LogViewer
=========================================================================
2025-09-12 16:25:42 Fri	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-12 16:26:20,144 - future_1d - INFO - future_daily check=True check_last=7 start...
     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]
2025-09-12 16:26:22,913 - 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]
2025-09-12 16:26:23,020 - future_1d - INFO - ak.get_ine_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]
2025-09-12 16:26:23,255 - 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]
2025-09-12 16:26:23,533 - future_1d - INFO - ak.get_czce_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]
2025-09-12 16:26:23,764 - future_1d - INFO - ak.get_gfex_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]
2025-09-12 16:26:23,888 - future_1d - INFO - ak.get_shfe_daily('2025-09-04') done
2025-09-12 16:26:44,912 - 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]
2025-09-12 16:26:51,289 - 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]
2025-09-12 16:26:51,370 - future_1d - INFO - ak.get_ine_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]
2025-09-12 16:26:51,646 - 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]
2025-09-12 16:26:52,841 - future_1d - INFO - ak.get_czce_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]
2025-09-12 16:26:53,115 - future_1d - INFO - ak.get_gfex_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]
2025-09-12 16:26:53,225 - future_1d - INFO - ak.get_shfe_daily('2025-09-05') done
2025-09-12 16:27:15,550 - future_1d - INFO - save future_daily 2025-09-05 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250908      0.00  ...   4067.00     4056.00        A
1     a2511  20250908   3971.00  ...   3973.00     3975.00        A
2     a2601  20250908   3978.00  ...   3973.00     3974.00        A
3     a2603  20250908   3978.00  ...   3974.00     3975.00        A
4     a2605  20250908   4021.00  ...   4019.00     4020.00        A
5     a2607  20250908   4024.00  ...   4023.00     4023.00        A
6     b2509  20250908      0.00  ...   3681.00     3681.00        B
7     b2510  20250908   3733.00  ...   3730.00     3693.00        B
8     b2511  20250908   3755.00  ...   3765.00     3732.00        B
9     b2512  20250908   3784.00  ...   3790.00     3760.00        B
10    b2601  20250908   3778.00  ...   3784.00     3758.00        B
11    b2602  20250908   3758.00  ...   3768.00     3740.00        B
12    b2603  20250908   3717.00  ...   3714.00     3702.00        B
13    b2604  20250908   3603.00  ...   3600.00     3594.00        B
14    b2605  20250908   3531.00  ...   3526.00     3521.00        B
15    b2606  20250908   3509.00  ...   3500.00     3503.00        B
16    b2607  20250908   3512.00  ...   3506.00     3507.00        B
17    b2608  20250908   3600.00  ...   3597.00     3593.00        B
18   bb2509  20250908      0.00  ...    136.00      136.00       BB
19   bb2511  20250908    140.45  ...    141.20      141.50       BB
20   bb2601  20250908    147.20  ...    146.90      146.30       BB
21   bb2603  20250908      0.00  ...    146.35      145.75       BB
22   bb2605  20250908      0.00  ...    140.70      140.15       BB
23   bb2607  20250908      0.00  ...    145.50      144.95       BB
24   bz2603  20250908   6010.00  ...   6013.00     6020.00       BZ
25   bz2604  20250908   5995.00  ...   5998.00     5987.00       BZ
26   bz2605  20250908   6013.00  ...   6012.00     5989.00       BZ
27   bz2606  20250908      0.00  ...   5991.00     5991.00       BZ
28   bz2607  20250908      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250908      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250908   2297.00  ...   2285.00     2297.00        C
31    c2511  20250908   2227.00  ...   2226.00     2219.00        C
32    c2601  20250908   2208.00  ...   2203.00     2200.00        C
33    c2603  20250908   2211.00  ...   2212.00     2210.00        C
34    c2605  20250908   2265.00  ...   2266.00     2260.00        C
35    c2607  20250908   2273.00  ...   2274.00     2271.00        C
36   cs2509  20250908   2498.00  ...   2502.00     2496.00       CS
37   cs2511  20250908   2519.00  ...   2523.00     2512.00       CS
38   cs2601  20250908   2543.00  ...   2540.00     2537.00       CS
39   cs2603  20250908   2548.00  ...   2547.00     2543.00       CS
40   cs2605  20250908   2616.00  ...   2617.00     2610.00       CS
41   cs2607  20250908   2616.00  ...   2620.00     2610.00       CS
42   eb2509  20250908   7019.00  ...   6962.00     6975.00       EB
43   eb2510  20250908   7089.00  ...   7062.00     7064.00       EB
44   eb2511  20250908   7091.00  ...   7072.00     7077.00       EB
45   eb2512  20250908   7096.00  ...   7080.00     7087.00       EB
46   eb2601  20250908   7146.00  ...   7108.00     7113.00       EB
47   eb2602  20250908   7146.00  ...   7136.00     7136.00       EB
48   eb2603  20250908   7177.00  ...   7167.00     7183.00       EB
49   eb2604  20250908   7184.00  ...   7193.00     7205.00       EB
50   eb2605  20250908   7210.00  ...   7207.00     7222.00       EB
51   eb2606  20250908      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250908      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250908      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250908   4399.00  ...   4386.00     4428.00       EG
55   eg2510  20250908   4387.00  ...   4383.00     4365.00       EG
56   eg2511  20250908   4369.00  ...   4372.00     4354.00       EG
57   eg2512  20250908   4365.00  ...   4354.00     4350.00       EG
58   eg2601  20250908   4358.00  ...   4344.00     4354.00       EG
59   eg2602  20250908   4357.00  ...   4357.00     4350.00       EG
60   eg2603  20250908   4360.00  ...   4349.00     4365.00       EG
61   eg2604  20250908   4382.00  ...   4372.00     4365.00       EG
62   eg2605  20250908   4366.00  ...   4372.00     4383.00       EG
63   eg2606  20250908   4371.00  ...   4371.00     4408.00       EG
64   eg2607  20250908   4384.00  ...   4384.00     4447.00       EG
65   eg2608  20250908      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250908      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250908   1276.50  ...   1274.50     1277.00       FB
68   fb2511  20250908   1255.00  ...   1258.50     1253.50       FB
69   fb2512  20250908   1257.00  ...   1257.50     1253.50       FB
70   fb2601  20250908   1245.00  ...   1249.50     1247.00       FB
71   fb2602  20250908   1241.00  ...   1241.50     1241.00       FB
72   fb2603  20250908   1237.00  ...   1245.00     1245.00       FB
73   fb2604  20250908   1255.00  ...   1255.00     1259.00       FB
74   fb2605  20250908      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250908      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250908      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250908   1305.50  ...   1291.50     1244.00       FB
78    i2509  20250908    849.50  ...    835.00      834.00        I
79    i2510  20250908    809.50  ...    810.50      807.50        I
80    i2511  20250908    807.50  ...    805.00      802.50        I
81    i2512  20250908    801.00  ...    798.50      796.50        I
82    i2601  20250908    791.00  ...    789.00      787.00        I
83    i2602  20250908    785.00  ...    783.00      781.00        I
84    i2603  20250908    779.50  ...    778.00      776.00        I
85    i2604  20250908    775.50  ...    773.50      771.00        I
86    i2605  20250908    765.00  ...    764.50      763.00        I
87    i2606  20250908    761.50  ...    759.50      757.50        I
88    i2607  20250908    757.00  ...    754.50      753.00        I
89    i2608  20250908    754.50  ...    750.50      749.00        I
90    j2509  20250908      0.00  ...   1512.50     1512.50        J
91    j2510  20250908   1547.00  ...   1526.50     1517.50        J
92    j2511  20250908   1577.50  ...   1555.00     1548.00        J
93    j2512  20250908   1601.50  ...   1593.50     1579.00        J
94    j2601  20250908   1640.50  ...   1617.00     1616.50        J
95    j2602  20250908   1631.00  ...   1631.50     1649.00        J
96    j2603  20250908   1659.50  ...   1659.50     1673.00        J
97    j2604  20250908   1730.50  ...   1716.00     1741.50        J
98    j2605  20250908   1747.00  ...   1733.50     1720.00        J
99    j2606  20250908      0.00  ...   1719.00     1719.00        J
100   j2607  20250908      0.00  ...   1738.50     1738.50        J
101   j2608  20250908      0.00  ...   1710.50     1710.50        J
102  jd2509  20250908   3051.00  ...   3072.00     2920.00       JD
103  jd2510  20250908   3000.00  ...   3004.00     2993.00       JD
104  jd2511  20250908   3024.00  ...   3027.00     3028.00       JD
105  jd2512  20250908   3196.00  ...   3199.00     3197.00       JD
106  jd2601  20250908   3370.00  ...   3384.00     3375.00       JD
107  jd2602  20250908   3111.00  ...   3125.00     3121.00       JD
108  jd2603  20250908   3131.00  ...   3138.00     3129.00       JD
109  jd2604  20250908   3310.00  ...   3326.00     3313.00       JD
110  jd2605  20250908   3450.00  ...   3461.00     3444.00       JD
111  jd2606  20250908   3288.00  ...   3280.00     3272.00       JD
112  jd2607  20250908   3502.00  ...   3503.00     3493.00       JD
113  jd2608  20250908   3910.00  ...   3911.00     3899.00       JD
114  jm2509  20250908    924.00  ...    929.50      956.50       JM
115  jm2510  20250908    988.00  ...    969.50      965.00       JM
116  jm2511  20250908   1048.50  ...   1028.00     1026.50       JM
117  jm2512  20250908   1103.00  ...   1086.50     1088.00       JM
118  jm2601  20250908   1163.00  ...   1142.50     1127.50       JM
119  jm2602  20250908   1185.00  ...   1165.50     1156.50       JM
120  jm2603  20250908   1205.00  ...   1188.50     1170.50       JM
121  jm2604  20250908   1220.00  ...   1208.00     1186.50       JM
122  jm2605  20250908   1232.00  ...   1223.50     1197.50       JM
123  jm2606  20250908   1248.50  ...   1240.50     1206.00       JM
124  jm2607  20250908   1254.00  ...   1251.00     1214.00       JM
125  jm2608  20250908   1265.00  ...   1260.50     1231.00       JM
126   l2509  20250908   7142.00  ...   7152.00     7165.00        L
127   l2510  20250908   7196.00  ...   7211.00     7214.00        L
128   l2511  20250908   7226.00  ...   7223.00     7220.00        L
129   l2512  20250908   7224.00  ...   7230.00     7232.00        L
130   l2601  20250908   7240.00  ...   7229.00     7234.00        L
131   l2602  20250908   7223.00  ...   7220.00     7223.00        L
132   l2603  20250908   7221.00  ...   7221.00     7219.00        L
133   l2604  20250908   7242.00  ...   7260.00     7242.00        L
134   l2605  20250908   7230.00  ...   7234.00     7236.00        L
135   l2606  20250908   7218.00  ...   7238.00     7253.00        L
136   l2607  20250908   7243.00  ...   7251.00     7251.00        L
137   l2608  20250908   7258.00  ...   7274.00     7267.00        L
138  lg2509  20250908    775.50  ...    776.00      779.50       LG
139  lg2511  20250908    800.00  ...    807.00      797.00       LG
140  lg2601  20250908    821.00  ...    821.50      817.00       LG
141  lg2603  20250908    827.50  ...    827.50      823.50       LG
142  lg2605  20250908    830.50  ...    832.00      829.50       LG
143  lg2607  20250908    833.00  ...    833.00      832.00       LG
144  lh2509  20250908      0.00  ...  13100.00    13165.00       LH
145  lh2511  20250908  13215.00  ...  13305.00    13300.00       LH
146  lh2601  20250908  13690.00  ...  13800.00    13720.00       LH
147  lh2603  20250908  13045.00  ...  13090.00    13010.00       LH
148  lh2605  20250908  13515.00  ...  13585.00    13515.00       LH
149  lh2607  20250908  14100.00  ...  14190.00    14135.00       LH
150   m2509  20250908   3040.00  ...   3031.00     3028.00        M
151   m2511  20250908   3048.00  ...   3051.00     3028.00        M
152   m2512  20250908   3082.00  ...   3091.00     3067.00        M
153   m2601  20250908   3070.00  ...   3079.00     3058.00        M
154   m2603  20250908   2997.00  ...   3007.00     2992.00        M
155   m2605  20250908   2809.00  ...   2811.00     2806.00        M
156   m2607  20250908   2792.00  ...   2792.00     2791.00        M
157   m2608  20250908   2917.00  ...   2918.00     2917.00        M
158   p2509  20250908   9320.00  ...   9320.00     9354.00        P
159   p2510  20250908   9464.00  ...   9422.00     9420.00        P
160   p2511  20250908   9472.00  ...   9414.00     9428.00        P
161   p2512  20250908   9492.00  ...   9434.00     9462.00        P
162   p2601  20250908   9510.00  ...   9438.00     9456.00        P
163   p2602  20250908   9482.00  ...   9400.00     9414.00        P
164   p2603  20250908   9428.00  ...   9386.00     9380.00        P
165   p2604  20250908   9326.00  ...   9284.00     9324.00        P
166   p2605  20250908   9278.00  ...   9218.00     9228.00        P
167   p2606  20250908   9160.00  ...   9122.00     9148.00        P
168   p2607  20250908   9066.00  ...   9038.00     9032.00        P
169   p2608  20250908   8978.00  ...   8956.00     8944.00        P
170  pg2509  20250908   3740.00  ...   3725.00     3759.00       PG
171  pg2510  20250908   4369.00  ...   4389.00     4381.00       PG
172  pg2511  20250908   4298.00  ...   4322.00     4311.00       PG
173  pg2512  20250908   4233.00  ...   4260.00     4248.00       PG
174  pg2601  20250908   4172.00  ...   4195.00     4188.00       PG
175  pg2602  20250908   4111.00  ...   4110.00     4126.00       PG
176  pg2603  20250908   4020.00  ...   4032.00     4036.00       PG
177  pg2604  20250908   4352.00  ...   4384.00     4369.00       PG
178  pg2605  20250908   4268.00  ...   4291.00     4283.00       PG
179  pg2606  20250908   4246.00  ...   4245.00     4227.00       PG
180  pg2607  20250908   4188.00  ...   4181.00     4167.00       PG
181  pg2608  20250908   4138.00  ...   4138.00     4136.00       PG
182  pp2509  20250908   6815.00  ...   6907.00     6832.00       PP
183  pp2510  20250908   6871.00  ...   6881.00     6887.00       PP
184  pp2511  20250908   6901.00  ...   6910.00     6917.00       PP
185  pp2512  20250908   6933.00  ...   6935.00     6940.00       PP
186  pp2601  20250908   6950.00  ...   6950.00     6951.00       PP
187  pp2602  20250908   6929.00  ...   6930.00     6933.00       PP
188  pp2603  20250908   6915.00  ...   6919.00     6929.00       PP
189  pp2604  20250908   6938.00  ...   6946.00     6953.00       PP
190  pp2605  20250908   6968.00  ...   6967.00     6969.00       PP
191  pp2606  20250908   6919.00  ...   6941.00     6935.00       PP
192  pp2607  20250908   6917.00  ...   6919.00     6914.00       PP
193  pp2608  20250908   6914.00  ...   6918.00     6922.00       PP
194  rr2509  20250908      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250908   3616.00  ...   3611.00     3612.00       RR
196  rr2511  20250908   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250908   3611.00  ...   3610.00     3605.00       RR
198  rr2601  20250908   3623.00  ...   3623.00     3620.00       RR
199  rr2602  20250908   3611.00  ...   3609.00     3605.00       RR
200  rr2603  20250908      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250908      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250908      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250908      0.00  ...   3604.00     3602.00       RR
204  rr2607  20250908      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250908      0.00  ...   3625.00     3625.00       RR
206   v2509  20250908   4727.00  ...   4721.00     4727.00        V
207   v2510  20250908   4800.00  ...   4770.00     4781.00        V
208   v2511  20250908   4832.00  ...   4801.00     4818.00        V
209   v2512  20250908   4874.00  ...   4839.00     4861.00        V
210   v2601  20250908   4913.00  ...   4878.00     4886.00        V
211   v2602  20250908   4948.00  ...   4919.00     4921.00        V
212   v2603  20250908   4970.00  ...   4950.00     4957.00        V
213   v2604  20250908   5178.00  ...   5154.00     5174.00        V
214   v2605  20250908   5219.00  ...   5186.00     5191.00        V
215   v2606  20250908   5227.00  ...   5208.00     5232.00        V
216   v2607  20250908   5270.00  ...   5252.00     5263.00        V
217   v2608  20250908   5290.00  ...   5285.00     5288.00        V
218   y2509  20250908      0.00  ...   8420.00     8420.00        Y
219   y2511  20250908   8474.00  ...   8432.00     8424.00        Y
220   y2512  20250908   8486.00  ...   8454.00     8446.00        Y
221   y2601  20250908   8450.00  ...   8408.00     8400.00        Y
222   y2603  20250908   8360.00  ...   8326.00     8326.00        Y
223   y2605  20250908   8122.00  ...   8110.00     8092.00        Y
224   y2607  20250908   8088.00  ...   8062.00     8052.00        Y
225   y2608  20250908   8052.00  ...   8052.00     8056.00        Y

[226 rows x 12 columns]
2025-09-12 16:27:24,831 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250908   475.6  ...   476.2      482.3      SC
1       SC2511  20250908     476  ...   477.2      481.9      SC
2       SC2512  20250908   474.8  ...   476.7      481.1      SC
3       SC2601  20250908   473.7  ...   474.2      479.5      SC
4       SC2602  20250908     474  ...   472.6      477.5      SC
5       SC2603  20250908     472  ...   472.2      475.2      SC
6       SC2604  20250908   467.5  ...     470      473.7      SC
7       SC2605  20250908   468.9  ...   469.8      472.5      SC
8       SC2606  20250908     468  ...   469.2      471.5      SC
9       SC2607  20250908   462.6  ...   466.6      470.4      SC
10      SC2608  20250908   466.6  ...   463.1        469      SC
11      SC2609  20250908   463.8  ...   463.7      467.9      SC
12      SC2612  20250908   459.9  ...   459.9      467.1      SC
13      SC2703  20250908          ...   466.8      466.8      SC
14      SC2706  20250908   456.9  ...   457.5        465      SC
15      SC2709  20250908   461.1  ...   461.1      464.6      SC
16      SC2712  20250908          ...   464.6      464.6      SC
17      SC2803  20250908   459.2  ...   459.2      462.6      SC
18      SC2806  20250908   454.9  ...   457.3      460.6      SC
19      SC2809  20250908   457.5  ...     459        458      SC
21      LU2510  20250908    3345  ...    3339       3366      LU
22      LU2511  20250908    3352  ...    3362       3389      LU
23      LU2512  20250908    3349  ...    3355       3386      LU
24      LU2601  20250908    3356  ...    3345       3375      LU
25      LU2602  20250908    3330  ...    3345       3358      LU
26      LU2603  20250908    3323  ...    3325       3351      LU
27      LU2604  20250908    3316  ...    3308       3350      LU
28      LU2605  20250908    3310  ...    3328       3345      LU
29      LU2606  20250908    3308  ...    3309       3337      LU
30      LU2607  20250908    3326  ...    3308       3334      LU
31      LU2608  20250908    3325  ...    3319       3337      LU
32      LU2609  20250908    3302  ...    3317       3318      LU
34      NR2509  20250908   12890  ...   12890      12790      NR
35      NR2510  20250908   13075  ...   12975      12890      NR
36      NR2511  20250908   13100  ...   13030      12955      NR
37      NR2512  20250908   13120  ...   13065      12990      NR
38      NR2601  20250908   13190  ...   13090      13025      NR
39      NR2602  20250908   13195  ...   13100      13050      NR
40      NR2603  20250908   13120  ...   13055      13010      NR
41      NR2604  20250908   13100  ...   13045      13010      NR
42      NR2605  20250908   13095  ...   13050      12990      NR
43      NR2606  20250908   13080  ...   13085      13000      NR
44      NR2607  20250908   13125  ...   13095      12880      NR
45      NR2608  20250908   13110  ...   13100      12915      NR
47      BC2509  20250908          ...   70330      70330      BC
48      BC2510  20250908   71190  ...   70780      70890      BC
49      BC2511  20250908   71240  ...   70810      70950      BC
50      BC2512  20250908          ...   70790      70790      BC
51      BC2601  20250908   71000  ...   70810      71280      BC
52      BC2602  20250908          ...   70900      70900      BC
53      BC2603  20250908   70820  ...   70820      71360      BC
54      BC2604  20250908          ...   71200      71200      BC
55      BC2605  20250908          ...   71170      71170      BC
56      BC2606  20250908          ...   70700      70700      BC
57      BC2607  20250908          ...   70900      70900      BC
58      BC2608  20250908          ...   70800      70800      BC
60      EC2510  20250908    1305  ...  1281.1     1318.7      EC
61      EC2512  20250908    1690  ...  1666.1       1696      EC
62      EC2602  20250908  1529.8  ...  1512.9     1531.5      EC
63      EC2604  20250908  1252.5  ...    1246       1253      EC
64      EC2606  20250908  1434.3  ...  1433.1     1445.6      EC
65      EC2608  20250908  1604.4  ...  1603.9       1607      EC
69  SC_TAS2510  20250908          ...                     SC_TAS
70  SC_TAS2511  20250908          ...                     SC_TAS
71  SC_TAS2512  20250908          ...                     SC_TAS
72  SC_TAS2601  20250908          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 16:27:24,909 - future_1d - INFO - ak.get_ine_daily('2025-09-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250908  6906.200  ...  6925.600    6876.800       IC
1   IC2510  20250908  6866.400  ...  6870.600    6831.200       IC
2   IC2512  20250908  6750.000  ...  6761.600    6719.600       IC
3   IC2603  20250908  6591.000  ...  6615.600    6576.200       IC
4   IF2509  20250908  4464.000  ...  4457.000    4450.600       IF
5   IF2510  20250908  4449.600  ...  4449.400    4446.200       IF
6   IF2512  20250908  4438.000  ...  4429.600    4427.200       IF
7   IF2603  20250908  4426.000  ...  4411.000    4410.200       IF
8   IH2509  20250908  2941.000  ...  2938.600    2939.200       IH
9   IH2510  20250908  2939.800  ...  2938.400    2938.800       IH
10  IH2512  20250908  2938.200  ...  2938.800    2938.400       IH
11  IH2603  20250908  2944.400  ...  2941.800    2942.400       IH
12  IM2509  20250908  7221.000  ...  7248.000    7206.200       IM
13  IM2510  20250908  7171.200  ...  7189.200    7151.600       IM
14  IM2512  20250908  7049.000  ...  7053.200    7015.400       IM
15  IM2603  20250908  6865.000  ...  6873.200    6843.000       IM
16   T2509  20250908       NaN  ...   107.980     108.055        T
17   T2512  20250908   107.860  ...   107.845     107.920        T
18   T2603  20250908   107.600  ...   107.570     107.670        T
19  TF2509  20250908   105.670  ...   105.670     105.690       TF
20  TF2512  20250908   105.510  ...   105.580     105.580       TF
21  TF2603  20250908   105.500  ...   105.495     105.505       TF
22  TL2509  20250908   116.440  ...   116.400     116.740       TL
23  TL2512  20250908   116.060  ...   115.980     116.300       TL
24  TL2603  20250908   115.800  ...   115.640     115.950       TL
25  TS2509  20250908       NaN  ...   102.356     102.344       TS
26  TS2512  20250908   102.390  ...   102.400     102.388       TS
27  TS2603  20250908   102.322  ...   102.350     102.356       TS

[28 rows x 12 columns]
2025-09-12 16:27:25,147 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250908   8346.0   8397.0  ...   261591.38   8359.0      8328.0       AP
1    AP511  20250908   8187.0   8276.0  ...     5220.23   8240.0      8179.0       AP
2    AP512  20250908   8236.0   8302.0  ...     1753.91   8273.0      8167.0       AP
3    AP601  20250908   8289.0   8392.0  ...   441751.89   8347.0      8249.0       AP
4    AP603  20250908   8166.0   8263.0  ...      230.76   8242.0      8145.0       AP
5    AP604  20250908   8224.0   8267.0  ...      164.72   8236.0      8187.0       AP
6    AP605  20250908   8218.0   8321.0  ...     2849.53   8284.0      8197.0       AP
7    CF509  20250908  13565.0  13565.0  ...     4505.79  13490.0     13565.0       CF
8    CF511  20250908  13900.0  13900.0  ...   272166.75  13770.0     13860.0       CF
9    CF601  20250908  14000.0  14025.0  ...  1760633.85  13930.0     13985.0       CF
10   CF603  20250908  13950.0  13975.0  ...     3486.06  13890.0     13945.0       CF
11   CF605  20250908  13940.0  13965.0  ...   128659.29  13875.0     13930.0       CF
12   CF607  20250908  13965.0  13965.0  ...     1013.79  13890.0     13940.0       CF
13   CJ509  20250908  10000.0  10080.0  ...      130.21  10015.0      9955.0       CJ
14   CJ512  20250908  10845.0  11120.0  ...     5527.24  10990.0     10925.0       CJ
15   CJ601  20250908  10960.0  11175.0  ...   721808.75  11065.0     10990.0       CJ
16   CJ603  20250908  10995.0  11215.0  ...     9255.13  11130.0     11045.0       CJ
17   CJ605  20250908  11090.0  11305.0  ...   104057.97  11200.0     11130.0       CJ
18   CJ607  20250908  11220.0  11430.0  ...     4921.45  11325.0     11290.0       CJ
19   CY509  20250908  20200.0  20200.0  ...      181.80  20200.0     20200.0       CY
20   CY510  20250908      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250908  19975.0  19990.0  ...   111924.17  19955.0     19975.0       CY
22   CY512  20250908      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250908  19945.0  19995.0  ...     2094.25  19945.0     19975.0       CY
24   CY602  20250908      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250908      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250908      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250908      0.0      0.0  ...        0.00  20205.0     20230.0       CY
28   CY606  20250908      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250908      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250908      0.0      0.0  ...        0.00  20220.0     20245.0       CY
31   FG509  20250908    986.0   1024.0  ...      339.98    994.0       969.0       FG
32   FG510  20250908   1100.0   1127.0  ...    83810.71   1103.0      1080.0       FG
33   FG511  20250908   1093.0   1117.0  ...   248167.13   1092.0      1070.0       FG
34   FG512  20250908   1192.0   1221.0  ...    99499.69   1195.0      1170.0       FG
35   FG601  20250908   1192.0   1218.0  ...  6684565.08   1188.0      1166.0       FG
36   FG602  20250908   1236.0   1267.0  ...    29027.80   1237.0      1216.0       FG
37   FG603  20250908   1245.0   1267.0  ...     3047.21   1240.0      1221.0       FG
38   FG604  20250908   1293.0   1314.0  ...     1104.86   1291.0      1274.0       FG
39   FG605  20250908   1295.0   1310.0  ...   165961.95   1287.0      1267.0       FG
40   FG606  20250908   1330.0   1334.0  ...     1364.16   1317.0      1302.0       FG
41   FG607  20250908   1320.0   1326.0  ...     2892.12   1315.0      1302.0       FG
42   FG608  20250908   1327.0   1349.0  ...     2365.91   1337.0      1323.0       FG
43   JR509  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250908   2245.0   2254.0  ...      655.56   2245.0      2243.0       MA
53   MA510  20250908   2315.0   2319.0  ...    17072.14   2309.0      2308.0       MA
54   MA511  20250908   2344.0   2351.0  ...   100941.91   2335.0      2332.0       MA
55   MA512  20250908   2388.0   2390.0  ...    57024.48   2377.0      2374.0       MA
56   MA601  20250908   2410.0   2416.0  ...  1042405.54   2403.0      2403.0       MA
57   MA602  20250908   2421.0   2425.0  ...    22966.54   2414.0      2412.0       MA
58   MA603  20250908   2427.0   2427.0  ...      161.96   2417.0      2418.0       MA
59   MA604  20250908   2403.0   2411.0  ...        9.63   2407.0      2411.0       MA
60   MA605  20250908   2405.0   2410.0  ...    84519.14   2397.0      2398.0       MA
61   MA606  20250908   2413.0   2413.0  ...        9.61   2403.0      2411.0       MA
62   MA607  20250908   2394.0   2398.0  ...       40.66   2392.0      2395.0       MA
63   MA608  20250908   2409.0   2410.0  ...       24.03   2403.0      2399.0       MA
64   OI509  20250908   9900.0   9930.0  ...     1983.00   9915.0      9950.0       OI
65   OI511  20250908   9949.0  10005.0  ...   633242.63   9921.0      9887.0       OI
66   OI601  20250908   9824.0   9845.0  ...  3091517.46   9782.0      9763.0       OI
67   OI603  20250908   9686.0   9700.0  ...     3717.77   9632.0      9637.0       OI
68   OI605  20250908   9578.0   9578.0  ...   176525.01   9505.0      9527.0       OI
69   OI607  20250908   9486.0   9513.0  ...      443.66   9440.0      9470.0       OI
70   PF509  20250908      0.0      0.0  ...        0.00   6264.0      6256.0       PF
71   PF510  20250908   6334.0   6378.0  ...    82766.84   6336.0      6332.0       PF
72   PF511  20250908   6312.0   6364.0  ...   502118.06   6324.0      6322.0       PF
73   PF512  20250908   6312.0   6352.0  ...   158771.88   6310.0      6314.0       PF
74   PF601  20250908   6350.0   6392.0  ...    27902.70   6366.0      6366.0       PF
75   PF602  20250908   6368.0   6404.0  ...    36920.05   6376.0      6372.0       PF
76   PF603  20250908   6364.0   6416.0  ...       19.16   6386.0      6384.0       PF
77   PF604  20250908   6426.0   6456.0  ...       16.11   6442.0      6446.0       PF
78   PF605  20250908   6444.0   6472.0  ...       93.58   6454.0      6440.0       PF
79   PF606  20250908   6454.0   6488.0  ...       22.64   6470.0      6474.0       PF
80   PF607  20250908   6472.0   6502.0  ...       29.16   6480.0      6460.0       PF
81   PF608  20250908   6482.0   6502.0  ...       12.98   6490.0      6470.0       PF
82   PK510  20250908   7964.0   8018.0  ...    35211.79   7986.0      7970.0       PK
83   PK511  20250908   7826.0   7880.0  ...   395517.10   7856.0      7818.0       PK
84   PK512  20250908   7818.0   7886.0  ...   133295.57   7864.0      7812.0       PK
85   PK601  20250908   7844.0   7890.0  ...    47533.97   7874.0      7844.0       PK
86   PK603  20250908   7860.0   7896.0  ...      193.15   7884.0      7854.0       PK
87   PK604  20250908   7874.0   7908.0  ...      150.00   7894.0      7866.0       PK
88   PK605  20250908   7886.0   7912.0  ...     6200.98   7900.0      7880.0       PK
89   PL601  20250908   6381.0   6413.0  ...    27674.71   6388.0      6398.0       PL
90   PL602  20250908   6428.0   6492.0  ...     3106.98   6446.0      6436.0       PL
91   PL603  20250908   6435.0   6479.0  ...       64.51   6451.0      6458.0       PL
92   PL604  20250908      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250908   6375.0   6400.0  ...       51.13   6391.0      6389.0       PL
94   PL606  20250908      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250908      0.0      0.0  ...        0.00   6464.0      6464.0       PL
96   PL608  20250908      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250908   5808.0   5808.0  ...      199.90   5794.0      5620.0       PR
104  PR510  20250908   5822.0   5868.0  ...    15244.70   5834.0      5822.0       PR
105  PR511  20250908   5832.0   5870.0  ...   747199.90   5844.0      5822.0       PR
106  PR512  20250908   5840.0   5878.0  ...   554784.85   5854.0      5830.0       PR
107  PR601  20250908   5844.0   5882.0  ...    46475.49   5854.0      5836.0       PR
108  PR602  20250908   5878.0   5878.0  ...       17.63   5876.0      5862.0       PR
109  PR603  20250908   5884.0   5898.0  ...       61.83   5890.0      5894.0       PR
110  PR604  20250908   5866.0   5898.0  ...       17.65   5882.0      5896.0       PR
111  PR605  20250908   5870.0   5924.0  ...       79.73   5906.0      5910.0       PR
112  PR606  20250908      0.0      0.0  ...        0.00   5946.0      5928.0       PR
113  PR607  20250908   5970.0   5970.0  ...        8.96   5970.0      5926.0       PR
114  PR608  20250908      0.0      0.0  ...        0.00   5960.0      5924.0       PR
115  PX509  20250908      0.0      0.0  ...        0.00   6730.0      6704.0       PX
116  PX510  20250908   6730.0   6774.0  ...    10523.09   6706.0      6704.0       PX
117  PX511  20250908   6692.0   6770.0  ...   546515.94   6714.0      6688.0       PX
118  PX512  20250908   6678.0   6748.0  ...   137860.37   6696.0      6670.0       PX
119  PX601  20250908   6658.0   6720.0  ...   105635.75   6668.0      6654.0       PX
120  PX602  20250908   6646.0   6708.0  ...     8025.67   6658.0      6646.0       PX
121  PX603  20250908   6634.0   6634.0  ...       82.93   6634.0      6636.0       PX
122  PX604  20250908      0.0      0.0  ...        0.00   6696.0      6650.0       PX
123  PX605  20250908   6662.0   6708.0  ...      503.09   6664.0      6662.0       PX
124  PX606  20250908      0.0      0.0  ...        0.00   6706.0      6668.0       PX
125  PX607  20250908      0.0      0.0  ...        0.00   6722.0      6670.0       PX
126  PX608  20250908      0.0      0.0  ...        0.00   6706.0      6670.0       PX
127  RI509  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250908   2560.0   2592.0  ...      592.84   2575.0      2582.0       RM
134  RM511  20250908   2556.0   2570.0  ...    34528.11   2556.0      2546.0       RM
135  RM601  20250908   2545.0   2564.0  ...   944587.35   2543.0      2536.0       RM
136  RM603  20250908   2425.0   2442.0  ...    17890.86   2426.0      2424.0       RM
137  RM605  20250908   2392.0   2407.0  ...   207219.00   2395.0      2396.0       RM
138  RM607  20250908   2382.0   2391.0  ...    29384.57   2383.0      2385.0       RM
139  RM608  20250908   2472.0   2482.0  ...      150.92   2474.0      2480.0       RM
140  RS509  20250908      0.0      0.0  ...        0.00   4838.0      4824.0       RS
141  RS511  20250908   5120.0   5228.0  ...       72.58   5184.0      5216.0       RS
142  RS607  20250908   5501.0   5571.0  ...       83.15   5543.0      5527.0       RS
143  RS608  20250908      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250908   1166.0   1171.0  ...     1362.97   1165.0      1159.0       SA
145  SA510  20250908   1219.0   1224.0  ...    51908.13   1212.0      1214.0       SA
146  SA511  20250908   1229.0   1234.0  ...   343173.45   1220.0      1222.0       SA
147  SA512  20250908   1293.0   1294.0  ...   180400.99   1276.0      1280.0       SA
148  SA601  20250908   1300.0   1303.0  ...  3992582.06   1286.0      1288.0       SA
149  SA602  20250908   1330.0   1333.0  ...    63958.06   1318.0      1312.0       SA
150  SA603  20250908   1337.0   1340.0  ...     5580.78   1325.0      1328.0       SA
151  SA604  20250908   1380.0   1380.0  ...      993.08   1368.0      1372.0       SA
152  SA605  20250908   1381.0   1386.0  ...   168371.10   1372.0      1370.0       SA
153  SA606  20250908   1388.0   1391.0  ...     1253.52   1381.0      1385.0       SA
154  SA607  20250908   1393.0   1394.0  ...     2063.89   1380.0      1390.0       SA
155  SA608  20250908   1410.0   1410.0  ...      892.32   1399.0      1406.0       SA
156  SF509  20250908   5380.0   5440.0  ...      462.77   5414.0      5424.0       SF
157  SF510  20250908   5398.0   5462.0  ...    22498.91   5414.0      5414.0       SF
158  SF511  20250908   5570.0   5628.0  ...   369612.24   5578.0      5584.0       SF
159  SF512  20250908   5526.0   5582.0  ...    90614.61   5534.0      5534.0       SF
160  SF601  20250908   5524.0   5588.0  ...    99760.29   5542.0      5550.0       SF
161  SF602  20250908   5506.0   5550.0  ...    28242.30   5508.0      5512.0       SF
162  SF603  20250908   5660.0   5720.0  ...       71.13   5690.0      5688.0       SF
163  SF604  20250908   5658.0   5658.0  ...        2.83   5658.0      5684.0       SF
164  SF605  20250908   5636.0   5698.0  ...     1626.54   5658.0      5654.0       SF
165  SF606  20250908   5606.0   5652.0  ...       50.56   5618.0      5644.0       SF
166  SF607  20250908   5760.0   5760.0  ...       14.40   5758.0      5788.0       SF
167  SF608  20250908   5728.0   5732.0  ...       14.31   5726.0      5728.0       SF
168  SH509  20250908   2660.0   2670.0  ...       55.89   2661.0      2495.0       SH
169  SH510  20250908   2598.0   2598.0  ...   112700.15   2570.0      2595.0       SH
170  SH511  20250908   2615.0   2620.0  ...   621157.93   2585.0      2623.0       SH
171  SH512  20250908   2637.0   2637.0  ...   216682.61   2604.0      2633.0       SH
172  SH601  20250908   2606.0   2607.0  ...  3014036.03   2583.0      2606.0       SH
173  SH602  20250908   2621.0   2622.0  ...    32488.05   2600.0      2616.0       SH
174  SH603  20250908   2631.0   2631.0  ...     4323.42   2616.0      2633.0       SH
175  SH604  20250908   2661.0   2675.0  ...      997.00   2659.0      2680.0       SH
176  SH605  20250908   2702.0   2702.0  ...    25252.53   2673.0      2692.0       SH
177  SH606  20250908   2685.0   2693.0  ...      249.21   2680.0      2697.0       SH
178  SH607  20250908   2674.0   2680.0  ...      120.29   2673.0      2685.0       SH
179  SH608  20250908   2680.0   2691.0  ...      128.79   2683.0      2695.0       SH
180  SM509  20250908   5684.0   5740.0  ...      393.75   5708.0      5670.0       SM
181  SM510  20250908   5718.0   5776.0  ...    17432.86   5726.0      5736.0       SM
182  SM511  20250908   5772.0   5848.0  ...   173133.11   5798.0      5800.0       SM
183  SM512  20250908   5794.0   5854.0  ...   100070.45   5808.0      5816.0       SM
184  SM601  20250908   5806.0   5860.0  ...   402232.21   5806.0      5816.0       SM
185  SM602  20250908   5800.0   5866.0  ...    48173.15   5806.0      5808.0       SM
186  SM603  20250908   5800.0   5874.0  ...       75.80   5832.0      5886.0       SM
187  SM604  20250908   5816.0   5816.0  ...        2.91   5816.0      5856.0       SM
188  SM605  20250908   5856.0   5898.0  ...     6515.39   5854.0      5842.0       SM
189  SM606  20250908   5818.0   5898.0  ...       90.78   5858.0      5828.0       SM
190  SM607  20250908   5840.0   5914.0  ...       56.06   5902.0      5866.0       SM
191  SM608  20250908   5852.0   5868.0  ...        5.86   5860.0      5914.0       SM
192  SR509  20250908   5533.0   5546.0  ...      631.56   5540.0      5544.0       SR
193  SR511  20250908   5506.0   5535.0  ...   201186.44   5516.0      5532.0       SR
194  SR601  20250908   5518.0   5539.0  ...  1111355.41   5522.0      5522.0       SR
195  SR603  20250908   5508.0   5526.0  ...     2750.08   5511.0      5509.0       SR
196  SR605  20250908   5507.0   5519.0  ...    44997.83   5506.0      5506.0       SR
197  SR607  20250908   5508.0   5515.0  ...     3936.68   5506.0      5505.0       SR
198  TA509  20250908   4524.0   4578.0  ...     3476.01   4544.0      4528.0       TA
199  TA510  20250908   4612.0   4662.0  ...    66431.23   4624.0      4620.0       TA
200  TA511  20250908   4630.0   4676.0  ...   415493.13   4640.0      4632.0       TA
201  TA512  20250908   4644.0   4688.0  ...   236425.62   4656.0      4644.0       TA
202  TA601  20250908   4654.0   4696.0  ...  1712782.54   4662.0      4656.0       TA
203  TA602  20250908   4660.0   4704.0  ...    19136.23   4674.0      4666.0       TA
204  TA603  20250908   4650.0   4716.0  ...       72.86   4700.0      4680.0       TA
205  TA604  20250908   4692.0   4710.0  ...        9.40   4702.0      4700.0       TA
206  TA605  20250908   4690.0   4728.0  ...    46249.44   4700.0      4692.0       TA
207  TA606  20250908   4672.0   4718.0  ...       18.73   4684.0      4700.0       TA
208  TA607  20250908   4686.0   4750.0  ...       16.48   4708.0      4704.0       TA
209  TA608  20250908   4698.0   4758.0  ...       21.24   4722.0      4716.0       TA
210  UR509  20250908   1655.0   1656.0  ...      347.16   1653.0      1673.0       UR
211  UR510  20250908   1667.0   1674.0  ...     6373.64   1669.0      1681.0       UR
212  UR511  20250908   1704.0   1708.0  ...    41923.33   1702.0      1714.0       UR
213  UR512  20250908   1703.0   1710.0  ...    15609.47   1705.0      1717.0       UR
214  UR601  20250908   1705.0   1710.0  ...   502369.61   1703.0      1718.0       UR
215  UR602  20250908   1698.0   1707.0  ...      313.11   1702.0      1716.0       UR
216  UR603  20250908   1742.0   1752.0  ...       62.89   1747.0      1759.0       UR
217  UR604  20250908   1752.0   1752.0  ...       13.99   1749.0      1763.0       UR
218  UR605  20250908   1745.0   1751.0  ...    20424.22   1745.0      1757.0       UR
219  UR606  20250908   1745.0   1747.0  ...      160.08   1740.0      1755.0       UR
220  UR607  20250908   1768.0   1771.0  ...       24.77   1769.0      1776.0       UR
221  UR608  20250908   1765.0   1769.0  ...       24.71   1765.0      1775.0       UR
222  WH509  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 16:27:25,460 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250908  55930.0  ...  55960.0     55930.0       PS
1   PS2510  20250908  56000.0  ...  55690.0     55640.0       PS
2   PS2511  20250908  56080.0  ...  55595.0     54875.0       PS
3   PS2512  20250908  58220.0  ...  57845.0     57355.0       PS
4   PS2601  20250908  58400.0  ...  57690.0     57150.0       PS
5   PS2602  20250908  58230.0  ...  57830.0     56965.0       PS
6   PS2603  20250908  58500.0  ...  57970.0     57685.0       PS
7   PS2604  20250908  58255.0  ...  57845.0     58010.0       PS
8   PS2605  20250908  58805.0  ...  57825.0     57385.0       PS
9   PS2606  20250908  61050.0  ...  59920.0     59380.0       PS
10  PS2607  20250908  60010.0  ...  60045.0     59285.0       PS
11  PS2608  20250908  60000.0  ...  59980.0     59595.0       PS
13  SI2509  20250908      0.0  ...   8690.0      8690.0       SI
14  SI2510  20250908   8790.0  ...   8560.0      8710.0       SI
15  SI2511  20250908   8740.0  ...   8545.0      8715.0       SI
16  SI2512  20250908   9095.0  ...   8915.0      9075.0       SI
17  SI2601  20250908   9050.0  ...   8900.0      9065.0       SI
18  SI2602  20250908   9015.0  ...   8900.0      8995.0       SI
19  SI2603  20250908   9000.0  ...   8930.0      9115.0       SI
20  SI2604  20250908   9025.0  ...   8930.0      9140.0       SI
21  SI2605  20250908   9130.0  ...   8950.0      9110.0       SI
22  SI2606  20250908   9025.0  ...   8940.0      9180.0       SI
23  SI2607  20250908   9010.0  ...   8965.0      9165.0       SI
24  SI2608  20250908   9000.0  ...   8930.0      9170.0       SI
27  LC2509  20250908  73880.0  ...  74200.0     74640.0       LC
28  LC2510  20250908  74100.0  ...  74460.0     74160.0       LC
29  LC2511  20250908  73840.0  ...  74860.0     74140.0       LC
30  LC2512  20250908  74580.0  ...  74840.0     74240.0       LC
31  LC2601  20250908  74000.0  ...  74860.0     74160.0       LC
32  LC2602  20250908  74480.0  ...  74560.0     74000.0       LC
33  LC2603  20250908  74080.0  ...  74480.0     73740.0       LC
34  LC2604  20250908  74480.0  ...  74600.0     73860.0       LC
35  LC2605  20250908  74260.0  ...  74820.0     73880.0       LC
36  LC2606  20250908  74200.0  ...  74760.0     73780.0       LC
37  LC2607  20250908  74700.0  ...  74640.0     73660.0       LC
38  LC2608  20250908  74200.0  ...  74960.0     74220.0       LC

