LogViewer
75   fb2606  20251013      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251013      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251013      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251013      0.00  ...   1296.00     1296.00       FB
79    i2510  20251013    815.00  ...    813.50      816.00        I
80    i2511  20251013    814.50  ...    814.00      811.50        I
81    i2512  20251013    808.00  ...    808.50      804.50        I
82    i2601  20251013    800.50  ...    798.50      795.50        I
83    i2602  20251013    794.00  ...    795.00      790.50        I
84    i2603  20251013    789.00  ...    788.00      786.00        I
85    i2604  20251013    784.50  ...    784.50      781.50        I
86    i2605  20251013    779.00  ...    776.00      774.50        I
87    i2606  20251013    771.50  ...    770.00      768.50        I
88    i2607  20251013    767.00  ...    766.00      763.50        I
89    i2608  20251013    762.00  ...    761.00      759.00        I
90    i2609  20251013    757.00  ...    755.50      754.00        I
91    j2510  20251013      0.00  ...   1600.00     1600.50        J
92    j2511  20251013   1595.50  ...   1586.50     1603.00        J
93    j2512  20251013   1635.50  ...   1617.00     1633.50        J
94    j2601  20251013   1670.00  ...   1648.50     1661.50        J
95    j2602  20251013   1679.00  ...   1679.00     1692.00        J
96    j2603  20251013   1705.50  ...   1705.50     1707.50        J
97    j2604  20251013   1783.50  ...   1773.50     1797.50        J
98    j2605  20251013   1822.00  ...   1797.00     1813.50        J
99    j2606  20251013      0.00  ...   1823.50     1833.50        J
100   j2607  20251013      0.00  ...   1833.50     1833.50        J
101   j2608  20251013      0.00  ...   1865.00     1865.00        J
102   j2609  20251013   1892.50  ...   1879.50     1905.00        J
103  jd2510  20251013   2511.00  ...   2552.00     2592.00       JD
104  jd2511  20251013   2780.00  ...   2804.00     2836.00       JD
105  jd2512  20251013   2945.00  ...   2965.00     2983.00       JD
106  jd2601  20251013   3150.00  ...   3183.00     3189.00       JD
107  jd2602  20251013   3015.00  ...   3020.00     3044.00       JD
108  jd2603  20251013   3078.00  ...   3059.00     3103.00       JD
109  jd2604  20251013   3229.00  ...   3187.00     3240.00       JD
110  jd2605  20251013   3395.00  ...   3372.00     3415.00       JD
111  jd2606  20251013   3269.00  ...   3257.00     3274.00       JD
112  jd2607  20251013   3514.00  ...   3504.00     3515.00       JD
113  jd2608  20251013   3972.00  ...   3978.00     3974.00       JD
114  jd2609  20251013   3860.00  ...   3870.00     3857.00       JD
115  jm2510  20251013    916.00  ...    924.00      968.00       JM
116  jm2511  20251013   1014.00  ...   1001.50     1016.50       JM
117  jm2512  20251013   1090.50  ...   1071.00     1092.00       JM
118  jm2601  20251013   1163.00  ...   1145.00     1165.00       JM
119  jm2602  20251013   1196.50  ...   1176.50     1195.00       JM
120  jm2603  20251013   1221.50  ...   1198.50     1217.00       JM
121  jm2604  20251013   1244.50  ...   1221.00     1238.50       JM
122  jm2605  20251013   1260.00  ...   1240.50     1262.00       JM
123  jm2606  20251013   1264.50  ...   1255.00     1282.00       JM
124  jm2607  20251013   1290.00  ...   1281.00     1303.00       JM
125  jm2608  20251013   1331.00  ...   1304.50     1327.00       JM
126  jm2609  20251013   1340.00  ...   1327.00     1347.00       JM
127   l2510  20251013   6964.00  ...   6948.00     6989.00        L
128   l2511  20251013   7001.00  ...   6989.00     7032.00        L
129   l2512  20251013   7009.00  ...   6999.00     7044.00        L
130   l2601  20251013   7015.00  ...   7005.00     7052.00        L
131   l2602  20251013   7013.00  ...   7001.00     7042.00        L
132   l2603  20251013   7026.00  ...   7013.00     7057.00        L
133   l2604  20251013   7061.00  ...   7059.00     7099.00        L
134   l2605  20251013   7050.00  ...   7039.00     7084.00        L
135   l2606  20251013   7039.00  ...   7047.00     7079.00        L
136   l2607  20251013   7065.00  ...   7065.00     7106.00        L
137   l2608  20251013   7079.00  ...   7079.00     7145.00        L
138   l2609  20251013   7100.00  ...   7083.00     7134.00        L
139  lg2511  20251013    818.00  ...    808.00      825.00       LG
140  lg2601  20251013    827.00  ...    823.00      827.50       LG
141  lg2603  20251013    827.50  ...    829.00      830.50       LG
142  lg2605  20251013    828.50  ...    830.00      832.50       LG
143  lg2607  20251013    831.50  ...    831.50      834.00       LG
144  lg2609  20251013    832.00  ...    832.00      833.00       LG
145  lh2511  20251013  11400.00  ...  11225.00    11455.00       LH
146  lh2601  20251013  12260.00  ...  12150.00    12215.00       LH
147  lh2603  20251013  11950.00  ...  11835.00    11985.00       LH
148  lh2605  20251013  12465.00  ...  12440.00    12505.00       LH
149  lh2607  20251013  13280.00  ...  13220.00    13260.00       LH
150  lh2609  20251013  13885.00  ...  13880.00    13895.00       LH
151   m2511  20251013   2910.00  ...   2918.00     2897.00        M
152   m2512  20251013   2928.00  ...   2954.00     2937.00        M
153   m2601  20251013   2932.00  ...   2936.00     2924.00        M
154   m2603  20251013   2900.00  ...   2911.00     2899.00        M
155   m2605  20251013   2750.00  ...   2751.00     2755.00        M
156   m2607  20251013   2732.00  ...   2736.00     2738.00        M
157   m2608  20251013   2862.00  ...   2858.00     2863.00        M
158   m2609  20251013   2863.00  ...   2861.00     2867.00        M
159   p2510  20251013   9216.00  ...   9214.00     9416.00        P
160   p2511  20251013   9312.00  ...   9274.00     9382.00        P
161   p2512  20251013   9370.00  ...   9326.00     9444.00        P
162   p2601  20251013   9438.00  ...   9376.00     9488.00        P
163   p2602  20251013   9434.00  ...   9358.00     9472.00        P
164   p2603  20251013   9402.00  ...   9352.00     9436.00        P
165   p2604  20251013   9338.00  ...   9298.00     9384.00        P
166   p2605  20251013   9260.00  ...   9218.00     9294.00        P
167   p2606  20251013   9148.00  ...   9120.00     9200.00        P
168   p2607  20251013   9052.00  ...   9012.00     9090.00        P
169   p2608  20251013   8970.00  ...   8958.00     9038.00        P
170   p2609  20251013   8894.00  ...   8866.00     8926.00        P
171  pg2510  20251013      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251013   4053.00  ...   4069.00     4063.00       PG
173  pg2512  20251013   3985.00  ...   3978.00     3982.00       PG
174  pg2601  20251013   3917.00  ...   3909.00     3927.00       PG
175  pg2602  20251013   3864.00  ...   3848.00     3870.00       PG
176  pg2603  20251013   3800.00  ...   3781.00     3811.00       PG
177  pg2604  20251013   4196.00  ...   4166.00     4148.00       PG
178  pg2605  20251013   4119.00  ...   4093.00     4110.00       PG
179  pg2606  20251013   4042.00  ...   4047.00     4062.00       PG
180  pg2607  20251013   3980.00  ...   3984.00     4011.00       PG
181  pg2608  20251013   3981.00  ...   3930.00     3967.00       PG
182  pg2609  20251013   3909.00  ...   3876.00     3932.00       PG
183  pp2510  20251013   6616.00  ...   6611.00     6630.00       PP
184  pp2511  20251013   6631.00  ...   6639.00     6664.00       PP
185  pp2512  20251013   6676.00  ...   6679.00     6701.00       PP
186  pp2601  20251013   6709.00  ...   6708.00     6734.00       PP
187  pp2602  20251013   6700.00  ...   6704.00     6723.00       PP
188  pp2603  20251013   6700.00  ...   6705.00     6721.00       PP
189  pp2604  20251013   6722.00  ...   6738.00     6751.00       PP
190  pp2605  20251013   6732.00  ...   6763.00     6779.00       PP
191  pp2606  20251013   6711.00  ...   6733.00     6743.00       PP
192  pp2607  20251013   6716.00  ...   6694.00     6740.00       PP
193  pp2608  20251013   6748.00  ...   6709.00     6779.00       PP
194  pp2609  20251013   6760.00  ...   6754.00     6802.00       PP
195  rr2510  20251013   3623.00  ...   3604.00     3612.00       RR
196  rr2511  20251013   3626.00  ...   3619.00     3627.00       RR
197  rr2512  20251013   3608.00  ...   3611.00     3605.00       RR
198  rr2601  20251013   3637.00  ...   3642.00     3634.00       RR
199  rr2602  20251013   3620.00  ...   3628.00     3618.00       RR
200  rr2603  20251013   3613.00  ...   3621.00     3617.00       RR
201  rr2604  20251013   3622.00  ...   3622.00     3623.00       RR
202  rr2605  20251013   3612.00  ...   3618.00     3617.00       RR
203  rr2606  20251013      0.00  ...   3615.00     3615.00       RR
204  rr2607  20251013   3636.00  ...   3636.00     3617.00       RR
205  rr2608  20251013   3568.00  ...   3595.00     3620.00       RR
206  rr2609  20251013   3607.00  ...   3636.00     3626.00       RR
207   v2510  20251013   4609.00  ...   4606.00     4625.00        V
208   v2511  20251013   4632.00  ...   4636.00     4665.00        V
209   v2512  20251013   4688.00  ...   4675.00     4706.00        V
210   v2601  20251013   4730.00  ...   4720.00     4754.00        V
211   v2602  20251013   4761.00  ...   4758.00     4790.00        V
212   v2603  20251013   4793.00  ...   4792.00     4825.00        V
213   v2604  20251013   5004.00  ...   5000.00     5025.00        V
214   v2605  20251013   5054.00  ...   5037.00     5072.00        V
215   v2606  20251013   5072.00  ...   5070.00     5104.00        V
216   v2607  20251013   5110.00  ...   5108.00     5147.00        V
217   v2608  20251013   5138.00  ...   5148.00     5171.00        V
218   v2609  20251013   5194.00  ...   5176.00     5212.00        V
219   y2511  20251013   8290.00  ...   8284.00     8326.00        Y
220   y2512  20251013   8322.00  ...   8322.00     8370.00        Y
221   y2601  20251013   8282.00  ...   8282.00     8324.00        Y
222   y2603  20251013   8248.00  ...   8214.00     8266.00        Y
223   y2605  20251013   8032.00  ...   8030.00     8068.00        Y
224   y2607  20251013   7996.00  ...   7974.00     8014.00        Y
225   y2608  20251013   7986.00  ...   7968.00     8024.00        Y
226   y2609  20251013   7948.00  ...   7940.00     7988.00        Y

[227 rows x 12 columns]
2025-10-15 18:26:16,746 - future_1d - INFO - ak.get_dce_daily('2025-10-13') done
2025-10-15 18:26:18,514 - future_1d - INFO - save future_daily 2025-10-13 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251014  7410.000  ...  7159.800    7342.600       IC
1   IC2511  20251014  7331.400  ...  7072.000    7267.400       IC
2   IC2512  20251014  7252.000  ...  7018.600    7221.400       IC
3   IC2603  20251014  7110.000  ...  6857.000    7055.200       IC
4   IF2510  20251014  4603.000  ...  4531.000    4580.400       IF
5   IF2511  20251014  4600.000  ...  4513.400    4569.800       IF
6   IF2512  20251014  4588.600  ...  4499.200    4559.400       IF
7   IF2603  20251014  4570.000  ...  4477.200    4539.400       IF
8   IH2510  20251014  2979.000  ...  2958.400    2964.200       IH
9   IH2511  20251014  2985.000  ...  2952.200    2961.000       IH
10  IH2512  20251014  2972.200  ...  2953.000    2961.200       IH
11  IH2603  20251014  2980.000  ...  2953.800    2962.000       IH
12  IM2510  20251014  7506.000  ...  7338.200    7473.000       IM
13  IM2511  20251014  7436.600  ...  7234.400    7381.400       IM
14  IM2512  20251014  7360.000  ...  7148.600    7303.800       IM
15  IM2603  20251014  7120.000  ...  6926.000    7076.600       IM
16   T2512  20251014   107.975  ...   108.190     108.050        T
17   T2603  20251014   107.630  ...   107.880     107.720        T
18   T2606  20251014   107.505  ...   107.795     107.625        T
19  TF2512  20251014   105.630  ...   105.765     105.665       TF
20  TF2603  20251014   105.525  ...   105.650     105.560       TF
21  TF2606  20251014   105.555  ...   105.650     105.570       TF
22  TL2512  20251014   114.050  ...   114.740     114.370       TL
23  TL2603  20251014   113.700  ...   114.420     114.030       TL
24  TL2606  20251014   113.600  ...   114.360     113.990       TL
25  TS2512  20251014   102.354  ...   102.386     102.366       TS
26  TS2603  20251014   102.260  ...   102.292     102.270       TS
27  TS2606  20251014   102.298  ...   102.334     102.332       TS

[28 rows x 12 columns]
2025-10-15 18:26:26,198 - future_1d - INFO - ak.get_cffex_daily('2025-10-14') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251014   451.1   455.2  ...  3443966.95   451.8      451.5      SC
1       SC2512  20251014   451.7   456.1  ...  1971504.29   452.5      453.7      SC
2       SC2601  20251014   452.6   456.1  ...    458112.6   452.5      454.1      SC
3       SC2602  20251014   453.8   456.3  ...   117972.08     453      453.8      SC
4       SC2603  20251014   453.2   456.7  ...    12451.61   452.7      454.8      SC
5       SC2604  20251014   453.1   456.8  ...     3357.22   453.6      455.4      SC
6       SC2605  20251014   454.2   457.2  ...     1681.87   454.5      455.9      SC
7       SC2606  20251014   453.8   457.6  ...    28932.84   455.6      453.1      SC
8       SC2607  20251014     456   456.9  ...      500.28   454.8      454.9      SC
9       SC2608  20251014   453.8   457.4  ...      318.73   455.3      454.1      SC
10      SC2609  20251014     457     457  ...      454.67   454.6        454      SC
11      SC2610  20251014                  ...           0   449.7      449.7      SC
12      SC2612  20251014                  ...           0   452.6      452.6      SC
13      SC2703  20251014                  ...           0   451.6      451.6      SC
14      SC2706  20251014   453.6   453.6  ...       45.36   453.6      450.1      SC
15      SC2709  20251014                  ...           0   450.6      450.6      SC
16      SC2712  20251014   457.9   457.9  ...       91.01     455        451      SC
17      SC2803  20251014                  ...           0     449        449      SC
18      SC2806  20251014   451.9     452  ...      225.89   451.7      449.9      SC
19      SC2809  20251014   454.3   454.4  ...      271.79   452.9      451.2      SC
21      LU2511  20251014    3202    3224  ...     24280.1    3204       3220      LU
22      LU2512  20251014    3215    3236  ...  245899.633    3216       3240      LU
23      LU2601  20251014    3206    3230  ...  124896.377    3210       3232      LU
24      LU2602  20251014    3209    3224  ...    6668.175    3205       3229      LU
25      LU2603  20251014    3210    3222  ...    2921.346    3206       3232      LU
26      LU2604  20251014    3188    3197  ...      15.964    3192       3247      LU
27      LU2605  20251014    3212    3212  ...      25.602    3200       3222      LU
28      LU2606  20251014    3189    3194  ...      60.369    3177       3210      LU
29      LU2607  20251014    3211    3211  ...     141.077    3206       3208      LU
30      LU2608  20251014    3213    3213  ...     153.883    3205       3205      LU
31      LU2609  20251014    3201    3204  ...     331.634    3188       3208      LU
32      LU2610  20251014    3187    3187  ...       3.187    3187       3209      LU
34      NR2510  20251014   11930   11940  ...      1550.8   11925      11960      NR
35      NR2511  20251014   12080   12085  ...  461017.135   11990      12085      NR
36      NR2512  20251014   12095   12095  ...  434734.275   11985      12080      NR
37      NR2601  20251014   12100   12115  ...   138884.58   11995      12100      NR
38      NR2602  20251014   12050   12060  ...   13100.385   11995      12035      NR
39      NR2603  20251014   12045   12050  ...     3595.09   12020      12085      NR
40      NR2604  20251014   12060   12060  ...      3120.5   12000      12090      NR
41      NR2605  20251014   12070   12095  ...      456.89   12020      12095      NR
42      NR2606  20251014   12060   12060  ...       24.08   12040      12095      NR
43      NR2607  20251014                  ...           0   12115      12115      NR
44      NR2608  20251014   12145   12145  ...      12.145   12145      12205      NR
45      NR2609  20251014                  ...           0   12250      12250      NR
47      BC2510  20251014   75040   75040  ...      1125.6   75040      75030      BC
48      BC2511  20251014   76080   77210  ...  782156.205   76190      75420      BC
49      BC2512  20251014   76130   77210  ...   94503.635   76240      75700      BC
50      BC2601  20251014   76860   76860  ...       38.43   76860      75730      BC
51      BC2602  20251014                  ...           0   75800      76660      BC
