LogViewer
72   fb2604  20250915      0.00  ...   1254.50     1254.50       FB
73   fb2605  20250915   1301.50  ...   1301.50     1318.50       FB
74   fb2606  20250915      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250915      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250915   1285.00  ...   1285.00     1296.00       FB
77   fb2609  20250915      0.00  ...   1296.00     1296.00       FB
78    i2510  20250915    818.00  ...    818.50      817.50        I
79    i2511  20250915    814.00  ...    810.50      811.00        I
80    i2512  20250915    808.50  ...    805.00      805.50        I
81    i2601  20250915    799.00  ...    797.00      798.50        I
82    i2602  20250915    797.50  ...    791.50      793.50        I
83    i2603  20250915    792.00  ...    786.00      788.00        I
84    i2604  20250915    788.00  ...    782.00      783.50        I
85    i2605  20250915    777.00  ...    775.00      776.50        I
86    i2606  20250915    775.00  ...    769.50      771.00        I
87    i2607  20250915    769.50  ...    765.50      766.50        I
88    i2608  20250915    765.50  ...    761.50      761.50        I
89    i2609  20250915    761.00  ...    757.50      761.50        I
90    j2510  20250915   1546.50  ...   1564.50     1521.50        J
91    j2511  20250915   1579.00  ...   1600.00     1550.00        J
92    j2512  20250915   1615.00  ...   1629.50     1595.50        J
93    j2601  20250915   1628.50  ...   1664.50     1614.00        J
94    j2602  20250915   1657.50  ...   1684.00     1637.50        J
95    j2603  20250915      0.00  ...   1689.50     1658.00        J
96    j2604  20250915      0.00  ...   1758.00     1728.00        J
97    j2605  20250915   1772.00  ...   1809.00     1749.50        J
98    j2606  20250915   1799.00  ...   1806.00     1758.00        J
99    j2607  20250915   1791.50  ...   1810.00     1763.50        J
100   j2608  20250915   1812.00  ...   1817.50     1763.00        J
101   j2609  20250915   1805.50  ...   1845.00     1763.00        J
102  jd2509  20250915   3230.00  ...   3230.00     3201.00       JD
103  jd2510  20250915   3080.00  ...   3121.00     3038.00       JD
104  jd2511  20250915   3091.00  ...   3140.00     3048.00       JD
105  jd2512  20250915   3200.00  ...   3241.00     3175.00       JD
106  jd2601  20250915   3359.00  ...   3377.00     3352.00       JD
107  jd2602  20250915   3103.00  ...   3117.00     3103.00       JD
108  jd2603  20250915   3109.00  ...   3127.00     3116.00       JD
109  jd2604  20250915   3299.00  ...   3294.00     3298.00       JD
110  jd2605  20250915   3410.00  ...   3389.00     3429.00       JD
111  jd2606  20250915   3244.00  ...   3206.00     3251.00       JD
112  jd2607  20250915   3481.00  ...   3452.00     3482.00       JD
113  jd2608  20250915   3918.00  ...   3903.00     3919.00       JD
114  jm2510  20250915    994.00  ...    993.50      979.00       JM
115  jm2511  20250915   1037.50  ...   1054.00     1031.00       JM
116  jm2512  20250915   1089.00  ...   1115.50     1085.00       JM
117  jm2601  20250915   1147.50  ...   1172.00     1137.50       JM
118  jm2602  20250915   1170.00  ...   1200.00     1164.00       JM
119  jm2603  20250915   1188.50  ...   1222.50     1183.50       JM
120  jm2604  20250915   1208.00  ...   1240.00     1202.50       JM
121  jm2605  20250915   1228.00  ...   1264.50     1220.50       JM
122  jm2606  20250915   1247.50  ...   1274.50     1235.00       JM
123  jm2607  20250915   1258.00  ...   1279.00     1246.00       JM
124  jm2608  20250915   1276.00  ...   1290.00     1255.00       JM
125  jm2609  20250915   1276.50  ...   1292.00     1255.00       JM
126   l2510  20250915   7197.00  ...   7134.00     7138.00        L
127   l2511  20250915   7173.00  ...   7170.00     7157.00        L
128   l2512  20250915   7191.00  ...   7198.00     7168.00        L
129   l2601  20250915   7199.00  ...   7202.00     7174.00        L
130   l2602  20250915   7188.00  ...   7197.00     7165.00        L
131   l2603  20250915   7188.00  ...   7201.00     7166.00        L
132   l2604  20250915   7213.00  ...   7239.00     7200.00        L
133   l2605  20250915   7203.00  ...   7212.00     7185.00        L
134   l2606  20250915   7197.00  ...   7256.00     7228.00        L
135   l2607  20250915   7231.00  ...   7244.00     7202.00        L
136   l2608  20250915   7232.00  ...   7235.00     7221.00        L
137   l2609  20250915   7230.00  ...   7259.00     7221.00        L
138  lg2509  20250915    761.50  ...    761.00      764.00       LG
139  lg2511  20250915    798.50  ...    799.50      800.00       LG
140  lg2601  20250915    813.50  ...    817.50      813.50       LG
141  lg2603  20250915    815.50  ...    824.00      820.00       LG
142  lg2605  20250915    823.50  ...    829.50      826.50       LG
143  lg2607  20250915    831.00  ...    834.00      829.00       LG
144  lh2509  20250915  13100.00  ...  13100.00    13090.00       LH
145  lh2511  20250915  13150.00  ...  13200.00    13310.00       LH
146  lh2601  20250915  13675.00  ...  13660.00    13725.00       LH
147  lh2603  20250915  12995.00  ...  13005.00    13030.00       LH
148  lh2605  20250915  13555.00  ...  13510.00    13555.00       LH
149  lh2607  20250915  14320.00  ...  14220.00    14310.00       LH
150   m2511  20250915   3052.00  ...   3022.00     3057.00        M
151   m2512  20250915   3093.00  ...   3072.00     3102.00        M
152   m2601  20250915   3080.00  ...   3051.00     3087.00        M
153   m2603  20250915   3011.00  ...   2992.00     3010.00        M
154   m2605  20250915   2816.00  ...   2810.00     2815.00        M
155   m2607  20250915   2796.00  ...   2788.00     2792.00        M
156   m2608  20250915   2920.00  ...   2915.00     2916.00        M
157   m2609  20250915   2943.00  ...   2922.00     2916.00        M
158   p2510  20250915   9290.00  ...   9310.00     9270.00        P
159   p2511  20250915   9300.00  ...   9332.00     9298.00        P
160   p2512  20250915   9318.00  ...   9348.00     9318.00        P
161   p2601  20250915   9336.00  ...   9370.00     9342.00        P
162   p2602  20250915   9288.00  ...   9298.00     9288.00        P
163   p2603  20250915   9262.00  ...   9280.00     9262.00        P
164   p2604  20250915   9180.00  ...   9218.00     9204.00        P
165   p2605  20250915   9092.00  ...   9132.00     9106.00        P
166   p2606  20250915   9014.00  ...   9042.00     9030.00        P
167   p2607  20250915   8938.00  ...   8958.00     8932.00        P
168   p2608  20250915   8850.00  ...   8884.00     8872.00        P
169   p2609  20250915   8840.00  ...   8862.00     8872.00        P
