      AU
108    108      AU2511  20250905  ...  816.12     817.06      AU
109    109      AU2512  20250905  ...  816.56      817.6      AU
110    110      AU2602  20250905  ...  818.66     819.98      AU
111    111      AU2604  20250905  ...  820.78      822.1      AU
112    112      AU2606  20250905  ...  823.36     824.12      AU
113    113      AU2608  20250905  ...  825.28      826.8      AU
114    114      AG2509  20250905  ...    9760       9786      AG
115    115      AG2510  20250905  ...    9763       9846      AG
116    116      AG2511  20250905  ...    9774       9853      AG
117    117      AG2512  20250905  ...    9786       9856      AG
118    118      AG2601  20250905  ...    9794       9878      AG
119    119      AG2602  20250905  ...    9807       9886      AG
120    120      AG2603  20250905  ...    9822       9909      AG
121    121      AG2604  20250905  ...    9832       9907      AG
122    122      AG2605  20250905  ...    9843       9913      AG
123    123      AG2606  20250905  ...    9860       9924      AG
124    124      AG2607  20250905  ...    9876       9919      AG
125    125      AG2608  20250905  ...    9888       9962      AG
126    126      RB2509  20250905  ...    2967       2961      RB
127    127      RB2510  20250905  ...    3042       3030      RB
128    128      RB2511  20250905  ...    3064       3053      RB
129    129      RB2512  20250905  ...    3110       3093      RB
130    130      RB2601  20250905  ...    3126       3110      RB
131    131      RB2602  20250905  ...    3122       3105      RB
132    132      RB2603  20250905  ...    3139       3125      RB
133    133      RB2604  20250905  ...    3167       3143      RB
134    134      RB2605  20250905  ...    3172       3158      RB
135    135      RB2606  20250905  ...    3185       3174      RB
136    136      RB2607  20250905  ...    3206       3200      RB
137    137      RB2608  20250905  ...    3216       3198      RB
138    138      WR2509  20250905  ...    3342       3342      WR
139    139      WR2510  20250905  ...    3289       3265      WR
140    140      WR2511  20250905  ...    3311       3311      WR
141    141      WR2512  20250905  ...    3349       3349      WR
142    142      WR2601  20250905  ...    3336       3336      WR
143    143      WR2602  20250905  ...    3337       3337      WR
144    144      WR2603  20250905  ...    3435       3435      WR
145    145      WR2604  20250905  ...    3400       3400      WR
146    146      WR2605  20250905  ...    3429       3429      WR
147    147      WR2606  20250905  ...    3375       3375      WR
148    148      WR2607  20250905  ...    3387       3387      WR
149    149      WR2608  20250905  ...    3374       3350      WR
150    150      HC2509  20250905  ...    3377       3371      HC
151    151      HC2510  20250905  ...    3344       3320      HC
152    152      HC2511  20250905  ...    3331       3312      HC
153    153      HC2512  20250905  ...    3341       3321      HC
154    154      HC2601  20250905  ...    3320       3306      HC
155    155      HC2602  20250905  ...    3320       3302      HC
156    156      HC2603  20250905  ...    3325       3311      HC
157    157      HC2604  20250905  ...    3325       3316      HC
158    158      HC2605  20250905  ...    3331       3316      HC
159    159      HC2606  20250905  ...    3326       3314      HC
160    160      HC2607  20250905  ...    3328       3323      HC
161    161      HC2608  20250905  ...    3328       3317      HC
162    162      SS2509  20250905  ...   12730      12835      SS
163    163      SS2510  20250905  ...   12770      12890      SS
164    164      SS2511  20250905  ...   12845      12960      SS
165    165      SS2512  20250905  ...   12880      12995      SS
166    166      SS2601  20250905  ...   12940      13050      SS
167    167      SS2602  20250905  ...   12965      13095      SS
168    168      SS2603  20250905  ...   13030      13175      SS
169    169      SS2604  20250905  ...   13095      13225      SS
170    170      SS2605  20250905  ...   13190      13305      SS
171    171      SS2606  20250905  ...   13260      13360      SS
172    172      SS2607  20250905  ...   13320      13410      SS
173    173      SS2608  20250905  ...   13310      13455      SS