52      BC2603  20251014   76820   76820  ...        75.8   75800      76740      BC
53      BC2604  20251014                  ...           0   76520      76740      BC
54      BC2605  20251014                  ...           0   75900      75900      BC
55      BC2606  20251014                  ...           0   75880      75880      BC
56      BC2607  20251014                  ...           0   76570      76850      BC
57      BC2608  20251014                  ...           0   75800      75800      BC
58      BC2609  20251014                  ...           0   76130      76130      BC
60      EC2510  20251014    1135    1141  ...  27776.0825  1134.4     1133.1      EC
61      EC2512  20251014    1558    1712  ...  382788.063    1639     1559.4      EC
62      EC2602  20251014    1360  1497.2  ...   72949.841  1416.6       1358      EC
63      EC2604  20251014    1085    1164  ...   38989.607  1112.5     1090.9      EC
64      EC2606  20251014  1266.8  1330.1  ...    4019.408  1286.2     1254.5      EC
65      EC2608  20251014  1389.2  1469.4  ...   2172.2325  1424.4     1388.7      EC
69  SC_TAS2511  20251014                  ...                                 SC_TAS
70  SC_TAS2512  20251014                  ...                                 SC_TAS
71  SC_TAS2601  20251014                  ...                                 SC_TAS
72  SC_TAS2602  20251014                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-15 18:26:26,305 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-15 18:26:26,603 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251014  ...   85820      84900      CU
1        1      CU2511  20251014  ...   85710      84810      CU
2        2      CU2512  20251014  ...   85690      84890      CU
3        3      CU2601  20251014  ...   85610      84840      CU
4        4      CU2602  20251014  ...   85570      84840      CU
5        5      CU2603  20251014  ...   85750      85000      CU
6        6      CU2604  20251014  ...   85680      85080      CU
7        7      CU2605  20251014  ...   85680      85420      CU
8        8      CU2606  20251014  ...   85390      84990      CU
9        9      CU2607  20251014  ...   84950      85020      CU
10      10      CU2608  20251014  ...   85220      85030      CU
11      11      CU2609  20251014  ...   85270      84920      CU
12      12      BC2510  20251014  ...   75040      75030      BC
13      13      BC2511  20251014  ...   76190      75420      BC
14      14      BC2512  20251014  ...   76240      75700      BC
15      15      BC2601  20251014  ...   76860      75730      BC
16      16      BC2602  20251014  ...   75800      76660      BC
17      17      BC2603  20251014  ...   75800      76740      BC
18      18      BC2604  20251014  ...   76520      76740      BC
19      19      BC2605  20251014  ...   75900      75900      BC
20      20      BC2606  20251014  ...   75880      75880      BC
21      21      BC2607  20251014  ...   76570      76850      BC
22      22      BC2608  20251014  ...   75800      75800      BC
23      23      BC2609  20251014  ...   76130      76130      BC
24      24      AL2510  20251014  ...   20905      20855      AL
25      25      AL2511  20251014  ...   20930      20860      AL
26      26      AL2512  20251014  ...   20945      20870      AL
27      27      AL2601  20251014  ...   20950      20865      AL
28      28      AL2602  20251014  ...   20945      20875      AL
29      29      AL2603  20251014  ...   20945      20900      AL
30      30      AL2604  20251014  ...   20980      20910      AL
31      31      AL2605  20251014  ...   20995      20920      AL
32      32      AL2606  20251014  ...   20995      20935      AL
33      33      AL2607  20251014  ...   21015      20945      AL
34      34      AL2608  20251014  ...   21010      20905      AL
35      35      AL2609  20251014  ...   20995      20970      AL
36      36      ZN2510  20251014  ...   22205      22220      ZN
37      37      ZN2511  20251014  ...   22275      22285      ZN
38      38      ZN2512  20251014  ...   22310      22310      ZN
39      39      ZN2601  20251014  ...   22340      22335      ZN
40      40      ZN2602  20251014  ...   22370      22350      ZN
41      41      ZN2603  20251014  ...   22395      22370      ZN
42      42      ZN2604  20251014  ...   22415      22390      ZN
43      43      ZN2605  20251014  ...   22435      22430      ZN
44      44      ZN2606  20251014  ...   22475      22420      ZN
45      45      ZN2607  20251014  ...   22470      22435      ZN
46      46      ZN2608  20251014  ...   22475      22460      ZN
47      47      ZN2609  20251014  ...   22535      22490      ZN
48      48      PB2510  20251014  ...   17045      17110      PB
49      49      PB2511  20251014  ...   17085      17155      PB
50      50      PB2512  20251014  ...   17095      17160      PB
51      51      PB2601  20251014  ...   17090      17145      PB
52      52      PB2602  20251014  ...   17115      17150      PB
53      53      PB2603  20251014  ...   17105      17170      PB
54      54      PB2604  20251014  ...   17115      17300      PB
55      55      PB2605  20251014  ...   17125      17190      PB
56      56      PB2606  20251014  ...   17145      17200      PB
57      57      PB2607  20251014  ...   17160      17175      PB
58      58      PB2608  20251014  ...   17170      17195      PB
59      59      PB2609  20251014  ...   17225      17235      PB
60      60      NI2510  20251014  ...  120560     121270      NI
61      61      NI2511  20251014  ...  121080     121650      NI
62      62      NI2512  20251014  ...  121210     121790      NI
63      63      NI2601  20251014  ...  121470     122050      NI
64      64      NI2602  20251014  ...  121680     122160      NI
65      65      NI2603  20251014  ...  122000     122400      NI
66      66      NI2604  20251014  ...  122110     122570      NI
67      67      NI2605  20251014  ...  122240     122990      NI
68      68      NI2606  20251014  ...  122600     123150      NI
69      69      NI2607  20251014  ...  122680     123230      NI
70      70      NI2608  20251014  ...  123140     123580      NI
71      71      NI2609  20251014  ...  123520     123920      NI
72      72      SN2510  20251014  ...  281340     282760      SN
73      73      SN2511  20251014  ...  282140     283550      SN
74      74      SN2512  20251014  ...  282320     283610      SN
75      75      SN2601  20251014  ...  282460     283460      SN
76      76      SN2602  20251014  ...  282390     283290      SN
77      77      SN2603  20251014  ...  282460     283900      SN
78      78      SN2604  20251014  ...  282290     283870      SN
79      79      SN2605  20251014  ...  282370     283660      SN
80      80      SN2606  20251014  ...  282730     282530      SN
81      81      SN2607  20251014  ...  282610     283050      SN
82      82      SN2608  20251014  ...  283550     283690      SN
83      83      SN2609  20251014  ...  282990     284540      SN
84      84      AO2510  20251014  ...    2775       2782      AO
85      85      AO2511  20251014  ...    2783       2798      AO
86      86      AO2512  20251014  ...    2797       2816      AO
87      87      AO2601  20251014  ...    2807       2825      AO
88      88      AO2602  20251014  ...    2826       2842      AO
89      89      AO2603  20251014  ...    2897       2913      AO
90      90      AO2604  20251014  ...    2910       2925      AO
91      91      AO2605  20251014  ...    2918       2933      AO
92      92      AO2606  20251014  ...    2928       2941      AO
93      93      AO2607  20251014  ...    2937       2952      AO
94      94      AO2608  20251014  ...    2949       2969      AO
95      95      AO2609  20251014  ...    2967       2986      AO
96      96      AD2511  20251014  ...   20380      20360      AD
97      97      AD2512  20251014  ...   20440      20385      AD
98      98      AD2601  20251014  ...   20490      20455      AD
99      99      AD2602  20251014  ...   20485      20475      AD
100    100      AD2603  20251014  ...   20440      20515      AD
101    101      AD2604  20251014  ...   20420      20535      AD
102    102      AD2605  20251014  ...   20370      20445      AD
103    103      AD2606  20251014  ...   20420      20415      AD
104    104      AD2607  20251014  ...   20340      20510      AD
105    105      AD2608  20251014  ...   20495      20495      AD
106    106      AD2609  20251014  ...   20410      20410      AD
107    107      AU2510  20251014  ...   942.4     917.92      AU
108    108      AU2511  20251014  ...  939.32     912.52      AU
109    109      AU2512  20251014  ...  940.64      914.3      AU
110    110      AU2602  20251014  ...  943.96      917.5      AU
111    111      AU2604  20251014  ...  946.46     920.14      AU
112    112      AU2606  20251014  ...  947.86      923.4      AU
113    113      AU2608  20251014  ...  952.96     928.54      AU
114    114      AU2610  20251014  ...  952.34     931.62      AU
115    115      AG2510  20251014  ...   11714      11261      AG
116    116      AG2511  20251014  ...   11696      11233      AG
117    117      AG2512  20251014  ...   11697      11236      AG
118    118      AG2601  20251014  ...   11724      11240      AG
119    119      AG2602  20251014  ...   11734      11266      AG
120    120      AG2603  20251014  ...   11775      11298      AG
121    121      AG2604  20251014  ...   11788      11311      AG
122    122      AG2605  20251014  ...   11796      11296      AG
123    123      AG2606  20251014  ...   11791      11320      AG
124    124      AG2607  20251014  ...   11829      11321      AG
125    125      AG2608  20251014  ...   11813      11303      AG
126    126      AG2609  20251014  ...   11799      11362      AG
127    127      RB2510  20251014  ...    2975       2998      RB
128    128      RB2511  20251014  ...    2997       3021      RB
129    129      RB2512  20251014  ...    3043       3068      RB
130    130      RB2601  20251014  ...    3060       3086      RB
131    131      RB2602  20251014  ...    3067       3091      RB
132    132      RB2603  20251014  ...    3087       3112      RB
133    133      RB2604  20251014  ...    3102       3133      RB
134    134      RB2605  20251014  ...    3116       3140      RB
135    135      RB2606  20251014  ...    3130       3151      RB
136    136      RB2607  20251014  ...    3139       3166      RB
137    137      RB2608  20251014  ...    3151       3176      RB
138    138      RB2609  20251014  ...    3161       3178      RB
139    139      WR2510  20251014  ...    3069       3069      WR
140    140      WR2511  20251014  ...    3270       3270      WR
141    141      WR2512  20251014  ...    3309       3309      WR
142    142      WR2601  20251014  ...    3329       3351      WR
143    143      WR2602  20251014  ...    3370       3384      WR
144    144      WR2603  20251014  ...    3361       3361      WR
145    145      WR2604  20251014  ...    3369       3369      WR
146    146      WR2605  20251014  ...    3364       3353      WR
147    147      WR2606  20251014  ...    3360       3360      WR
148    148      WR2607  20251014  ...    3390       3390      WR
149    149      WR2608  20251014  ...    3431       3431      WR
150    150      WR2609  20251014  ...    3430       3430      WR
151    151      HC2510  20251014  ...    3442       3417      HC
152    152      HC2511  20251014  ...    3282       3304      HC
153    153      HC2512  20251014  ...    3262       3285      HC
154    154      HC2601  20251014  ...    3240       3264      HC
155    155      HC2602  20251014  ...    3240       3281      HC
156    156      HC2603  20251014  ...    3243       3274      HC
157    157      HC2604  20251014  ...    3241       3278      HC
158    158      HC2605  20251014  ...    3251       3274      HC
159    159      HC2606  20251014  ...    3245       3277      HC
160    160      HC2607  20251014  ...    3273       3278      HC
161    161      HC2608  20251014  ...    3277       3295      HC
162    162      HC2609  20251014  ...    3270       3293      HC
163    163      SS2510  20251014  ...   12315      12535      SS
164    164      SS2511  20251014  ...   12565      12675      SS
165    165      SS2512  20251014  ...   12590      12685      SS
166    166      SS2601  20251014  ...   12680      12775      SS
167    167      SS2602  20251014  ...   12745      12820      SS
168    168      SS2603  20251014  ...   12815      12895      SS
169    169      SS2604  20251014  ...   12885      12980      SS
170    170      SS2605  20251014  ...   12945      13035      SS
171    171      SS2606  20251014  ...   13025      13120      SS
172    172      SS2607  20251014  ...   13100      13170      SS
173    173      SS2608  20251014  ...   13125      13220      SS
174    174      SS2609  20251014  ...   13230      13295      SS
175    175      SC2511  20251014  ...   451.8      451.5      SC
176    176      SC2512  20251014  ...   452.5      453.7      SC
177    177      SC2601  20251014  ...   452.5      454.1      SC
178    178      SC2602  20251014  ...     453      453.8      SC
179    179      SC2603  20251014  ...   452.7      454.8      SC
180    180      SC2604  20251014  ...   453.6      455.4      SC
181    181      SC2605  20251014  ...   454.5      455.9      SC
182    182      SC2606  20251014  ...   455.6      453.1      SC
183    183      SC2607  20251014  ...   454.8      454.9      SC
184    184      SC2608  20251014  ...   455.3      454.1      SC
185    185      SC2609  20251014  ...   454.6        454      SC
186    186      SC2610  20251014  ...   449.7      449.7      SC
187    187      SC2612  20251014  ...   452.6      452.6      SC
188    188      SC2703  20251014  ...   451.6      451.6      SC
189    189      SC2706  20251014  ...   453.6      450.1      SC
190    190      SC2709  20251014  ...   450.6      450.6      SC
191    191      SC2712  20251014  ...     455        451      SC
192    192      SC2803  20251014  ...     449        449      SC
193    193      SC2806  20251014  ...   451.7      449.9      SC
194    194      SC2809  20251014  ...   452.9      451.2      SC
195    195      LU2511  20251014  ...    3204       3220      LU
196    196      LU2512  20251014  ...    3216       3240      LU
197    197      LU2601  20251014  ...    3210       3232      LU
198    198      LU2602  20251014  ...    3205       3229      LU
199    199      LU2603  20251014  ...    3206       3232      LU
200    200      LU2604  20251014  ...    3192       3247      LU
201    201      LU2605  20251014  ...    3200       3222      LU
202    202      LU2606  20251014  ...    3177       3210      LU
203    203      LU2607  20251014  ...    3206       3208      LU
204    204      LU2608  20251014  ...    3205       3205      LU
205    205      LU2609  20251014  ...    3188       3208      LU
206    206      LU2610  20251014  ...    3187       3209      LU
207    207      FU2511  20251014  ...    2763       2794      FU
208    208      FU2512  20251014  ...    2733       2750      FU
209    209      FU2601  20251014  ...    2714       2730      FU
210    210      FU2602  20251014  ...    2697       2712      FU
211    211      FU2603  20251014  ...    2693       2704      FU
212    212      FU2604  20251014  ...    2690       2702      FU
213    213      FU2605  20251014  ...    2680       2694      FU
214    214      FU2606  20251014  ...    2670       2688      FU
215    215      FU2607  20251014  ...    2659       2675      FU
216    216      FU2608  20251014  ...    2634       2651      FU
217    217      FU2609  20251014  ...    2628       2645      FU
218    218      FU2610  20251014  ...    2615       2628      FU
219    219      BU2510  20251014  ...    3470       3448      BU
220    220      BU2511  20251014  ...    3286       3310      BU
221    221      BU2512  20251014  ...    3208       3240      BU
222    222      BU2601  20251014  ...    3166       3201      BU
223    223      BU2602  20251014  ...    3172       3207      BU
224    224      BU2603  20251014  ...    3193       3220      BU
225    225      BU2604  20251014  ...    3191       3215      BU
226    226      BU2605  20251014  ...    3206       3217      BU
227    227      BU2606  20251014  ...    3207       3236      BU
228    228      BU2607  20251014  ...    3222       3230      BU
229    229      BU2608  20251014  ...    3197       3216      BU
230    230      BU2609  20251014  ...    3207       3221      BU
231    231      BU2612  20251014  ...    3155       3170      BU