[36 rows x 12 columns]
2025-09-12 16:27:25,660 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250908  ...   79710      79980      CU
1        1      CU2510  20250908  ...   79730      79940      CU
2        2      CU2511  20250908  ...   79690      79930      CU
3        3      CU2512  20250908  ...   79660      79880      CU
4        4      CU2601  20250908  ...   79620      79900      CU
5        5      CU2602  20250908  ...   79620      79890      CU
6        6      CU2603  20250908  ...   79620      79850      CU
7        7      CU2604  20250908  ...   79640      79890      CU
8        8      CU2605  20250908  ...   79680      80000      CU
9        9      CU2606  20250908  ...   79640      79900      CU
10      10      CU2607  20250908  ...   79680      79880      CU
11      11      CU2608  20250908  ...   79710      79920      CU
12      12      BC2509  20250908  ...   70330      70330      BC
13      13      BC2510  20250908  ...   70780      70890      BC
14      14      BC2511  20250908  ...   70810      70950      BC
15      15      BC2512  20250908  ...   70790      70790      BC
16      16      BC2601  20250908  ...   70810      71280      BC
17      17      BC2602  20250908  ...   70900      70900      BC
18      18      BC2603  20250908  ...   70820      71360      BC
19      19      BC2604  20250908  ...   71200      71200      BC
20      20      BC2605  20250908  ...   71170      71170      BC
21      21      BC2606  20250908  ...   70700      70700      BC
22      22      BC2607  20250908  ...   70900      70900      BC
23      23      BC2608  20250908  ...   70800      70800      BC
24      24      AL2509  20250908  ...   20690      20675      AL
25      25      AL2510  20250908  ...   20710      20670      AL
26      26      AL2511  20250908  ...   20695      20655      AL
27      27      AL2512  20250908  ...   20670      20640      AL
28      28      AL2601  20250908  ...   20655      20625      AL
29      29      AL2602  20250908  ...   20650      20625      AL
30      30      AL2603  20250908  ...   20685      20665      AL
31      31      AL2604  20250908  ...   20700      20700      AL
32      32      AL2605  20250908  ...   20750      20725      AL
33      33      AL2606  20250908  ...   20735      20740      AL
34      34      AL2607  20250908  ...   20755      20750      AL
35      35      AL2608  20250908  ...   20755      20720      AL
36      36      ZN2509  20250908  ...   22185      22070      ZN
37      37      ZN2510  20250908  ...   22245      22115      ZN
38      38      ZN2511  20250908  ...   22235      22115      ZN
39      39      ZN2512  20250908  ...   22240      22120      ZN
40      40      ZN2601  20250908  ...   22250      22125      ZN
41      41      ZN2602  20250908  ...   22235      22165      ZN
42      42      ZN2603  20250908  ...   22275      22175      ZN
43      43      ZN2604  20250908  ...   22270      22165      ZN
44      44      ZN2605  20250908  ...   22285      22185      ZN
45      45      ZN2606  20250908  ...   22310      22220      ZN
46      46      ZN2607  20250908  ...   22340      22225      ZN
47      47      ZN2608  20250908  ...   22315      22205      ZN
48      48      PB2509  20250908  ...   16835      16815      PB
49      49      PB2510  20250908  ...   16890      16880      PB
50      50      PB2511  20250908  ...   16890      16885      PB
51      51      PB2512  20250908  ...   16905      16900      PB
52      52      PB2601  20250908  ...   16915      16910      PB
53      53      PB2602  20250908  ...   16925      16925      PB
54      54      PB2603  20250908  ...   16960      16960      PB
55      55      PB2604  20250908  ...   16995      16995      PB
56      56      PB2605  20250908  ...   16995      16995      PB
57      57      PB2606  20250908  ...   17015      17020      PB
58      58      PB2607  20250908  ...   17020      17065      PB
59      59      PB2608  20250908  ...   17060      17080      PB
60      60      NI2509  20250908  ...  121240     120700      NI
61      61      NI2510  20250908  ...  121510     121100      NI
62      62      NI2511  20250908  ...  121660     121240      NI
63      63      NI2512  20250908  ...  121870     121450      NI
64      64      NI2601  20250908  ...  122130     121700      NI
65      65      NI2602  20250908  ...  122430     121950      NI
66      66      NI2603  20250908  ...  122760     122210      NI
67      67      NI2604  20250908  ...  122950     122410      NI
68      68      NI2605  20250908  ...  122930     122470      NI
69      69      NI2606  20250908  ...  123420     122860      NI
70      70      NI2607  20250908  ...  123570     123070      NI
71      71      NI2608  20250908  ...  123860     123420      NI
72      72      SN2509  20250908  ...  270130     271760      SN
73      73      SN2510  20250908  ...  271110     272250      SN
74      74      SN2511  20250908  ...  271190     272440      SN
75      75      SN2512  20250908  ...  270980     272380      SN
76      76      SN2601  20250908  ...  270710     272240      SN
77      77      SN2602  20250908  ...  271430     271860      SN
78      78      SN2603  20250908  ...  271600     272070      SN
79      79      SN2604  20250908  ...  270450     273030      SN
80      80      SN2605  20250908  ...  271370     273110      SN
81      81      SN2606  20250908  ...  273640     272980      SN
82      82      SN2607  20250908  ...  272320     272930      SN
83      83      SN2608  20250908  ...  272080     272970      SN
84      84      AO2509  20250908  ...    2917       2948      AO
85      85      AO2510  20250908  ...    2945       2968      AO
86      86      AO2511  20250908  ...    2955       2975      AO
87      87      AO2512  20250908  ...    2959       2979      AO
88      88      AO2601  20250908  ...    2965       2985      AO
89      89      AO2602  20250908  ...    2968       2982      AO
90      90      AO2603  20250908  ...    3028       3025      AO
91      91      AO2604  20250908  ...    3036       3029      AO
92      92      AO2605  20250908  ...    3049       3051      AO
93      93      AO2606  20250908  ...    3065       3062      AO
94      94      AO2607  20250908  ...    3075       3075      AO
95      95      AO2608  20250908  ...    3088       3072      AO
96      96      AD2511  20250908  ...   20305      20260      AD
97      97      AD2512  20250908  ...   20325      20295      AD
98      98      AD2601  20250908  ...   20285      20285      AD
99      99      AD2602  20250908  ...   20280      20250      AD
100    100      AD2603  20250908  ...   20295      20310      AD
101    101      AD2604  20250908  ...   20240      20240      AD
102    102      AD2605  20250908  ...   20210      20185      AD
103    103      AD2606  20250908  ...   20155      20155      AD
104    104      AD2607  20250908  ...   20150      20135      AD
105    105      AD2608  20250908  ...   20170      20170      AD
106    106      AU2509  20250908  ...  819.72     814.12      AU
107    107      AU2510  20250908  ...  821.36     814.56      AU
108    108      AU2511  20250908  ...  822.48     816.12      AU
109    109      AU2512  20250908  ...  823.34     816.56      AU
110    110      AU2602  20250908  ...  825.52     818.66      AU
111    111      AU2604  20250908  ...  827.56     820.78      AU
112    112      AU2606  20250908  ...  829.82     823.36      AU
113    113      AU2608  20250908  ...  832.16     825.28      AU
114    114      AG2509  20250908  ...    9778       9760      AG
115    115      AG2510  20250908  ...    9809       9763      AG
116    116      AG2511  20250908  ...    9826       9774      AG
117    117      AG2512  20250908  ...    9831       9786      AG
118    118      AG2601  20250908  ...    9845       9794      AG
119    119      AG2602  20250908  ...    9853       9807      AG
120    120      AG2603  20250908  ...    9874       9822      AG
121    121      AG2604  20250908  ...    9880       9832      AG
122    122      AG2605  20250908  ...    9895       9843      AG
123    123      AG2606  20250908  ...    9916       9860      AG
124    124      AG2607  20250908  ...    9932       9876      AG
125    125      AG2608  20250908  ...    9935       9888      AG
126    126      RB2509  20250908  ...    2949       2967      RB
127    127      RB2510  20250908  ...    3035       3042      RB
128    128      RB2511  20250908  ...    3054       3064      RB
129    129      RB2512  20250908  ...    3097       3110      RB
130    130      RB2601  20250908  ...    3123       3126      RB
131    131      RB2602  20250908  ...    3126       3122      RB
132    132      RB2603  20250908  ...    3140       3139      RB
133    133      RB2604  20250908  ...    3158       3167      RB
134    134      RB2605  20250908  ...    3170       3172      RB
135    135      RB2606  20250908  ...    3188       3185      RB
136    136      RB2607  20250908  ...    3203       3206      RB
137    137      RB2608  20250908  ...    3219       3216      RB
138    138      WR2509  20250908  ...    3342       3342      WR
139    139      WR2510  20250908  ...    3283       3289      WR
140    140      WR2511  20250908  ...    3365       3311      WR
141    141      WR2512  20250908  ...    3349       3349      WR
142    142      WR2601  20250908  ...    3376       3336      WR
143    143      WR2602  20250908  ...    3337       3337      WR
144    144      WR2603  20250908  ...    3435       3435      WR
145    145      WR2604  20250908  ...    3400       3400      WR
146    146      WR2605  20250908  ...    3429       3429      WR
147    147      WR2606  20250908  ...    3375       3375      WR
148    148      WR2607  20250908  ...    3387       3387      WR
149    149      WR2608  20250908  ...    3414       3374      WR
150    150      HC2509  20250908  ...    3396       3377      HC
151    151      HC2510  20250908  ...    3365       3344      HC
152    152      HC2511  20250908  ...    3354       3331      HC
153    153      HC2512  20250908  ...    3344       3341      HC
154    154      HC2601  20250908  ...    3335       3320      HC
155    155      HC2602  20250908  ...    3337       3320      HC
156    156      HC2603  20250908  ...    3339       3325      HC
157    157      HC2604  20250908  ...    3341       3325      HC
158    158      HC2605  20250908  ...    3345       3331      HC
159    159      HC2606  20250908  ...    3353       3326      HC
160    160      HC2607  20250908  ...    3347       3328      HC
161    161      HC2608  20250908  ...    3350       3328      HC
162    162      SS2509  20250908  ...   12730      12730      SS
163    163      SS2510  20250908  ...   12830      12770      SS
164    164      SS2511  20250908  ...   12895      12845      SS
165    165      SS2512  20250908  ...   12935      12880      SS
166    166      SS2601  20250908  ...   12995      12940      SS
167    167      SS2602  20250908  ...   13035      12965      SS
168    168      SS2603  20250908  ...   13115      13030      SS
169    169      SS2604  20250908  ...   13185      13095      SS
170    170      SS2605  20250908  ...   13250      13190      SS
171    171      SS2606  20250908  ...   13285      13260      SS
172    172      SS2607  20250908  ...   13350      13320      SS
173    173      SS2608  20250908  ...   13395      13310      SS
174    174      SC2510  20250908  ...   476.2      482.3      SC
175    175      SC2511  20250908  ...   477.2      481.9      SC
176    176      SC2512  20250908  ...   476.7      481.1      SC
177    177      SC2601  20250908  ...   474.2      479.5      SC
178    178      SC2602  20250908  ...   472.6      477.5      SC
179    179      SC2603  20250908  ...   472.2      475.2      SC
180    180      SC2604  20250908  ...     470      473.7      SC
181    181      SC2605  20250908  ...   469.8      472.5      SC
182    182      SC2606  20250908  ...   469.2      471.5      SC
183    183      SC2607  20250908  ...   466.6      470.4      SC
184    184      SC2608  20250908  ...   463.1        469      SC
185    185      SC2609  20250908  ...   463.7      467.9      SC
186    186      SC2612  20250908  ...   459.9      467.1      SC
187    187      SC2703  20250908  ...   466.8      466.8      SC
188    188      SC2706  20250908  ...   457.5        465      SC
189    189      SC2709  20250908  ...   461.1      464.6      SC
190    190      SC2712  20250908  ...   464.6      464.6      SC
191    191      SC2803  20250908  ...   459.2      462.6      SC
192    192      SC2806  20250908  ...   457.3      460.6      SC
193    193      SC2809  20250908  ...     459        458      SC
194    194      LU2510  20250908  ...    3339       3366      LU
195    195      LU2511  20250908  ...    3362       3389      LU
196    196      LU2512  20250908  ...    3355       3386      LU
197    197      LU2601  20250908  ...    3345       3375      LU
198    198      LU2602  20250908  ...    3345       3358      LU
199    199      LU2603  20250908  ...    3325       3351      LU
200    200      LU2604  20250908  ...    3308       3350      LU
201    201      LU2605  20250908  ...    3328       3345      LU
202    202      LU2606  20250908  ...    3309       3337      LU
203    203      LU2607  20250908  ...    3308       3334      LU
204    204      LU2608  20250908  ...    3319       3337      LU
205    205      LU2609  20250908  ...    3317       3318      LU
206    206      FU2510  20250908  ...    2781       2786      FU
207    207      FU2511  20250908  ...    2772       2784      FU
208    208      FU2512  20250908  ...    2748       2763      FU
209    209      FU2601  20250908  ...    2735       2753      FU
210    210      FU2602  20250908  ...    2719       2744      FU
211    211      FU2603  20250908  ...    2704       2736      FU
212    212      FU2604  20250908  ...    2708       2726      FU
213    213      FU2605  20250908  ...    2691       2717      FU
214    214      FU2606  20250908  ...    2688       2714      FU
215    215      FU2607  20250908  ...    2682       2706      FU
216    216      FU2608  20250908  ...    2677       2706      FU
217    217      FU2609  20250908  ...    2657       2693      FU
218    218      BU2509  20250908  ...    3448       3483      BU
219    219      BU2510  20250908  ...    3443       3461      BU
220    220      BU2511  20250908  ...    3417       3430      BU
221    221      BU2512  20250908  ...    3371       3382      BU
222    222      BU2601  20250908  ...    3345       3355      BU
223    223      BU2602  20250908  ...    3348       3356      BU
224    224      BU2603  20250908  ...    3347       3352      BU
225    225      BU2604  20250908  ...    3332       3367      BU
226    226      BU2605  20250908  ...    3353       3361      BU
227    227      BU2606  20250908  ...    3343       3354      BU
228    228      BU2607  20250908  ...    3341       3347      BU
229    229      BU2608  20250908  ...    3316       3340      BU
230    230      BU2609  20250908  ...    3324       3332      BU
231    231      BU2612  20250908  ...    3286       3290      BU
232    232      BU2703  20250908  ...    3293       3287      BU
233    233      BU2706  20250908  ...    3294       3326      BU
234    234      BR2509  20250908  ...   12090      12050      BR
235    235      BR2510  20250908  ...   12025      11965      BR
236    236      BR2511  20250908  ...   12010      11940      BR
237    237      BR2512  20250908  ...   11970      11905      BR
238    238      BR2601  20250908  ...   11975      11900      BR
239    239      BR2602  20250908  ...   11990      11865      BR
240    240      BR2603  20250908  ...   12000      11875      BR
241    241      BR2604  20250908  ...   12055      12050      BR
242    242      BR2605  20250908  ...   12055      12035      BR
243    243      BR2606  20250908  ...   12015      11885      BR
244    244      BR2607  20250908  ...   12165      12285      BR
245    245      BR2608  20250908  ...   12205      12280      BR
246    246      RU2509  20250908  ...   15310      15165      RU
247    247      RU2510  20250908  ...   15325      15210      RU
248    248      RU2511  20250908  ...   15260      15145      RU
249    249      RU2601  20250908  ...   16245      16120      RU
250    250      RU2603  20250908  ...   16250      16130      RU
251    251      RU2604  20250908  ...   16255      16125      RU
252    252      RU2605  20250908  ...   16280      16195      RU
253    253      RU2606  20250908  ...   16310      16330      RU
254    254      RU2607  20250908  ...   16340      16250      RU
255    255      RU2608  20250908  ...   16380      16265      RU
256    256      NR2509  20250908  ...   12890      12790      NR
257    257      NR2510  20250908  ...   12975      12890      NR
258    258      NR2511  20250908  ...   13030      12955      NR
259    259      NR2512  20250908  ...   13065      12990      NR
260    260      NR2601  20250908  ...   13090      13025      NR
261    261      NR2602  20250908  ...   13100      13050      NR
262    262      NR2603  20250908  ...   13055      13010      NR
263    263      NR2604  20250908  ...   13045      13010      NR
264    264      NR2605  20250908  ...   13050      12990      NR
265    265      NR2606  20250908  ...   13085      13000      NR
266    266      NR2607  20250908  ...   13095      12880      NR
267    267      NR2608  20250908  ...   13100      12915      NR
268    268      SP2509  20250908  ...    4956       4988      SP
269    269      SP2510  20250908  ...    4988       5018      SP
270    270      SP2511  20250908  ...    5016       5038      SP
271    271      SP2512  20250908  ...    5028       5056      SP
272    272      SP2601  20250908  ...    5284       5314      SP
273    273      SP2602  20250908  ...    5260       5292      SP
274    274      SP2603  20250908  ...    5274       5308      SP
275    275      SP2604  20250908  ...    5274       5300      SP
276    276      SP2605  20250908  ...    5294       5324      SP
277    277      SP2606  20250908  ...    5300       5310      SP
278    278      SP2607  20250908  ...    5294       5328      SP
279    279      SP2608  20250908  ...    5304       5334      SP
280    280      EC2510  20250908  ...  1281.1     1318.7      EC
281    281      EC2512  20250908  ...  1666.1       1696      EC
282    282      EC2602  20250908  ...  1512.9     1531.5      EC
283    283      EC2604  20250908  ...    1246       1253      EC
284    284      EC2606  20250908  ...  1433.1     1445.6      EC
285    285      EC2608  20250908  ...  1603.9       1607      EC
286    289  SC_TAS2510  20250908  ...                     SC_TAS
287    290  SC_TAS2511  20250908  ...                     SC_TAS
288    291  SC_TAS2512  20250908  ...                     SC_TAS
289    292  SC_TAS2601  20250908  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-12 16:27:25,784 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
2025-09-12 16:27:32,457 - future_1d - INFO - save future_daily 2025-09-08 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-12 16:27:37,293 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 16:27:37,356 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-12 16:27:37,559 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 16:27:37,876 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-12 16:27:38,088 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250909  ...   79760      79710      CU
1        1      CU2510  20250909  ...   79710      79730      CU
2        2      CU2511  20250909  ...   79670      79690      CU
3        3      CU2512  20250909  ...   79640      79660      CU
4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
13      13      BC2510  20250909  ...   70810      70780      BC
14      14      BC2511  20250909  ...   70780      70810      BC
15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
96      96      AD2511  20250909  ...   20320      20305      AD
97      97      AD2512  20250909  ...   20335      20325      AD
98      98      AD2601  20250909  ...   20325      20285      AD
99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
102    102      AD2605  20250909  ...   20210      20210      AD
103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
106    106      AU2509  20250909  ...  831.12     819.72      AU
107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
115    115      AG2510  20250909  ...    9867       9809      AG
116    116      AG2511  20250909  ...    9877       9826      AG
117    117      AG2512  20250909  ...    9889       9831      AG
118    118      AG2601  20250909  ...    9899       9845      AG
119    119      AG2602  20250909  ...    9908       9853      AG
120    120      AG2603  20250909  ...    9925       9874      AG
121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
123    123      AG2606  20250909  ...    9962       9916      AG
124    124      AG2607  20250909  ...    9980       9932      AG
125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
131    131      RB2602  20250909  ...    3125       3126      RB
132    132      RB2603  20250909  ...    3143       3140      RB
133    133      RB2604  20250909  ...    3164       3158      RB
134    134      RB2605  20250909  ...    3177       3170      RB
135    135      RB2606  20250909  ...    3190       3188      RB
136    136      RB2607  20250909  ...    3214       3203      RB
137    137      RB2608  20250909  ...    3218       3219      RB
138    138      WR2509  20250909  ...    3342       3342      WR
139    139      WR2510  20250909  ...    3287       3283      WR
140    140      WR2511  20250909  ...    3320       3365      WR
141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
144    144      WR2603  20250909  ...    3338       3435      WR
145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
147    147      WR2606  20250909  ...    3375       3375      WR
148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-12 16:27:39,017 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
2025-09-12 16:28:15,229 - future_1d - INFO - save future_daily 2025-09-09 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250910   4040.00  ...   4040.00     4067.00        A
1     a2511  20250910   3968.00  ...   3935.00     3971.00        A
2     a2601  20250910   3971.00  ...   3936.00     3970.00        A
3     a2603  20250910   3970.00  ...   3938.00     3971.00        A
4     a2605  20250910   4012.00  ...   3983.00     4016.00        A
5     a2607  20250910   4017.00  ...   3985.00     4018.00        A
6     b2509  20250910      0.00  ...   3681.00     3681.00        B
7     b2510  20250910   3705.00  ...   3684.00     3720.00        B
8     b2511  20250910   3747.00  ...   3722.00     3755.00        B
9     b2512  20250910   3781.00  ...   3761.00     3786.00        B
10    b2601  20250910   3786.00  ...   3762.00     3785.00        B
11    b2602  20250910   3767.00  ...   3746.00     3766.00        B
12    b2603  20250910   3704.00  ...   3692.00     3712.00        B
13    b2604  20250910   3586.00  ...   3584.00     3597.00        B
14    b2605  20250910   3508.00  ...   3505.00     3521.00        B
15    b2606  20250910   3490.00  ...   3478.00     3497.00        B
16    b2607  20250910   3499.00  ...   3482.00     3499.00        B
17    b2608  20250910   3588.00  ...   3578.00     3597.00        B
18   bb2509  20250910      0.00  ...    136.00      136.00       BB
19   bb2511  20250910    142.05  ...    142.05      142.15       BB
20   bb2601  20250910    148.10  ...    147.60      146.90       BB
21   bb2603  20250910      0.00  ...    147.15      147.15       BB
22   bb2605  20250910      0.00  ...    142.10      141.45       BB
23   bb2607  20250910      0.00  ...    146.90      146.25       BB
24   bz2603  20250910   6009.00  ...   6012.00     5998.00       BZ
25   bz2604  20250910   5984.00  ...   5992.00     5979.00       BZ
26   bz2605  20250910   5990.00  ...   6011.00     6012.00       BZ
27   bz2606  20250910      0.00  ...   6002.00     6002.00       BZ
28   bz2607  20250910      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250910      0.00  ...   6005.00     6005.00       BZ
30    c2509  20250910      0.00  ...   2285.00     2285.00        C
31    c2511  20250910   2216.00  ...   2199.00     2215.00        C
32    c2601  20250910   2190.00  ...   2174.00     2191.00        C
33    c2603  20250910   2203.00  ...   2188.00     2204.00        C
34    c2605  20250910   2254.00  ...   2241.00     2258.00        C
35    c2607  20250910   2262.00  ...   2254.00     2266.00        C
36   cs2509  20250910      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250910   2510.00  ...   2491.00     2513.00       CS
38   cs2601  20250910   2527.00  ...   2504.00     2532.00       CS
39   cs2603  20250910   2534.00  ...   2510.00     2538.00       CS
40   cs2605  20250910   2608.00  ...   2589.00     2614.00       CS
41   cs2607  20250910   2596.00  ...   2589.00     2615.00       CS
42   eb2509  20250910      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250910   7063.00  ...   7059.00     7047.00       EB
44   eb2511  20250910   7064.00  ...   7070.00     7058.00       EB
45   eb2512  20250910   7059.00  ...   7079.00     7065.00       EB
46   eb2601  20250910   7100.00  ...   7101.00     7093.00       EB
47   eb2602  20250910   7127.00  ...   7129.00     7123.00       EB
48   eb2603  20250910   7174.00  ...   7157.00     7156.00       EB
49   eb2604  20250910   7198.00  ...   7189.00     7193.00       EB
50   eb2605  20250910   7186.00  ...   7200.00     7194.00       EB
51   eb2606  20250910      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250910      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250910      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250910   4334.00  ...   4343.00     4361.00       EG
55   eg2510  20250910   4353.00  ...   4347.00     4351.00       EG
56   eg2511  20250910   4346.00  ...   4332.00     4328.00       EG
57   eg2512  20250910   4332.00  ...   4322.00     4325.00       EG
58   eg2601  20250910   4321.00  ...   4320.00     4319.00       EG
59   eg2602  20250910   4321.00  ...   4323.00     4325.00       EG
60   eg2603  20250910      0.00  ...   4323.00     4323.00       EG
61   eg2604  20250910   4342.00  ...   4350.00     4348.00       EG
62   eg2605  20250910   4358.00  ...   4354.00     4348.00       EG
63   eg2606  20250910   4354.00  ...   4357.00     4355.00       EG
64   eg2607  20250910      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250910      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250910      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250910   1273.50  ...   1272.50     1273.00       FB
68   fb2511  20250910   1261.00  ...   1261.50     1258.00       FB
69   fb2512  20250910   1253.50  ...   1256.50     1254.50       FB
70   fb2601  20250910   1250.00  ...   1250.00     1245.00       FB
71   fb2602  20250910   1236.00  ...   1239.00     1238.00       FB
72   fb2603  20250910   1248.00  ...   1252.00     1246.00       FB
73   fb2604  20250910   1250.00  ...   1250.00     1255.00       FB
74   fb2605  20250910      0.00  ...   1318.50     1321.00       FB
75   fb2606  20250910      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250910      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250910      0.00  ...   1296.00     1296.00       FB
78    i2509  20250910      0.00  ...    847.50      847.50        I
79    i2510  20250910    829.00  ...    823.50      823.50        I
80    i2511  20250910    820.50  ...    816.50      818.00        I
81    i2512  20250910    814.00  ...    811.50      811.50        I
82    i2601  20250910    803.50  ...    802.00      803.00        I
83    i2602  20250910    796.00  ...    796.00      798.00        I
84    i2603  20250910    792.50  ...    790.50      791.00        I
85    i2604  20250910    784.50  ...    786.00      788.00        I
86    i2605  20250910    780.00  ...    777.50      779.00        I
87    i2606  20250910    772.00  ...    771.00      772.00        I
88    i2607  20250910    767.00  ...    767.50      767.50        I
89    i2608  20250910    762.00  ...    762.00      762.50        I
90    j2509  20250910      0.00  ...   1512.50     1512.50        J
91    j2510  20250910   1488.50  ...   1499.50     1514.00        J
92    j2511  20250910   1518.50  ...   1533.50     1546.50        J
93    j2512  20250910   1554.00  ...   1572.50     1584.50        J
94    j2601  20250910   1589.00  ...   1601.00     1615.50        J
95    j2602  20250910   1611.00  ...   1618.00     1645.50        J
96    j2603  20250910      0.00  ...   1660.00     1660.00        J
97    j2604  20250910      0.00  ...   1720.50     1720.50        J
98    j2605  20250910   1735.50  ...   1726.00     1744.00        J
99    j2606  20250910      0.00  ...   1761.00     1761.00        J
100   j2607  20250910   1727.00  ...   1727.00     1768.50        J
101   j2608  20250910   1748.00  ...   1763.00     1770.00        J
102  jd2509  20250910   3001.00  ...   3037.00     3050.00       JD
103  jd2510  20250910   3056.00  ...   3032.00     3032.00       JD
104  jd2511  20250910   3077.00  ...   3040.00     3066.00       JD
105  jd2512  20250910   3231.00  ...   3198.00     3223.00       JD
106  jd2601  20250910   3400.00  ...   3373.00     3406.00       JD
107  jd2602  20250910   3131.00  ...   3116.00     3138.00       JD
108  jd2603  20250910   3149.00  ...   3131.00     3150.00       JD
109  jd2604  20250910   3337.00  ...   3327.00     3343.00       JD
110  jd2605  20250910   3480.00  ...   3467.00     3480.00       JD
111  jd2606  20250910   3289.00  ...   3270.00     3287.00       JD
112  jd2607  20250910   3511.00  ...   3494.00     3510.00       JD
113  jd2608  20250910   3922.00  ...   3916.00     3918.00       JD
114  jm2509  20250910    950.00  ...    969.00      950.50       JM
115  jm2510  20250910    948.00  ...    952.50      963.00       JM
116  jm2511  20250910   1008.00  ...   1007.00     1022.00       JM
117  jm2512  20250910   1067.50  ...   1064.00     1082.50       JM
118  jm2601  20250910   1117.00  ...   1115.50     1139.00       JM
119  jm2602  20250910   1149.00  ...   1140.50     1165.00       JM
120  jm2603  20250910   1169.00  ...   1158.00     1188.50       JM
121  jm2604  20250910   1188.00  ...   1174.50     1209.50       JM
122  jm2605  20250910   1199.50  ...   1189.00     1226.00       JM
123  jm2606  20250910   1209.00  ...   1203.50     1241.00       JM
124  jm2607  20250910   1220.00  ...   1213.00     1251.50       JM
125  jm2608  20250910   1239.50  ...   1226.00     1259.50       JM
126   l2509  20250910   7150.00  ...   7165.00     7140.00        L
127   l2510  20250910   7199.00  ...   7205.00     7203.00        L
128   l2511  20250910   7212.00  ...   7219.00     7212.00        L
129   l2512  20250910   7225.00  ...   7230.00     7221.00        L
130   l2601  20250910   7234.00  ...   7233.00     7228.00        L
131   l2602  20250910   7219.00  ...   7227.00     7219.00        L
132   l2603  20250910   7228.00  ...   7227.00     7217.00        L
133   l2604  20250910   7259.00  ...   7259.00     7246.00        L
134   l2605  20250910   7247.00  ...   7243.00     7239.00        L
135   l2606  20250910      0.00  ...   7228.00     7228.00        L
136   l2607  20250910      0.00  ...   7251.00     7251.00        L
137   l2608  20250910      0.00  ...   7269.00     7269.00        L
138  lg2509  20250910    773.50  ...    773.00      776.50       LG
139  lg2511  20250910    803.00  ...    805.00      805.50       LG
140  lg2601  20250910    819.00  ...    819.50      819.50       LG
141  lg2603  20250910    825.50  ...    825.50      826.00       LG
142  lg2605  20250910    831.50  ...    830.00      830.50       LG
143  lg2607  20250910    833.00  ...    831.50      833.00       LG
144  lh2509  20250910  13200.00  ...  13190.00    13140.00       LH
145  lh2511  20250910  13215.00  ...  13315.00    13230.00       LH
146  lh2601  20250910  13635.00  ...  13730.00    13690.00       LH
147  lh2603  20250910  12920.00  ...  13010.00    12990.00       LH
148  lh2605  20250910  13400.00  ...  13520.00    13480.00       LH
149  lh2607  20250910  14155.00  ...  14240.00    14155.00       LH
150   m2509  20250910      0.00  ...   3031.00     3031.00        M
151   m2511  20250910   3041.00  ...   3031.00     3042.00        M
152   m2512  20250910   3090.00  ...   3080.00     3090.00        M
153   m2601  20250910   3079.00  ...   3064.00     3076.00        M
154   m2603  20250910   2998.00  ...   2991.00     2999.00        M
155   m2605  20250910   2800.00  ...   2799.00     2802.00        M
156   m2607  20250910   2781.00  ...   2778.00     2781.00        M
157   m2608  20250910   2907.00  ...   2907.00     2909.00        M
158   p2509  20250910   9446.00  ...   9446.00     9478.00        P
159   p2510  20250910   9420.00  ...   9320.00     9436.00        P
160   p2511  20250910   9420.00  ...   9314.00     9434.00        P
161   p2512  20250910   9446.00  ...   9326.00     9458.00        P
162   p2601  20250910   9470.00  ...   9340.00     9470.00        P
163   p2602  20250910   9386.00  ...   9284.00     9410.00        P
164   p2603  20250910   9394.00  ...   9290.00     9394.00        P
165   p2604  20250910   9280.00  ...   9200.00     9326.00        P
166   p2605  20250910   9256.00  ...   9126.00     9246.00        P
167   p2606  20250910   9100.00  ...   9030.00     9156.00        P
168   p2607  20250910   9006.00  ...   8942.00     9052.00        P
169   p2608  20250910   8922.00  ...   8910.00     8966.00        P
170  pg2509  20250910   3703.00  ...   3706.00     3706.00       PG
171  pg2510  20250910   4398.00  ...   4437.00     4413.00       PG
172  pg2511  20250910   4358.00  ...   4389.00     4356.00       PG
173  pg2512  20250910   4297.00  ...   4328.00     4294.00       PG
174  pg2601  20250910   4228.00  ...   4270.00     4235.00       PG
175  pg2602  20250910   4166.00  ...   4194.00     4166.00       PG
176  pg2603  20250910   4074.00  ...   4105.00     4079.00       PG
177  pg2604  20250910   4403.00  ...   4437.00     4409.00       PG
178  pg2605  20250910   4358.00  ...   4358.00     4323.00       PG
179  pg2606  20250910   4297.00  ...   4288.00     4261.00       PG
180  pg2607  20250910   4256.00  ...   4255.00     4207.00       PG
181  pg2608  20250910      0.00  ...   4163.00     4163.00       PG
182  pp2509  20250910   6818.00  ...   6832.00     6835.00       PP
183  pp2510  20250910   6857.00  ...   6867.00     6868.00       PP
184  pp2511  20250910   6883.00  ...   6898.00     6896.00       PP
185  pp2512  20250910   6919.00  ...   6930.00     6925.00       PP
186  pp2601  20250910   6943.00  ...   6951.00     6945.00       PP
187  pp2602  20250910   6918.00  ...   6933.00     6922.00       PP
188  pp2603  20250910   6923.00  ...   6920.00     6922.00       PP
189  pp2604  20250910   6964.00  ...   6963.00     6950.00       PP
190  pp2605  20250910   6960.00  ...   6973.00     6962.00       PP
191  pp2606  20250910   6944.00  ...   6946.00     6931.00       PP
192  pp2607  20250910   6898.00  ...   6915.00     6897.00       PP
193  pp2608  20250910   6914.00  ...   6922.00     6906.00       PP
194  rr2509  20250910      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250910   3608.00  ...   3605.00     3609.00       RR
196  rr2511  20250910   3615.00  ...   3611.00     3613.00       RR
197  rr2512  20250910   3611.00  ...   3608.00     3609.00       RR
198  rr2601  20250910   3619.00  ...   3617.00     3620.00       RR
199  rr2602  20250910      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250910      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250910      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250910      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250910      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250910      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250910      0.00  ...   3625.00     3625.00       RR
206   v2509  20250910   4691.00  ...   4696.00     4710.00        V
207   v2510  20250910   4733.00  ...   4743.00     4755.00        V
208   v2511  20250910   4770.00  ...   4776.00     4787.00        V
209   v2512  20250910   4810.00  ...   4815.00     4822.00        V
210   v2601  20250910   4850.00  ...   4849.00     4864.00        V
211   v2602  20250910   4882.00  ...   4885.00     4898.00        V
212   v2603  20250910   4906.00  ...   4916.00     4931.00        V
213   v2604  20250910   5120.00  ...   5119.00     5120.00        V
214   v2605  20250910   5150.00  ...   5149.00     5173.00        V
215   v2606  20250910   5167.00  ...   5169.00     5192.00        V
216   v2607  20250910   5220.00  ...   5208.00     5241.00        V
217   v2608  20250910   5240.00  ...   5247.00     5271.00        V
218   y2509  20250910   8650.00  ...   8414.00     8286.00        Y
219   y2511  20250910   8420.00  ...   8344.00     8448.00        Y
220   y2512  20250910   8442.00  ...   8374.00     8466.00        Y
221   y2601  20250910   8388.00  ...   8322.00     8418.00        Y
222   y2603  20250910   8324.00  ...   8236.00     8336.00        Y
223   y2605  20250910   8108.00  ...   8028.00     8122.00        Y
224   y2607  20250910   8052.00  ...   7982.00     8080.00        Y
225   y2608  20250910   8042.00  ...   7998.00     8086.00        Y

[226 rows x 12 columns]
2025-09-12 16:28:20,005 - future_1d - INFO - ak.get_dce_daily('2025-09-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250910     483   489.4  ...   5025181.2   486.1      483.4      SC
1       SC2511  20250910     482   489.6  ...  1613926.25   485.7      481.3      SC
2       SC2512  20250910   480.6   489.2  ...   538114.44   484.6      479.6      SC
3       SC2601  20250910   479.1   488.2  ...   153939.26   484.5      477.3      SC
4       SC2602  20250910   478.5   486.1  ...    70098.27   483.7        476      SC
5       SC2603  20250910     477   485.3  ...    44646.62   482.6      474.9      SC
6       SC2604  20250910   476.7   485.3  ...    56879.49   481.6      473.4      SC
7       SC2605  20250910   475.4   485.6  ...    16180.82   481.5      472.7      SC
8       SC2606  20250910   472.4   488.3  ...   146503.89   477.9      471.4      SC
9       SC2607  20250910   472.3   484.5  ...     2933.49   480.9      467.9      SC
10      SC2608  20250910   469.7   479.5  ...      142.65   475.5      467.4      SC
11      SC2609  20250910   474.5   474.5  ...      142.34   474.4        466      SC
12      SC2612  20250910   467.3   467.3  ...       46.73   467.3      464.8      SC
13      SC2703  20250910                  ...           0   462.1      462.1      SC
14      SC2706  20250910                  ...           0   460.7      459.3      SC
15      SC2709  20250910     462     462  ...       92.27   461.3      460.6      SC
16      SC2712  20250910   471.7   471.7  ...      368.84     461      461.7      SC
17      SC2803  20250910     459     462  ...       183.8   459.5      460.8      SC
18      SC2806  20250910   458.2   466.1  ...      830.81   461.5      458.5      SC
19      SC2809  20250910     457   461.5  ...       320.7   458.1      458.1      SC
21      LU2510  20250910    3379    3385  ...    7549.523    3368       3345      LU
22      LU2511  20250910    3384    3412  ...  352206.091    3392       3367      LU
23      LU2512  20250910    3376    3401  ...  150289.394    3382       3365      LU
24      LU2601  20250910    3378    3394  ...   29310.738    3378       3358      LU
25      LU2602  20250910    3354    3371  ...     1541.47    3358       3340      LU
26      LU2603  20250910    3357    3357  ...      16.774    3354       3336      LU
27      LU2604  20250910    3355    3355  ...      10.047    3349       3334      LU
28      LU2605  20250910    3340    3349  ...      20.049    3341       3325      LU
29      LU2606  20250910    3339    3339  ...       3.339    3339       3313      LU
30      LU2607  20250910    3344    3344  ...      10.007    3335       3320      LU
31      LU2608  20250910    3329    3330  ...      29.918    3324       3329      LU
32      LU2609  20250910    3334    3334  ...      23.309    3329       3316      LU
34      NR2509  20250910   12645   12645  ...      126.45   12645      12705      NR
35      NR2510  20250910   12715   12725  ...  182511.685   12660      12800      NR
36      NR2511  20250910   12755   12775  ...  934301.935   12715      12840      NR
37      NR2512  20250910   12805   12820  ...    65431.28   12760      12870      NR
38      NR2601  20250910   12825   12865  ...  114250.385   12800      12920      NR
39      NR2602  20250910   12800   12860  ...     6504.27   12825      12905      NR
40      NR2603  20250910   12795   12855  ...     1433.47   12795      12885      NR
41      NR2604  20250910   12840   12865  ...      589.58   12815      12895      NR
42      NR2605  20250910   12840   12840  ...       38.52   12840      12935      NR
43      NR2606  20250910                  ...           0   13000      13000      NR
44      NR2607  20250910                  ...           0   13045      13060      NR
45      NR2608  20250910   12865   12865  ...      12.865   12865      12865      NR
47      BC2509  20250910                  ...           0   70500      70500      BC
48      BC2510  20250910   70740   71040  ...  130990.865   70820      70810      BC
49      BC2511  20250910   70670   71010  ...     13453.4   70800      70780      BC
50      BC2512  20250910                  ...           0   70790      70790      BC
51      BC2601  20250910                  ...           0   70880      70880      BC
52      BC2602  20250910                  ...           0   70900      70900      BC
53      BC2603  20250910   70460   70460  ...     140.105   70050      70880      BC
54      BC2604  20250910                  ...           0   71200      71200      BC
55      BC2605  20250910                  ...           0   71170      71170      BC
56      BC2606  20250910                  ...           0   70700      70700      BC
57      BC2607  20250910                  ...           0   70900      70900      BC
58      BC2608  20250910                  ...           0   70800      70800      BC
60      EC2510  20250910    1270  1285.4  ...   96757.742  1270.9     1272.8      EC
61      EC2512  20250910  1664.9    1698  ...   68217.305  1677.3     1674.4      EC
62      EC2602  20250910  1526.7  1537.4  ...    6825.514  1525.2     1521.8      EC
63      EC2604  20250910    1249  1264.4  ...   2798.5375  1252.1     1249.5      EC
64      EC2606  20250910  1438.2  1446.1  ...    719.3225  1438.6     1429.9      EC
65      EC2608  20250910  1619.3  1620.4  ...     346.011  1609.3     1606.3      EC
68  SC_TAS2510  20250910                  ...                                 SC_TAS
69  SC_TAS2511  20250910                  ...                                 SC_TAS
70  SC_TAS2512  20250910                  ...                                 SC_TAS
71  SC_TAS2601  20250910                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-12 16:28:20,070 - future_1d - INFO - ak.get_ine_daily('2025-09-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250910  6883.800  ...  6887.800    6866.800       IC
1   IC2510  20250910  6812.400  ...  6825.800    6808.000       IC
2   IC2512  20250910  6690.000  ...  6710.000    6692.000       IC
3   IC2603  20250910  6546.000  ...  6556.600    6546.400       IC
4   IF2509  20250910  4430.800  ...  4444.600    4420.800       IF
5   IF2510  20250910  4430.000  ...  4437.200    4412.800       IF
6   IF2512  20250910  4399.800  ...  4415.200    4393.200       IF
7   IF2603  20250910  4380.400  ...  4394.000    4373.600       IF
8   IH2509  20250910  2928.000  ...  2944.200    2922.000       IH
9   IH2510  20250910  2928.000  ...  2943.400    2921.600       IH
10  IH2512  20250910  2928.400  ...  2943.200    2921.800       IH
11  IH2603  20250910  2927.800  ...  2945.800    2923.200       IH
12  IM2509  20250910  7176.800  ...  7176.600    7153.400       IM
13  IM2510  20250910  7100.800  ...  7112.400    7092.400       IM
14  IM2512  20250910  6956.600  ...  6965.000    6948.800       IM
15  IM2603  20250910  6778.200  ...  6777.400    6769.800       IM
16   T2509  20250910   107.970  ...   107.725     107.920        T
17   T2512  20250910   107.745  ...   107.505     107.785        T
18   T2603  20250910   107.480  ...   107.235     107.525        T
19  TF2509  20250910   105.645  ...   105.620     105.655       TF
20  TF2512  20250910   105.535  ...   105.445     105.580       TF
21  TF2603  20250910   105.475  ...   105.355     105.495       TF
22  TL2509  20250910   115.830  ...   115.240     116.310       TL
23  TL2512  20250910   115.520  ...   114.870     115.760       TL
24  TL2603  20250910   115.170  ...   114.530     115.390       TL
25  TS2509  20250910   102.346  ...   102.310     102.346       TS
26  TS2512  20250910   102.384  ...   102.348     102.390       TS
27  TS2603  20250910   102.308  ...   102.288     102.324       TS

[28 rows x 12 columns]
2025-09-12 16:28:20,275 - future_1d - INFO - ak.get_cffex_daily('2025-09-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250910   8045.0   8225.0  ...   154717.05   8163.0      8175.0       AP
1    AP511  20250910   7986.0   8066.0  ...     3743.15   8026.0      8049.0       AP
2    AP512  20250910   8021.0   8089.0  ...      394.46   8050.0      8080.0       AP
3    AP601  20250910   8045.0   8166.0  ...   627525.38   8122.0      8136.0       AP
4    AP603  20250910   8065.0   8068.0  ...       64.42   8053.0      8088.0       AP
5    AP604  20250910   8096.0   8096.0  ...       16.18   8090.0      8100.0       AP
6    AP605  20250910   8138.0   8183.0  ...     2806.33   8158.0      8177.0       AP
7    CF509  20250910  13360.0  13370.0  ...     6744.90  13345.0     13440.0       CF
8    CF511  20250910  13630.0  13700.0  ...   235096.37  13645.0     13675.0       CF
9    CF601  20250910  13835.0  13880.0  ...  1487221.55  13835.0     13880.0       CF
10   CF603  20250910  13810.0  13835.0  ...     1331.55  13800.0     13860.0       CF
11   CF605  20250910  13790.0  13840.0  ...   126412.84  13795.0     13835.0       CF
12   CF607  20250910  13820.0  13850.0  ...      642.42  13815.0     13860.0       CF
13   CJ509  20250910      0.0      0.0  ...        0.00   9945.0      9945.0       CJ
14   CJ512  20250910  10955.0  10990.0  ...     3196.60  10945.0     10985.0       CJ
15   CJ601  20250910  10975.0  11050.0  ...   382595.72  10990.0     11040.0       CJ
16   CJ603  20250910  11030.0  11090.0  ...     5296.20  11045.0     11080.0       CJ
17   CJ605  20250910  11130.0  11180.0  ...    55999.23  11125.0     11170.0       CJ
18   CJ607  20250910  11255.0  11320.0  ...     2292.93  11265.0     11315.0       CJ
19   CY509  20250910      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250910      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250910  19900.0  19935.0  ...    82984.93  19895.0     19920.0       CY
22   CY512  20250910      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250910  19890.0  19910.0  ...      884.50  19875.0     19895.0       CY
24   CY602  20250910      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250910      0.0      0.0  ...        0.00  20255.0     20260.0       CY
26   CY604  20250910      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250910      0.0      0.0  ...        0.00  20165.0     20165.0       CY
28   CY606  20250910      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250910      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250910      0.0      0.0  ...        0.00  20170.0     20220.0       CY
31   FG509  20250910   1000.0   1011.0  ...      380.32    985.0      1017.0       FG
32   FG510  20250910   1109.0   1110.0  ...    54219.70   1100.0      1118.0       FG
33   FG511  20250910   1095.0   1100.0  ...   155572.37   1089.0      1110.0       FG
34   FG512  20250910   1192.0   1200.0  ...    76529.22   1188.0      1206.0       FG
35   FG601  20250910   1186.0   1194.0  ...  5133427.02   1179.0      1199.0       FG
36   FG602  20250910   1237.0   1243.0  ...    28525.61   1232.0      1248.0       FG
37   FG603  20250910   1241.0   1245.0  ...     1165.88   1232.0      1252.0       FG
38   FG604  20250910   1286.0   1293.0  ...      910.56   1279.0      1311.0       FG
39   FG605  20250910   1286.0   1290.0  ...    92465.83   1278.0      1296.0       FG
40   FG606  20250910   1310.0   1319.0  ...     1694.19   1307.0      1324.0       FG
41   FG607  20250910   1304.0   1311.0  ...      945.18   1298.0      1317.0       FG
42   FG608  20250910   1329.0   1334.0  ...     2118.81   1319.0      1343.0       FG
43   JR509  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250910   2245.0   2265.0  ...     1873.49   2260.0      2242.0       MA
53   MA510  20250910   2302.0   2324.0  ...    20948.98   2308.0      2305.0       MA
54   MA511  20250910   2331.0   2354.0  ...   144629.53   2333.0      2331.0       MA
55   MA512  20250910   2372.0   2397.0  ...    85597.64   2375.0      2373.0       MA
56   MA601  20250910   2398.0   2422.0  ...  1298827.28   2403.0      2397.0       MA
57   MA602  20250910   2405.0   2432.0  ...    25004.62   2411.0      2410.0       MA
58   MA603  20250910   2406.0   2435.0  ...      241.68   2417.0      2410.0       MA
59   MA604  20250910   2401.0   2424.0  ...       19.23   2404.0      2407.0       MA
60   MA605  20250910   2394.0   2417.0  ...    98481.08   2398.0      2394.0       MA
61   MA606  20250910   2396.0   2420.0  ...       19.31   2413.0      2395.0       MA
62   MA607  20250910   2376.0   2398.0  ...       69.34   2391.0      2382.0       MA
63   MA608  20250910   2405.0   2410.0  ...       16.82   2403.0      2388.0       MA
64   OI509  20250910      0.0      0.0  ...        0.00   9937.0      9968.0       OI
65   OI511  20250910   9990.0  10041.0  ...   464250.87   9985.0      9999.0       OI
66   OI601  20250910   9843.0   9877.0  ...  2790624.64   9823.0      9845.0       OI
67   OI603  20250910   9670.0   9709.0  ...     3373.54   9666.0      9680.0       OI
68   OI605  20250910   9515.0   9573.0  ...   134315.56   9541.0      9530.0       OI
69   OI607  20250910   9494.0   9513.0  ...      284.38   9479.0      9480.0       OI
70   PF509  20250910      0.0      0.0  ...        0.00   6268.0      6268.0       PF
71   PF510  20250910   6370.0   6400.0  ...    32924.97   6378.0      6360.0       PF
72   PF511  20250910   6350.0   6388.0  ...   400639.59   6362.0      6340.0       PF
73   PF512  20250910   6326.0   6370.0  ...   136307.03   6344.0      6322.0       PF
74   PF601  20250910   6368.0   6408.0  ...    19811.27   6390.0      6368.0       PF
75   PF602  20250910   6382.0   6418.0  ...    42375.88   6400.0      6374.0       PF
76   PF603  20250910   6382.0   6416.0  ...      112.20   6412.0      6386.0       PF
77   PF604  20250910   6424.0   6454.0  ...       35.42   6440.0      6442.0       PF
78   PF605  20250910   6468.0   6468.0  ...        9.70   6468.0      6454.0       PF
79   PF606  20250910      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250910      0.0      0.0  ...        0.00   6498.0      6492.0       PF
81   PF608  20250910      0.0      0.0  ...        0.00   6510.0      6508.0       PF
82   PK510  20250910   7880.0   7898.0  ...    28229.56   7876.0      7926.0       PK
83   PK511  20250910   7782.0   7808.0  ...   214382.20   7792.0      7830.0       PK
84   PK512  20250910   7778.0   7828.0  ...    79885.94   7804.0      7844.0       PK
85   PK601  20250910   7826.0   7850.0  ...    29793.81   7832.0      7860.0       PK
86   PK603  20250910   7838.0   7856.0  ...       27.47   7850.0      7882.0       PK
87   PK604  20250910   7878.0   7878.0  ...       11.82   7878.0      7896.0       PK
88   PK605  20250910   7854.0   7880.0  ...     3234.27   7870.0      7884.0       PK
89   PL601  20250910   6405.0   6430.0  ...    35925.17   6413.0      6395.0       PL
90   PL602  20250910   6433.0   6457.0  ...      232.16   6449.0      6432.0       PL
91   PL603  20250910   6445.0   6445.0  ...       12.89   6445.0      6427.0       PL
92   PL604  20250910      0.0      0.0  ...        0.00   6465.0      6465.0       PL
93   PL605  20250910   6386.0   6386.0  ...       12.77   6386.0      6360.0       PL
94   PL606  20250910      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250910   6450.0   6450.0  ...       12.90   6450.0      6424.0       PL
96   PL608  20250910      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250910      0.0      0.0  ...        0.00   5788.0      5794.0       PR
104  PR510  20250910   5834.0   5864.0  ...     5671.22   5844.0      5836.0       PR
105  PR511  20250910   5834.0   5864.0  ...   281895.10   5842.0      5834.0       PR
106  PR512  20250910   5852.0   5874.0  ...   182273.87   5854.0      5842.0       PR
107  PR601  20250910   5862.0   5882.0  ...   185022.08   5860.0      5846.0       PR
108  PR602  20250910      0.0      0.0  ...        0.00   5898.0      5886.0       PR
109  PR603  20250910      0.0      0.0  ...        0.00   5898.0      5894.0       PR
110  PR604  20250910      0.0      0.0  ...        0.00   5902.0      5892.0       PR
111  PR605  20250910      0.0      0.0  ...        0.00   5916.0      5916.0       PR
112  PR606  20250910      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250910      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250910      0.0      0.0  ...        0.00   5962.0      5960.0       PR
115  PX509  20250910      0.0      0.0  ...        0.00   6768.0      6724.0       PX
116  PX510  20250910   6732.0   6812.0  ...     4612.28   6788.0      6708.0       PX
117  PX511  20250910   6718.0   6794.0  ...   520291.14   6752.0      6708.0       PX
118  PX512  20250910   6702.0   6760.0  ...   113379.51   6720.0      6690.0       PX
119  PX601  20250910   6692.0   6732.0  ...    93542.64   6702.0      6674.0       PX
120  PX602  20250910   6672.0   6716.0  ...    12859.72   6688.0      6660.0       PX
121  PX603  20250910   6662.0   6662.0  ...        3.33   6662.0      6646.0       PX
122  PX604  20250910      0.0      0.0  ...        0.00   6698.0      6696.0       PX
123  PX605  20250910   6670.0   6716.0  ...      354.68   6692.0      6676.0       PX
124  PX606  20250910      0.0      0.0  ...        0.00   6708.0      6682.0       PX
125  PX607  20250910      0.0      0.0  ...        0.00   6722.0      6674.0       PX
126  PX608  20250910      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250910      0.0      0.0  ...        0.00   2565.0      2573.0       RM
134  RM511  20250910   2556.0   2558.0  ...    11654.56   2541.0      2548.0       RM
135  RM601  20250910   2555.0   2560.0  ...   770353.73   2542.0      2539.0       RM
136  RM603  20250910   2442.0   2450.0  ...    14930.08   2432.0      2432.0       RM
137  RM605  20250910   2409.0   2431.0  ...   134388.72   2412.0      2399.0       RM
138  RM607  20250910   2390.0   2412.0  ...    16468.46   2394.0      2380.0       RM
139  RM608  20250910   2489.0   2504.0  ...      214.08   2489.0      2480.0       RM
140  RS509  20250910      0.0      0.0  ...        0.00   4852.0      4854.0       RS
141  RS511  20250910   5175.0   5177.0  ...       10.35   5176.0      5196.0       RS
142  RS607  20250910   5528.0   5588.0  ...      155.66   5559.0      5561.0       RS
143  RS608  20250910      0.0      0.0  ...        0.00   5615.0      5627.0       RS
144  SA509  20250910   1156.0   1168.0  ...     5804.57   1151.0      1167.0       SA
145  SA510  20250910   1199.0   1208.0  ...    58396.32   1199.0      1212.0       SA
146  SA511  20250910   1205.0   1218.0  ...   296847.16   1208.0      1219.0       SA
147  SA512  20250910   1265.0   1276.0  ...   153414.88   1264.0      1275.0       SA
148  SA601  20250910   1271.0   1285.0  ...  3397262.42   1271.0      1287.0       SA
149  SA602  20250910   1304.0   1315.0  ...    31964.00   1304.0      1316.0       SA
150  SA603  20250910   1309.0   1321.0  ...     4482.70   1308.0      1323.0       SA
151  SA604  20250910   1350.0   1357.0  ...     1467.59   1349.0      1360.0       SA
152  SA605  20250910   1349.0   1361.0  ...   119241.42   1351.0      1367.0       SA
153  SA606  20250910   1363.0   1370.0  ...     1032.58   1359.0      1378.0       SA
154  SA607  20250910   1363.0   1373.0  ...     1432.27   1361.0      1377.0       SA
155  SA608  20250910   1382.0   1391.0  ...      920.95   1383.0      1397.0       SA
156  SF509  20250910   5410.0   5494.0  ...      915.23   5464.0      5448.0       SF
157  SF510  20250910   5430.0   5522.0  ...    32525.43   5472.0      5468.0       SF
158  SF511  20250910   5586.0   5692.0  ...   442359.92   5636.0      5630.0       SF
159  SF512  20250910   5526.0   5642.0  ...    64985.40   5596.0      5584.0       SF
160  SF601  20250910   5530.0   5646.0  ...   135499.99   5594.0      5586.0       SF
161  SF602  20250910   5510.0   5600.0  ...    19166.00   5548.0      5548.0       SF
162  SF603  20250910   5716.0   5770.0  ...       25.87   5750.0      5744.0       SF
163  SF604  20250910   5706.0   5706.0  ...        2.85   5706.0      5722.0       SF
164  SF605  20250910   5660.0   5752.0  ...     1910.97   5704.0      5692.0       SF
165  SF606  20250910   5640.0   5708.0  ...       31.18   5670.0      5656.0       SF
166  SF607  20250910   5770.0   5860.0  ...       37.80   5816.0      5810.0       SF
167  SF608  20250910   5730.0   5738.0  ...        5.73   5734.0      5744.0       SF
168  SH509  20250910   2780.0   2842.0  ...       33.73   2811.0      2656.0       SH
169  SH510  20250910   2552.0   2572.0  ...    64097.40   2559.0      2567.0       SH
170  SH511  20250910   2558.0   2579.0  ...   551526.90   2562.0      2571.0       SH
171  SH512  20250910   2581.0   2600.0  ...   303131.55   2583.0      2590.0       SH
172  SH601  20250910   2560.0   2588.0  ...  1896006.35   2571.0      2578.0       SH
173  SH602  20250910   2584.0   2607.0  ...    17714.75   2591.0      2595.0       SH
174  SH603  20250910   2603.0   2625.0  ...      790.51   2609.0      2614.0       SH
175  SH604  20250910   2649.0   2666.0  ...      143.26   2653.0      2654.0       SH
176  SH605  20250910   2655.0   2677.0  ...    15127.81   2664.0      2667.0       SH
177  SH606  20250910   2660.0   2683.0  ...      136.33   2673.0      2671.0       SH
178  SH607  20250910   2655.0   2673.0  ...       71.99   2666.0      2669.0       SH
179  SH608  20250910   2679.0   2682.0  ...       40.17   2678.0      2683.0       SH
180  SM509  20250910   5714.0   5794.0  ...      970.59   5726.0      5742.0       SM
181  SM510  20250910   5710.0   5812.0  ...    31907.91   5772.0      5756.0       SM
182  SM511  20250910   5800.0   5888.0  ...   223159.52   5830.0      5826.0       SM
183  SM512  20250910   5796.0   5894.0  ...    49051.46   5852.0      5832.0       SM
184  SM601  20250910   5800.0   5900.0  ...   520854.01   5852.0      5838.0       SM
185  SM602  20250910   5814.0   5910.0  ...   132107.14   5840.0      5844.0       SM
186  SM603  20250910   5838.0   5912.0  ...       96.99   5878.0      5854.0       SM
187  SM604  20250910   5910.0   5910.0  ...        5.90   5898.0      5864.0       SM
188  SM605  20250910   5850.0   5934.0  ...     7137.44   5900.0      5880.0       SM
189  SM606  20250910   5870.0   5904.0  ...        5.89   5888.0      5880.0       SM
190  SM607  20250910   5876.0   5888.0  ...       14.70   5882.0      5894.0       SM
191  SM608  20250910   5888.0   5912.0  ...        8.85   5898.0      5886.0       SM
192  SR509  20250910   5535.0   5535.0  ...     1154.17   5522.0      5534.0       SR
193  SR511  20250910   5533.0   5561.0  ...   147405.35   5539.0      5525.0       SR
194  SR601  20250910   5520.0   5548.0  ...  1086155.49   5534.0      5521.0       SR
195  SR603  20250910   5508.0   5530.0  ...     3566.10   5520.0      5512.0       SR
196  SR605  20250910   5501.0   5517.0  ...    43872.78   5508.0      5503.0       SR
197  SR607  20250910   5490.0   5513.0  ...     2542.39   5503.0      5500.0       SR
198  TA509  20250910   4586.0   4628.0  ...     5013.80   4598.0      4580.0       TA
199  TA510  20250910   4640.0   4680.0  ...    53245.06   4662.0      4640.0       TA
200  TA511  20250910   4654.0   4690.0  ...   288156.54   4670.0      4648.0       TA
201  TA512  20250910   4664.0   4698.0  ...   167477.92   4678.0      4660.0       TA
202  TA601  20250910   4670.0   4704.0  ...  1341265.83   4686.0      4670.0       TA
203  TA602  20250910   4678.0   4710.0  ...    18831.64   4694.0      4676.0       TA
204  TA603  20250910   4704.0   4720.0  ...       73.03   4712.0      4690.0       TA
205  TA604  20250910   4722.0   4722.0  ...        2.36   4722.0      4692.0       TA
206  TA605  20250910   4702.0   4732.0  ...    26461.23   4716.0      4702.0       TA
207  TA606  20250910      0.0      0.0  ...        0.00   4734.0      4710.0       TA
208  TA607  20250910      0.0      0.0  ...        0.00   4744.0      4720.0       TA
209  TA608  20250910   4740.0   4746.0  ...        7.12   4744.0      4730.0       TA
210  UR509  20250910   1621.0   1630.0  ...      287.62   1616.0      1625.0       UR
211  UR510  20250910   1644.0   1653.0  ...     7783.83   1639.0      1650.0       UR
212  UR511  20250910   1671.0   1684.0  ...    48792.94   1671.0      1681.0       UR
213  UR512  20250910   1678.0   1688.0  ...    16449.09   1675.0      1684.0       UR
214  UR601  20250910   1681.0   1692.0  ...   565969.77   1679.0      1686.0       UR
215  UR602  20250910   1683.0   1691.0  ...      463.48   1679.0      1687.0       UR
216  UR603  20250910   1731.0   1734.0  ...      203.95   1728.0      1731.0       UR
217  UR604  20250910   1730.0   1734.0  ...       51.84   1728.0      1732.0       UR
218  UR605  20250910   1737.0   1739.0  ...    25068.39   1729.0      1734.0       UR
219  UR606  20250910   1727.0   1735.0  ...      137.87   1723.0      1730.0       UR
220  UR607  20250910   1763.0   1763.0  ...       35.11   1755.0      1760.0       UR
221  UR608  20250910   1755.0   1755.0  ...       59.35   1746.0      1753.0       UR
222  WH509  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 16:28:21,099 - future_1d - INFO - ak.get_czce_daily('2025-09-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250910  55500.0  ...  55575.0     55960.0       PS
1   PS2510  20250910  52750.0  ...  52840.0     55420.0       PS
2   PS2511  20250910  52400.0  ...  52690.0     55320.0       PS
3   PS2512  20250910  54610.0  ...  55180.0     57655.0       PS
4   PS2601  20250910  54480.0  ...  55040.0     57525.0       PS
5   PS2602  20250910  54955.0  ...  55095.0     57635.0       PS
6   PS2603  20250910  54900.0  ...  55055.0     58150.0       PS
7   PS2604  20250910  54940.0  ...  55130.0     58280.0       PS
8   PS2605  20250910  55500.0  ...  55245.0     57690.0       PS
9   PS2606  20250910  58200.0  ...  57570.0     59785.0       PS
10  PS2607  20250910  57570.0  ...  57500.0     59985.0       PS
11  PS2608  20250910  56300.0  ...  57455.0     59585.0       PS
13  SI2509  20250910   8400.0  ...   8470.0      8555.0       SI
14  SI2510  20250910   8300.0  ...   8520.0      8505.0       SI
15  SI2511  20250910   8300.0  ...   8530.0      8530.0       SI
16  SI2512  20250910   8690.0  ...   8885.0      8895.0       SI
17  SI2601  20250910   8670.0  ...   8875.0      8890.0       SI
18  SI2602  20250910   8700.0  ...   8935.0      8900.0       SI
19  SI2603  20250910   8670.0  ...   8920.0      8895.0       SI
20  SI2604  20250910   8680.0  ...   8950.0      8910.0       SI
21  SI2605  20250910   8755.0  ...   8915.0      8920.0       SI
22  SI2606  20250910   8695.0  ...   8940.0      8855.0       SI
23  SI2607  20250910   8735.0  ...   8940.0      8925.0       SI
24  SI2608  20250910   8725.0  ...   8905.0      8965.0       SI
27  LC2509  20250910  69000.0  ...  69760.0     74260.0       LC
28  LC2510  20250910  68540.0  ...  69720.0     74500.0       LC
29  LC2511  20250910  69040.0  ...  70120.0     74340.0       LC
30  LC2512  20250910  69000.0  ...  70200.0     74120.0       LC
31  LC2601  20250910  69000.0  ...  70240.0     74380.0       LC
32  LC2602  20250910  69920.0  ...  70240.0     74040.0       LC
33  LC2603  20250910  70600.0  ...  70220.0     74200.0       LC
34  LC2604  20250910  70840.0  ...  70660.0     74720.0       LC
35  LC2605  20250910  70400.0  ...  70700.0     74740.0       LC
36  LC2606  20250910  71280.0  ...  70460.0     74720.0       LC
37  LC2607  20250910  71220.0  ...  70500.0     74520.0       LC
38  LC2608  20250910  71000.0  ...  70700.0     74580.0       LC