170  pg2509  20250915   3779.00  ...   3779.00     3750.00       PG
171  pg2510  20250915   4488.00  ...   4513.00     4446.00       PG
172  pg2511  20250915   4445.00  ...   4455.00     4401.00       PG
173  pg2512  20250915   4374.00  ...   4387.00     4340.00       PG
174  pg2601  20250915   4303.00  ...   4320.00     4278.00       PG
175  pg2602  20250915   4231.00  ...   4249.00     4211.00       PG
176  pg2603  20250915   4142.00  ...   4160.00     4122.00       PG
177  pg2604  20250915   4500.00  ...   4499.00     4467.00       PG
178  pg2605  20250915   4382.00  ...   4411.00     4383.00       PG
179  pg2606  20250915   4343.00  ...   4345.00     4305.00       PG
180  pg2607  20250915   4286.00  ...   4285.00     4251.00       PG
181  pg2608  20250915   4225.00  ...   4225.00     4187.00       PG
182  pp2510  20250915   6845.00  ...   6848.00     6818.00       PP
183  pp2511  20250915   6881.00  ...   6882.00     6852.00       PP
184  pp2512  20250915   6912.00  ...   6918.00     6884.00       PP
185  pp2601  20250915   6933.00  ...   6946.00     6910.00       PP
186  pp2602  20250915   6916.00  ...   6928.00     6891.00       PP
187  pp2603  20250915   6892.00  ...   6933.00     6880.00       PP
188  pp2604  20250915   6923.00  ...   6949.00     6908.00       PP
189  pp2605  20250915   6964.00  ...   6969.00     6932.00       PP
190  pp2606  20250915   6903.00  ...   6940.00     6903.00       PP
191  pp2607  20250915   6899.00  ...   6925.00     6887.00       PP
192  pp2608  20250915   6916.00  ...   6894.00     6892.00       PP
193  pp2609  20250915   6944.00  ...   6958.00     6892.00       PP
194  rr2510  20250915   3599.00  ...   3593.00     3591.00       RR
195  rr2511  20250915   3602.00  ...   3600.00     3599.00       RR
196  rr2512  20250915   3600.00  ...   3601.00     3602.00       RR
197  rr2601  20250915   3614.00  ...   3622.00     3614.00       RR
198  rr2602  20250915   3606.00  ...   3606.00     3601.00       RR
199  rr2603  20250915   3609.00  ...   3613.00     3608.00       RR
200  rr2604  20250915      0.00  ...   3617.00     3617.00       RR
201  rr2605  20250915      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250915   3610.00  ...   3597.00     3604.00       RR
203  rr2607  20250915   3625.00  ...   3609.00     3625.00       RR
204  rr2608  20250915      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250915      0.00  ...   3614.00     3614.00       RR
206   v2510  20250915   4782.00  ...   4791.00     4763.00        V
207   v2511  20250915   4814.00  ...   4824.00     4794.00        V
208   v2512  20250915   4847.00  ...   4870.00     4829.00        V
209   v2601  20250915   4883.00  ...   4898.00     4871.00        V
210   v2602  20250915   4923.00  ...   4940.00     4914.00        V
211   v2603  20250915   4956.00  ...   4965.00     4950.00        V
212   v2604  20250915   5153.00  ...   5178.00     5135.00        V
213   v2605  20250915   5200.00  ...   5196.00     5172.00        V
214   v2606  20250915   5226.00  ...   5228.00     5196.00        V
215   v2607  20250915   5250.00  ...   5261.00     5236.00        V
216   v2608  20250915   5287.00  ...   5291.00     5265.00        V
217   v2609  20250915   5272.00  ...   5312.00     5265.00        V
218   y2511  20250915   8378.00  ...   8384.00     8368.00        Y
219   y2512  20250915   8386.00  ...   8404.00     8386.00        Y
220   y2601  20250915   8350.00  ...   8356.00     8336.00        Y
221   y2603  20250915   8252.00  ...   8274.00     8252.00        Y
222   y2605  20250915   8056.00  ...   8056.00     8030.00        Y
223   y2607  20250915   7990.00  ...   8010.00     8000.00        Y
224   y2608  20250915   8006.00  ...   8016.00     7984.00        Y
225   y2609  20250915   7982.00  ...   7998.00     7984.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:30,934 - future_1d - INFO - ak.get_dce_daily('2025-09-15') done
2025-09-17 18:26:32,683 - future_1d - INFO - save future_daily 2025-09-15 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250916  7140.000  ...  7162.000    7125.800       IC
1   IC2510  20250916  7072.000  ...  7103.600    7062.800       IC
2   IC2512  20250916  6971.000  ...  6994.200    6951.400       IC
3   IC2603  20250916  6817.800  ...  6836.200    6791.200       IC
4   IF2509  20250916  4542.000  ...  4517.000    4528.000       IF
5   IF2510  20250916  4531.600  ...  4507.000    4518.800       IF
6   IF2512  20250916  4510.000  ...  4486.600    4496.400       IF
7   IF2603  20250916  4481.800  ...  4462.600    4470.800       IF
8   IH2509  20250916  2968.200  ...  2950.400    2961.200       IH
9   IH2510  20250916  2970.000  ...  2949.400    2960.800       IH
10  IH2512  20250916  2969.000  ...  2950.800    2962.400       IH
11  IH2603  20250916  2971.000  ...  2954.600    2964.200       IH
12  IM2509  20250916  7391.000  ...  7454.000    7386.400       IM
13  IM2510  20250916  7311.400  ...  7384.200    7317.000       IM
14  IM2512  20250916  7172.200  ...  7232.200    7161.400       IM
15  IM2603  20250916  6960.000  ...  7026.800    6951.200       IM
16   T2512  20250916   107.680  ...   108.010     107.840        T
17   T2603  20250916   107.385  ...   107.685     107.525        T
18   T2606  20250916   107.215  ...   107.515     107.345        T
19  TF2512  20250916   105.600  ...   105.780     105.660       TF
20  TF2603  20250916   105.465  ...   105.650     105.540       TF
21  TF2606  20250916   105.360  ...   105.535     105.435       TF
22  TL2512  20250916   114.870  ...   115.520     115.480       TL
23  TL2603  20250916   114.640  ...   115.180     115.180       TL
24  TL2606  20250916   114.500  ...   115.120     115.100       TL
25  TS2512  20250916   102.360  ...   102.410     102.368       TS
26  TS2603  20250916   102.310  ...   102.346     102.312       TS
27  TS2606  20250916   102.270  ...   102.302     102.280       TS

[28 rows x 12 columns]
2025-09-17 18:26:39,943 - future_1d - INFO - ak.get_cffex_daily('2025-09-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250916   488.3  ...   492.1        488      SC
1       SC2511  20250916   489.1  ...   493.5      488.5      SC
2       SC2512  20250916   487.1  ...   491.1      487.6      SC
3       SC2601  20250916   487.1  ...   490.1      487.5      SC
4       SC2602  20250916   485.8  ...     488        487      SC
5       SC2603  20250916   485.2  ...   487.7      486.6      SC
6       SC2604  20250916   485.3  ...   486.4      485.9      SC
7       SC2605  20250916   486.9  ...   486.3      485.9      SC
8       SC2606  20250916   484.3  ...   485.6      485.8      SC
9       SC2607  20250916   484.9  ...   485.7      486.1      SC