232    232      BU2703  20251014  ...    3172       3178      BU
233    233      BU2706  20251014  ...    3175       3184      BU
234    234      BU2709  20251014  ...    3198       3195      BU
235    235      BR2510  20251014  ...   10670      10905      BR
236    236      BR2511  20251014  ...   10825      10935      BR
237    237      BR2512  20251014  ...   10790      10900      BR
238    238      BR2601  20251014  ...   10790      10905      BR
239    239      BR2602  20251014  ...   10780      10895      BR
240    240      BR2603  20251014  ...   10770      10895      BR
241    241      BR2604  20251014  ...   10795      10935      BR
242    242      BR2605  20251014  ...   10805      10940      BR
243    243      BR2606  20251014  ...   10810      10985      BR
244    244      BR2607  20251014  ...   11035      11140      BR
245    245      BR2608  20251014  ...   11040      11070      BR
246    246      BR2609  20251014  ...   11080      11185      BR
247    247      RU2510  20251014  ...   14165      14165      RU
248    248      RU2511  20251014  ...   14060      14195      RU
249    249      RU2601  20251014  ...   14855      14990      RU
250    250      RU2603  20251014  ...   14815      14945      RU
251    251      RU2604  20251014  ...   14855      14960      RU
252    252      RU2605  20251014  ...   14845      14975      RU
253    253      RU2606  20251014  ...   14850      14930      RU
254    254      RU2607  20251014  ...   14900      14930      RU
255    255      RU2608  20251014  ...   14925      15000      RU
256    256      RU2609  20251014  ...   14880      15005      RU
257    257      NR2510  20251014  ...   11925      11960      NR
258    258      NR2511  20251014  ...   11990      12085      NR
259    259      NR2512  20251014  ...   11985      12080      NR
260    260      NR2601  20251014  ...   11995      12100      NR
261    261      NR2602  20251014  ...   11995      12035      NR
262    262      NR2603  20251014  ...   12020      12085      NR
263    263      NR2604  20251014  ...   12000      12090      NR
264    264      NR2605  20251014  ...   12020      12095      NR
265    265      NR2606  20251014  ...   12040      12095      NR
266    266      NR2607  20251014  ...   12115      12115      NR
267    267      NR2608  20251014  ...   12145      12205      NR
268    268      NR2609  20251014  ...   12250      12250      NR
269    269      SP2510  20251014  ...    4812       4772      SP
270    270      SP2511  20251014  ...    4840       4798      SP
271    271      SP2512  20251014  ...    4864       4828      SP
272    272      SP2601  20251014  ...    5160       5098      SP
273    273      SP2602  20251014  ...    5170       5120      SP
274    274      SP2603  20251014  ...    5194       5132      SP
275    275      SP2604  20251014  ...    5206       5132      SP
276    276      SP2605  20251014  ...    5226       5170      SP
277    277      SP2606  20251014  ...    5234       5232      SP
278    278      SP2607  20251014  ...    5234       5158      SP
279    279      SP2608  20251014  ...    5240       5164      SP
280    280      SP2609  20251014  ...    5238       5200      SP
281    281      OP2601  20251014  ...    4208       4216      OP
282    282      OP2602  20251014  ...    4224       4226      OP
283    283      OP2603  20251014  ...    4218       4228      OP
284    284      OP2604  20251014  ...    4240       4258      OP
285    285      OP2605  20251014  ...    4232       4242      OP
286    286      OP2606  20251014  ...    4202       4202      OP
287    287      OP2607  20251014  ...    4242       4242      OP
288    288      OP2608  20251014  ...    4274       4274      OP
289    289      OP2609  20251014  ...    4220       4186      OP
290    290      EC2510  20251014  ...  1134.4     1133.1      EC
291    291      EC2512  20251014  ...    1639     1559.4      EC
292    292      EC2602  20251014  ...  1416.6       1358      EC
293    293      EC2604  20251014  ...  1112.5     1090.9      EC
294    294      EC2606  20251014  ...  1286.2     1254.5      EC
295    295      EC2608  20251014  ...  1424.4     1388.7      EC
296    298  SC_TAS2511  20251014  ...                     SC_TAS
297    299  SC_TAS2512  20251014  ...                     SC_TAS
298    300  SC_TAS2601  20251014  ...                     SC_TAS
299    301  SC_TAS2602  20251014  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-15 18:26:26,712 - future_1d - INFO - ak.get_shfe_daily('2025-10-14') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251014   9150.0   9980.0  ...      332.10   9225.0      9170.0       AP
1    AP511  20251014   8700.0   8747.0  ...    10991.58   8675.0      8697.0       AP
2    AP512  20251014   8676.0   8694.0  ...     3715.81   8641.0      8644.0       AP
3    AP601  20251014   8640.0   8705.0  ...   632953.82   8660.0      8665.0       AP
4    AP603  20251014   8578.0   8601.0  ...     1662.46   8569.0      8556.0       AP
5    AP604  20251014   8586.0   8622.0  ...      945.21   8593.0      8586.0       AP
6    AP605  20251014   8612.0   8698.0  ...    37848.44   8657.0      8651.0       AP
7    CF511  20251014  13350.0  13365.0  ...    77321.90  13310.0     13330.0       CF
8    CF601  20251014  13315.0  13315.0  ...  1219748.31  13255.0     13285.0       CF
9    CF603  20251014  13320.0  13340.0  ...   133064.14  13270.0     13300.0       CF
10   CF605  20251014  13360.0  13370.0  ...   277016.43  13315.0     13325.0       CF
11   CF607  20251014  13355.0  13360.0  ...      899.95  13335.0     13340.0       CF
12   CF609  20251014  13525.0  13530.0  ...     3001.69  13490.0     13510.0       CF
13   CJ512  20251014  11030.0  11085.0  ...     7333.84  10980.0     11065.0       CJ
14   CJ601  20251014  11150.0  11185.0  ...   756986.99  11100.0     11150.0       CJ
15   CJ603  20251014  11080.0  11135.0  ...     9401.39  11060.0     11100.0       CJ
16   CJ605  20251014  11230.0  11270.0  ...   113635.99  11185.0     11220.0       CJ
17   CJ607  20251014  11275.0  11340.0  ...     1419.14  11265.0     11290.0       CJ
18   CJ609  20251014  11405.0  11460.0  ...     1594.31  11390.0     11405.0       CJ
19   CY510  20251014      0.0      0.0  ...        0.00  19410.0     19455.0       CY
20   CY511  20251014  19680.0  19720.0  ...     3687.06  19665.0     19720.0       CY
21   CY512  20251014      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251014  19395.0  19395.0  ...   103148.13  19310.0     19355.0       CY
23   CY602  20251014      0.0      0.0  ...        0.00  19455.0     19595.0       CY
24   CY603  20251014      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251014      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251014      0.0      0.0  ...        0.00  19795.0     19845.0       CY
29   CY608  20251014      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251014      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251014   1024.0   1024.0  ...        2.05   1024.0      1086.0       FG
32   FG511  20251014   1079.0   1079.0  ...    84038.06   1051.0      1085.0       FG
33   FG512  20251014   1186.0   1188.0  ...    79998.03   1155.0      1186.0       FG
34   FG601  20251014   1180.0   1180.0  ...  4594440.33   1149.0      1178.0       FG
35   FG602  20251014   1251.0   1251.0  ...    41054.25   1210.0      1240.0       FG
36   FG603  20251014   1255.0   1255.0  ...    75206.53   1214.0      1244.0       FG
37   FG604  20251014   1292.0   1316.0  ...     1161.13   1284.0      1312.0       FG
38   FG605  20251014   1312.0   1314.0  ...   198953.56   1283.0      1310.0       FG
39   FG606  20251014   1346.0   1348.0  ...     1538.46   1322.0      1344.0       FG
40   FG607  20251014   1339.0   1344.0  ...     2753.79   1311.0      1338.0       FG
41   FG608  20251014   1389.0   1391.0  ...     2498.67   1367.0      1389.0       FG
42   FG609  20251014   1391.0   1394.0  ...    10955.76   1366.0      1390.0       FG
43   JR511  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251014   2260.0   2260.0  ...      363.72   2245.0      2216.0       MA
52   MA511  20251014   2306.0   2316.0  ...    46598.57   2275.0      2288.0       MA
53   MA512  20251014   2327.0   2332.0  ...   112225.14   2276.0      2319.0       MA
54   MA601  20251014   2345.0   2345.0  ...  2842382.13   2297.0      2335.0       MA
55   MA602  20251014   2365.0   2365.0  ...    68774.50   2318.0      2364.0       MA
56   MA603  20251014   2375.0   2378.0  ...   148506.72   2325.0      2380.0       MA
57   MA604  20251014   2361.0   2365.0  ...      156.68   2338.0      2381.0       MA
58   MA605  20251014   2354.0   2356.0  ...   384339.96   2319.0      2361.0       MA
59   MA606  20251014   2363.0   2363.0  ...       60.56   2329.0      2368.0       MA
60   MA607  20251014   2330.0   2330.0  ...      253.81   2287.0      2347.0       MA
61   MA608  20251014   2316.0   2318.0  ...       48.09   2290.0      2338.0       MA
62   MA609  20251014   2317.0   2317.0  ...     5833.98   2277.0      2319.0       MA
63   OI511  20251014  10165.0  10186.0  ...    91439.15  10140.0     10149.0       OI
64   OI601  20251014  10012.0  10030.0  ...  2220839.75   9983.0      9987.0       OI
65   OI603  20251014   9846.0   9851.0  ...   242647.09   9764.0      9818.0       OI
66   OI605  20251014   9572.0   9594.0  ...   210805.72   9498.0      9549.0       OI
67   OI607  20251014   9526.0   9526.0  ...     1386.72   9433.0      9489.0       OI
68   OI609  20251014   9439.0   9456.0  ...      929.00   9384.0      9437.0       OI
69   PF510  20251014   6136.0   6136.0  ...      143.72   6116.0      6160.0       PF
70   PF511  20251014   6160.0   6180.0  ...   167643.67   6126.0      6184.0       PF
71   PF512  20251014   6120.0   6134.0  ...   839258.23   6076.0      6136.0       PF
72   PF601  20251014   6176.0   6176.0  ...   138491.86   6110.0      6180.0       PF
73   PF602  20251014   6128.0   6132.0  ...   385324.06   6086.0      6146.0       PF
74   PF603  20251014   6116.0   6116.0  ...   101201.48   6076.0      6126.0       PF
75   PF604  20251014   6182.0   6182.0  ...      107.57   6148.0      6208.0       PF
76   PF605  20251014   6172.0   6178.0  ...      289.00   6150.0      6208.0       PF
77   PF606  20251014   6154.0   6154.0  ...       15.34   6138.0      6214.0       PF
78   PF607  20251014   6178.0   6206.0  ...       21.62   6178.0      6238.0       PF
79   PF608  20251014   6192.0   6214.0  ...        6.20   6204.0      6268.0       PF
80   PF609  20251014   6204.0   6220.0  ...       24.81   6204.0      6274.0       PF
81   PK510  20251014      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251014   7912.0   7934.0  ...   297014.58   7872.0      7866.0       PK
83   PK512  20251014   7944.0   8008.0  ...   371955.80   7924.0      7874.0       PK
84   PK601  20251014   8010.0   8090.0  ...   674432.00   8016.0      7934.0       PK
85   PK603  20251014   8080.0   8152.0  ...   336570.97   8034.0      7994.0       PK
86   PK604  20251014   8090.0   8150.0  ...     3289.93   8044.0      8018.0       PK
87   PK605  20251014   8108.0   8184.0  ...    57742.42   8070.0      8044.0       PK
88   PL601  20251014   6188.0   6188.0  ...    98894.35   6109.0      6190.0       PL
89   PL602  20251014   6167.0   6195.0  ...    27545.22   6151.0      6228.0       PL
90   PL603  20251014   6169.0   6191.0  ...    33307.96   6152.0      6221.0       PL
91   PL604  20251014      0.0      0.0  ...        0.00   6132.0      6239.0       PL
92   PL605  20251014   6156.0   6156.0  ...      195.81   6119.0      6197.0       PL
93   PL606  20251014   6153.0   6160.0  ...       36.85   6142.0      6183.0       PL
94   PL607  20251014      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251014      0.0      0.0  ...        0.00   6280.0      6415.0       PL
96   PL609  20251014      0.0      0.0  ...        0.00   6239.0      6331.0       PL
97   PM511  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251014   5678.0   5680.0  ...      476.99   5678.0      5710.0       PR
104  PR511  20251014   5650.0   5656.0  ...    32272.78   5612.0      5674.0       PR
105  PR512  20251014   5646.0   5650.0  ...   247538.80   5600.0      5650.0       PR
106  PR601  20251014   5618.0   5622.0  ...   226644.97   5572.0      5628.0       PR
107  PR602  20251014   5662.0   5662.0  ...    61520.77   5608.0      5666.0       PR
108  PR603  20251014   5656.0   5674.0  ...      320.84   5630.0      5682.0       PR
109  PR604  20251014   5674.0   5694.0  ...      135.66   5654.0      5706.0       PR
110  PR605  20251014   5696.0   5696.0  ...       76.67   5680.0      5730.0       PR
111  PR606  20251014   5696.0   5696.0  ...        8.54   5696.0      5774.0       PR
112  PR607  20251014   5730.0   5730.0  ...       25.72   5716.0      5756.0       PR
113  PR608  20251014   5716.0   5724.0  ...       25.75   5722.0      5770.0       PR
114  PR609  20251014   5718.0   5718.0  ...       17.15   5718.0      5768.0       PR
115  PX510  20251014      0.0      0.0  ...     6458.00   6332.0      6402.0       PX
116  PX511  20251014   6448.0   6482.0  ...   238441.56   6416.0      6464.0       PX
117  PX512  20251014   6424.0   6452.0  ...   159238.50   6386.0      6444.0       PX
118  PX601  20251014   6412.0   6440.0  ...   519846.55   6370.0      6440.0       PX
119  PX602  20251014   6436.0   6446.0  ...   183048.02   6374.0      6454.0       PX
120  PX603  20251014   6436.0   6438.0  ...   131718.97   6378.0      6450.0       PX
121  PX604  20251014   6470.0   6470.0  ...       25.77   6444.0      6468.0       PX
122  PX605  20251014   6472.0   6472.0  ...     3579.37   6416.0      6472.0       PX
123  PX606  20251014      0.0      0.0  ...        0.00   6400.0      6480.0       PX
124  PX607  20251014      0.0      0.0  ...        0.00   6412.0      6498.0       PX
125  PX608  20251014      0.0      0.0  ...        0.00   6424.0      6506.0       PX
126  PX609  20251014   6462.0   6462.0  ...       16.06   6424.0      6482.0       PX
127  RI511  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251014   2397.0   2440.0  ...    20567.30   2404.0      2414.0       RM
134  RM601  20251014   2390.0   2407.0  ...   650501.43   2369.0      2398.0       RM
135  RM603  20251014   2318.0   2326.0  ...     8717.98   2305.0      2328.0       RM
136  RM605  20251014   2315.0   2318.0  ...   194239.80   2299.0      2323.0       RM
137  RM607  20251014   2306.0   2308.0  ...    17984.60   2294.0      2313.0       RM
138  RM608  20251014   2411.0   2411.0  ...     1155.72   2398.0      2419.0       RM
139  RM609  20251014   2402.0   2405.0  ...     4071.81   2388.0      2408.0       RM
140  RS511  20251014   5430.0   5430.0  ...      199.24   5243.0      5399.0       RS
141  RS607  20251014      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251014      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251014   5468.0   5468.0  ...       10.92   5460.0      5463.0       RS
144  SA510  20251014   1154.0   1154.0  ...      688.07   1147.0      1156.0       SA
145  SA511  20251014   1173.0   1173.0  ...    68184.11   1161.0      1175.0       SA
146  SA512  20251014   1234.0   1236.0  ...   209611.55   1218.0      1233.0       SA
147  SA601  20251014   1247.0   1249.0  ...  2996684.46   1229.0      1243.0       SA
148  SA602  20251014   1282.0   1284.0  ...    93718.97   1266.0      1281.0       SA
149  SA603  20251014   1289.0   1291.0  ...   240648.99   1272.0      1287.0       SA
150  SA604  20251014   1330.0   1330.0  ...     3130.28   1312.0      1331.0       SA
151  SA605  20251014   1341.0   1341.0  ...   162486.80   1317.0      1333.0       SA
152  SA606  20251014   1353.0   1357.0  ...      813.38   1338.0      1354.0       SA
153  SA607  20251014   1357.0   1359.0  ...     2389.82   1349.0      1357.0       SA
154  SA608  20251014   1396.0   1399.0  ...      707.90   1383.0      1397.0       SA
155  SA609  20251014   1404.0   1407.0  ...     6429.53   1388.0      1403.0       SA
156  SF510  20251014   5250.0   5250.0  ...      104.57   5230.0      5248.0       SF
157  SF511  20251014   5402.0   5418.0  ...   249544.20   5378.0      5402.0       SF
158  SF512  20251014   5364.0   5386.0  ...   112568.78   5334.0      5370.0       SF
159  SF601  20251014   5360.0   5374.0  ...   233507.72   5334.0      5362.0       SF
160  SF602  20251014   5304.0   5322.0  ...    54383.32   5276.0      5320.0       SF
161  SF603  20251014   5494.0   5496.0  ...   108589.86   5450.0      5504.0       SF
162  SF604  20251014   5458.0   5458.0  ...       13.59   5436.0      5482.0       SF
163  SF605  20251014   5472.0   5480.0  ...     2195.07   5440.0      5478.0       SF