174    174      SC2510  20250905  ...   482.3      483.6      SC
175    175      SC2511  20250905  ...   481.9      484.6      SC
176    176      SC2512  20250905  ...   481.1      484.4      SC
177    177      SC2601  20250905  ...   479.5      483.6      SC
178    178      SC2602  20250905  ...   477.5      482.5      SC
179    179      SC2603  20250905  ...   475.2      480.3      SC
180    180      SC2604  20250905  ...   473.7      478.5      SC
181    181      SC2605  20250905  ...   472.5      475.5      SC
182    182      SC2606  20250905  ...   471.5      475.8      SC
183    183      SC2607  20250905  ...   470.4      473.9      SC
184    184      SC2608  20250905  ...     469      473.8      SC
185    185      SC2609  20250905  ...   467.9        474      SC
186    186      SC2612  20250905  ...   467.1      473.4      SC
187    187      SC2703  20250905  ...   466.8      470.9      SC
188    188      SC2706  20250905  ...     465      466.9      SC
189    189      SC2709  20250905  ...   464.6      468.8      SC
190    190      SC2712  20250905  ...   464.6      466.2      SC
191    191      SC2803  20250905  ...   462.6      468.1      SC
192    192      SC2806  20250905  ...   460.6      466.8      SC
193    193      SC2809  20250905  ...     458      464.1      SC
194    194      LU2510  20250905  ...    3366       3421      LU
195    195      LU2511  20250905  ...    3389       3442      LU
196    196      LU2512  20250905  ...    3386       3440      LU
197    197      LU2601  20250905  ...    3375       3423      LU
198    198      LU2602  20250905  ...    3358       3401      LU
199    199      LU2603  20250905  ...    3351       3403      LU
200    200      LU2604  20250905  ...    3350       3378      LU
201    201      LU2605  20250905  ...    3345       3362      LU
202    202      LU2606  20250905  ...    3337       3366      LU
203    203      LU2607  20250905  ...    3334       3370      LU
204    204      LU2608  20250905  ...    3337       3370      LU
205    205      LU2609  20250905  ...    3318       3360      LU
206    206      FU2510  20250905  ...    2786       2789      FU
207    207      FU2511  20250905  ...    2784       2797      FU
208    208      FU2512  20250905  ...    2763       2783      FU
209    209      FU2601  20250905  ...    2753       2776      FU
210    210      FU2602  20250905  ...    2744       2764      FU
211    211      FU2603  20250905  ...    2736       2753      FU
212    212      FU2604  20250905  ...    2726       2754      FU
213    213      FU2605  20250905  ...    2717       2740      FU
214    214      FU2606  20250905  ...    2714       2733      FU
215    215      FU2607  20250905  ...    2706       2725      FU
216    216      FU2608  20250905  ...    2706       2722      FU
217    217      FU2609  20250905  ...    2693       2705      FU
218    218      BU2509  20250905  ...    3483       3504      BU
219    219      BU2510  20250905  ...    3461       3499      BU
220    220      BU2511  20250905  ...    3430       3477      BU
221    221      BU2512  20250905  ...    3382       3428      BU
222    222      BU2601  20250905  ...    3355       3400      BU
223    223      BU2602  20250905  ...    3356       3404      BU
224    224      BU2603  20250905  ...    3352       3406      BU
225    225      BU2604  20250905  ...    3367       3427      BU
226    226      BU2605  20250905  ...    3361       3404      BU
227    227      BU2606  20250905  ...    3354       3398      BU
228    228      BU2607  20250905  ...    3347       3351      BU
229    229      BU2608  20250905  ...    3340       3378      BU
230    230      BU2609  20250905  ...    3332       3377      BU
231    231      BU2612  20250905  ...    3290       3311      BU
232    232      BU2703  20250905  ...    3287       3300      BU
233    233      BU2706  20250905  ...    3326       3310      BU
234    234      BR2509  20250905  ...   12050      11825      BR
235    235      BR2510  20250905  ...   11965      11800      BR
236    236      BR2511  20250905  ...   11940      11785      BR
237    237      BR2512  20250905  ...   11905      11765      BR
238    238      BR2601  20250905  ...   11900      11765      BR
239    239      BR2602  20250905  ...   11865      11800      BR