10      SC2608  20250916   484.5  ...   484.2      482.4      SC
11      SC2609  20250916   482.5  ...   481.9      481.8      SC
12      SC2612  20250916   478.9  ...   479.8      475.4      SC
13      SC2703  20250916          ...   474.6      474.6      SC
14      SC2706  20250916          ...   474.7      474.7      SC
15      SC2709  20250916          ...   473.2      473.2      SC
16      SC2712  20250916          ...   472.1      472.1      SC
17      SC2803  20250916   473.6  ...   473.6      471.1      SC
18      SC2806  20250916   470.5  ...   471.1      466.7      SC
19      SC2809  20250916          ...     469        469      SC
21      LU2510  20250916    3350  ...    3370       3332      LU
22      LU2511  20250916    3378  ...    3396       3353      LU
23      LU2512  20250916    3356  ...    3377       3346      LU
24      LU2601  20250916    3352  ...    3369       3343      LU
25      LU2602  20250916    3349  ...    3354       3333      LU
26      LU2603  20250916    3346  ...    3350       3328      LU
27      LU2604  20250916    3350  ...    3349       3323      LU
28      LU2605  20250916    3341  ...    3341       3318      LU
29      LU2606  20250916    3343  ...    3348       3317      LU
30      LU2607  20250916    3346  ...    3342       3312      LU
31      LU2608  20250916    3335  ...    3343       3320      LU
32      LU2609  20250916    3323  ...    3336       3308      LU
34      NR2510  20250916   12675  ...   12640      12555      NR
35      NR2511  20250916   12705  ...   12690      12595      NR
36      NR2512  20250916   12745  ...   12725      12645      NR
37      NR2601  20250916   12765  ...   12755      12665      NR
38      NR2602  20250916   12775  ...   12785      12700      NR
39      NR2603  20250916   12770  ...   12780      12690      NR
40      NR2604  20250916   12795  ...   12795      12710      NR
41      NR2605  20250916          ...   12825      12740      NR
42      NR2606  20250916          ...   12635      12635      NR
43      NR2607  20250916          ...   12655      12650      NR
44      NR2608  20250916          ...   12685      12685      NR
45      NR2609  20250916          ...   12685      12685      NR
47      BC2510  20250916   71730  ...   72020      71780      BC
48      BC2511  20250916   71930  ...   72070      71830      BC
49      BC2512  20250916   72320  ...   72120      71910      BC
50      BC2601  20250916          ...   72000      72000      BC
51      BC2602  20250916          ...   71650      71650      BC
52      BC2603  20250916   71570  ...   71950      72000      BC
53      BC2604  20250916          ...   71550      71550      BC
54      BC2605  20250916          ...   71550      71550      BC
55      BC2606  20250916          ...   71500      71500      BC
56      BC2607  20250916          ...   71560      71560      BC
57      BC2608  20250916          ...   71550      71550      BC
58      BC2609  20250916          ...   71550      71550      BC
60      EC2510  20250916    1178  ...  1189.6     1170.9      EC
61      EC2512  20250916  1675.1  ...  1710.7     1640.3      EC
62      EC2602  20250916  1538.7  ...  1583.1       1521      EC
63      EC2604  20250916    1261  ...  1283.3     1250.1      EC
64      EC2606  20250916  1445.3  ...    1459     1425.3      EC
65      EC2608  20250916    1624  ...    1622     1596.5      EC
68  SC_TAS2510  20250916          ...                     SC_TAS
69  SC_TAS2511  20250916          ...                     SC_TAS
70  SC_TAS2512  20250916          ...                     SC_TAS
71  SC_TAS2601  20250916          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:40,018 - future_1d - INFO - ak.get_ine_daily('2025-09-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250916  54525.0  ...  54925.0     53505.0       PS
1   PS2511  20250916  55600.0  ...  54630.0     53400.0       PS
2   PS2512  20250916  57990.0  ...  57220.0     55890.0       PS
3   PS2601  20250916  57100.0  ...  57135.0     55780.0       PS
4   PS2602  20250916  57880.0  ...  57140.0     55835.0       PS
5   PS2603  20250916  57885.0  ...  57205.0     55620.0       PS
6   PS2604  20250916  57915.0  ...  57330.0     55840.0       PS
7   PS2605  20250916  57085.0  ...  57310.0     55975.0       PS
8   PS2606  20250916  59000.0  ...  59625.0     58160.0       PS
9   PS2607  20250916  59810.0  ...  59850.0     58285.0       PS
10  PS2608  20250916  59100.0  ...  59695.0     58340.0       PS
11  PS2609  20250916  60425.0  ...  59740.0     57875.0       PS
13  SI2510  20250916   8905.0  ...   8950.0      8755.0       SI
14  SI2511  20250916   9000.0  ...   8970.0      8840.0       SI
15  SI2512  20250916   9500.0  ...   9360.0      9215.0       SI
16  SI2601  20250916   9350.0  ...   9350.0      9205.0       SI
17  SI2602  20250916   9285.0  ...   9385.0      9175.0       SI
18  SI2603  20250916   9340.0  ...   9355.0      9215.0       SI
19  SI2604  20250916   9360.0  ...   9360.0      9215.0       SI
20  SI2605  20250916   9365.0  ...   9370.0      9220.0       SI
21  SI2606  20250916   9385.0  ...   9350.0      9220.0       SI
22  SI2607  20250916   9390.0  ...   9355.0      9260.0       SI
23  SI2608  20250916   9520.0  ...   9380.0      9290.0       SI
24  SI2609  20250916   9440.0  ...   9345.0      9245.0       SI
27  LC2510  20250916  74000.0  ...  73500.0     72160.0       LC
28  LC2511  20250916  73900.0  ...  73620.0     72240.0       LC
29  LC2512  20250916  74440.0  ...  73920.0     72420.0       LC
30  LC2601  20250916  74500.0  ...  73800.0     72420.0       LC
31  LC2602  20250916  74580.0  ...  73720.0     72480.0       LC
32  LC2603  20250916  74500.0  ...  73660.0     72340.0       LC
33  LC2604  20250916  74560.0  ...  74280.0     72720.0       LC
34  LC2605  20250916  74100.0  ...  74240.0     72780.0       LC
35  LC2606  20250916  74860.0  ...  74280.0     72540.0       LC
36  LC2607  20250916  74000.0  ...  73980.0     72520.0       LC
37  LC2608  20250916  74060.0  ...  73740.0     72540.0       LC
38  LC2609  20250916  73920.0  ...  73900.0     72440.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:40,138 - future_1d - INFO - ak.get_gfex_daily('2025-09-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250916   8431.0   8450.0  ...    47638.33   8421.0      8404.0       AP
1    AP511  20250916   8252.0   8252.0  ...     4879.68   8201.0      8213.0       AP
2    AP512  20250916   8223.0   8228.0  ...     1025.60   8205.0      8231.0       AP
3    AP601  20250916   8336.0   8336.0  ...   426432.76   8271.0      8310.0       AP
4    AP603  20250916   8176.0   8195.0  ...      416.21   8161.0      8220.0       AP