164  SF606  20251014   5400.0   5416.0  ...      143.13   5402.0      5444.0       SF
165  SF607  20251014   5578.0   5580.0  ...       36.22   5572.0      5614.0       SF
166  SF608  20251014   5574.0   5584.0  ...       13.94   5576.0      5628.0       SF
167  SF609  20251014   5568.0   5568.0  ...       33.33   5556.0      5604.0       SF
168  SH510  20251014      0.0      0.0  ...        0.00   2395.0      2418.0       SH
169  SH511  20251014   2424.0   2425.0  ...   161956.37   2405.0      2408.0       SH
170  SH512  20251014   2479.0   2479.0  ...   195681.95   2446.0      2463.0       SH
171  SH601  20251014   2465.0   2465.0  ...  2397631.54   2429.0      2452.0       SH
172  SH602  20251014   2494.0   2503.0  ...   331200.30   2467.0      2488.0       SH
173  SH603  20251014   2501.0   2515.0  ...   316187.63   2473.0      2497.0       SH
174  SH604  20251014   2550.0   2550.0  ...     1273.74   2527.0      2538.0       SH
175  SH605  20251014   2560.0   2563.0  ...    18318.87   2534.0      2549.0       SH
176  SH606  20251014   2578.0   2581.0  ...      848.15   2570.0      2569.0       SH
177  SH607  20251014   2577.0   2584.0  ...      517.68   2576.0      2568.0       SH
178  SH608  20251014   2590.0   2619.0  ...      436.99   2601.0      2588.0       SH
179  SH609  20251014   2602.0   2608.0  ...      490.91   2597.0      2597.0       SH
180  SM510  20251014   5608.0   5626.0  ...      668.00   5614.0      5628.0       SM
181  SM511  20251014   5732.0   5744.0  ...    25133.11   5720.0      5736.0       SM
182  SM512  20251014   5738.0   5750.0  ...   167605.64   5720.0      5742.0       SM
183  SM601  20251014   5750.0   5754.0  ...   383388.98   5728.0      5746.0       SM
184  SM602  20251014   5748.0   5760.0  ...    42325.65   5734.0      5754.0       SM
185  SM603  20251014   5750.0   5774.0  ...   200233.49   5742.0      5766.0       SM
186  SM604  20251014      0.0      0.0  ...        0.00   5768.0      5768.0       SM
187  SM605  20251014   5778.0   5782.0  ...    21406.93   5758.0      5770.0       SM
188  SM606  20251014   5766.0   5768.0  ...       31.67   5760.0      5784.0       SM
189  SM607  20251014   5780.0   5788.0  ...       17.33   5778.0      5796.0       SM
190  SM608  20251014   5790.0   5800.0  ...       17.37   5792.0      5822.0       SM
191  SM609  20251014   5804.0   5804.0  ...     1330.82   5800.0      5806.0       SM
192  SR511  20251014   5469.0   5469.0  ...    22885.62   5442.0      5515.0       SR
193  SR601  20251014   5430.0   5432.0  ...  1775983.16   5400.0      5474.0       SR
194  SR603  20251014   5420.0   5420.0  ...   199888.73   5384.0      5461.0       SR
195  SR605  20251014   5410.0   5410.0  ...   192474.80   5374.0      5444.0       SR
196  SR607  20251014   5412.0   5417.0  ...     8152.31   5385.0      5446.0       SR
197  SR609  20251014   5424.0   5425.0  ...     8327.11   5393.0      5452.0       SR
198  TA510  20251014   4454.0   4456.0  ...    12681.93   4420.0      4470.0       TA
199  TA511  20251014   4470.0   4486.0  ...   155508.23   4432.0      4486.0       TA
200  TA512  20251014   4472.0   4490.0  ...   250204.77   4454.0      4500.0       TA
201  TA601  20251014   4504.0   4506.0  ...  1536053.60   4464.0      4512.0       TA
202  TA602  20251014   4516.0   4518.0  ...   248809.03   4486.0      4524.0       TA
203  TA603  20251014   4526.0   4528.0  ...    89055.07   4496.0      4536.0       TA
204  TA604  20251014   4536.0   4544.0  ...       33.98   4532.0      4554.0       TA
205  TA605  20251014   4560.0   4562.0  ...   102617.67   4522.0      4560.0       TA
206  TA606  20251014   4510.0   4510.0  ...        2.26   4510.0      4574.0       TA
207  TA607  20251014   4572.0   4572.0  ...        6.83   4550.0      4588.0       TA
208  TA608  20251014   4586.0   4586.0  ...       11.39   4558.0      4598.0       TA
209  TA609  20251014   4590.0   4592.0  ...     2278.42   4552.0      4590.0       TA
210  UR510  20251014   1511.0   1513.0  ...      547.43   1504.0      1505.0       UR
211  UR511  20251014   1582.0   1592.0  ...    19945.01   1578.0      1582.0       UR
212  UR512  20251014   1593.0   1603.0  ...    28663.04   1587.0      1594.0       UR
213  UR601  20251014   1606.0   1616.0  ...   452004.36   1602.0      1605.0       UR
214  UR602  20251014   1613.0   1622.0  ...    20540.45   1607.0      1616.0       UR
215  UR603  20251014   1670.0   1670.0  ...      199.27   1661.0      1665.0       UR
216  UR604  20251014   1675.0   1675.0  ...        6.67   1669.0      1672.0       UR
217  UR605  20251014   1675.0   1683.0  ...    34023.43   1672.0      1673.0       UR
218  UR606  20251014   1687.0   1687.0  ...      204.48   1676.0      1677.0       UR
219  UR607  20251014   1716.0   1716.0  ...       20.52   1710.0      1712.0       UR
220  UR608  20251014   1713.0   1713.0  ...       27.31   1707.0      1709.0       UR
221  UR609  20251014   1711.0   1711.0  ...      456.97   1705.0      1707.0       UR
222  WH511  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-15 18:26:26,996 - future_1d - INFO - ak.get_czce_daily('2025-10-14') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251014   3959.00  ...   3957.00     3968.00        A
1     a2601  20251014   3967.00  ...   3969.00     3969.00        A
2     a2603  20251014   3965.00  ...   3972.00     3971.00        A
3     a2605  20251014   4009.00  ...   4011.00     4004.00        A
4     a2607  20251014   4010.00  ...   4012.00     4003.00        A
5     a2609  20251014   4011.00  ...   4011.00     4008.00        A
6     b2510  20251014      0.00  ...   3619.00     3619.00        B
7     b2511  20251014   3639.00  ...   3607.00     3628.00        B
8     b2512  20251014   3653.00  ...   3636.00     3656.00        B
9     b2601  20251014   3633.00  ...   3628.00     3651.00        B
10    b2602  20251014   3650.00  ...   3632.00     3656.00        B
11    b2603  20251014   3612.00  ...   3599.00     3617.00        B
12    b2604  20251014   3530.00  ...   3500.00     3537.00        B
13    b2605  20251014   3453.00  ...   3444.00     3459.00        B
14    b2606  20251014   3432.00  ...   3409.00     3436.00        B
15    b2607  20251014   3434.00  ...   3415.00     3434.00        B
16    b2608  20251014   3526.00  ...   3511.00     3529.00        B
17    b2609  20251014   3552.00  ...   3543.00     3548.00        B
18   bb2511  20251014      0.00  ...    144.65      144.65       BB
19   bb2601  20251014    146.75  ...    147.00      146.60       BB
20   bb2603  20251014    146.70  ...    147.25      146.50       BB
21   bb2605  20251014    147.75  ...    147.95      146.70       BB
22   bb2607  20251014      0.00  ...    152.85      151.60       BB
23   bb2609  20251014      0.00  ...    152.85      151.60       BB
24   bz2603  20251014   5670.00  ...   5624.00     5707.00       BZ
25   bz2604  20251014   5645.00  ...   5615.00     5691.00       BZ
26   bz2605  20251014   5645.00  ...   5634.00     5697.00       BZ
27   bz2606  20251014      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251014      0.00  ...   5685.00     5689.00       BZ
29   bz2608  20251014   5601.00  ...   5601.00     5646.00       BZ
30   bz2609  20251014      0.00  ...   5720.00     5803.00       BZ
31    c2511  20251014   2088.00  ...   2087.00     2107.00        C
32    c2601  20251014   2103.00  ...   2105.00     2114.00        C
33    c2603  20251014   2127.00  ...   2131.00     2130.00        C
34    c2605  20251014   2192.00  ...   2198.00     2197.00        C
35    c2607  20251014   2207.00  ...   2214.00     2211.00        C
36    c2609  20251014   2223.00  ...   2230.00     2227.00        C
37   cs2511  20251014   2400.00  ...   2393.00     2413.00       CS
38   cs2601  20251014   2396.00  ...   2402.00     2413.00       CS
39   cs2603  20251014   2415.00  ...   2421.00     2426.00       CS
40   cs2605  20251014   2513.00  ...   2517.00     2522.00       CS
41   cs2607  20251014   2520.00  ...   2530.00     2535.00       CS
42   cs2609  20251014   2565.00  ...   2571.00     2576.00       CS
43   eb2510  20251014   6589.00  ...   6559.00     6670.00       EB
44   eb2511  20251014   6688.00  ...   6608.00     6714.00       EB
45   eb2512  20251014   6682.00  ...   6627.00     6723.00       EB
46   eb2601  20251014   6730.00  ...   6668.00     6754.00       EB
47   eb2602  20251014   6763.00  ...   6714.00     6802.00       EB
48   eb2603  20251014   6807.00  ...   6760.00     6843.00       EB
49   eb2604  20251014   6830.00  ...   6821.00     6871.00       EB
50   eb2605  20251014   6859.00  ...   6845.00     6906.00       EB
51   eb2606  20251014   6897.00  ...   6873.00     6923.00       EB
52   eb2607  20251014   6898.00  ...   6872.00     6918.00       EB
53   eb2608  20251014   6862.00  ...   6895.00     6943.00       EB
54   eb2609  20251014   6856.00  ...   6888.00     6964.00       EB
55   eg2510  20251014   4102.00  ...   4094.00     4156.00       EG
56   eg2511  20251014   4113.00  ...   4087.00     4129.00       EG
57   eg2512  20251014   4112.00  ...   4067.00     4112.00       EG
58   eg2601  20251014   4111.00  ...   4072.00     4112.00       EG
59   eg2602  20251014   4076.00  ...   4077.00     4126.00       EG
60   eg2603  20251014   4084.00  ...   4079.00     4140.00       EG
61   eg2604  20251014   4166.00  ...   4146.00     4181.00       EG
62   eg2605  20251014   4182.00  ...   4161.00     4197.00       EG
63   eg2606  20251014   4160.00  ...   4163.00     4211.00       EG
64   eg2607  20251014   4177.00  ...   4175.00     4193.00       EG
65   eg2608  20251014   4193.00  ...   4185.00     4200.00       EG
66   eg2609  20251014   4204.00  ...   4199.00     4267.00       EG
67   fb2510  20251014      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251014   1259.00  ...   1257.50     1262.00       FB
69   fb2512  20251014   1264.00  ...   1261.00     1263.50       FB
70   fb2601  20251014   1272.00  ...   1271.00     1269.00       FB
71   fb2602  20251014   1287.00  ...   1273.50     1271.50       FB
72   fb2603  20251014   1287.00  ...   1266.00     1261.50       FB
73   fb2604  20251014   1270.50  ...   1271.00     1269.00       FB
74   fb2605  20251014   1273.00  ...   1273.00     1273.00       FB
75   fb2606  20251014      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251014      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251014      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251014      0.00  ...   1296.00     1296.00       FB
79    i2510  20251014    810.00  ...    808.50      813.50        I
80    i2511  20251014    822.50  ...    805.00      814.00        I
81    i2512  20251014    817.00  ...    797.50      808.50        I
82    i2601  20251014    806.50  ...    788.00      798.50        I
83    i2602  20251014    802.50  ...    781.50      795.00        I
84    i2603  20251014    797.00  ...    779.50      788.00        I
85    i2604  20251014    792.00  ...    773.50      784.50        I
86    i2605  20251014    784.50  ...    765.00      776.00        I
87    i2606  20251014    778.00  ...    762.00      770.00        I
88    i2607  20251014    773.00  ...    757.50      766.00        I
89    i2608  20251014    768.00  ...    753.00      761.00        I
90    i2609  20251014    759.00  ...    747.00      755.50        I
91    j2510  20251014      0.00  ...   1600.00     1600.00        J
92    j2511  20251014   1598.00  ...   1586.00     1586.50        J
93    j2512  20251014   1627.00  ...   1608.00     1617.00        J
94    j2601  20251014   1650.00  ...   1636.50     1648.50        J
95    j2602  20251014   1653.00  ...   1653.00     1679.00        J
96    j2603  20251014   1676.50  ...   1676.50     1705.50        J
97    j2604  20251014      0.00  ...   1773.50     1773.50        J
98    j2605  20251014   1802.50  ...   1781.00     1797.00        J
99    j2606  20251014   1823.50  ...   1814.00     1823.50        J
100   j2607  20251014      0.00  ...   1833.50     1833.50        J
101   j2608  20251014      0.00  ...   1865.00     1865.00        J
102   j2609  20251014   1886.00  ...   1866.50     1879.50        J
103  jd2510  20251014   2664.00  ...   2685.00     2552.00       JD
104  jd2511  20251014   2830.00  ...   2847.00     2804.00       JD
105  jd2512  20251014   3005.00  ...   3028.00     2965.00       JD
106  jd2601  20251014   3210.00  ...   3232.00     3183.00       JD
107  jd2602  20251014   3038.00  ...   3044.00     3020.00       JD
108  jd2603  20251014   3067.00  ...   3060.00     3059.00       JD
109  jd2604  20251014   3191.00  ...   3168.00     3187.00       JD
110  jd2605  20251014   3375.00  ...   3345.00     3372.00       JD
111  jd2606  20251014   3260.00  ...   3235.00     3257.00       JD
112  jd2607  20251014   3510.00  ...   3479.00     3504.00       JD
113  jd2608  20251014   3977.00  ...   3966.00     3978.00       JD
114  jd2609  20251014   3873.00  ...   3866.00     3870.00       JD
115  jm2510  20251014    996.00  ...    951.00      924.00       JM
116  jm2511  20251014   1011.00  ...   1009.00     1001.50       JM
117  jm2512  20251014   1077.00  ...   1072.50     1071.00       JM
118  jm2601  20251014   1150.00  ...   1139.50     1145.00       JM
119  jm2602  20251014   1180.50  ...   1167.50     1176.50       JM
120  jm2603  20251014   1202.50  ...   1185.50     1198.50       JM
121  jm2604  20251014   1224.00  ...   1207.00     1221.00       JM
122  jm2605  20251014   1245.00  ...   1223.00     1240.50       JM
123  jm2606  20251014   1267.50  ...   1247.00     1255.00       JM
124  jm2607  20251014   1293.50  ...   1260.50     1281.00       JM
125  jm2608  20251014   1305.00  ...   1279.00     1304.50       JM
126  jm2609  20251014   1330.50  ...   1309.00     1327.00       JM
127   l2510  20251014   6901.00  ...   6856.00     6948.00        L
128   l2511  20251014   6957.00  ...   6922.00     6989.00        L
129   l2512  20251014   6973.00  ...   6928.00     6999.00        L
130   l2601  20251014   6996.00  ...   6936.00     7005.00        L
131   l2602  20251014   6977.00  ...   6924.00     7001.00        L
132   l2603  20251014   6992.00  ...   6944.00     7013.00        L
133   l2604  20251014   7011.00  ...   6984.00     7059.00        L
134   l2605  20251014   7039.00  ...   6975.00     7039.00        L
135   l2606  20251014   6964.00  ...   6953.00     7047.00        L
136   l2607  20251014   7031.00  ...   7007.00     7065.00        L
137   l2608  20251014   7049.00  ...   7015.00     7079.00        L
138   l2609  20251014   7060.00  ...   7018.00     7083.00        L
139  lg2511  20251014    800.00  ...    791.00      808.00       LG
140  lg2601  20251014    825.00  ...    820.00      823.00       LG
141  lg2603  20251014    829.50  ...    827.50      829.00       LG
142  lg2605  20251014    830.00  ...    828.50      830.00       LG
143  lg2607  20251014    832.00  ...    830.00      831.50       LG
144  lg2609  20251014    831.00  ...    831.50      832.00       LG
145  lh2511  20251014  11200.00  ...  11355.00    11225.00       LH
146  lh2601  20251014  12160.00  ...  12335.00    12150.00       LH
147  lh2603  20251014  11725.00  ...  11825.00    11835.00       LH
148  lh2605  20251014  12365.00  ...  12445.00    12440.00       LH
149  lh2607  20251014  13220.00  ...  13250.00    13220.00       LH
150  lh2609  20251014  13885.00  ...  13945.00    13880.00       LH
151   m2511  20251014   2926.00  ...   2896.00     2918.00        M
152   m2512  20251014   2956.00  ...   2936.00     2954.00        M
153   m2601  20251014   2936.00  ...   2912.00     2936.00        M
154   m2603  20251014   2912.00  ...   2890.00     2911.00        M
155   m2605  20251014   2747.00  ...   2736.00     2751.00        M
156   m2607  20251014   2734.00  ...   2719.00     2736.00        M
157   m2608  20251014   2854.00  ...   2841.00     2858.00        M
158   m2609  20251014   2858.00  ...   2846.00     2861.00        M
159   p2510  20251014   9198.00  ...   9184.00     9214.00        P
160   p2511  20251014   9270.00  ...   9266.00     9274.00        P
161   p2512  20251014   9308.00  ...   9314.00     9326.00        P
162   p2601  20251014   9364.00  ...   9366.00     9376.00        P
163   p2602  20251014   9368.00  ...   9358.00     9358.00        P
164   p2603  20251014   9338.00  ...   9332.00     9352.00        P
165   p2604  20251014   9336.00  ...   9312.00     9298.00        P
166   p2605  20251014   9232.00  ...   9238.00     9218.00        P
167   p2606  20251014   9146.00  ...   9108.00     9120.00        P
168   p2607  20251014   9052.00  ...   9012.00     9012.00        P
169   p2608  20251014   8976.00  ...   8956.00     8958.00        P