240    240      BR2603  20250905  ...   11875      11775      BR
241    241      BR2604  20250905  ...   12050      11885      BR
242    242      BR2605  20250905  ...   12035      11880      BR
243    243      BR2606  20250905  ...   11885      11905      BR
244    244      BR2607  20250905  ...   12285      12110      BR
245    245      BR2608  20250905  ...   12280      12135      BR
246    246      RU2509  20250905  ...   15165      14955      RU
247    247      RU2510  20250905  ...   15210      14965      RU
248    248      RU2511  20250905  ...   15145      14920      RU
249    249      RU2601  20250905  ...   16120      15880      RU
250    250      RU2603  20250905  ...   16130      15920      RU
251    251      RU2604  20250905  ...   16125      15935      RU
252    252      RU2605  20250905  ...   16195      15955      RU
253    253      RU2606  20250905  ...   16330      15900      RU
254    254      RU2607  20250905  ...   16250      15965      RU
255    255      RU2608  20250905  ...   16265      16115      RU
256    256      NR2509  20250905  ...   12790      12650      NR
257    257      NR2510  20250905  ...   12890      12720      NR
258    258      NR2511  20250905  ...   12955      12770      NR
259    259      NR2512  20250905  ...   12990      12810      NR
260    260      NR2601  20250905  ...   13025      12835      NR
261    261      NR2602  20250905  ...   13050      12835      NR
262    262      NR2603  20250905  ...   13010      12840      NR
263    263      NR2604  20250905  ...   13010      12830      NR
264    264      NR2605  20250905  ...   12990      12830      NR
265    265      NR2606  20250905  ...   13000      12870      NR
266    266      NR2607  20250905  ...   12880      12810      NR
267    267      NR2608  20250905  ...   12915      12885      NR
268    268      SP2509  20250905  ...    4988       4972      SP
269    269      SP2510  20250905  ...    5018       4998      SP
270    270      SP2511  20250905  ...    5038       5030      SP
271    271      SP2512  20250905  ...    5056       5044      SP
272    272      SP2601  20250905  ...    5314       5312      SP
273    273      SP2602  20250905  ...    5292       5290      SP
274    274      SP2603  20250905  ...    5308       5306      SP
275    275      SP2604  20250905  ...    5300       5328      SP
276    276      SP2605  20250905  ...    5324       5322      SP
277    277      SP2606  20250905  ...    5310       5310      SP
278    278      SP2607  20250905  ...    5328       5326      SP
279    279      SP2608  20250905  ...    5334       5344      SP
280    280      EC2510  20250905  ...  1318.7     1308.3      EC
281    281      EC2512  20250905  ...    1696     1676.5      EC
282    282      EC2602  20250905  ...  1531.5     1515.1      EC
283    283      EC2604  20250905  ...    1253     1249.5      EC
284    284      EC2606  20250905  ...  1445.6     1434.7      EC
285    285      EC2608  20250905  ...    1607     1603.8      EC
286    286  SC_TAS2510  20250905  ...                     SC_TAS
287    287  SC_TAS2511  20250905  ...                     SC_TAS
288    288  SC_TAS2512  20250905  ...                     SC_TAS
289    289  SC_TAS2601  20250905  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-05 18:26:45,852 - future_1d - INFO - ak.get_shfe_daily('2025-09-05') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250905  55280.0  ...  55930.0     52230.0       PS
1   PS2510  20250905  52425.0  ...  55640.0     52170.0       PS
2   PS2511  20250905  52350.0  ...  54875.0     52055.0       PS
3   PS2512  20250905  54600.0  ...  57355.0     54320.0       PS
4   PS2601  20250905  54460.0  ...  57150.0     54280.0       PS
5   PS2602  20250905  54735.0  ...  56965.0     54405.0       PS
6   PS2603  20250905  55095.0  ...  57685.0     54535.0       PS
7   PS2604  20250905  55205.0  ...  58010.0     54620.0       PS
8   PS2605  20250905  54725.0  ...  57385.0     54510.0       PS
9   PS2606  20250905  56800.0  ...  59380.0     56630.0       PS
10  PS2607  20250905  57000.0  ...  59285.0     56715.0       PS
11  PS2608  20250905  57000.0  ...  59595.0     56760.0       PS
13  SI2509  20250905   8565.0  ...   8690.0      8560.0       SI