5    AP604  20250916   8165.0   8175.0  ...       73.50   8167.0      8215.0       AP
6    AP605  20250916   8261.0   8267.0  ...     2327.63   8225.0      8266.0       AP
7    CF511  20250916  13735.0  13805.0  ...   237565.10  13755.0     13740.0       CF
8    CF601  20250916  13875.0  13950.0  ...  1422412.34  13900.0     13885.0       CF
9    CF603  20250916  13835.0  13915.0  ...     1664.41  13870.0     13845.0       CF
10   CF605  20250916  13845.0  13910.0  ...   111549.27  13860.0     13850.0       CF
11   CF607  20250916  13845.0  13915.0  ...     1431.06  13895.0     13865.0       CF
12   CF609  20250916  13975.0  14060.0  ...      175.44  14035.0     13975.0       CF
13   CJ512  20250916  10855.0  10920.0  ...     3226.79  10790.0     10865.0       CJ
14   CJ601  20250916  10900.0  10950.0  ...   675279.37  10830.0     10905.0       CJ
15   CJ603  20250916  10935.0  10985.0  ...    10832.01  10860.0     10960.0       CJ
16   CJ605  20250916  11030.0  11080.0  ...   123247.95  10960.0     11040.0       CJ
17   CJ607  20250916  11180.0  11210.0  ...     1926.72  11105.0     11180.0       CJ
18   CJ609  20250916  11355.0  11400.0  ...      495.11  11250.0     11385.0       CJ
19   CY510  20250916      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250916  19855.0  20070.0  ...   120659.98  19965.0     19890.0       CY
21   CY512  20250916  19405.0  19405.0  ...        9.70  19405.0     19635.0       CY
22   CY601  20250916  19930.0  20020.0  ...     3157.64  19985.0     19910.0       CY
23   CY602  20250916      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250916      0.0      0.0  ...        0.00  20145.0     20145.0       CY
25   CY604  20250916      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250916  20195.0  20195.0  ...       20.17  20170.0     20065.0       CY
27   CY606  20250916      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250916      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250916      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250916  20940.0  20940.0  ...       30.81  20540.0     20160.0       CY
31   FG510  20250916   1100.0   1120.0  ...    28626.35   1109.0      1084.0       FG
32   FG511  20250916   1108.0   1127.0  ...   232450.33   1117.0      1092.0       FG
33   FG512  20250916   1220.0   1245.0  ...   116419.79   1234.0      1197.0       FG
34   FG601  20250916   1222.0   1249.0  ...  6281365.12   1236.0      1193.0       FG
35   FG602  20250916   1268.0   1296.0  ...    52701.41   1285.0      1239.0       FG
36   FG603  20250916   1270.0   1299.0  ...     2992.31   1290.0      1247.0       FG
37   FG604  20250916   1318.0   1347.0  ...      818.41   1337.0      1300.0       FG
38   FG605  20250916   1318.0   1347.0  ...   137737.04   1336.0      1296.0       FG
39   FG606  20250916   1348.0   1376.0  ...     1109.80   1367.0      1329.0       FG
40   FG607  20250916   1345.0   1370.0  ...     2596.69   1361.0      1324.0       FG
41   FG608  20250916   1359.0   1394.0  ...     2231.84   1385.0      1349.0       FG
42   FG609  20250916   1351.0   1393.0  ...     4226.76   1382.0      1341.0       FG
43   JR511  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250916      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250916      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250916   2297.0   2313.0  ...    13087.24   2298.0      2290.0       MA
52   MA511  20250916   2329.0   2342.0  ...   156365.92   2331.0      2318.0       MA
53   MA512  20250916   2372.0   2384.0  ...    96924.29   2376.0      2357.0       MA
54   MA601  20250916   2398.0   2408.0  ...  1248841.43   2394.0      2386.0       MA
55   MA602  20250916   2408.0   2423.0  ...    31872.10   2414.0      2394.0       MA
56   MA603  20250916   2425.0   2437.0  ...      315.69   2428.0      2411.0       MA
57   MA604  20250916   2428.0   2437.0  ...       58.39   2433.0      2401.0       MA
58   MA605  20250916   2407.0   2424.0  ...    82466.24   2412.0      2394.0       MA
59   MA606  20250916   2422.0   2423.0  ...       12.11   2422.0      2417.0       MA
60   MA607  20250916   2401.0   2409.0  ...      100.76   2399.0      2386.0       MA
61   MA608  20250916   2397.0   2402.0  ...       11.97   2394.0      2381.0       MA
62   MA609  20250916   2371.0   2396.0  ...     1193.43   2382.0      2371.0       MA
63   OI511  20250916  10096.0  10230.0  ...   559308.68  10154.0     10049.0       OI
64   OI601  20250916   9918.0  10063.0  ...  3499778.27   9981.0      9877.0       OI
65   OI603  20250916   9707.0   9828.0  ...     6705.93   9733.0      9697.0       OI
66   OI605  20250916   9517.0   9604.0  ...   224491.13   9516.0      9517.0       OI
67   OI607  20250916   9467.0   9559.0  ...     5254.93   9468.0      9478.0       OI
68   OI609  20250916   9438.0   9532.0  ...     3192.58   9446.0      9456.0       OI
69   PF510  20250916   6344.0   6408.0  ...    14417.59   6378.0      6366.0       PF
70   PF511  20250916   6340.0   6406.0  ...   643537.61   6380.0      6362.0       PF
71   PF512  20250916   6322.0   6384.0  ...   388107.66   6364.0      6340.0       PF
72   PF601  20250916   6374.0   6424.0  ...    28244.74   6400.0      6382.0       PF
73   PF602  20250916   6378.0   6430.0  ...    60187.29   6406.0      6390.0       PF
74   PF603  20250916   6392.0   6434.0  ...       51.36   6420.0      6394.0       PF
75   PF604  20250916   6428.0   6476.0  ...       25.81   6454.0      6444.0       PF
76   PF605  20250916   6474.0   6474.0  ...        9.69   6458.0      6460.0       PF
77   PF606  20250916      0.0      0.0  ...        0.00   6480.0      6480.0       PF
78   PF607  20250916      0.0      0.0  ...        0.00   6502.0      6502.0       PF
79   PF608  20250916      0.0      0.0  ...        0.00   6504.0      6504.0       PF
80   PF609  20250916   6580.0   6580.0  ...        6.58   6580.0      6504.0       PF
81   PK510  20250916   7808.0   7826.0  ...    20245.18   7800.0      7808.0       PK
82   PK511  20250916   7720.0   7812.0  ...   572845.33   7766.0      7752.0       PK
83   PK512  20250916   7762.0   7838.0  ...   190587.58   7798.0      7770.0       PK
84   PK601  20250916   7790.0   7840.0  ...    74875.55   7820.0      7798.0       PK
85   PK603  20250916   7828.0   7864.0  ...      188.23   7844.0      7834.0       PK
86   PK604  20250916   7856.0   7870.0  ...       35.38   7862.0      7846.0       PK
87   PK605  20250916   7854.0   7882.0  ...     5056.75   7864.0      7852.0       PK
88   PL601  20250916   6441.0   6483.0  ...    36887.25   6458.0      6434.0       PL
89   PL602  20250916   6498.0   6510.0  ...      181.48   6482.0      6457.0       PL