170   p2609  20251014   8874.00  ...   8884.00     8866.00        P
171  pg2510  20251014      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251014   4072.00  ...   4118.00     4069.00       PG
173  pg2512  20251014   3965.00  ...   3981.00     3978.00       PG
174  pg2601  20251014   3895.00  ...   3904.00     3909.00       PG
175  pg2602  20251014   3827.00  ...   3835.00     3848.00       PG
176  pg2603  20251014   3756.00  ...   3762.00     3781.00       PG
177  pg2604  20251014   4159.00  ...   4147.00     4166.00       PG
178  pg2605  20251014   4081.00  ...   4076.00     4093.00       PG
179  pg2606  20251014   4017.00  ...   4017.00     4047.00       PG
180  pg2607  20251014   3973.00  ...   3974.00     3984.00       PG
181  pg2608  20251014   3918.00  ...   3917.00     3930.00       PG
182  pg2609  20251014   3855.00  ...   3859.00     3876.00       PG
183  pp2510  20251014   6576.00  ...   6536.00     6611.00       PP
184  pp2511  20251014   6635.00  ...   6551.00     6639.00       PP
185  pp2512  20251014   6642.00  ...   6593.00     6679.00       PP
186  pp2601  20251014   6679.00  ...   6628.00     6708.00       PP
187  pp2602  20251014   6671.00  ...   6620.00     6704.00       PP
188  pp2603  20251014   6662.00  ...   6624.00     6705.00       PP
189  pp2604  20251014   6707.00  ...   6647.00     6738.00       PP
190  pp2605  20251014   6755.00  ...   6683.00     6763.00       PP
191  pp2606  20251014   6690.00  ...   6644.00     6733.00       PP
192  pp2607  20251014   6674.00  ...   6647.00     6694.00       PP
193  pp2608  20251014   6698.00  ...   6670.00     6709.00       PP
194  pp2609  20251014   6729.00  ...   6695.00     6754.00       PP
195  rr2510  20251014   3620.00  ...   3620.00     3604.00       RR
196  rr2511  20251014   3610.00  ...   3615.00     3619.00       RR
197  rr2512  20251014   3610.00  ...   3608.00     3611.00       RR
198  rr2601  20251014   3624.00  ...   3625.00     3642.00       RR
199  rr2602  20251014   3611.00  ...   3613.00     3628.00       RR
200  rr2603  20251014   3611.00  ...   3614.00     3621.00       RR
201  rr2604  20251014   3620.00  ...   3617.00     3622.00       RR
202  rr2605  20251014   3612.00  ...   3612.00     3618.00       RR
203  rr2606  20251014   3602.00  ...   3602.00     3615.00       RR
204  rr2607  20251014      0.00  ...   3624.00     3636.00       RR
205  rr2608  20251014   3596.00  ...   3589.00     3595.00       RR
206  rr2609  20251014   3623.00  ...   3612.00     3636.00       RR
207   v2510  20251014   4607.00  ...   4567.00     4606.00        V
208   v2511  20251014   4620.00  ...   4596.00     4636.00        V
209   v2512  20251014   4674.00  ...   4641.00     4675.00        V
210   v2601  20251014   4717.00  ...   4684.00     4720.00        V
211   v2602  20251014   4753.00  ...   4727.00     4758.00        V
212   v2603  20251014   4790.00  ...   4754.00     4792.00        V
213   v2604  20251014   4990.00  ...   4957.00     5000.00        V
214   v2605  20251014   5043.00  ...   4998.00     5037.00        V
215   v2606  20251014   5055.00  ...   5029.00     5070.00        V
216   v2607  20251014   5091.00  ...   5072.00     5108.00        V
217   v2608  20251014   5113.00  ...   5103.00     5148.00        V
218   v2609  20251014   5162.00  ...   5137.00     5176.00        V
219   y2511  20251014   8284.00  ...   8272.00     8284.00        Y
220   y2512  20251014   8306.00  ...   8306.00     8322.00        Y
221   y2601  20251014   8280.00  ...   8270.00     8282.00        Y
222   y2603  20251014   8234.00  ...   8206.00     8214.00        Y
223   y2605  20251014   8036.00  ...   8040.00     8030.00        Y
224   y2607  20251014   7982.00  ...   7980.00     7974.00        Y
225   y2608  20251014   7990.00  ...   7966.00     7968.00        Y
226   y2609  20251014   7948.00  ...   7924.00     7940.00        Y

[227 rows x 12 columns]
2025-10-15 18:26:27,642 - future_1d - INFO - ak.get_dce_daily('2025-10-14') done
2025-10-15 18:26:29,410 - future_1d - INFO - save future_daily 2025-10-14 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251015  7196.600  ...  7272.000    7159.800       IC
1   IC2511  20251015  7090.800  ...  7190.400    7072.000       IC
2   IC2512  20251015  7068.000  ...  7134.400    7018.600       IC
3   IC2603  20251015  6880.000  ...  6972.000    6857.000       IC
4   IF2510  20251015  4544.000  ...  4596.400    4531.000       IF
5   IF2511  20251015  4532.200  ...  4583.800    4513.400       IF
6   IF2512  20251015  4522.000  ...  4572.600    4499.200       IF
7   IF2603  20251015  4496.000  ...  4551.200    4477.200       IF
8   IH2510  20251015  2967.000  ...  2996.800    2958.400       IH
9   IH2511  20251015  2964.200  ...  2994.000    2952.200       IH
10  IH2512  20251015  2968.000  ...  2995.000    2953.000       IH
11  IH2603  20251015  2965.200  ...  2996.000    2953.800       IH
12  IM2510  20251015  7377.800  ...  7451.600    7338.200       IM
13  IM2511  20251015  7260.000  ...  7357.600    7234.400       IM
14  IM2512  20251015  7194.800  ...  7273.800    7148.600       IM
15  IM2603  20251015  6949.000  ...  7054.200    6926.000       IM
16   T2512  20251015   108.105  ...   108.100     108.190        T
17   T2603  20251015   107.785  ...   107.780     107.880        T
18   T2606  20251015   107.660  ...   107.705     107.795        T
19  TF2512  20251015   105.740  ...   105.715     105.765       TF
20  TF2603  20251015   105.630  ...   105.610     105.650       TF
21  TF2606  20251015   105.575  ...   105.615     105.650       TF
22  TL2512  20251015   114.450  ...   114.480     114.740       TL
23  TL2603  20251015   113.940  ...   114.160     114.420       TL
24  TL2606  20251015   114.170  ...   114.100     114.360       TL
25  TS2512  20251015   102.382  ...   102.372     102.386       TS
26  TS2603  20251015   102.292  ...   102.274     102.292       TS
27  TS2606  20251015   102.312  ...   102.316     102.334       TS

[28 rows x 12 columns]
2025-10-15 18:26:37,176 - future_1d - INFO - ak.get_cffex_daily('2025-10-15') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251015   442.4   447.1  ...  3636243.41   443.2      451.8      SC
1       SC2512  20251015   443.3   448.3  ...   2159802.1   444.9      452.5      SC
2       SC2601  20251015   444.2     449  ...   428988.28   445.5      452.5      SC
3       SC2602  20251015   444.1   449.1  ...    63456.69   445.9        453      SC
4       SC2603  20251015     446   448.8  ...    20087.83   447.3      452.7      SC
5       SC2604  20251015   445.6   450.2  ...     9106.51   448.5      453.6      SC
6       SC2605  20251015   445.6   450.8  ...    12840.45   448.9      454.5      SC
7       SC2606  20251015   446.2     451  ...     38123.9   450.1      455.6      SC
8       SC2607  20251015   450.3   450.5  ...      270.04     450      454.8      SC
9       SC2608  20251015   451.3   451.3  ...      225.31   450.6      455.3      SC
10      SC2609  20251015   451.5   452.4  ...       585.8   450.6      454.6      SC
11      SC2610  20251015                  ...           0   449.7      449.7      SC
12      SC2612  20251015   452.2   452.2  ...       90.31   451.5      452.6      SC
13      SC2703  20251015   448.6   448.7  ...       89.73   448.6      451.6      SC
14      SC2706  20251015                  ...           0   453.6      453.6      SC
15      SC2709  20251015   449.9     450  ...       89.99   449.9      450.6      SC
16      SC2712  20251015                  ...           0     455        455      SC
17      SC2803  20251015                  ...           0     449        449      SC
18      SC2806  20251015   447.2     449  ...      134.42     448      451.7      SC
19      SC2809  20251015   449.6     450  ...      493.86   448.9      452.9      SC
21      LU2511  20251015    3152    3163  ...   26735.659    3141       3204      LU
22      LU2512  20251015    3159    3178  ...  276488.889    3158       3216      LU
23      LU2601  20251015    3157    3182  ...  175230.353    3161       3210      LU
24      LU2602  20251015    3159    3178  ...   21516.756    3162       3205      LU
25      LU2603  20251015    3150    3177  ...    3154.537    3160       3206      LU
26      LU2604  20251015    3163    3169  ...      25.293    3161       3192      LU
27      LU2605  20251015    3166    3174  ...     104.406    3163       3200      LU
28      LU2606  20251015    3146    3170  ...      41.083    3160       3177      LU
29      LU2607  20251015    3186    3186  ...     241.356    3175       3206      LU
30      LU2608  20251015    3184    3184  ...     257.069    3173       3205      LU
31      LU2609  20251015    3147    3176  ...     151.669    3159       3188      LU
32      LU2610  20251015    3147    3161  ...      25.222    3152       3187      LU
34      NR2510  20251015   12015   12200  ...       484.3   12105      11925      NR
35      NR2511  20251015   11995   12240  ...   564802.63   12110      11990      NR
36      NR2512  20251015   11980   12195  ...   739506.95   12085      11985      NR
37      NR2601  20251015   12020   12180  ...   230462.74   12075      11995      NR
38      NR2602  20251015   11995   12195  ...       11119   12055      11995      NR
39      NR2603  20251015   12005   12115  ...     2284.07   12085      12020      NR
40      NR2604  20251015   11995   12100  ...     940.095   12050      12000      NR
41      NR2605  20251015   11900   12095  ...     337.335   12045      12020      NR
42      NR2606  20251015   12095   12135  ...     121.145   12110      12040      NR
43      NR2607  20251015   12170   12170  ...       36.47   12155      12115      NR
44      NR2608  20251015   12090   12090  ...       12.09   12090      12145      NR
45      NR2609  20251015   12125   12220  ...      36.565   12185      12250      NR
47      BC2510  20251015                  ...           0   75040      75040      BC
48      BC2511  20251015   74820   76450  ...  485745.945   75490      76190      BC
49      BC2512  20251015   75020   76470  ...   34587.805   75350      76240      BC
50      BC2601  20251015                  ...           0   76860      76860      BC
51      BC2602  20251015                  ...           0   75800      75800      BC
52      BC2603  20251015                  ...           0   75870      75800      BC
53      BC2604  20251015                  ...           0   76520      76520      BC
54      BC2605  20251015                  ...           0   75900      75900      BC
55      BC2606  20251015                  ...           0   75880      75880      BC
56      BC2607  20251015                  ...           0   76570      76570      BC
57      BC2608  20251015                  ...           0   75800      75800      BC
58      BC2609  20251015                  ...           0   76130      76130      BC
60      EC2510  20251015  1134.6  1135.5  ...  19247.4025  1128.2     1134.4      EC
61      EC2512  20251015    1690  1749.9  ...  365103.323  1713.4       1639      EC
62      EC2602  20251015    1482  1517.6  ...   60793.811  1481.1     1416.6      EC
63      EC2604  20251015    1150    1168  ...  25839.0295  1148.9     1112.5      EC
64      EC2606  20251015    1338    1338  ...   2532.7455  1315.7     1286.2      EC
65      EC2608  20251015    1445  1487.9  ...   1173.9275  1458.2     1424.4      EC
68  SC_TAS2511  20251015                  ...                                 SC_TAS
69  SC_TAS2512  20251015                  ...                                 SC_TAS
70  SC_TAS2601  20251015                  ...                                 SC_TAS
71  SC_TAS2602  20251015                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-15 18:26:37,240 - future_1d - INFO - ak.get_ine_daily('2025-10-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251015      0.0  ...  50755.0     49980.0       PS
1   PS2511  20251015  49975.0  ...  50805.0     49205.0       PS
2   PS2512  20251015  52595.0  ...  53270.0     51630.0       PS
3   PS2601  20251015  52050.0  ...  53165.0     51570.0       PS
4   PS2602  20251015  52050.0  ...  52840.0     51585.0       PS
5   PS2603  20251015  52030.0  ...  52690.0     51545.0       PS
6   PS2604  20251015  51925.0  ...  52600.0     51450.0       PS
7   PS2605  20251015  51800.0  ...  52730.0     51340.0       PS
8   PS2606  20251015  53000.0  ...  54525.0     53195.0       PS
9   PS2607  20251015  53105.0  ...  54410.0     53105.0       PS
10  PS2608  20251015  53125.0  ...  54125.0     52925.0       PS
11  PS2609  20251015  53015.0  ...  53855.0     52655.0       PS
13  SI2510  20251015   8585.0  ...   8620.0      8555.0       SI
14  SI2511  20251015   8495.0  ...   8595.0      8580.0       SI
15  SI2512  20251015   8910.0  ...   8965.0      8970.0       SI
16  SI2601  20251015   8835.0  ...   8905.0      8905.0       SI
17  SI2602  20251015   8800.0  ...   8885.0      8915.0       SI
18  SI2603  20251015   8925.0  ...   8910.0      8980.0       SI
19  SI2604  20251015   8870.0  ...   8940.0      8900.0       SI
20  SI2605  20251015   8850.0  ...   8935.0      8925.0       SI
21  SI2606  20251015   8935.0  ...   8960.0      8930.0       SI
22  SI2607  20251015   8885.0  ...   8935.0      8940.0       SI
23  SI2608  20251015      0.0  ...   8960.0      8960.0       SI
24  SI2609  20251015   8930.0  ...   8975.0      8980.0       SI
27  LC2510  20251015  73120.0  ...  73220.0     72720.0       LC
28  LC2511  20251015  73000.0  ...  73100.0     73160.0       LC
29  LC2512  20251015  72900.0  ...  73200.0     73220.0       LC
30  LC2601  20251015  73140.0  ...  73200.0     73160.0       LC
31  LC2602  20251015  73000.0  ...  73100.0     72960.0       LC
32  LC2603  20251015  72640.0  ...  72980.0     73080.0       LC
33  LC2604  20251015  73260.0  ...  73640.0     73680.0       LC
34  LC2605  20251015  73180.0  ...  73680.0     73660.0       LC
35  LC2606  20251015  73400.0  ...  73620.0     73600.0       LC
36  LC2607  20251015  73400.0  ...  73560.0     73560.0       LC
37  LC2608  20251015  73600.0  ...  73840.0     73720.0       LC
38  LC2609  20251015  73960.0  ...  73940.0     73800.0       LC

[36 rows x 12 columns]
2025-10-15 18:26:37,412 - future_1d - INFO - ak.get_gfex_daily('2025-10-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251015  ...   85080      85820      CU
1        1      CU2511  20251015  ...   84960      85710      CU
2        2      CU2512  20251015  ...   85000      85690      CU
3        3      CU2601  20251015  ...   84840      85610      CU
4        4      CU2602  20251015  ...   84750      85570      CU
5        5      CU2603  20251015  ...   84570      85750      CU
6        6      CU2604  20251015  ...   84860      85680      CU
7        7      CU2605  20251015  ...   84510      85680      CU
8        8      CU2606  20251015  ...   84560      85390      CU
9        9      CU2607  20251015  ...   84370      84950      CU
10      10      CU2608  20251015  ...   84550      85220      CU
11      11      CU2609  20251015  ...   84340      85270      CU
12      12      BC2510  20251015  ...   75040      75040      BC
13      13      BC2511  20251015  ...   75490      76190      BC
14      14      BC2512  20251015  ...   75350      76240      BC
15      15      BC2601  20251015  ...   76860      76860      BC
16      16      BC2602  20251015  ...   75800      75800      BC
17      17      BC2603  20251015  ...   75870      75800      BC
18      18      BC2604  20251015  ...   76520      76520      BC
19      19      BC2605  20251015  ...   75900      75900      BC
20      20      BC2606  20251015  ...   75880      75880      BC
21      21      BC2607  20251015  ...   76570      76570      BC
22      22      BC2608  20251015  ...   75800      75800      BC
23      23      BC2609  20251015  ...   76130      76130      BC
24      24      AL2510  20251015  ...   20850      20905      AL
25      25      AL2511  20251015  ...   20875      20930      AL
26      26      AL2512  20251015  ...   20895      20945      AL
27      27      AL2601  20251015  ...   20900      20950      AL
28      28      AL2602  20251015  ...   20890      20945      AL
29      29      AL2603  20251015  ...   20885      20945      AL
30      30      AL2604  20251015  ...   20910      20980      AL
31      31      AL2605  20251015  ...   20915      20995      AL
32      32      AL2606  20251015  ...   20890      20995      AL
33      33      AL2607  20251015  ...   20925      21015      AL
34      34      AL2608  20251015  ...   20930      21010      AL
35      35      AL2609  20251015  ...   20940      20995      AL
36      36      ZN2510  20251015  ...   21985      22205      ZN