14  SI2510  20250905   8525.0  ...   8710.0      8500.0       SI
15  SI2511  20250905   8545.0  ...   8715.0      8505.0       SI
16  SI2512  20250905   8890.0  ...   9075.0      8865.0       SI
17  SI2601  20250905   8880.0  ...   9065.0      8845.0       SI
18  SI2602  20250905   8890.0  ...   8995.0      8865.0       SI
19  SI2603  20250905   9010.0  ...   9115.0      8840.0       SI
20  SI2604  20250905   8970.0  ...   9140.0      8875.0       SI
21  SI2605  20250905   8895.0  ...   9110.0      8890.0       SI
22  SI2606  20250905   8975.0  ...   9180.0      8900.0       SI
23  SI2607  20250905   8940.0  ...   9165.0      8935.0       SI
24  SI2608  20250905   9005.0  ...   9170.0      8935.0       SI
27  LC2509  20250905  73300.0  ...  74640.0     73300.0       LC
28  LC2510  20250905  73240.0  ...  74160.0     73040.0       LC
29  LC2511  20250905  73380.0  ...  74140.0     73240.0       LC
30  LC2512  20250905  73600.0  ...  74240.0     73300.0       LC
31  LC2601  20250905  73500.0  ...  74160.0     73280.0       LC
32  LC2602  20250905  73120.0  ...  74000.0     72920.0       LC
33  LC2603  20250905  72960.0  ...  73740.0     73040.0       LC
34  LC2604  20250905  73280.0  ...  73860.0     73320.0       LC
35  LC2605  20250905  73460.0  ...  73880.0     73160.0       LC
36  LC2606  20250905  72680.0  ...  73780.0     72840.0       LC
37  LC2607  20250905  73080.0  ...  73660.0     72940.0       LC
38  LC2608  20250905  72940.0  ...  74220.0     73020.0       LC

[36 rows x 12 columns]
2025-09-05 18:26:46,065 - future_1d - INFO - ak.get_gfex_daily('2025-09-05') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250905  6667.000  ...  6876.800    6607.200       IC
1   IC2510  20250905  6624.000  ...  6831.200    6551.200       IC
2   IC2512  20250905  6499.200  ...  6719.600    6437.200       IC
3   IC2603  20250905  6338.000  ...  6576.200    6291.600       IC
4   IF2509  20250905  4351.200  ...  4450.600    4334.200       IF
5   IF2510  20250905  4342.400  ...  4446.200    4324.800       IF
6   IF2512  20250905  4325.000  ...  4427.200    4307.600       IF
7   IF2603  20250905  4302.600  ...  4410.200    4286.600       IF
8   IH2509  20250905  2904.800  ...  2939.200    2893.400       IH
9   IH2510  20250905  2901.200  ...  2938.800    2892.800       IH
10  IH2512  20250905  2903.800  ...  2938.400    2894.000       IH
11  IH2603  20250905  2906.000  ...  2942.400    2897.000       IH
12  IM2509  20250905  7021.400  ...  7206.200    6974.200       IM
13  IM2510  20250905  6969.000  ...  7151.600    6913.800       IM
14  IM2512  20250905  6828.200  ...  7015.400    6778.800       IM
15  IM2603  20250905  6636.000  ...  6843.000    6604.400       IM
16   T2509  20250905   108.310  ...   108.055     108.385        T
17   T2512  20250905   108.200  ...   107.920     108.270        T
18   T2603  20250905   107.925  ...   107.670     108.005        T
19  TF2509  20250905   105.730  ...   105.690     105.815       TF
20  TF2512  20250905   105.680  ...   105.580     105.745       TF
21  TF2603  20250905   105.615  ...   105.505     105.645       TF
22  TL2509  20250905   117.620  ...   116.740     117.850       TL
23  TL2512  20250905   117.150  ...   116.300     117.400       TL
24  TL2603  20250905   117.000  ...   115.950     117.050       TL
25  TS2509  20250905   102.304  ...   102.344     102.358       TS
26  TS2512  20250905   102.426  ...   102.388     102.440       TS
27  TS2603  20250905   102.390  ...   102.356     102.396       TS

[28 rows x 12 columns]
2025-09-05 18:26:46,183 - future_1d - INFO - ak.get_cffex_daily('2025-09-05') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250905   8285.0   8395.0  ...   238664.01   8328.0      8302.0       AP
1    AP511  20250905   8120.0   8230.0  ...     3597.06   8179.0      8138.0       AP
2    AP512  20250905   8160.0   8219.0  ...      261.34   8167.0      8141.0       AP
3    AP601  20250905   8226.0   8300.0  ...   215008.96   8249.0      8208.0       AP
4    AP603  20250905   8102.0   8174.0  ...       73.31   8145.0      8094.0       AP
5    AP604  20250905   8187.0   8187.0  ...        8.19   8187.0      8095.0       AP
6    AP605  20250905   8173.0   8240.0  ...     1196.74   8197.0      8156.0       AP
7    CF509  20250905  13565.0  13580.0  ...    14820.69  13565.0     13590.0       CF