90   PL603  20250916      0.0      0.0  ...        0.00   6498.0      6498.0       PL
91   PL604  20250916      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250916   6419.0   6435.0  ...       38.57   6428.0      6397.0       PL
93   PL606  20250916      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250916      0.0      0.0  ...        0.00   6419.0      6419.0       PL
95   PL608  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250916      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250916      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250916   5844.0   5890.0  ...     2507.76   5866.0      5844.0       PR
104  PR511  20250916   5824.0   5888.0  ...   300113.97   5860.0      5838.0       PR
105  PR512  20250916   5840.0   5892.0  ...   196645.47   5866.0      5846.0       PR
106  PR601  20250916   5836.0   5888.0  ...    85588.42   5860.0      5844.0       PR
107  PR602  20250916   5880.0   5914.0  ...      159.20   5896.0      5880.0       PR
108  PR603  20250916   5890.0   5924.0  ...      115.18   5908.0      5874.0       PR
109  PR604  20250916      0.0      0.0  ...        0.00   5896.0      5890.0       PR
110  PR605  20250916      0.0      0.0  ...        0.00   5904.0      5904.0       PR
111  PR606  20250916      0.0      0.0  ...        0.00   5936.0      5920.0       PR
112  PR607  20250916      0.0      0.0  ...        0.00   5944.0      5936.0       PR
113  PR608  20250916      0.0      0.0  ...        0.00   5946.0      5934.0       PR
114  PR609  20250916      0.0      0.0  ...        0.00   5924.0      5920.0       PR
115  PX510  20250916   6802.0   6830.0  ...     9955.59   6804.0      6788.0       PX
116  PX511  20250916   6758.0   6832.0  ...   588431.51   6788.0      6762.0       PX
117  PX512  20250916   6732.0   6802.0  ...   184748.39   6758.0      6732.0       PX
118  PX601  20250916   6708.0   6770.0  ...   160816.95   6734.0      6712.0       PX
119  PX602  20250916   6702.0   6764.0  ...    33250.17   6728.0      6700.0       PX
120  PX603  20250916   6742.0   6742.0  ...        3.37   6742.0      6690.0       PX
121  PX604  20250916   6760.0   6760.0  ...        3.38   6760.0      6714.0       PX
122  PX605  20250916   6698.0   6750.0  ...      177.90   6714.0      6698.0       PX
123  PX606  20250916      0.0      0.0  ...        0.00   6698.0      6684.0       PX
124  PX607  20250916   6736.0   6736.0  ...       84.20   6736.0      6736.0       PX
125  PX608  20250916      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250916   6722.0   6722.0  ...        3.36   6722.0      6744.0       PX
127  RI511  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250916      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250916   2512.0   2545.0  ...    17263.52   2531.0      2516.0       RM
134  RM601  20250916   2504.0   2533.0  ...   714729.48   2517.0      2509.0       RM
135  RM603  20250916   2415.0   2433.0  ...     6123.34   2423.0      2417.0       RM
136  RM605  20250916   2394.0   2408.0  ...    95398.24   2400.0      2399.0       RM
137  RM607  20250916   2380.0   2393.0  ...     9153.32   2385.0      2384.0       RM
138  RM608  20250916   2478.0   2490.0  ...      484.36   2484.0      2484.0       RM
139  RM609  20250916   2468.0   2476.0  ...      575.67   2471.0      2472.0       RM
140  RS511  20250916   5303.0   5330.0  ...       47.75   5306.0      5253.0       RS
141  RS607  20250916   5581.0   5640.0  ...      111.09   5555.0      5546.0       RS
142  RS608  20250916   5586.0   5586.0  ...      133.35   5556.0      5563.0       RS
143  RS609  20250916      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250916   1226.0   1257.0  ...    28596.58   1244.0      1209.0       SA
145  SA511  20250916   1238.0   1270.0  ...   498157.01   1258.0      1224.0       SA
146  SA512  20250916   1305.0   1338.0  ...   318681.85   1324.0      1287.0       SA
147  SA601  20250916   1320.0   1352.0  ...  5275792.91   1337.0      1298.0       SA
148  SA602  20250916   1340.0   1379.0  ...   115822.53   1366.0      1327.0       SA
149  SA603  20250916   1345.0   1384.0  ...     5821.64   1369.0      1332.0       SA
150  SA604  20250916   1382.0   1422.0  ...     2327.09   1409.0      1372.0       SA
151  SA605  20250916   1385.0   1427.0  ...   215884.11   1415.0      1375.0       SA
152  SA606  20250916   1405.0   1433.0  ...     1656.73   1418.0      1389.0       SA
153  SA607  20250916   1397.0   1435.0  ...     3919.79   1420.0      1392.0       SA
154  SA608  20250916   1410.0   1450.0  ...     4517.40   1426.0      1408.0       SA
155  SA609  20250916   1416.0   1458.0  ...    11335.41   1443.0      1411.0       SA
156  SF510  20250916   5572.0   5604.0  ...    13665.49   5572.0      5488.0       SF
157  SF511  20250916   5764.0   5794.0  ...   606574.67   5752.0      5660.0       SF
158  SF512  20250916   5722.0   5754.0  ...   135265.68   5724.0      5622.0       SF
159  SF601  20250916   5722.0   5750.0  ...   229624.81   5716.0      5628.0       SF
160  SF602  20250916   5672.0   5706.0  ...    35318.60   5670.0      5586.0       SF
161  SF603  20250916   5864.0   5874.0  ...       38.06   5856.0      5760.0       SF
162  SF604  20250916   5854.0   5862.0  ...       32.17   5850.0      5726.0       SF
163  SF605  20250916   5820.0   5858.0  ...     3726.56   5824.0      5730.0       SF
164  SF606  20250916   5762.0   5820.0  ...       72.29   5784.0      5696.0       SF
165  SF607  20250916   5900.0   5952.0  ...      100.96   5940.0      5856.0       SF
166  SF608  20250916   5878.0   5908.0  ...       41.25   5894.0      5790.0       SF
167  SF609  20250916   5884.0   5910.0  ...       35.37   5896.0      5788.0       SF
168  SH510  20250916   2492.0   2529.0  ...    35619.56   2506.0      2511.0       SH
169  SH511  20250916   2523.0   2557.0  ...   607466.03   2535.0      2528.0       SH
170  SH512  20250916   2571.0   2602.0  ...   252676.23   2584.0      2561.0       SH
171  SH601  20250916   2576.0   2612.0  ...  2665136.55   2592.0      2566.0       SH
172  SH602  20250916   2599.0   2633.0  ...   125925.89   2614.0      2584.0       SH
173  SH603  20250916   2616.0   2651.0  ...     4414.34   2637.0      2603.0       SH
174  SH604  20250916   2663.0   2696.0  ...      337.72   2680.0      2649.0       SH
175  SH605  20250916   2656.0   2707.0  ...    24698.88   2689.0      2653.0       SH
176  SH606  20250916   2700.0   2715.0  ...      113.69   2707.0      2661.0       SH
177  SH607  20250916   2701.0   2705.0  ...       89.08   2699.0      2666.0       SH
178  SH608  20250916   2710.0   2710.0  ...       24.32   2702.0      2672.0       SH