[36 rows x 12 columns]
2025-09-12 16:28:21,360 - future_1d - INFO - ak.get_gfex_daily('2025-09-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250910  ...   79730      79760      CU
1        1      CU2510  20250910  ...   79680      79710      CU
2        2      CU2511  20250910  ...   79670      79670      CU
3        3      CU2512  20250910  ...   79640      79640      CU
4        4      CU2601  20250910  ...   79610      79600      CU
5        5      CU2602  20250910  ...   79570      79620      CU
6        6      CU2603  20250910  ...   79590      79630      CU
7        7      CU2604  20250910  ...   79690      79700      CU
8        8      CU2605  20250910  ...   79660      79690      CU
9        9      CU2606  20250910  ...   79700      79690      CU
10      10      CU2607  20250910  ...   79790      79700      CU
11      11      CU2608  20250910  ...   79740      79740      CU
12      12      BC2509  20250910  ...   70500      70500      BC
13      13      BC2510  20250910  ...   70820      70810      BC
14      14      BC2511  20250910  ...   70800      70780      BC
15      15      BC2512  20250910  ...   70790      70790      BC
16      16      BC2601  20250910  ...   70880      70880      BC
17      17      BC2602  20250910  ...   70900      70900      BC
18      18      BC2603  20250910  ...   70050      70880      BC
19      19      BC2604  20250910  ...   71200      71200      BC
20      20      BC2605  20250910  ...   71170      71170      BC
21      21      BC2606  20250910  ...   70700      70700      BC
22      22      BC2607  20250910  ...   70900      70900      BC
23      23      BC2608  20250910  ...   70800      70800      BC
24      24      AL2509  20250910  ...   20765      20745      AL
25      25      AL2510  20250910  ...   20785      20750      AL
26      26      AL2511  20250910  ...   20770      20730      AL
27      27      AL2512  20250910  ...   20745      20715      AL
28      28      AL2601  20250910  ...   20730      20695      AL
29      29      AL2602  20250910  ...   20730      20695      AL
30      30      AL2603  20250910  ...   20755      20720      AL
31      31      AL2604  20250910  ...   20780      20740      AL
32      32      AL2605  20250910  ...   20805      20755      AL
33      33      AL2606  20250910  ...   20795      20765      AL
34      34      AL2607  20250910  ...   20800      20775      AL
35      35      AL2608  20250910  ...   20810      20775      AL
36      36      ZN2509  20250910  ...   22115      22155      ZN
37      37      ZN2510  20250910  ...   22170      22200      ZN
38      38      ZN2511  20250910  ...   22175      22205      ZN
39      39      ZN2512  20250910  ...   22185      22210      ZN
40      40      ZN2601  20250910  ...   22205      22215      ZN
41      41      ZN2602  20250910  ...   22200      22215      ZN
42      42      ZN2603  20250910  ...   22230      22230      ZN
43      43      ZN2604  20250910  ...   22245      22245      ZN
44      44      ZN2605  20250910  ...   22255      22270      ZN
45      45      ZN2606  20250910  ...   22285      22280      ZN
46      46      ZN2607  20250910  ...   22270      22250      ZN
47      47      ZN2608  20250910  ...   22280      22310      ZN
48      48      PB2509  20250910  ...   16805      16850      PB
49      49      PB2510  20250910  ...   16840      16915      PB
50      50      PB2511  20250910  ...   16850      16915      PB
51      51      PB2512  20250910  ...   16870      16920      PB
52      52      PB2601  20250910  ...   16880      16925      PB
53      53      PB2602  20250910  ...   16945      16945      PB
54      54      PB2603  20250910  ...   16910      16970      PB
55      55      PB2604  20250910  ...   16945      16990      PB
56      56      PB2605  20250910  ...   16945      17000      PB
57      57      PB2606  20250910  ...   17030      17030      PB
58      58      PB2607  20250910  ...   17020      17020      PB
59      59      PB2608  20250910  ...   17060      17060      PB
60      60      NI2509  20250910  ...  120110     120640      NI
61      61      NI2510  20250910  ...  120490     120940      NI
62      62      NI2511  20250910  ...  120660     121110      NI
63      63      NI2512  20250910  ...  120870     121320      NI
64      64      NI2601  20250910  ...  121080     121610      NI
65      65      NI2602  20250910  ...  121360     121760      NI
66      66      NI2603  20250910  ...  121570     122100      NI
67      67      NI2604  20250910  ...  121760     122290      NI
68      68      NI2605  20250910  ...  121960     122440      NI
69      69      NI2606  20250910  ...  122270     122750      NI
70      70      NI2607  20250910  ...  122470     122990      NI
71      71      NI2608  20250910  ...  122910     123060      NI
72      72      SN2509  20250910  ...  268520     269640      SN
73      73      SN2510  20250910  ...  269480     269790      SN
74      74      SN2511  20250910  ...  269720     270010      SN
75      75      SN2512  20250910  ...  269940     270020      SN
76      76      SN2601  20250910  ...  270340     269950      SN
77      77      SN2602  20250910  ...  270030     269870      SN
78      78      SN2603  20250910  ...  270300     270180      SN
79      79      SN2604  20250910  ...  270750     270260      SN
80      80      SN2605  20250910  ...  271250     270760      SN
81      81      SN2606  20250910  ...  269320     270710      SN
82      82      SN2607  20250910  ...  270950     270170      SN
83      83      SN2608  20250910  ...  271420     271420      SN
84      84      AO2509  20250910  ...    2869       2908      AO
85      85      AO2510  20250910  ...    2905       2919      AO
86      86      AO2511  20250910  ...    2909       2927      AO
87      87      AO2512  20250910  ...    2913       2935      AO
88      88      AO2601  20250910  ...    2922       2944      AO
89      89      AO2602  20250910  ...    2932       2948      AO
90      90      AO2603  20250910  ...    2995       3011      AO
91      91      AO2604  20250910  ...    3008       3021      AO
92      92      AO2605  20250910  ...    3010       3031      AO
93      93      AO2606  20250910  ...    3023       3037      AO
94      94      AO2607  20250910  ...    3033       3055      AO
95      95      AO2608  20250910  ...    3054       3070      AO
96      96      AD2511  20250910  ...   20350      20320      AD
97      97      AD2512  20250910  ...   20355      20335      AD
98      98      AD2601  20250910  ...   20355      20325      AD
99      99      AD2602  20250910  ...   20360      20280      AD
100    100      AD2603  20250910  ...   20360      20295      AD
101    101      AD2604  20250910  ...   20240      20240      AD
102    102      AD2605  20250910  ...   20265      20210      AD
103    103      AD2606  20250910  ...   20155      20155      AD
104    104      AD2607  20250910  ...   20150      20150      AD
105    105      AD2608  20250910  ...   20170      20170      AD
106    106      AU2509  20250910  ...  853.28     831.12      AU
107    107      AU2510  20250910  ...  833.38     831.68      AU
108    108      AU2511  20250910  ...  835.86     832.74      AU
109    109      AU2512  20250910  ...  835.82      834.4      AU
110    110      AU2602  20250910  ...  838.18     836.64      AU
111    111      AU2604  20250910  ...  840.72     838.66      AU
112    112      AU2606  20250910  ...  843.26     841.12      AU
113    113      AU2608  20250910  ...   845.5     842.94      AU
114    114      AG2509  20250910  ...    9779       9844      AG
115    115      AG2510  20250910  ...    9771       9867      AG
116    116      AG2511  20250910  ...    9788       9877      AG
117    117      AG2512  20250910  ...    9794       9889      AG
118    118      AG2601  20250910  ...    9804       9899      AG
119    119      AG2602  20250910  ...    9816       9908      AG
120    120      AG2603  20250910  ...    9830       9925      AG
121    121      AG2604  20250910  ...    9840       9934      AG
122    122      AG2605  20250910  ...    9857       9949      AG
123    123      AG2606  20250910  ...    9866       9962      AG
124    124      AG2607  20250910  ...    9914       9980      AG
125    125      AG2608  20250910  ...    9905       9993      AG
126    126      RB2509  20250910  ...    2950       2951      RB
127    127      RB2510  20250910  ...    3025       3043      RB
128    128      RB2511  20250910  ...    3045       3061      RB
129    129      RB2512  20250910  ...    3089       3107      RB
130    130      RB2601  20250910  ...    3108       3132      RB
131    131      RB2602  20250910  ...    3107       3125      RB
132    132      RB2603  20250910  ...    3116       3143      RB
133    133      RB2604  20250910  ...    3140       3164      RB
134    134      RB2605  20250910  ...    3154       3177      RB
135    135      RB2606  20250910  ...    3165       3190      RB
136    136      RB2607  20250910  ...    3183       3214      RB
137    137      RB2608  20250910  ...    3190       3218      RB
138    138      WR2509  20250910  ...    3342       3342      WR
139    139      WR2510  20250910  ...    3280       3287      WR
140    140      WR2511  20250910  ...    3302       3320      WR
141    141      WR2512  20250910  ...    3324       3349      WR
142    142      WR2601  20250910  ...    3390       3352      WR
143    143      WR2602  20250910  ...    3337       3337      WR
144    144      WR2603  20250910  ...    3338       3338      WR
145    145      WR2604  20250910  ...    3399       3400      WR
146    146      WR2605  20250910  ...    3414       3414      WR
147    147      WR2606  20250910  ...    3375       3375      WR
148    148      WR2607  20250910  ...    3390       3432      WR
149    149      WR2608  20250910  ...    3414       3414      WR
150    150      HC2509  20250910  ...    3396       3396      HC
151    151      HC2510  20250910  ...    3370       3384      HC
152    152      HC2511  20250910  ...    3357       3373      HC
153    153      HC2512  20250910  ...    3350       3366      HC
154    154      HC2601  20250910  ...    3335       3355      HC
155    155      HC2602  20250910  ...    3339       3353      HC
156    156      HC2603  20250910  ...    3342       3357      HC
157    157      HC2604  20250910  ...    3346       3359      HC
158    158      HC2605  20250910  ...    3346       3361      HC
159    159      HC2606  20250910  ...    3359       3366      HC
160    160      HC2607  20250910  ...    3340       3368      HC
161    161      HC2608  20250910  ...    3358       3371      HC
162    162      SS2509  20250910  ...   12800      12800      SS
163    163      SS2510  20250910  ...   12825      12850      SS
164    164      SS2511  20250910  ...   12915      12930      SS
165    165      SS2512  20250910  ...   12955      12975      SS
166    166      SS2601  20250910  ...   13005      13025      SS
167    167      SS2602  20250910  ...   13060      13065      SS
168    168      SS2603  20250910  ...   13120      13175      SS
169    169      SS2604  20250910  ...   13190      13190      SS
170    170      SS2605  20250910  ...   13265      13295      SS
171    171      SS2606  20250910  ...   13320      13330      SS
172    172      SS2607  20250910  ...   13370      13405      SS
173    173      SS2608  20250910  ...   13400      13445      SS
174    174      SC2510  20250910  ...   486.1      483.4      SC
175    175      SC2511  20250910  ...   485.7      481.3      SC
176    176      SC2512  20250910  ...   484.6      479.6      SC
177    177      SC2601  20250910  ...   484.5      477.3      SC
178    178      SC2602  20250910  ...   483.7        476      SC
179    179      SC2603  20250910  ...   482.6      474.9      SC
180    180      SC2604  20250910  ...   481.6      473.4      SC
181    181      SC2605  20250910  ...   481.5      472.7      SC
182    182      SC2606  20250910  ...   477.9      471.4      SC
183    183      SC2607  20250910  ...   480.9      467.9      SC
184    184      SC2608  20250910  ...   475.5      467.4      SC
185    185      SC2609  20250910  ...   474.4        466      SC
186    186      SC2612  20250910  ...   467.3      464.8      SC
187    187      SC2703  20250910  ...   462.1      462.1      SC
188    188      SC2706  20250910  ...   460.7      459.3      SC
189    189      SC2709  20250910  ...   461.3      460.6      SC
190    190      SC2712  20250910  ...     461      461.7      SC
191    191      SC2803  20250910  ...   459.5      460.8      SC
192    192      SC2806  20250910  ...   461.5      458.5      SC
193    193      SC2809  20250910  ...   458.1      458.1      SC
194    194      LU2510  20250910  ...    3368       3345      LU
195    195      LU2511  20250910  ...    3392       3367      LU
196    196      LU2512  20250910  ...    3382       3365      LU
197    197      LU2601  20250910  ...    3378       3358      LU
198    198      LU2602  20250910  ...    3358       3340      LU
199    199      LU2603  20250910  ...    3354       3336      LU
200    200      LU2604  20250910  ...    3349       3334      LU
201    201      LU2605  20250910  ...    3341       3325      LU
202    202      LU2606  20250910  ...    3339       3313      LU
203    203      LU2607  20250910  ...    3335       3320      LU
204    204      LU2608  20250910  ...    3324       3329      LU
205    205      LU2609  20250910  ...    3329       3316      LU
206    206      FU2510  20250910  ...    2828       2787      FU
207    207      FU2511  20250910  ...    2822       2787      FU
208    208      FU2512  20250910  ...    2802       2768      FU
209    209      FU2601  20250910  ...    2789       2756      FU
210    210      FU2602  20250910  ...    2771       2740      FU
211    211      FU2603  20250910  ...    2759       2727      FU
212    212      FU2604  20250910  ...    2757       2725      FU
213    213      FU2605  20250910  ...    2742       2716      FU
214    214      FU2606  20250910  ...    2735       2711      FU
215    215      FU2607  20250910  ...    2724       2700      FU
216    216      FU2608  20250910  ...    2717       2693      FU
217    217      FU2609  20250910  ...    2696       2674      FU
218    218      BU2509  20250910  ...    3404       3448      BU
219    219      BU2510  20250910  ...    3456       3444      BU
220    220      BU2511  20250910  ...    3437       3420      BU
221    221      BU2512  20250910  ...    3392       3374      BU
222    222      BU2601  20250910  ...    3365       3348      BU
223    223      BU2602  20250910  ...    3364       3348      BU
224    224      BU2603  20250910  ...    3369       3352      BU
225    225      BU2604  20250910  ...    3348       3348      BU
226    226      BU2605  20250910  ...    3357       3351      BU
227    227      BU2606  20250910  ...    3353       3344      BU
228    228      BU2607  20250910  ...    3358       3341      BU
229    229      BU2608  20250910  ...    3340       3340      BU
230    230      BU2609  20250910  ...    3346       3329      BU
231    231      BU2612  20250910  ...    3307       3293      BU
232    232      BU2703  20250910  ...    3293       3293      BU
233    233      BU2706  20250910  ...    3321       3302      BU
234    234      BR2509  20250910  ...   11850      11930      BR
235    235      BR2510  20250910  ...   11720      11820      BR
236    236      BR2511  20250910  ...   11705      11795      BR
237    237      BR2512  20250910  ...   11690      11785      BR
238    238      BR2601  20250910  ...   11700      11775      BR
239    239      BR2602  20250910  ...   11735      11895      BR
240    240      BR2603  20250910  ...   11705      11725      BR
241    241      BR2604  20250910  ...   11710      11670      BR
242    242      BR2605  20250910  ...   11745      11880      BR
243    243      BR2606  20250910  ...   11815      11815      BR
244    244      BR2607  20250910  ...   12000      12000      BR
245    245      BR2608  20250910  ...   11915      11915      BR
246    246      RU2509  20250910  ...   14975      15180      RU
247    247      RU2510  20250910  ...   15050      15170      RU
248    248      RU2511  20250910  ...   15005      15100      RU
249    249      RU2601  20250910  ...   15955      16090      RU
250    250      RU2603  20250910  ...   15970      16045      RU
251    251      RU2604  20250910  ...   15960      16065      RU
252    252      RU2605  20250910  ...   15995      16125      RU
253    253      RU2606  20250910  ...   16030      16115      RU
254    254      RU2607  20250910  ...   16045      16180      RU
255    255      RU2608  20250910  ...   16065      16205      RU
256    256      NR2509  20250910  ...   12645      12705      NR
257    257      NR2510  20250910  ...   12660      12800      NR
258    258      NR2511  20250910  ...   12715      12840      NR
259    259      NR2512  20250910  ...   12760      12870      NR
260    260      NR2601  20250910  ...   12800      12920      NR
261    261      NR2602  20250910  ...   12825      12905      NR
262    262      NR2603  20250910  ...   12795      12885      NR
263    263      NR2604  20250910  ...   12815      12895      NR
264    264      NR2605  20250910  ...   12840      12935      NR
265    265      NR2606  20250910  ...   13000      13000      NR
266    266      NR2607  20250910  ...   13045      13060      NR
267    267      NR2608  20250910  ...   12865      12865      NR
268    268      SP2509  20250910  ...    4872       4954      SP
269    269      SP2510  20250910  ...    4890       4960      SP
270    270      SP2511  20250910  ...    4928       4994      SP
271    271      SP2512  20250910  ...    4942       5008      SP
272    272      SP2601  20250910  ...    5226       5270      SP
273    273      SP2602  20250910  ...    5226       5254      SP
274    274      SP2603  20250910  ...    5214       5266      SP
275    275      SP2604  20250910  ...    5228       5284      SP
276    276      SP2605  20250910  ...    5234       5282      SP
277    277      SP2606  20250910  ...    5244       5290      SP
278    278      SP2607  20250910  ...    5254       5292      SP
279    279      SP2608  20250910  ...    5258       5296      SP
280    280      OP2601  20250910  ...    4238       4218      OP
281    281      OP2602  20250910  ...    4216       4218      OP
282    282      OP2603  20250910  ...    4196       4218      OP
283    283      OP2604  20250910  ...    4224       4218      OP
284    284      OP2605  20250910  ...    4236       4218      OP
285    285      OP2606  20250910  ...    4262       4218      OP
286    286      OP2607  20250910  ...    4246       4218      OP
287    287      OP2608  20250910  ...    4260       4218      OP
288    288      EC2510  20250910  ...  1270.9     1272.8      EC
289    289      EC2512  20250910  ...  1677.3     1674.4      EC
290    290      EC2602  20250910  ...  1525.2     1521.8      EC
291    291      EC2604  20250910  ...  1252.1     1249.5      EC
292    292      EC2606  20250910  ...  1438.6     1429.9      EC
293    293      EC2608  20250910  ...  1609.3     1606.3      EC
294    295  SC_TAS2510  20250910  ...                     SC_TAS
295    296  SC_TAS2511  20250910  ...                     SC_TAS
296    297  SC_TAS2512  20250910  ...                     SC_TAS
297    298  SC_TAS2601  20250910  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 16:28:21,460 - future_1d - INFO - ak.get_shfe_daily('2025-09-10') done
2025-09-12 16:28:31,349 - future_1d - INFO - save future_daily 2025-09-10 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250911      0.00  ...   4040.00     4040.00        A
1     a2511  20250911   3905.00  ...   3926.00     3935.00        A
2     a2601  20250911   3919.00  ...   3930.00     3936.00        A
3     a2603  20250911   3922.00  ...   3934.00     3938.00        A
4     a2605  20250911   3964.00  ...   3977.00     3983.00        A
5     a2607  20250911   3967.00  ...   3981.00     3985.00        A
6     b2509  20250911      0.00  ...   3681.00     3681.00        B
7     b2510  20250911   3670.00  ...   3702.00     3684.00        B
8     b2511  20250911   3700.00  ...   3726.00     3722.00        B
9     b2512  20250911   3746.00  ...   3761.00     3761.00        B
10    b2601  20250911   3746.00  ...   3761.00     3762.00        B
11    b2602  20250911   3731.00  ...   3744.00     3746.00        B
12    b2603  20250911   3684.00  ...   3705.00     3692.00        B
13    b2604  20250911   3570.00  ...   3584.00     3584.00        B
14    b2605  20250911   3500.00  ...   3500.00     3505.00        B
15    b2606  20250911   3467.00  ...   3467.00     3478.00        B
16    b2607  20250911   3471.00  ...   3467.00     3482.00        B
17    b2608  20250911   3568.00  ...   3566.00     3578.00        B
18   bb2509  20250911    144.15  ...    144.15      136.00       BB
19   bb2511  20250911    141.50  ...    142.05      142.05       BB
20   bb2601  20250911    147.05  ...    146.80      147.60       BB
21   bb2603  20250911    146.85  ...    146.90      147.15       BB
22   bb2605  20250911      0.00  ...    141.90      142.10       BB
23   bb2607  20250911      0.00  ...    146.70      146.90       BB
24   bz2603  20250911   6028.00  ...   6034.00     6012.00       BZ
25   bz2604  20250911   6013.00  ...   6011.00     5992.00       BZ
26   bz2605  20250911      0.00  ...   6011.00     6011.00       BZ
27   bz2606  20250911   6005.00  ...   6005.00     6002.00       BZ
28   bz2607  20250911      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250911   5969.00  ...   5969.00     6005.00       BZ
30    c2509  20250911   2345.00  ...   2345.00     2285.00        C
31    c2511  20250911   2199.00  ...   2199.00     2199.00        C
32    c2601  20250911   2170.00  ...   2169.00     2174.00        C
33    c2603  20250911   2186.00  ...   2183.00     2188.00        C
34    c2605  20250911   2240.00  ...   2237.00     2241.00        C
35    c2607  20250911   2255.00  ...   2252.00     2254.00        C
36   cs2509  20250911      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250911   2489.00  ...   2481.00     2491.00       CS
38   cs2601  20250911   2502.00  ...   2498.00     2504.00       CS
39   cs2603  20250911   2507.00  ...   2505.00     2510.00       CS
40   cs2605  20250911   2583.00  ...   2583.00     2589.00       CS
41   cs2607  20250911   2587.00  ...   2588.00     2589.00       CS
42   eb2509  20250911      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250911   7070.00  ...   7083.00     7059.00       EB
44   eb2511  20250911   7088.00  ...   7093.00     7070.00       EB
45   eb2512  20250911   7085.00  ...   7098.00     7079.00       EB
46   eb2601  20250911   7101.00  ...   7119.00     7101.00       EB
47   eb2602  20250911   7130.00  ...   7138.00     7129.00       EB
48   eb2603  20250911   7170.00  ...   7172.00     7157.00       EB
49   eb2604  20250911   7205.00  ...   7195.00     7189.00       EB
50   eb2605  20250911   7215.00  ...   7211.00     7200.00       EB
51   eb2606  20250911   7214.00  ...   7214.00     7204.00       EB
52   eb2607  20250911      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250911      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250911   4408.00  ...   4408.00     4343.00       EG
55   eg2510  20250911   4350.00  ...   4326.00     4347.00       EG
56   eg2511  20250911   4329.00  ...   4301.00     4332.00       EG
57   eg2512  20250911   4316.00  ...   4306.00     4322.00       EG
58   eg2601  20250911   4320.00  ...   4306.00     4320.00       EG
59   eg2602  20250911   4314.00  ...   4308.00     4323.00       EG
60   eg2603  20250911   4316.00  ...   4311.00     4323.00       EG
61   eg2604  20250911   4341.00  ...   4337.00     4350.00       EG
62   eg2605  20250911   4356.00  ...   4348.00     4354.00       EG
63   eg2606  20250911      0.00  ...   4357.00     4357.00       EG
64   eg2607  20250911      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250911      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250911      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250911   1271.50  ...   1272.50     1272.50       FB
68   fb2511  20250911   1270.00  ...   1263.00     1261.50       FB
69   fb2512  20250911   1260.00  ...   1259.00     1256.50       FB
70   fb2601  20250911   1245.00  ...   1250.50     1250.00       FB
71   fb2602  20250911   1237.00  ...   1243.00     1239.00       FB
72   fb2603  20250911   1250.50  ...   1246.50     1252.00       FB
73   fb2604  20250911      0.00  ...   1250.00     1250.00       FB
74   fb2605  20250911      0.00  ...   1318.50     1318.50       FB
75   fb2606  20250911      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250911      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250911      0.00  ...   1296.00     1296.00       FB
78    i2509  20250911    858.00  ...    845.50      847.50        I
79    i2510  20250911    823.50  ...    819.50      823.50        I
80    i2511  20250911    821.00  ...    814.00      816.50        I
81    i2512  20250911    814.50  ...    809.50      811.50        I
82    i2601  20250911    804.50  ...    800.00      802.00        I
83    i2602  20250911    801.00  ...    794.00      796.00        I
84    i2603  20250911    795.50  ...    789.00      790.50        I
85    i2604  20250911    791.00  ...    784.00      786.00        I
86    i2605  20250911    780.00  ...    777.00      777.50        I
87    i2606  20250911    777.50  ...    771.50      771.00        I
88    i2607  20250911    772.50  ...    766.50      767.50        I
89    i2608  20250911    768.00  ...    762.50      762.00        I
90    j2509  20250911      0.00  ...   1512.50     1512.50        J
91    j2510  20250911   1507.00  ...   1514.50     1499.50        J
92    j2511  20250911   1539.00  ...   1550.50     1533.50        J
93    j2512  20250911   1583.00  ...   1582.00     1572.50        J
94    j2601  20250911   1605.00  ...   1618.50     1601.00        J
95    j2602  20250911   1632.50  ...   1638.50     1618.00        J
96    j2603  20250911   1651.50  ...   1658.00     1660.00        J
97    j2604  20250911   1729.00  ...   1728.00     1720.50        J
98    j2605  20250911   1724.00  ...   1748.50     1726.00        J
99    j2606  20250911   1750.50  ...   1750.50     1761.00        J
100   j2607  20250911   1754.50  ...   1763.50     1727.00        J
101   j2608  20250911      0.00  ...   1763.00     1763.00        J
102  jd2509  20250911   3000.00  ...   3083.00     3037.00       JD
103  jd2510  20250911   3029.00  ...   3036.00     3032.00       JD
104  jd2511  20250911   3021.00  ...   3039.00     3040.00       JD
105  jd2512  20250911   3177.00  ...   3170.00     3198.00       JD
106  jd2601  20250911   3352.00  ...   3350.00     3373.00       JD
107  jd2602  20250911   3107.00  ...   3110.00     3116.00       JD
108  jd2603  20250911   3131.00  ...   3124.00     3131.00       JD
109  jd2604  20250911   3315.00  ...   3318.00     3327.00       JD
110  jd2605  20250911   3458.00  ...   3460.00     3467.00       JD
111  jd2606  20250911   3269.00  ...   3269.00     3270.00       JD
112  jd2607  20250911   3495.00  ...   3491.00     3494.00       JD
113  jd2608  20250911   3917.00  ...   3913.00     3916.00       JD
114  jm2509  20250911    953.50  ...    977.50      969.00       JM
115  jm2510  20250911    958.00  ...    966.00      952.50       JM
116  jm2511  20250911   1009.00  ...   1022.50     1007.00       JM
117  jm2512  20250911   1065.00  ...   1080.50     1064.00       JM
118  jm2601  20250911   1117.50  ...   1134.50     1115.50       JM
119  jm2602  20250911   1142.00  ...   1161.00     1140.50       JM
120  jm2603  20250911   1162.00  ...   1181.00     1158.00       JM
121  jm2604  20250911   1181.00  ...   1202.50     1174.50       JM
122  jm2605  20250911   1195.00  ...   1220.50     1189.00       JM
123  jm2606  20250911   1213.50  ...   1238.00     1203.50       JM
124  jm2607  20250911   1224.00  ...   1249.50     1213.00       JM
125  jm2608  20250911   1245.00  ...   1260.00     1226.00       JM
126   l2509  20250911   7142.00  ...   7135.00     7165.00        L
127   l2510  20250911   7191.00  ...   7194.00     7205.00        L
128   l2511  20250911   7208.00  ...   7206.00     7219.00        L
129   l2512  20250911   7218.00  ...   7213.00     7230.00        L
130   l2601  20250911   7222.00  ...   7216.00     7233.00        L
131   l2602  20250911   7215.00  ...   7210.00     7227.00        L
132   l2603  20250911      0.00  ...   7227.00     7227.00        L
133   l2604  20250911   7260.00  ...   7237.00     7259.00        L
134   l2605  20250911   7235.00  ...   7225.00     7243.00        L
135   l2606  20250911      0.00  ...   7228.00     7228.00        L
136   l2607  20250911   7236.00  ...   7236.00     7251.00        L
137   l2608  20250911   7248.00  ...   7254.00     7269.00        L
138  lg2509  20250911    773.00  ...    770.00      773.00       LG
139  lg2511  20250911    807.00  ...    804.50      805.00       LG
140  lg2601  20250911    820.00  ...    818.50      819.50       LG
141  lg2603  20250911    823.50  ...    824.50      825.50       LG
142  lg2605  20250911    830.50  ...    829.50      830.00       LG
143  lg2607  20250911    832.00  ...    832.50      831.50       LG
144  lh2509  20250911  13030.00  ...  13090.00    13190.00       LH
145  lh2511  20250911  13350.00  ...  13315.00    13315.00       LH
146  lh2601  20250911  13785.00  ...  13735.00    13730.00       LH
147  lh2603  20250911  13045.00  ...  13010.00    13010.00       LH
148  lh2605  20250911  13550.00  ...  13520.00    13520.00       LH
149  lh2607  20250911  14300.00  ...  14310.00    14240.00       LH
150   m2509  20250911      0.00  ...   3031.00     3031.00        M
151   m2511  20250911   3025.00  ...   3040.00     3031.00        M
152   m2512  20250911   3080.00  ...   3090.00     3080.00        M
153   m2601  20250911   3067.00  ...   3075.00     3064.00        M
154   m2603  20250911   2996.00  ...   2997.00     2991.00        M
155   m2605  20250911   2801.00  ...   2802.00     2799.00        M
156   m2607  20250911   2780.00  ...   2783.00     2778.00        M
157   m2608  20250911   2906.00  ...   2908.00     2907.00        M
158   p2509  20250911      0.00  ...   9446.00     9446.00        P
159   p2510  20250911   9262.00  ...   9222.00     9320.00        P
160   p2511  20250911   9236.00  ...   9236.00     9314.00        P
161   p2512  20250911   9262.00  ...   9264.00     9326.00        P
162   p2601  20250911   9280.00  ...   9274.00     9340.00        P
163   p2602  20250911   9246.00  ...   9222.00     9284.00        P
164   p2603  20250911   9220.00  ...   9212.00     9290.00        P
165   p2604  20250911   9164.00  ...   9156.00     9200.00        P
166   p2605  20250911   9064.00  ...   9062.00     9126.00        P
167   p2606  20250911   8970.00  ...   8968.00     9030.00        P
168   p2607  20250911   8900.00  ...   8868.00     8942.00        P
169   p2608  20250911   8812.00  ...   8800.00     8910.00        P
170  pg2509  20250911   3780.00  ...   3780.00     3706.00       PG
171  pg2510  20250911   4462.00  ...   4453.00     4437.00       PG
172  pg2511  20250911   4406.00  ...   4410.00     4389.00       PG
173  pg2512  20250911   4356.00  ...   4352.00     4328.00       PG
174  pg2601  20250911   4284.00  ...   4289.00     4270.00       PG
175  pg2602  20250911   4207.00  ...   4219.00     4194.00       PG
176  pg2603  20250911   4121.00  ...   4132.00     4105.00       PG
177  pg2604  20250911   4451.00  ...   4467.00     4437.00       PG
178  pg2605  20250911   4364.00  ...   4389.00     4358.00       PG
179  pg2606  20250911   4305.00  ...   4305.00     4288.00       PG
180  pg2607  20250911   4246.00  ...   4251.00     4255.00       PG
181  pg2608  20250911   4185.00  ...   4187.00     4163.00       PG
182  pp2509  20250911   6773.00  ...   6828.00     6832.00       PP
183  pp2510  20250911   6864.00  ...   6852.00     6867.00       PP
184  pp2511  20250911   6880.00  ...   6886.00     6898.00       PP
185  pp2512  20250911   6929.00  ...   6919.00     6930.00       PP
186  pp2601  20250911   6952.00  ...   6943.00     6951.00       PP
187  pp2602  20250911   6931.00  ...   6926.00     6933.00       PP
188  pp2603  20250911   6920.00  ...   6912.00     6920.00       PP
189  pp2604  20250911   6948.00  ...   6937.00     6963.00       PP
190  pp2605  20250911   6977.00  ...   6966.00     6973.00       PP
191  pp2606  20250911   6949.00  ...   6943.00     6946.00       PP
192  pp2607  20250911   6916.00  ...   6915.00     6915.00       PP
193  pp2608  20250911   6917.00  ...   6917.00     6922.00       PP
194  rr2509  20250911      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250911   3602.00  ...   3596.00     3605.00       RR
196  rr2511  20250911   3608.00  ...   3603.00     3611.00       RR
197  rr2512  20250911   3606.00  ...   3605.00     3608.00       RR
198  rr2601  20250911   3617.00  ...   3615.00     3617.00       RR
199  rr2602  20250911   3605.00  ...   3605.00     3604.00       RR
200  rr2603  20250911   3607.00  ...   3607.00     3612.00       RR
201  rr2604  20250911      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250911      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250911      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250911      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250911      0.00  ...   3614.00     3625.00       RR
206   v2509  20250911   4696.00  ...   4708.00     4696.00        V
207   v2510  20250911   4738.00  ...   4757.00     4743.00        V
208   v2511  20250911   4780.00  ...   4788.00     4776.00        V
209   v2512  20250911   4810.00  ...   4830.00     4815.00        V
210   v2601  20250911   4852.00  ...   4864.00     4849.00        V
211   v2602  20250911   4888.00  ...   4904.00     4885.00        V
212   v2603  20250911   4920.00  ...   4930.00     4916.00        V
213   v2604  20250911   5120.00  ...   5126.00     5119.00        V
214   v2605  20250911   5162.00  ...   5166.00     5149.00        V
215   v2606  20250911   5191.00  ...   5197.00     5169.00        V
216   v2607  20250911   5211.00  ...   5222.00     5208.00        V
217   v2608  20250911   5249.00  ...   5266.00     5247.00        V
218   y2509  20250911   8268.00  ...   8268.00     8414.00        Y
219   y2511  20250911   8300.00  ...   8326.00     8344.00        Y
220   y2512  20250911   8322.00  ...   8338.00     8374.00        Y
221   y2601  20250911   8272.00  ...   8292.00     8322.00        Y
222   y2603  20250911   8184.00  ...   8214.00     8236.00        Y
223   y2605  20250911   7990.00  ...   7986.00     8028.00        Y
224   y2607  20250911   7936.00  ...   7948.00     7982.00        Y
225   y2608  20250911   7936.00  ...   7948.00     7998.00        Y

[226 rows x 12 columns]
2025-09-12 16:28:38,703 - future_1d - INFO - ak.get_dce_daily('2025-09-11') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250911   485.1   492.8  ...  4305277.99   488.7      486.1      SC
1       SC2511  20250911     488   492.5  ...  1431053.05   489.4      485.7      SC
2       SC2512  20250911   489.2   490.7  ...   346750.96   488.1      484.6      SC
3       SC2601  20250911   486.5   489.5  ...   110577.75   487.1      484.5      SC
4       SC2602  20250911   484.9   488.7  ...    60993.45     486      483.7      SC
5       SC2603  20250911     484   488.5  ...    64903.23   484.7      482.6      SC
6       SC2604  20250911   483.7   487.7  ...   100249.02   484.5      481.6      SC
7       SC2605  20250911   482.6   486.5  ...    21027.84   483.3      481.5      SC
8       SC2606  20250911   482.4   486.9  ...   148356.36   484.5      477.9      SC
9       SC2607  20250911   483.5   484.8  ...     2564.05   483.7      480.9      SC
10      SC2608  20250911     482     484  ...      915.83     482      475.5      SC
11      SC2609  20250911   481.5   481.5  ...      240.43   480.8      474.4      SC
12      SC2612  20250911   477.6   481.6  ...       573.5   477.9      467.3      SC
13      SC2703  20250911                  ...           0   472.1      462.1      SC
14      SC2706  20250911                  ...           0   471.5      460.7      SC
15      SC2709  20250911                  ...           0   471.3      461.3      SC
16      SC2712  20250911     467     471  ...      281.43     469        461      SC
17      SC2803  20250911                  ...           0   468.2      459.5      SC
18      SC2806  20250911   464.5   475.7  ...      373.39   466.7      461.5      SC
19      SC2809  20250911                  ...           0     462      458.1      SC
21      LU2510  20250911    3356    3364  ...     2186.96    3343       3368      LU
22      LU2511  20250911    3379    3390  ...   278388.67    3370       3392      LU
23      LU2512  20250911    3367    3380  ...  149916.502    3362       3382      LU
24      LU2601  20250911    3361    3376  ...    31253.26    3358       3378      LU
25      LU2602  20250911    3344    3354  ...    2307.209    3338       3358      LU
26      LU2603  20250911    3333    3346  ...      26.673    3334       3354      LU
27      LU2604  20250911    3339    3339  ...       6.678    3339       3349      LU
28      LU2605  20250911    3326    3334  ...      56.491    3323       3341      LU
29      LU2606  20250911    3319    3330  ...      26.532    3316       3339      LU
30      LU2607  20250911    3317    3330  ...      13.287    3321       3335      LU
31      LU2608  20250911    3312    3331  ...      29.844    3316       3324      LU
32      LU2609  20250911    3321    3321  ...      23.198    3314       3329      LU
34      NR2509  20250911                  ...           0   12645      12645      NR
35      NR2510  20250911   12695   12710  ...   205487.68   12550      12660      NR
36      NR2511  20250911   12770   12770  ...  1145171.83   12600      12715      NR
37      NR2512  20250911   12785   12800  ...   91302.955   12640      12760      NR
38      NR2601  20250911   12820   12845  ...  168980.725   12685      12800      NR
39      NR2602  20250911   12825   12840  ...     1408.43   12685      12825      NR
40      NR2603  20250911   12820   12820  ...     469.415   12685      12795      NR
41      NR2604  20250911   12800   12800  ...      89.135   12730      12815      NR
42      NR2605  20250911   12830   12830  ...      229.49   12745      12840      NR
43      NR2606  20250911   12720   12720  ...       38.11   12700      13000      NR
44      NR2607  20250911   12735   12735  ...      89.035   12715      13045      NR
45      NR2608  20250911   12770   12770  ...       63.81   12760      12865      NR
47      BC2509  20250911   70500   70500  ...     3348.75   70500      70500      BC
48      BC2510  20250911   70980   71360  ...  126352.395   71180      70820      BC
49      BC2511  20250911   71030   71320  ...    18463.84   71150      70800      BC
50      BC2512  20250911                  ...           0   70790      70790      BC
51      BC2601  20250911                  ...           0   71300      70880      BC
52      BC2602  20250911                  ...           0   70900      70900      BC
53      BC2603  20250911   71560   71560  ...       35.78   71560      70050      BC
54      BC2604  20250911                  ...           0   71200      71200      BC
55      BC2605  20250911                  ...           0   71170      71170      BC
56      BC2606  20250911                  ...           0   70710      70700      BC
57      BC2607  20250911                  ...           0   70900      70900      BC
58      BC2608  20250911                  ...           0   70800      70800      BC
60      EC2510  20250911    1250    1255  ...  200216.301    1222     1270.9      EC
61      EC2512  20250911    1654  1664.9  ...  82035.3755  1633.3     1677.3      EC
62      EC2602  20250911  1524.9  1524.9  ...   9568.4285  1509.2     1525.2      EC
63      EC2604  20250911  1245.2  1254.4  ...    5724.952  1245.9     1252.1      EC
64      EC2606  20250911  1420.4  1438.2  ...    478.8535  1429.4     1438.6      EC
65      EC2608  20250911  1593.1  1626.6  ...     337.147  1605.4     1609.3      EC
68  SC_TAS2510  20250911                  ...                                 SC_TAS
69  SC_TAS2511  20250911                  ...                                 SC_TAS
70  SC_TAS2512  20250911                  ...                                 SC_TAS
71  SC_TAS2601  20250911                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-12 16:28:38,775 - future_1d - INFO - ak.get_ine_daily('2025-09-11') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250911  6863.000  ...  7097.800    6887.800       IC
1   IC2510  20250911  6799.000  ...  7044.000    6825.800       IC
2   IC2512  20250911  6680.000  ...  6934.800    6710.000       IC
3   IC2603  20250911  6517.400  ...  6789.600    6556.600       IC
4   IF2509  20250911  4424.000  ...  4542.800    4444.600       IF
5   IF2510  20250911  4415.800  ...  4534.400    4437.200       IF
6   IF2512  20250911  4396.000  ...  4511.800    4415.200       IF
7   IF2603  20250911  4367.000  ...  4491.200    4394.000       IF
8   IH2509  20250911  2927.000  ...  2981.400    2944.200       IH
9   IH2510  20250911  2926.400  ...  2979.800    2943.400       IH
10  IH2512  20250911  2927.000  ...  2980.000    2943.200       IH
11  IH2603  20250911  2928.800  ...  2982.400    2945.800       IH
12  IM2509  20250911  7144.000  ...  7365.600    7176.600       IM
13  IM2510  20250911  7086.400  ...  7297.800    7112.400       IM
14  IM2512  20250911  6940.000  ...  7153.600    6965.000       IM
15  IM2603  20250911  6740.000  ...  6965.600    6777.400       IM
16   T2509  20250911   107.750  ...   107.835     107.725        T
17   T2512  20250911   107.555  ...   107.645     107.505        T
18   T2603  20250911   107.205  ...   107.335     107.235        T
19  TF2509  20250911   105.630  ...   105.660     105.620       TF
20  TF2512  20250911   105.450  ...   105.590     105.445       TF
21  TF2603  20250911   105.380  ...   105.485     105.355       TF
22  TL2509  20250911   115.020  ...   115.180     115.240       TL
23  TL2512  20250911   114.850  ...   114.830     114.870       TL
24  TL2603  20250911   114.570  ...   114.500     114.530       TL
25  TS2509  20250911   102.330  ...   102.352     102.310       TS
26  TS2512  20250911   102.354  ...   102.406     102.348       TS
27  TS2603  20250911   102.296  ...   102.330     102.288       TS

[28 rows x 12 columns]
2025-09-12 16:28:39,028 - future_1d - INFO - ak.get_cffex_daily('2025-09-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250911   8218.0   8351.0  ...   130736.90   8293.0      8163.0       AP
1    AP511  20250911   8070.0   8168.0  ...     6792.71   8116.0      8026.0       AP
2    AP512  20250911   8068.0   8188.0  ...     2732.08   8131.0      8050.0       AP
3    AP601  20250911   8159.0   8271.0  ...   676253.31   8214.0      8122.0       AP
4    AP603  20250911   8068.0   8162.0  ...      154.36   8124.0      8053.0       AP
5    AP604  20250911   8125.0   8171.0  ...       73.28   8142.0      8090.0       AP
6    AP605  20250911   8187.0   8255.0  ...     4121.90   8227.0      8158.0       AP
7    CF509  20250911  13360.0  13400.0  ...     3216.36  13345.0     13345.0       CF
8    CF511  20250911  13670.0  13735.0  ...   172899.42  13665.0     13645.0       CF
9    CF601  20250911  13865.0  13890.0  ...  1114391.69  13830.0     13835.0       CF
10   CF603  20250911  13810.0  13845.0  ...     1579.90  13800.0     13800.0       CF
11   CF605  20250911  13850.0  13850.0  ...   148047.50  13795.0     13795.0       CF
12   CF607  20250911  13850.0  13855.0  ...      815.05  13815.0     13815.0       CF
13   CJ509  20250911      0.0      0.0  ...        0.00   9965.0      9945.0       CJ
14   CJ512  20250911  10955.0  11225.0  ...     5656.23  11100.0     10945.0       CJ
15   CJ601  20250911  11045.0  11285.0  ...   923262.81  11185.0     10990.0       CJ
16   CJ603  20250911  11085.0  11325.0  ...    12116.31  11240.0     11045.0       CJ
17   CJ605  20250911  11150.0  11420.0  ...   149786.33  11315.0     11125.0       CJ
18   CJ607  20250911  11320.0  11540.0  ...     3393.31  11425.0     11265.0       CJ
19   CY509  20250911      0.0      0.0  ...        0.00  20180.0     20200.0       CY
20   CY510  20250911      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250911  19875.0  19960.0  ...    97202.48  19875.0     19895.0       CY
22   CY512  20250911      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250911  19960.0  19960.0  ...     1183.36  19890.0     19875.0       CY
24   CY602  20250911      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250911      0.0      0.0  ...        0.00  20240.0     20255.0       CY
26   CY604  20250911      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250911  20080.0  20080.0  ...       20.08  20080.0     20165.0       CY
28   CY606  20250911      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250911      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250911      0.0      0.0  ...        0.00  20160.0     20170.0       CY
31   FG509  20250911    991.0    991.0  ...      310.87    990.0       985.0       FG
32   FG510  20250911   1102.0   1120.0  ...   194308.98   1107.0      1100.0       FG
33   FG511  20250911   1086.0   1108.0  ...   167149.89   1095.0      1089.0       FG
34   FG512  20250911   1194.0   1208.0  ...    83621.38   1192.0      1188.0       FG
35   FG601  20250911   1182.0   1202.0  ...  3942012.78   1186.0      1179.0       FG
36   FG602  20250911   1235.0   1251.0  ...    28597.32   1235.0      1232.0       FG
37   FG603  20250911   1235.0   1252.0  ...     1254.01   1239.0      1232.0       FG
38   FG604  20250911   1285.0   1300.0  ...      501.76   1287.0      1279.0       FG
39   FG605  20250911   1277.0   1295.0  ...    69083.82   1281.0      1278.0       FG
40   FG606  20250911   1312.0   1328.0  ...     2284.84   1315.0      1307.0       FG
41   FG607  20250911   1301.0   1317.0  ...     1806.57   1305.0      1298.0       FG
42   FG608  20250911   1325.0   1343.0  ...     1266.66   1333.0      1319.0       FG
43   JR509  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250911   2242.0   2242.0  ...      247.09   2226.0      2260.0       MA
53   MA510  20250911   2306.0   2309.0  ...    90947.84   2299.0      2308.0       MA
54   MA511  20250911   2336.0   2340.0  ...   113094.85   2329.0      2333.0       MA
55   MA512  20250911   2383.0   2384.0  ...    69622.56   2372.0      2375.0       MA
56   MA601  20250911   2404.0   2409.0  ...  1180908.94   2395.0      2403.0       MA
57   MA602  20250911   2416.0   2423.0  ...    26148.38   2412.0      2411.0       MA
58   MA603  20250911   2424.0   2428.0  ...      290.00   2417.0      2417.0       MA
59   MA604  20250911   2413.0   2415.0  ...       16.86   2408.0      2404.0       MA
60   MA605  20250911   2407.0   2409.0  ...    71458.38   2396.0      2398.0       MA
61   MA606  20250911   2405.0   2406.0  ...       19.20   2400.0      2413.0       MA
62   MA607  20250911   2386.0   2386.0  ...       57.18   2383.0      2391.0       MA
63   MA608  20250911   2384.0   2384.0  ...        7.15   2384.0      2403.0       MA
64   OI509  20250911      0.0      0.0  ...        0.00  10023.0      9937.0       OI
65   OI511  20250911   9940.0  10090.0  ...   516403.28  10015.0      9985.0       OI
66   OI601  20250911   9782.0   9897.0  ...  2960863.58   9839.0      9823.0       OI
67   OI603  20250911   9643.0   9720.0  ...     1615.05   9671.0      9666.0       OI
68   OI605  20250911   9490.0   9554.0  ...   131834.25   9510.0      9541.0       OI
69   OI607  20250911   9458.0   9488.0  ...      387.68   9456.0      9479.0       OI
70   PF509  20250911      0.0      0.0  ...        0.00   6272.0      6268.0       PF
71   PF510  20250911   6382.0   6398.0  ...    51713.83   6374.0      6378.0       PF
72   PF511  20250911   6370.0   6390.0  ...   362115.37   6366.0      6362.0       PF
73   PF512  20250911   6366.0   6376.0  ...   165237.69   6350.0      6344.0       PF
74   PF601  20250911   6388.0   6410.0  ...    19883.95   6388.0      6390.0       PF
75   PF602  20250911   6404.0   6418.0  ...    42679.04   6396.0      6400.0       PF
76   PF603  20250911   6414.0   6420.0  ...       32.00   6400.0      6412.0       PF
77   PF604  20250911   6442.0   6442.0  ...       22.52   6436.0      6440.0       PF
78   PF605  20250911   6470.0   6470.0  ...       29.06   6460.0      6468.0       PF
79   PF606  20250911   6474.0   6474.0  ...        3.24   6474.0      6470.0       PF
80   PF607  20250911      0.0      0.0  ...        0.00   6502.0      6498.0       PF
81   PF608  20250911      0.0      0.0  ...        0.00   6516.0      6510.0       PF
82   PK510  20250911   7876.0   7894.0  ...   126503.71   7876.0      7876.0       PK
83   PK511  20250911   7794.0   7798.0  ...   362088.71   7776.0      7792.0       PK
84   PK512  20250911   7810.0   7822.0  ...   159865.14   7800.0      7804.0       PK
85   PK601  20250911   7842.0   7842.0  ...    24736.08   7826.0      7832.0       PK
86   PK603  20250911   7844.0   7850.0  ...       39.24   7848.0      7850.0       PK
87   PK604  20250911   7848.0   7868.0  ...       70.69   7856.0      7878.0       PK
88   PK605  20250911   7870.0   7870.0  ...     5782.58   7852.0      7870.0       PK
89   PL601  20250911   6400.0   6422.0  ...    41574.86   6406.0      6413.0       PL
90   PL602  20250911   6445.0   6451.0  ...      682.73   6441.0      6449.0       PL
91   PL603  20250911   6440.0   6440.0  ...       12.88   6440.0      6445.0       PL
92   PL604  20250911      0.0      0.0  ...        0.00   6455.0      6465.0       PL
93   PL605  20250911   6363.0   6384.0  ...       25.49   6374.0      6386.0       PL
94   PL606  20250911      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250911      0.0      0.0  ...        0.00   6450.0      6450.0       PL
96   PL608  20250911      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250911   5700.0   5700.0  ...       85.50   5700.0      5788.0       PR
104  PR510  20250911   5838.0   5862.0  ...    20785.20   5834.0      5844.0       PR
105  PR511  20250911   5840.0   5872.0  ...   299990.48   5838.0      5842.0       PR
106  PR512  20250911   5850.0   5882.0  ...   215435.62   5848.0      5854.0       PR
107  PR601  20250911   5866.0   5890.0  ...   133220.25   5856.0      5860.0       PR
108  PR602  20250911   5892.0   5892.0  ...    10366.06   5872.0      5898.0       PR
109  PR603  20250911   5894.0   5894.0  ...       26.51   5892.0      5898.0       PR
110  PR604  20250911   5912.0   5912.0  ...        8.87   5912.0      5902.0       PR
111  PR605  20250911   5920.0   5920.0  ...        8.88   5920.0      5916.0       PR
112  PR606  20250911      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250911      0.0      0.0  ...        0.00   5968.0      5970.0       PR
114  PR608  20250911      0.0      0.0  ...        0.00   5962.0      5962.0       PR
115  PX509  20250911      0.0      0.0  ...        0.00   6782.0      6768.0       PX
116  PX510  20250911   6778.0   6826.0  ...     5503.37   6786.0      6788.0       PX
117  PX511  20250911   6760.0   6808.0  ...   402333.89   6766.0      6752.0       PX
118  PX512  20250911   6738.0   6774.0  ...   105456.67   6732.0      6720.0       PX
119  PX601  20250911   6706.0   6750.0  ...    84796.19   6708.0      6702.0       PX
120  PX602  20250911   6698.0   6732.0  ...     9388.87   6698.0      6688.0       PX
121  PX603  20250911      0.0      0.0  ...        0.00   6690.0      6662.0       PX
122  PX604  20250911      0.0      0.0  ...        0.00   6700.0      6698.0       PX
123  PX605  20250911   6696.0   6716.0  ...      194.07   6692.0      6692.0       PX
124  PX606  20250911      0.0      0.0  ...        0.00   6708.0      6708.0       PX
125  PX607  20250911      0.0      0.0  ...        0.00   6722.0      6722.0       PX
126  PX608  20250911      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250911   2540.0   2550.0  ...       94.13   2544.0      2565.0       RM
134  RM511  20250911   2539.0   2559.0  ...    18579.51   2544.0      2541.0       RM
135  RM601  20250911   2538.0   2568.0  ...   871292.35   2554.0      2542.0       RM
136  RM603  20250911   2430.0   2450.0  ...    11757.57   2440.0      2432.0       RM
137  RM605  20250911   2410.0   2421.0  ...   126860.70   2411.0      2412.0       RM
138  RM607  20250911   2390.0   2403.0  ...    17730.90   2393.0      2394.0       RM
139  RM608  20250911   2487.0   2500.0  ...      239.09   2491.0      2489.0       RM
140  RS509  20250911      0.0      0.0  ...        0.00   4846.0      4852.0       RS
141  RS511  20250911   5160.0   5160.0  ...       66.66   5128.0      5176.0       RS
142  RS607  20250911   5577.0   5645.0  ...      210.97   5552.0      5559.0       RS
143  RS608  20250911      0.0      0.0  ...        0.00   5615.0      5615.0       RS
144  SA509  20250911   1153.0   1175.0  ...     2227.23   1159.0      1151.0       SA
145  SA510  20250911   1200.0   1218.0  ...   238449.29   1207.0      1199.0       SA
146  SA511  20250911   1216.0   1227.0  ...   263493.45   1217.0      1208.0       SA
147  SA512  20250911   1267.0   1286.0  ...   157105.50   1276.0      1264.0       SA
148  SA601  20250911   1281.0   1297.0  ...  2835127.00   1286.0      1271.0       SA
149  SA602  20250911   1310.0   1326.0  ...    23077.95   1312.0      1304.0       SA
150  SA603  20250911   1314.0   1331.0  ...     5226.39   1315.0      1308.0       SA
151  SA604  20250911   1352.0   1365.0  ...     3066.32   1348.0      1349.0       SA
152  SA605  20250911   1351.0   1370.0  ...   115852.04   1355.0      1351.0       SA
153  SA606  20250911   1364.0   1380.0  ...     1124.78   1365.0      1359.0       SA
154  SA607  20250911   1369.0   1380.0  ...      843.15   1369.0      1361.0       SA
155  SA608  20250911   1388.0   1399.0  ...      658.23   1389.0      1383.0       SA
156  SF509  20250911   5470.0   5470.0  ...      431.63   5464.0      5464.0       SF
157  SF510  20250911   5468.0   5506.0  ...    68550.10   5472.0      5472.0       SF
158  SF511  20250911   5640.0   5674.0  ...   354891.96   5640.0      5636.0       SF
159  SF512  20250911   5600.0   5624.0  ...    62789.08   5596.0      5596.0       SF
160  SF601  20250911   5610.0   5630.0  ...    97817.07   5600.0      5594.0       SF
161  SF602  20250911   5584.0   5600.0  ...    21233.35   5552.0      5548.0       SF
162  SF603  20250911   5736.0   5746.0  ...     1550.04   5720.0      5750.0       SF
163  SF604  20250911   5726.0   5734.0  ...       14.29   5718.0      5706.0       SF
164  SF605  20250911   5700.0   5746.0  ...     4279.46   5702.0      5704.0       SF
165  SF606  20250911   5690.0   5690.0  ...       19.85   5672.0      5670.0       SF
166  SF607  20250911   5836.0   5836.0  ...        5.83   5828.0      5816.0       SF
167  SF608  20250911   5758.0   5758.0  ...        8.63   5752.0      5734.0       SF
168  SH509  20250911      0.0      0.0  ...        0.00   2828.0      2811.0       SH
169  SH510  20250911   2565.0   2588.0  ...   212640.48   2565.0      2559.0       SH
170  SH511  20250911   2566.0   2601.0  ...   644483.99   2576.0      2562.0       SH
171  SH512  20250911   2587.0   2619.0  ...   305183.74   2597.0      2583.0       SH
172  SH601  20250911   2578.0   2605.0  ...  2327161.35   2587.0      2571.0       SH
173  SH602  20250911   2600.0   2623.0  ...    42346.45   2604.0      2591.0       SH
174  SH603  20250911   2620.0   2637.0  ...     3140.93   2624.0      2609.0       SH
175  SH604  20250911   2656.0   2677.0  ...      415.93   2666.0      2653.0       SH
176  SH605  20250911   2671.0   2687.0  ...    17480.75   2675.0      2664.0       SH
177  SH606  20250911   2690.0   2695.0  ...      258.12   2689.0      2673.0       SH
178  SH607  20250911   2683.0   2683.0  ...       64.20   2675.0      2666.0       SH
179  SH608  20250911   2692.0   2694.0  ...       72.56   2687.0      2678.0       SH
180  SM509  20250911   5770.0   5788.0  ...     1560.75   5770.0      5726.0       SM
181  SM510  20250911   5782.0   5808.0  ...   126885.05   5774.0      5772.0       SM
182  SM511  20250911   5832.0   5876.0  ...   162072.81   5848.0      5830.0       SM
183  SM512  20250911   5880.0   5882.0  ...    71142.16   5854.0      5852.0       SM
184  SM601  20250911   5862.0   5890.0  ...   435829.94   5860.0      5852.0       SM
185  SM602  20250911   5874.0   5892.0  ...    59756.59   5864.0      5840.0       SM
186  SM603  20250911   5898.0   5898.0  ...       91.12   5880.0      5878.0       SM
187  SM604  20250911   5890.0   5890.0  ...       11.77   5884.0      5898.0       SM
188  SM605  20250911   5910.0   5922.0  ...     3697.01   5896.0      5900.0       SM
189  SM606  20250911   5902.0   5908.0  ...        8.85   5900.0      5888.0       SM
190  SM607  20250911   5888.0   5916.0  ...       17.72   5906.0      5882.0       SM
191  SM608  20250911   5950.0   5950.0  ...        8.90   5930.0      5898.0       SM
192  SR509  20250911   5530.0   5530.0  ...      602.29   5526.0      5522.0       SR
193  SR511  20250911   5551.0   5573.0  ...   145543.24   5554.0      5539.0       SR
194  SR601  20250911   5545.0   5558.0  ...   861291.03   5542.0      5534.0       SR
195  SR603  20250911   5521.0   5541.0  ...     2222.32   5528.0      5520.0       SR
196  SR605  20250911   5520.0   5528.0  ...    30964.28   5516.0      5508.0       SR
197  SR607  20250911   5498.0   5524.0  ...     1482.67   5512.0      5503.0       SR
198  TA509  20250911   4598.0   4622.0  ...     2342.24   4602.0      4598.0       TA
199  TA510  20250911   4670.0   4682.0  ...   136416.66   4660.0      4662.0       TA
200  TA511  20250911   4666.0   4696.0  ...   191884.64   4672.0      4670.0       TA
201  TA512  20250911   4690.0   4706.0  ...    83468.17   4682.0      4678.0       TA
202  TA601  20250911   4690.0   4712.0  ...  1036039.18   4688.0      4686.0       TA
203  TA602  20250911   4698.0   4714.0  ...    15776.34   4694.0      4694.0       TA
204  TA603  20250911   4708.0   4708.0  ...       23.53   4708.0      4712.0       TA
205  TA604  20250911      0.0      0.0  ...        0.00   4722.0      4722.0       TA
206  TA605  20250911   4728.0   4742.0  ...    17213.69   4720.0      4716.0       TA
207  TA606  20250911      0.0      0.0  ...        0.00   4734.0      4734.0       TA
208  TA607  20250911      0.0      0.0  ...        0.00   4744.0      4744.0       TA
209  TA608  20250911   4768.0   4768.0  ...        2.38   4768.0      4744.0       TA
210  UR509  20250911   1601.0   1605.0  ...      833.35   1603.0      1616.0       UR
211  UR510  20250911   1635.0   1638.0  ...    53972.22   1620.0      1639.0       UR
212  UR511  20250911   1659.0   1665.0  ...    51115.35   1659.0      1671.0       UR
213  UR512  20250911   1664.0   1671.0  ...    16972.26   1666.0      1675.0       UR
214  UR601  20250911   1669.0   1676.0  ...   419032.87   1672.0      1679.0       UR
215  UR602  20250911   1673.0   1677.0  ...      308.00   1674.0      1679.0       UR
216  UR603  20250911   1720.0   1724.0  ...       34.41   1720.0      1728.0       UR
217  UR604  20250911   1721.0   1722.0  ...       13.77   1721.0      1728.0       UR
218  UR605  20250911   1721.0   1725.0  ...    13509.66   1721.0      1729.0       UR
219  UR606  20250911   1718.0   1721.0  ...      109.98   1718.0      1723.0       UR
220  UR607  20250911   1749.0   1750.0  ...       76.87   1747.0      1755.0       UR
221  UR608  20250911   1745.0   1745.0  ...       20.90   1742.0      1746.0       UR
222  WH509  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 16:28:39,311 - future_1d - INFO - ak.get_czce_daily('2025-09-11') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250911  55575.0  ...  55575.0     55575.0       PS
1   PS2510  20250911  53495.0  ...  53135.0     52840.0       PS
2   PS2511  20250911  53200.0  ...  53035.0     52690.0       PS
3   PS2512  20250911  55920.0  ...  55530.0     55180.0       PS
4   PS2601  20250911  55500.0  ...  55465.0     55040.0       PS
5   PS2602  20250911  55690.0  ...  55735.0     55095.0       PS
6   PS2603  20250911  55880.0  ...  55715.0     55055.0       PS
7   PS2604  20250911  56005.0  ...  55800.0     55130.0       PS
8   PS2605  20250911  55650.0  ...  55650.0     55245.0       PS
9   PS2606  20250911  57800.0  ...  57725.0     57570.0       PS
10  PS2607  20250911  58050.0  ...  57855.0     57500.0       PS
11  PS2608  20250911  58000.0  ...  57850.0     57455.0       PS
13  SI2509  20250911      0.0  ...   8685.0      8470.0       SI
14  SI2510  20250911   8675.0  ...   8685.0      8520.0       SI
15  SI2511  20250911   8715.0  ...   8690.0      8530.0       SI
16  SI2512  20250911   9045.0  ...   9040.0      8885.0       SI
17  SI2601  20250911   9050.0  ...   9035.0      8875.0       SI
18  SI2602  20250911   9020.0  ...   9030.0      8935.0       SI
19  SI2603  20250911   9070.0  ...   9065.0      8920.0       SI
20  SI2604  20250911   9025.0  ...   9030.0      8950.0       SI
21  SI2605  20250911   9075.0  ...   9055.0      8915.0       SI
22  SI2606  20250911   9080.0  ...   9070.0      8940.0       SI
23  SI2607  20250911   9000.0  ...   9070.0      8940.0       SI
24  SI2608  20250911   9060.0  ...   9085.0      8905.0       SI
27  LC2509  20250911  70940.0  ...  70800.0     69760.0       LC
28  LC2510  20250911  71360.0  ...  70580.0     69720.0       LC
29  LC2511  20250911  70960.0  ...  70660.0     70120.0       LC
30  LC2512  20250911  71100.0  ...  70960.0     70200.0       LC
31  LC2601  20250911  71300.0  ...  70920.0     70240.0       LC
32  LC2602  20250911  71120.0  ...  70860.0     70240.0       LC
33  LC2603  20250911  70960.0  ...  70780.0     70220.0       LC
34  LC2604  20250911  72100.0  ...  71740.0     70660.0       LC
35  LC2605  20250911  71620.0  ...  71380.0     70700.0       LC
36  LC2606  20250911  71540.0  ...  71240.0     70460.0       LC
37  LC2607  20250911  71300.0  ...  71100.0     70500.0       LC
38  LC2608  20250911  71220.0  ...  71040.0     70700.0       LC