8    CF511  20250905  13885.0  13905.0  ...   173526.91  13860.0     13865.0       CF
9    CF601  20250905  14010.0  14030.0  ...  1292368.73  13985.0     14000.0       CF
10   CF603  20250905  13960.0  13985.0  ...     1763.76  13945.0     13975.0       CF
11   CF605  20250905  13950.0  13975.0  ...    95803.96  13930.0     13950.0       CF
12   CF607  20250905  13940.0  13975.0  ...      585.48  13940.0     13975.0       CF
13   CJ509  20250905   9910.0  10025.0  ...      338.54   9955.0      9925.0       CJ
14   CJ512  20250905  10885.0  10970.0  ...     4511.15  10925.0     10900.0       CJ
15   CJ601  20250905  10970.0  11035.0  ...   533839.84  10990.0     11000.0       CJ
16   CJ603  20250905  11000.0  11085.0  ...     6719.88  11045.0     11065.0       CJ
17   CJ605  20250905  11105.0  11175.0  ...    71750.00  11130.0     11150.0       CJ
18   CJ607  20250905  11255.0  11330.0  ...     1591.65  11290.0     11335.0       CJ
19   CY509  20250905  20200.0  20200.0  ...      484.80  20200.0     20100.0       CY
20   CY510  20250905      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250905  19960.0  20010.0  ...   114486.47  19975.0     19990.0       CY
22   CY512  20250905      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250905  19975.0  20005.0  ...      749.14  19975.0     19985.0       CY
24   CY602  20250905      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250905      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250905      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250905      0.0      0.0  ...        0.00  20230.0     20215.0       CY
28   CY606  20250905      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250905      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250905      0.0      0.0  ...        0.00  20245.0     20245.0       CY
31   FG509  20250905    950.0    996.0  ...      569.51    969.0       943.0       FG
32   FG510  20250905   1056.0   1107.0  ...    77239.91   1080.0      1052.0       FG
33   FG511  20250905   1042.0   1102.0  ...   242032.61   1070.0      1043.0       FG
34   FG512  20250905   1149.0   1204.0  ...   105130.41   1170.0      1144.0       FG
35   FG601  20250905   1141.0   1200.0  ...  5627248.91   1166.0      1133.0       FG
36   FG602  20250905   1192.0   1251.0  ...    33346.18   1216.0      1185.0       FG
37   FG603  20250905   1193.0   1254.0  ...     2482.73   1221.0      1186.0       FG
38   FG604  20250905   1248.0   1302.0  ...      522.23   1274.0      1236.0       FG
39   FG605  20250905   1237.0   1300.0  ...   133109.67   1267.0      1233.0       FG
40   FG606  20250905   1274.0   1327.0  ...     1111.88   1302.0      1267.0       FG
41   FG607  20250905   1262.0   1322.0  ...     2168.71   1302.0      1259.0       FG
42   FG608  20250905   1300.0   1345.0  ...     1077.24   1323.0      1301.0       FG
43   JR509  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250905      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250905      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250905   2231.0   2260.0  ...     1928.73   2243.0      2223.0       MA
53   MA510  20250905   2288.0   2321.0  ...    36624.97   2308.0      2285.0       MA
54   MA511  20250905   2311.0   2354.0  ...   132394.36   2332.0      2309.0       MA
55   MA512  20250905   2351.0   2397.0  ...    80797.45   2374.0      2352.0       MA
56   MA601  20250905   2381.0   2424.0  ...  1645665.06   2403.0      2380.0       MA
57   MA602  20250905   2392.0   2433.0  ...    20307.40   2412.0      2392.0       MA
58   MA603  20250905   2397.0   2433.0  ...      224.88   2418.0      2394.0       MA
59   MA604  20250905   2403.0   2426.0  ...       14.46   2411.0      2391.0       MA
60   MA605  20250905   2383.0   2417.0  ...   133833.05   2398.0      2380.0       MA
61   MA606  20250905   2401.0   2420.0  ...       26.52   2411.0      2389.0       MA
62   MA607  20250905   2385.0   2402.0  ...      105.39   2395.0      2382.0       MA
63   MA608  20250905   2387.0   2408.0  ...       26.39   2399.0      2381.0       MA
64   OI509  20250905   9950.0   9950.0  ...      497.50   9950.0      9877.0       OI
65   OI511  20250905   9847.0   9966.0  ...   488126.24   9887.0      9818.0       OI