179  SH609  20250916   2686.0   2716.0  ...      348.43   2701.0      2666.0       SH
180  SM510  20250916   5840.0   5884.0  ...    23489.15   5850.0      5792.0       SM
181  SM511  20250916   5934.0   5974.0  ...   506627.48   5940.0      5864.0       SM
182  SM512  20250916   5932.0   5982.0  ...   101306.79   5948.0      5880.0       SM
183  SM601  20250916   5950.0   5996.0  ...   656513.97   5962.0      5884.0       SM
184  SM602  20250916   5966.0   5994.0  ...   364998.35   5960.0      5876.0       SM
185  SM603  20250916   5970.0   6006.0  ...      337.32   5970.0      5900.0       SM
186  SM604  20250916   5984.0   5992.0  ...        8.98   5990.0      5926.0       SM
187  SM605  20250916   5990.0   6026.0  ...    14076.30   6000.0      5918.0       SM
188  SM606  20250916   6004.0   6018.0  ...       62.84   5986.0      5930.0       SM
189  SM607  20250916   5990.0   6032.0  ...      132.25   6012.0      5934.0       SM
190  SM608  20250916   6010.0   6042.0  ...       63.31   6030.0      5956.0       SM
191  SM609  20250916   6054.0   6062.0  ...      255.39   6010.0      5980.0       SM
192  SR511  20250916   5553.0   5572.0  ...   124230.82   5549.0      5546.0       SR
193  SR601  20250916   5557.0   5572.0  ...  1012615.35   5555.0      5545.0       SR
194  SR603  20250916   5537.0   5559.0  ...     2405.65   5543.0      5532.0       SR
195  SR605  20250916   5530.0   5548.0  ...    53655.44   5532.0      5521.0       SR
196  SR607  20250916   5530.0   5542.0  ...     2538.15   5530.0      5518.0       SR
197  SR609  20250916   5538.0   5555.0  ...     2782.47   5543.0      5530.0       SR
198  TA510  20250916   4646.0   4684.0  ...    33683.31   4662.0      4652.0       TA
199  TA511  20250916   4654.0   4700.0  ...   367365.00   4676.0      4664.0       TA
200  TA512  20250916   4668.0   4712.0  ...   190297.82   4692.0      4676.0       TA
201  TA601  20250916   4674.0   4716.0  ...  1501777.37   4692.0      4684.0       TA
202  TA602  20250916   4690.0   4726.0  ...    18753.38   4704.0      4694.0       TA
203  TA603  20250916   4726.0   4738.0  ...       40.07   4714.0      4708.0       TA
204  TA604  20250916   4736.0   4736.0  ...       51.90   4718.0      4712.0       TA
205  TA605  20250916   4716.0   4756.0  ...    49832.20   4732.0      4718.0       TA
206  TA606  20250916   4750.0   4750.0  ...        2.38   4750.0      4722.0       TA
207  TA607  20250916   4756.0   4770.0  ...       14.28   4760.0      4732.0       TA
208  TA608  20250916   4756.0   4778.0  ...       11.92   4770.0      4766.0       TA
209  TA609  20250916   4770.0   4792.0  ...       54.94   4778.0      4732.0       TA
210  UR510  20250916   1608.0   1608.0  ...     3982.44   1597.0      1596.0       UR
211  UR511  20250916   1683.0   1688.0  ...    52944.57   1672.0      1664.0       UR
212  UR512  20250916   1689.0   1696.0  ...    13165.23   1683.0      1675.0       UR
213  UR601  20250916   1700.0   1704.0  ...   437831.60   1691.0      1679.0       UR
214  UR602  20250916   1693.0   1706.0  ...      369.61   1695.0      1684.0       UR
215  UR603  20250916   1744.0   1744.0  ...       76.45   1737.0      1728.0       UR
216  UR604  20250916   1738.0   1738.0  ...       24.31   1736.0      1726.0       UR
217  UR605  20250916   1746.0   1750.0  ...    14370.06   1740.0      1729.0       UR
218  UR606  20250916   1745.0   1745.0  ...      166.89   1738.0      1729.0       UR
219  UR607  20250916   1770.0   1775.0  ...      183.87   1768.0      1762.0       UR
220  UR608  20250916   1766.0   1768.0  ...       45.86   1764.0      1758.0       UR
221  UR609  20250916   1769.0   1770.0  ...      228.61   1759.0      1751.0       UR
222  WH511  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250916      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250916      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:40,495 - future_1d - INFO - ak.get_czce_daily('2025-09-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250916  ...   81090      80830      CU
1        1      CU2511  20250916  ...   81090      80830      CU
2        2      CU2512  20250916  ...   81090      80810      CU
3        3      CU2601  20250916  ...   81150      80800      CU
4        4      CU2602  20250916  ...   81190      80770      CU
5        5      CU2603  20250916  ...   81130      80760      CU
6        6      CU2604  20250916  ...   81120      80810      CU
7        7      CU2605  20250916  ...   80980      80830      CU
8        8      CU2606  20250916  ...   81080      80810      CU
9        9      CU2607  20250916  ...   81060      80760      CU
10      10      CU2608  20250916  ...   81100      80850      CU
11      11      CU2609  20250916  ...   81100      80850      CU
12      12      BC2510  20250916  ...   72020      71780      BC
13      13      BC2511  20250916  ...   72070      71830      BC
14      14      BC2512  20250916  ...   72120      71910      BC
15      15      BC2601  20250916  ...   72000      72000      BC
16      16      BC2602  20250916  ...   71650      71650      BC
17      17      BC2603  20250916  ...   71950      72000      BC
18      18      BC2604  20250916  ...   71550      71550      BC
19      19      BC2605  20250916  ...   71550      71550      BC
20      20      BC2606  20250916  ...   71500      71500      BC
21      21      BC2607  20250916  ...   71560      71560      BC
22      22      BC2608  20250916  ...   71550      71550      BC
23      23      BC2609  20250916  ...   71550      71550      BC
24      24      AL2510  20250916  ...   20990      21045      AL
25      25      AL2511  20250916  ...   21010      21045      AL
26      26      AL2512  20250916  ...   20985      21015      AL
27      27      AL2601  20250916  ...   20960      20985      AL
28      28      AL2602  20250916  ...   20965      20970      AL
29      29      AL2603  20250916  ...   20990      20980      AL
30      30      AL2604  20250916  ...   21015      21000      AL
31      31      AL2605  20250916  ...   21040      21005      AL
32      32      AL2606  20250916  ...   21005      21015      AL
33      33      AL2607  20250916  ...   21035      20990      AL
34      34      AL2608  20250916  ...   20965      20985      AL
35      35      AL2609  20250916  ...   20985      20985      AL
36      36      ZN2510  20250916  ...   22300      22305      ZN
37      37      ZN2511  20250916  ...   22315      22320      ZN
38      38      ZN2512  20250916  ...   22330      22335      ZN
39      39      ZN2601  20250916  ...   22360      22345      ZN
40      40      ZN2602  20250916  ...   22370      22360      ZN