[36 rows x 12 columns]
2025-09-12 16:28:39,471 - future_1d - INFO - ak.get_gfex_daily('2025-09-11') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250911  ...   80090      79730      CU
1        1      CU2510  20250911  ...   80080      79680      CU
2        2      CU2511  20250911  ...   80080      79670      CU
3        3      CU2512  20250911  ...   80050      79640      CU
4        4      CU2601  20250911  ...   80040      79610      CU
5        5      CU2602  20250911  ...   80040      79570      CU
6        6      CU2603  20250911  ...   80060      79590      CU
7        7      CU2604  20250911  ...   80150      79690      CU
8        8      CU2605  20250911  ...   80130      79660      CU
9        9      CU2606  20250911  ...   80150      79700      CU
10      10      CU2607  20250911  ...   80150      79790      CU
11      11      CU2608  20250911  ...   80140      79740      CU
12      12      BC2509  20250911  ...   70500      70500      BC
13      13      BC2510  20250911  ...   71180      70820      BC
14      14      BC2511  20250911  ...   71150      70800      BC
15      15      BC2512  20250911  ...   70790      70790      BC
16      16      BC2601  20250911  ...   71300      70880      BC
17      17      BC2602  20250911  ...   70900      70900      BC
18      18      BC2603  20250911  ...   71560      70050      BC
19      19      BC2604  20250911  ...   71200      71200      BC
20      20      BC2605  20250911  ...   71170      71170      BC
21      21      BC2606  20250911  ...   70710      70700      BC
22      22      BC2607  20250911  ...   70900      70900      BC
23      23      BC2608  20250911  ...   70800      70800      BC
24      24      AL2509  20250911  ...   20845      20765      AL
25      25      AL2510  20250911  ...   20850      20785      AL
26      26      AL2511  20250911  ...   20840      20770      AL
27      27      AL2512  20250911  ...   20815      20745      AL
28      28      AL2601  20250911  ...   20800      20730      AL
29      29      AL2602  20250911  ...   20795      20730      AL
30      30      AL2603  20250911  ...   20820      20755      AL
31      31      AL2604  20250911  ...   20855      20780      AL
32      32      AL2605  20250911  ...   20865      20805      AL
33      33      AL2606  20250911  ...   20865      20795      AL
34      34      AL2607  20250911  ...   20875      20800      AL
35      35      AL2608  20250911  ...   20870      20810      AL
36      36      ZN2509  20250911  ...   22190      22115      ZN
37      37      ZN2510  20250911  ...   22225      22170      ZN
38      38      ZN2511  20250911  ...   22235      22175      ZN
39      39      ZN2512  20250911  ...   22250      22185      ZN
40      40      ZN2601  20250911  ...   22255      22205      ZN
41      41      ZN2602  20250911  ...   22265      22200      ZN
42      42      ZN2603  20250911  ...   22265      22230      ZN
43      43      ZN2604  20250911  ...   22310      22245      ZN
44      44      ZN2605  20250911  ...   22305      22255      ZN
45      45      ZN2606  20250911  ...   22305      22285      ZN
46      46      ZN2607  20250911  ...   22335      22270      ZN
47      47      ZN2608  20250911  ...   22350      22280      ZN
48      48      PB2509  20250911  ...   16795      16805      PB
49      49      PB2510  20250911  ...   16860      16840      PB
50      50      PB2511  20250911  ...   16865      16850      PB
51      51      PB2512  20250911  ...   16885      16870      PB
52      52      PB2601  20250911  ...   16910      16880      PB
53      53      PB2602  20250911  ...   16895      16945      PB
54      54      PB2603  20250911  ...   16910      16910      PB
55      55      PB2604  20250911  ...   16910      16945      PB
56      56      PB2605  20250911  ...   16925      16945      PB
57      57      PB2606  20250911  ...   16935      17030      PB
58      58      PB2607  20250911  ...   16945      17020      PB
59      59      PB2608  20250911  ...   16965      17060      PB
60      60      NI2509  20250911  ...  120260     120110      NI
61      61      NI2510  20250911  ...  120450     120490      NI
62      62      NI2511  20250911  ...  120600     120660      NI
63      63      NI2512  20250911  ...  120780     120870      NI
64      64      NI2601  20250911  ...  121000     121080      NI
65      65      NI2602  20250911  ...  121260     121360      NI
66      66      NI2603  20250911  ...  121390     121570      NI
67      67      NI2604  20250911  ...  121710     121760      NI
68      68      NI2605  20250911  ...  121760     121960      NI
69      69      NI2606  20250911  ...  122050     122270      NI
70      70      NI2607  20250911  ...  122410     122470      NI
71      71      NI2608  20250911  ...  122670     122910      NI
72      72      SN2509  20250911  ...  270340     268520      SN
73      73      SN2510  20250911  ...  271410     269480      SN
74      74      SN2511  20250911  ...  271610     269720      SN
75      75      SN2512  20250911  ...  271690     269940      SN
76      76      SN2601  20250911  ...  271500     270340      SN
77      77      SN2602  20250911  ...  271650     270030      SN
78      78      SN2603  20250911  ...  271120     270300      SN
79      79      SN2604  20250911  ...  272180     270750      SN
80      80      SN2605  20250911  ...  272460     271250      SN
81      81      SN2606  20250911  ...  271900     269320      SN
82      82      SN2607  20250911  ...  273090     270950      SN
83      83      SN2608  20250911  ...  272370     271420      SN
84      84      AO2509  20250911  ...    2904       2869      AO
85      85      AO2510  20250911  ...    2918       2905      AO
86      86      AO2511  20250911  ...    2920       2909      AO
87      87      AO2512  20250911  ...    2931       2913      AO
88      88      AO2601  20250911  ...    2940       2922      AO
89      89      AO2602  20250911  ...    2947       2932      AO
90      90      AO2603  20250911  ...    3008       2995      AO
91      91      AO2604  20250911  ...    3015       3008      AO
92      92      AO2605  20250911  ...    3025       3010      AO
93      93      AO2606  20250911  ...    3034       3023      AO
94      94      AO2607  20250911  ...    3048       3033      AO
95      95      AO2608  20250911  ...    3063       3054      AO
96      96      AD2511  20250911  ...   20410      20350      AD
97      97      AD2512  20250911  ...   20430      20355      AD
98      98      AD2601  20250911  ...   20410      20355      AD
99      99      AD2602  20250911  ...   20395      20360      AD
100    100      AD2603  20250911  ...   20405      20360      AD
101    101      AD2604  20250911  ...   20240      20240      AD
102    102      AD2605  20250911  ...   20325      20265      AD
103    103      AD2606  20250911  ...   20155      20155      AD
104    104      AD2607  20250911  ...   20150      20150      AD
105    105      AD2608  20250911  ...   20170      20170      AD
106    106      AU2509  20250911  ...   832.5     853.28      AU
107    107      AU2510  20250911  ...  833.38     833.38      AU
108    108      AU2511  20250911  ...  834.64     835.86      AU
109    109      AU2512  20250911  ...  835.48     835.82      AU
110    110      AU2602  20250911  ...  838.02     838.18      AU
111    111      AU2604  20250911  ...   839.8     840.72      AU
112    112      AU2606  20250911  ...  842.34     843.26      AU
113    113      AU2608  20250911  ...  844.48      845.5      AU
114    114      AG2509  20250911  ...    9785       9779      AG
115    115      AG2510  20250911  ...    9804       9771      AG
116    116      AG2511  20250911  ...    9815       9788      AG
117    117      AG2512  20250911  ...    9824       9794      AG
118    118      AG2601  20250911  ...    9837       9804      AG
119    119      AG2602  20250911  ...    9848       9816      AG
120    120      AG2603  20250911  ...    9860       9830      AG
121    121      AG2604  20250911  ...    9875       9840      AG
122    122      AG2605  20250911  ...    9893       9857      AG
123    123      AG2606  20250911  ...    9906       9866      AG
124    124      AG2607  20250911  ...    9922       9914      AG
125    125      AG2608  20250911  ...    9938       9905      AG
126    126      RB2509  20250911  ...    2941       2950      RB
127    127      RB2510  20250911  ...    3013       3025      RB
128    128      RB2511  20250911  ...    3034       3045      RB
129    129      RB2512  20250911  ...    3081       3089      RB
130    130      RB2601  20250911  ...    3101       3108      RB
131    131      RB2602  20250911  ...    3098       3107      RB
132    132      RB2603  20250911  ...    3112       3116      RB
133    133      RB2604  20250911  ...    3136       3140      RB
134    134      RB2605  20250911  ...    3150       3154      RB
135    135      RB2606  20250911  ...    3166       3165      RB
136    136      RB2607  20250911  ...    3179       3183      RB
137    137      RB2608  20250911  ...    3192       3190      RB
138    138      WR2509  20250911  ...    3342       3342      WR
139    139      WR2510  20250911  ...    3282       3280      WR
140    140      WR2511  20250911  ...    3302       3302      WR
141    141      WR2512  20250911  ...    3324       3324      WR
142    142      WR2601  20250911  ...    3377       3390      WR
143    143      WR2602  20250911  ...    3358       3337      WR
144    144      WR2603  20250911  ...    3338       3338      WR
145    145      WR2604  20250911  ...    3389       3399      WR
146    146      WR2605  20250911  ...    3414       3414      WR
147    147      WR2606  20250911  ...    3372       3375      WR
148    148      WR2607  20250911  ...    3390       3390      WR
149    149      WR2608  20250911  ...    3410       3414      WR
150    150      HC2509  20250911  ...    3396       3396      HC
151    151      HC2510  20250911  ...    3379       3370      HC
152    152      HC2511  20250911  ...    3365       3357      HC
153    153      HC2512  20250911  ...    3354       3350      HC
154    154      HC2601  20250911  ...    3342       3335      HC
155    155      HC2602  20250911  ...    3339       3339      HC
156    156      HC2603  20250911  ...    3344       3342      HC
157    157      HC2604  20250911  ...    3346       3346      HC
158    158      HC2605  20250911  ...    3347       3346      HC
159    159      HC2606  20250911  ...    3354       3359      HC
160    160      HC2607  20250911  ...    3357       3340      HC
161    161      HC2608  20250911  ...    3358       3358      HC
162    162      SS2509  20250911  ...   12800      12800      SS
163    163      SS2510  20250911  ...   12810      12825      SS
164    164      SS2511  20250911  ...   12895      12915      SS
165    165      SS2512  20250911  ...   12930      12955      SS
166    166      SS2601  20250911  ...   12990      13005      SS
167    167      SS2602  20250911  ...   13030      13060      SS
168    168      SS2603  20250911  ...   13110      13120      SS
169    169      SS2604  20250911  ...   13175      13190      SS
170    170      SS2605  20250911  ...   13245      13265      SS
171    171      SS2606  20250911  ...   13305      13320      SS
172    172      SS2607  20250911  ...   13370      13370      SS
173    173      SS2608  20250911  ...   13400      13400      SS
174    174      SC2510  20250911  ...   488.7      486.1      SC
175    175      SC2511  20250911  ...   489.4      485.7      SC
176    176      SC2512  20250911  ...   488.1      484.6      SC
177    177      SC2601  20250911  ...   487.1      484.5      SC
178    178      SC2602  20250911  ...     486      483.7      SC
179    179      SC2603  20250911  ...   484.7      482.6      SC
180    180      SC2604  20250911  ...   484.5      481.6      SC
181    181      SC2605  20250911  ...   483.3      481.5      SC
182    182      SC2606  20250911  ...   484.5      477.9      SC
183    183      SC2607  20250911  ...   483.7      480.9      SC
184    184      SC2608  20250911  ...     482      475.5      SC
185    185      SC2609  20250911  ...   480.8      474.4      SC
186    186      SC2612  20250911  ...   477.9      467.3      SC
187    187      SC2703  20250911  ...   472.1      462.1      SC
188    188      SC2706  20250911  ...   471.5      460.7      SC
189    189      SC2709  20250911  ...   471.3      461.3      SC
190    190      SC2712  20250911  ...     469        461      SC
191    191      SC2803  20250911  ...   468.2      459.5      SC
192    192      SC2806  20250911  ...   466.7      461.5      SC
193    193      SC2809  20250911  ...     462      458.1      SC
194    194      LU2510  20250911  ...    3343       3368      LU
195    195      LU2511  20250911  ...    3370       3392      LU
196    196      LU2512  20250911  ...    3362       3382      LU
197    197      LU2601  20250911  ...    3358       3378      LU
198    198      LU2602  20250911  ...    3338       3358      LU
199    199      LU2603  20250911  ...    3334       3354      LU
200    200      LU2604  20250911  ...    3339       3349      LU
201    201      LU2605  20250911  ...    3323       3341      LU
202    202      LU2606  20250911  ...    3316       3339      LU
203    203      LU2607  20250911  ...    3321       3335      LU
204    204      LU2608  20250911  ...    3316       3324      LU
205    205      LU2609  20250911  ...    3314       3329      LU
206    206      FU2510  20250911  ...    2833       2828      FU
207    207      FU2511  20250911  ...    2824       2822      FU
208    208      FU2512  20250911  ...    2803       2802      FU
209    209      FU2601  20250911  ...    2793       2789      FU
210    210      FU2602  20250911  ...    2777       2771      FU
211    211      FU2603  20250911  ...    2766       2759      FU
212    212      FU2604  20250911  ...    2759       2757      FU
213    213      FU2605  20250911  ...    2749       2742      FU
214    214      FU2606  20250911  ...    2741       2735      FU
215    215      FU2607  20250911  ...    2727       2724      FU
216    216      FU2608  20250911  ...    2722       2717      FU
217    217      FU2609  20250911  ...    2700       2696      FU
218    218      BU2509  20250911  ...    3423       3404      BU
219    219      BU2510  20250911  ...    3470       3456      BU
220    220      BU2511  20250911  ...    3459       3437      BU
221    221      BU2512  20250911  ...    3411       3392      BU
222    222      BU2601  20250911  ...    3385       3365      BU
223    223      BU2602  20250911  ...    3382       3364      BU
224    224      BU2603  20250911  ...    3388       3369      BU
225    225      BU2604  20250911  ...    3382       3348      BU
226    226      BU2605  20250911  ...    3388       3357      BU
227    227      BU2606  20250911  ...    3379       3353      BU
228    228      BU2607  20250911  ...    3381       3358      BU
229    229      BU2608  20250911  ...    3359       3340      BU
230    230      BU2609  20250911  ...    3372       3346      BU
231    231      BU2612  20250911  ...    3325       3307      BU
232    232      BU2703  20250911  ...    3327       3293      BU
233    233      BU2706  20250911  ...    3331       3321      BU
234    234      BR2509  20250911  ...   11850      11850      BR
235    235      BR2510  20250911  ...   11665      11720      BR
236    236      BR2511  20250911  ...   11630      11705      BR
237    237      BR2512  20250911  ...   11615      11690      BR
238    238      BR2601  20250911  ...   11630      11700      BR
239    239      BR2602  20250911  ...   11735      11735      BR
240    240      BR2603  20250911  ...   11665      11705      BR
241    241      BR2604  20250911  ...   11680      11710      BR
242    242      BR2605  20250911  ...   11700      11745      BR
243    243      BR2606  20250911  ...   11715      11815      BR
244    244      BR2607  20250911  ...   11780      12000      BR
245    245      BR2608  20250911  ...   11915      11915      BR
246    246      RU2509  20250911  ...   14825      14975      RU
247    247      RU2510  20250911  ...   14955      15050      RU
248    248      RU2511  20250911  ...   14940      15005      RU
249    249      RU2601  20250911  ...   15880      15955      RU
250    250      RU2603  20250911  ...   15880      15970      RU
251    251      RU2604  20250911  ...   15895      15960      RU
252    252      RU2605  20250911  ...   15910      15995      RU
253    253      RU2606  20250911  ...   15925      16030      RU
254    254      RU2607  20250911  ...   15980      16045      RU
255    255      RU2608  20250911  ...   15970      16065      RU
256    256      NR2509  20250911  ...   12645      12645      NR
257    257      NR2510  20250911  ...   12550      12660      NR
258    258      NR2511  20250911  ...   12600      12715      NR
259    259      NR2512  20250911  ...   12640      12760      NR
260    260      NR2601  20250911  ...   12685      12800      NR
261    261      NR2602  20250911  ...   12685      12825      NR
262    262      NR2603  20250911  ...   12685      12795      NR
263    263      NR2604  20250911  ...   12730      12815      NR
264    264      NR2605  20250911  ...   12745      12840      NR
265    265      NR2606  20250911  ...   12700      13000      NR
266    266      NR2607  20250911  ...   12715      13045      NR
267    267      NR2608  20250911  ...   12760      12865      NR
268    268      SP2509  20250911  ...    4948       4872      SP
269    269      SP2510  20250911  ...    4974       4890      SP
270    270      SP2511  20250911  ...    4994       4928      SP
271    271      SP2512  20250911  ...    5014       4942      SP
272    272      SP2601  20250911  ...    5280       5226      SP
273    273      SP2602  20250911  ...    5276       5226      SP
274    274      SP2603  20250911  ...    5280       5214      SP
275    275      SP2604  20250911  ...    5278       5228      SP
276    276      SP2605  20250911  ...    5294       5234      SP
277    277      SP2606  20250911  ...    5290       5244      SP
278    278      SP2607  20250911  ...    5286       5254      SP
279    279      SP2608  20250911  ...    5292       5258      SP
280    280      OP2601  20250911  ...    4254       4238      OP
281    281      OP2602  20250911  ...    4246       4216      OP
282    282      OP2603  20250911  ...    4274       4196      OP
283    283      OP2604  20250911  ...    4282       4224      OP
284    284      OP2605  20250911  ...    4278       4236      OP
285    285      OP2606  20250911  ...    4250       4262      OP
286    286      OP2607  20250911  ...    4270       4246      OP
287    287      OP2608  20250911  ...    4278       4260      OP
288    288      EC2510  20250911  ...    1222     1270.9      EC
289    289      EC2512  20250911  ...  1633.3     1677.3      EC
290    290      EC2602  20250911  ...  1509.2     1525.2      EC
291    291      EC2604  20250911  ...  1245.9     1252.1      EC
292    292      EC2606  20250911  ...  1429.4     1438.6      EC
293    293      EC2608  20250911  ...  1605.4     1609.3      EC
294    294  SC_TAS2510  20250911  ...                     SC_TAS
295    295  SC_TAS2511  20250911  ...                     SC_TAS
296    296  SC_TAS2512  20250911  ...                     SC_TAS
297    297  SC_TAS2601  20250911  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 16:28:39,595 - future_1d - INFO - ak.get_shfe_daily('2025-09-11') done
2025-09-12 16:28:50,854 - future_1d - INFO - save future_daily 2025-09-11 completed
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-12 16:28:56,851 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 16:28:57,804 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-12 16:28:58,839 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 16:28:59,117 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-12 16:28:59,236 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 16:28:59,344 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
2025-09-12 16:29:05,708 - future_1d - INFO - save future_daily 2025-09-12 add
2025-09-12 16:29:05,715 - future_1d - INFO -                          0           1           2           3           4
symbol               a2509       a2511       a2601       a2603       a2605
date            2025-09-12  2025-09-12  2025-09-12  2025-09-12  2025-09-12
opencol                0.0      3947.0      3946.0      3954.0      3996.0
high                   0.0      3970.0      3970.0      3975.0      4015.0
low                    0.0      3944.0      3943.0      3950.0      3992.0
close               4081.0      3959.0      3957.0      3963.0      4006.0
volume                 0.0    114396.0     33617.0      5666.0      1158.0
open_interest          0.0    196837.0    110444.0     31079.0      6316.0
turnover               0.0   452592.33    133020.3    22454.72      4634.8
settle              4081.0      3956.0      3956.0      3963.0      4002.0
pre_settle          4040.0      3926.0      3930.0      3934.0      3977.0
variety                  A           A           A           A           A
exchange               DCE         DCE         DCE         DCE         DCE
comd                     a           a           a           a           a
contract             a2509       a2511       a2601       a2603       a2605
contract_yymm         2509        2511        2601        2603        2605
maturity_month           0           2           4           6           8
maturity_day           -11          50         111         170         231
=========================================================================
2025-09-12 18:25:45 Fri	START TASK.01	future_1d  future_daily
=========================================================================
2025-09-12 18:26:03,681 - future_1d - INFO - future_daily check=True check_last=7 start...
第1次链接失败, 最多尝试 20 次
     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]
2025-09-12 18:26:12,925 - 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]
2025-09-12 18:26:13,115 - future_1d - INFO - ak.get_gfex_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]
2025-09-12 18:26:13,233 - future_1d - INFO - ak.get_ine_daily('2025-09-04') done
     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]
2025-09-12 18:26:13,827 - future_1d - INFO - ak.get_dce_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]
2025-09-12 18:26:14,057 - 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]
2025-09-12 18:26:14,345 - future_1d - INFO - ak.get_czce_daily('2025-09-04') done
2025-09-12 18:26:20,489 - future_1d - INFO - save future_daily 2025-09-04 completed
     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]
2025-09-12 18:26:28,549 - 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]
2025-09-12 18:26:28,748 - future_1d - INFO - ak.get_gfex_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]
2025-09-12 18:26:28,818 - future_1d - INFO - ak.get_ine_daily('2025-09-05') done
     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]
2025-09-12 18:26:29,407 - future_1d - INFO - ak.get_dce_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]
2025-09-12 18:26:29,642 - 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]
2025-09-12 18:26:29,913 - future_1d - INFO - ak.get_czce_daily('2025-09-05') done
2025-09-12 18:26:43,025 - future_1d - INFO - save future_daily 2025-09-05 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250908  ...   79710      79980      CU
1        1      CU2510  20250908  ...   79730      79940      CU
2        2      CU2511  20250908  ...   79690      79930      CU
3        3      CU2512  20250908  ...   79660      79880      CU
4        4      CU2601  20250908  ...   79620      79900      CU
5        5      CU2602  20250908  ...   79620      79890      CU
6        6      CU2603  20250908  ...   79620      79850      CU
7        7      CU2604  20250908  ...   79640      79890      CU
8        8      CU2605  20250908  ...   79680      80000      CU
9        9      CU2606  20250908  ...   79640      79900      CU
10      10      CU2607  20250908  ...   79680      79880      CU
11      11      CU2608  20250908  ...   79710      79920      CU
12      12      BC2509  20250908  ...   70330      70330      BC
13      13      BC2510  20250908  ...   70780      70890      BC
14      14      BC2511  20250908  ...   70810      70950      BC
15      15      BC2512  20250908  ...   70790      70790      BC
16      16      BC2601  20250908  ...   70810      71280      BC
17      17      BC2602  20250908  ...   70900      70900      BC
18      18      BC2603  20250908  ...   70820      71360      BC
19      19      BC2604  20250908  ...   71200      71200      BC
20      20      BC2605  20250908  ...   71170      71170      BC
21      21      BC2606  20250908  ...   70700      70700      BC
22      22      BC2607  20250908  ...   70900      70900      BC
23      23      BC2608  20250908  ...   70800      70800      BC
24      24      AL2509  20250908  ...   20690      20675      AL
25      25      AL2510  20250908  ...   20710      20670      AL
26      26      AL2511  20250908  ...   20695      20655      AL
27      27      AL2512  20250908  ...   20670      20640      AL
28      28      AL2601  20250908  ...   20655      20625      AL
29      29      AL2602  20250908  ...   20650      20625      AL
30      30      AL2603  20250908  ...   20685      20665      AL
31      31      AL2604  20250908  ...   20700      20700      AL
32      32      AL2605  20250908  ...   20750      20725      AL
33      33      AL2606  20250908  ...   20735      20740      AL
34      34      AL2607  20250908  ...   20755      20750      AL
35      35      AL2608  20250908  ...   20755      20720      AL
36      36      ZN2509  20250908  ...   22185      22070      ZN
37      37      ZN2510  20250908  ...   22245      22115      ZN
38      38      ZN2511  20250908  ...   22235      22115      ZN
39      39      ZN2512  20250908  ...   22240      22120      ZN
40      40      ZN2601  20250908  ...   22250      22125      ZN
41      41      ZN2602  20250908  ...   22235      22165      ZN
42      42      ZN2603  20250908  ...   22275      22175      ZN
43      43      ZN2604  20250908  ...   22270      22165      ZN
44      44      ZN2605  20250908  ...   22285      22185      ZN
45      45      ZN2606  20250908  ...   22310      22220      ZN
46      46      ZN2607  20250908  ...   22340      22225      ZN
47      47      ZN2608  20250908  ...   22315      22205      ZN
48      48      PB2509  20250908  ...   16835      16815      PB
49      49      PB2510  20250908  ...   16890      16880      PB
50      50      PB2511  20250908  ...   16890      16885      PB
51      51      PB2512  20250908  ...   16905      16900      PB
52      52      PB2601  20250908  ...   16915      16910      PB
53      53      PB2602  20250908  ...   16925      16925      PB
54      54      PB2603  20250908  ...   16960      16960      PB
55      55      PB2604  20250908  ...   16995      16995      PB
56      56      PB2605  20250908  ...   16995      16995      PB
57      57      PB2606  20250908  ...   17015      17020      PB
58      58      PB2607  20250908  ...   17020      17065      PB
59      59      PB2608  20250908  ...   17060      17080      PB
60      60      NI2509  20250908  ...  121240     120700      NI
61      61      NI2510  20250908  ...  121510     121100      NI
62      62      NI2511  20250908  ...  121660     121240      NI
63      63      NI2512  20250908  ...  121870     121450      NI
64      64      NI2601  20250908  ...  122130     121700      NI
65      65      NI2602  20250908  ...  122430     121950      NI
66      66      NI2603  20250908  ...  122760     122210      NI
67      67      NI2604  20250908  ...  122950     122410      NI
68      68      NI2605  20250908  ...  122930     122470      NI
69      69      NI2606  20250908  ...  123420     122860      NI
70      70      NI2607  20250908  ...  123570     123070      NI
71      71      NI2608  20250908  ...  123860     123420      NI
72      72      SN2509  20250908  ...  270130     271760      SN
73      73      SN2510  20250908  ...  271110     272250      SN
74      74      SN2511  20250908  ...  271190     272440      SN
75      75      SN2512  20250908  ...  270980     272380      SN
76      76      SN2601  20250908  ...  270710     272240      SN
77      77      SN2602  20250908  ...  271430     271860      SN
78      78      SN2603  20250908  ...  271600     272070      SN
79      79      SN2604  20250908  ...  270450     273030      SN
80      80      SN2605  20250908  ...  271370     273110      SN
81      81      SN2606  20250908  ...  273640     272980      SN
82      82      SN2607  20250908  ...  272320     272930      SN
83      83      SN2608  20250908  ...  272080     272970      SN
84      84      AO2509  20250908  ...    2917       2948      AO
85      85      AO2510  20250908  ...    2945       2968      AO
86      86      AO2511  20250908  ...    2955       2975      AO
87      87      AO2512  20250908  ...    2959       2979      AO
88      88      AO2601  20250908  ...    2965       2985      AO
89      89      AO2602  20250908  ...    2968       2982      AO
90      90      AO2603  20250908  ...    3028       3025      AO
91      91      AO2604  20250908  ...    3036       3029      AO
92      92      AO2605  20250908  ...    3049       3051      AO
93      93      AO2606  20250908  ...    3065       3062      AO
94      94      AO2607  20250908  ...    3075       3075      AO
95      95      AO2608  20250908  ...    3088       3072      AO
96      96      AD2511  20250908  ...   20305      20260      AD
97      97      AD2512  20250908  ...   20325      20295      AD
98      98      AD2601  20250908  ...   20285      20285      AD
99      99      AD2602  20250908  ...   20280      20250      AD
100    100      AD2603  20250908  ...   20295      20310      AD
101    101      AD2604  20250908  ...   20240      20240      AD
102    102      AD2605  20250908  ...   20210      20185      AD
103    103      AD2606  20250908  ...   20155      20155      AD
104    104      AD2607  20250908  ...   20150      20135      AD
105    105      AD2608  20250908  ...   20170      20170      AD
106    106      AU2509  20250908  ...  819.72     814.12      AU
107    107      AU2510  20250908  ...  821.36     814.56      AU
108    108      AU2511  20250908  ...  822.48     816.12      AU
109    109      AU2512  20250908  ...  823.34     816.56      AU
110    110      AU2602  20250908  ...  825.52     818.66      AU
111    111      AU2604  20250908  ...  827.56     820.78      AU
112    112      AU2606  20250908  ...  829.82     823.36      AU
113    113      AU2608  20250908  ...  832.16     825.28      AU
114    114      AG2509  20250908  ...    9778       9760      AG
115    115      AG2510  20250908  ...    9809       9763      AG
116    116      AG2511  20250908  ...    9826       9774      AG
117    117      AG2512  20250908  ...    9831       9786      AG
118    118      AG2601  20250908  ...    9845       9794      AG
119    119      AG2602  20250908  ...    9853       9807      AG
120    120      AG2603  20250908  ...    9874       9822      AG
121    121      AG2604  20250908  ...    9880       9832      AG
122    122      AG2605  20250908  ...    9895       9843      AG
123    123      AG2606  20250908  ...    9916       9860      AG
124    124      AG2607  20250908  ...    9932       9876      AG
125    125      AG2608  20250908  ...    9935       9888      AG
126    126      RB2509  20250908  ...    2949       2967      RB
127    127      RB2510  20250908  ...    3035       3042      RB
128    128      RB2511  20250908  ...    3054       3064      RB
129    129      RB2512  20250908  ...    3097       3110      RB
130    130      RB2601  20250908  ...    3123       3126      RB
131    131      RB2602  20250908  ...    3126       3122      RB
132    132      RB2603  20250908  ...    3140       3139      RB
133    133      RB2604  20250908  ...    3158       3167      RB
134    134      RB2605  20250908  ...    3170       3172      RB
135    135      RB2606  20250908  ...    3188       3185      RB
136    136      RB2607  20250908  ...    3203       3206      RB
137    137      RB2608  20250908  ...    3219       3216      RB
138    138      WR2509  20250908  ...    3342       3342      WR
139    139      WR2510  20250908  ...    3283       3289      WR
140    140      WR2511  20250908  ...    3365       3311      WR
141    141      WR2512  20250908  ...    3349       3349      WR
142    142      WR2601  20250908  ...    3376       3336      WR
143    143      WR2602  20250908  ...    3337       3337      WR
144    144      WR2603  20250908  ...    3435       3435      WR
145    145      WR2604  20250908  ...    3400       3400      WR
146    146      WR2605  20250908  ...    3429       3429      WR
147    147      WR2606  20250908  ...    3375       3375      WR
148    148      WR2607  20250908  ...    3387       3387      WR
149    149      WR2608  20250908  ...    3414       3374      WR
150    150      HC2509  20250908  ...    3396       3377      HC
151    151      HC2510  20250908  ...    3365       3344      HC
152    152      HC2511  20250908  ...    3354       3331      HC
153    153      HC2512  20250908  ...    3344       3341      HC
154    154      HC2601  20250908  ...    3335       3320      HC
155    155      HC2602  20250908  ...    3337       3320      HC
156    156      HC2603  20250908  ...    3339       3325      HC
157    157      HC2604  20250908  ...    3341       3325      HC
158    158      HC2605  20250908  ...    3345       3331      HC
159    159      HC2606  20250908  ...    3353       3326      HC
160    160      HC2607  20250908  ...    3347       3328      HC
161    161      HC2608  20250908  ...    3350       3328      HC
162    162      SS2509  20250908  ...   12730      12730      SS
163    163      SS2510  20250908  ...   12830      12770      SS
164    164      SS2511  20250908  ...   12895      12845      SS
165    165      SS2512  20250908  ...   12935      12880      SS
166    166      SS2601  20250908  ...   12995      12940      SS
167    167      SS2602  20250908  ...   13035      12965      SS
168    168      SS2603  20250908  ...   13115      13030      SS
169    169      SS2604  20250908  ...   13185      13095      SS
170    170      SS2605  20250908  ...   13250      13190      SS
171    171      SS2606  20250908  ...   13285      13260      SS
172    172      SS2607  20250908  ...   13350      13320      SS
173    173      SS2608  20250908  ...   13395      13310      SS
174    174      SC2510  20250908  ...   476.2      482.3      SC
175    175      SC2511  20250908  ...   477.2      481.9      SC
176    176      SC2512  20250908  ...   476.7      481.1      SC
177    177      SC2601  20250908  ...   474.2      479.5      SC
178    178      SC2602  20250908  ...   472.6      477.5      SC
179    179      SC2603  20250908  ...   472.2      475.2      SC
180    180      SC2604  20250908  ...     470      473.7      SC
181    181      SC2605  20250908  ...   469.8      472.5      SC
182    182      SC2606  20250908  ...   469.2      471.5      SC
183    183      SC2607  20250908  ...   466.6      470.4      SC
184    184      SC2608  20250908  ...   463.1        469      SC
185    185      SC2609  20250908  ...   463.7      467.9      SC
186    186      SC2612  20250908  ...   459.9      467.1      SC
187    187      SC2703  20250908  ...   466.8      466.8      SC
188    188      SC2706  20250908  ...   457.5        465      SC
189    189      SC2709  20250908  ...   461.1      464.6      SC
190    190      SC2712  20250908  ...   464.6      464.6      SC
191    191      SC2803  20250908  ...   459.2      462.6      SC
192    192      SC2806  20250908  ...   457.3      460.6      SC
193    193      SC2809  20250908  ...     459        458      SC
194    194      LU2510  20250908  ...    3339       3366      LU
195    195      LU2511  20250908  ...    3362       3389      LU
196    196      LU2512  20250908  ...    3355       3386      LU
197    197      LU2601  20250908  ...    3345       3375      LU
198    198      LU2602  20250908  ...    3345       3358      LU
199    199      LU2603  20250908  ...    3325       3351      LU
200    200      LU2604  20250908  ...    3308       3350      LU
201    201      LU2605  20250908  ...    3328       3345      LU
202    202      LU2606  20250908  ...    3309       3337      LU
203    203      LU2607  20250908  ...    3308       3334      LU
204    204      LU2608  20250908  ...    3319       3337      LU
205    205      LU2609  20250908  ...    3317       3318      LU
206    206      FU2510  20250908  ...    2781       2786      FU
207    207      FU2511  20250908  ...    2772       2784      FU
208    208      FU2512  20250908  ...    2748       2763      FU
209    209      FU2601  20250908  ...    2735       2753      FU
210    210      FU2602  20250908  ...    2719       2744      FU
211    211      FU2603  20250908  ...    2704       2736      FU
212    212      FU2604  20250908  ...    2708       2726      FU
213    213      FU2605  20250908  ...    2691       2717      FU
214    214      FU2606  20250908  ...    2688       2714      FU
215    215      FU2607  20250908  ...    2682       2706      FU
216    216      FU2608  20250908  ...    2677       2706      FU
217    217      FU2609  20250908  ...    2657       2693      FU
218    218      BU2509  20250908  ...    3448       3483      BU
219    219      BU2510  20250908  ...    3443       3461      BU
220    220      BU2511  20250908  ...    3417       3430      BU
221    221      BU2512  20250908  ...    3371       3382      BU
222    222      BU2601  20250908  ...    3345       3355      BU
223    223      BU2602  20250908  ...    3348       3356      BU
224    224      BU2603  20250908  ...    3347       3352      BU
225    225      BU2604  20250908  ...    3332       3367      BU
226    226      BU2605  20250908  ...    3353       3361      BU
227    227      BU2606  20250908  ...    3343       3354      BU
228    228      BU2607  20250908  ...    3341       3347      BU
229    229      BU2608  20250908  ...    3316       3340      BU
230    230      BU2609  20250908  ...    3324       3332      BU
231    231      BU2612  20250908  ...    3286       3290      BU
232    232      BU2703  20250908  ...    3293       3287      BU
233    233      BU2706  20250908  ...    3294       3326      BU
234    234      BR2509  20250908  ...   12090      12050      BR
235    235      BR2510  20250908  ...   12025      11965      BR
236    236      BR2511  20250908  ...   12010      11940      BR
237    237      BR2512  20250908  ...   11970      11905      BR
238    238      BR2601  20250908  ...   11975      11900      BR
239    239      BR2602  20250908  ...   11990      11865      BR
240    240      BR2603  20250908  ...   12000      11875      BR
241    241      BR2604  20250908  ...   12055      12050      BR
242    242      BR2605  20250908  ...   12055      12035      BR
243    243      BR2606  20250908  ...   12015      11885      BR
244    244      BR2607  20250908  ...   12165      12285      BR
245    245      BR2608  20250908  ...   12205      12280      BR
246    246      RU2509  20250908  ...   15310      15165      RU
247    247      RU2510  20250908  ...   15325      15210      RU
248    248      RU2511  20250908  ...   15260      15145      RU
249    249      RU2601  20250908  ...   16245      16120      RU
250    250      RU2603  20250908  ...   16250      16130      RU
251    251      RU2604  20250908  ...   16255      16125      RU
252    252      RU2605  20250908  ...   16280      16195      RU
253    253      RU2606  20250908  ...   16310      16330      RU
254    254      RU2607  20250908  ...   16340      16250      RU
255    255      RU2608  20250908  ...   16380      16265      RU
256    256      NR2509  20250908  ...   12890      12790      NR
257    257      NR2510  20250908  ...   12975      12890      NR
258    258      NR2511  20250908  ...   13030      12955      NR
259    259      NR2512  20250908  ...   13065      12990      NR
260    260      NR2601  20250908  ...   13090      13025      NR
261    261      NR2602  20250908  ...   13100      13050      NR
262    262      NR2603  20250908  ...   13055      13010      NR
263    263      NR2604  20250908  ...   13045      13010      NR
264    264      NR2605  20250908  ...   13050      12990      NR
265    265      NR2606  20250908  ...   13085      13000      NR
266    266      NR2607  20250908  ...   13095      12880      NR
267    267      NR2608  20250908  ...   13100      12915      NR
268    268      SP2509  20250908  ...    4956       4988      SP
269    269      SP2510  20250908  ...    4988       5018      SP
270    270      SP2511  20250908  ...    5016       5038      SP
271    271      SP2512  20250908  ...    5028       5056      SP
272    272      SP2601  20250908  ...    5284       5314      SP
273    273      SP2602  20250908  ...    5260       5292      SP
274    274      SP2603  20250908  ...    5274       5308      SP
275    275      SP2604  20250908  ...    5274       5300      SP
276    276      SP2605  20250908  ...    5294       5324      SP
277    277      SP2606  20250908  ...    5300       5310      SP
278    278      SP2607  20250908  ...    5294       5328      SP
279    279      SP2608  20250908  ...    5304       5334      SP
280    280      EC2510  20250908  ...  1281.1     1318.7      EC
281    281      EC2512  20250908  ...  1666.1       1696      EC
282    282      EC2602  20250908  ...  1512.9     1531.5      EC
283    283      EC2604  20250908  ...    1246       1253      EC
284    284      EC2606  20250908  ...  1433.1     1445.6      EC
285    285      EC2608  20250908  ...  1603.9       1607      EC
286    289  SC_TAS2510  20250908  ...                     SC_TAS
287    290  SC_TAS2511  20250908  ...                     SC_TAS
288    291  SC_TAS2512  20250908  ...                     SC_TAS
289    292  SC_TAS2601  20250908  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-12 18:26:49,103 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250908  55930.0  ...  55960.0     55930.0       PS
1   PS2510  20250908  56000.0  ...  55690.0     55640.0       PS
2   PS2511  20250908  56080.0  ...  55595.0     54875.0       PS
3   PS2512  20250908  58220.0  ...  57845.0     57355.0       PS
4   PS2601  20250908  58400.0  ...  57690.0     57150.0       PS
5   PS2602  20250908  58230.0  ...  57830.0     56965.0       PS
6   PS2603  20250908  58500.0  ...  57970.0     57685.0       PS
7   PS2604  20250908  58255.0  ...  57845.0     58010.0       PS
8   PS2605  20250908  58805.0  ...  57825.0     57385.0       PS
9   PS2606  20250908  61050.0  ...  59920.0     59380.0       PS
10  PS2607  20250908  60010.0  ...  60045.0     59285.0       PS
11  PS2608  20250908  60000.0  ...  59980.0     59595.0       PS
13  SI2509  20250908      0.0  ...   8690.0      8690.0       SI
14  SI2510  20250908   8790.0  ...   8560.0      8710.0       SI
15  SI2511  20250908   8740.0  ...   8545.0      8715.0       SI
16  SI2512  20250908   9095.0  ...   8915.0      9075.0       SI
17  SI2601  20250908   9050.0  ...   8900.0      9065.0       SI
18  SI2602  20250908   9015.0  ...   8900.0      8995.0       SI
19  SI2603  20250908   9000.0  ...   8930.0      9115.0       SI
20  SI2604  20250908   9025.0  ...   8930.0      9140.0       SI
21  SI2605  20250908   9130.0  ...   8950.0      9110.0       SI
22  SI2606  20250908   9025.0  ...   8940.0      9180.0       SI
23  SI2607  20250908   9010.0  ...   8965.0      9165.0       SI
24  SI2608  20250908   9000.0  ...   8930.0      9170.0       SI
27  LC2509  20250908  73880.0  ...  74200.0     74640.0       LC
28  LC2510  20250908  74100.0  ...  74460.0     74160.0       LC
29  LC2511  20250908  73840.0  ...  74860.0     74140.0       LC
30  LC2512  20250908  74580.0  ...  74840.0     74240.0       LC
31  LC2601  20250908  74000.0  ...  74860.0     74160.0       LC
32  LC2602  20250908  74480.0  ...  74560.0     74000.0       LC
33  LC2603  20250908  74080.0  ...  74480.0     73740.0       LC
34  LC2604  20250908  74480.0  ...  74600.0     73860.0       LC
35  LC2605  20250908  74260.0  ...  74820.0     73880.0       LC
36  LC2606  20250908  74200.0  ...  74760.0     73780.0       LC
37  LC2607  20250908  74700.0  ...  74640.0     73660.0       LC
38  LC2608  20250908  74200.0  ...  74960.0     74220.0       LC