37      37      ZN2511  20251015  ...   21995      22275      ZN
38      38      ZN2512  20251015  ...   22035      22310      ZN
39      39      ZN2601  20251015  ...   22065      22340      ZN
40      40      ZN2602  20251015  ...   22090      22370      ZN
41      41      ZN2603  20251015  ...   22125      22395      ZN
42      42      ZN2604  20251015  ...   22150      22415      ZN
43      43      ZN2605  20251015  ...   22180      22435      ZN
44      44      ZN2606  20251015  ...   22215      22475      ZN
45      45      ZN2607  20251015  ...   22200      22470      ZN
46      46      ZN2608  20251015  ...   22220      22475      ZN
47      47      ZN2609  20251015  ...   22275      22535      ZN
48      48      PB2510  20251015  ...   17080      17045      PB
49      49      PB2511  20251015  ...   17055      17085      PB
50      50      PB2512  20251015  ...   17085      17095      PB
51      51      PB2601  20251015  ...   17085      17090      PB
52      52      PB2602  20251015  ...   16990      17115      PB
53      53      PB2603  20251015  ...   17105      17105      PB
54      54      PB2604  20251015  ...   17190      17115      PB
55      55      PB2605  20251015  ...   17145      17125      PB
56      56      PB2606  20251015  ...   17195      17145      PB
57      57      PB2607  20251015  ...   17160      17160      PB
58      58      PB2608  20251015  ...   17200      17170      PB
59      59      PB2609  20251015  ...   17235      17225      PB
60      60      NI2510  20251015  ...  120650     120560      NI
61      61      NI2511  20251015  ...  121020     121080      NI
62      62      NI2512  20251015  ...  121170     121210      NI
63      63      NI2601  20251015  ...  121390     121470      NI
64      64      NI2602  20251015  ...  121600     121680      NI
65      65      NI2603  20251015  ...  121920     122000      NI
66      66      NI2604  20251015  ...  122100     122110      NI
67      67      NI2605  20251015  ...  122360     122240      NI
68      68      NI2606  20251015  ...  122570     122600      NI
69      69      NI2607  20251015  ...  122850     122680      NI
70      70      NI2608  20251015  ...  123210     123140      NI
71      71      NI2609  20251015  ...  123450     123520      NI
72      72      SN2510  20251015  ...  280420     281340      SN
73      73      SN2511  20251015  ...  280410     282140      SN
74      74      SN2512  20251015  ...  280740     282320      SN
75      75      SN2601  20251015  ...  281030     282460      SN
76      76      SN2602  20251015  ...  280790     282390      SN
77      77      SN2603  20251015  ...  280770     282460      SN
78      78      SN2604  20251015  ...  280770     282290      SN
79      79      SN2605  20251015  ...  280720     282370      SN
80      80      SN2606  20251015  ...  281340     282730      SN
81      81      SN2607  20251015  ...  280840     282610      SN
82      82      SN2608  20251015  ...  281330     283550      SN
83      83      SN2609  20251015  ...  282990     282990      SN
84      84      AO2510  20251015  ...    2757       2775      AO
85      85      AO2511  20251015  ...    2776       2783      AO
86      86      AO2512  20251015  ...    2788       2797      AO
87      87      AO2601  20251015  ...    2799       2807      AO
88      88      AO2602  20251015  ...    2818       2826      AO
89      89      AO2603  20251015  ...    2889       2897      AO
90      90      AO2604  20251015  ...    2901       2910      AO
91      91      AO2605  20251015  ...    2910       2918      AO
92      92      AO2606  20251015  ...    2922       2928      AO
93      93      AO2607  20251015  ...    2930       2937      AO
94      94      AO2608  20251015  ...    2945       2949      AO
95      95      AO2609  20251015  ...    2960       2967      AO
96      96      AD2511  20251015  ...   20330      20380      AD
97      97      AD2512  20251015  ...   20400      20440      AD
98      98      AD2601  20251015  ...   20445      20490      AD
99      99      AD2602  20251015  ...   20425      20485      AD
100    100      AD2603  20251015  ...   20420      20440      AD
101    101      AD2604  20251015  ...   20405      20420      AD
102    102      AD2605  20251015  ...   20340      20370      AD
103    103      AD2606  20251015  ...   20300      20420      AD
104    104      AD2607  20251015  ...   20270      20340      AD
105    105      AD2608  20251015  ...   20495      20495      AD
106    106      AD2609  20251015  ...   20495      20410      AD
107    107      AU2510  20251015  ...  962.24      942.4      AU
108    108      AU2511  20251015  ...   947.9     939.32      AU
109    109      AU2512  20251015  ...  948.92     940.64      AU
110    110      AU2602  20251015  ...   952.1     943.96      AU
111    111      AU2604  20251015  ...   953.3     946.46      AU
112    112      AU2606  20251015  ...   957.1     947.86      AU
113    113      AU2608  20251015  ...  958.84     952.96      AU
114    114      AU2610  20251015  ...  961.32     952.34      AU
115    115      AG2510  20251015  ...   12200      11714      AG
116    116      AG2511  20251015  ...   11689      11696      AG
117    117      AG2512  20251015  ...   11675      11697      AG
118    118      AG2601  20251015  ...   11677      11724      AG
119    119      AG2602  20251015  ...   11708      11734      AG
120    120      AG2603  20251015  ...   11700      11775      AG
121    121      AG2604  20251015  ...   11712      11788      AG
122    122      AG2605  20251015  ...   11712      11796      AG
123    123      AG2606  20251015  ...   11756      11791      AG
124    124      AG2607  20251015  ...   11765      11829      AG
125    125      AG2608  20251015  ...   11754      11813      AG
126    126      AG2609  20251015  ...   11808      11799      AG
127    127      RB2510  20251015  ...    2954       2975      RB
128    128      RB2511  20251015  ...    2987       2997      RB
129    129      RB2512  20251015  ...    3031       3043      RB
130    130      RB2601  20251015  ...    3044       3060      RB
131    131      RB2602  20251015  ...    3049       3067      RB
132    132      RB2603  20251015  ...    3074       3087      RB
133    133      RB2604  20251015  ...    3096       3102      RB
134    134      RB2605  20251015  ...    3099       3116      RB
135    135      RB2606  20251015  ...    3114       3130      RB
136    136      RB2607  20251015  ...    3136       3139      RB
137    137      RB2608  20251015  ...    3134       3151      RB
138    138      RB2609  20251015  ...    3143       3161      RB
139    139      WR2510  20251015  ...    3100       3069      WR
140    140      WR2511  20251015  ...    3270       3270      WR
141    141      WR2512  20251015  ...    3353       3309      WR
142    142      WR2601  20251015  ...    3342       3329      WR
143    143      WR2602  20251015  ...    3370       3370      WR
144    144      WR2603  20251015  ...    3361       3361      WR
145    145      WR2604  20251015  ...    3369       3369      WR
146    146      WR2605  20251015  ...    3364       3364      WR
147    147      WR2606  20251015  ...    3363       3360      WR
148    148      WR2607  20251015  ...    3416       3390      WR
149    149      WR2608  20251015  ...    3431       3431      WR
150    150      WR2609  20251015  ...    3430       3430      WR
151    151      HC2510  20251015  ...    3534       3442      HC
152    152      HC2511  20251015  ...    3282       3282      HC
153    153      HC2512  20251015  ...    3254       3262      HC
154    154      HC2601  20251015  ...    3225       3240      HC
155    155      HC2602  20251015  ...    3223       3240      HC
156    156      HC2603  20251015  ...    3233       3243      HC
157    157      HC2604  20251015  ...    3228       3241      HC
158    158      HC2605  20251015  ...    3235       3251      HC
159    159      HC2606  20251015  ...    3237       3245      HC
160    160      HC2607  20251015  ...    3245       3273      HC
161    161      HC2608  20251015  ...    3253       3277      HC
162    162      HC2609  20251015  ...    3259       3270      HC
163    163      SS2510  20251015  ...   12345      12315      SS
164    164      SS2511  20251015  ...   12525      12565      SS
165    165      SS2512  20251015  ...   12555      12590      SS
166    166      SS2601  20251015  ...   12655      12680      SS
167    167      SS2602  20251015  ...   12715      12745      SS
168    168      SS2603  20251015  ...   12795      12815      SS
169    169      SS2604  20251015  ...   12870      12885      SS
170    170      SS2605  20251015  ...   12925      12945      SS
171    171      SS2606  20251015  ...   13000      13025      SS
172    172      SS2607  20251015  ...   13035      13100      SS
173    173      SS2608  20251015  ...   13095      13125      SS
174    174      SS2609  20251015  ...   13170      13230      SS
175    175      SC2511  20251015  ...   443.2      451.8      SC
176    176      SC2512  20251015  ...   444.9      452.5      SC
177    177      SC2601  20251015  ...   445.5      452.5      SC
178    178      SC2602  20251015  ...   445.9        453      SC
179    179      SC2603  20251015  ...   447.3      452.7      SC
180    180      SC2604  20251015  ...   448.5      453.6      SC
181    181      SC2605  20251015  ...   448.9      454.5      SC
182    182      SC2606  20251015  ...   450.1      455.6      SC
183    183      SC2607  20251015  ...     450      454.8      SC
184    184      SC2608  20251015  ...   450.6      455.3      SC
185    185      SC2609  20251015  ...   450.6      454.6      SC
186    186      SC2610  20251015  ...   449.7      449.7      SC
187    187      SC2612  20251015  ...   451.5      452.6      SC
188    188      SC2703  20251015  ...   448.6      451.6      SC
189    189      SC2706  20251015  ...   453.6      453.6      SC
190    190      SC2709  20251015  ...   449.9      450.6      SC
191    191      SC2712  20251015  ...     455        455      SC
192    192      SC2803  20251015  ...     449        449      SC
193    193      SC2806  20251015  ...     448      451.7      SC
194    194      SC2809  20251015  ...   448.9      452.9      SC
195    195      LU2511  20251015  ...    3141       3204      LU
196    196      LU2512  20251015  ...    3158       3216      LU
197    197      LU2601  20251015  ...    3161       3210      LU
198    198      LU2602  20251015  ...    3162       3205      LU
199    199      LU2603  20251015  ...    3160       3206      LU
200    200      LU2604  20251015  ...    3161       3192      LU
201    201      LU2605  20251015  ...    3163       3200      LU
202    202      LU2606  20251015  ...    3160       3177      LU
203    203      LU2607  20251015  ...    3175       3206      LU
204    204      LU2608  20251015  ...    3173       3205      LU
205    205      LU2609  20251015  ...    3159       3188      LU
206    206      LU2610  20251015  ...    3152       3187      LU
207    207      FU2511  20251015  ...    2725       2763      FU
208    208      FU2512  20251015  ...    2685       2733      FU
209    209      FU2601  20251015  ...    2669       2714      FU
210    210      FU2602  20251015  ...    2652       2697      FU
211    211      FU2603  20251015  ...    2649       2693      FU
212    212      FU2604  20251015  ...    2647       2690      FU
213    213      FU2605  20251015  ...    2641       2680      FU
214    214      FU2606  20251015  ...    2634       2670      FU
215    215      FU2607  20251015  ...    2626       2659      FU
216    216      FU2608  20251015  ...    2600       2634      FU
217    217      FU2609  20251015  ...    2594       2628      FU
218    218      FU2610  20251015  ...    2584       2615      FU
219    219      BU2510  20251015  ...    3470       3470      BU
220    220      BU2511  20251015  ...    3261       3286      BU
221    221      BU2512  20251015  ...    3185       3208      BU
222    222      BU2601  20251015  ...    3149       3166      BU
223    223      BU2602  20251015  ...    3157       3172      BU
224    224      BU2603  20251015  ...    3180       3193      BU
225    225      BU2604  20251015  ...    3188       3191      BU
226    226      BU2605  20251015  ...    3194       3206      BU
227    227      BU2606  20251015  ...    3199       3207      BU
228    228      BU2607  20251015  ...    3222       3222      BU
229    229      BU2608  20251015  ...    3202       3197      BU
230    230      BU2609  20251015  ...    3202       3207      BU
231    231      BU2612  20251015  ...    3148       3155      BU
232    232      BU2703  20251015  ...    3161       3172      BU
233    233      BU2706  20251015  ...    3168       3175      BU
234    234      BU2709  20251015  ...    3172       3198      BU
235    235      BR2510  20251015  ...   10670      10670      BR
236    236      BR2511  20251015  ...   10805      10825      BR
237    237      BR2512  20251015  ...   10745      10790      BR
238    238      BR2601  20251015  ...   10740      10790      BR
239    239      BR2602  20251015  ...   10755      10780      BR
240    240      BR2603  20251015  ...   10760      10770      BR
241    241      BR2604  20251015  ...   10795      10795      BR
242    242      BR2605  20251015  ...   10800      10805      BR
243    243      BR2606  20251015  ...   10865      10810      BR
244    244      BR2607  20251015  ...   11025      11035      BR
245    245      BR2608  20251015  ...   11040      11040      BR
246    246      BR2609  20251015  ...   11080      11080      BR
247    247      RU2510  20251015  ...   14030      14165      RU
248    248      RU2511  20251015  ...   14095      14060      RU
249    249      RU2601  20251015  ...   14850      14855      RU
250    250      RU2603  20251015  ...   14835      14815      RU
251    251      RU2604  20251015  ...   14860      14855      RU
252    252      RU2605  20251015  ...   14855      14845      RU
253    253      RU2606  20251015  ...   14865      14850      RU
254    254      RU2607  20251015  ...   14905      14900      RU
255    255      RU2608  20251015  ...   14915      14925      RU
256    256      RU2609  20251015  ...   14905      14880      RU
257    257      NR2510  20251015  ...   12105      11925      NR
258    258      NR2511  20251015  ...   12110      11990      NR
259    259      NR2512  20251015  ...   12085      11985      NR
260    260      NR2601  20251015  ...   12075      11995      NR
261    261      NR2602  20251015  ...   12055      11995      NR
262    262      NR2603  20251015  ...   12085      12020      NR
263    263      NR2604  20251015  ...   12050      12000      NR
264    264      NR2605  20251015  ...   12045      12020      NR
265    265      NR2606  20251015  ...   12110      12040      NR
266    266      NR2607  20251015  ...   12155      12115      NR
267    267      NR2608  20251015  ...   12090      12145      NR
268    268      NR2609  20251015  ...   12185      12250      NR
269    269      SP2510  20251015  ...    4812       4812      SP
270    270      SP2511  20251015  ...    4854       4840      SP
271    271      SP2512  20251015  ...    4878       4864      SP
272    272      SP2601  20251015  ...    5174       5160      SP
273    273      SP2602  20251015  ...    5188       5170      SP
274    274      SP2603  20251015  ...    5206       5194      SP
275    275      SP2604  20251015  ...    5226       5206      SP
276    276      SP2605  20251015  ...    5240       5226      SP
277    277      SP2606  20251015  ...    5252       5234      SP
278    278      SP2607  20251015  ...    5248       5234      SP
279    279      SP2608  20251015  ...    5248       5240      SP
280    280      SP2609  20251015  ...    5244       5238      SP
281    281      OP2601  20251015  ...    4214       4208      OP
282    282      OP2602  20251015  ...    4224       4224      OP
283    283      OP2603  20251015  ...    4216       4218      OP
284    284      OP2604  20251015  ...    4232       4240      OP
285    285      OP2605  20251015  ...    4236       4232      OP
286    286      OP2606  20251015  ...    4202       4202      OP
287    287      OP2607  20251015  ...    4242       4242      OP
288    288      OP2608  20251015  ...    4268       4274      OP
289    289      OP2609  20251015  ...    4220       4220      OP
290    290      EC2510  20251015  ...  1128.2     1134.4      EC
291    291      EC2512  20251015  ...  1713.4       1639      EC
292    292      EC2602  20251015  ...  1481.1     1416.6      EC