66   OI601  20250905   9725.0   9837.0  ...  2381825.32   9763.0      9713.0       OI
67   OI603  20250905   9617.0   9712.0  ...     3584.99   9637.0      9620.0       OI
68   OI605  20250905   9510.0   9601.0  ...   158836.79   9527.0      9519.0       OI
69   OI607  20250905   9487.0   9547.0  ...      786.00   9470.0      9495.0       OI
70   PF509  20250905   6280.0   6284.0  ...      331.55   6256.0      6280.0       PF
71   PF510  20250905   6330.0   6358.0  ...    93470.28   6332.0      6358.0       PF
72   PF511  20250905   6328.0   6346.0  ...   608979.26   6322.0      6352.0       PF
73   PF512  20250905   6318.0   6338.0  ...   326535.74   6314.0      6344.0       PF
74   PF601  20250905   6370.0   6386.0  ...    30673.76   6366.0      6384.0       PF
75   PF602  20250905   6380.0   6400.0  ...    97289.78   6372.0      6404.0       PF
76   PF603  20250905   6404.0   6404.0  ...       31.92   6384.0      6402.0       PF
77   PF604  20250905      0.0      0.0  ...        0.00   6446.0      6446.0       PF
78   PF605  20250905   6446.0   6446.0  ...       28.98   6440.0      6462.0       PF
79   PF606  20250905      0.0      0.0  ...        0.00   6474.0      6474.0       PF
80   PF607  20250905   6456.0   6494.0  ...       48.45   6460.0      6488.0       PF
81   PF608  20250905   6456.0   6478.0  ...       38.82   6470.0      6514.0       PF
82   PK510  20250905   7966.0   7988.0  ...    29219.32   7970.0      7956.0       PK
83   PK511  20250905   7792.0   7836.0  ...   232328.72   7818.0      7780.0       PK
84   PK512  20250905   7784.0   7826.0  ...    48245.69   7812.0      7778.0       PK
85   PK601  20250905   7820.0   7856.0  ...    25190.10   7844.0      7826.0       PK
86   PK603  20250905   7854.0   7856.0  ...       94.24   7854.0      7840.0       PK
87   PK604  20250905   7866.0   7874.0  ...       70.79   7866.0      7854.0       PK
88   PK605  20250905   7872.0   7888.0  ...     2277.01   7880.0      7856.0       PK
89   PL601  20250905   6378.0   6425.0  ...    26053.98   6398.0      6378.0       PL
90   PL602  20250905   6425.0   6459.0  ...      128.72   6436.0      6413.0       PL
91   PL603  20250905   6462.0   6476.0  ...       77.49   6458.0      6423.0       PL
92   PL604  20250905      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250905   6381.0   6402.0  ...      127.78   6389.0      6375.0       PL
94   PL606  20250905   6424.0   6424.0  ...       12.85   6424.0      6438.0       PL
95   PL607  20250905   6464.0   6464.0  ...       12.93   6464.0      6448.0       PL
96   PL608  20250905      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250905      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250905   5650.0   5696.0  ...      980.63   5620.0      5804.0       PR
104  PR510  20250905   5836.0   5846.0  ...    27387.32   5822.0      5836.0       PR
105  PR511  20250905   5818.0   5844.0  ...   331962.79   5822.0      5828.0       PR
106  PR512  20250905   5830.0   5854.0  ...   194654.50   5830.0      5836.0       PR
107  PR601  20250905   5840.0   5860.0  ...   150775.37   5836.0      5844.0       PR
108  PR602  20250905   5864.0   5864.0  ...       52.75   5862.0      5878.0       PR
109  PR603  20250905   5878.0   5908.0  ...      132.61   5894.0      5900.0       PR
110  PR604  20250905   5898.0   5906.0  ...       35.38   5896.0      5912.0       PR
111  PR605  20250905   5910.0   5944.0  ...      177.26   5910.0      5914.0       PR
112  PR606  20250905   5906.0   5968.0  ...       88.90   5928.0      5938.0       PR
113  PR607  20250905   5918.0   5932.0  ...      115.55   5926.0      5934.0       PR
114  PR608  20250905   5918.0   5926.0  ...      115.51   5924.0      5920.0       PR
115  PX509  20250905      0.0      0.0  ...        0.00   6704.0      6714.0       PX
116  PX510  20250905   6698.0   6738.0  ...    23023.90   6704.0      6702.0       PX
117  PX511  20250905   6682.0   6728.0  ...   616334.44   6688.0      6698.0       PX
118  PX512  20250905   6662.0   6710.0  ...   197875.21   6670.0      6684.0       PX
119  PX601  20250905   6642.0   6690.0  ...   134563.81   6654.0      6670.0       PX
120  PX602  20250905   6640.0   6680.0  ...    11329.26   6646.0      6658.0       PX
121  PX603  20250905   6636.0   6636.0  ...        6.64   6636.0      6660.0       PX