[36 rows x 12 columns]
2025-09-12 18:26:49,348 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250908   475.6  ...   476.2      482.3      SC
1       SC2511  20250908     476  ...   477.2      481.9      SC
2       SC2512  20250908   474.8  ...   476.7      481.1      SC
3       SC2601  20250908   473.7  ...   474.2      479.5      SC
4       SC2602  20250908     474  ...   472.6      477.5      SC
5       SC2603  20250908     472  ...   472.2      475.2      SC
6       SC2604  20250908   467.5  ...     470      473.7      SC
7       SC2605  20250908   468.9  ...   469.8      472.5      SC
8       SC2606  20250908     468  ...   469.2      471.5      SC
9       SC2607  20250908   462.6  ...   466.6      470.4      SC
10      SC2608  20250908   466.6  ...   463.1        469      SC
11      SC2609  20250908   463.8  ...   463.7      467.9      SC
12      SC2612  20250908   459.9  ...   459.9      467.1      SC
13      SC2703  20250908          ...   466.8      466.8      SC
14      SC2706  20250908   456.9  ...   457.5        465      SC
15      SC2709  20250908   461.1  ...   461.1      464.6      SC
16      SC2712  20250908          ...   464.6      464.6      SC
17      SC2803  20250908   459.2  ...   459.2      462.6      SC
18      SC2806  20250908   454.9  ...   457.3      460.6      SC
19      SC2809  20250908   457.5  ...     459        458      SC
21      LU2510  20250908    3345  ...    3339       3366      LU
22      LU2511  20250908    3352  ...    3362       3389      LU
23      LU2512  20250908    3349  ...    3355       3386      LU
24      LU2601  20250908    3356  ...    3345       3375      LU
25      LU2602  20250908    3330  ...    3345       3358      LU
26      LU2603  20250908    3323  ...    3325       3351      LU
27      LU2604  20250908    3316  ...    3308       3350      LU
28      LU2605  20250908    3310  ...    3328       3345      LU
29      LU2606  20250908    3308  ...    3309       3337      LU
30      LU2607  20250908    3326  ...    3308       3334      LU
31      LU2608  20250908    3325  ...    3319       3337      LU
32      LU2609  20250908    3302  ...    3317       3318      LU
34      NR2509  20250908   12890  ...   12890      12790      NR
35      NR2510  20250908   13075  ...   12975      12890      NR
36      NR2511  20250908   13100  ...   13030      12955      NR
37      NR2512  20250908   13120  ...   13065      12990      NR
38      NR2601  20250908   13190  ...   13090      13025      NR
39      NR2602  20250908   13195  ...   13100      13050      NR
40      NR2603  20250908   13120  ...   13055      13010      NR
41      NR2604  20250908   13100  ...   13045      13010      NR
42      NR2605  20250908   13095  ...   13050      12990      NR
43      NR2606  20250908   13080  ...   13085      13000      NR
44      NR2607  20250908   13125  ...   13095      12880      NR
45      NR2608  20250908   13110  ...   13100      12915      NR
47      BC2509  20250908          ...   70330      70330      BC
48      BC2510  20250908   71190  ...   70780      70890      BC
49      BC2511  20250908   71240  ...   70810      70950      BC
50      BC2512  20250908          ...   70790      70790      BC
51      BC2601  20250908   71000  ...   70810      71280      BC
52      BC2602  20250908          ...   70900      70900      BC
53      BC2603  20250908   70820  ...   70820      71360      BC
54      BC2604  20250908          ...   71200      71200      BC
55      BC2605  20250908          ...   71170      71170      BC
56      BC2606  20250908          ...   70700      70700      BC
57      BC2607  20250908          ...   70900      70900      BC
58      BC2608  20250908          ...   70800      70800      BC
60      EC2510  20250908    1305  ...  1281.1     1318.7      EC
61      EC2512  20250908    1690  ...  1666.1       1696      EC
62      EC2602  20250908  1529.8  ...  1512.9     1531.5      EC
63      EC2604  20250908  1252.5  ...    1246       1253      EC
64      EC2606  20250908  1434.3  ...  1433.1     1445.6      EC
65      EC2608  20250908  1604.4  ...  1603.9       1607      EC
69  SC_TAS2510  20250908          ...                     SC_TAS
70  SC_TAS2511  20250908          ...                     SC_TAS
71  SC_TAS2512  20250908          ...                     SC_TAS
72  SC_TAS2601  20250908          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 18:26:49,426 - future_1d - INFO - ak.get_ine_daily('2025-09-08') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250908      0.00  ...   4067.00     4056.00        A
1     a2511  20250908   3971.00  ...   3973.00     3975.00        A
2     a2601  20250908   3978.00  ...   3973.00     3974.00        A
3     a2603  20250908   3978.00  ...   3974.00     3975.00        A
4     a2605  20250908   4021.00  ...   4019.00     4020.00        A
5     a2607  20250908   4024.00  ...   4023.00     4023.00        A
6     b2509  20250908      0.00  ...   3681.00     3681.00        B
7     b2510  20250908   3733.00  ...   3730.00     3693.00        B
8     b2511  20250908   3755.00  ...   3765.00     3732.00        B
9     b2512  20250908   3784.00  ...   3790.00     3760.00        B
10    b2601  20250908   3778.00  ...   3784.00     3758.00        B
11    b2602  20250908   3758.00  ...   3768.00     3740.00        B
12    b2603  20250908   3717.00  ...   3714.00     3702.00        B
13    b2604  20250908   3603.00  ...   3600.00     3594.00        B
14    b2605  20250908   3531.00  ...   3526.00     3521.00        B
15    b2606  20250908   3509.00  ...   3500.00     3503.00        B
16    b2607  20250908   3512.00  ...   3506.00     3507.00        B
17    b2608  20250908   3600.00  ...   3597.00     3593.00        B
18   bb2509  20250908      0.00  ...    136.00      136.00       BB
19   bb2511  20250908    140.45  ...    141.20      141.50       BB
20   bb2601  20250908    147.20  ...    146.90      146.30       BB
21   bb2603  20250908      0.00  ...    146.35      145.75       BB
22   bb2605  20250908      0.00  ...    140.70      140.15       BB
23   bb2607  20250908      0.00  ...    145.50      144.95       BB
24   bz2603  20250908   6010.00  ...   6013.00     6020.00       BZ
25   bz2604  20250908   5995.00  ...   5998.00     5987.00       BZ
26   bz2605  20250908   6013.00  ...   6012.00     5989.00       BZ
27   bz2606  20250908      0.00  ...   5991.00     5991.00       BZ
28   bz2607  20250908      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250908      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250908   2297.00  ...   2285.00     2297.00        C
31    c2511  20250908   2227.00  ...   2226.00     2219.00        C
32    c2601  20250908   2208.00  ...   2203.00     2200.00        C
33    c2603  20250908   2211.00  ...   2212.00     2210.00        C
34    c2605  20250908   2265.00  ...   2266.00     2260.00        C
35    c2607  20250908   2273.00  ...   2274.00     2271.00        C
36   cs2509  20250908   2498.00  ...   2502.00     2496.00       CS
37   cs2511  20250908   2519.00  ...   2523.00     2512.00       CS
38   cs2601  20250908   2543.00  ...   2540.00     2537.00       CS
39   cs2603  20250908   2548.00  ...   2547.00     2543.00       CS
40   cs2605  20250908   2616.00  ...   2617.00     2610.00       CS
41   cs2607  20250908   2616.00  ...   2620.00     2610.00       CS
42   eb2509  20250908   7019.00  ...   6962.00     6975.00       EB
43   eb2510  20250908   7089.00  ...   7062.00     7064.00       EB
44   eb2511  20250908   7091.00  ...   7072.00     7077.00       EB
45   eb2512  20250908   7096.00  ...   7080.00     7087.00       EB
46   eb2601  20250908   7146.00  ...   7108.00     7113.00       EB
47   eb2602  20250908   7146.00  ...   7136.00     7136.00       EB
48   eb2603  20250908   7177.00  ...   7167.00     7183.00       EB
49   eb2604  20250908   7184.00  ...   7193.00     7205.00       EB
50   eb2605  20250908   7210.00  ...   7207.00     7222.00       EB
51   eb2606  20250908      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250908      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250908      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250908   4399.00  ...   4386.00     4428.00       EG
55   eg2510  20250908   4387.00  ...   4383.00     4365.00       EG
56   eg2511  20250908   4369.00  ...   4372.00     4354.00       EG
57   eg2512  20250908   4365.00  ...   4354.00     4350.00       EG
58   eg2601  20250908   4358.00  ...   4344.00     4354.00       EG
59   eg2602  20250908   4357.00  ...   4357.00     4350.00       EG
60   eg2603  20250908   4360.00  ...   4349.00     4365.00       EG
61   eg2604  20250908   4382.00  ...   4372.00     4365.00       EG
62   eg2605  20250908   4366.00  ...   4372.00     4383.00       EG
63   eg2606  20250908   4371.00  ...   4371.00     4408.00       EG
64   eg2607  20250908   4384.00  ...   4384.00     4447.00       EG
65   eg2608  20250908      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250908      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250908   1276.50  ...   1274.50     1277.00       FB
68   fb2511  20250908   1255.00  ...   1258.50     1253.50       FB
69   fb2512  20250908   1257.00  ...   1257.50     1253.50       FB
70   fb2601  20250908   1245.00  ...   1249.50     1247.00       FB
71   fb2602  20250908   1241.00  ...   1241.50     1241.00       FB
72   fb2603  20250908   1237.00  ...   1245.00     1245.00       FB
73   fb2604  20250908   1255.00  ...   1255.00     1259.00       FB
74   fb2605  20250908      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250908      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250908      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250908   1305.50  ...   1291.50     1244.00       FB
78    i2509  20250908    849.50  ...    835.00      834.00        I
79    i2510  20250908    809.50  ...    810.50      807.50        I
80    i2511  20250908    807.50  ...    805.00      802.50        I
81    i2512  20250908    801.00  ...    798.50      796.50        I
82    i2601  20250908    791.00  ...    789.00      787.00        I
83    i2602  20250908    785.00  ...    783.00      781.00        I
84    i2603  20250908    779.50  ...    778.00      776.00        I
85    i2604  20250908    775.50  ...    773.50      771.00        I
86    i2605  20250908    765.00  ...    764.50      763.00        I
87    i2606  20250908    761.50  ...    759.50      757.50        I
88    i2607  20250908    757.00  ...    754.50      753.00        I
89    i2608  20250908    754.50  ...    750.50      749.00        I
90    j2509  20250908      0.00  ...   1512.50     1512.50        J
91    j2510  20250908   1547.00  ...   1526.50     1517.50        J
92    j2511  20250908   1577.50  ...   1555.00     1548.00        J
93    j2512  20250908   1601.50  ...   1593.50     1579.00        J
94    j2601  20250908   1640.50  ...   1617.00     1616.50        J
95    j2602  20250908   1631.00  ...   1631.50     1649.00        J
96    j2603  20250908   1659.50  ...   1659.50     1673.00        J
97    j2604  20250908   1730.50  ...   1716.00     1741.50        J
98    j2605  20250908   1747.00  ...   1733.50     1720.00        J
99    j2606  20250908      0.00  ...   1719.00     1719.00        J
100   j2607  20250908      0.00  ...   1738.50     1738.50        J
101   j2608  20250908      0.00  ...   1710.50     1710.50        J
102  jd2509  20250908   3051.00  ...   3072.00     2920.00       JD
103  jd2510  20250908   3000.00  ...   3004.00     2993.00       JD
104  jd2511  20250908   3024.00  ...   3027.00     3028.00       JD
105  jd2512  20250908   3196.00  ...   3199.00     3197.00       JD
106  jd2601  20250908   3370.00  ...   3384.00     3375.00       JD
107  jd2602  20250908   3111.00  ...   3125.00     3121.00       JD
108  jd2603  20250908   3131.00  ...   3138.00     3129.00       JD
109  jd2604  20250908   3310.00  ...   3326.00     3313.00       JD
110  jd2605  20250908   3450.00  ...   3461.00     3444.00       JD
111  jd2606  20250908   3288.00  ...   3280.00     3272.00       JD
112  jd2607  20250908   3502.00  ...   3503.00     3493.00       JD
113  jd2608  20250908   3910.00  ...   3911.00     3899.00       JD
114  jm2509  20250908    924.00  ...    929.50      956.50       JM
115  jm2510  20250908    988.00  ...    969.50      965.00       JM
116  jm2511  20250908   1048.50  ...   1028.00     1026.50       JM
117  jm2512  20250908   1103.00  ...   1086.50     1088.00       JM
118  jm2601  20250908   1163.00  ...   1142.50     1127.50       JM
119  jm2602  20250908   1185.00  ...   1165.50     1156.50       JM
120  jm2603  20250908   1205.00  ...   1188.50     1170.50       JM
121  jm2604  20250908   1220.00  ...   1208.00     1186.50       JM
122  jm2605  20250908   1232.00  ...   1223.50     1197.50       JM
123  jm2606  20250908   1248.50  ...   1240.50     1206.00       JM
124  jm2607  20250908   1254.00  ...   1251.00     1214.00       JM
125  jm2608  20250908   1265.00  ...   1260.50     1231.00       JM
126   l2509  20250908   7142.00  ...   7152.00     7165.00        L
127   l2510  20250908   7196.00  ...   7211.00     7214.00        L
128   l2511  20250908   7226.00  ...   7223.00     7220.00        L
129   l2512  20250908   7224.00  ...   7230.00     7232.00        L
130   l2601  20250908   7240.00  ...   7229.00     7234.00        L
131   l2602  20250908   7223.00  ...   7220.00     7223.00        L
132   l2603  20250908   7221.00  ...   7221.00     7219.00        L
133   l2604  20250908   7242.00  ...   7260.00     7242.00        L
134   l2605  20250908   7230.00  ...   7234.00     7236.00        L
135   l2606  20250908   7218.00  ...   7238.00     7253.00        L
136   l2607  20250908   7243.00  ...   7251.00     7251.00        L
137   l2608  20250908   7258.00  ...   7274.00     7267.00        L
138  lg2509  20250908    775.50  ...    776.00      779.50       LG
139  lg2511  20250908    800.00  ...    807.00      797.00       LG
140  lg2601  20250908    821.00  ...    821.50      817.00       LG
141  lg2603  20250908    827.50  ...    827.50      823.50       LG
142  lg2605  20250908    830.50  ...    832.00      829.50       LG
143  lg2607  20250908    833.00  ...    833.00      832.00       LG
144  lh2509  20250908      0.00  ...  13100.00    13165.00       LH
145  lh2511  20250908  13215.00  ...  13305.00    13300.00       LH
146  lh2601  20250908  13690.00  ...  13800.00    13720.00       LH
147  lh2603  20250908  13045.00  ...  13090.00    13010.00       LH
148  lh2605  20250908  13515.00  ...  13585.00    13515.00       LH
149  lh2607  20250908  14100.00  ...  14190.00    14135.00       LH
150   m2509  20250908   3040.00  ...   3031.00     3028.00        M
151   m2511  20250908   3048.00  ...   3051.00     3028.00        M
152   m2512  20250908   3082.00  ...   3091.00     3067.00        M
153   m2601  20250908   3070.00  ...   3079.00     3058.00        M
154   m2603  20250908   2997.00  ...   3007.00     2992.00        M
155   m2605  20250908   2809.00  ...   2811.00     2806.00        M
156   m2607  20250908   2792.00  ...   2792.00     2791.00        M
157   m2608  20250908   2917.00  ...   2918.00     2917.00        M
158   p2509  20250908   9320.00  ...   9320.00     9354.00        P
159   p2510  20250908   9464.00  ...   9422.00     9420.00        P
160   p2511  20250908   9472.00  ...   9414.00     9428.00        P
161   p2512  20250908   9492.00  ...   9434.00     9462.00        P
162   p2601  20250908   9510.00  ...   9438.00     9456.00        P
163   p2602  20250908   9482.00  ...   9400.00     9414.00        P
164   p2603  20250908   9428.00  ...   9386.00     9380.00        P
165   p2604  20250908   9326.00  ...   9284.00     9324.00        P
166   p2605  20250908   9278.00  ...   9218.00     9228.00        P
167   p2606  20250908   9160.00  ...   9122.00     9148.00        P
168   p2607  20250908   9066.00  ...   9038.00     9032.00        P
169   p2608  20250908   8978.00  ...   8956.00     8944.00        P
170  pg2509  20250908   3740.00  ...   3725.00     3759.00       PG
171  pg2510  20250908   4369.00  ...   4389.00     4381.00       PG
172  pg2511  20250908   4298.00  ...   4322.00     4311.00       PG
173  pg2512  20250908   4233.00  ...   4260.00     4248.00       PG
174  pg2601  20250908   4172.00  ...   4195.00     4188.00       PG
175  pg2602  20250908   4111.00  ...   4110.00     4126.00       PG
176  pg2603  20250908   4020.00  ...   4032.00     4036.00       PG
177  pg2604  20250908   4352.00  ...   4384.00     4369.00       PG
178  pg2605  20250908   4268.00  ...   4291.00     4283.00       PG
179  pg2606  20250908   4246.00  ...   4245.00     4227.00       PG
180  pg2607  20250908   4188.00  ...   4181.00     4167.00       PG
181  pg2608  20250908   4138.00  ...   4138.00     4136.00       PG
182  pp2509  20250908   6815.00  ...   6907.00     6832.00       PP
183  pp2510  20250908   6871.00  ...   6881.00     6887.00       PP
184  pp2511  20250908   6901.00  ...   6910.00     6917.00       PP
185  pp2512  20250908   6933.00  ...   6935.00     6940.00       PP
186  pp2601  20250908   6950.00  ...   6950.00     6951.00       PP
187  pp2602  20250908   6929.00  ...   6930.00     6933.00       PP
188  pp2603  20250908   6915.00  ...   6919.00     6929.00       PP
189  pp2604  20250908   6938.00  ...   6946.00     6953.00       PP
190  pp2605  20250908   6968.00  ...   6967.00     6969.00       PP
191  pp2606  20250908   6919.00  ...   6941.00     6935.00       PP
192  pp2607  20250908   6917.00  ...   6919.00     6914.00       PP
193  pp2608  20250908   6914.00  ...   6918.00     6922.00       PP
194  rr2509  20250908      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250908   3616.00  ...   3611.00     3612.00       RR
196  rr2511  20250908   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250908   3611.00  ...   3610.00     3605.00       RR
198  rr2601  20250908   3623.00  ...   3623.00     3620.00       RR
199  rr2602  20250908   3611.00  ...   3609.00     3605.00       RR
200  rr2603  20250908      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250908      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250908      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250908      0.00  ...   3604.00     3602.00       RR
204  rr2607  20250908      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250908      0.00  ...   3625.00     3625.00       RR
206   v2509  20250908   4727.00  ...   4721.00     4727.00        V
207   v2510  20250908   4800.00  ...   4770.00     4781.00        V
208   v2511  20250908   4832.00  ...   4801.00     4818.00        V
209   v2512  20250908   4874.00  ...   4839.00     4861.00        V
210   v2601  20250908   4913.00  ...   4878.00     4886.00        V
211   v2602  20250908   4948.00  ...   4919.00     4921.00        V
212   v2603  20250908   4970.00  ...   4950.00     4957.00        V
213   v2604  20250908   5178.00  ...   5154.00     5174.00        V
214   v2605  20250908   5219.00  ...   5186.00     5191.00        V
215   v2606  20250908   5227.00  ...   5208.00     5232.00        V
216   v2607  20250908   5270.00  ...   5252.00     5263.00        V
217   v2608  20250908   5290.00  ...   5285.00     5288.00        V
218   y2509  20250908      0.00  ...   8420.00     8420.00        Y
219   y2511  20250908   8474.00  ...   8432.00     8424.00        Y
220   y2512  20250908   8486.00  ...   8454.00     8446.00        Y
221   y2601  20250908   8450.00  ...   8408.00     8400.00        Y
222   y2603  20250908   8360.00  ...   8326.00     8326.00        Y
223   y2605  20250908   8122.00  ...   8110.00     8092.00        Y
224   y2607  20250908   8088.00  ...   8062.00     8052.00        Y
225   y2608  20250908   8052.00  ...   8052.00     8056.00        Y

[226 rows x 12 columns]
2025-09-12 18:26:50,009 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250908  6906.200  ...  6925.600    6876.800       IC
1   IC2510  20250908  6866.400  ...  6870.600    6831.200       IC
2   IC2512  20250908  6750.000  ...  6761.600    6719.600       IC
3   IC2603  20250908  6591.000  ...  6615.600    6576.200       IC
4   IF2509  20250908  4464.000  ...  4457.000    4450.600       IF
5   IF2510  20250908  4449.600  ...  4449.400    4446.200       IF
6   IF2512  20250908  4438.000  ...  4429.600    4427.200       IF
7   IF2603  20250908  4426.000  ...  4411.000    4410.200       IF
8   IH2509  20250908  2941.000  ...  2938.600    2939.200       IH
9   IH2510  20250908  2939.800  ...  2938.400    2938.800       IH
10  IH2512  20250908  2938.200  ...  2938.800    2938.400       IH
11  IH2603  20250908  2944.400  ...  2941.800    2942.400       IH
12  IM2509  20250908  7221.000  ...  7248.000    7206.200       IM
13  IM2510  20250908  7171.200  ...  7189.200    7151.600       IM
14  IM2512  20250908  7049.000  ...  7053.200    7015.400       IM
15  IM2603  20250908  6865.000  ...  6873.200    6843.000       IM
16   T2509  20250908       NaN  ...   107.980     108.055        T
17   T2512  20250908   107.860  ...   107.845     107.920        T
18   T2603  20250908   107.600  ...   107.570     107.670        T
19  TF2509  20250908   105.670  ...   105.670     105.690       TF
20  TF2512  20250908   105.510  ...   105.580     105.580       TF
21  TF2603  20250908   105.500  ...   105.495     105.505       TF
22  TL2509  20250908   116.440  ...   116.400     116.740       TL
23  TL2512  20250908   116.060  ...   115.980     116.300       TL
24  TL2603  20250908   115.800  ...   115.640     115.950       TL
25  TS2509  20250908       NaN  ...   102.356     102.344       TS
26  TS2512  20250908   102.390  ...   102.400     102.388       TS
27  TS2603  20250908   102.322  ...   102.350     102.356       TS

[28 rows x 12 columns]
2025-09-12 18:26:50,240 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250908   8346.0   8397.0  ...   261591.38   8359.0      8328.0       AP
1    AP511  20250908   8187.0   8276.0  ...     5220.23   8240.0      8179.0       AP
2    AP512  20250908   8236.0   8302.0  ...     1753.91   8273.0      8167.0       AP
3    AP601  20250908   8289.0   8392.0  ...   441751.89   8347.0      8249.0       AP
4    AP603  20250908   8166.0   8263.0  ...      230.76   8242.0      8145.0       AP
5    AP604  20250908   8224.0   8267.0  ...      164.72   8236.0      8187.0       AP
6    AP605  20250908   8218.0   8321.0  ...     2849.53   8284.0      8197.0       AP
7    CF509  20250908  13565.0  13565.0  ...     4505.79  13490.0     13565.0       CF
8    CF511  20250908  13900.0  13900.0  ...   272166.75  13770.0     13860.0       CF
9    CF601  20250908  14000.0  14025.0  ...  1760633.85  13930.0     13985.0       CF
10   CF603  20250908  13950.0  13975.0  ...     3486.06  13890.0     13945.0       CF
11   CF605  20250908  13940.0  13965.0  ...   128659.29  13875.0     13930.0       CF
12   CF607  20250908  13965.0  13965.0  ...     1013.79  13890.0     13940.0       CF
13   CJ509  20250908  10000.0  10080.0  ...      130.21  10015.0      9955.0       CJ
14   CJ512  20250908  10845.0  11120.0  ...     5527.24  10990.0     10925.0       CJ
15   CJ601  20250908  10960.0  11175.0  ...   721808.75  11065.0     10990.0       CJ
16   CJ603  20250908  10995.0  11215.0  ...     9255.13  11130.0     11045.0       CJ
17   CJ605  20250908  11090.0  11305.0  ...   104057.97  11200.0     11130.0       CJ
18   CJ607  20250908  11220.0  11430.0  ...     4921.45  11325.0     11290.0       CJ
19   CY509  20250908  20200.0  20200.0  ...      181.80  20200.0     20200.0       CY
20   CY510  20250908      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250908  19975.0  19990.0  ...   111924.17  19955.0     19975.0       CY
22   CY512  20250908      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250908  19945.0  19995.0  ...     2094.25  19945.0     19975.0       CY
24   CY602  20250908      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250908      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250908      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250908      0.0      0.0  ...        0.00  20205.0     20230.0       CY
28   CY606  20250908      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250908      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250908      0.0      0.0  ...        0.00  20220.0     20245.0       CY
31   FG509  20250908    986.0   1024.0  ...      339.98    994.0       969.0       FG
32   FG510  20250908   1100.0   1127.0  ...    83810.71   1103.0      1080.0       FG
33   FG511  20250908   1093.0   1117.0  ...   248167.13   1092.0      1070.0       FG
34   FG512  20250908   1192.0   1221.0  ...    99499.69   1195.0      1170.0       FG
35   FG601  20250908   1192.0   1218.0  ...  6684565.08   1188.0      1166.0       FG
36   FG602  20250908   1236.0   1267.0  ...    29027.80   1237.0      1216.0       FG
37   FG603  20250908   1245.0   1267.0  ...     3047.21   1240.0      1221.0       FG
38   FG604  20250908   1293.0   1314.0  ...     1104.86   1291.0      1274.0       FG
39   FG605  20250908   1295.0   1310.0  ...   165961.95   1287.0      1267.0       FG
40   FG606  20250908   1330.0   1334.0  ...     1364.16   1317.0      1302.0       FG
41   FG607  20250908   1320.0   1326.0  ...     2892.12   1315.0      1302.0       FG
42   FG608  20250908   1327.0   1349.0  ...     2365.91   1337.0      1323.0       FG
43   JR509  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250908   2245.0   2254.0  ...      655.56   2245.0      2243.0       MA
53   MA510  20250908   2315.0   2319.0  ...    17072.14   2309.0      2308.0       MA
54   MA511  20250908   2344.0   2351.0  ...   100941.91   2335.0      2332.0       MA
55   MA512  20250908   2388.0   2390.0  ...    57024.48   2377.0      2374.0       MA
56   MA601  20250908   2410.0   2416.0  ...  1042405.54   2403.0      2403.0       MA
57   MA602  20250908   2421.0   2425.0  ...    22966.54   2414.0      2412.0       MA
58   MA603  20250908   2427.0   2427.0  ...      161.96   2417.0      2418.0       MA
59   MA604  20250908   2403.0   2411.0  ...        9.63   2407.0      2411.0       MA
60   MA605  20250908   2405.0   2410.0  ...    84519.14   2397.0      2398.0       MA
61   MA606  20250908   2413.0   2413.0  ...        9.61   2403.0      2411.0       MA
62   MA607  20250908   2394.0   2398.0  ...       40.66   2392.0      2395.0       MA
63   MA608  20250908   2409.0   2410.0  ...       24.03   2403.0      2399.0       MA
64   OI509  20250908   9900.0   9930.0  ...     1983.00   9915.0      9950.0       OI
65   OI511  20250908   9949.0  10005.0  ...   633242.63   9921.0      9887.0       OI
66   OI601  20250908   9824.0   9845.0  ...  3091517.46   9782.0      9763.0       OI
67   OI603  20250908   9686.0   9700.0  ...     3717.77   9632.0      9637.0       OI
68   OI605  20250908   9578.0   9578.0  ...   176525.01   9505.0      9527.0       OI
69   OI607  20250908   9486.0   9513.0  ...      443.66   9440.0      9470.0       OI
70   PF509  20250908      0.0      0.0  ...        0.00   6264.0      6256.0       PF
71   PF510  20250908   6334.0   6378.0  ...    82766.84   6336.0      6332.0       PF
72   PF511  20250908   6312.0   6364.0  ...   502118.06   6324.0      6322.0       PF
73   PF512  20250908   6312.0   6352.0  ...   158771.88   6310.0      6314.0       PF
74   PF601  20250908   6350.0   6392.0  ...    27902.70   6366.0      6366.0       PF
75   PF602  20250908   6368.0   6404.0  ...    36920.05   6376.0      6372.0       PF
76   PF603  20250908   6364.0   6416.0  ...       19.16   6386.0      6384.0       PF
77   PF604  20250908   6426.0   6456.0  ...       16.11   6442.0      6446.0       PF
78   PF605  20250908   6444.0   6472.0  ...       93.58   6454.0      6440.0       PF
79   PF606  20250908   6454.0   6488.0  ...       22.64   6470.0      6474.0       PF
80   PF607  20250908   6472.0   6502.0  ...       29.16   6480.0      6460.0       PF
81   PF608  20250908   6482.0   6502.0  ...       12.98   6490.0      6470.0       PF
82   PK510  20250908   7964.0   8018.0  ...    35211.79   7986.0      7970.0       PK
83   PK511  20250908   7826.0   7880.0  ...   395517.10   7856.0      7818.0       PK
84   PK512  20250908   7818.0   7886.0  ...   133295.57   7864.0      7812.0       PK
85   PK601  20250908   7844.0   7890.0  ...    47533.97   7874.0      7844.0       PK
86   PK603  20250908   7860.0   7896.0  ...      193.15   7884.0      7854.0       PK
87   PK604  20250908   7874.0   7908.0  ...      150.00   7894.0      7866.0       PK
88   PK605  20250908   7886.0   7912.0  ...     6200.98   7900.0      7880.0       PK
89   PL601  20250908   6381.0   6413.0  ...    27674.71   6388.0      6398.0       PL
90   PL602  20250908   6428.0   6492.0  ...     3106.98   6446.0      6436.0       PL
91   PL603  20250908   6435.0   6479.0  ...       64.51   6451.0      6458.0       PL
92   PL604  20250908      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250908   6375.0   6400.0  ...       51.13   6391.0      6389.0       PL
94   PL606  20250908      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250908      0.0      0.0  ...        0.00   6464.0      6464.0       PL
96   PL608  20250908      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250908   5808.0   5808.0  ...      199.90   5794.0      5620.0       PR
104  PR510  20250908   5822.0   5868.0  ...    15244.70   5834.0      5822.0       PR
105  PR511  20250908   5832.0   5870.0  ...   747199.90   5844.0      5822.0       PR
106  PR512  20250908   5840.0   5878.0  ...   554784.85   5854.0      5830.0       PR
107  PR601  20250908   5844.0   5882.0  ...    46475.49   5854.0      5836.0       PR
108  PR602  20250908   5878.0   5878.0  ...       17.63   5876.0      5862.0       PR
109  PR603  20250908   5884.0   5898.0  ...       61.83   5890.0      5894.0       PR
110  PR604  20250908   5866.0   5898.0  ...       17.65   5882.0      5896.0       PR
111  PR605  20250908   5870.0   5924.0  ...       79.73   5906.0      5910.0       PR
112  PR606  20250908      0.0      0.0  ...        0.00   5946.0      5928.0       PR
113  PR607  20250908   5970.0   5970.0  ...        8.96   5970.0      5926.0       PR
114  PR608  20250908      0.0      0.0  ...        0.00   5960.0      5924.0       PR
115  PX509  20250908      0.0      0.0  ...        0.00   6730.0      6704.0       PX
116  PX510  20250908   6730.0   6774.0  ...    10523.09   6706.0      6704.0       PX
117  PX511  20250908   6692.0   6770.0  ...   546515.94   6714.0      6688.0       PX
118  PX512  20250908   6678.0   6748.0  ...   137860.37   6696.0      6670.0       PX
119  PX601  20250908   6658.0   6720.0  ...   105635.75   6668.0      6654.0       PX
120  PX602  20250908   6646.0   6708.0  ...     8025.67   6658.0      6646.0       PX
121  PX603  20250908   6634.0   6634.0  ...       82.93   6634.0      6636.0       PX
122  PX604  20250908      0.0      0.0  ...        0.00   6696.0      6650.0       PX
123  PX605  20250908   6662.0   6708.0  ...      503.09   6664.0      6662.0       PX
124  PX606  20250908      0.0      0.0  ...        0.00   6706.0      6668.0       PX
125  PX607  20250908      0.0      0.0  ...        0.00   6722.0      6670.0       PX
126  PX608  20250908      0.0      0.0  ...        0.00   6706.0      6670.0       PX
127  RI509  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250908   2560.0   2592.0  ...      592.84   2575.0      2582.0       RM
134  RM511  20250908   2556.0   2570.0  ...    34528.11   2556.0      2546.0       RM
135  RM601  20250908   2545.0   2564.0  ...   944587.35   2543.0      2536.0       RM
136  RM603  20250908   2425.0   2442.0  ...    17890.86   2426.0      2424.0       RM
137  RM605  20250908   2392.0   2407.0  ...   207219.00   2395.0      2396.0       RM
138  RM607  20250908   2382.0   2391.0  ...    29384.57   2383.0      2385.0       RM
139  RM608  20250908   2472.0   2482.0  ...      150.92   2474.0      2480.0       RM
140  RS509  20250908      0.0      0.0  ...        0.00   4838.0      4824.0       RS
141  RS511  20250908   5120.0   5228.0  ...       72.58   5184.0      5216.0       RS
142  RS607  20250908   5501.0   5571.0  ...       83.15   5543.0      5527.0       RS
143  RS608  20250908      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250908   1166.0   1171.0  ...     1362.97   1165.0      1159.0       SA
145  SA510  20250908   1219.0   1224.0  ...    51908.13   1212.0      1214.0       SA
146  SA511  20250908   1229.0   1234.0  ...   343173.45   1220.0      1222.0       SA
147  SA512  20250908   1293.0   1294.0  ...   180400.99   1276.0      1280.0       SA
148  SA601  20250908   1300.0   1303.0  ...  3992582.06   1286.0      1288.0       SA
149  SA602  20250908   1330.0   1333.0  ...    63958.06   1318.0      1312.0       SA
150  SA603  20250908   1337.0   1340.0  ...     5580.78   1325.0      1328.0       SA
151  SA604  20250908   1380.0   1380.0  ...      993.08   1368.0      1372.0       SA
152  SA605  20250908   1381.0   1386.0  ...   168371.10   1372.0      1370.0       SA
153  SA606  20250908   1388.0   1391.0  ...     1253.52   1381.0      1385.0       SA
154  SA607  20250908   1393.0   1394.0  ...     2063.89   1380.0      1390.0       SA
155  SA608  20250908   1410.0   1410.0  ...      892.32   1399.0      1406.0       SA
156  SF509  20250908   5380.0   5440.0  ...      462.77   5414.0      5424.0       SF
157  SF510  20250908   5398.0   5462.0  ...    22498.91   5414.0      5414.0       SF
158  SF511  20250908   5570.0   5628.0  ...   369612.24   5578.0      5584.0       SF
159  SF512  20250908   5526.0   5582.0  ...    90614.61   5534.0      5534.0       SF
160  SF601  20250908   5524.0   5588.0  ...    99760.29   5542.0      5550.0       SF
161  SF602  20250908   5506.0   5550.0  ...    28242.30   5508.0      5512.0       SF
162  SF603  20250908   5660.0   5720.0  ...       71.13   5690.0      5688.0       SF
163  SF604  20250908   5658.0   5658.0  ...        2.83   5658.0      5684.0       SF
164  SF605  20250908   5636.0   5698.0  ...     1626.54   5658.0      5654.0       SF
165  SF606  20250908   5606.0   5652.0  ...       50.56   5618.0      5644.0       SF
166  SF607  20250908   5760.0   5760.0  ...       14.40   5758.0      5788.0       SF
167  SF608  20250908   5728.0   5732.0  ...       14.31   5726.0      5728.0       SF
168  SH509  20250908   2660.0   2670.0  ...       55.89   2661.0      2495.0       SH
169  SH510  20250908   2598.0   2598.0  ...   112700.15   2570.0      2595.0       SH
170  SH511  20250908   2615.0   2620.0  ...   621157.93   2585.0      2623.0       SH
171  SH512  20250908   2637.0   2637.0  ...   216682.61   2604.0      2633.0       SH
172  SH601  20250908   2606.0   2607.0  ...  3014036.03   2583.0      2606.0       SH
173  SH602  20250908   2621.0   2622.0  ...    32488.05   2600.0      2616.0       SH
174  SH603  20250908   2631.0   2631.0  ...     4323.42   2616.0      2633.0       SH
175  SH604  20250908   2661.0   2675.0  ...      997.00   2659.0      2680.0       SH
176  SH605  20250908   2702.0   2702.0  ...    25252.53   2673.0      2692.0       SH
177  SH606  20250908   2685.0   2693.0  ...      249.21   2680.0      2697.0       SH
178  SH607  20250908   2674.0   2680.0  ...      120.29   2673.0      2685.0       SH
179  SH608  20250908   2680.0   2691.0  ...      128.79   2683.0      2695.0       SH
180  SM509  20250908   5684.0   5740.0  ...      393.75   5708.0      5670.0       SM
181  SM510  20250908   5718.0   5776.0  ...    17432.86   5726.0      5736.0       SM
182  SM511  20250908   5772.0   5848.0  ...   173133.11   5798.0      5800.0       SM
183  SM512  20250908   5794.0   5854.0  ...   100070.45   5808.0      5816.0       SM
184  SM601  20250908   5806.0   5860.0  ...   402232.21   5806.0      5816.0       SM
185  SM602  20250908   5800.0   5866.0  ...    48173.15   5806.0      5808.0       SM
186  SM603  20250908   5800.0   5874.0  ...       75.80   5832.0      5886.0       SM
187  SM604  20250908   5816.0   5816.0  ...        2.91   5816.0      5856.0       SM
188  SM605  20250908   5856.0   5898.0  ...     6515.39   5854.0      5842.0       SM
189  SM606  20250908   5818.0   5898.0  ...       90.78   5858.0      5828.0       SM
190  SM607  20250908   5840.0   5914.0  ...       56.06   5902.0      5866.0       SM
191  SM608  20250908   5852.0   5868.0  ...        5.86   5860.0      5914.0       SM
192  SR509  20250908   5533.0   5546.0  ...      631.56   5540.0      5544.0       SR
193  SR511  20250908   5506.0   5535.0  ...   201186.44   5516.0      5532.0       SR
194  SR601  20250908   5518.0   5539.0  ...  1111355.41   5522.0      5522.0       SR
195  SR603  20250908   5508.0   5526.0  ...     2750.08   5511.0      5509.0       SR
196  SR605  20250908   5507.0   5519.0  ...    44997.83   5506.0      5506.0       SR
197  SR607  20250908   5508.0   5515.0  ...     3936.68   5506.0      5505.0       SR
198  TA509  20250908   4524.0   4578.0  ...     3476.01   4544.0      4528.0       TA
199  TA510  20250908   4612.0   4662.0  ...    66431.23   4624.0      4620.0       TA
200  TA511  20250908   4630.0   4676.0  ...   415493.13   4640.0      4632.0       TA
201  TA512  20250908   4644.0   4688.0  ...   236425.62   4656.0      4644.0       TA
202  TA601  20250908   4654.0   4696.0  ...  1712782.54   4662.0      4656.0       TA
203  TA602  20250908   4660.0   4704.0  ...    19136.23   4674.0      4666.0       TA
204  TA603  20250908   4650.0   4716.0  ...       72.86   4700.0      4680.0       TA
205  TA604  20250908   4692.0   4710.0  ...        9.40   4702.0      4700.0       TA
206  TA605  20250908   4690.0   4728.0  ...    46249.44   4700.0      4692.0       TA
207  TA606  20250908   4672.0   4718.0  ...       18.73   4684.0      4700.0       TA
208  TA607  20250908   4686.0   4750.0  ...       16.48   4708.0      4704.0       TA
209  TA608  20250908   4698.0   4758.0  ...       21.24   4722.0      4716.0       TA
210  UR509  20250908   1655.0   1656.0  ...      347.16   1653.0      1673.0       UR
211  UR510  20250908   1667.0   1674.0  ...     6373.64   1669.0      1681.0       UR
212  UR511  20250908   1704.0   1708.0  ...    41923.33   1702.0      1714.0       UR
213  UR512  20250908   1703.0   1710.0  ...    15609.47   1705.0      1717.0       UR
214  UR601  20250908   1705.0   1710.0  ...   502369.61   1703.0      1718.0       UR
215  UR602  20250908   1698.0   1707.0  ...      313.11   1702.0      1716.0       UR
216  UR603  20250908   1742.0   1752.0  ...       62.89   1747.0      1759.0       UR
217  UR604  20250908   1752.0   1752.0  ...       13.99   1749.0      1763.0       UR
218  UR605  20250908   1745.0   1751.0  ...    20424.22   1745.0      1757.0       UR
219  UR606  20250908   1745.0   1747.0  ...      160.08   1740.0      1755.0       UR
220  UR607  20250908   1768.0   1771.0  ...       24.77   1769.0      1776.0       UR
221  UR608  20250908   1765.0   1769.0  ...       24.71   1765.0      1775.0       UR
222  WH509  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 18:26:50,552 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
2025-09-12 18:27:04,348 - future_1d - INFO - save future_daily 2025-09-08 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250909  ...   79760      79710      CU
1        1      CU2510  20250909  ...   79710      79730      CU
2        2      CU2511  20250909  ...   79670      79690      CU
3        3      CU2512  20250909  ...   79640      79660      CU
4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
13      13      BC2510  20250909  ...   70810      70780      BC
14      14      BC2511  20250909  ...   70780      70810      BC
15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
96      96      AD2511  20250909  ...   20320      20305      AD
97      97      AD2512  20250909  ...   20335      20325      AD
98      98      AD2601  20250909  ...   20325      20285      AD
99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
102    102      AD2605  20250909  ...   20210      20210      AD
103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
106    106      AU2509  20250909  ...  831.12     819.72      AU
107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
115    115      AG2510  20250909  ...    9867       9809      AG
116    116      AG2511  20250909  ...    9877       9826      AG
117    117      AG2512  20250909  ...    9889       9831      AG
118    118      AG2601  20250909  ...    9899       9845      AG
119    119      AG2602  20250909  ...    9908       9853      AG
120    120      AG2603  20250909  ...    9925       9874      AG
121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
123    123      AG2606  20250909  ...    9962       9916      AG
124    124      AG2607  20250909  ...    9980       9932      AG
125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
131    131      RB2602  20250909  ...    3125       3126      RB
132    132      RB2603  20250909  ...    3143       3140      RB
133    133      RB2604  20250909  ...    3164       3158      RB
134    134      RB2605  20250909  ...    3177       3170      RB
135    135      RB2606  20250909  ...    3190       3188      RB
136    136      RB2607  20250909  ...    3214       3203      RB
137    137      RB2608  20250909  ...    3218       3219      RB
138    138      WR2509  20250909  ...    3342       3342      WR
139    139      WR2510  20250909  ...    3287       3283      WR
140    140      WR2511  20250909  ...    3320       3365      WR
141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
144    144      WR2603  20250909  ...    3338       3435      WR
145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
147    147      WR2606  20250909  ...    3375       3375      WR
148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-12 18:27:11,533 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-12 18:27:11,723 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 18:27:11,785 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-12 18:27:12,283 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-12 18:27:12,493 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 18:27:13,843 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
2025-09-12 18:28:12,055 - future_1d - INFO - save future_daily 2025-09-09 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250910  ...   79730      79760      CU
1        1      CU2510  20250910  ...   79680      79710      CU
2        2      CU2511  20250910  ...   79670      79670      CU
3        3      CU2512  20250910  ...   79640      79640      CU
4        4      CU2601  20250910  ...   79610      79600      CU
5        5      CU2602  20250910  ...   79570      79620      CU
6        6      CU2603  20250910  ...   79590      79630      CU
7        7      CU2604  20250910  ...   79690      79700      CU
8        8      CU2605  20250910  ...   79660      79690      CU
9        9      CU2606  20250910  ...   79700      79690      CU
10      10      CU2607  20250910  ...   79790      79700      CU
11      11      CU2608  20250910  ...   79740      79740      CU
12      12      BC2509  20250910  ...   70500      70500      BC
13      13      BC2510  20250910  ...   70820      70810      BC
14      14      BC2511  20250910  ...   70800      70780      BC
15      15      BC2512  20250910  ...   70790      70790      BC
16      16      BC2601  20250910  ...   70880      70880      BC
17      17      BC2602  20250910  ...   70900      70900      BC
18      18      BC2603  20250910  ...   70050      70880      BC
19      19      BC2604  20250910  ...   71200      71200      BC
20      20      BC2605  20250910  ...   71170      71170      BC
21      21      BC2606  20250910  ...   70700      70700      BC
22      22      BC2607  20250910  ...   70900      70900      BC
23      23      BC2608  20250910  ...   70800      70800      BC
24      24      AL2509  20250910  ...   20765      20745      AL
25      25      AL2510  20250910  ...   20785      20750      AL
26      26      AL2511  20250910  ...   20770      20730      AL
27      27      AL2512  20250910  ...   20745      20715      AL
28      28      AL2601  20250910  ...   20730      20695      AL
29      29      AL2602  20250910  ...   20730      20695      AL
30      30      AL2603  20250910  ...   20755      20720      AL
31      31      AL2604  20250910  ...   20780      20740      AL
32      32      AL2605  20250910  ...   20805      20755      AL
33      33      AL2606  20250910  ...   20795      20765      AL
34      34      AL2607  20250910  ...   20800      20775      AL
35      35      AL2608  20250910  ...   20810      20775      AL
36      36      ZN2509  20250910  ...   22115      22155      ZN
37      37      ZN2510  20250910  ...   22170      22200      ZN
38      38      ZN2511  20250910  ...   22175      22205      ZN
39      39      ZN2512  20250910  ...   22185      22210      ZN
40      40      ZN2601  20250910  ...   22205      22215      ZN
41      41      ZN2602  20250910  ...   22200      22215      ZN
42      42      ZN2603  20250910  ...   22230      22230      ZN
43      43      ZN2604  20250910  ...   22245      22245      ZN
44      44      ZN2605  20250910  ...   22255      22270      ZN
45      45      ZN2606  20250910  ...   22285      22280      ZN
46      46      ZN2607  20250910  ...   22270      22250      ZN
47      47      ZN2608  20250910  ...   22280      22310      ZN
48      48      PB2509  20250910  ...   16805      16850      PB
49      49      PB2510  20250910  ...   16840      16915      PB
50      50      PB2511  20250910  ...   16850      16915      PB
51      51      PB2512  20250910  ...   16870      16920      PB
52      52      PB2601  20250910  ...   16880      16925      PB
53      53      PB2602  20250910  ...   16945      16945      PB
54      54      PB2603  20250910  ...   16910      16970      PB
55      55      PB2604  20250910  ...   16945      16990      PB
56      56      PB2605  20250910  ...   16945      17000      PB
57      57      PB2606  20250910  ...   17030      17030      PB
58      58      PB2607  20250910  ...   17020      17020      PB
59      59      PB2608  20250910  ...   17060      17060      PB
60      60      NI2509  20250910  ...  120110     120640      NI
61      61      NI2510  20250910  ...  120490     120940      NI
62      62      NI2511  20250910  ...  120660     121110      NI
63      63      NI2512  20250910  ...  120870     121320      NI
64      64      NI2601  20250910  ...  121080     121610      NI
65      65      NI2602  20250910  ...  121360     121760      NI
66      66      NI2603  20250910  ...  121570     122100      NI
67      67      NI2604  20250910  ...  121760     122290      NI
68      68      NI2605  20250910  ...  121960     122440      NI
69      69      NI2606  20250910  ...  122270     122750      NI
70      70      NI2607  20250910  ...  122470     122990      NI
71      71      NI2608  20250910  ...  122910     123060      NI
72      72      SN2509  20250910  ...  268520     269640      SN
73      73      SN2510  20250910  ...  269480     269790      SN
74      74      SN2511  20250910  ...  269720     270010      SN
75      75      SN2512  20250910  ...  269940     270020      SN
76      76      SN2601  20250910  ...  270340     269950      SN
77      77      SN2602  20250910  ...  270030     269870      SN
78      78      SN2603  20250910  ...  270300     270180      SN
79      79      SN2604  20250910  ...  270750     270260      SN
80      80      SN2605  20250910  ...  271250     270760      SN
81      81      SN2606  20250910  ...  269320     270710      SN
82      82      SN2607  20250910  ...  270950     270170      SN
83      83      SN2608  20250910  ...  271420     271420      SN
84      84      AO2509  20250910  ...    2869       2908      AO
85      85      AO2510  20250910  ...    2905       2919      AO
86      86      AO2511  20250910  ...    2909       2927      AO
87      87      AO2512  20250910  ...    2913       2935      AO
88      88      AO2601  20250910  ...    2922       2944      AO
89      89      AO2602  20250910  ...    2932       2948      AO
90      90      AO2603  20250910  ...    2995       3011      AO
91      91      AO2604  20250910  ...    3008       3021      AO
92      92      AO2605  20250910  ...    3010       3031      AO
93      93      AO2606  20250910  ...    3023       3037      AO
94      94      AO2607  20250910  ...    3033       3055      AO
95      95      AO2608  20250910  ...    3054       3070      AO
96      96      AD2511  20250910  ...   20350      20320      AD
97      97      AD2512  20250910  ...   20355      20335      AD
98      98      AD2601  20250910  ...   20355      20325      AD
99      99      AD2602  20250910  ...   20360      20280      AD
100    100      AD2603  20250910  ...   20360      20295      AD
101    101      AD2604  20250910  ...   20240      20240      AD
102    102      AD2605  20250910  ...   20265      20210      AD
103    103      AD2606  20250910  ...   20155      20155      AD
104    104      AD2607  20250910  ...   20150      20150      AD
105    105      AD2608  20250910  ...   20170      20170      AD
106    106      AU2509  20250910  ...  853.28     831.12      AU
107    107      AU2510  20250910  ...  833.38     831.68      AU
108    108      AU2511  20250910  ...  835.86     832.74      AU
109    109      AU2512  20250910  ...  835.82      834.4      AU
110    110      AU2602  20250910  ...  838.18     836.64      AU
111    111      AU2604  20250910  ...  840.72     838.66      AU
112    112      AU2606  20250910  ...  843.26     841.12      AU
113    113      AU2608  20250910  ...   845.5     842.94      AU
114    114      AG2509  20250910  ...    9779       9844      AG
115    115      AG2510  20250910  ...    9771       9867      AG
116    116      AG2511  20250910  ...    9788       9877      AG
117    117      AG2512  20250910  ...    9794       9889      AG
118    118      AG2601  20250910  ...    9804       9899      AG
119    119      AG2602  20250910  ...    9816       9908      AG
120    120      AG2603  20250910  ...    9830       9925      AG
121    121      AG2604  20250910  ...    9840       9934      AG
122    122      AG2605  20250910  ...    9857       9949      AG
123    123      AG2606  20250910  ...    9866       9962      AG
124    124      AG2607  20250910  ...    9914       9980      AG
125    125      AG2608  20250910  ...    9905       9993      AG
126    126      RB2509  20250910  ...    2950       2951      RB
127    127      RB2510  20250910  ...    3025       3043      RB
128    128      RB2511  20250910  ...    3045       3061      RB
129    129      RB2512  20250910  ...    3089       3107      RB
130    130      RB2601  20250910  ...    3108       3132      RB
131    131      RB2602  20250910  ...    3107       3125      RB
132    132      RB2603  20250910  ...    3116       3143      RB
133    133      RB2604  20250910  ...    3140       3164      RB
134    134      RB2605  20250910  ...    3154       3177      RB
135    135      RB2606  20250910  ...    3165       3190      RB
136    136      RB2607  20250910  ...    3183       3214      RB
137    137      RB2608  20250910  ...    3190       3218      RB
138    138      WR2509  20250910  ...    3342       3342      WR
139    139      WR2510  20250910  ...    3280       3287      WR
140    140      WR2511  20250910  ...    3302       3320      WR
141    141      WR2512  20250910  ...    3324       3349      WR
142    142      WR2601  20250910  ...    3390       3352      WR
143    143      WR2602  20250910  ...    3337       3337      WR
144    144      WR2603  20250910  ...    3338       3338      WR
145    145      WR2604  20250910  ...    3399       3400      WR
146    146      WR2605  20250910  ...    3414       3414      WR
147    147      WR2606  20250910  ...    3375       3375      WR
148    148      WR2607  20250910  ...    3390       3432      WR
149    149      WR2608  20250910  ...    3414       3414      WR
150    150      HC2509  20250910  ...    3396       3396      HC
151    151      HC2510  20250910  ...    3370       3384      HC
152    152      HC2511  20250910  ...    3357       3373      HC
153    153      HC2512  20250910  ...    3350       3366      HC
154    154      HC2601  20250910  ...    3335       3355      HC
155    155      HC2602  20250910  ...    3339       3353      HC
156    156      HC2603  20250910  ...    3342       3357      HC
157    157      HC2604  20250910  ...    3346       3359      HC
158    158      HC2605  20250910  ...    3346       3361      HC
159    159      HC2606  20250910  ...    3359       3366      HC
160    160      HC2607  20250910  ...    3340       3368      HC
161    161      HC2608  20250910  ...    3358       3371      HC
162    162      SS2509  20250910  ...   12800      12800      SS
163    163      SS2510  20250910  ...   12825      12850      SS
164    164      SS2511  20250910  ...   12915      12930      SS
165    165      SS2512  20250910  ...   12955      12975      SS
166    166      SS2601  20250910  ...   13005      13025      SS
167    167      SS2602  20250910  ...   13060      13065      SS
168    168      SS2603  20250910  ...   13120      13175      SS
169    169      SS2604  20250910  ...   13190      13190      SS
170    170      SS2605  20250910  ...   13265      13295      SS
171    171      SS2606  20250910  ...   13320      13330      SS
172    172      SS2607  20250910  ...   13370      13405      SS
173    173      SS2608  20250910  ...   13400      13445      SS
174    174      SC2510  20250910  ...   486.1      483.4      SC
175    175      SC2511  20250910  ...   485.7      481.3      SC
176    176      SC2512  20250910  ...   484.6      479.6      SC
177    177      SC2601  20250910  ...   484.5      477.3      SC
178    178      SC2602  20250910  ...   483.7        476      SC
179    179      SC2603  20250910  ...   482.6      474.9      SC
180    180      SC2604  20250910  ...   481.6      473.4      SC
181    181      SC2605  20250910  ...   481.5      472.7      SC
182    182      SC2606  20250910  ...   477.9      471.4      SC
183    183      SC2607  20250910  ...   480.9      467.9      SC
184    184      SC2608  20250910  ...   475.5      467.4      SC
185    185      SC2609  20250910  ...   474.4        466      SC
186    186      SC2612  20250910  ...   467.3      464.8      SC
187    187      SC2703  20250910  ...   462.1      462.1      SC
188    188      SC2706  20250910  ...   460.7      459.3      SC
189    189      SC2709  20250910  ...   461.3      460.6      SC
190    190      SC2712  20250910  ...     461      461.7      SC
191    191      SC2803  20250910  ...   459.5      460.8      SC
192    192      SC2806  20250910  ...   461.5      458.5      SC
193    193      SC2809  20250910  ...   458.1      458.1      SC
194    194      LU2510  20250910  ...    3368       3345      LU
195    195      LU2511  20250910  ...    3392       3367      LU
196    196      LU2512  20250910  ...    3382       3365      LU
197    197      LU2601  20250910  ...    3378       3358      LU
198    198      LU2602  20250910  ...    3358       3340      LU
199    199      LU2603  20250910  ...    3354       3336      LU
200    200      LU2604  20250910  ...    3349       3334      LU
201    201      LU2605  20250910  ...    3341       3325      LU
202    202      LU2606  20250910  ...    3339       3313      LU
203    203      LU2607  20250910  ...    3335       3320      LU
204    204      LU2608  20250910  ...    3324       3329      LU
205    205      LU2609  20250910  ...    3329       3316      LU
206    206      FU2510  20250910  ...    2828       2787      FU
207    207      FU2511  20250910  ...    2822       2787      FU
208    208      FU2512  20250910  ...    2802       2768      FU
209    209      FU2601  20250910  ...    2789       2756      FU
210    210      FU2602  20250910  ...    2771       2740      FU
211    211      FU2603  20250910  ...    2759       2727      FU
212    212      FU2604  20250910  ...    2757       2725      FU
213    213      FU2605  20250910  ...    2742       2716      FU
214    214      FU2606  20250910  ...    2735       2711      FU
215    215      FU2607  20250910  ...    2724       2700      FU
216    216      FU2608  20250910  ...    2717       2693      FU
217    217      FU2609  20250910  ...    2696       2674      FU
218    218      BU2509  20250910  ...    3404       3448      BU
219    219      BU2510  20250910  ...    3456       3444      BU
220    220      BU2511  20250910  ...    3437       3420      BU
221    221      BU2512  20250910  ...    3392       3374      BU
222    222      BU2601  20250910  ...    3365       3348      BU
223    223      BU2602  20250910  ...    3364       3348      BU
224    224      BU2603  20250910  ...    3369       3352      BU
225    225      BU2604  20250910  ...    3348       3348      BU
226    226      BU2605  20250910  ...    3357       3351      BU
227    227      BU2606  20250910  ...    3353       3344      BU
228    228      BU2607  20250910  ...    3358       3341      BU
229    229      BU2608  20250910  ...    3340       3340      BU
230    230      BU2609  20250910  ...    3346       3329      BU
231    231      BU2612  20250910  ...    3307       3293      BU
232    232      BU2703  20250910  ...    3293       3293      BU
233    233      BU2706  20250910  ...    3321       3302      BU
234    234      BR2509  20250910  ...   11850      11930      BR
235    235      BR2510  20250910  ...   11720      11820      BR
236    236      BR2511  20250910  ...   11705      11795      BR
237    237      BR2512  20250910  ...   11690      11785      BR
238    238      BR2601  20250910  ...   11700      11775      BR
239    239      BR2602  20250910  ...   11735      11895      BR
240    240      BR2603  20250910  ...   11705      11725      BR
241    241      BR2604  20250910  ...   11710      11670      BR
242    242      BR2605  20250910  ...   11745      11880      BR
243    243      BR2606  20250910  ...   11815      11815      BR
244    244      BR2607  20250910  ...   12000      12000      BR
245    245      BR2608  20250910  ...   11915      11915      BR
246    246      RU2509  20250910  ...   14975      15180      RU
247    247      RU2510  20250910  ...   15050      15170      RU
248    248      RU2511  20250910  ...   15005      15100      RU
249    249      RU2601  20250910  ...   15955      16090      RU
250    250      RU2603  20250910  ...   15970      16045      RU
251    251      RU2604  20250910  ...   15960      16065      RU
252    252      RU2605  20250910  ...   15995      16125      RU
253    253      RU2606  20250910  ...   16030      16115      RU
254    254      RU2607  20250910  ...   16045      16180      RU
255    255      RU2608  20250910  ...   16065      16205      RU
256    256      NR2509  20250910  ...   12645      12705      NR
257    257      NR2510  20250910  ...   12660      12800      NR
258    258      NR2511  20250910  ...   12715      12840      NR
259    259      NR2512  20250910  ...   12760      12870      NR
260    260      NR2601  20250910  ...   12800      12920      NR
261    261      NR2602  20250910  ...   12825      12905      NR
262    262      NR2603  20250910  ...   12795      12885      NR
263    263      NR2604  20250910  ...   12815      12895      NR
264    264      NR2605  20250910  ...   12840      12935      NR
265    265      NR2606  20250910  ...   13000      13000      NR
266    266      NR2607  20250910  ...   13045      13060      NR
267    267      NR2608  20250910  ...   12865      12865      NR
268    268      SP2509  20250910  ...    4872       4954      SP
269    269      SP2510  20250910  ...    4890       4960      SP
270    270      SP2511  20250910  ...    4928       4994      SP
271    271      SP2512  20250910  ...    4942       5008      SP
272    272      SP2601  20250910  ...    5226       5270      SP
273    273      SP2602  20250910  ...    5226       5254      SP
274    274      SP2603  20250910  ...    5214       5266      SP
275    275      SP2604  20250910  ...    5228       5284      SP
276    276      SP2605  20250910  ...    5234       5282      SP
277    277      SP2606  20250910  ...    5244       5290      SP
278    278      SP2607  20250910  ...    5254       5292      SP
279    279      SP2608  20250910  ...    5258       5296      SP
280    280      OP2601  20250910  ...    4238       4218      OP
281    281      OP2602  20250910  ...    4216       4218      OP
282    282      OP2603  20250910  ...    4196       4218      OP
283    283      OP2604  20250910  ...    4224       4218      OP
284    284      OP2605  20250910  ...    4236       4218      OP
285    285      OP2606  20250910  ...    4262       4218      OP
286    286      OP2607  20250910  ...    4246       4218      OP
287    287      OP2608  20250910  ...    4260       4218      OP
288    288      EC2510  20250910  ...  1270.9     1272.8      EC
289    289      EC2512  20250910  ...  1677.3     1674.4      EC
290    290      EC2602  20250910  ...  1525.2     1521.8      EC
291    291      EC2604  20250910  ...  1252.1     1249.5      EC
292    292      EC2606  20250910  ...  1438.6     1429.9      EC
293    293      EC2608  20250910  ...  1609.3     1606.3      EC
294    295  SC_TAS2510  20250910  ...                     SC_TAS
295    296  SC_TAS2511  20250910  ...                     SC_TAS
296    297  SC_TAS2512  20250910  ...                     SC_TAS
297    298  SC_TAS2601  20250910  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 18:28:19,022 - future_1d - INFO - ak.get_shfe_daily('2025-09-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250910  55500.0  ...  55575.0     55960.0       PS
1   PS2510  20250910  52750.0  ...  52840.0     55420.0       PS
2   PS2511  20250910  52400.0  ...  52690.0     55320.0       PS
3   PS2512  20250910  54610.0  ...  55180.0     57655.0       PS
4   PS2601  20250910  54480.0  ...  55040.0     57525.0       PS
5   PS2602  20250910  54955.0  ...  55095.0     57635.0       PS
6   PS2603  20250910  54900.0  ...  55055.0     58150.0       PS
7   PS2604  20250910  54940.0  ...  55130.0     58280.0       PS
8   PS2605  20250910  55500.0  ...  55245.0     57690.0       PS
9   PS2606  20250910  58200.0  ...  57570.0     59785.0       PS
10  PS2607  20250910  57570.0  ...  57500.0     59985.0       PS
11  PS2608  20250910  56300.0  ...  57455.0     59585.0       PS
13  SI2509  20250910   8400.0  ...   8470.0      8555.0       SI
14  SI2510  20250910   8300.0  ...   8520.0      8505.0       SI
15  SI2511  20250910   8300.0  ...   8530.0      8530.0       SI
16  SI2512  20250910   8690.0  ...   8885.0      8895.0       SI
17  SI2601  20250910   8670.0  ...   8875.0      8890.0       SI
18  SI2602  20250910   8700.0  ...   8935.0      8900.0       SI
19  SI2603  20250910   8670.0  ...   8920.0      8895.0       SI
20  SI2604  20250910   8680.0  ...   8950.0      8910.0       SI
21  SI2605  20250910   8755.0  ...   8915.0      8920.0       SI
22  SI2606  20250910   8695.0  ...   8940.0      8855.0       SI
23  SI2607  20250910   8735.0  ...   8940.0      8925.0       SI
24  SI2608  20250910   8725.0  ...   8905.0      8965.0       SI
27  LC2509  20250910  69000.0  ...  69760.0     74260.0       LC
28  LC2510  20250910  68540.0  ...  69720.0     74500.0       LC
29  LC2511  20250910  69040.0  ...  70120.0     74340.0       LC
30  LC2512  20250910  69000.0  ...  70200.0     74120.0       LC
31  LC2601  20250910  69000.0  ...  70240.0     74380.0       LC
32  LC2602  20250910  69920.0  ...  70240.0     74040.0       LC
33  LC2603  20250910  70600.0  ...  70220.0     74200.0       LC
34  LC2604  20250910  70840.0  ...  70660.0     74720.0       LC
35  LC2605  20250910  70400.0  ...  70700.0     74740.0       LC
36  LC2606  20250910  71280.0  ...  70460.0     74720.0       LC
37  LC2607  20250910  71220.0  ...  70500.0     74520.0       LC
38  LC2608  20250910  71000.0  ...  70700.0     74580.0       LC