293    293      EC2604  20251015  ...  1148.9     1112.5      EC
294    294      EC2606  20251015  ...  1315.7     1286.2      EC
295    295      EC2608  20251015  ...  1458.2     1424.4      EC
296    296  SC_TAS2511  20251015  ...                     SC_TAS
297    297  SC_TAS2512  20251015  ...                     SC_TAS
298    298  SC_TAS2601  20251015  ...                     SC_TAS
299    299  SC_TAS2602  20251015  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-15 18:26:37,512 - future_1d - INFO - ak.get_shfe_daily('2025-10-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251015   8650.0   9203.0  ...      311.45   9160.0      9225.0       AP
1    AP511  20251015   8668.0   8735.0  ...     7208.03   8695.0      8675.0       AP
2    AP512  20251015   8632.0   8683.0  ...     1411.55   8660.0      8641.0       AP
3    AP601  20251015   8670.0   8696.0  ...   375010.85   8668.0      8660.0       AP
4    AP603  20251015   8577.0   8585.0  ...      282.87   8572.0      8569.0       AP
5    AP604  20251015   8605.0   8621.0  ...      249.60   8607.0      8593.0       AP
6    AP605  20251015   8700.0   8700.0  ...    20982.63   8678.0      8657.0       AP
7    CF511  20251015  13260.0  13335.0  ...    64280.81  13275.0     13310.0       CF
8    CF601  20251015  13250.0  13300.0  ...  1195996.07  13255.0     13255.0       CF
9    CF603  20251015  13275.0  13325.0  ...   120020.26  13285.0     13270.0       CF
10   CF605  20251015  13320.0  13355.0  ...   256311.20  13315.0     13315.0       CF
11   CF607  20251015  13330.0  13375.0  ...      366.99  13345.0     13335.0       CF
12   CF609  20251015  13475.0  13530.0  ...     2894.97  13495.0     13490.0       CF
13   CJ512  20251015  10955.0  11010.0  ...     4340.14  10975.0     10980.0       CJ
14   CJ601  20251015  11085.0  11160.0  ...   512785.26  11105.0     11100.0       CJ
15   CJ603  20251015  10970.0  11105.0  ...     7418.93  11055.0     11060.0       CJ
16   CJ605  20251015  11100.0  11235.0  ...    75721.81  11185.0     11185.0       CJ
17   CJ607  20251015  11245.0  11315.0  ...      788.76  11270.0     11265.0       CJ
18   CJ609  20251015  11365.0  11450.0  ...      695.82  11405.0     11390.0       CJ
19   CY510  20251015      0.0      0.0  ...        0.00  19395.0     19410.0       CY
20   CY511  20251015  19675.0  19705.0  ...     2134.57  19675.0     19665.0       CY
21   CY512  20251015      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251015  19320.0  19345.0  ...    95212.73  19295.0     19310.0       CY
23   CY602  20251015      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251015      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251015      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251015      0.0      0.0  ...        0.00  19760.0     19795.0       CY
29   CY608  20251015      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251015      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251015      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251015   1035.0   1043.0  ...    33090.46   1031.0      1051.0       FG
33   FG512  20251015   1141.0   1152.0  ...    76940.78   1137.0      1155.0       FG
34   FG601  20251015   1137.0   1145.0  ...  3471765.23   1134.0      1149.0       FG
35   FG602  20251015   1207.0   1215.0  ...    29526.72   1203.0      1210.0       FG
36   FG603  20251015   1209.0   1217.0  ...    67082.12   1206.0      1214.0       FG
37   FG604  20251015   1272.0   1288.0  ...      570.31   1273.0      1284.0       FG
38   FG605  20251015   1275.0   1288.0  ...   128853.40   1273.0      1283.0       FG
39   FG606  20251015   1313.0   1325.0  ...      703.22   1312.0      1322.0       FG
40   FG607  20251015   1302.0   1317.0  ...      779.62   1304.0      1311.0       FG
41   FG608  20251015   1353.0   1367.0  ...     1767.84   1356.0      1367.0       FG
42   FG609  20251015   1363.0   1367.0  ...     5518.60   1356.0      1366.0       FG
43   JR511  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251015      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251015   2243.0   2292.0  ...    26781.53   2277.0      2275.0       MA
53   MA512  20251015   2266.0   2311.0  ...    82291.71   2287.0      2276.0       MA
54   MA601  20251015   2275.0   2309.0  ...  1688952.69   2292.0      2297.0       MA
55   MA602  20251015   2292.0   2329.0  ...    59933.04   2308.0      2318.0       MA
56   MA603  20251015   2302.0   2336.0  ...    75533.52   2322.0      2325.0       MA
57   MA604  20251015   2312.0   2329.0  ...       74.20   2319.0      2338.0       MA
58   MA605  20251015   2298.0   2322.0  ...   179036.64   2308.0      2319.0       MA
59   MA606  20251015   2304.0   2321.0  ...       25.44   2312.0      2329.0       MA
60   MA607  20251015   2277.0   2300.0  ...      130.65   2292.0      2287.0       MA
61   MA608  20251015   2270.0   2288.0  ...       38.77   2281.0      2290.0       MA
62   MA609  20251015   2265.0   2276.0  ...     3113.06   2266.0      2277.0       MA
63   OI511  20251015  10106.0  10143.0  ...    50666.56  10099.0     10140.0       OI
64   OI601  20251015   9950.0   9984.0  ...  2017868.33   9939.0      9983.0       OI
65   OI603  20251015   9704.0   9753.0  ...   221873.75   9706.0      9764.0       OI
66   OI605  20251015   9462.0   9530.0  ...   170578.36   9485.0      9498.0       OI
67   OI607  20251015   9398.0   9477.0  ...     1846.22   9420.0      9433.0       OI
68   OI609  20251015   9347.0   9437.0  ...     1184.52   9401.0      9384.0       OI
69   PF510  20251015   6102.0   6102.0  ...      130.89   6088.0      6116.0       PF
70   PF511  20251015   6084.0   6084.0  ...    65369.66   6072.0      6126.0       PF
71   PF512  20251015   6050.0   6058.0  ...   701762.09   6040.0      6076.0       PF
72   PF601  20251015   6068.0   6070.0  ...    92500.99   6054.0      6110.0       PF
73   PF602  20251015   6038.0   6044.0  ...   462025.43   6024.0      6086.0       PF
74   PF603  20251015   6028.0   6032.0  ...   132959.59   6016.0      6076.0       PF
75   PF604  20251015   6090.0   6102.0  ...       70.01   6088.0      6148.0       PF
76   PF605  20251015   6100.0   6132.0  ...      490.64   6096.0      6150.0       PF
77   PF606  20251015   6082.0   6120.0  ...       79.30   6100.0      6138.0       PF
78   PF607  20251015   6102.0   6162.0  ...       61.23   6124.0      6178.0       PF
79   PF608  20251015   6122.0   6152.0  ...       12.28   6140.0      6204.0       PF
80   PF609  20251015   6138.0   6166.0  ...       30.77   6154.0      6204.0       PF
81   PK510  20251015      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251015   7876.0   7922.0  ...    97457.25   7884.0      7872.0       PK
83   PK512  20251015   7972.0   7992.0  ...   184644.76   7958.0      7924.0       PK
84   PK601  20251015   8034.0   8096.0  ...   500962.20   8058.0      8016.0       PK
85   PK603  20251015   8036.0   8118.0  ...   172633.28   8084.0      8034.0       PK
86   PK604  20251015   8058.0   8116.0  ...     1799.08   8086.0      8044.0       PK
87   PK605  20251015   8080.0   8138.0  ...    17832.92   8110.0      8070.0       PK
88   PL601  20251015   6081.0   6108.0  ...   142549.79   6085.0      6109.0       PL
89   PL602  20251015   6108.0   6143.0  ...   106410.87   6124.0      6151.0       PL
90   PL603  20251015   6105.0   6146.0  ...    85611.28   6124.0      6152.0       PL
91   PL604  20251015      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251015   6076.0   6094.0  ...      109.43   6080.0      6119.0       PL
93   PL606  20251015   6088.0   6088.0  ...       24.35   6088.0      6142.0       PL
94   PL607  20251015      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251015      0.0      0.0  ...        0.00   6277.0      6280.0       PL
96   PL609  20251015      0.0      0.0  ...        0.00   6232.0      6239.0       PL
97   PM511  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251015      0.0      0.0  ...        0.00   5638.0      5678.0       PR
104  PR511  20251015   5572.0   5582.0  ...    17495.21   5568.0      5612.0       PR
105  PR512  20251015   5570.0   5580.0  ...   197902.61   5560.0      5600.0       PR
106  PR601  20251015   5552.0   5552.0  ...   197998.02   5532.0      5572.0       PR
107  PR602  20251015   5586.0   5592.0  ...    33581.81   5576.0      5608.0       PR
108  PR603  20251015   5578.0   5608.0  ...      911.33   5574.0      5630.0       PR
109  PR604  20251015   5592.0   5634.0  ...      293.63   5594.0      5654.0       PR
110  PR605  20251015   5616.0   5632.0  ...      597.60   5612.0      5680.0       PR
111  PR606  20251015   5658.0   5658.0  ...       16.96   5652.0      5696.0       PR
112  PR607  20251015   5662.0   5682.0  ...       68.03   5670.0      5716.0       PR
113  PR608  20251015   5692.0   5692.0  ...       17.06   5688.0      5722.0       PR
114  PR609  20251015   5718.0   5718.0  ...       25.61   5692.0      5718.0       PR
115  PX510  20251015   6326.0   6326.0  ...       15.82   6326.0      6332.0       PX
116  PX511  20251015   6324.0   6348.0  ...   119679.53   6316.0      6416.0       PX
117  PX512  20251015   6306.0   6338.0  ...    91641.78   6304.0      6386.0       PX
118  PX601  20251015   6306.0   6328.0  ...   490661.67   6296.0      6370.0       PX
119  PX602  20251015   6318.0   6342.0  ...   227109.04   6314.0      6374.0       PX
120  PX603  20251015   6316.0   6344.0  ...   132539.79   6320.0      6378.0       PX
121  PX604  20251015   6344.0   6344.0  ...        6.34   6344.0      6444.0       PX
122  PX605  20251015   6344.0   6380.0  ...     1205.07   6342.0      6416.0       PX
123  PX606  20251015   6352.0   6352.0  ...        9.53   6352.0      6400.0       PX
124  PX607  20251015   6374.0   6374.0  ...        6.37   6374.0      6412.0       PX
125  PX608  20251015   6374.0   6392.0  ...       12.77   6386.0      6424.0       PX
126  PX609  20251015   6390.0   6412.0  ...       19.18   6394.0      6424.0       PX
127  RI511  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251015   2382.0   2410.0  ...     5240.82   2387.0      2404.0       RM
134  RM601  20251015   2345.0   2380.0  ...   434336.03   2359.0      2369.0       RM
135  RM603  20251015   2285.0   2309.0  ...     3644.73   2297.0      2305.0       RM
136  RM605  20251015   2285.0   2307.0  ...    85660.02   2295.0      2299.0       RM
137  RM607  20251015   2281.0   2296.0  ...     7759.77   2286.0      2294.0       RM
138  RM608  20251015   2385.0   2401.0  ...      521.58   2393.0      2398.0       RM
139  RM609  20251015   2388.0   2398.0  ...     2607.16   2388.0      2388.0       RM
140  RS511  20251015   5157.0   5291.0  ...       83.78   5236.0      5243.0       RS
141  RS607  20251015      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251015      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251015      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251015   1150.0   1155.0  ...     1166.05   1151.0      1147.0       SA
145  SA511  20251015   1153.0   1170.0  ...    39303.14   1162.0      1161.0       SA
146  SA512  20251015   1222.0   1227.0  ...   123729.43   1220.0      1218.0       SA
147  SA601  20251015   1233.0   1238.0  ...  1956030.89   1231.0      1229.0       SA
148  SA602  20251015   1270.0   1274.0  ...    66808.09   1267.0      1266.0       SA
149  SA603  20251015   1277.0   1280.0  ...   140664.09   1273.0      1272.0       SA
150  SA604  20251015   1315.0   1319.0  ...      622.82   1314.0      1312.0       SA
151  SA605  20251015   1324.0   1325.0  ...    80051.48   1319.0      1317.0       SA
152  SA606  20251015   1344.0   1344.0  ...      661.44   1339.0      1338.0       SA
153  SA607  20251015   1335.0   1348.0  ...      665.99   1343.0      1349.0       SA
154  SA608  20251015   1382.0   1384.0  ...      311.79   1380.0      1383.0       SA
155  SA609  20251015   1394.0   1394.0  ...     2715.10   1385.0      1388.0       SA
156  SF510  20251015   5230.0   5240.0  ...      269.15   5226.0      5230.0       SF
157  SF511  20251015   5388.0   5452.0  ...   222611.24   5410.0      5378.0       SF
158  SF512  20251015   5334.0   5420.0  ...   124007.39   5388.0      5334.0       SF
159  SF601  20251015   5328.0   5408.0  ...   294943.74   5370.0      5334.0       SF
160  SF602  20251015   5274.0   5342.0  ...   101388.83   5314.0      5276.0       SF
161  SF603  20251015   5466.0   5518.0  ...   185376.43   5490.0      5450.0       SF
162  SF604  20251015      0.0      0.0  ...        0.00   5438.0      5436.0       SF
163  SF605  20251015   5430.0   5492.0  ...     4127.02   5464.0      5440.0       SF
164  SF606  20251015   5420.0   5454.0  ...       24.46   5436.0      5402.0       SF
165  SF607  20251015   5598.0   5624.0  ...       14.00   5602.0      5572.0       SF
166  SF608  20251015   5618.0   5618.0  ...        8.40   5598.0      5576.0       SF
167  SF609  20251015   5552.0   5594.0  ...       89.30   5582.0      5556.0       SF
168  SH510  20251015      0.0      0.0  ...        0.00   2400.0      2395.0       SH
169  SH511  20251015   2395.0   2431.0  ...    76267.25   2407.0      2405.0       SH
170  SH512  20251015   2445.0   2477.0  ...   119282.61   2458.0      2446.0       SH
171  SH601  20251015   2425.0   2454.0  ...  1873788.30   2434.0      2429.0       SH
172  SH602  20251015   2457.0   2486.0  ...   250959.48   2466.0      2467.0       SH
173  SH603  20251015   2467.0   2494.0  ...   222406.58   2475.0      2473.0       SH
174  SH604  20251015   2516.0   2537.0  ...      280.38   2526.0      2527.0       SH
175  SH605  20251015   2529.0   2550.0  ...    11536.77   2535.0      2534.0       SH
176  SH606  20251015   2559.0   2575.0  ...      223.03   2564.0      2570.0       SH
177  SH607  20251015   2560.0   2580.0  ...      169.50   2568.0      2576.0       SH
178  SH608  20251015   2585.0   2602.0  ...      171.05   2592.0      2601.0       SH
179  SH609  20251015   2589.0   2601.0  ...      210.30   2596.0      2597.0       SH
180  SM510  20251015   5662.0   5666.0  ...      676.38   5660.0      5614.0       SM
181  SM511  20251015   5736.0   5786.0  ...    26486.40   5754.0      5720.0       SM
182  SM512  20251015   5724.0   5794.0  ...   207807.25   5762.0      5720.0       SM
183  SM601  20251015   5726.0   5798.0  ...   481383.31   5766.0      5728.0       SM
184  SM602  20251015   5734.0   5802.0  ...    54919.11   5770.0      5734.0       SM
185  SM603  20251015   5744.0   5814.0  ...   284636.25   5782.0      5742.0       SM
186  SM604  20251015   5802.0   5802.0  ...        2.90   5802.0      5768.0       SM
187  SM605  20251015   5766.0   5826.0  ...    10073.96   5794.0      5758.0       SM
188  SM606  20251015   5816.0   5816.0  ...        5.80   5796.0      5760.0       SM
189  SM607  20251015      0.0      0.0  ...        0.00   5790.0      5778.0       SM
190  SM608  20251015      0.0      0.0  ...        0.00   5794.0      5792.0       SM
191  SM609  20251015   5814.0   5858.0  ...      588.33   5826.0      5800.0       SM
192  SR511  20251015   5430.0   5453.0  ...    27885.71   5427.0      5442.0       SR
193  SR601  20251015   5391.0   5416.0  ...   886959.35   5402.0      5400.0       SR
194  SR603  20251015   5384.0   5401.0  ...   171069.69   5388.0      5384.0       SR
195  SR605  20251015   5366.0   5385.0  ...   100926.42   5373.0      5374.0       SR
196  SR607  20251015   5378.0   5392.0  ...     3219.34   5384.0      5385.0       SR
197  SR609  20251015   5383.0   5402.0  ...     4563.29   5394.0      5393.0       SR
198  TA510  20251015   4346.0   4378.0  ...     2401.28   4370.0      4420.0       TA
199  TA511  20251015   4388.0   4392.0  ...    72997.90   4378.0      4432.0       TA
200  TA512  20251015   4394.0   4410.0  ...   152469.12   4394.0      4454.0       TA
201  TA601  20251015   4422.0   4428.0  ...  1264069.93   4412.0      4464.0       TA
202  TA602  20251015   4430.0   4442.0  ...   120455.17   4424.0      4486.0       TA
203  TA603  20251015   4446.0   4456.0  ...    51664.33   4438.0      4496.0       TA
204  TA604  20251015   4456.0   4466.0  ...       26.74   4456.0      4532.0       TA
205  TA605  20251015   4480.0   4488.0  ...    88227.81   4474.0      4522.0       TA
206  TA606  20251015   4482.0   4484.0  ...       26.85   4476.0      4510.0       TA
207  TA607  20251015   4482.0   4500.0  ...       17.96   4492.0      4550.0       TA
208  TA608  20251015      0.0      0.0  ...        0.00   4526.0      4558.0       TA
209  TA609  20251015   4540.0   4540.0  ...     3079.34   4512.0      4552.0       TA
210  UR510  20251015   1495.0   1509.0  ...      245.23   1495.0      1504.0       UR