41      41      ZN2603  20250916  ...   22370      22375      ZN
42      42      ZN2604  20250916  ...   22420      22400      ZN
43      43      ZN2605  20250916  ...   22430      22405      ZN
44      44      ZN2606  20250916  ...   22490      22420      ZN
45      45      ZN2607  20250916  ...   22460      22420      ZN
46      46      ZN2608  20250916  ...   22480      22440      ZN
47      47      ZN2609  20250916  ...   22450      22440      ZN
48      48      PB2510  20250916  ...   17080      17120      PB
49      49      PB2511  20250916  ...   17100      17140      PB
50      50      PB2512  20250916  ...   17105      17155      PB
51      51      PB2601  20250916  ...   17115      17155      PB
52      52      PB2602  20250916  ...   17120      17180      PB
53      53      PB2603  20250916  ...   17130      17190      PB
54      54      PB2604  20250916  ...   17205      17205      PB
55      55      PB2605  20250916  ...   17170      17175      PB
56      56      PB2606  20250916  ...   17105      17105      PB
57      57      PB2607  20250916  ...   17155      17155      PB
58      58      PB2608  20250916  ...   17165      17210      PB
59      59      PB2609  20250916  ...   17165      17210      PB
60      60      NI2510  20250916  ...  122790     122170      NI
61      61      NI2511  20250916  ...  122930     122380      NI
62      62      NI2512  20250916  ...  123120     122580      NI
63      63      NI2601  20250916  ...  123300     122810      NI
64      64      NI2602  20250916  ...  123650     122970      NI
65      65      NI2603  20250916  ...  123590     123430      NI
66      66      NI2604  20250916  ...  123800     123800      NI
67      67      NI2605  20250916  ...  124130     123750      NI
68      68      NI2606  20250916  ...  124360     123960      NI
69      69      NI2607  20250916  ...  124590     124160      NI
70      70      NI2608  20250916  ...  125030     124390      NI
71      71      NI2609  20250916  ...  124490     124390      NI
72      72      SN2510  20250916  ...  272740     273890      SN
73      73      SN2511  20250916  ...  273020     273950      SN
74      74      SN2512  20250916  ...  273040     273810      SN
75      75      SN2601  20250916  ...  273310     274030      SN
76      76      SN2602  20250916  ...  273130     273700      SN
77      77      SN2603  20250916  ...  273430     274260      SN
78      78      SN2604  20250916  ...  273380     274510      SN
79      79      SN2605  20250916  ...  273620     274580      SN
80      80      SN2606  20250916  ...  274060     274940      SN
81      81      SN2607  20250916  ...  275180     275260      SN
82      82      SN2608  20250916  ...  275620     275630      SN
83      83      SN2609  20250916  ...  275630     275630      SN
84      84      AO2510  20250916  ...    2957       2907      AO
85      85      AO2511  20250916  ...    2964       2910      AO
86      86      AO2512  20250916  ...    2979       2918      AO
87      87      AO2601  20250916  ...    2989       2926      AO
88      88      AO2602  20250916  ...    2996       2935      AO
89      89      AO2603  20250916  ...    3052       3002      AO
90      90      AO2604  20250916  ...    3063       3009      AO
91      91      AO2605  20250916  ...    3066       3015      AO
92      92      AO2606  20250916  ...    3077       3021      AO
93      93      AO2607  20250916  ...    3084       3031      AO
94      94      AO2608  20250916  ...    3091       3035      AO
95      95      AO2609  20250916  ...    3107       3035      AO
96      96      AD2511  20250916  ...   20505      20580      AD
97      97      AD2512  20250916  ...   20525      20600      AD
98      98      AD2601  20250916  ...   20550      20630      AD
99      99      AD2602  20250916  ...   20540      20620      AD
100    100      AD2603  20250916  ...   20500      20475      AD
101    101      AD2604  20250916  ...   20485      20485      AD
102    102      AD2605  20250916  ...   20520      20520      AD
103    103      AD2606  20250916  ...   20455      20455      AD
104    104      AD2607  20250916  ...   20510      20445      AD
105    105      AD2608  20250916  ...   20515      20515      AD
106    106      AD2609  20250916  ...   20515      20515      AD
107    107      AU2510  20250916  ...  838.12     832.56      AU
108    108      AU2511  20250916  ...   839.4     833.64      AU
109    109      AU2512  20250916  ...  840.76      834.9      AU
110    110      AU2602  20250916  ...   843.2     837.12      AU
111    111      AU2604  20250916  ...  845.18     839.42      AU
112    112      AU2606  20250916  ...  847.54     841.46      AU
113    113      AU2608  20250916  ...  850.08     844.46      AU
114    114      AU2610  20250916  ...  852.26     844.46      AU
115    115      AG2510  20250916  ...   10084      10028      AG
116    116      AG2511  20250916  ...   10095      10038      AG
117    117      AG2512  20250916  ...   10111      10052      AG
118    118      AG2601  20250916  ...   10121      10064      AG
119    119      AG2602  20250916  ...   10131      10075      AG
120    120      AG2603  20250916  ...   10146      10083      AG
121    121      AG2604  20250916  ...   10143      10097      AG
122    122      AG2605  20250916  ...   10175      10115      AG
123    123      AG2606  20250916  ...   10188      10126      AG
124    124      AG2607  20250916  ...   10204      10144      AG
125    125      AG2608  20250916  ...   10214      10159      AG
126    126      AG2609  20250916  ...   10233      10159      AG
127    127      RB2510  20250916  ...    3070       3037      RB
128    128      RB2511  20250916  ...    3089       3055      RB
129    129      RB2512  20250916  ...    3134       3102      RB
130    130      RB2601  20250916  ...    3166       3127      RB
131    131      RB2602  20250916  ...    3176       3135      RB
132    132      RB2603  20250916  ...    3193       3157      RB
133    133      RB2604  20250916  ...    3221       3171      RB
134    134      RB2605  20250916  ...    3234       3192      RB
135    135      RB2606  20250916  ...    3248       3207      RB
136    136      RB2607  20250916  ...    3263       3227      RB
137    137      RB2608  20250916  ...    3269       3235      RB
138    138      RB2609  20250916  ...    3277       3235      RB
139    139      WR2510  20250916  ...    3306       3289      WR
140    140      WR2511  20250916  ...    3302       3302      WR
141    141      WR2512  20250916  ...    3324       3324      WR
142    142      WR2601  20250916  ...    3357       3350      WR
143    143      WR2602  20250916  ...    3358       3358      WR