122  PX604  20250905   6650.0   6650.0  ...        6.65   6650.0      6668.0       PX
123  PX605  20250905   6626.0   6684.0  ...      233.13   6662.0      6664.0       PX
124  PX606  20250905      0.0      0.0  ...        0.00   6668.0      6640.0       PX
125  PX607  20250905   6670.0   6670.0  ...        3.34   6670.0      6648.0       PX
126  PX608  20250905      0.0      0.0  ...        0.00   6670.0      6652.0       PX
127  RI509  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250905      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250905   2579.0   2585.0  ...      642.90   2582.0      2566.0       RM
134  RM511  20250905   2534.0   2563.0  ...    17550.78   2546.0      2544.0       RM
135  RM601  20250905   2514.0   2556.0  ...   934779.72   2536.0      2524.0       RM
136  RM603  20250905   2407.0   2433.0  ...    15164.52   2424.0      2422.0       RM
137  RM605  20250905   2384.0   2405.0  ...   147596.53   2396.0      2401.0       RM
138  RM607  20250905   2378.0   2393.0  ...    22128.45   2385.0      2389.0       RM
139  RM608  20250905   2481.0   2488.0  ...      151.28   2480.0      2487.0       RM
140  RS509  20250905      0.0      0.0  ...        0.00   4824.0      4804.0       RS
141  RS511  20250905   5254.0   5254.0  ...      125.19   5216.0      5144.0       RS
142  RS607  20250905   5492.0   5600.0  ...      187.90   5527.0      5504.0       RS
143  RS608  20250905      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250905   1150.0   1185.0  ...      895.12   1159.0      1152.0       SA
145  SA510  20250905   1206.0   1229.0  ...    72080.37   1214.0      1201.0       SA
146  SA511  20250905   1206.0   1242.0  ...   354046.45   1222.0      1206.0       SA
147  SA512  20250905   1266.0   1302.0  ...   271169.90   1280.0      1258.0       SA
148  SA601  20250905   1275.0   1311.0  ...  3744782.89   1288.0      1269.0       SA
149  SA602  20250905   1303.0   1343.0  ...    36036.90   1312.0      1302.0       SA
150  SA603  20250905   1310.0   1348.0  ...     3645.74   1328.0      1301.0       SA
151  SA604  20250905   1352.0   1389.0  ...      919.27   1372.0      1341.0       SA
152  SA605  20250905   1356.0   1394.0  ...   124433.11   1370.0      1351.0       SA
153  SA606  20250905   1366.0   1401.0  ...     1069.59   1385.0      1360.0       SA
154  SA607  20250905   1366.0   1400.0  ...     3079.30   1390.0      1364.0       SA
155  SA608  20250905   1398.0   1412.0  ...     2441.60   1406.0      1391.0       SA
156  SF509  20250905   5338.0   5472.0  ...      913.40   5424.0      5320.0       SF
157  SF510  20250905   5340.0   5492.0  ...    70071.14   5414.0      5330.0       SF
158  SF511  20250905   5510.0   5674.0  ...   592885.87   5584.0      5492.0       SF
159  SF512  20250905   5468.0   5628.0  ...    90557.63   5534.0      5454.0       SF
160  SF601  20250905   5470.0   5634.0  ...   233692.05   5550.0      5458.0       SF
161  SF602  20250905   5424.0   5596.0  ...    22536.29   5512.0      5426.0       SF
162  SF603  20250905   5626.0   5760.0  ...     1083.41   5688.0      5612.0       SF
163  SF604  20250905   5620.0   5728.0  ...       82.41   5684.0      5598.0       SF
164  SF605  20250905   5606.0   5724.0  ...     5456.02   5654.0      5594.0       SF
165  SF606  20250905   5580.0   5690.0  ...      863.59   5644.0      5538.0       SF
166  SF607  20250905   5720.0   5822.0  ...       52.09   5788.0      5704.0       SF
167  SF608  20250905   5708.0   5738.0  ...       17.18   5728.0      5686.0       SF
168  SH509  20250905      0.0      0.0  ...        0.00   2495.0      2494.0       SH
169  SH510  20250905   2598.0   2620.0  ...   112602.99   2595.0      2600.0       SH
170  SH511  20250905   2633.0   2652.0  ...   741039.69   2623.0      2634.0       SH
171  SH512  20250905   2633.0   2656.0  ...   261543.05   2633.0      2637.0       SH
172  SH601  20250905   2602.0   2622.0  ...  3413838.96   2606.0      2603.0       SH
173  SH602  20250905   2610.0   2631.0  ...    72469.99   2616.0      2612.0       SH
174  SH603  20250905   2635.0   2647.0  ...     1911.38   2633.0      2628.0       SH
175  SH604  20250905   2690.0   2694.0  ...      482.43   2680.0      2671.0       SH