[36 rows x 12 columns]
2025-09-12 18:28:20,755 - future_1d - INFO - ak.get_gfex_daily('2025-09-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250910     483   489.4  ...   5025181.2   486.1      483.4      SC
1       SC2511  20250910     482   489.6  ...  1613926.25   485.7      481.3      SC
2       SC2512  20250910   480.6   489.2  ...   538114.44   484.6      479.6      SC
3       SC2601  20250910   479.1   488.2  ...   153939.26   484.5      477.3      SC
4       SC2602  20250910   478.5   486.1  ...    70098.27   483.7        476      SC
5       SC2603  20250910     477   485.3  ...    44646.62   482.6      474.9      SC
6       SC2604  20250910   476.7   485.3  ...    56879.49   481.6      473.4      SC
7       SC2605  20250910   475.4   485.6  ...    16180.82   481.5      472.7      SC
8       SC2606  20250910   472.4   488.3  ...   146503.89   477.9      471.4      SC
9       SC2607  20250910   472.3   484.5  ...     2933.49   480.9      467.9      SC
10      SC2608  20250910   469.7   479.5  ...      142.65   475.5      467.4      SC
11      SC2609  20250910   474.5   474.5  ...      142.34   474.4        466      SC
12      SC2612  20250910   467.3   467.3  ...       46.73   467.3      464.8      SC
13      SC2703  20250910                  ...           0   462.1      462.1      SC
14      SC2706  20250910                  ...           0   460.7      459.3      SC
15      SC2709  20250910     462     462  ...       92.27   461.3      460.6      SC
16      SC2712  20250910   471.7   471.7  ...      368.84     461      461.7      SC
17      SC2803  20250910     459     462  ...       183.8   459.5      460.8      SC
18      SC2806  20250910   458.2   466.1  ...      830.81   461.5      458.5      SC
19      SC2809  20250910     457   461.5  ...       320.7   458.1      458.1      SC
21      LU2510  20250910    3379    3385  ...    7549.523    3368       3345      LU
22      LU2511  20250910    3384    3412  ...  352206.091    3392       3367      LU
23      LU2512  20250910    3376    3401  ...  150289.394    3382       3365      LU
24      LU2601  20250910    3378    3394  ...   29310.738    3378       3358      LU
25      LU2602  20250910    3354    3371  ...     1541.47    3358       3340      LU
26      LU2603  20250910    3357    3357  ...      16.774    3354       3336      LU
27      LU2604  20250910    3355    3355  ...      10.047    3349       3334      LU
28      LU2605  20250910    3340    3349  ...      20.049    3341       3325      LU
29      LU2606  20250910    3339    3339  ...       3.339    3339       3313      LU
30      LU2607  20250910    3344    3344  ...      10.007    3335       3320      LU
31      LU2608  20250910    3329    3330  ...      29.918    3324       3329      LU
32      LU2609  20250910    3334    3334  ...      23.309    3329       3316      LU
34      NR2509  20250910   12645   12645  ...      126.45   12645      12705      NR
35      NR2510  20250910   12715   12725  ...  182511.685   12660      12800      NR
36      NR2511  20250910   12755   12775  ...  934301.935   12715      12840      NR
37      NR2512  20250910   12805   12820  ...    65431.28   12760      12870      NR
38      NR2601  20250910   12825   12865  ...  114250.385   12800      12920      NR
39      NR2602  20250910   12800   12860  ...     6504.27   12825      12905      NR
40      NR2603  20250910   12795   12855  ...     1433.47   12795      12885      NR
41      NR2604  20250910   12840   12865  ...      589.58   12815      12895      NR
42      NR2605  20250910   12840   12840  ...       38.52   12840      12935      NR
43      NR2606  20250910                  ...           0   13000      13000      NR
44      NR2607  20250910                  ...           0   13045      13060      NR
45      NR2608  20250910   12865   12865  ...      12.865   12865      12865      NR
47      BC2509  20250910                  ...           0   70500      70500      BC
48      BC2510  20250910   70740   71040  ...  130990.865   70820      70810      BC
49      BC2511  20250910   70670   71010  ...     13453.4   70800      70780      BC
50      BC2512  20250910                  ...           0   70790      70790      BC
51      BC2601  20250910                  ...           0   70880      70880      BC
52      BC2602  20250910                  ...           0   70900      70900      BC
53      BC2603  20250910   70460   70460  ...     140.105   70050      70880      BC
54      BC2604  20250910                  ...           0   71200      71200      BC
55      BC2605  20250910                  ...           0   71170      71170      BC
56      BC2606  20250910                  ...           0   70700      70700      BC
57      BC2607  20250910                  ...           0   70900      70900      BC
58      BC2608  20250910                  ...           0   70800      70800      BC
60      EC2510  20250910    1270  1285.4  ...   96757.742  1270.9     1272.8      EC
61      EC2512  20250910  1664.9    1698  ...   68217.305  1677.3     1674.4      EC
62      EC2602  20250910  1526.7  1537.4  ...    6825.514  1525.2     1521.8      EC
63      EC2604  20250910    1249  1264.4  ...   2798.5375  1252.1     1249.5      EC
64      EC2606  20250910  1438.2  1446.1  ...    719.3225  1438.6     1429.9      EC
65      EC2608  20250910  1619.3  1620.4  ...     346.011  1609.3     1606.3      EC
68  SC_TAS2510  20250910                  ...                                 SC_TAS
69  SC_TAS2511  20250910                  ...                                 SC_TAS
70  SC_TAS2512  20250910                  ...                                 SC_TAS
71  SC_TAS2601  20250910                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-12 18:28:20,884 - future_1d - INFO - ak.get_ine_daily('2025-09-10') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250910   4040.00  ...   4040.00     4067.00        A
1     a2511  20250910   3968.00  ...   3935.00     3971.00        A
2     a2601  20250910   3971.00  ...   3936.00     3970.00        A
3     a2603  20250910   3970.00  ...   3938.00     3971.00        A
4     a2605  20250910   4012.00  ...   3983.00     4016.00        A
5     a2607  20250910   4017.00  ...   3985.00     4018.00        A
6     b2509  20250910      0.00  ...   3681.00     3681.00        B
7     b2510  20250910   3705.00  ...   3684.00     3720.00        B
8     b2511  20250910   3747.00  ...   3722.00     3755.00        B
9     b2512  20250910   3781.00  ...   3761.00     3786.00        B
10    b2601  20250910   3786.00  ...   3762.00     3785.00        B
11    b2602  20250910   3767.00  ...   3746.00     3766.00        B
12    b2603  20250910   3704.00  ...   3692.00     3712.00        B
13    b2604  20250910   3586.00  ...   3584.00     3597.00        B
14    b2605  20250910   3508.00  ...   3505.00     3521.00        B
15    b2606  20250910   3490.00  ...   3478.00     3497.00        B
16    b2607  20250910   3499.00  ...   3482.00     3499.00        B
17    b2608  20250910   3588.00  ...   3578.00     3597.00        B
18   bb2509  20250910      0.00  ...    136.00      136.00       BB
19   bb2511  20250910    142.05  ...    142.05      142.15       BB
20   bb2601  20250910    148.10  ...    147.60      146.90       BB
21   bb2603  20250910      0.00  ...    147.15      147.15       BB
22   bb2605  20250910      0.00  ...    142.10      141.45       BB
23   bb2607  20250910      0.00  ...    146.90      146.25       BB
24   bz2603  20250910   6009.00  ...   6012.00     5998.00       BZ
25   bz2604  20250910   5984.00  ...   5992.00     5979.00       BZ
26   bz2605  20250910   5990.00  ...   6011.00     6012.00       BZ
27   bz2606  20250910      0.00  ...   6002.00     6002.00       BZ
28   bz2607  20250910      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250910      0.00  ...   6005.00     6005.00       BZ
30    c2509  20250910      0.00  ...   2285.00     2285.00        C
31    c2511  20250910   2216.00  ...   2199.00     2215.00        C
32    c2601  20250910   2190.00  ...   2174.00     2191.00        C
33    c2603  20250910   2203.00  ...   2188.00     2204.00        C
34    c2605  20250910   2254.00  ...   2241.00     2258.00        C
35    c2607  20250910   2262.00  ...   2254.00     2266.00        C
36   cs2509  20250910      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250910   2510.00  ...   2491.00     2513.00       CS
38   cs2601  20250910   2527.00  ...   2504.00     2532.00       CS
39   cs2603  20250910   2534.00  ...   2510.00     2538.00       CS
40   cs2605  20250910   2608.00  ...   2589.00     2614.00       CS
41   cs2607  20250910   2596.00  ...   2589.00     2615.00       CS
42   eb2509  20250910      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250910   7063.00  ...   7059.00     7047.00       EB
44   eb2511  20250910   7064.00  ...   7070.00     7058.00       EB
45   eb2512  20250910   7059.00  ...   7079.00     7065.00       EB
46   eb2601  20250910   7100.00  ...   7101.00     7093.00       EB
47   eb2602  20250910   7127.00  ...   7129.00     7123.00       EB
48   eb2603  20250910   7174.00  ...   7157.00     7156.00       EB
49   eb2604  20250910   7198.00  ...   7189.00     7193.00       EB
50   eb2605  20250910   7186.00  ...   7200.00     7194.00       EB
51   eb2606  20250910      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250910      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250910      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250910   4334.00  ...   4343.00     4361.00       EG
55   eg2510  20250910   4353.00  ...   4347.00     4351.00       EG
56   eg2511  20250910   4346.00  ...   4332.00     4328.00       EG
57   eg2512  20250910   4332.00  ...   4322.00     4325.00       EG
58   eg2601  20250910   4321.00  ...   4320.00     4319.00       EG
59   eg2602  20250910   4321.00  ...   4323.00     4325.00       EG
60   eg2603  20250910      0.00  ...   4323.00     4323.00       EG
61   eg2604  20250910   4342.00  ...   4350.00     4348.00       EG
62   eg2605  20250910   4358.00  ...   4354.00     4348.00       EG
63   eg2606  20250910   4354.00  ...   4357.00     4355.00       EG
64   eg2607  20250910      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250910      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250910      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250910   1273.50  ...   1272.50     1273.00       FB
68   fb2511  20250910   1261.00  ...   1261.50     1258.00       FB
69   fb2512  20250910   1253.50  ...   1256.50     1254.50       FB
70   fb2601  20250910   1250.00  ...   1250.00     1245.00       FB
71   fb2602  20250910   1236.00  ...   1239.00     1238.00       FB
72   fb2603  20250910   1248.00  ...   1252.00     1246.00       FB
73   fb2604  20250910   1250.00  ...   1250.00     1255.00       FB
74   fb2605  20250910      0.00  ...   1318.50     1321.00       FB
75   fb2606  20250910      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250910      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250910      0.00  ...   1296.00     1296.00       FB
78    i2509  20250910      0.00  ...    847.50      847.50        I
79    i2510  20250910    829.00  ...    823.50      823.50        I
80    i2511  20250910    820.50  ...    816.50      818.00        I
81    i2512  20250910    814.00  ...    811.50      811.50        I
82    i2601  20250910    803.50  ...    802.00      803.00        I
83    i2602  20250910    796.00  ...    796.00      798.00        I
84    i2603  20250910    792.50  ...    790.50      791.00        I
85    i2604  20250910    784.50  ...    786.00      788.00        I
86    i2605  20250910    780.00  ...    777.50      779.00        I
87    i2606  20250910    772.00  ...    771.00      772.00        I
88    i2607  20250910    767.00  ...    767.50      767.50        I
89    i2608  20250910    762.00  ...    762.00      762.50        I
90    j2509  20250910      0.00  ...   1512.50     1512.50        J
91    j2510  20250910   1488.50  ...   1499.50     1514.00        J
92    j2511  20250910   1518.50  ...   1533.50     1546.50        J
93    j2512  20250910   1554.00  ...   1572.50     1584.50        J
94    j2601  20250910   1589.00  ...   1601.00     1615.50        J
95    j2602  20250910   1611.00  ...   1618.00     1645.50        J
96    j2603  20250910      0.00  ...   1660.00     1660.00        J
97    j2604  20250910      0.00  ...   1720.50     1720.50        J
98    j2605  20250910   1735.50  ...   1726.00     1744.00        J
99    j2606  20250910      0.00  ...   1761.00     1761.00        J
100   j2607  20250910   1727.00  ...   1727.00     1768.50        J
101   j2608  20250910   1748.00  ...   1763.00     1770.00        J
102  jd2509  20250910   3001.00  ...   3037.00     3050.00       JD
103  jd2510  20250910   3056.00  ...   3032.00     3032.00       JD
104  jd2511  20250910   3077.00  ...   3040.00     3066.00       JD
105  jd2512  20250910   3231.00  ...   3198.00     3223.00       JD
106  jd2601  20250910   3400.00  ...   3373.00     3406.00       JD
107  jd2602  20250910   3131.00  ...   3116.00     3138.00       JD
108  jd2603  20250910   3149.00  ...   3131.00     3150.00       JD
109  jd2604  20250910   3337.00  ...   3327.00     3343.00       JD
110  jd2605  20250910   3480.00  ...   3467.00     3480.00       JD
111  jd2606  20250910   3289.00  ...   3270.00     3287.00       JD
112  jd2607  20250910   3511.00  ...   3494.00     3510.00       JD
113  jd2608  20250910   3922.00  ...   3916.00     3918.00       JD
114  jm2509  20250910    950.00  ...    969.00      950.50       JM
115  jm2510  20250910    948.00  ...    952.50      963.00       JM
116  jm2511  20250910   1008.00  ...   1007.00     1022.00       JM
117  jm2512  20250910   1067.50  ...   1064.00     1082.50       JM
118  jm2601  20250910   1117.00  ...   1115.50     1139.00       JM
119  jm2602  20250910   1149.00  ...   1140.50     1165.00       JM
120  jm2603  20250910   1169.00  ...   1158.00     1188.50       JM
121  jm2604  20250910   1188.00  ...   1174.50     1209.50       JM
122  jm2605  20250910   1199.50  ...   1189.00     1226.00       JM
123  jm2606  20250910   1209.00  ...   1203.50     1241.00       JM
124  jm2607  20250910   1220.00  ...   1213.00     1251.50       JM
125  jm2608  20250910   1239.50  ...   1226.00     1259.50       JM
126   l2509  20250910   7150.00  ...   7165.00     7140.00        L
127   l2510  20250910   7199.00  ...   7205.00     7203.00        L
128   l2511  20250910   7212.00  ...   7219.00     7212.00        L
129   l2512  20250910   7225.00  ...   7230.00     7221.00        L
130   l2601  20250910   7234.00  ...   7233.00     7228.00        L
131   l2602  20250910   7219.00  ...   7227.00     7219.00        L
132   l2603  20250910   7228.00  ...   7227.00     7217.00        L
133   l2604  20250910   7259.00  ...   7259.00     7246.00        L
134   l2605  20250910   7247.00  ...   7243.00     7239.00        L
135   l2606  20250910      0.00  ...   7228.00     7228.00        L
136   l2607  20250910      0.00  ...   7251.00     7251.00        L
137   l2608  20250910      0.00  ...   7269.00     7269.00        L
138  lg2509  20250910    773.50  ...    773.00      776.50       LG
139  lg2511  20250910    803.00  ...    805.00      805.50       LG
140  lg2601  20250910    819.00  ...    819.50      819.50       LG
141  lg2603  20250910    825.50  ...    825.50      826.00       LG
142  lg2605  20250910    831.50  ...    830.00      830.50       LG
143  lg2607  20250910    833.00  ...    831.50      833.00       LG
144  lh2509  20250910  13200.00  ...  13190.00    13140.00       LH
145  lh2511  20250910  13215.00  ...  13315.00    13230.00       LH
146  lh2601  20250910  13635.00  ...  13730.00    13690.00       LH
147  lh2603  20250910  12920.00  ...  13010.00    12990.00       LH
148  lh2605  20250910  13400.00  ...  13520.00    13480.00       LH
149  lh2607  20250910  14155.00  ...  14240.00    14155.00       LH
150   m2509  20250910      0.00  ...   3031.00     3031.00        M
151   m2511  20250910   3041.00  ...   3031.00     3042.00        M
152   m2512  20250910   3090.00  ...   3080.00     3090.00        M
153   m2601  20250910   3079.00  ...   3064.00     3076.00        M
154   m2603  20250910   2998.00  ...   2991.00     2999.00        M
155   m2605  20250910   2800.00  ...   2799.00     2802.00        M
156   m2607  20250910   2781.00  ...   2778.00     2781.00        M
157   m2608  20250910   2907.00  ...   2907.00     2909.00        M
158   p2509  20250910   9446.00  ...   9446.00     9478.00        P
159   p2510  20250910   9420.00  ...   9320.00     9436.00        P
160   p2511  20250910   9420.00  ...   9314.00     9434.00        P
161   p2512  20250910   9446.00  ...   9326.00     9458.00        P
162   p2601  20250910   9470.00  ...   9340.00     9470.00        P
163   p2602  20250910   9386.00  ...   9284.00     9410.00        P
164   p2603  20250910   9394.00  ...   9290.00     9394.00        P
165   p2604  20250910   9280.00  ...   9200.00     9326.00        P
166   p2605  20250910   9256.00  ...   9126.00     9246.00        P
167   p2606  20250910   9100.00  ...   9030.00     9156.00        P
168   p2607  20250910   9006.00  ...   8942.00     9052.00        P
169   p2608  20250910   8922.00  ...   8910.00     8966.00        P
170  pg2509  20250910   3703.00  ...   3706.00     3706.00       PG
171  pg2510  20250910   4398.00  ...   4437.00     4413.00       PG
172  pg2511  20250910   4358.00  ...   4389.00     4356.00       PG
173  pg2512  20250910   4297.00  ...   4328.00     4294.00       PG
174  pg2601  20250910   4228.00  ...   4270.00     4235.00       PG
175  pg2602  20250910   4166.00  ...   4194.00     4166.00       PG
176  pg2603  20250910   4074.00  ...   4105.00     4079.00       PG
177  pg2604  20250910   4403.00  ...   4437.00     4409.00       PG
178  pg2605  20250910   4358.00  ...   4358.00     4323.00       PG
179  pg2606  20250910   4297.00  ...   4288.00     4261.00       PG
180  pg2607  20250910   4256.00  ...   4255.00     4207.00       PG
181  pg2608  20250910      0.00  ...   4163.00     4163.00       PG
182  pp2509  20250910   6818.00  ...   6832.00     6835.00       PP
183  pp2510  20250910   6857.00  ...   6867.00     6868.00       PP
184  pp2511  20250910   6883.00  ...   6898.00     6896.00       PP
185  pp2512  20250910   6919.00  ...   6930.00     6925.00       PP
186  pp2601  20250910   6943.00  ...   6951.00     6945.00       PP
187  pp2602  20250910   6918.00  ...   6933.00     6922.00       PP
188  pp2603  20250910   6923.00  ...   6920.00     6922.00       PP
189  pp2604  20250910   6964.00  ...   6963.00     6950.00       PP
190  pp2605  20250910   6960.00  ...   6973.00     6962.00       PP
191  pp2606  20250910   6944.00  ...   6946.00     6931.00       PP
192  pp2607  20250910   6898.00  ...   6915.00     6897.00       PP
193  pp2608  20250910   6914.00  ...   6922.00     6906.00       PP
194  rr2509  20250910      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250910   3608.00  ...   3605.00     3609.00       RR
196  rr2511  20250910   3615.00  ...   3611.00     3613.00       RR
197  rr2512  20250910   3611.00  ...   3608.00     3609.00       RR
198  rr2601  20250910   3619.00  ...   3617.00     3620.00       RR
199  rr2602  20250910      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250910      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250910      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250910      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250910      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250910      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250910      0.00  ...   3625.00     3625.00       RR
206   v2509  20250910   4691.00  ...   4696.00     4710.00        V
207   v2510  20250910   4733.00  ...   4743.00     4755.00        V
208   v2511  20250910   4770.00  ...   4776.00     4787.00        V
209   v2512  20250910   4810.00  ...   4815.00     4822.00        V
210   v2601  20250910   4850.00  ...   4849.00     4864.00        V
211   v2602  20250910   4882.00  ...   4885.00     4898.00        V
212   v2603  20250910   4906.00  ...   4916.00     4931.00        V
213   v2604  20250910   5120.00  ...   5119.00     5120.00        V
214   v2605  20250910   5150.00  ...   5149.00     5173.00        V
215   v2606  20250910   5167.00  ...   5169.00     5192.00        V
216   v2607  20250910   5220.00  ...   5208.00     5241.00        V
217   v2608  20250910   5240.00  ...   5247.00     5271.00        V
218   y2509  20250910   8650.00  ...   8414.00     8286.00        Y
219   y2511  20250910   8420.00  ...   8344.00     8448.00        Y
220   y2512  20250910   8442.00  ...   8374.00     8466.00        Y
221   y2601  20250910   8388.00  ...   8322.00     8418.00        Y
222   y2603  20250910   8324.00  ...   8236.00     8336.00        Y
223   y2605  20250910   8108.00  ...   8028.00     8122.00        Y
224   y2607  20250910   8052.00  ...   7982.00     8080.00        Y
225   y2608  20250910   8042.00  ...   7998.00     8086.00        Y

[226 rows x 12 columns]
2025-09-12 18:28:21,457 - future_1d - INFO - ak.get_dce_daily('2025-09-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250910  6883.800  ...  6887.800    6866.800       IC
1   IC2510  20250910  6812.400  ...  6825.800    6808.000       IC
2   IC2512  20250910  6690.000  ...  6710.000    6692.000       IC
3   IC2603  20250910  6546.000  ...  6556.600    6546.400       IC
4   IF2509  20250910  4430.800  ...  4444.600    4420.800       IF
5   IF2510  20250910  4430.000  ...  4437.200    4412.800       IF
6   IF2512  20250910  4399.800  ...  4415.200    4393.200       IF
7   IF2603  20250910  4380.400  ...  4394.000    4373.600       IF
8   IH2509  20250910  2928.000  ...  2944.200    2922.000       IH
9   IH2510  20250910  2928.000  ...  2943.400    2921.600       IH
10  IH2512  20250910  2928.400  ...  2943.200    2921.800       IH
11  IH2603  20250910  2927.800  ...  2945.800    2923.200       IH
12  IM2509  20250910  7176.800  ...  7176.600    7153.400       IM
13  IM2510  20250910  7100.800  ...  7112.400    7092.400       IM
14  IM2512  20250910  6956.600  ...  6965.000    6948.800       IM
15  IM2603  20250910  6778.200  ...  6777.400    6769.800       IM
16   T2509  20250910   107.970  ...   107.725     107.920        T
17   T2512  20250910   107.745  ...   107.505     107.785        T
18   T2603  20250910   107.480  ...   107.235     107.525        T
19  TF2509  20250910   105.645  ...   105.620     105.655       TF
20  TF2512  20250910   105.535  ...   105.445     105.580       TF
21  TF2603  20250910   105.475  ...   105.355     105.495       TF
22  TL2509  20250910   115.830  ...   115.240     116.310       TL
23  TL2512  20250910   115.520  ...   114.870     115.760       TL
24  TL2603  20250910   115.170  ...   114.530     115.390       TL
25  TS2509  20250910   102.346  ...   102.310     102.346       TS
26  TS2512  20250910   102.384  ...   102.348     102.390       TS
27  TS2603  20250910   102.308  ...   102.288     102.324       TS

[28 rows x 12 columns]
2025-09-12 18:28:21,704 - future_1d - INFO - ak.get_cffex_daily('2025-09-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250910   8045.0   8225.0  ...   154717.05   8163.0      8175.0       AP
1    AP511  20250910   7986.0   8066.0  ...     3743.15   8026.0      8049.0       AP
2    AP512  20250910   8021.0   8089.0  ...      394.46   8050.0      8080.0       AP
3    AP601  20250910   8045.0   8166.0  ...   627525.38   8122.0      8136.0       AP
4    AP603  20250910   8065.0   8068.0  ...       64.42   8053.0      8088.0       AP
5    AP604  20250910   8096.0   8096.0  ...       16.18   8090.0      8100.0       AP
6    AP605  20250910   8138.0   8183.0  ...     2806.33   8158.0      8177.0       AP
7    CF509  20250910  13360.0  13370.0  ...     6744.90  13345.0     13440.0       CF
8    CF511  20250910  13630.0  13700.0  ...   235096.37  13645.0     13675.0       CF
9    CF601  20250910  13835.0  13880.0  ...  1487221.55  13835.0     13880.0       CF
10   CF603  20250910  13810.0  13835.0  ...     1331.55  13800.0     13860.0       CF
11   CF605  20250910  13790.0  13840.0  ...   126412.84  13795.0     13835.0       CF
12   CF607  20250910  13820.0  13850.0  ...      642.42  13815.0     13860.0       CF
13   CJ509  20250910      0.0      0.0  ...        0.00   9945.0      9945.0       CJ
14   CJ512  20250910  10955.0  10990.0  ...     3196.60  10945.0     10985.0       CJ
15   CJ601  20250910  10975.0  11050.0  ...   382595.72  10990.0     11040.0       CJ
16   CJ603  20250910  11030.0  11090.0  ...     5296.20  11045.0     11080.0       CJ
17   CJ605  20250910  11130.0  11180.0  ...    55999.23  11125.0     11170.0       CJ
18   CJ607  20250910  11255.0  11320.0  ...     2292.93  11265.0     11315.0       CJ
19   CY509  20250910      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250910      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250910  19900.0  19935.0  ...    82984.93  19895.0     19920.0       CY
22   CY512  20250910      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250910  19890.0  19910.0  ...      884.50  19875.0     19895.0       CY
24   CY602  20250910      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250910      0.0      0.0  ...        0.00  20255.0     20260.0       CY
26   CY604  20250910      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250910      0.0      0.0  ...        0.00  20165.0     20165.0       CY
28   CY606  20250910      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250910      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250910      0.0      0.0  ...        0.00  20170.0     20220.0       CY
31   FG509  20250910   1000.0   1011.0  ...      380.32    985.0      1017.0       FG
32   FG510  20250910   1109.0   1110.0  ...    54219.70   1100.0      1118.0       FG
33   FG511  20250910   1095.0   1100.0  ...   155572.37   1089.0      1110.0       FG
34   FG512  20250910   1192.0   1200.0  ...    76529.22   1188.0      1206.0       FG
35   FG601  20250910   1186.0   1194.0  ...  5133427.02   1179.0      1199.0       FG
36   FG602  20250910   1237.0   1243.0  ...    28525.61   1232.0      1248.0       FG
37   FG603  20250910   1241.0   1245.0  ...     1165.88   1232.0      1252.0       FG
38   FG604  20250910   1286.0   1293.0  ...      910.56   1279.0      1311.0       FG
39   FG605  20250910   1286.0   1290.0  ...    92465.83   1278.0      1296.0       FG
40   FG606  20250910   1310.0   1319.0  ...     1694.19   1307.0      1324.0       FG
41   FG607  20250910   1304.0   1311.0  ...      945.18   1298.0      1317.0       FG
42   FG608  20250910   1329.0   1334.0  ...     2118.81   1319.0      1343.0       FG
43   JR509  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250910   2245.0   2265.0  ...     1873.49   2260.0      2242.0       MA
53   MA510  20250910   2302.0   2324.0  ...    20948.98   2308.0      2305.0       MA
54   MA511  20250910   2331.0   2354.0  ...   144629.53   2333.0      2331.0       MA
55   MA512  20250910   2372.0   2397.0  ...    85597.64   2375.0      2373.0       MA
56   MA601  20250910   2398.0   2422.0  ...  1298827.28   2403.0      2397.0       MA
57   MA602  20250910   2405.0   2432.0  ...    25004.62   2411.0      2410.0       MA
58   MA603  20250910   2406.0   2435.0  ...      241.68   2417.0      2410.0       MA
59   MA604  20250910   2401.0   2424.0  ...       19.23   2404.0      2407.0       MA
60   MA605  20250910   2394.0   2417.0  ...    98481.08   2398.0      2394.0       MA
61   MA606  20250910   2396.0   2420.0  ...       19.31   2413.0      2395.0       MA
62   MA607  20250910   2376.0   2398.0  ...       69.34   2391.0      2382.0       MA
63   MA608  20250910   2405.0   2410.0  ...       16.82   2403.0      2388.0       MA
64   OI509  20250910      0.0      0.0  ...        0.00   9937.0      9968.0       OI
65   OI511  20250910   9990.0  10041.0  ...   464250.87   9985.0      9999.0       OI
66   OI601  20250910   9843.0   9877.0  ...  2790624.64   9823.0      9845.0       OI
67   OI603  20250910   9670.0   9709.0  ...     3373.54   9666.0      9680.0       OI
68   OI605  20250910   9515.0   9573.0  ...   134315.56   9541.0      9530.0       OI
69   OI607  20250910   9494.0   9513.0  ...      284.38   9479.0      9480.0       OI
70   PF509  20250910      0.0      0.0  ...        0.00   6268.0      6268.0       PF
71   PF510  20250910   6370.0   6400.0  ...    32924.97   6378.0      6360.0       PF
72   PF511  20250910   6350.0   6388.0  ...   400639.59   6362.0      6340.0       PF
73   PF512  20250910   6326.0   6370.0  ...   136307.03   6344.0      6322.0       PF
74   PF601  20250910   6368.0   6408.0  ...    19811.27   6390.0      6368.0       PF
75   PF602  20250910   6382.0   6418.0  ...    42375.88   6400.0      6374.0       PF
76   PF603  20250910   6382.0   6416.0  ...      112.20   6412.0      6386.0       PF
77   PF604  20250910   6424.0   6454.0  ...       35.42   6440.0      6442.0       PF
78   PF605  20250910   6468.0   6468.0  ...        9.70   6468.0      6454.0       PF
79   PF606  20250910      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250910      0.0      0.0  ...        0.00   6498.0      6492.0       PF
81   PF608  20250910      0.0      0.0  ...        0.00   6510.0      6508.0       PF
82   PK510  20250910   7880.0   7898.0  ...    28229.56   7876.0      7926.0       PK
83   PK511  20250910   7782.0   7808.0  ...   214382.20   7792.0      7830.0       PK
84   PK512  20250910   7778.0   7828.0  ...    79885.94   7804.0      7844.0       PK
85   PK601  20250910   7826.0   7850.0  ...    29793.81   7832.0      7860.0       PK
86   PK603  20250910   7838.0   7856.0  ...       27.47   7850.0      7882.0       PK
87   PK604  20250910   7878.0   7878.0  ...       11.82   7878.0      7896.0       PK
88   PK605  20250910   7854.0   7880.0  ...     3234.27   7870.0      7884.0       PK
89   PL601  20250910   6405.0   6430.0  ...    35925.17   6413.0      6395.0       PL
90   PL602  20250910   6433.0   6457.0  ...      232.16   6449.0      6432.0       PL
91   PL603  20250910   6445.0   6445.0  ...       12.89   6445.0      6427.0       PL
92   PL604  20250910      0.0      0.0  ...        0.00   6465.0      6465.0       PL
93   PL605  20250910   6386.0   6386.0  ...       12.77   6386.0      6360.0       PL
94   PL606  20250910      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250910   6450.0   6450.0  ...       12.90   6450.0      6424.0       PL
96   PL608  20250910      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250910      0.0      0.0  ...        0.00   5788.0      5794.0       PR
104  PR510  20250910   5834.0   5864.0  ...     5671.22   5844.0      5836.0       PR
105  PR511  20250910   5834.0   5864.0  ...   281895.10   5842.0      5834.0       PR
106  PR512  20250910   5852.0   5874.0  ...   182273.87   5854.0      5842.0       PR
107  PR601  20250910   5862.0   5882.0  ...   185022.08   5860.0      5846.0       PR
108  PR602  20250910      0.0      0.0  ...        0.00   5898.0      5886.0       PR
109  PR603  20250910      0.0      0.0  ...        0.00   5898.0      5894.0       PR
110  PR604  20250910      0.0      0.0  ...        0.00   5902.0      5892.0       PR
111  PR605  20250910      0.0      0.0  ...        0.00   5916.0      5916.0       PR
112  PR606  20250910      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250910      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250910      0.0      0.0  ...        0.00   5962.0      5960.0       PR
115  PX509  20250910      0.0      0.0  ...        0.00   6768.0      6724.0       PX
116  PX510  20250910   6732.0   6812.0  ...     4612.28   6788.0      6708.0       PX
117  PX511  20250910   6718.0   6794.0  ...   520291.14   6752.0      6708.0       PX
118  PX512  20250910   6702.0   6760.0  ...   113379.51   6720.0      6690.0       PX
119  PX601  20250910   6692.0   6732.0  ...    93542.64   6702.0      6674.0       PX
120  PX602  20250910   6672.0   6716.0  ...    12859.72   6688.0      6660.0       PX
121  PX603  20250910   6662.0   6662.0  ...        3.33   6662.0      6646.0       PX
122  PX604  20250910      0.0      0.0  ...        0.00   6698.0      6696.0       PX
123  PX605  20250910   6670.0   6716.0  ...      354.68   6692.0      6676.0       PX
124  PX606  20250910      0.0      0.0  ...        0.00   6708.0      6682.0       PX
125  PX607  20250910      0.0      0.0  ...        0.00   6722.0      6674.0       PX
126  PX608  20250910      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250910      0.0      0.0  ...        0.00   2565.0      2573.0       RM
134  RM511  20250910   2556.0   2558.0  ...    11654.56   2541.0      2548.0       RM
135  RM601  20250910   2555.0   2560.0  ...   770353.73   2542.0      2539.0       RM
136  RM603  20250910   2442.0   2450.0  ...    14930.08   2432.0      2432.0       RM
137  RM605  20250910   2409.0   2431.0  ...   134388.72   2412.0      2399.0       RM
138  RM607  20250910   2390.0   2412.0  ...    16468.46   2394.0      2380.0       RM
139  RM608  20250910   2489.0   2504.0  ...      214.08   2489.0      2480.0       RM
140  RS509  20250910      0.0      0.0  ...        0.00   4852.0      4854.0       RS
141  RS511  20250910   5175.0   5177.0  ...       10.35   5176.0      5196.0       RS
142  RS607  20250910   5528.0   5588.0  ...      155.66   5559.0      5561.0       RS
143  RS608  20250910      0.0      0.0  ...        0.00   5615.0      5627.0       RS
144  SA509  20250910   1156.0   1168.0  ...     5804.57   1151.0      1167.0       SA
145  SA510  20250910   1199.0   1208.0  ...    58396.32   1199.0      1212.0       SA
146  SA511  20250910   1205.0   1218.0  ...   296847.16   1208.0      1219.0       SA
147  SA512  20250910   1265.0   1276.0  ...   153414.88   1264.0      1275.0       SA
148  SA601  20250910   1271.0   1285.0  ...  3397262.42   1271.0      1287.0       SA
149  SA602  20250910   1304.0   1315.0  ...    31964.00   1304.0      1316.0       SA
150  SA603  20250910   1309.0   1321.0  ...     4482.70   1308.0      1323.0       SA
151  SA604  20250910   1350.0   1357.0  ...     1467.59   1349.0      1360.0       SA
152  SA605  20250910   1349.0   1361.0  ...   119241.42   1351.0      1367.0       SA
153  SA606  20250910   1363.0   1370.0  ...     1032.58   1359.0      1378.0       SA
154  SA607  20250910   1363.0   1373.0  ...     1432.27   1361.0      1377.0       SA
155  SA608  20250910   1382.0   1391.0  ...      920.95   1383.0      1397.0       SA
156  SF509  20250910   5410.0   5494.0  ...      915.23   5464.0      5448.0       SF
157  SF510  20250910   5430.0   5522.0  ...    32525.43   5472.0      5468.0       SF
158  SF511  20250910   5586.0   5692.0  ...   442359.92   5636.0      5630.0       SF
159  SF512  20250910   5526.0   5642.0  ...    64985.40   5596.0      5584.0       SF
160  SF601  20250910   5530.0   5646.0  ...   135499.99   5594.0      5586.0       SF
161  SF602  20250910   5510.0   5600.0  ...    19166.00   5548.0      5548.0       SF
162  SF603  20250910   5716.0   5770.0  ...       25.87   5750.0      5744.0       SF
163  SF604  20250910   5706.0   5706.0  ...        2.85   5706.0      5722.0       SF
164  SF605  20250910   5660.0   5752.0  ...     1910.97   5704.0      5692.0       SF
165  SF606  20250910   5640.0   5708.0  ...       31.18   5670.0      5656.0       SF
166  SF607  20250910   5770.0   5860.0  ...       37.80   5816.0      5810.0       SF
167  SF608  20250910   5730.0   5738.0  ...        5.73   5734.0      5744.0       SF
168  SH509  20250910   2780.0   2842.0  ...       33.73   2811.0      2656.0       SH
169  SH510  20250910   2552.0   2572.0  ...    64097.40   2559.0      2567.0       SH
170  SH511  20250910   2558.0   2579.0  ...   551526.90   2562.0      2571.0       SH
171  SH512  20250910   2581.0   2600.0  ...   303131.55   2583.0      2590.0       SH
172  SH601  20250910   2560.0   2588.0  ...  1896006.35   2571.0      2578.0       SH
173  SH602  20250910   2584.0   2607.0  ...    17714.75   2591.0      2595.0       SH
174  SH603  20250910   2603.0   2625.0  ...      790.51   2609.0      2614.0       SH
175  SH604  20250910   2649.0   2666.0  ...      143.26   2653.0      2654.0       SH
176  SH605  20250910   2655.0   2677.0  ...    15127.81   2664.0      2667.0       SH
177  SH606  20250910   2660.0   2683.0  ...      136.33   2673.0      2671.0       SH
178  SH607  20250910   2655.0   2673.0  ...       71.99   2666.0      2669.0       SH
179  SH608  20250910   2679.0   2682.0  ...       40.17   2678.0      2683.0       SH
180  SM509  20250910   5714.0   5794.0  ...      970.59   5726.0      5742.0       SM
181  SM510  20250910   5710.0   5812.0  ...    31907.91   5772.0      5756.0       SM
182  SM511  20250910   5800.0   5888.0  ...   223159.52   5830.0      5826.0       SM
183  SM512  20250910   5796.0   5894.0  ...    49051.46   5852.0      5832.0       SM
184  SM601  20250910   5800.0   5900.0  ...   520854.01   5852.0      5838.0       SM
185  SM602  20250910   5814.0   5910.0  ...   132107.14   5840.0      5844.0       SM
186  SM603  20250910   5838.0   5912.0  ...       96.99   5878.0      5854.0       SM
187  SM604  20250910   5910.0   5910.0  ...        5.90   5898.0      5864.0       SM
188  SM605  20250910   5850.0   5934.0  ...     7137.44   5900.0      5880.0       SM
189  SM606  20250910   5870.0   5904.0  ...        5.89   5888.0      5880.0       SM
190  SM607  20250910   5876.0   5888.0  ...       14.70   5882.0      5894.0       SM
191  SM608  20250910   5888.0   5912.0  ...        8.85   5898.0      5886.0       SM
192  SR509  20250910   5535.0   5535.0  ...     1154.17   5522.0      5534.0       SR
193  SR511  20250910   5533.0   5561.0  ...   147405.35   5539.0      5525.0       SR
194  SR601  20250910   5520.0   5548.0  ...  1086155.49   5534.0      5521.0       SR
195  SR603  20250910   5508.0   5530.0  ...     3566.10   5520.0      5512.0       SR
196  SR605  20250910   5501.0   5517.0  ...    43872.78   5508.0      5503.0       SR
197  SR607  20250910   5490.0   5513.0  ...     2542.39   5503.0      5500.0       SR
198  TA509  20250910   4586.0   4628.0  ...     5013.80   4598.0      4580.0       TA
199  TA510  20250910   4640.0   4680.0  ...    53245.06   4662.0      4640.0       TA
200  TA511  20250910   4654.0   4690.0  ...   288156.54   4670.0      4648.0       TA
201  TA512  20250910   4664.0   4698.0  ...   167477.92   4678.0      4660.0       TA
202  TA601  20250910   4670.0   4704.0  ...  1341265.83   4686.0      4670.0       TA
203  TA602  20250910   4678.0   4710.0  ...    18831.64   4694.0      4676.0       TA
204  TA603  20250910   4704.0   4720.0  ...       73.03   4712.0      4690.0       TA
205  TA604  20250910   4722.0   4722.0  ...        2.36   4722.0      4692.0       TA
206  TA605  20250910   4702.0   4732.0  ...    26461.23   4716.0      4702.0       TA
207  TA606  20250910      0.0      0.0  ...        0.00   4734.0      4710.0       TA
208  TA607  20250910      0.0      0.0  ...        0.00   4744.0      4720.0       TA
209  TA608  20250910   4740.0   4746.0  ...        7.12   4744.0      4730.0       TA
210  UR509  20250910   1621.0   1630.0  ...      287.62   1616.0      1625.0       UR
211  UR510  20250910   1644.0   1653.0  ...     7783.83   1639.0      1650.0       UR
212  UR511  20250910   1671.0   1684.0  ...    48792.94   1671.0      1681.0       UR
213  UR512  20250910   1678.0   1688.0  ...    16449.09   1675.0      1684.0       UR
214  UR601  20250910   1681.0   1692.0  ...   565969.77   1679.0      1686.0       UR
215  UR602  20250910   1683.0   1691.0  ...      463.48   1679.0      1687.0       UR
216  UR603  20250910   1731.0   1734.0  ...      203.95   1728.0      1731.0       UR
217  UR604  20250910   1730.0   1734.0  ...       51.84   1728.0      1732.0       UR
218  UR605  20250910   1737.0   1739.0  ...    25068.39   1729.0      1734.0       UR
219  UR606  20250910   1727.0   1735.0  ...      137.87   1723.0      1730.0       UR
220  UR607  20250910   1763.0   1763.0  ...       35.11   1755.0      1760.0       UR
221  UR608  20250910   1755.0   1755.0  ...       59.35   1746.0      1753.0       UR
222  WH509  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 18:28:22,066 - future_1d - INFO - ak.get_czce_daily('2025-09-10') done
2025-09-12 18:28:30,255 - future_1d - INFO - save future_daily 2025-09-10 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250911  ...   80090      79730      CU
1        1      CU2510  20250911  ...   80080      79680      CU
2        2      CU2511  20250911  ...   80080      79670      CU
3        3      CU2512  20250911  ...   80050      79640      CU
4        4      CU2601  20250911  ...   80040      79610      CU
5        5      CU2602  20250911  ...   80040      79570      CU
6        6      CU2603  20250911  ...   80060      79590      CU
7        7      CU2604  20250911  ...   80150      79690      CU
8        8      CU2605  20250911  ...   80130      79660      CU
9        9      CU2606  20250911  ...   80150      79700      CU
10      10      CU2607  20250911  ...   80150      79790      CU
11      11      CU2608  20250911  ...   80140      79740      CU
12      12      BC2509  20250911  ...   70500      70500      BC
13      13      BC2510  20250911  ...   71180      70820      BC
14      14      BC2511  20250911  ...   71150      70800      BC
15      15      BC2512  20250911  ...   70790      70790      BC
16      16      BC2601  20250911  ...   71300      70880      BC
17      17      BC2602  20250911  ...   70900      70900      BC
18      18      BC2603  20250911  ...   71560      70050      BC
19      19      BC2604  20250911  ...   71200      71200      BC
20      20      BC2605  20250911  ...   71170      71170      BC
21      21      BC2606  20250911  ...   70710      70700      BC
22      22      BC2607  20250911  ...   70900      70900      BC
23      23      BC2608  20250911  ...   70800      70800      BC
24      24      AL2509  20250911  ...   20845      20765      AL
25      25      AL2510  20250911  ...   20850      20785      AL
26      26      AL2511  20250911  ...   20840      20770      AL
27      27      AL2512  20250911  ...   20815      20745      AL
28      28      AL2601  20250911  ...   20800      20730      AL
29      29      AL2602  20250911  ...   20795      20730      AL
30      30      AL2603  20250911  ...   20820      20755      AL
31      31      AL2604  20250911  ...   20855      20780      AL
32      32      AL2605  20250911  ...   20865      20805      AL
33      33      AL2606  20250911  ...   20865      20795      AL
34      34      AL2607  20250911  ...   20875      20800      AL
35      35      AL2608  20250911  ...   20870      20810      AL
36      36      ZN2509  20250911  ...   22190      22115      ZN
37      37      ZN2510  20250911  ...   22225      22170      ZN
38      38      ZN2511  20250911  ...   22235      22175      ZN
39      39      ZN2512  20250911  ...   22250      22185      ZN
40      40      ZN2601  20250911  ...   22255      22205      ZN
41      41      ZN2602  20250911  ...   22265      22200      ZN
42      42      ZN2603  20250911  ...   22265      22230      ZN
43      43      ZN2604  20250911  ...   22310      22245      ZN
44      44      ZN2605  20250911  ...   22305      22255      ZN
45      45      ZN2606  20250911  ...   22305      22285      ZN
46      46      ZN2607  20250911  ...   22335      22270      ZN
47      47      ZN2608  20250911  ...   22350      22280      ZN
48      48      PB2509  20250911  ...   16795      16805      PB
49      49      PB2510  20250911  ...   16860      16840      PB
50      50      PB2511  20250911  ...   16865      16850      PB
51      51      PB2512  20250911  ...   16885      16870      PB
52      52      PB2601  20250911  ...   16910      16880      PB
53      53      PB2602  20250911  ...   16895      16945      PB
54      54      PB2603  20250911  ...   16910      16910      PB
55      55      PB2604  20250911  ...   16910      16945      PB
56      56      PB2605  20250911  ...   16925      16945      PB
57      57      PB2606  20250911  ...   16935      17030      PB
58      58      PB2607  20250911  ...   16945      17020      PB
59      59      PB2608  20250911  ...   16965      17060      PB
60      60      NI2509  20250911  ...  120260     120110      NI
61      61      NI2510  20250911  ...  120450     120490      NI
62      62      NI2511  20250911  ...  120600     120660      NI
63      63      NI2512  20250911  ...  120780     120870      NI
64      64      NI2601  20250911  ...  121000     121080      NI
65      65      NI2602  20250911  ...  121260     121360      NI
66      66      NI2603  20250911  ...  121390     121570      NI
67      67      NI2604  20250911  ...  121710     121760      NI
68      68      NI2605  20250911  ...  121760     121960      NI
69      69      NI2606  20250911  ...  122050     122270      NI
70      70      NI2607  20250911  ...  122410     122470      NI
71      71      NI2608  20250911  ...  122670     122910      NI
72      72      SN2509  20250911  ...  270340     268520      SN
73      73      SN2510  20250911  ...  271410     269480      SN
74      74      SN2511  20250911  ...  271610     269720      SN
75      75      SN2512  20250911  ...  271690     269940      SN
76      76      SN2601  20250911  ...  271500     270340      SN
77      77      SN2602  20250911  ...  271650     270030      SN
78      78      SN2603  20250911  ...  271120     270300      SN
79      79      SN2604  20250911  ...  272180     270750      SN
80      80      SN2605  20250911  ...  272460     271250      SN
81      81      SN2606  20250911  ...  271900     269320      SN
82      82      SN2607  20250911  ...  273090     270950      SN
83      83      SN2608  20250911  ...  272370     271420      SN
84      84      AO2509  20250911  ...    2904       2869      AO
85      85      AO2510  20250911  ...    2918       2905      AO
86      86      AO2511  20250911  ...    2920       2909      AO
87      87      AO2512  20250911  ...    2931       2913      AO
88      88      AO2601  20250911  ...    2940       2922      AO
89      89      AO2602  20250911  ...    2947       2932      AO
90      90      AO2603  20250911  ...    3008       2995      AO
91      91      AO2604  20250911  ...    3015       3008      AO
92      92      AO2605  20250911  ...    3025       3010      AO
93      93      AO2606  20250911  ...    3034       3023      AO
94      94      AO2607  20250911  ...    3048       3033      AO
95      95      AO2608  20250911  ...    3063       3054      AO
96      96      AD2511  20250911  ...   20410      20350      AD
97      97      AD2512  20250911  ...   20430      20355      AD
98      98      AD2601  20250911  ...   20410      20355      AD
99      99      AD2602  20250911  ...   20395      20360      AD
100    100      AD2603  20250911  ...   20405      20360      AD
101    101      AD2604  20250911  ...   20240      20240      AD
102    102      AD2605  20250911  ...   20325      20265      AD
103    103      AD2606  20250911  ...   20155      20155      AD
104    104      AD2607  20250911  ...   20150      20150      AD
105    105      AD2608  20250911  ...   20170      20170      AD
106    106      AU2509  20250911  ...   832.5     853.28      AU
107    107      AU2510  20250911  ...  833.38     833.38      AU
108    108      AU2511  20250911  ...  834.64     835.86      AU
109    109      AU2512  20250911  ...  835.48     835.82      AU
110    110      AU2602  20250911  ...  838.02     838.18      AU
111    111      AU2604  20250911  ...   839.8     840.72      AU
112    112      AU2606  20250911  ...  842.34     843.26      AU
113    113      AU2608  20250911  ...  844.48      845.5      AU
114    114      AG2509  20250911  ...    9785       9779      AG
115    115      AG2510  20250911  ...    9804       9771      AG
116    116      AG2511  20250911  ...    9815       9788      AG
117    117      AG2512  20250911  ...    9824       9794      AG
118    118      AG2601  20250911  ...    9837       9804      AG
119    119      AG2602  20250911  ...    9848       9816      AG
120    120      AG2603  20250911  ...    9860       9830      AG
121    121      AG2604  20250911  ...    9875       9840      AG
122    122      AG2605  20250911  ...    9893       9857      AG
123    123      AG2606  20250911  ...    9906       9866      AG
124    124      AG2607  20250911  ...    9922       9914      AG
125    125      AG2608  20250911  ...    9938       9905      AG
126    126      RB2509  20250911  ...    2941       2950      RB
127    127      RB2510  20250911  ...    3013       3025      RB
128    128      RB2511  20250911  ...    3034       3045      RB
129    129      RB2512  20250911  ...    3081       3089      RB
130    130      RB2601  20250911  ...    3101       3108      RB
131    131      RB2602  20250911  ...    3098       3107      RB
132    132      RB2603  20250911  ...    3112       3116      RB
133    133      RB2604  20250911  ...    3136       3140      RB
134    134      RB2605  20250911  ...    3150       3154      RB
135    135      RB2606  20250911  ...    3166       3165      RB
136    136      RB2607  20250911  ...    3179       3183      RB
137    137      RB2608  20250911  ...    3192       3190      RB
138    138      WR2509  20250911  ...    3342       3342      WR
139    139      WR2510  20250911  ...    3282       3280      WR
140    140      WR2511  20250911  ...    3302       3302      WR
141    141      WR2512  20250911  ...    3324       3324      WR
142    142      WR2601  20250911  ...    3377       3390      WR
143    143      WR2602  20250911  ...    3358       3337      WR
144    144      WR2603  20250911  ...    3338       3338      WR
145    145      WR2604  20250911  ...    3389       3399      WR
146    146      WR2605  20250911  ...    3414       3414      WR
147    147      WR2606  20250911  ...    3372       3375      WR
148    148      WR2607  20250911  ...    3390       3390      WR
149    149      WR2608  20250911  ...    3410       3414      WR
150    150      HC2509  20250911  ...    3396       3396      HC
151    151      HC2510  20250911  ...    3379       3370      HC
152    152      HC2511  20250911  ...    3365       3357      HC
153    153      HC2512  20250911  ...    3354       3350      HC
154    154      HC2601  20250911  ...    3342       3335      HC
155    155      HC2602  20250911  ...    3339       3339      HC
156    156      HC2603  20250911  ...    3344       3342      HC
157    157      HC2604  20250911  ...    3346       3346      HC
158    158      HC2605  20250911  ...    3347       3346      HC
159    159      HC2606  20250911  ...    3354       3359      HC
160    160      HC2607  20250911  ...    3357       3340      HC
161    161      HC2608  20250911  ...    3358       3358      HC
162    162      SS2509  20250911  ...   12800      12800      SS
163    163      SS2510  20250911  ...   12810      12825      SS
164    164      SS2511  20250911  ...   12895      12915      SS
165    165      SS2512  20250911  ...   12930      12955      SS
166    166      SS2601  20250911  ...   12990      13005      SS
167    167      SS2602  20250911  ...   13030      13060      SS
168    168      SS2603  20250911  ...   13110      13120      SS
169    169      SS2604  20250911  ...   13175      13190      SS
170    170      SS2605  20250911  ...   13245      13265      SS
171    171      SS2606  20250911  ...   13305      13320      SS
172    172      SS2607  20250911  ...   13370      13370      SS
173    173      SS2608  20250911  ...   13400      13400      SS
174    174      SC2510  20250911  ...   488.7      486.1      SC
175    175      SC2511  20250911  ...   489.4      485.7      SC
176    176      SC2512  20250911  ...   488.1      484.6      SC
177    177      SC2601  20250911  ...   487.1      484.5      SC
178    178      SC2602  20250911  ...     486      483.7      SC
179    179      SC2603  20250911  ...   484.7      482.6      SC
180    180      SC2604  20250911  ...   484.5      481.6      SC
181    181      SC2605  20250911  ...   483.3      481.5      SC
182    182      SC2606  20250911  ...   484.5      477.9      SC
183    183      SC2607  20250911  ...   483.7      480.9      SC
184    184      SC2608  20250911  ...     482      475.5      SC
185    185      SC2609  20250911  ...   480.8      474.4      SC
186    186      SC2612  20250911  ...   477.9      467.3      SC
187    187      SC2703  20250911  ...   472.1      462.1      SC
188    188      SC2706  20250911  ...   471.5      460.7      SC
189    189      SC2709  20250911  ...   471.3      461.3      SC
190    190      SC2712  20250911  ...     469        461      SC
191    191      SC2803  20250911  ...   468.2      459.5      SC
192    192      SC2806  20250911  ...   466.7      461.5      SC
193    193      SC2809  20250911  ...     462      458.1      SC
194    194      LU2510  20250911  ...    3343       3368      LU
195    195      LU2511  20250911  ...    3370       3392      LU
196    196      LU2512  20250911  ...    3362       3382      LU
197    197      LU2601  20250911  ...    3358       3378      LU
198    198      LU2602  20250911  ...    3338       3358      LU
199    199      LU2603  20250911  ...    3334       3354      LU
200    200      LU2604  20250911  ...    3339       3349      LU
201    201      LU2605  20250911  ...    3323       3341      LU
202    202      LU2606  20250911  ...    3316       3339      LU
203    203      LU2607  20250911  ...    3321       3335      LU
204    204      LU2608  20250911  ...    3316       3324      LU
205    205      LU2609  20250911  ...    3314       3329      LU
206    206      FU2510  20250911  ...    2833       2828      FU
207    207      FU2511  20250911  ...    2824       2822      FU
208    208      FU2512  20250911  ...    2803       2802      FU
209    209      FU2601  20250911  ...    2793       2789      FU
210    210      FU2602  20250911  ...    2777       2771      FU
211    211      FU2603  20250911  ...    2766       2759      FU
212    212      FU2604  20250911  ...    2759       2757      FU
213    213      FU2605  20250911  ...    2749       2742      FU
214    214      FU2606  20250911  ...    2741       2735      FU
215    215      FU2607  20250911  ...    2727       2724      FU
216    216      FU2608  20250911  ...    2722       2717      FU
217    217      FU2609  20250911  ...    2700       2696      FU
218    218      BU2509  20250911  ...    3423       3404      BU
219    219      BU2510  20250911  ...    3470       3456      BU
220    220      BU2511  20250911  ...    3459       3437      BU
221    221      BU2512  20250911  ...    3411       3392      BU
222    222      BU2601  20250911  ...    3385       3365      BU
223    223      BU2602  20250911  ...    3382       3364      BU
224    224      BU2603  20250911  ...    3388       3369      BU
225    225      BU2604  20250911  ...    3382       3348      BU
226    226      BU2605  20250911  ...    3388       3357      BU
227    227      BU2606  20250911  ...    3379       3353      BU
228    228      BU2607  20250911  ...    3381       3358      BU
229    229      BU2608  20250911  ...    3359       3340      BU
230    230      BU2609  20250911  ...    3372       3346      BU
231    231      BU2612  20250911  ...    3325       3307      BU
232    232      BU2703  20250911  ...    3327       3293      BU
233    233      BU2706  20250911  ...    3331       3321      BU
234    234      BR2509  20250911  ...   11850      11850      BR
235    235      BR2510  20250911  ...   11665      11720      BR
236    236      BR2511  20250911  ...   11630      11705      BR
237    237      BR2512  20250911  ...   11615      11690      BR
238    238      BR2601  20250911  ...   11630      11700      BR
239    239      BR2602  20250911  ...   11735      11735      BR
240    240      BR2603  20250911  ...   11665      11705      BR
241    241      BR2604  20250911  ...   11680      11710      BR
242    242      BR2605  20250911  ...   11700      11745      BR
243    243      BR2606  20250911  ...   11715      11815      BR
244    244      BR2607  20250911  ...   11780      12000      BR
245    245      BR2608  20250911  ...   11915      11915      BR
246    246      RU2509  20250911  ...   14825      14975      RU
247    247      RU2510  20250911  ...   14955      15050      RU
248    248      RU2511  20250911  ...   14940      15005      RU
249    249      RU2601  20250911  ...   15880      15955      RU
250    250      RU2603  20250911  ...   15880      15970      RU
251    251      RU2604  20250911  ...   15895      15960      RU
252    252      RU2605  20250911  ...   15910      15995      RU
253    253      RU2606  20250911  ...   15925      16030      RU
254    254      RU2607  20250911  ...   15980      16045      RU
255    255      RU2608  20250911  ...   15970      16065      RU
256    256      NR2509  20250911  ...   12645      12645      NR
257    257      NR2510  20250911  ...   12550      12660      NR
258    258      NR2511  20250911  ...   12600      12715      NR
259    259      NR2512  20250911  ...   12640      12760      NR
260    260      NR2601  20250911  ...   12685      12800      NR
261    261      NR2602  20250911  ...   12685      12825      NR
262    262      NR2603  20250911  ...   12685      12795      NR
263    263      NR2604  20250911  ...   12730      12815      NR
264    264      NR2605  20250911  ...   12745      12840      NR
265    265      NR2606  20250911  ...   12700      13000      NR
266    266      NR2607  20250911  ...   12715      13045      NR
267    267      NR2608  20250911  ...   12760      12865      NR
268    268      SP2509  20250911  ...    4948       4872      SP
269    269      SP2510  20250911  ...    4974       4890      SP
270    270      SP2511  20250911  ...    4994       4928      SP
271    271      SP2512  20250911  ...    5014       4942      SP
272    272      SP2601  20250911  ...    5280       5226      SP
273    273      SP2602  20250911  ...    5276       5226      SP
274    274      SP2603  20250911  ...    5280       5214      SP
275    275      SP2604  20250911  ...    5278       5228      SP
276    276      SP2605  20250911  ...    5294       5234      SP
277    277      SP2606  20250911  ...    5290       5244      SP
278    278      SP2607  20250911  ...    5286       5254      SP
279    279      SP2608  20250911  ...    5292       5258      SP
280    280      OP2601  20250911  ...    4254       4238      OP
281    281      OP2602  20250911  ...    4246       4216      OP
282    282      OP2603  20250911  ...    4274       4196      OP
283    283      OP2604  20250911  ...    4282       4224      OP
284    284      OP2605  20250911  ...    4278       4236      OP
285    285      OP2606  20250911  ...    4250       4262      OP
286    286      OP2607  20250911  ...    4270       4246      OP
287    287      OP2608  20250911  ...    4278       4260      OP
288    288      EC2510  20250911  ...    1222     1270.9      EC
289    289      EC2512  20250911  ...  1633.3     1677.3      EC
290    290      EC2602  20250911  ...  1509.2     1525.2      EC
291    291      EC2604  20250911  ...  1245.9     1252.1      EC
292    292      EC2606  20250911  ...  1429.4     1438.6      EC
293    293      EC2608  20250911  ...  1605.4     1609.3      EC
294    294  SC_TAS2510  20250911  ...                     SC_TAS
295    295  SC_TAS2511  20250911  ...                     SC_TAS
296    296  SC_TAS2512  20250911  ...                     SC_TAS
297    297  SC_TAS2601  20250911  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 18:28:35,115 - future_1d - INFO - ak.get_shfe_daily('2025-09-11') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250911  55575.0  ...  55575.0     55575.0       PS
1   PS2510  20250911  53495.0  ...  53135.0     52840.0       PS
2   PS2511  20250911  53200.0  ...  53035.0     52690.0       PS
3   PS2512  20250911  55920.0  ...  55530.0     55180.0       PS
4   PS2601  20250911  55500.0  ...  55465.0     55040.0       PS
5   PS2602  20250911  55690.0  ...  55735.0     55095.0       PS
6   PS2603  20250911  55880.0  ...  55715.0     55055.0       PS
7   PS2604  20250911  56005.0  ...  55800.0     55130.0       PS
8   PS2605  20250911  55650.0  ...  55650.0     55245.0       PS
9   PS2606  20250911  57800.0  ...  57725.0     57570.0       PS
10  PS2607  20250911  58050.0  ...  57855.0     57500.0       PS
11  PS2608  20250911  58000.0  ...  57850.0     57455.0       PS
13  SI2509  20250911      0.0  ...   8685.0      8470.0       SI
14  SI2510  20250911   8675.0  ...   8685.0      8520.0       SI
15  SI2511  20250911   8715.0  ...   8690.0      8530.0       SI
16  SI2512  20250911   9045.0  ...   9040.0      8885.0       SI
17  SI2601  20250911   9050.0  ...   9035.0      8875.0       SI
18  SI2602  20250911   9020.0  ...   9030.0      8935.0       SI
19  SI2603  20250911   9070.0  ...   9065.0      8920.0       SI
20  SI2604  20250911   9025.0  ...   9030.0      8950.0       SI
21  SI2605  20250911   9075.0  ...   9055.0      8915.0       SI
22  SI2606  20250911   9080.0  ...   9070.0      8940.0       SI
23  SI2607  20250911   9000.0  ...   9070.0      8940.0       SI
24  SI2608  20250911   9060.0  ...   9085.0      8905.0       SI
27  LC2509  20250911  70940.0  ...  70800.0     69760.0       LC
28  LC2510  20250911  71360.0  ...  70580.0     69720.0       LC
29  LC2511  20250911  70960.0  ...  70660.0     70120.0       LC
30  LC2512  20250911  71100.0  ...  70960.0     70200.0       LC
31  LC2601  20250911  71300.0  ...  70920.0     70240.0       LC
32  LC2602  20250911  71120.0  ...  70860.0     70240.0       LC
33  LC2603  20250911  70960.0  ...  70780.0     70220.0       LC
34  LC2604  20250911  72100.0  ...  71740.0     70660.0       LC
35  LC2605  20250911  71620.0  ...  71380.0     70700.0       LC
36  LC2606  20250911  71540.0  ...  71240.0     70460.0       LC
37  LC2607  20250911  71300.0  ...  71100.0     70500.0       LC
38  LC2608  20250911  71220.0  ...  71040.0     70700.0       LC