211  UR511  20251015   1585.0   1586.0  ...    16278.40   1580.0      1578.0       UR
212  UR512  20251015   1585.0   1597.0  ...    25277.80   1590.0      1587.0       UR
213  UR601  20251015   1600.0   1611.0  ...   378430.22   1604.0      1602.0       UR
214  UR602  20251015   1601.0   1618.0  ...    14897.60   1612.0      1607.0       UR
215  UR603  20251015   1671.0   1673.0  ...      136.59   1666.0      1661.0       UR
216  UR604  20251015   1670.0   1671.0  ...       40.06   1669.0      1669.0       UR
217  UR605  20251015   1670.0   1680.0  ...    23994.85   1674.0      1672.0       UR
218  UR606  20251015   1682.0   1684.0  ...      235.17   1680.0      1676.0       UR
219  UR607  20251015   1708.0   1708.0  ...        6.83   1708.0      1710.0       UR
220  UR608  20251015      0.0      0.0  ...        0.00   1707.0      1707.0       UR
221  UR609  20251015   1709.0   1710.0  ...      204.83   1707.0      1705.0       UR
222  WH511  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-15 18:26:37,886 - future_1d - INFO - ak.get_czce_daily('2025-10-15') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251015   3946.00  ...   3969.00     3957.00        A
1     a2601  20251015   3973.00  ...   3988.00     3969.00        A
2     a2603  20251015   3974.00  ...   3992.00     3972.00        A
3     a2605  20251015   4012.00  ...   4026.00     4011.00        A
4     a2607  20251015   4013.00  ...   4025.00     4012.00        A
5     a2609  20251015   4013.00  ...   4026.00     4011.00        A
6     b2510  20251015   3600.00  ...   3600.00     3619.00        B
7     b2511  20251015   3596.00  ...   3603.00     3607.00        B
8     b2512  20251015   3608.00  ...   3614.00     3636.00        B
9     b2601  20251015   3611.00  ...   3624.00     3628.00        B
10    b2602  20251015   3614.00  ...   3632.00     3632.00        B
11    b2603  20251015   3581.00  ...   3594.00     3599.00        B
12    b2604  20251015   3496.00  ...   3508.00     3500.00        B
13    b2605  20251015   3432.00  ...   3442.00     3444.00        B
14    b2606  20251015   3405.00  ...   3414.00     3409.00        B
15    b2607  20251015   3406.00  ...   3420.00     3415.00        B
16    b2608  20251015   3509.00  ...   3516.00     3511.00        B
17    b2609  20251015   3526.00  ...   3536.00     3543.00        B
18   bb2511  20251015    144.50  ...    144.50      144.65       BB
19   bb2601  20251015    146.80  ...    146.95      147.00       BB
20   bb2603  20251015    147.25  ...    147.10      147.25       BB
21   bb2605  20251015    147.70  ...    147.70      147.95       BB
22   bb2607  20251015      0.00  ...    152.60      152.85       BB
23   bb2609  20251015      0.00  ...    152.60      152.85       BB
24   bz2603  20251015   5575.00  ...   5585.00     5624.00       BZ
25   bz2604  20251015   5574.00  ...   5576.00     5615.00       BZ
26   bz2605  20251015   5593.00  ...   5588.00     5634.00       BZ
27   bz2606  20251015   5573.00  ...   5573.00     5672.00       BZ
28   bz2607  20251015      0.00  ...   5660.00     5685.00       BZ
29   bz2608  20251015      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251015      0.00  ...   5695.00     5720.00       BZ
31    c2511  20251015   2093.00  ...   2097.00     2087.00        C
32    c2601  20251015   2109.00  ...   2119.00     2105.00        C
33    c2603  20251015   2142.00  ...   2148.00     2131.00        C
34    c2605  20251015   2200.00  ...   2208.00     2198.00        C
35    c2607  20251015   2218.00  ...   2223.00     2214.00        C
36    c2609  20251015   2235.00  ...   2238.00     2230.00        C
37   cs2511  20251015   2386.00  ...   2390.00     2393.00       CS
38   cs2601  20251015   2399.00  ...   2407.00     2402.00       CS
39   cs2603  20251015   2420.00  ...   2427.00     2421.00       CS
40   cs2605  20251015   2523.00  ...   2521.00     2517.00       CS
41   cs2607  20251015   2527.00  ...   2532.00     2530.00       CS
42   cs2609  20251015   2571.00  ...   2570.00     2571.00       CS
43   eb2510  20251015   6416.00  ...   6442.00     6559.00       EB
44   eb2511  20251015   6513.00  ...   6544.00     6608.00       EB
45   eb2512  20251015   6550.00  ...   6566.00     6627.00       EB
46   eb2601  20251015   6590.00  ...   6609.00     6668.00       EB
47   eb2602  20251015   6647.00  ...   6667.00     6714.00       EB
48   eb2603  20251015   6712.00  ...   6727.00     6760.00       EB
49   eb2604  20251015   6731.00  ...   6765.00     6821.00       EB
50   eb2605  20251015   6777.00  ...   6795.00     6845.00       EB
51   eb2606  20251015   6825.00  ...   6828.00     6873.00       EB
52   eb2607  20251015   6828.00  ...   6852.00     6872.00       EB
53   eb2608  20251015   6870.00  ...   6870.00     6895.00       EB
54   eb2609  20251015   6875.00  ...   6889.00     6888.00       EB
55   eg2510  20251015   4080.00  ...   4089.00     4094.00       EG
56   eg2511  20251015   4060.00  ...   4073.00     4087.00       EG
57   eg2512  20251015   4040.00  ...   4054.00     4067.00       EG
58   eg2601  20251015   4037.00  ...   4048.00     4072.00       EG
59   eg2602  20251015   4058.00  ...   4053.00     4077.00       EG
60   eg2603  20251015   4073.00  ...   4074.00     4079.00       EG
61   eg2604  20251015   4116.00  ...   4135.00     4146.00       EG
62   eg2605  20251015   4129.00  ...   4134.00     4161.00       EG
63   eg2606  20251015   4131.00  ...   4143.00     4163.00       EG
64   eg2607  20251015   4171.00  ...   4171.00     4175.00       EG
65   eg2608  20251015   4161.00  ...   4170.00     4185.00       EG
66   eg2609  20251015   4202.00  ...   4202.00     4199.00       EG
67   fb2510  20251015      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251015   1247.00  ...   1256.00     1257.50       FB
69   fb2512  20251015   1259.50  ...   1256.00     1261.00       FB
70   fb2601  20251015   1266.00  ...   1264.50     1271.00       FB
71   fb2602  20251015   1269.00  ...   1270.50     1273.50       FB
72   fb2603  20251015   1263.50  ...   1264.50     1266.00       FB
73   fb2604  20251015   1265.50  ...   1264.50     1271.00       FB
74   fb2605  20251015   1288.50  ...   1288.50     1273.00       FB
75   fb2606  20251015      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251015      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251015      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251015      0.00  ...   1296.00     1296.00       FB
79    i2510  20251015    805.50  ...    806.00      808.50        I
80    i2511  20251015    800.50  ...    798.00      805.00        I
81    i2512  20251015    793.50  ...    792.00      797.50        I
82    i2601  20251015    784.00  ...    780.50      788.00        I
83    i2602  20251015    780.00  ...    779.50      781.50        I
84    i2603  20251015    775.00  ...    773.50      779.50        I
85    i2604  20251015    769.50  ...    768.50      773.50        I
86    i2605  20251015    761.00  ...    759.00      765.00        I
87    i2606  20251015    756.50  ...    753.00      762.00        I
88    i2607  20251015    750.00  ...    748.50      757.50        I
89    i2608  20251015    747.00  ...    743.00      753.00        I
90    i2609  20251015    740.00  ...    736.50      747.00        I
91    j2510  20251015      0.00  ...   1600.00     1600.00        J
92    j2511  20251015   1580.00  ...   1578.00     1586.00        J
93    j2512  20251015   1609.50  ...   1607.00     1608.00        J
94    j2601  20251015   1640.50  ...   1635.50     1636.50        J
95    j2602  20251015   1663.00  ...   1663.00     1653.00        J
96    j2603  20251015      0.00  ...   1676.50     1676.50        J
97    j2604  20251015   1778.00  ...   1762.50     1773.50        J
98    j2605  20251015   1802.50  ...   1781.50     1781.00        J
99    j2606  20251015      0.00  ...   1814.00     1814.00        J
100   j2607  20251015      0.00  ...   1833.50     1833.50        J
101   j2608  20251015      0.00  ...   1865.00     1865.00        J
102   j2609  20251015   1865.00  ...   1864.50     1866.50        J
103  jd2510  20251015   2701.00  ...   2708.00     2685.00       JD
104  jd2511  20251015   2870.00  ...   2848.00     2847.00       JD
105  jd2512  20251015   3040.00  ...   3021.00     3028.00       JD
106  jd2601  20251015   3245.00  ...   3209.00     3232.00       JD
107  jd2602  20251015   3048.00  ...   3026.00     3044.00       JD
108  jd2603  20251015   3065.00  ...   3037.00     3060.00       JD
109  jd2604  20251015   3168.00  ...   3157.00     3168.00       JD
110  jd2605  20251015   3340.00  ...   3343.00     3345.00       JD
111  jd2606  20251015   3231.00  ...   3233.00     3235.00       JD
112  jd2607  20251015   3479.00  ...   3471.00     3479.00       JD
113  jd2608  20251015   3966.00  ...   3966.00     3966.00       JD
114  jd2609  20251015   3868.00  ...   3867.00     3866.00       JD
115  jm2510  20251015   1047.00  ...    999.00      951.00       JM
116  jm2511  20251015   1015.00  ...   1024.00     1009.00       JM
117  jm2512  20251015   1080.50  ...   1080.50     1072.50       JM
118  jm2601  20251015   1150.00  ...   1147.00     1139.50       JM
119  jm2602  20251015   1178.00  ...   1172.50     1167.50       JM
120  jm2603  20251015   1197.50  ...   1190.00     1185.50       JM
121  jm2604  20251015   1206.50  ...   1204.50     1207.00       JM
122  jm2605  20251015   1234.00  ...   1222.00     1223.00       JM
123  jm2606  20251015   1248.00  ...   1241.50     1247.00       JM
124  jm2607  20251015   1268.00  ...   1262.50     1260.50       JM
125  jm2608  20251015   1288.00  ...   1284.50     1279.00       JM
126  jm2609  20251015   1310.00  ...   1305.00     1309.00       JM
127   l2510  20251015      0.00  ...   6856.00     6856.00        L
128   l2511  20251015   6873.00  ...   6895.00     6922.00        L
129   l2512  20251015   6887.00  ...   6906.00     6928.00        L
130   l2601  20251015   6890.00  ...   6908.00     6936.00        L
131   l2602  20251015   6889.00  ...   6910.00     6924.00        L
132   l2603  20251015   6906.00  ...   6931.00     6944.00        L
133   l2604  20251015   6931.00  ...   6940.00     6984.00        L
134   l2605  20251015   6949.00  ...   6940.00     6975.00        L
135   l2606  20251015   6943.00  ...   6947.00     6953.00        L
136   l2607  20251015   6975.00  ...   6975.00     7007.00        L
137   l2608  20251015   6986.00  ...   6994.00     7015.00        L
138   l2609  20251015   6980.00  ...   6969.00     7018.00        L
139  lg2511  20251015    790.00  ...    792.50      791.00       LG
140  lg2601  20251015    823.00  ...    821.00      820.00       LG
141  lg2603  20251015    831.00  ...    828.00      827.50       LG
142  lg2605  20251015    831.50  ...    829.50      828.50       LG
143  lg2607  20251015    830.00  ...    830.00      830.00       LG
144  lg2609  20251015    830.50  ...    830.00      831.50       LG
145  lh2511  20251015  11555.00  ...  11485.00    11355.00       LH
146  lh2601  20251015  12405.00  ...  12300.00    12335.00       LH
147  lh2603  20251015  11850.00  ...  11735.00    11825.00       LH
148  lh2605  20251015  12470.00  ...  12335.00    12445.00       LH
149  lh2607  20251015  13265.00  ...  13170.00    13250.00       LH
150  lh2609  20251015  13920.00  ...  13925.00    13945.00       LH
151   m2511  20251015   2887.00  ...   2894.00     2896.00        M
152   m2512  20251015   2921.00  ...   2930.00     2936.00        M
153   m2601  20251015   2902.00  ...   2914.00     2912.00        M
154   m2603  20251015   2879.00  ...   2893.00     2890.00        M
155   m2605  20251015   2734.00  ...   2737.00     2736.00        M
156   m2607  20251015   2713.00  ...   2721.00     2719.00        M
157   m2608  20251015   2838.00  ...   2845.00     2841.00        M
158   m2609  20251015   2838.00  ...   2850.00     2846.00        M
159   p2510  20251015   9118.00  ...   9120.00     9184.00        P
160   p2511  20251015   9232.00  ...   9210.00     9266.00        P
161   p2512  20251015   9248.00  ...   9262.00     9314.00        P
162   p2601  20251015   9302.00  ...   9316.00     9366.00        P
163   p2602  20251015   9326.00  ...   9330.00     9358.00        P
164   p2603  20251015   9304.00  ...   9322.00     9332.00        P
165   p2604  20251015   9264.00  ...   9290.00     9312.00        P
166   p2605  20251015   9200.00  ...   9228.00     9238.00        P
167   p2606  20251015   9120.00  ...   9142.00     9108.00        P
168   p2607  20251015   9036.00  ...   9056.00     9012.00        P
169   p2608  20251015   8982.00  ...   8976.00     8956.00        P
170   p2609  20251015   8838.00  ...   8896.00     8884.00        P
171  pg2510  20251015      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251015   4115.00  ...   4141.00     4118.00       PG
173  pg2512  20251015   3955.00  ...   3993.00     3981.00       PG
174  pg2601  20251015   3883.00  ...   3908.00     3904.00       PG
175  pg2602  20251015   3808.00  ...   3836.00     3835.00       PG
176  pg2603  20251015   3740.00  ...   3757.00     3762.00       PG
177  pg2604  20251015   4119.00  ...   4152.00     4147.00       PG
178  pg2605  20251015   4044.00  ...   4067.00     4076.00       PG
179  pg2606  20251015   4007.00  ...   4006.00     4017.00       PG
180  pg2607  20251015   3946.00  ...   3950.00     3974.00       PG
181  pg2608  20251015   3910.00  ...   3905.00     3917.00       PG
182  pg2609  20251015   3840.00  ...   3848.00     3859.00       PG
183  pp2510  20251015   6482.00  ...   6482.00     6536.00       PP
184  pp2511  20251015   6508.00  ...   6519.00     6551.00       PP
185  pp2512  20251015   6565.00  ...   6562.00     6593.00       PP
186  pp2601  20251015   6575.00  ...   6590.00     6628.00       PP
187  pp2602  20251015   6572.00  ...   6585.00     6620.00       PP
188  pp2603  20251015   6571.00  ...   6593.00     6624.00       PP
189  pp2604  20251015   6600.00  ...   6611.00     6647.00       PP
190  pp2605  20251015   6636.00  ...   6642.00     6683.00       PP
191  pp2606  20251015   6604.00  ...   6612.00     6644.00       PP
192  pp2607  20251015   6600.00  ...   6603.00     6647.00       PP
193  pp2608  20251015   6617.00  ...   6628.00     6670.00       PP
194  pp2609  20251015   6658.00  ...   6673.00     6695.00       PP
195  rr2510  20251015   3631.00  ...   3635.00     3620.00       RR
196  rr2511  20251015   3615.00  ...   3614.00     3615.00       RR
197  rr2512  20251015   3603.00  ...   3608.00     3608.00       RR
198  rr2601  20251015   3626.00  ...   3626.00     3625.00       RR
199  rr2602  20251015   3615.00  ...   3612.00     3613.00       RR
200  rr2603  20251015   3611.00  ...   3613.00     3614.00       RR
201  rr2604  20251015   3614.00  ...   3613.00     3617.00       RR
202  rr2605  20251015   3608.00  ...   3609.00     3612.00       RR
203  rr2606  20251015   3607.00  ...   3603.00     3602.00       RR
204  rr2607  20251015      0.00  ...   3624.00     3624.00       RR
205  rr2608  20251015   3599.00  ...   3605.00     3589.00       RR
206  rr2609  20251015   3616.00  ...   3616.00     3612.00       RR
207   v2510  20251015   4550.00  ...   4561.00     4567.00        V
208   v2511  20251015   4588.00  ...   4593.00     4596.00        V
209   v2512  20251015   4636.00  ...   4635.00     4641.00        V
210   v2601  20251015   4680.00  ...   4680.00     4684.00        V
211   v2602  20251015   4719.00  ...   4727.00     4727.00        V
212   v2603  20251015   4751.00  ...   4758.00     4754.00        V
213   v2604  20251015   4940.00  ...   4953.00     4957.00        V
214   v2605  20251015   5004.00  ...   4993.00     4998.00        V
215   v2606  20251015   5032.00  ...   5028.00     5029.00        V
216   v2607  20251015   5074.00  ...   5067.00     5072.00        V
217   v2608  20251015   5110.00  ...   5102.00     5103.00        V
218   v2609  20251015   5142.00  ...   5129.00     5137.00        V
219   y2511  20251015   8220.00  ...   8246.00     8272.00        Y
220   y2512  20251015   8268.00  ...   8280.00     8306.00        Y
221   y2601  20251015   8224.00  ...   8244.00     8270.00        Y
222   y2603  20251015   8174.00  ...   8198.00     8206.00        Y
223   y2605  20251015   8012.00  ...   8040.00     8040.00        Y
224   y2607  20251015   7940.00  ...   7982.00     7980.00        Y
225   y2608  20251015   7944.00  ...   7968.00     7966.00        Y
226   y2609  20251015   7886.00  ...   7946.00     7924.00        Y

[227 rows x 12 columns]
2025-10-15 18:26:38,605 - future_1d - INFO - ak.get_dce_daily('2025-10-15') done
2025-10-15 18:26:40,381 - future_1d - INFO - save future_daily 2025-10-15 completed