176  SH605  20250905   2680.0   2712.0  ...    25589.28   2692.0      2685.0       SH
177  SH606  20250905   2708.0   2711.0  ...      178.02   2697.0      2690.0       SH
178  SH607  20250905   2681.0   2698.0  ...       56.38   2685.0      2679.0       SH
179  SH608  20250905   2686.0   2710.0  ...       24.26   2695.0      2687.0       SH
180  SM509  20250905   5628.0   5768.0  ...     1718.10   5670.0      5630.0       SM
181  SM510  20250905   5664.0   5806.0  ...    36692.06   5736.0      5632.0       SM
182  SM511  20250905   5740.0   5890.0  ...   238423.41   5800.0      5712.0       SM
183  SM512  20250905   5742.0   5896.0  ...    88923.70   5816.0      5718.0       SM
184  SM601  20250905   5742.0   5904.0  ...   737202.52   5816.0      5724.0       SM
185  SM602  20250905   5760.0   5908.0  ...   111844.22   5808.0      5730.0       SM
186  SM603  20250905   5756.0   5920.0  ...      153.02   5886.0      5744.0       SM
187  SM604  20250905   5768.0   5930.0  ...       70.27   5856.0      5750.0       SM
188  SM605  20250905   5788.0   5938.0  ...    10072.20   5842.0      5762.0       SM
189  SM606  20250905   5784.0   5918.0  ...       64.10   5828.0      5776.0       SM
190  SM607  20250905   5828.0   5944.0  ...      114.39   5866.0      5782.0       SM
191  SM608  20250905   5832.0   5956.0  ...       29.57   5914.0      5796.0       SM
192  SR509  20250905   5550.0   5550.0  ...      831.60   5544.0      5568.0       SR
193  SR511  20250905   5549.0   5572.0  ...   202902.95   5532.0      5558.0       SR
194  SR601  20250905   5526.0   5537.0  ...  1036699.10   5522.0      5540.0       SR
195  SR603  20250905   5517.0   5522.0  ...     4060.45   5509.0      5526.0       SR
196  SR605  20250905   5515.0   5519.0  ...    54381.46   5506.0      5518.0       SR
197  SR607  20250905   5511.0   5518.0  ...     3550.73   5505.0      5517.0       SR
198  TA509  20250905   4578.0   4578.0  ...    29397.45   4528.0      4594.0       TA
199  TA510  20250905   4628.0   4644.0  ...    98964.24   4620.0      4650.0       TA
200  TA511  20250905   4640.0   4658.0  ...   264156.65   4632.0      4660.0       TA
201  TA512  20250905   4648.0   4670.0  ...    98827.42   4644.0      4672.0       TA
202  TA601  20250905   4658.0   4680.0  ...  1432021.54   4656.0      4676.0       TA
203  TA602  20250905   4662.0   4688.0  ...    11052.76   4666.0      4680.0       TA
204  TA603  20250905   4674.0   4702.0  ...      133.36   4680.0      4714.0       TA
205  TA604  20250905   4700.0   4700.0  ...        9.40   4700.0      4696.0       TA
206  TA605  20250905   4688.0   4716.0  ...    39060.58   4692.0      4712.0       TA
207  TA606  20250905   4692.0   4722.0  ...       25.84   4700.0      4718.0       TA
208  TA607  20250905   4710.0   4726.0  ...        9.41   4704.0      4730.0       TA
209  TA608  20250905   4722.0   4722.0  ...        4.72   4716.0      4752.0       TA
210  UR509  20250905   1662.0   1680.0  ...      237.58   1673.0      1661.0       UR
211  UR510  20250905   1681.0   1695.0  ...     4018.63   1681.0      1679.0       UR
212  UR511  20250905   1700.0   1719.0  ...    33630.79   1714.0      1710.0       UR
213  UR512  20250905   1715.0   1721.0  ...    13217.86   1717.0      1712.0       UR
214  UR601  20250905   1718.0   1722.0  ...   558936.76   1718.0      1713.0       UR
215  UR602  20250905   1712.0   1720.0  ...      277.96   1716.0      1710.0       UR
216  UR603  20250905   1759.0   1762.0  ...      119.61   1759.0      1764.0       UR
217  UR604  20250905   1763.0   1764.0  ...       42.31   1763.0      1757.0       UR
218  UR605  20250905   1757.0   1762.0  ...    19767.50   1757.0      1754.0       UR
219  UR606  20250905   1743.0   1758.0  ...      175.48   1755.0      1750.0       UR
220  UR607  20250905   1770.0   1783.0  ...       56.83   1776.0      1777.0       UR
221  UR608  20250905   1773.0   1779.0  ...       39.06   1775.0      1773.0       UR
222  WH509  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250905      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250905      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-05 18:26:46,524 - future_1d - INFO - ak.get_czce_daily('2025-09-05') done
2025-09-05 18:26:48,276 - future_1d - INFO - save future_daily 2025-09-05 completed