[36 rows x 12 columns]
2025-09-12 18:28:35,258 - future_1d - INFO - ak.get_gfex_daily('2025-09-11') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250911   485.1   492.8  ...  4305277.99   488.7      486.1      SC
1       SC2511  20250911     488   492.5  ...  1431053.05   489.4      485.7      SC
2       SC2512  20250911   489.2   490.7  ...   346750.96   488.1      484.6      SC
3       SC2601  20250911   486.5   489.5  ...   110577.75   487.1      484.5      SC
4       SC2602  20250911   484.9   488.7  ...    60993.45     486      483.7      SC
5       SC2603  20250911     484   488.5  ...    64903.23   484.7      482.6      SC
6       SC2604  20250911   483.7   487.7  ...   100249.02   484.5      481.6      SC
7       SC2605  20250911   482.6   486.5  ...    21027.84   483.3      481.5      SC
8       SC2606  20250911   482.4   486.9  ...   148356.36   484.5      477.9      SC
9       SC2607  20250911   483.5   484.8  ...     2564.05   483.7      480.9      SC
10      SC2608  20250911     482     484  ...      915.83     482      475.5      SC
11      SC2609  20250911   481.5   481.5  ...      240.43   480.8      474.4      SC
12      SC2612  20250911   477.6   481.6  ...       573.5   477.9      467.3      SC
13      SC2703  20250911                  ...           0   472.1      462.1      SC
14      SC2706  20250911                  ...           0   471.5      460.7      SC
15      SC2709  20250911                  ...           0   471.3      461.3      SC
16      SC2712  20250911     467     471  ...      281.43     469        461      SC
17      SC2803  20250911                  ...           0   468.2      459.5      SC
18      SC2806  20250911   464.5   475.7  ...      373.39   466.7      461.5      SC
19      SC2809  20250911                  ...           0     462      458.1      SC
21      LU2510  20250911    3356    3364  ...     2186.96    3343       3368      LU
22      LU2511  20250911    3379    3390  ...   278388.67    3370       3392      LU
23      LU2512  20250911    3367    3380  ...  149916.502    3362       3382      LU
24      LU2601  20250911    3361    3376  ...    31253.26    3358       3378      LU
25      LU2602  20250911    3344    3354  ...    2307.209    3338       3358      LU
26      LU2603  20250911    3333    3346  ...      26.673    3334       3354      LU
27      LU2604  20250911    3339    3339  ...       6.678    3339       3349      LU
28      LU2605  20250911    3326    3334  ...      56.491    3323       3341      LU
29      LU2606  20250911    3319    3330  ...      26.532    3316       3339      LU
30      LU2607  20250911    3317    3330  ...      13.287    3321       3335      LU
31      LU2608  20250911    3312    3331  ...      29.844    3316       3324      LU
32      LU2609  20250911    3321    3321  ...      23.198    3314       3329      LU
34      NR2509  20250911                  ...           0   12645      12645      NR
35      NR2510  20250911   12695   12710  ...   205487.68   12550      12660      NR
36      NR2511  20250911   12770   12770  ...  1145171.83   12600      12715      NR
37      NR2512  20250911   12785   12800  ...   91302.955   12640      12760      NR
38      NR2601  20250911   12820   12845  ...  168980.725   12685      12800      NR
39      NR2602  20250911   12825   12840  ...     1408.43   12685      12825      NR
40      NR2603  20250911   12820   12820  ...     469.415   12685      12795      NR
41      NR2604  20250911   12800   12800  ...      89.135   12730      12815      NR
42      NR2605  20250911   12830   12830  ...      229.49   12745      12840      NR
43      NR2606  20250911   12720   12720  ...       38.11   12700      13000      NR
44      NR2607  20250911   12735   12735  ...      89.035   12715      13045      NR
45      NR2608  20250911   12770   12770  ...       63.81   12760      12865      NR
47      BC2509  20250911   70500   70500  ...     3348.75   70500      70500      BC
48      BC2510  20250911   70980   71360  ...  126352.395   71180      70820      BC
49      BC2511  20250911   71030   71320  ...    18463.84   71150      70800      BC
50      BC2512  20250911                  ...           0   70790      70790      BC
51      BC2601  20250911                  ...           0   71300      70880      BC
52      BC2602  20250911                  ...           0   70900      70900      BC
53      BC2603  20250911   71560   71560  ...       35.78   71560      70050      BC
54      BC2604  20250911                  ...           0   71200      71200      BC
55      BC2605  20250911                  ...           0   71170      71170      BC
56      BC2606  20250911                  ...           0   70710      70700      BC
57      BC2607  20250911                  ...           0   70900      70900      BC
58      BC2608  20250911                  ...           0   70800      70800      BC
60      EC2510  20250911    1250    1255  ...  200216.301    1222     1270.9      EC
61      EC2512  20250911    1654  1664.9  ...  82035.3755  1633.3     1677.3      EC
62      EC2602  20250911  1524.9  1524.9  ...   9568.4285  1509.2     1525.2      EC
63      EC2604  20250911  1245.2  1254.4  ...    5724.952  1245.9     1252.1      EC
64      EC2606  20250911  1420.4  1438.2  ...    478.8535  1429.4     1438.6      EC
65      EC2608  20250911  1593.1  1626.6  ...     337.147  1605.4     1609.3      EC
68  SC_TAS2510  20250911                  ...                                 SC_TAS
69  SC_TAS2511  20250911                  ...                                 SC_TAS
70  SC_TAS2512  20250911                  ...                                 SC_TAS
71  SC_TAS2601  20250911                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-12 18:28:35,328 - future_1d - INFO - ak.get_ine_daily('2025-09-11') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250911      0.00  ...   4040.00     4040.00        A
1     a2511  20250911   3905.00  ...   3926.00     3935.00        A
2     a2601  20250911   3919.00  ...   3930.00     3936.00        A
3     a2603  20250911   3922.00  ...   3934.00     3938.00        A
4     a2605  20250911   3964.00  ...   3977.00     3983.00        A
5     a2607  20250911   3967.00  ...   3981.00     3985.00        A
6     b2509  20250911      0.00  ...   3681.00     3681.00        B
7     b2510  20250911   3670.00  ...   3702.00     3684.00        B
8     b2511  20250911   3700.00  ...   3726.00     3722.00        B
9     b2512  20250911   3746.00  ...   3761.00     3761.00        B
10    b2601  20250911   3746.00  ...   3761.00     3762.00        B
11    b2602  20250911   3731.00  ...   3744.00     3746.00        B
12    b2603  20250911   3684.00  ...   3705.00     3692.00        B
13    b2604  20250911   3570.00  ...   3584.00     3584.00        B
14    b2605  20250911   3500.00  ...   3500.00     3505.00        B
15    b2606  20250911   3467.00  ...   3467.00     3478.00        B
16    b2607  20250911   3471.00  ...   3467.00     3482.00        B
17    b2608  20250911   3568.00  ...   3566.00     3578.00        B
18   bb2509  20250911    144.15  ...    144.15      136.00       BB
19   bb2511  20250911    141.50  ...    142.05      142.05       BB
20   bb2601  20250911    147.05  ...    146.80      147.60       BB
21   bb2603  20250911    146.85  ...    146.90      147.15       BB
22   bb2605  20250911      0.00  ...    141.90      142.10       BB
23   bb2607  20250911      0.00  ...    146.70      146.90       BB
24   bz2603  20250911   6028.00  ...   6034.00     6012.00       BZ
25   bz2604  20250911   6013.00  ...   6011.00     5992.00       BZ
26   bz2605  20250911      0.00  ...   6011.00     6011.00       BZ
27   bz2606  20250911   6005.00  ...   6005.00     6002.00       BZ
28   bz2607  20250911      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250911   5969.00  ...   5969.00     6005.00       BZ
30    c2509  20250911   2345.00  ...   2345.00     2285.00        C
31    c2511  20250911   2199.00  ...   2199.00     2199.00        C
32    c2601  20250911   2170.00  ...   2169.00     2174.00        C
33    c2603  20250911   2186.00  ...   2183.00     2188.00        C
34    c2605  20250911   2240.00  ...   2237.00     2241.00        C
35    c2607  20250911   2255.00  ...   2252.00     2254.00        C
36   cs2509  20250911      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250911   2489.00  ...   2481.00     2491.00       CS
38   cs2601  20250911   2502.00  ...   2498.00     2504.00       CS
39   cs2603  20250911   2507.00  ...   2505.00     2510.00       CS
40   cs2605  20250911   2583.00  ...   2583.00     2589.00       CS
41   cs2607  20250911   2587.00  ...   2588.00     2589.00       CS
42   eb2509  20250911      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250911   7070.00  ...   7083.00     7059.00       EB
44   eb2511  20250911   7088.00  ...   7093.00     7070.00       EB
45   eb2512  20250911   7085.00  ...   7098.00     7079.00       EB
46   eb2601  20250911   7101.00  ...   7119.00     7101.00       EB
47   eb2602  20250911   7130.00  ...   7138.00     7129.00       EB
48   eb2603  20250911   7170.00  ...   7172.00     7157.00       EB
49   eb2604  20250911   7205.00  ...   7195.00     7189.00       EB
50   eb2605  20250911   7215.00  ...   7211.00     7200.00       EB
51   eb2606  20250911   7214.00  ...   7214.00     7204.00       EB
52   eb2607  20250911      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250911      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250911   4408.00  ...   4408.00     4343.00       EG
55   eg2510  20250911   4350.00  ...   4326.00     4347.00       EG
56   eg2511  20250911   4329.00  ...   4301.00     4332.00       EG
57   eg2512  20250911   4316.00  ...   4306.00     4322.00       EG
58   eg2601  20250911   4320.00  ...   4306.00     4320.00       EG
59   eg2602  20250911   4314.00  ...   4308.00     4323.00       EG
60   eg2603  20250911   4316.00  ...   4311.00     4323.00       EG
61   eg2604  20250911   4341.00  ...   4337.00     4350.00       EG
62   eg2605  20250911   4356.00  ...   4348.00     4354.00       EG
63   eg2606  20250911      0.00  ...   4357.00     4357.00       EG
64   eg2607  20250911      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250911      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250911      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250911   1271.50  ...   1272.50     1272.50       FB
68   fb2511  20250911   1270.00  ...   1263.00     1261.50       FB
69   fb2512  20250911   1260.00  ...   1259.00     1256.50       FB
70   fb2601  20250911   1245.00  ...   1250.50     1250.00       FB
71   fb2602  20250911   1237.00  ...   1243.00     1239.00       FB
72   fb2603  20250911   1250.50  ...   1246.50     1252.00       FB
73   fb2604  20250911      0.00  ...   1250.00     1250.00       FB
74   fb2605  20250911      0.00  ...   1318.50     1318.50       FB
75   fb2606  20250911      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250911      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250911      0.00  ...   1296.00     1296.00       FB
78    i2509  20250911    858.00  ...    845.50      847.50        I
79    i2510  20250911    823.50  ...    819.50      823.50        I
80    i2511  20250911    821.00  ...    814.00      816.50        I
81    i2512  20250911    814.50  ...    809.50      811.50        I
82    i2601  20250911    804.50  ...    800.00      802.00        I
83    i2602  20250911    801.00  ...    794.00      796.00        I
84    i2603  20250911    795.50  ...    789.00      790.50        I
85    i2604  20250911    791.00  ...    784.00      786.00        I
86    i2605  20250911    780.00  ...    777.00      777.50        I
87    i2606  20250911    777.50  ...    771.50      771.00        I
88    i2607  20250911    772.50  ...    766.50      767.50        I
89    i2608  20250911    768.00  ...    762.50      762.00        I
90    j2509  20250911      0.00  ...   1512.50     1512.50        J
91    j2510  20250911   1507.00  ...   1514.50     1499.50        J
92    j2511  20250911   1539.00  ...   1550.50     1533.50        J
93    j2512  20250911   1583.00  ...   1582.00     1572.50        J
94    j2601  20250911   1605.00  ...   1618.50     1601.00        J
95    j2602  20250911   1632.50  ...   1638.50     1618.00        J
96    j2603  20250911   1651.50  ...   1658.00     1660.00        J
97    j2604  20250911   1729.00  ...   1728.00     1720.50        J
98    j2605  20250911   1724.00  ...   1748.50     1726.00        J
99    j2606  20250911   1750.50  ...   1750.50     1761.00        J
100   j2607  20250911   1754.50  ...   1763.50     1727.00        J
101   j2608  20250911      0.00  ...   1763.00     1763.00        J
102  jd2509  20250911   3000.00  ...   3083.00     3037.00       JD
103  jd2510  20250911   3029.00  ...   3036.00     3032.00       JD
104  jd2511  20250911   3021.00  ...   3039.00     3040.00       JD
105  jd2512  20250911   3177.00  ...   3170.00     3198.00       JD
106  jd2601  20250911   3352.00  ...   3350.00     3373.00       JD
107  jd2602  20250911   3107.00  ...   3110.00     3116.00       JD
108  jd2603  20250911   3131.00  ...   3124.00     3131.00       JD
109  jd2604  20250911   3315.00  ...   3318.00     3327.00       JD
110  jd2605  20250911   3458.00  ...   3460.00     3467.00       JD
111  jd2606  20250911   3269.00  ...   3269.00     3270.00       JD
112  jd2607  20250911   3495.00  ...   3491.00     3494.00       JD
113  jd2608  20250911   3917.00  ...   3913.00     3916.00       JD
114  jm2509  20250911    953.50  ...    977.50      969.00       JM
115  jm2510  20250911    958.00  ...    966.00      952.50       JM
116  jm2511  20250911   1009.00  ...   1022.50     1007.00       JM
117  jm2512  20250911   1065.00  ...   1080.50     1064.00       JM
118  jm2601  20250911   1117.50  ...   1134.50     1115.50       JM
119  jm2602  20250911   1142.00  ...   1161.00     1140.50       JM
120  jm2603  20250911   1162.00  ...   1181.00     1158.00       JM
121  jm2604  20250911   1181.00  ...   1202.50     1174.50       JM
122  jm2605  20250911   1195.00  ...   1220.50     1189.00       JM
123  jm2606  20250911   1213.50  ...   1238.00     1203.50       JM
124  jm2607  20250911   1224.00  ...   1249.50     1213.00       JM
125  jm2608  20250911   1245.00  ...   1260.00     1226.00       JM
126   l2509  20250911   7142.00  ...   7135.00     7165.00        L
127   l2510  20250911   7191.00  ...   7194.00     7205.00        L
128   l2511  20250911   7208.00  ...   7206.00     7219.00        L
129   l2512  20250911   7218.00  ...   7213.00     7230.00        L
130   l2601  20250911   7222.00  ...   7216.00     7233.00        L
131   l2602  20250911   7215.00  ...   7210.00     7227.00        L
132   l2603  20250911      0.00  ...   7227.00     7227.00        L
133   l2604  20250911   7260.00  ...   7237.00     7259.00        L
134   l2605  20250911   7235.00  ...   7225.00     7243.00        L
135   l2606  20250911      0.00  ...   7228.00     7228.00        L
136   l2607  20250911   7236.00  ...   7236.00     7251.00        L
137   l2608  20250911   7248.00  ...   7254.00     7269.00        L
138  lg2509  20250911    773.00  ...    770.00      773.00       LG
139  lg2511  20250911    807.00  ...    804.50      805.00       LG
140  lg2601  20250911    820.00  ...    818.50      819.50       LG
141  lg2603  20250911    823.50  ...    824.50      825.50       LG
142  lg2605  20250911    830.50  ...    829.50      830.00       LG
143  lg2607  20250911    832.00  ...    832.50      831.50       LG
144  lh2509  20250911  13030.00  ...  13090.00    13190.00       LH
145  lh2511  20250911  13350.00  ...  13315.00    13315.00       LH
146  lh2601  20250911  13785.00  ...  13735.00    13730.00       LH
147  lh2603  20250911  13045.00  ...  13010.00    13010.00       LH
148  lh2605  20250911  13550.00  ...  13520.00    13520.00       LH
149  lh2607  20250911  14300.00  ...  14310.00    14240.00       LH
150   m2509  20250911      0.00  ...   3031.00     3031.00        M
151   m2511  20250911   3025.00  ...   3040.00     3031.00        M
152   m2512  20250911   3080.00  ...   3090.00     3080.00        M
153   m2601  20250911   3067.00  ...   3075.00     3064.00        M
154   m2603  20250911   2996.00  ...   2997.00     2991.00        M
155   m2605  20250911   2801.00  ...   2802.00     2799.00        M
156   m2607  20250911   2780.00  ...   2783.00     2778.00        M
157   m2608  20250911   2906.00  ...   2908.00     2907.00        M
158   p2509  20250911      0.00  ...   9446.00     9446.00        P
159   p2510  20250911   9262.00  ...   9222.00     9320.00        P
160   p2511  20250911   9236.00  ...   9236.00     9314.00        P
161   p2512  20250911   9262.00  ...   9264.00     9326.00        P
162   p2601  20250911   9280.00  ...   9274.00     9340.00        P
163   p2602  20250911   9246.00  ...   9222.00     9284.00        P
164   p2603  20250911   9220.00  ...   9212.00     9290.00        P
165   p2604  20250911   9164.00  ...   9156.00     9200.00        P
166   p2605  20250911   9064.00  ...   9062.00     9126.00        P
167   p2606  20250911   8970.00  ...   8968.00     9030.00        P
168   p2607  20250911   8900.00  ...   8868.00     8942.00        P
169   p2608  20250911   8812.00  ...   8800.00     8910.00        P
170  pg2509  20250911   3780.00  ...   3780.00     3706.00       PG
171  pg2510  20250911   4462.00  ...   4453.00     4437.00       PG
172  pg2511  20250911   4406.00  ...   4410.00     4389.00       PG
173  pg2512  20250911   4356.00  ...   4352.00     4328.00       PG
174  pg2601  20250911   4284.00  ...   4289.00     4270.00       PG
175  pg2602  20250911   4207.00  ...   4219.00     4194.00       PG
176  pg2603  20250911   4121.00  ...   4132.00     4105.00       PG
177  pg2604  20250911   4451.00  ...   4467.00     4437.00       PG
178  pg2605  20250911   4364.00  ...   4389.00     4358.00       PG
179  pg2606  20250911   4305.00  ...   4305.00     4288.00       PG
180  pg2607  20250911   4246.00  ...   4251.00     4255.00       PG
181  pg2608  20250911   4185.00  ...   4187.00     4163.00       PG
182  pp2509  20250911   6773.00  ...   6828.00     6832.00       PP
183  pp2510  20250911   6864.00  ...   6852.00     6867.00       PP
184  pp2511  20250911   6880.00  ...   6886.00     6898.00       PP
185  pp2512  20250911   6929.00  ...   6919.00     6930.00       PP
186  pp2601  20250911   6952.00  ...   6943.00     6951.00       PP
187  pp2602  20250911   6931.00  ...   6926.00     6933.00       PP
188  pp2603  20250911   6920.00  ...   6912.00     6920.00       PP
189  pp2604  20250911   6948.00  ...   6937.00     6963.00       PP
190  pp2605  20250911   6977.00  ...   6966.00     6973.00       PP
191  pp2606  20250911   6949.00  ...   6943.00     6946.00       PP
192  pp2607  20250911   6916.00  ...   6915.00     6915.00       PP
193  pp2608  20250911   6917.00  ...   6917.00     6922.00       PP
194  rr2509  20250911      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250911   3602.00  ...   3596.00     3605.00       RR
196  rr2511  20250911   3608.00  ...   3603.00     3611.00       RR
197  rr2512  20250911   3606.00  ...   3605.00     3608.00       RR
198  rr2601  20250911   3617.00  ...   3615.00     3617.00       RR
199  rr2602  20250911   3605.00  ...   3605.00     3604.00       RR
200  rr2603  20250911   3607.00  ...   3607.00     3612.00       RR
201  rr2604  20250911      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250911      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250911      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250911      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250911      0.00  ...   3614.00     3625.00       RR
206   v2509  20250911   4696.00  ...   4708.00     4696.00        V
207   v2510  20250911   4738.00  ...   4757.00     4743.00        V
208   v2511  20250911   4780.00  ...   4788.00     4776.00        V
209   v2512  20250911   4810.00  ...   4830.00     4815.00        V
210   v2601  20250911   4852.00  ...   4864.00     4849.00        V
211   v2602  20250911   4888.00  ...   4904.00     4885.00        V
212   v2603  20250911   4920.00  ...   4930.00     4916.00        V
213   v2604  20250911   5120.00  ...   5126.00     5119.00        V
214   v2605  20250911   5162.00  ...   5166.00     5149.00        V
215   v2606  20250911   5191.00  ...   5197.00     5169.00        V
216   v2607  20250911   5211.00  ...   5222.00     5208.00        V
217   v2608  20250911   5249.00  ...   5266.00     5247.00        V
218   y2509  20250911   8268.00  ...   8268.00     8414.00        Y
219   y2511  20250911   8300.00  ...   8326.00     8344.00        Y
220   y2512  20250911   8322.00  ...   8338.00     8374.00        Y
221   y2601  20250911   8272.00  ...   8292.00     8322.00        Y
222   y2603  20250911   8184.00  ...   8214.00     8236.00        Y
223   y2605  20250911   7990.00  ...   7986.00     8028.00        Y
224   y2607  20250911   7936.00  ...   7948.00     7982.00        Y
225   y2608  20250911   7936.00  ...   7948.00     7998.00        Y

[226 rows x 12 columns]
2025-09-12 18:28:35,839 - future_1d - INFO - ak.get_dce_daily('2025-09-11') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250911  6863.000  ...  7097.800    6887.800       IC
1   IC2510  20250911  6799.000  ...  7044.000    6825.800       IC
2   IC2512  20250911  6680.000  ...  6934.800    6710.000       IC
3   IC2603  20250911  6517.400  ...  6789.600    6556.600       IC
4   IF2509  20250911  4424.000  ...  4542.800    4444.600       IF
5   IF2510  20250911  4415.800  ...  4534.400    4437.200       IF
6   IF2512  20250911  4396.000  ...  4511.800    4415.200       IF
7   IF2603  20250911  4367.000  ...  4491.200    4394.000       IF
8   IH2509  20250911  2927.000  ...  2981.400    2944.200       IH
9   IH2510  20250911  2926.400  ...  2979.800    2943.400       IH
10  IH2512  20250911  2927.000  ...  2980.000    2943.200       IH
11  IH2603  20250911  2928.800  ...  2982.400    2945.800       IH
12  IM2509  20250911  7144.000  ...  7365.600    7176.600       IM
13  IM2510  20250911  7086.400  ...  7297.800    7112.400       IM
14  IM2512  20250911  6940.000  ...  7153.600    6965.000       IM
15  IM2603  20250911  6740.000  ...  6965.600    6777.400       IM
16   T2509  20250911   107.750  ...   107.835     107.725        T
17   T2512  20250911   107.555  ...   107.645     107.505        T
18   T2603  20250911   107.205  ...   107.335     107.235        T
19  TF2509  20250911   105.630  ...   105.660     105.620       TF
20  TF2512  20250911   105.450  ...   105.590     105.445       TF
21  TF2603  20250911   105.380  ...   105.485     105.355       TF
22  TL2509  20250911   115.020  ...   115.180     115.240       TL
23  TL2512  20250911   114.850  ...   114.830     114.870       TL
24  TL2603  20250911   114.570  ...   114.500     114.530       TL
25  TS2509  20250911   102.330  ...   102.352     102.310       TS
26  TS2512  20250911   102.354  ...   102.406     102.348       TS
27  TS2603  20250911   102.296  ...   102.330     102.288       TS

[28 rows x 12 columns]
2025-09-12 18:28:36,059 - future_1d - INFO - ak.get_cffex_daily('2025-09-11') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250911   8218.0   8351.0  ...   130736.90   8293.0      8163.0       AP
1    AP511  20250911   8070.0   8168.0  ...     6792.71   8116.0      8026.0       AP
2    AP512  20250911   8068.0   8188.0  ...     2732.08   8131.0      8050.0       AP
3    AP601  20250911   8159.0   8271.0  ...   676253.31   8214.0      8122.0       AP
4    AP603  20250911   8068.0   8162.0  ...      154.36   8124.0      8053.0       AP
5    AP604  20250911   8125.0   8171.0  ...       73.28   8142.0      8090.0       AP
6    AP605  20250911   8187.0   8255.0  ...     4121.90   8227.0      8158.0       AP
7    CF509  20250911  13360.0  13400.0  ...     3216.36  13345.0     13345.0       CF
8    CF511  20250911  13670.0  13735.0  ...   172899.42  13665.0     13645.0       CF
9    CF601  20250911  13865.0  13890.0  ...  1114391.69  13830.0     13835.0       CF
10   CF603  20250911  13810.0  13845.0  ...     1579.90  13800.0     13800.0       CF
11   CF605  20250911  13850.0  13850.0  ...   148047.50  13795.0     13795.0       CF
12   CF607  20250911  13850.0  13855.0  ...      815.05  13815.0     13815.0       CF
13   CJ509  20250911      0.0      0.0  ...        0.00   9965.0      9945.0       CJ
14   CJ512  20250911  10955.0  11225.0  ...     5656.23  11100.0     10945.0       CJ
15   CJ601  20250911  11045.0  11285.0  ...   923262.81  11185.0     10990.0       CJ
16   CJ603  20250911  11085.0  11325.0  ...    12116.31  11240.0     11045.0       CJ
17   CJ605  20250911  11150.0  11420.0  ...   149786.33  11315.0     11125.0       CJ
18   CJ607  20250911  11320.0  11540.0  ...     3393.31  11425.0     11265.0       CJ
19   CY509  20250911      0.0      0.0  ...        0.00  20180.0     20200.0       CY
20   CY510  20250911      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250911  19875.0  19960.0  ...    97202.48  19875.0     19895.0       CY
22   CY512  20250911      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250911  19960.0  19960.0  ...     1183.36  19890.0     19875.0       CY
24   CY602  20250911      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250911      0.0      0.0  ...        0.00  20240.0     20255.0       CY
26   CY604  20250911      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250911  20080.0  20080.0  ...       20.08  20080.0     20165.0       CY
28   CY606  20250911      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250911      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250911      0.0      0.0  ...        0.00  20160.0     20170.0       CY
31   FG509  20250911    991.0    991.0  ...      310.87    990.0       985.0       FG
32   FG510  20250911   1102.0   1120.0  ...   194308.98   1107.0      1100.0       FG
33   FG511  20250911   1086.0   1108.0  ...   167149.89   1095.0      1089.0       FG
34   FG512  20250911   1194.0   1208.0  ...    83621.38   1192.0      1188.0       FG
35   FG601  20250911   1182.0   1202.0  ...  3942012.78   1186.0      1179.0       FG
36   FG602  20250911   1235.0   1251.0  ...    28597.32   1235.0      1232.0       FG
37   FG603  20250911   1235.0   1252.0  ...     1254.01   1239.0      1232.0       FG
38   FG604  20250911   1285.0   1300.0  ...      501.76   1287.0      1279.0       FG
39   FG605  20250911   1277.0   1295.0  ...    69083.82   1281.0      1278.0       FG
40   FG606  20250911   1312.0   1328.0  ...     2284.84   1315.0      1307.0       FG
41   FG607  20250911   1301.0   1317.0  ...     1806.57   1305.0      1298.0       FG
42   FG608  20250911   1325.0   1343.0  ...     1266.66   1333.0      1319.0       FG
43   JR509  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250911      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250911      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250911   2242.0   2242.0  ...      247.09   2226.0      2260.0       MA
53   MA510  20250911   2306.0   2309.0  ...    90947.84   2299.0      2308.0       MA
54   MA511  20250911   2336.0   2340.0  ...   113094.85   2329.0      2333.0       MA
55   MA512  20250911   2383.0   2384.0  ...    69622.56   2372.0      2375.0       MA
56   MA601  20250911   2404.0   2409.0  ...  1180908.94   2395.0      2403.0       MA
57   MA602  20250911   2416.0   2423.0  ...    26148.38   2412.0      2411.0       MA
58   MA603  20250911   2424.0   2428.0  ...      290.00   2417.0      2417.0       MA
59   MA604  20250911   2413.0   2415.0  ...       16.86   2408.0      2404.0       MA
60   MA605  20250911   2407.0   2409.0  ...    71458.38   2396.0      2398.0       MA
61   MA606  20250911   2405.0   2406.0  ...       19.20   2400.0      2413.0       MA
62   MA607  20250911   2386.0   2386.0  ...       57.18   2383.0      2391.0       MA
63   MA608  20250911   2384.0   2384.0  ...        7.15   2384.0      2403.0       MA
64   OI509  20250911      0.0      0.0  ...        0.00  10023.0      9937.0       OI
65   OI511  20250911   9940.0  10090.0  ...   516403.28  10015.0      9985.0       OI
66   OI601  20250911   9782.0   9897.0  ...  2960863.58   9839.0      9823.0       OI
67   OI603  20250911   9643.0   9720.0  ...     1615.05   9671.0      9666.0       OI
68   OI605  20250911   9490.0   9554.0  ...   131834.25   9510.0      9541.0       OI
69   OI607  20250911   9458.0   9488.0  ...      387.68   9456.0      9479.0       OI
70   PF509  20250911      0.0      0.0  ...        0.00   6272.0      6268.0       PF
71   PF510  20250911   6382.0   6398.0  ...    51713.83   6374.0      6378.0       PF
72   PF511  20250911   6370.0   6390.0  ...   362115.37   6366.0      6362.0       PF
73   PF512  20250911   6366.0   6376.0  ...   165237.69   6350.0      6344.0       PF
74   PF601  20250911   6388.0   6410.0  ...    19883.95   6388.0      6390.0       PF
75   PF602  20250911   6404.0   6418.0  ...    42679.04   6396.0      6400.0       PF
76   PF603  20250911   6414.0   6420.0  ...       32.00   6400.0      6412.0       PF
77   PF604  20250911   6442.0   6442.0  ...       22.52   6436.0      6440.0       PF
78   PF605  20250911   6470.0   6470.0  ...       29.06   6460.0      6468.0       PF
79   PF606  20250911   6474.0   6474.0  ...        3.24   6474.0      6470.0       PF
80   PF607  20250911      0.0      0.0  ...        0.00   6502.0      6498.0       PF
81   PF608  20250911      0.0      0.0  ...        0.00   6516.0      6510.0       PF
82   PK510  20250911   7876.0   7894.0  ...   126503.71   7876.0      7876.0       PK
83   PK511  20250911   7794.0   7798.0  ...   362088.71   7776.0      7792.0       PK
84   PK512  20250911   7810.0   7822.0  ...   159865.14   7800.0      7804.0       PK
85   PK601  20250911   7842.0   7842.0  ...    24736.08   7826.0      7832.0       PK
86   PK603  20250911   7844.0   7850.0  ...       39.24   7848.0      7850.0       PK
87   PK604  20250911   7848.0   7868.0  ...       70.69   7856.0      7878.0       PK
88   PK605  20250911   7870.0   7870.0  ...     5782.58   7852.0      7870.0       PK
89   PL601  20250911   6400.0   6422.0  ...    41574.86   6406.0      6413.0       PL
90   PL602  20250911   6445.0   6451.0  ...      682.73   6441.0      6449.0       PL
91   PL603  20250911   6440.0   6440.0  ...       12.88   6440.0      6445.0       PL
92   PL604  20250911      0.0      0.0  ...        0.00   6455.0      6465.0       PL
93   PL605  20250911   6363.0   6384.0  ...       25.49   6374.0      6386.0       PL
94   PL606  20250911      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250911      0.0      0.0  ...        0.00   6450.0      6450.0       PL
96   PL608  20250911      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250911      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250911   5700.0   5700.0  ...       85.50   5700.0      5788.0       PR
104  PR510  20250911   5838.0   5862.0  ...    20785.20   5834.0      5844.0       PR
105  PR511  20250911   5840.0   5872.0  ...   299990.48   5838.0      5842.0       PR
106  PR512  20250911   5850.0   5882.0  ...   215435.62   5848.0      5854.0       PR
107  PR601  20250911   5866.0   5890.0  ...   133220.25   5856.0      5860.0       PR
108  PR602  20250911   5892.0   5892.0  ...    10366.06   5872.0      5898.0       PR
109  PR603  20250911   5894.0   5894.0  ...       26.51   5892.0      5898.0       PR
110  PR604  20250911   5912.0   5912.0  ...        8.87   5912.0      5902.0       PR
111  PR605  20250911   5920.0   5920.0  ...        8.88   5920.0      5916.0       PR
112  PR606  20250911      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250911      0.0      0.0  ...        0.00   5968.0      5970.0       PR
114  PR608  20250911      0.0      0.0  ...        0.00   5962.0      5962.0       PR
115  PX509  20250911      0.0      0.0  ...        0.00   6782.0      6768.0       PX
116  PX510  20250911   6778.0   6826.0  ...     5503.37   6786.0      6788.0       PX
117  PX511  20250911   6760.0   6808.0  ...   402333.89   6766.0      6752.0       PX
118  PX512  20250911   6738.0   6774.0  ...   105456.67   6732.0      6720.0       PX
119  PX601  20250911   6706.0   6750.0  ...    84796.19   6708.0      6702.0       PX
120  PX602  20250911   6698.0   6732.0  ...     9388.87   6698.0      6688.0       PX
121  PX603  20250911      0.0      0.0  ...        0.00   6690.0      6662.0       PX
122  PX604  20250911      0.0      0.0  ...        0.00   6700.0      6698.0       PX
123  PX605  20250911   6696.0   6716.0  ...      194.07   6692.0      6692.0       PX
124  PX606  20250911      0.0      0.0  ...        0.00   6708.0      6708.0       PX
125  PX607  20250911      0.0      0.0  ...        0.00   6722.0      6722.0       PX
126  PX608  20250911      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250911      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250911   2540.0   2550.0  ...       94.13   2544.0      2565.0       RM
134  RM511  20250911   2539.0   2559.0  ...    18579.51   2544.0      2541.0       RM
135  RM601  20250911   2538.0   2568.0  ...   871292.35   2554.0      2542.0       RM
136  RM603  20250911   2430.0   2450.0  ...    11757.57   2440.0      2432.0       RM
137  RM605  20250911   2410.0   2421.0  ...   126860.70   2411.0      2412.0       RM
138  RM607  20250911   2390.0   2403.0  ...    17730.90   2393.0      2394.0       RM
139  RM608  20250911   2487.0   2500.0  ...      239.09   2491.0      2489.0       RM
140  RS509  20250911      0.0      0.0  ...        0.00   4846.0      4852.0       RS
141  RS511  20250911   5160.0   5160.0  ...       66.66   5128.0      5176.0       RS
142  RS607  20250911   5577.0   5645.0  ...      210.97   5552.0      5559.0       RS
143  RS608  20250911      0.0      0.0  ...        0.00   5615.0      5615.0       RS
144  SA509  20250911   1153.0   1175.0  ...     2227.23   1159.0      1151.0       SA
145  SA510  20250911   1200.0   1218.0  ...   238449.29   1207.0      1199.0       SA
146  SA511  20250911   1216.0   1227.0  ...   263493.45   1217.0      1208.0       SA
147  SA512  20250911   1267.0   1286.0  ...   157105.50   1276.0      1264.0       SA
148  SA601  20250911   1281.0   1297.0  ...  2835127.00   1286.0      1271.0       SA
149  SA602  20250911   1310.0   1326.0  ...    23077.95   1312.0      1304.0       SA
150  SA603  20250911   1314.0   1331.0  ...     5226.39   1315.0      1308.0       SA
151  SA604  20250911   1352.0   1365.0  ...     3066.32   1348.0      1349.0       SA
152  SA605  20250911   1351.0   1370.0  ...   115852.04   1355.0      1351.0       SA
153  SA606  20250911   1364.0   1380.0  ...     1124.78   1365.0      1359.0       SA
154  SA607  20250911   1369.0   1380.0  ...      843.15   1369.0      1361.0       SA
155  SA608  20250911   1388.0   1399.0  ...      658.23   1389.0      1383.0       SA
156  SF509  20250911   5470.0   5470.0  ...      431.63   5464.0      5464.0       SF
157  SF510  20250911   5468.0   5506.0  ...    68550.10   5472.0      5472.0       SF
158  SF511  20250911   5640.0   5674.0  ...   354891.96   5640.0      5636.0       SF
159  SF512  20250911   5600.0   5624.0  ...    62789.08   5596.0      5596.0       SF
160  SF601  20250911   5610.0   5630.0  ...    97817.07   5600.0      5594.0       SF
161  SF602  20250911   5584.0   5600.0  ...    21233.35   5552.0      5548.0       SF
162  SF603  20250911   5736.0   5746.0  ...     1550.04   5720.0      5750.0       SF
163  SF604  20250911   5726.0   5734.0  ...       14.29   5718.0      5706.0       SF
164  SF605  20250911   5700.0   5746.0  ...     4279.46   5702.0      5704.0       SF
165  SF606  20250911   5690.0   5690.0  ...       19.85   5672.0      5670.0       SF
166  SF607  20250911   5836.0   5836.0  ...        5.83   5828.0      5816.0       SF
167  SF608  20250911   5758.0   5758.0  ...        8.63   5752.0      5734.0       SF
168  SH509  20250911      0.0      0.0  ...        0.00   2828.0      2811.0       SH
169  SH510  20250911   2565.0   2588.0  ...   212640.48   2565.0      2559.0       SH
170  SH511  20250911   2566.0   2601.0  ...   644483.99   2576.0      2562.0       SH
171  SH512  20250911   2587.0   2619.0  ...   305183.74   2597.0      2583.0       SH
172  SH601  20250911   2578.0   2605.0  ...  2327161.35   2587.0      2571.0       SH
173  SH602  20250911   2600.0   2623.0  ...    42346.45   2604.0      2591.0       SH
174  SH603  20250911   2620.0   2637.0  ...     3140.93   2624.0      2609.0       SH
175  SH604  20250911   2656.0   2677.0  ...      415.93   2666.0      2653.0       SH
176  SH605  20250911   2671.0   2687.0  ...    17480.75   2675.0      2664.0       SH
177  SH606  20250911   2690.0   2695.0  ...      258.12   2689.0      2673.0       SH
178  SH607  20250911   2683.0   2683.0  ...       64.20   2675.0      2666.0       SH
179  SH608  20250911   2692.0   2694.0  ...       72.56   2687.0      2678.0       SH
180  SM509  20250911   5770.0   5788.0  ...     1560.75   5770.0      5726.0       SM
181  SM510  20250911   5782.0   5808.0  ...   126885.05   5774.0      5772.0       SM
182  SM511  20250911   5832.0   5876.0  ...   162072.81   5848.0      5830.0       SM
183  SM512  20250911   5880.0   5882.0  ...    71142.16   5854.0      5852.0       SM
184  SM601  20250911   5862.0   5890.0  ...   435829.94   5860.0      5852.0       SM
185  SM602  20250911   5874.0   5892.0  ...    59756.59   5864.0      5840.0       SM
186  SM603  20250911   5898.0   5898.0  ...       91.12   5880.0      5878.0       SM
187  SM604  20250911   5890.0   5890.0  ...       11.77   5884.0      5898.0       SM
188  SM605  20250911   5910.0   5922.0  ...     3697.01   5896.0      5900.0       SM
189  SM606  20250911   5902.0   5908.0  ...        8.85   5900.0      5888.0       SM
190  SM607  20250911   5888.0   5916.0  ...       17.72   5906.0      5882.0       SM
191  SM608  20250911   5950.0   5950.0  ...        8.90   5930.0      5898.0       SM
192  SR509  20250911   5530.0   5530.0  ...      602.29   5526.0      5522.0       SR
193  SR511  20250911   5551.0   5573.0  ...   145543.24   5554.0      5539.0       SR
194  SR601  20250911   5545.0   5558.0  ...   861291.03   5542.0      5534.0       SR
195  SR603  20250911   5521.0   5541.0  ...     2222.32   5528.0      5520.0       SR
196  SR605  20250911   5520.0   5528.0  ...    30964.28   5516.0      5508.0       SR
197  SR607  20250911   5498.0   5524.0  ...     1482.67   5512.0      5503.0       SR
198  TA509  20250911   4598.0   4622.0  ...     2342.24   4602.0      4598.0       TA
199  TA510  20250911   4670.0   4682.0  ...   136416.66   4660.0      4662.0       TA
200  TA511  20250911   4666.0   4696.0  ...   191884.64   4672.0      4670.0       TA
201  TA512  20250911   4690.0   4706.0  ...    83468.17   4682.0      4678.0       TA
202  TA601  20250911   4690.0   4712.0  ...  1036039.18   4688.0      4686.0       TA
203  TA602  20250911   4698.0   4714.0  ...    15776.34   4694.0      4694.0       TA
204  TA603  20250911   4708.0   4708.0  ...       23.53   4708.0      4712.0       TA
205  TA604  20250911      0.0      0.0  ...        0.00   4722.0      4722.0       TA
206  TA605  20250911   4728.0   4742.0  ...    17213.69   4720.0      4716.0       TA
207  TA606  20250911      0.0      0.0  ...        0.00   4734.0      4734.0       TA
208  TA607  20250911      0.0      0.0  ...        0.00   4744.0      4744.0       TA
209  TA608  20250911   4768.0   4768.0  ...        2.38   4768.0      4744.0       TA
210  UR509  20250911   1601.0   1605.0  ...      833.35   1603.0      1616.0       UR
211  UR510  20250911   1635.0   1638.0  ...    53972.22   1620.0      1639.0       UR
212  UR511  20250911   1659.0   1665.0  ...    51115.35   1659.0      1671.0       UR
213  UR512  20250911   1664.0   1671.0  ...    16972.26   1666.0      1675.0       UR
214  UR601  20250911   1669.0   1676.0  ...   419032.87   1672.0      1679.0       UR
215  UR602  20250911   1673.0   1677.0  ...      308.00   1674.0      1679.0       UR
216  UR603  20250911   1720.0   1724.0  ...       34.41   1720.0      1728.0       UR
217  UR604  20250911   1721.0   1722.0  ...       13.77   1721.0      1728.0       UR
218  UR605  20250911   1721.0   1725.0  ...    13509.66   1721.0      1729.0       UR
219  UR606  20250911   1718.0   1721.0  ...      109.98   1718.0      1723.0       UR
220  UR607  20250911   1749.0   1750.0  ...       76.87   1747.0      1755.0       UR
221  UR608  20250911   1745.0   1745.0  ...       20.90   1742.0      1746.0       UR
222  WH509  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250911      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250911      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 18:28:36,350 - future_1d - INFO - ak.get_czce_daily('2025-09-11') done
2025-09-12 18:28:47,645 - future_1d - INFO - save future_daily 2025-09-11 completed
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250912  ...   80710      80090      CU
1        1      CU2510  20250912  ...   80660      80080      CU
2        2      CU2511  20250912  ...   80650      80080      CU
3        3      CU2512  20250912  ...   80640      80050      CU
4        4      CU2601  20250912  ...   80610      80040      CU
5        5      CU2602  20250912  ...   80580      80040      CU
6        6      CU2603  20250912  ...   80660      80060      CU
7        7      CU2604  20250912  ...   80600      80150      CU
8        8      CU2605  20250912  ...   80640      80130      CU
9        9      CU2606  20250912  ...   80740      80150      CU
10      10      CU2607  20250912  ...   80620      80150      CU
11      11      CU2608  20250912  ...   80650      80140      CU
12      12      BC2509  20250912  ...   70500      70500      BC
13      13      BC2510  20250912  ...   71640      71180      BC
14      14      BC2511  20250912  ...   71660      71150      BC
15      15      BC2512  20250912  ...   71670      70790      BC
16      16      BC2601  20250912  ...   72000      71300      BC
17      17      BC2602  20250912  ...   71650      70900      BC
18      18      BC2603  20250912  ...   72000      71560      BC
19      19      BC2604  20250912  ...   71500      71200      BC
20      20      BC2605  20250912  ...   71350      71170      BC
21      21      BC2606  20250912  ...   71450      70710      BC
22      22      BC2607  20250912  ...   71560      70900      BC
23      23      BC2608  20250912  ...   71550      70800      BC
24      24      AL2509  20250912  ...   21040      20845      AL
25      25      AL2510  20250912  ...   21030      20850      AL
26      26      AL2511  20250912  ...   21020      20840      AL
27      27      AL2512  20250912  ...   20975      20815      AL
28      28      AL2601  20250912  ...   20935      20800      AL
29      29      AL2602  20250912  ...   20925      20795      AL
30      30      AL2603  20250912  ...   20925      20820      AL
31      31      AL2604  20250912  ...   20940      20855      AL
32      32      AL2605  20250912  ...   20980      20865      AL
33      33      AL2606  20250912  ...   20975      20865      AL
34      34      AL2607  20250912  ...   20970      20875      AL
35      35      AL2608  20250912  ...   20965      20870      AL
36      36      ZN2509  20250912  ...   22240      22190      ZN
37      37      ZN2510  20250912  ...   22280      22225      ZN
38      38      ZN2511  20250912  ...   22295      22235      ZN
39      39      ZN2512  20250912  ...   22310      22250      ZN
40      40      ZN2601  20250912  ...   22335      22255      ZN
41      41      ZN2602  20250912  ...   22340      22265      ZN
42      42      ZN2603  20250912  ...   22345      22265      ZN
43      43      ZN2604  20250912  ...   22375      22310      ZN
44      44      ZN2605  20250912  ...   22400      22305      ZN
45      45      ZN2606  20250912  ...   22410      22305      ZN
46      46      ZN2607  20250912  ...   22370      22335      ZN
47      47      ZN2608  20250912  ...   22390      22350      ZN
48      48      PB2509  20250912  ...   16860      16795      PB
49      49      PB2510  20250912  ...   16965      16860      PB
50      50      PB2511  20250912  ...   16985      16865      PB
51      51      PB2512  20250912  ...   16975      16885      PB
52      52      PB2601  20250912  ...   16965      16910      PB
53      53      PB2602  20250912  ...   17045      16895      PB
54      54      PB2603  20250912  ...   16945      16910      PB
55      55      PB2604  20250912  ...   17065      16910      PB
56      56      PB2605  20250912  ...   17175      16925      PB
57      57      PB2606  20250912  ...   16935      16935      PB
58      58      PB2607  20250912  ...   17005      16945      PB
59      59      PB2608  20250912  ...   17135      16965      PB
60      60      NI2509  20250912  ...  121270     120260      NI
61      61      NI2510  20250912  ...  121190     120450      NI
62      62      NI2511  20250912  ...  121470     120600      NI
63      63      NI2512  20250912  ...  121560     120780      NI
64      64      NI2601  20250912  ...  121840     121000      NI
65      65      NI2602  20250912  ...  122140     121260      NI
66      66      NI2603  20250912  ...  122210     121390      NI
67      67      NI2604  20250912  ...  122290     121710      NI
68      68      NI2605  20250912  ...  122460     121760      NI
69      69      NI2606  20250912  ...  122790     122050      NI
70      70      NI2607  20250912  ...  122790     122410      NI
71      71      NI2608  20250912  ...  123400     122670      NI
72      72      SN2509  20250912  ...  273970     270340      SN
73      73      SN2510  20250912  ...  272850     271410      SN
74      74      SN2511  20250912  ...  273260     271610      SN
75      75      SN2512  20250912  ...  273380     271690      SN
76      76      SN2601  20250912  ...  273380     271500      SN
77      77      SN2602  20250912  ...  273590     271650      SN
78      78      SN2603  20250912  ...  273110     271120      SN
79      79      SN2604  20250912  ...  273390     272180      SN
80      80      SN2605  20250912  ...  273940     272460      SN
81      81      SN2606  20250912  ...  274310     271900      SN
82      82      SN2607  20250912  ...  273480     273090      SN
83      83      SN2608  20250912  ...  274950     272370      SN
84      84      AO2509  20250912  ...    2875       2904      AO
85      85      AO2510  20250912  ...    2904       2918      AO
86      86      AO2511  20250912  ...    2908       2920      AO
87      87      AO2512  20250912  ...    2917       2931      AO
88      88      AO2601  20250912  ...    2922       2940      AO
89      89      AO2602  20250912  ...    2928       2947      AO
90      90      AO2603  20250912  ...    2995       3008      AO
91      91      AO2604  20250912  ...    3004       3015      AO
92      92      AO2605  20250912  ...    3010       3025      AO
93      93      AO2606  20250912  ...    3019       3034      AO
94      94      AO2607  20250912  ...    3035       3048      AO
95      95      AO2608  20250912  ...    3040       3063      AO
96      96      AD2511  20250912  ...   20570      20410      AD
97      97      AD2512  20250912  ...   20580      20430      AD
98      98      AD2601  20250912  ...   20570      20410      AD
99      99      AD2602  20250912  ...   20545      20395      AD
100    100      AD2603  20250912  ...   20475      20405      AD
101    101      AD2604  20250912  ...   20490      20240      AD
102    102      AD2605  20250912  ...   20455      20325      AD
103    103      AD2606  20250912  ...   20155      20155      AD
104    104      AD2607  20250912  ...   20425      20150      AD
105    105      AD2608  20250912  ...   20515      20170      AD
106    106      AU2509  20250912  ...   832.5      832.5      AU
107    107      AU2510  20250912  ...  830.74     833.38      AU
108    108      AU2511  20250912  ...  832.94     834.64      AU
109    109      AU2512  20250912  ...  833.42     835.48      AU
110    110      AU2602  20250912  ...   835.4     838.02      AU
111    111      AU2604  20250912  ...  837.78      839.8      AU
112    112      AU2606  20250912  ...  840.26     842.34      AU
113    113      AU2608  20250912  ...   842.2     844.48      AU
114    114      AG2509  20250912  ...    9865       9785      AG
115    115      AG2510  20250912  ...    9930       9804      AG
116    116      AG2511  20250912  ...    9944       9815      AG
117    117      AG2512  20250912  ...    9963       9824      AG
118    118      AG2601  20250912  ...    9965       9837      AG
119    119      AG2602  20250912  ...    9975       9848      AG
120    120      AG2603  20250912  ...   10002       9860      AG
121    121      AG2604  20250912  ...   10007       9875      AG
122    122      AG2605  20250912  ...   10035       9893      AG
123    123      AG2606  20250912  ...   10038       9906      AG
124    124      AG2607  20250912  ...   10051       9922      AG
125    125      AG2608  20250912  ...   10068       9938      AG
126    126      RB2509  20250912  ...    2941       2941      RB
127    127      RB2510  20250912  ...    3017       3013      RB
128    128      RB2511  20250912  ...    3035       3034      RB
129    129      RB2512  20250912  ...    3089       3081      RB
130    130      RB2601  20250912  ...    3107       3101      RB
131    131      RB2602  20250912  ...    3112       3098      RB
132    132      RB2603  20250912  ...    3122       3112      RB
133    133      RB2604  20250912  ...    3148       3136      RB
134    134      RB2605  20250912  ...    3163       3150      RB
135    135      RB2606  20250912  ...    3180       3166      RB
136    136      RB2607  20250912  ...    3200       3179      RB
137    137      RB2608  20250912  ...    3207       3192      RB
138    138      WR2509  20250912  ...    3342       3342      WR
139    139      WR2510  20250912  ...    3276       3282      WR
140    140      WR2511  20250912  ...    3302       3302      WR
141    141      WR2512  20250912  ...    3324       3324      WR
142    142      WR2601  20250912  ...    3366       3377      WR
143    143      WR2602  20250912  ...    3358       3358      WR
144    144      WR2603  20250912  ...    3338       3338      WR
145    145      WR2604  20250912  ...    3389       3389      WR
146    146      WR2605  20250912  ...    3414       3414      WR
147    147      WR2606  20250912  ...    3372       3372      WR
148    148      WR2607  20250912  ...    3390       3390      WR
149    149      WR2608  20250912  ...    3399       3410      WR
150    150      HC2509  20250912  ...    3396       3396      HC
151    151      HC2510  20250912  ...    3374       3379      HC
152    152      HC2511  20250912  ...    3361       3365      HC
153    153      HC2512  20250912  ...    3360       3354      HC
154    154      HC2601  20250912  ...    3341       3342      HC
155    155      HC2602  20250912  ...    3338       3339      HC
156    156      HC2603  20250912  ...    3343       3344      HC
157    157      HC2604  20250912  ...    3346       3346      HC
158    158      HC2605  20250912  ...    3345       3347      HC
159    159      HC2606  20250912  ...    3341       3354      HC
160    160      HC2607  20250912  ...    3356       3357      HC
161    161      HC2608  20250912  ...    3351       3358      HC
162    162      SS2509  20250912  ...   12800      12800      SS
163    163      SS2510  20250912  ...   12830      12810      SS
164    164      SS2511  20250912  ...   12915      12895      SS
165    165      SS2512  20250912  ...   12955      12930      SS
166    166      SS2601  20250912  ...   13010      12990      SS
167    167      SS2602  20250912  ...   13015      13030      SS
168    168      SS2603  20250912  ...   13130      13110      SS
169    169      SS2604  20250912  ...   13140      13175      SS
170    170      SS2605  20250912  ...   13290      13245      SS
171    171      SS2606  20250912  ...   13305      13305      SS
172    172      SS2607  20250912  ...   13370      13370      SS
173    173      SS2608  20250912  ...   13430      13400      SS
174    174      SC2510  20250912  ...   479.2      488.7      SC
175    175      SC2511  20250912  ...   480.5      489.4      SC
176    176      SC2512  20250912  ...   479.5      488.1      SC
177    177      SC2601  20250912  ...     479      487.1      SC
178    178      SC2602  20250912  ...   478.4        486      SC
179    179      SC2603  20250912  ...   477.8      484.7      SC
180    180      SC2604  20250912  ...   477.4      484.5      SC
181    181      SC2605  20250912  ...   477.3      483.3      SC
182    182      SC2606  20250912  ...   476.6      484.5      SC
183    183      SC2607  20250912  ...   475.9      483.7      SC
184    184      SC2608  20250912  ...   474.7        482      SC
185    185      SC2609  20250912  ...     473      480.8      SC
186    186      SC2612  20250912  ...   472.6      477.9      SC
187    187      SC2703  20250912  ...   469.2      472.1      SC
188    188      SC2706  20250912  ...     470      471.5      SC
189    189      SC2709  20250912  ...     470      471.3      SC
190    190      SC2712  20250912  ...   466.6        469      SC
191    191      SC2803  20250912  ...   468.2      468.2      SC
192    192      SC2806  20250912  ...   462.8      466.7      SC
193    193      SC2809  20250912  ...     462        462      SC
194    194      LU2510  20250912  ...    3261       3343      LU
195    195      LU2511  20250912  ...    3288       3370      LU
196    196      LU2512  20250912  ...    3276       3362      LU
197    197      LU2601  20250912  ...    3285       3358      LU
198    198      LU2602  20250912  ...    3283       3338      LU
199    199      LU2603  20250912  ...    3276       3334      LU
200    200      LU2604  20250912  ...    3257       3339      LU
201    201      LU2605  20250912  ...    3274       3323      LU
202    202      LU2606  20250912  ...    3271       3316      LU
203    203      LU2607  20250912  ...    3265       3321      LU
204    204      LU2608  20250912  ...    3261       3316      LU
205    205      LU2609  20250912  ...    3260       3314      LU
206    206      FU2510  20250912  ...    2776       2833      FU
207    207      FU2511  20250912  ...    2768       2824      FU
208    208      FU2512  20250912  ...    2745       2803      FU
209    209      FU2601  20250912  ...    2733       2793      FU
210    210      FU2602  20250912  ...    2718       2777      FU
211    211      FU2603  20250912  ...    2714       2766      FU
212    212      FU2604  20250912  ...    2712       2759      FU
213    213      FU2605  20250912  ...    2698       2749      FU
214    214      FU2606  20250912  ...    2694       2741      FU
215    215      FU2607  20250912  ...    2687       2727      FU
216    216      FU2608  20250912  ...    2681       2722      FU
217    217      FU2609  20250912  ...    2664       2700      FU
218    218      BU2509  20250912  ...    3423       3423      BU
219    219      BU2510  20250912  ...    3421       3470      BU
220    220      BU2511  20250912  ...    3403       3459      BU
221    221      BU2512  20250912  ...    3359       3411      BU
222    222      BU2601  20250912  ...    3338       3385      BU
223    223      BU2602  20250912  ...    3336       3382      BU
224    224      BU2603  20250912  ...    3340       3388      BU
225    225      BU2604  20250912  ...    3308       3382      BU
226    226      BU2605  20250912  ...    3334       3388      BU
227    227      BU2606  20250912  ...    3329       3379      BU
228    228      BU2607  20250912  ...    3339       3381      BU
229    229      BU2608  20250912  ...    3320       3359      BU
230    230      BU2609  20250912  ...    3322       3372      BU
231    231      BU2612  20250912  ...    3281       3325      BU
232    232      BU2703  20250912  ...    3289       3327      BU
233    233      BU2706  20250912  ...    3292       3331      BU
234    234      BR2509  20250912  ...   11675      11850      BR
235    235      BR2510  20250912  ...   11575      11665      BR
236    236      BR2511  20250912  ...   11545      11630      BR
237    237      BR2512  20250912  ...   11525      11615      BR
238    238      BR2601  20250912  ...   11540      11630      BR
239    239      BR2602  20250912  ...   11685      11735      BR
240    240      BR2603  20250912  ...   11570      11665      BR
241    241      BR2604  20250912  ...   11615      11680      BR
242    242      BR2605  20250912  ...   11640      11700      BR
243    243      BR2606  20250912  ...   11715      11715      BR
244    244      BR2607  20250912  ...   11715      11780      BR
245    245      BR2608  20250912  ...   11705      11915      BR
246    246      RU2509  20250912  ...   14835      14825      RU
247    247      RU2510  20250912  ...   14910      14955      RU
248    248      RU2511  20250912  ...   14880      14940      RU
249    249      RU2601  20250912  ...   15810      15880      RU
250    250      RU2603  20250912  ...   15790      15880      RU
251    251      RU2604  20250912  ...   15770      15895      RU
252    252      RU2605  20250912  ...   15835      15910      RU
253    253      RU2606  20250912  ...   15925      15925      RU
254    254      RU2607  20250912  ...   15865      15980      RU
255    255      RU2608  20250912  ...   15970      15970      RU
256    256      NR2509  20250912  ...   12645      12645      NR
257    257      NR2510  20250912  ...   12495      12550      NR
258    258      NR2511  20250912  ...   12545      12600      NR
259    259      NR2512  20250912  ...   12590      12640      NR
260    260      NR2601  20250912  ...   12615      12685      NR
261    261      NR2602  20250912  ...   12645      12685      NR
262    262      NR2603  20250912  ...   12630      12685      NR
263    263      NR2604  20250912  ...   12675      12730      NR
264    264      NR2605  20250912  ...   12695      12745      NR
265    265      NR2606  20250912  ...   12580      12700      NR
266    266      NR2607  20250912  ...   12640      12715      NR
267    267      NR2608  20250912  ...   12685      12760      NR
268    268      SP2509  20250912  ...    4926       4948      SP
269    269      SP2510  20250912  ...    4964       4974      SP
270    270      SP2511  20250912  ...    4988       4994      SP
271    271      SP2512  20250912  ...    5004       5014      SP
272    272      SP2601  20250912  ...    5276       5280      SP
273    273      SP2602  20250912  ...    5262       5276      SP
274    274      SP2603  20250912  ...    5272       5280      SP
275    275      SP2604  20250912  ...    5278       5278      SP
276    276      SP2605  20250912  ...    5290       5294      SP
277    277      SP2606  20250912  ...    5290       5290      SP
278    278      SP2607  20250912  ...    5294       5286      SP
279    279      SP2608  20250912  ...    5296       5292      SP
280    280      OP2601  20250912  ...    4220       4254      OP
281    281      OP2602  20250912  ...    4202       4246      OP
282    282      OP2603  20250912  ...    4228       4274      OP
283    283      OP2604  20250912  ...    4250       4282      OP
284    284      OP2605  20250912  ...    4248       4278      OP
285    285      OP2606  20250912  ...    4222       4250      OP
286    286      OP2607  20250912  ...    4256       4270      OP
287    287      OP2608  20250912  ...    4250       4278      OP
288    288      EC2510  20250912  ...  1181.6       1222      EC
289    289      EC2512  20250912  ...  1594.5     1633.3      EC
290    290      EC2602  20250912  ...  1490.3     1509.2      EC
291    291      EC2604  20250912  ...  1235.6     1245.9      EC
292    292      EC2606  20250912  ...  1412.9     1429.4      EC
293    293      EC2608  20250912  ...  1580.3     1605.4      EC
294    295  SC_TAS2510  20250912  ...                     SC_TAS
295    296  SC_TAS2511  20250912  ...                     SC_TAS
296    297  SC_TAS2512  20250912  ...                     SC_TAS
297    298  SC_TAS2601  20250912  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-12 18:28:51,194 - future_1d - INFO - ak.get_shfe_daily('2025-09-12') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250912      0.0  ...  52925.0     55575.0       PS
1   PS2510  20250912  53950.0  ...  53935.0     53135.0       PS
2   PS2511  20250912  53520.0  ...  53730.0     53035.0       PS
3   PS2512  20250912  56000.0  ...  56225.0     55530.0       PS
4   PS2601  20250912  56020.0  ...  56110.0     55465.0       PS
5   PS2602  20250912  55975.0  ...  56305.0     55735.0       PS
6   PS2603  20250912  56060.0  ...  56265.0     55715.0       PS
7   PS2604  20250912  56265.0  ...  56410.0     55800.0       PS
8   PS2605  20250912  56275.0  ...  56225.0     55650.0       PS
9   PS2606  20250912  57805.0  ...  58330.0     57725.0       PS
10  PS2607  20250912  58145.0  ...  58370.0     57855.0       PS
11  PS2608  20250912  57985.0  ...  58405.0     57850.0       PS
13  SI2509  20250912      0.0  ...   8405.0      8685.0       SI
14  SI2510  20250912   8655.0  ...   8705.0      8685.0       SI
15  SI2511  20250912   8710.0  ...   8725.0      8690.0       SI
16  SI2512  20250912   9090.0  ...   9090.0      9040.0       SI
17  SI2601  20250912   9055.0  ...   9080.0      9035.0       SI
18  SI2602  20250912   9080.0  ...   9080.0      9030.0       SI
19  SI2603  20250912   9125.0  ...   9100.0      9065.0       SI
20  SI2604  20250912   9085.0  ...   9095.0      9030.0       SI
21  SI2605  20250912   9075.0  ...   9105.0      9055.0       SI
22  SI2606  20250912   9110.0  ...   9105.0      9070.0       SI
23  SI2607  20250912   9130.0  ...   9110.0      9070.0       SI
24  SI2608  20250912   9170.0  ...   9115.0      9085.0       SI
27  LC2509  20250912  71140.0  ...  74700.0     70800.0       LC
28  LC2510  20250912  70160.0  ...  70900.0     70580.0       LC
29  LC2511  20250912  70540.0  ...  71040.0     70660.0       LC
30  LC2512  20250912  70980.0  ...  71240.0     70960.0       LC
31  LC2601  20250912  70660.0  ...  71200.0     70920.0       LC
32  LC2602  20250912  70640.0  ...  71240.0     70860.0       LC
33  LC2603  20250912  70660.0  ...  71120.0     70780.0       LC
34  LC2604  20250912  70980.0  ...  71680.0     71740.0       LC
35  LC2605  20250912  71600.0  ...  71620.0     71380.0       LC
36  LC2606  20250912  71420.0  ...  71520.0     71240.0       LC
37  LC2607  20250912  71200.0  ...  71420.0     71100.0       LC
38  LC2608  20250912  71200.0  ...  71380.0     71040.0       LC

[36 rows x 12 columns]
2025-09-12 18:28:51,462 - future_1d - INFO - ak.get_gfex_daily('2025-09-12') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250912     483  ...   479.2      488.7      SC
1       SC2511  20250912     485  ...   480.5      489.4      SC
2       SC2512  20250912   484.7  ...   479.5      488.1      SC
3       SC2601  20250912   483.9  ...     479      487.1      SC
4       SC2602  20250912   479.8  ...   478.4        486      SC
5       SC2603  20250912   481.2  ...   477.8      484.7      SC
6       SC2604  20250912   478.1  ...   477.4      484.5      SC
7       SC2605  20250912   476.9  ...   477.3      483.3      SC
8       SC2606  20250912     480  ...   476.6      484.5      SC
9       SC2607  20250912     477  ...   475.9      483.7      SC
10      SC2608  20250912   474.5  ...   474.7        482      SC
11      SC2609  20250912   474.5  ...     473      480.8      SC
12      SC2612  20250912   473.8  ...   472.6      477.9      SC
13      SC2703  20250912   469.1  ...   469.2      472.1      SC
14      SC2706  20250912          ...     470      471.5      SC
15      SC2709  20250912          ...     470      471.3      SC
16      SC2712  20250912     467  ...   466.6        469      SC
17      SC2803  20250912          ...   468.2      468.2      SC
18      SC2806  20250912   461.5  ...   462.8      466.7      SC
19      SC2809  20250912          ...     462        462      SC
21      LU2510  20250912    3300  ...    3261       3343      LU
22      LU2511  20250912    3328  ...    3288       3370      LU
23      LU2512  20250912    3329  ...    3276       3362      LU
24      LU2601  20250912    3332  ...    3285       3358      LU
25      LU2602  20250912    3332  ...    3283       3338      LU
26      LU2603  20250912    3292  ...    3276       3334      LU
27      LU2604  20250912    3058  ...    3257       3339      LU
28      LU2605  20250912    3285  ...    3274       3323      LU
29      LU2606  20250912    3280  ...    3271       3316      LU
30      LU2607  20250912    3301  ...    3265       3321      LU
31      LU2608  20250912    3274  ...    3261       3316      LU
32      LU2609  20250912    3277  ...    3260       3314      LU
34      NR2509  20250912          ...   12645      12645      NR
35      NR2510  20250912   12565  ...   12495      12550      NR
36      NR2511  20250912   12645  ...   12545      12600      NR
37      NR2512  20250912   12700  ...   12590      12640      NR
38      NR2601  20250912   12690  ...   12615      12685      NR
39      NR2602  20250912   12710  ...   12645      12685      NR
40      NR2603  20250912   12725  ...   12630      12685      NR
41      NR2604  20250912   12745  ...   12675      12730      NR
42      NR2605  20250912   12740  ...   12695      12745      NR
43      NR2606  20250912   12580  ...   12580      12700      NR
44      NR2607  20250912   12640  ...   12640      12715      NR
45      NR2608  20250912   12685  ...   12685      12760      NR
47      BC2509  20250912   70500  ...   70500      70500      BC
48      BC2510  20250912   71260  ...   71640      71180      BC
49      BC2511  20250912   71290  ...   71660      71150      BC
50      BC2512  20250912   72470  ...   71670      70790      BC
51      BC2601  20250912          ...   72000      71300      BC
52      BC2602  20250912          ...   71650      70900      BC
53      BC2603  20250912          ...   72000      71560      BC
54      BC2604  20250912          ...   71500      71200      BC
55      BC2605  20250912          ...   71350      71170      BC
56      BC2606  20250912          ...   71450      70710      BC
57      BC2607  20250912          ...   71560      70900      BC
58      BC2608  20250912          ...   71550      70800      BC
60      EC2510  20250912  1205.6  ...  1181.6       1222      EC
61      EC2512  20250912    1601  ...  1594.5     1633.3      EC
62      EC2602  20250912  1497.4  ...  1490.3     1509.2      EC
63      EC2604  20250912  1235.7  ...  1235.6     1245.9      EC
64      EC2606  20250912  1423.6  ...  1412.9     1429.4      EC
65      EC2608  20250912  1595.3  ...  1580.3     1605.4      EC
69  SC_TAS2510  20250912          ...                     SC_TAS
70  SC_TAS2511  20250912          ...                     SC_TAS
71  SC_TAS2512  20250912          ...                     SC_TAS
72  SC_TAS2601  20250912          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-12 18:28:51,536 - future_1d - INFO - ak.get_ine_daily('2025-09-12') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2509  20250912      0.0  ...   4081.00     4040.00        A
1     a2511  20250912   3947.0  ...   3956.00     3926.00        A
2     a2601  20250912   3946.0  ...   3956.00     3930.00        A
3     a2603  20250912   3954.0  ...   3963.00     3934.00        A
4     a2605  20250912   3996.0  ...   4002.00     3977.00        A
5     a2607  20250912   4000.0  ...   4006.00     3981.00        A
6     b2509  20250912      0.0  ...   3694.00     3681.00        B
7     b2510  20250912   3735.0  ...   3726.00     3702.00        B
8     b2511  20250912   3759.0  ...   3760.00     3726.00        B
9     b2512  20250912   3786.0  ...   3787.00     3761.00        B
10    b2601  20250912   3781.0  ...   3785.00     3761.00        B
11    b2602  20250912   3766.0  ...   3765.00     3744.00        B
12    b2603  20250912   3705.0  ...   3713.00     3705.00        B
13    b2604  20250912   3586.0  ...   3598.00     3584.00        B
14    b2605  20250912   3506.0  ...   3518.00     3500.00        B
15    b2606  20250912   3490.0  ...   3487.00     3467.00        B
16    b2607  20250912   3486.0  ...   3487.00     3467.00        B
17    b2608  20250912   3586.0  ...   3588.00     3566.00        B
18   bb2509  20250912      0.0  ...    144.15      144.15       BB
19   bb2511  20250912    142.2  ...    141.95      142.05       BB
20   bb2601  20250912    146.6  ...    146.80      146.80       BB
21   bb2603  20250912      0.0  ...    146.90      146.90       BB
22   bb2605  20250912      0.0  ...    141.90      141.90       BB
23   bb2607  20250912      0.0  ...    146.70      146.70       BB
24   bz2603  20250912   6015.0  ...   5989.00     6034.00       BZ
25   bz2604  20250912   5956.0  ...   5953.00     6011.00       BZ
26   bz2605  20250912      0.0  ...   6011.00     6011.00       BZ
27   bz2606  20250912   5953.0  ...   5953.00     6005.00       BZ
28   bz2607  20250912      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250912   5955.0  ...   5955.00     5969.00       BZ
30    c2509  20250912      0.0  ...   2256.00     2345.00        C
31    c2511  20250912   2203.0  ...   2199.00     2199.00        C
32    c2601  20250912   2171.0  ...   2169.00     2169.00        C
33    c2603  20250912   2187.0  ...   2185.00     2183.00        C
34    c2605  20250912   2239.0  ...   2238.00     2237.00        C
35    c2607  20250912   2257.0  ...   2255.00     2252.00        C
36   cs2509  20250912      0.0  ...   2487.00     2502.00       CS
37   cs2511  20250912   2475.0  ...   2476.00     2481.00       CS
38   cs2601  20250912   2494.0  ...   2493.00     2498.00       CS
39   cs2603  20250912   2503.0  ...   2502.00     2505.00       CS
40   cs2605  20250912   2583.0  ...   2584.00     2583.00       CS
41   cs2607  20250912   2590.0  ...   2588.00     2588.00       CS
42   eb2509  20250912      0.0  ...   6962.00     6962.00       EB
43   eb2510  20250912   7033.0  ...   7027.00     7083.00       EB
44   eb2511  20250912   7066.0  ...   7040.00     7093.00       EB
45   eb2512  20250912   7077.0  ...   7045.00     7098.00       EB
46   eb2601  20250912   7100.0  ...   7069.00     7119.00       EB
47   eb2602  20250912   7120.0  ...   7093.00     7138.00       EB
48   eb2603  20250912   7152.0  ...   7127.00     7172.00       EB
49   eb2604  20250912   7167.0  ...   7158.00     7195.00       EB
50   eb2605  20250912   7180.0  ...   7177.00     7211.00       EB
51   eb2606  20250912   7163.0  ...   7169.00     7214.00       EB
52   eb2607  20250912      0.0  ...   7185.00     7185.00       EB
53   eb2608  20250912      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250912      0.0  ...   4408.00     4408.00       EG
55   eg2510  20250912   4300.0  ...   4308.00     4326.00       EG
56   eg2511  20250912   4283.0  ...   4270.00     4301.00       EG
57   eg2512  20250912   4285.0  ...   4269.00     4306.00       EG
58   eg2601  20250912   4299.0  ...   4279.00     4306.00       EG
59   eg2602  20250912   4286.0  ...   4286.00     4308.00       EG
60   eg2603  20250912   4290.0  ...   4288.00     4311.00       EG
61   eg2604  20250912   4319.0  ...   4313.00     4337.00       EG
62   eg2605  20250912   4336.0  ...   4326.00     4348.00       EG
63   eg2606  20250912   4328.0  ...   4333.00     4357.00       EG
64   eg2607  20250912      0.0  ...   4358.00     4358.00       EG
65   eg2608  20250912      0.0  ...   4402.00     4402.00       EG
66   fb2509  20250912      0.0  ...   1342.50     1342.50       FB
67   fb2510  20250912   1272.5  ...   1268.50     1272.50       FB
68   fb2511  20250912   1261.0  ...   1261.50     1263.00       FB
69   fb2512  20250912   1256.0  ...   1258.50     1259.00       FB
70   fb2601  20250912   1249.0  ...   1253.50     1250.50       FB
71   fb2602  20250912   1245.0  ...   1247.00     1243.00       FB
72   fb2603  20250912   1249.5  ...   1249.00     1246.50       FB
73   fb2604  20250912   1254.5  ...   1254.50     1250.00       FB
74   fb2605  20250912      0.0  ...   1318.50     1318.50       FB
75   fb2606  20250912      0.0  ...   1330.00     1330.00       FB
76   fb2607  20250912      0.0  ...   1302.50     1302.50       FB
77   fb2608  20250912      0.0  ...   1296.00     1296.00       FB
78    i2509  20250912    800.0  ...    806.00      845.50        I
79    i2510  20250912    815.0  ...    817.50      819.50        I
80    i2511  20250912    808.5  ...    811.00      814.00        I
81    i2512  20250912    803.5  ...    805.50      809.50        I
82    i2601  20250912    797.5  ...    798.50      800.00        I
83    i2602  20250912    791.5  ...    793.50      794.00        I
84    i2603  20250912    786.5  ...    788.00      789.00        I
85    i2604  20250912    783.0  ...    783.50      784.00        I
86    i2605  20250912    774.0  ...    776.50      777.00        I
87    i2606  20250912    769.0  ...    771.00      771.50        I
88    i2607  20250912    763.5  ...    766.50      766.50        I
89    i2608  20250912    760.0  ...    761.50      762.50        I
90    j2509  20250912   1502.0  ...   1500.00     1512.50        J
91    j2510  20250912   1517.0  ...   1521.50     1514.50        J
92    j2511  20250912   1561.5  ...   1550.00     1550.50        J
93    j2512  20250912   1583.5  ...   1595.50     1582.00        J
94    j2601  20250912   1622.0  ...   1614.00     1618.50        J
95    j2602  20250912   1644.0  ...   1637.50     1638.50        J
96    j2603  20250912      0.0  ...   1658.00     1658.00        J
97    j2604  20250912      0.0  ...   1728.00     1728.00        J
98    j2605  20250912   1768.5  ...   1749.50     1748.50        J
99    j2606  20250912   1758.0  ...   1758.00     1750.50        J
100   j2607  20250912   1763.5  ...   1763.50     1763.50        J
101   j2608  20250912      0.0  ...   1763.00     1763.00        J
102  jd2509  20250912   3100.0  ...   3201.00     3083.00       JD
103  jd2510  20250912   3052.0  ...   3038.00     3036.00       JD
104  jd2511  20250912   3044.0  ...   3048.00     3039.00       JD
105  jd2512  20250912   3180.0  ...   3175.00     3170.00       JD
106  jd2601  20250912   3349.0  ...   3352.00     3350.00       JD
107  jd2602  20250912   3111.0  ...   3103.00     3110.00       JD
108  jd2603  20250912   3124.0  ...   3116.00     3124.00       JD
109  jd2604  20250912   3322.0  ...   3298.00     3318.00       JD
110  jd2605  20250912   3465.0  ...   3429.00     3460.00       JD
111  jd2606  20250912   3273.0  ...   3251.00     3269.00       JD
112  jd2607  20250912   3496.0  ...   3482.00     3491.00       JD
113  jd2608  20250912   3920.0  ...   3919.00     3913.00       JD
114  jm2509  20250912   1031.0  ...    958.00      977.50       JM
115  jm2510  20250912    975.0  ...    979.00      966.00       JM
116  jm2511  20250912   1027.0  ...   1031.00     1022.50       JM
117  jm2512  20250912   1083.5  ...   1085.00     1080.50       JM
118  jm2601  20250912   1140.0  ...   1137.50     1134.50       JM
119  jm2602  20250912   1166.0  ...   1164.00     1161.00       JM
120  jm2603  20250912   1188.5  ...   1183.50     1181.00       JM
121  jm2604  20250912   1206.0  ...   1202.50     1202.50       JM
122  jm2605  20250912   1227.0  ...   1220.50     1220.50       JM
123  jm2606  20250912   1236.0  ...   1235.00     1238.00       JM
124  jm2607  20250912   1247.0  ...   1246.00     1249.50       JM
125  jm2608  20250912   1257.5  ...   1255.00     1260.00       JM
126   l2509  20250912   7080.0  ...   7195.00     7135.00        L
127   l2510  20250912   7168.0  ...   7138.00     7194.00        L
128   l2511  20250912   7182.0  ...   7157.00     7206.00        L
129   l2512  20250912   7193.0  ...   7168.00     7213.00        L
130   l2601  20250912   7200.0  ...   7174.00     7216.00        L
131   l2602  20250912   7198.0  ...   7165.00     7210.00        L
132   l2603  20250912   7179.0  ...   7166.00     7227.00        L
133   l2604  20250912   7205.0  ...   7200.00     7237.00        L
134   l2605  20250912   7207.0  ...   7185.00     7225.00        L
135   l2606  20250912      0.0  ...   7228.00     7228.00        L
136   l2607  20250912   7205.0  ...   7202.00     7236.00        L
137   l2608  20250912   7226.0  ...   7221.00     7254.00        L
138  lg2509  20250912    760.5  ...    764.00      770.00       LG
139  lg2511  20250912    803.0  ...    800.00      804.50       LG
140  lg2601  20250912    819.0  ...    813.50      818.50       LG
141  lg2603  20250912    823.0  ...    820.00      824.50       LG
142  lg2605  20250912    829.0  ...    826.50      829.50       LG
143  lg2607  20250912    830.0  ...    829.00      832.50       LG
144  lh2509  20250912      0.0  ...  13090.00    13090.00       LH
145  lh2511  20250912  13320.0  ...  13310.00    13315.00       LH
146  lh2601  20250912  13750.0  ...  13725.00    13735.00       LH
147  lh2603  20250912  13000.0  ...  13030.00    13010.00       LH
148  lh2605  20250912  13535.0  ...  13555.00    13520.00       LH
149  lh2607  20250912  14295.0  ...  14310.00    14310.00       LH
150   m2509  20250912      0.0  ...   3023.00     3031.00        M
151   m2511  20250912   3062.0  ...   3057.00     3040.00        M
152   m2512  20250912   3104.0  ...   3102.00     3090.00        M
153   m2601  20250912   3090.0  ...   3087.00     3075.00        M
154   m2603  20250912   3011.0  ...   3010.00     2997.00        M
155   m2605  20250912   2810.0  ...   2815.00     2802.00        M
156   m2607  20250912   2790.0  ...   2792.00     2783.00        M
157   m2608  20250912   2916.0  ...   2916.00     2908.00        M
158   p2509  20250912      0.0  ...   9384.00     9446.00        P
159   p2510  20250912   9230.0  ...   9270.00     9222.00        P
160   p2511  20250912   9252.0  ...   9298.00     9236.00        P
161   p2512  20250912   9280.0  ...   9318.00     9264.00        P
162   p2601  20250912   9316.0  ...   9342.00     9274.00        P
163   p2602  20250912   9272.0  ...   9288.00     9222.00        P
164   p2603  20250912   9234.0  ...   9262.00     9212.00        P
165   p2604  20250912   9198.0  ...   9204.00     9156.00        P
166   p2605  20250912   9102.0  ...   9106.00     9062.00        P
167   p2606  20250912   9024.0  ...   9030.00     8968.00        P
168   p2607  20250912   8928.0  ...   8932.00     8868.00        P
169   p2608  20250912   8862.0  ...   8872.00     8800.00        P
170  pg2509  20250912   3750.0  ...   3750.00     3780.00       PG
171  pg2510  20250912   4454.0  ...   4446.00     4453.00       PG
172  pg2511  20250912   4410.0  ...   4401.00     4410.00       PG
173  pg2512  20250912   4350.0  ...   4340.00     4352.00       PG
174  pg2601  20250912   4287.0  ...   4278.00     4289.00       PG
175  pg2602  20250912   4219.0  ...   4211.00     4219.00       PG
176  pg2603  20250912   4112.0  ...   4122.00     4132.00       PG
177  pg2604  20250912      0.0  ...   4467.00     4467.00       PG
178  pg2605  20250912   4381.0  ...   4383.00     4389.00       PG
179  pg2606  20250912      0.0  ...   4305.00     4305.00       PG
180  pg2607  20250912      0.0  ...   4251.00     4251.00       PG
181  pg2608  20250912      0.0  ...   4187.00     4187.00       PG
182  pp2509  20250912   6796.0  ...   6855.00     6828.00       PP
183  pp2510  20250912   6833.0  ...   6818.00     6852.00       PP
184  pp2511  20250912   6875.0  ...   6852.00     6886.00       PP
185  pp2512  20250912   6901.0  ...   6884.00     6919.00       PP
186  pp2601  20250912   6931.0  ...   6910.00     6943.00       PP
187  pp2602  20250912   6916.0  ...   6891.00     6926.00       PP
188  pp2603  20250912   6886.0  ...   6880.00     6912.00       PP
189  pp2604  20250912   6916.0  ...   6908.00     6937.00       PP
190  pp2605  20250912   6949.0  ...   6932.00     6966.00       PP
191  pp2606  20250912   6914.0  ...   6903.00     6943.00       PP
192  pp2607  20250912   6890.0  ...   6887.00     6915.00       PP
193  pp2608  20250912   6900.0  ...   6892.00     6917.00       PP
194  rr2509  20250912      0.0  ...   3617.00     3620.00       RR
195  rr2510  20250912   3585.0  ...   3591.00     3596.00       RR
196  rr2511  20250912   3595.0  ...   3599.00     3603.00       RR
197  rr2512  20250912   3604.0  ...   3602.00     3605.00       RR
198  rr2601  20250912   3615.0  ...   3614.00     3615.00       RR
199  rr2602  20250912   3601.0  ...   3601.00     3605.00       RR
200  rr2603  20250912   3608.0  ...   3608.00     3607.00       RR
201  rr2604  20250912      0.0  ...   3617.00     3617.00       RR
202  rr2605  20250912      0.0  ...   3618.00     3618.00       RR
203  rr2606  20250912      0.0  ...   3604.00     3604.00       RR
204  rr2607  20250912      0.0  ...   3625.00     3625.00       RR
205  rr2608  20250912      0.0  ...   3614.00     3614.00       RR
206   v2509  20250912   4718.0  ...   4720.00     4708.00        V
207   v2510  20250912   4785.0  ...   4763.00     4757.00        V
208   v2511  20250912   4807.0  ...   4794.00     4788.00        V
209   v2512  20250912   4848.0  ...   4829.00     4830.00        V
210   v2601  20250912   4886.0  ...   4871.00     4864.00        V
211   v2602  20250912   4921.0  ...   4914.00     4904.00        V
212   v2603  20250912   4953.0  ...   4950.00     4930.00        V
213   v2604  20250912   5132.0  ...   5135.00     5126.00        V
214   v2605  20250912   5170.0  ...   5172.00     5166.00        V
215   v2606  20250912   5194.0  ...   5196.00     5197.00        V
216   v2607  20250912   5245.0  ...   5236.00     5222.00        V
217   v2608  20250912   5268.0  ...   5265.00     5266.00        V
218   y2509  20250912      0.0  ...   8398.00     8268.00        Y
219   y2511  20250912   8370.0  ...   8368.00     8326.00        Y
220   y2512  20250912   8378.0  ...   8386.00     8338.00        Y
221   y2601  20250912   8340.0  ...   8336.00     8292.00        Y
222   y2603  20250912   8248.0  ...   8252.00     8214.00        Y
223   y2605  20250912   8010.0  ...   8030.00     7986.00        Y
224   y2607  20250912   7992.0  ...   8000.00     7948.00        Y
225   y2608  20250912   8002.0  ...   7984.00     7948.00        Y

[226 rows x 12 columns]
2025-09-12 18:28:52,141 - future_1d - INFO - ak.get_dce_daily('2025-09-12') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250912  7109.800  ...  7152.400    7097.800       IC
1   IC2510  20250912  7063.000  ...  7100.000    7044.000       IC
2   IC2512  20250912  6955.000  ...  7000.400    6934.800       IC
3   IC2603  20250912  6815.000  ...  6849.400    6789.600       IC
4   IF2509  20250912  4557.000  ...  4525.800    4542.800       IF
5   IF2510  20250912  4564.000  ...  4517.600    4534.400       IF
6   IF2512  20250912  4530.000  ...  4499.200    4511.800       IF
7   IF2603  20250912  4518.000  ...  4478.800    4491.200       IF
8   IH2509  20250912  2988.600  ...  2969.800    2981.400       IH
9   IH2510  20250912  2989.200  ...  2969.800    2979.800       IH
10  IH2512  20250912  2989.000  ...  2971.200    2980.000       IH
11  IH2603  20250912  2992.000  ...  2974.000    2982.400       IH
12  IM2509  20250912  7387.000  ...  7400.800    7365.600       IM
13  IM2510  20250912  7336.000  ...  7333.600    7297.800       IM
14  IM2512  20250912  7180.200  ...  7186.400    7153.600       IM
15  IM2603  20250912  7000.000  ...  6985.200    6965.600       IM
16   T2509  20250912       NaN  ...   107.870     107.835        T
17   T2512  20250912   107.595  ...   107.680     107.645        T
18   T2603  20250912   107.310  ...   107.385     107.335        T
19  TF2509  20250912   105.770  ...   105.760     105.660       TF
20  TF2512  20250912   105.570  ...   105.580     105.590       TF
21  TF2603  20250912   105.520  ...   105.470     105.485       TF
22  TL2509  20250912   115.550  ...   115.550     115.180       TL
23  TL2512  20250912   114.790  ...   115.160     114.830       TL
24  TL2603  20250912   114.390  ...   114.850     114.500       TL
25  TS2509  20250912       NaN  ...   102.310     102.352       TS
26  TS2512  20250912   102.410  ...   102.364     102.406       TS
27  TS2603  20250912   102.334  ...   102.294     102.330       TS

[28 rows x 12 columns]
2025-09-12 18:28:52,360 - future_1d - INFO - ak.get_cffex_daily('2025-09-12') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250912   8350.0   8438.0  ...   111999.83   8382.0      8293.0       AP
1    AP511  20250912   8140.0   8248.0  ...     8691.41   8199.0      8116.0       AP
2    AP512  20250912   8149.0   8258.0  ...      641.01   8218.0      8131.0       AP
3    AP601  20250912   8277.0   8333.0  ...   548026.71   8287.0      8214.0       AP
4    AP603  20250912   8133.0   8215.0  ...      237.41   8186.0      8124.0       AP
5    AP604  20250912   8180.0   8229.0  ...      188.73   8206.0      8142.0       AP
6    AP605  20250912   8245.0   8300.0  ...     2431.21   8269.0      8227.0       AP
7    CF509  20250912  13370.0  13385.0  ...     8720.58  13375.0     13345.0       CF
8    CF511  20250912  13655.0  13730.0  ...   201420.59  13675.0     13665.0       CF
9    CF601  20250912  13800.0  13880.0  ...  1114023.33  13830.0     13830.0       CF
10   CF603  20250912  13780.0  13835.0  ...     1800.24  13795.0     13800.0       CF
11   CF605  20250912  13795.0  13845.0  ...   111902.58  13795.0     13795.0       CF
12   CF607  20250912  13795.0  13860.0  ...      649.87  13825.0     13815.0       CF
13   CJ509  20250912      0.0      0.0  ...       24.91   9965.0      9965.0       CJ
14   CJ512  20250912  11135.0  11190.0  ...     3810.44  11125.0     11100.0       CJ
15   CJ601  20250912  11195.0  11270.0  ...   529644.44  11190.0     11185.0       CJ
16   CJ603  20250912  11200.0  11305.0  ...     6237.23  11230.0     11240.0       CJ
17   CJ605  20250912  11310.0  11400.0  ...    76766.43  11320.0     11315.0       CJ
18   CJ607  20250912  11450.0  11510.0  ...     1196.57  11450.0     11425.0       CJ
19   CY509  20250912      0.0      0.0  ...      292.56  20160.0     20180.0       CY
20   CY510  20250912      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250912  19850.0  19895.0  ...   108377.15  19855.0     19875.0       CY
22   CY512  20250912      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250912  19830.0  19885.0  ...      873.75  19860.0     19890.0       CY
24   CY602  20250912      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250912      0.0      0.0  ...        0.00  20145.0     20240.0       CY
26   CY604  20250912      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250912  20060.0  20060.0  ...       20.06  20055.0     20080.0       CY
28   CY606  20250912      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250912      0.0      0.0  ...        0.00  20300.0     20335.0       CY
30   CY608  20250912      0.0      0.0  ...        0.00  20160.0     20160.0       CY
31   FG509  20250912    979.0   1000.0  ...      680.51    978.0       990.0       FG
32   FG510  20250912   1100.0   1100.0  ...    54819.85   1080.0      1107.0       FG
33   FG511  20250912   1095.0   1095.0  ...   157198.32   1080.0      1095.0       FG
34   FG512  20250912   1187.0   1190.0  ...    58644.37   1181.0      1192.0       FG
35   FG601  20250912   1182.0   1186.0  ...  4230988.70   1175.0      1186.0       FG
36   FG602  20250912   1235.0   1235.0  ...    31425.24   1226.0      1235.0       FG
37   FG603  20250912   1235.0   1237.0  ...     1061.16   1228.0      1239.0       FG
38   FG604  20250912   1279.0   1287.0  ...      506.64   1279.0      1287.0       FG
39   FG605  20250912   1279.0   1286.0  ...    79931.70   1275.0      1281.0       FG
40   FG606  20250912   1308.0   1320.0  ...      588.93   1309.0      1315.0       FG
41   FG607  20250912   1298.0   1308.0  ...      584.69   1299.0      1305.0       FG
42   FG608  20250912   1330.0   1338.0  ...      765.30   1329.0      1333.0       FG
43   JR509  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250912      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250912      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250912   2249.0   2249.0  ...     2776.85   2234.0      2226.0       MA
53   MA510  20250912   2290.0   2290.0  ...    18051.99   2281.0      2299.0       MA
54   MA511  20250912   2318.0   2322.0  ...   171845.36   2313.0      2329.0       MA
55   MA512  20250912   2356.0   2363.0  ...    74857.91   2354.0      2372.0       MA
56   MA601  20250912   2380.0   2386.0  ...   961687.41   2378.0      2395.0       MA
57   MA602  20250912   2398.0   2403.0  ...    77549.24   2394.0      2412.0       MA
58   MA603  20250912   2401.0   2411.0  ...      252.24   2402.0      2417.0       MA
59   MA604  20250912   2403.0   2403.0  ...        2.40   2403.0      2408.0       MA
60   MA605  20250912   2386.0   2395.0  ...    65689.57   2386.0      2396.0       MA
61   MA606  20250912      0.0      0.0  ...        0.00   2394.0      2400.0       MA
62   MA607  20250912   2369.0   2385.0  ...       23.76   2376.0      2383.0       MA
63   MA608  20250912   2381.0   2381.0  ...        4.76   2380.0      2384.0       MA
64   OI509  20250912      0.0      0.0  ...      140.32  10023.0     10023.0       OI
65   OI511  20250912  10095.0  10161.0  ...   531493.02  10090.0     10015.0       OI
66   OI601  20250912   9894.0   9967.0  ...  2920257.58   9904.0      9839.0       OI
67   OI603  20250912   9706.0   9768.0  ...     2784.04   9700.0      9671.0       OI
68   OI605  20250912   9540.0   9595.0  ...    94328.75   9523.0      9510.0       OI
69   OI607  20250912   9486.0   9538.0  ...      843.84   9481.0      9456.0       OI
70   PF509  20250912      0.0      0.0  ...        3.12   6232.0      6272.0       PF
71   PF510  20250912   6352.0   6360.0  ...    21081.39   6330.0      6374.0       PF
72   PF511  20250912   6342.0   6356.0  ...   394490.02   6324.0      6366.0       PF
73   PF512  20250912   6328.0   6340.0  ...   100969.46   6308.0      6350.0       PF
74   PF601  20250912   6364.0   6376.0  ...    22261.90   6350.0      6388.0       PF
75   PF602  20250912   6378.0   6386.0  ...    35051.53   6364.0      6396.0       PF
76   PF603  20250912   6376.0   6376.0  ...       47.72   6364.0      6400.0       PF
77   PF604  20250912   6398.0   6430.0  ...       22.44   6410.0      6436.0       PF
78   PF605  20250912   6422.0   6434.0  ...        6.43   6428.0      6460.0       PF
79   PF606  20250912      0.0      0.0  ...        0.00   6456.0      6474.0       PF
80   PF607  20250912   6470.0   6470.0  ...        3.24   6470.0      6502.0       PF
81   PF608  20250912      0.0      0.0  ...        0.00   6504.0      6516.0       PF
82   PK510  20250912   7882.0   7890.0  ...    56147.36   7822.0      7876.0       PK
83   PK511  20250912   7786.0   7796.0  ...   431016.44   7766.0      7776.0       PK
84   PK512  20250912   7808.0   7812.0  ...   237242.34   7772.0      7800.0       PK
85   PK601  20250912   7820.0   7830.0  ...    47475.90   7812.0      7826.0       PK
86   PK603  20250912   7842.0   7846.0  ...      180.18   7834.0      7848.0       PK
87   PK604  20250912   7862.0   7862.0  ...       70.65   7850.0      7856.0       PK
88   PK605  20250912   7860.0   7870.0  ...     2360.20   7854.0      7852.0       PK
89   PL601  20250912   6400.0   6420.0  ...    40740.24   6382.0      6406.0       PL
90   PL602  20250912   6420.0   6440.0  ...     1231.91   6416.0      6441.0       PL
91   PL603  20250912   6436.0   6436.0  ...       64.33   6433.0      6440.0       PL
92   PL604  20250912      0.0      0.0  ...        0.00   6455.0      6455.0       PL
93   PL605  20250912   6343.0   6360.0  ...       25.41   6352.0      6374.0       PL
94   PL606  20250912      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250912      0.0      0.0  ...        0.00   6419.0      6450.0       PL
96   PL608  20250912      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250912      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250912   5748.0   5840.0  ...     1426.45   5764.0      5700.0       PR
104  PR510  20250912   5838.0   5838.0  ...    11725.99   5804.0      5834.0       PR
105  PR511  20250912   5832.0   5836.0  ...   389848.99   5798.0      5838.0       PR
106  PR512  20250912   5844.0   5844.0  ...   279238.88   5806.0      5848.0       PR
107  PR601  20250912   5854.0   5854.0  ...   107289.56   5808.0      5856.0       PR
108  PR602  20250912   5872.0   5878.0  ...     3816.83   5836.0      5872.0       PR
109  PR603  20250912   5838.0   5888.0  ...      219.52   5854.0      5892.0       PR
110  PR604  20250912   5862.0   5872.0  ...      158.15   5858.0      5912.0       PR
111  PR605  20250912   5866.0   5884.0  ...      114.47   5870.0      5920.0       PR
112  PR606  20250912   5920.0   5920.0  ...        8.88   5920.0      5946.0       PR
113  PR607  20250912   5954.0   5954.0  ...       53.30   5922.0      5968.0       PR
114  PR608  20250912   5956.0   5956.0  ...       53.28   5920.0      5962.0       PR
115  PX509  20250912      0.0      0.0  ...        0.00   6716.0      6782.0       PX
116  PX510  20250912   6740.0   6746.0  ...     8287.73   6708.0      6786.0       PX
117  PX511  20250912   6740.0   6748.0  ...   506357.78   6700.0      6766.0       PX
118  PX512  20250912   6722.0   6722.0  ...   165142.21   6672.0      6732.0       PX
119  PX601  20250912   6690.0   6700.0  ...   103834.02   6656.0      6708.0       PX
120  PX602  20250912   6674.0   6676.0  ...    14330.50   6644.0      6698.0       PX
121  PX603  20250912   6646.0   6646.0  ...        6.64   6640.0      6690.0       PX
122  PX604  20250912      0.0      0.0  ...        0.00   6668.0      6700.0       PX
123  PX605  20250912   6668.0   6668.0  ...      236.08   6650.0      6692.0       PX
124  PX606  20250912      0.0      0.0  ...        0.00   6668.0      6708.0       PX
125  PX607  20250912   6660.0   6660.0  ...        3.33   6660.0      6722.0       PX
126  PX608  20250912   6646.0   6646.0  ...        3.32   6646.0      6706.0       PX
127  RI509  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250912      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250912   2552.0   2573.0  ...     1706.25   2570.0      2544.0       RM
134  RM511  20250912   2555.0   2559.0  ...    23148.56   2545.0      2544.0       RM
135  RM601  20250912   2560.0   2572.0  ...   791030.41   2555.0      2554.0       RM
136  RM603  20250912   2446.0   2458.0  ...    12559.35   2441.0      2440.0       RM
137  RM605  20250912   2406.0   2427.0  ...   109443.88   2416.0      2411.0       RM
138  RM607  20250912   2400.0   2409.0  ...     6705.84   2398.0      2393.0       RM
139  RM608  20250912   2495.0   2502.0  ...      129.92   2498.0      2491.0       RM
140  RS509  20250912      0.0      0.0  ...        0.00   4869.0      4846.0       RS
141  RS511  20250912   5111.0   5208.0  ...      133.95   5152.0      5128.0       RS
142  RS607  20250912   5559.0   5565.0  ...       88.69   5543.0      5552.0       RS
143  RS608  20250912   5551.0   5584.0  ...       66.66   5555.0      5615.0       RS
144  SA509  20250912   1164.0   1170.0  ...     1821.23   1163.0      1159.0       SA
145  SA510  20250912   1199.0   1210.0  ...    48975.03   1200.0      1207.0       SA
146  SA511  20250912   1215.0   1224.0  ...   262167.28   1214.0      1217.0       SA
147  SA512  20250912   1276.0   1284.0  ...   137620.78   1274.0      1276.0       SA
148  SA601  20250912   1285.0   1295.0  ...  3266834.01   1286.0      1286.0       SA
149  SA602  20250912   1311.0   1324.0  ...    27666.38   1315.0      1312.0       SA
150  SA603  20250912   1319.0   1328.0  ...     2383.26   1318.0      1315.0       SA
151  SA604  20250912   1353.0   1366.0  ...     1053.44   1358.0      1348.0       SA
152  SA605  20250912   1361.0   1370.0  ...    98713.34   1361.0      1355.0       SA
153  SA606  20250912   1366.0   1380.0  ...      742.08   1369.0      1365.0       SA
154  SA607  20250912   1370.0   1383.0  ...     1193.32   1372.0      1369.0       SA
155  SA608  20250912   1389.0   1395.0  ...      997.41   1389.0      1389.0       SA
156  SF509  20250912   5440.0   5468.0  ...     2564.71   5444.0      5464.0       SF
157  SF510  20250912   5438.0   5500.0  ...    23123.76   5446.0      5472.0       SF
158  SF511  20250912   5626.0   5680.0  ...   469614.65   5620.0      5640.0       SF
159  SF512  20250912   5580.0   5634.0  ...    95884.40   5576.0      5596.0       SF
160  SF601  20250912   5580.0   5634.0  ...   152167.99   5584.0      5600.0       SF
161  SF602  20250912   5544.0   5592.0  ...    20074.59   5542.0      5552.0       SF
162  SF603  20250912   5694.0   5700.0  ...        5.70   5698.0      5720.0       SF
163  SF604  20250912   5732.0   5732.0  ...        2.87   5732.0      5718.0       SF
164  SF605  20250912   5694.0   5740.0  ...     1678.73   5692.0      5702.0       SF
165  SF606  20250912   5652.0   5682.0  ...       42.41   5654.0      5672.0       SF
166  SF607  20250912   5810.0   5840.0  ...        5.83   5826.0      5828.0       SF
167  SF608  20250912   5738.0   5738.0  ...        2.87   5738.0      5752.0       SF
168  SH509  20250912      0.0      0.0  ...        0.00   2806.0      2828.0       SH
169  SH510  20250912   2555.0   2555.0  ...    68932.45   2533.0      2565.0       SH
170  SH511  20250912   2575.0   2577.0  ...   666535.61   2548.0      2576.0       SH
171  SH512  20250912   2599.0   2600.0  ...   254696.45   2573.0      2597.0       SH
172  SH601  20250912   2587.0   2589.0  ...  2613145.01   2567.0      2587.0       SH
173  SH602  20250912   2606.0   2607.0  ...    23829.74   2585.0      2604.0       SH
174  SH603  20250912   2618.0   2618.0  ...     2324.79   2600.0      2624.0       SH
175  SH604  20250912   2654.0   2657.0  ...      610.85   2644.0      2666.0       SH
176  SH605  20250912   2671.0   2671.0  ...    20446.09   2652.0      2675.0       SH
177  SH606  20250912   2664.0   2673.0  ...      175.52   2659.0      2689.0       SH
178  SH607  20250912   2662.0   2662.0  ...       71.66   2654.0      2675.0       SH
179  SH608  20250912   2678.0   2681.0  ...      192.49   2673.0      2687.0       SH
180  SM509  20250912   5726.0   5746.0  ...     8950.69   5712.0      5770.0       SM
181  SM510  20250912   5744.0   5792.0  ...    20478.70   5746.0      5774.0       SM
182  SM511  20250912   5838.0   5870.0  ...   225176.08   5820.0      5848.0       SM
183  SM512  20250912   5822.0   5876.0  ...    45049.26   5828.0      5854.0       SM
184  SM601  20250912   5834.0   5884.0  ...   422483.42   5836.0      5860.0       SM
185  SM602  20250912   5830.0   5880.0  ...   139122.44   5830.0      5864.0       SM
186  SM603  20250912   5852.0   5872.0  ...       64.42   5858.0      5880.0       SM
187  SM604  20250912   5866.0   5900.0  ...        8.82   5878.0      5884.0       SM
188  SM605  20250912   5864.0   5914.0  ...     7140.28   5866.0      5896.0       SM
189  SM606  20250912   5872.0   5910.0  ...       47.02   5878.0      5900.0       SM
190  SM607  20250912   5886.0   5922.0  ...       91.23   5886.0      5906.0       SM
191  SM608  20250912   5894.0   5904.0  ...       17.66   5886.0      5930.0       SM
192  SR509  20250912   5540.0   5550.0  ...     2103.75   5543.0      5526.0       SR
193  SR511  20250912   5559.0   5566.0  ...   117552.50   5550.0      5554.0       SR
194  SR601  20250912   5546.0   5555.0  ...   755516.30   5544.0      5542.0       SR
195  SR603  20250912   5537.0   5540.0  ...     2277.89   5529.0      5528.0       SR
196  SR605  20250912   5516.0   5528.0  ...    31146.38   5519.0      5516.0       SR
197  SR607  20250912   5519.0   5524.0  ...     1020.22   5515.0      5512.0       SR
198  TA509  20250912   4550.0   4550.0  ...     4327.35   4548.0      4602.0       TA
199  TA510  20250912   4632.0   4644.0  ...    39797.21   4616.0      4660.0       TA
200  TA511  20250912   4654.0   4662.0  ...   262416.38   4628.0      4672.0       TA
201  TA512  20250912   4664.0   4670.0  ...    91703.94   4638.0      4682.0       TA
202  TA601  20250912   4670.0   4678.0  ...  1189506.27   4648.0      4688.0       TA
203  TA602  20250912   4686.0   4686.0  ...    18720.21   4658.0      4694.0       TA
204  TA603  20250912   4690.0   4690.0  ...       88.70   4668.0      4708.0       TA
205  TA604  20250912   4666.0   4680.0  ...        7.01   4672.0      4722.0       TA
206  TA605  20250912   4706.0   4710.0  ...    36190.24   4686.0      4720.0       TA
207  TA606  20250912   4690.0   4692.0  ...        7.04   4692.0      4734.0       TA
208  TA607  20250912      0.0      0.0  ...        0.00   4710.0      4744.0       TA
209  TA608  20250912      0.0      0.0  ...        0.00   4718.0      4768.0       TA
210  UR509  20250912   1583.0   1592.0  ...     4216.74   1578.0      1603.0       UR
211  UR510  20250912   1610.0   1610.0  ...    19797.98   1595.0      1620.0       UR
212  UR511  20250912   1654.0   1659.0  ...    51287.21   1650.0      1659.0       UR
213  UR512  20250912   1662.0   1670.0  ...    15384.16   1662.0      1666.0       UR
214  UR601  20250912   1665.0   1676.0  ...   415672.14   1667.0      1672.0       UR
215  UR602  20250912   1672.0   1678.0  ...      527.48   1669.0      1674.0       UR
216  UR603  20250912   1717.0   1719.0  ...      137.18   1715.0      1720.0       UR
217  UR604  20250912   1720.0   1720.0  ...      158.10   1718.0      1721.0       UR
218  UR605  20250912   1718.0   1724.0  ...    16513.17   1718.0      1721.0       UR
219  UR606  20250912   1719.0   1720.0  ...      230.07   1717.0      1718.0       UR
220  UR607  20250912   1746.0   1746.0  ...       34.90   1745.0      1747.0       UR
221  UR608  20250912   1737.0   1740.0  ...       10.43   1738.0      1742.0       UR
222  WH509  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250912      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250912      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-12 18:28:53,748 - future_1d - INFO - ak.get_czce_daily('2025-09-12') done
2025-09-12 18:29:08,310 - future_1d - INFO - save future_daily 2025-09-12 completed