144    144      WR2603  20250916  ...    3395       3338      WR
145    145      WR2604  20250916  ...    3389       3389      WR
146    146      WR2605  20250916  ...    3414       3414      WR
147    147      WR2606  20250916  ...    3372       3372      WR
148    148      WR2607  20250916  ...    3390       3390      WR
149    149      WR2608  20250916  ...    3399       3399      WR
150    150      WR2609  20250916  ...    3581       3399      WR
151    151      HC2510  20250916  ...    3431       3393      HC
152    152      HC2511  20250916  ...    3420       3379      HC
153    153      HC2512  20250916  ...    3409       3372      HC
154    154      HC2601  20250916  ...    3403       3360      HC
155    155      HC2602  20250916  ...    3407       3362      HC
156    156      HC2603  20250916  ...    3405       3363      HC
157    157      HC2604  20250916  ...    3407       3365      HC
158    158      HC2605  20250916  ...    3410       3364      HC
159    159      HC2606  20250916  ...    3414       3369      HC
160    160      HC2607  20250916  ...    3420       3371      HC
161    161      HC2608  20250916  ...    3423       3377      HC
162    162      HC2609  20250916  ...    3419       3377      HC
163    163      SS2510  20250916  ...   12955      12915      SS
164    164      SS2511  20250916  ...   13055      13005      SS
165    165      SS2512  20250916  ...   13090      13045      SS
166    166      SS2601  20250916  ...   13155      13115      SS
167    167      SS2602  20250916  ...   13220      13130      SS
168    168      SS2603  20250916  ...   13250      13205      SS
169    169      SS2604  20250916  ...   13325      13235      SS
170    170      SS2605  20250916  ...   13410      13365      SS
171    171      SS2606  20250916  ...   13435      13425      SS
172    172      SS2607  20250916  ...   13450      13505      SS
173    173      SS2608  20250916  ...   13575      13515      SS
174    174      SS2609  20250916  ...   13605      13515      SS
175    175      SC2510  20250916  ...   492.1        488      SC
176    176      SC2511  20250916  ...   493.5      488.5      SC
177    177      SC2512  20250916  ...   491.1      487.6      SC
178    178      SC2601  20250916  ...   490.1      487.5      SC
179    179      SC2602  20250916  ...     488        487      SC
180    180      SC2603  20250916  ...   487.7      486.6      SC
181    181      SC2604  20250916  ...   486.4      485.9      SC
182    182      SC2605  20250916  ...   486.3      485.9      SC
183    183      SC2606  20250916  ...   485.6      485.8      SC
184    184      SC2607  20250916  ...   485.7      486.1      SC
185    185      SC2608  20250916  ...   484.2      482.4      SC
186    186      SC2609  20250916  ...   481.9      481.8      SC
187    187      SC2612  20250916  ...   479.8      475.4      SC
188    188      SC2703  20250916  ...   474.6      474.6      SC
189    189      SC2706  20250916  ...   474.7      474.7      SC
190    190      SC2709  20250916  ...   473.2      473.2      SC
191    191      SC2712  20250916  ...   472.1      472.1      SC
192    192      SC2803  20250916  ...   473.6      471.1      SC
193    193      SC2806  20250916  ...   471.1      466.7      SC
194    194      SC2809  20250916  ...     469        469      SC
195    195      LU2510  20250916  ...    3370       3332      LU
196    196      LU2511  20250916  ...    3396       3353      LU
197    197      LU2512  20250916  ...    3377       3346      LU
198    198      LU2601  20250916  ...    3369       3343      LU
199    199      LU2602  20250916  ...    3354       3333      LU
200    200      LU2603  20250916  ...    3350       3328      LU
201    201      LU2604  20250916  ...    3349       3323      LU
202    202      LU2605  20250916  ...    3341       3318      LU
203    203      LU2606  20250916  ...    3348       3317      LU
204    204      LU2607  20250916  ...    3342       3312      LU
205    205      LU2608  20250916  ...    3343       3320      LU
206    206      LU2609  20250916  ...    3336       3308      LU
207    207      FU2510  20250916  ...    2829       2820      FU
208    208      FU2511  20250916  ...    2830       2818      FU
209    209      FU2512  20250916  ...    2815       2801      FU
210    210      FU2601  20250916  ...    2799       2787      FU
211    211      FU2602  20250916  ...    2781       2777      FU
212    212      FU2603  20250916  ...    2771       2764      FU
213    213      FU2604  20250916  ...    2767       2755      FU
214    214      FU2605  20250916  ...    2751       2744      FU
215    215      FU2606  20250916  ...    2744       2736      FU
216    216      FU2607  20250916  ...    2730       2722      FU
217    217      FU2608  20250916  ...    2723       2717      FU
218    218      FU2609  20250916  ...    2703       2695      FU
219    219      BU2510  20250916  ...    3437       3416      BU
220    220      BU2511  20250916  ...    3425       3398      BU
221    221      BU2512  20250916  ...    3384       3363      BU
222    222      BU2601  20250916  ...    3367       3344      BU
223    223      BU2602  20250916  ...    3366       3343      BU
224    224      BU2603  20250916  ...    3355       3347      BU
225    225      BU2604  20250916  ...    3340       3338      BU
226    226      BU2605  20250916  ...    3359       3344      BU
227    227      BU2606  20250916  ...    3358       3344      BU
228    228      BU2607  20250916  ...    3353       3339      BU
229    229      BU2608  20250916  ...    3350       3321      BU
230    230      BU2609  20250916  ...    3345       3331      BU
231    231      BU2612  20250916  ...    3308       3296      BU
232    232      BU2703  20250916  ...    3311       3307      BU
233    233      BU2706  20250916  ...    3319       3308      BU
234    234      BU2709  20250916  ...    3308       3308      BU
235    235      BR2510  20250916  ...   11710      11630      BR
236    236      BR2511  20250916  ...   11670      11590      BR
237    237      BR2512  20250916  ...   11660      11595      BR
238    238      BR2601  20250916  ...   11670      11600      BR
239    239      BR2602  20250916  ...   11635      11570      BR
240    240      BR2603  20250916  ...   11680      11585      BR
241    241      BR2604  20250916  ...   11690      11690      BR
242    242      BR2605  20250916  ...   11735      11675      BR
243    243      BR2606  20250916  ...   11775      11725      BR
244    244      BR2607  20250916  ...   11885      11845      BR
245    245      BR2608  20250916  ...   11900      11770      BR
246    246      BR2609  20250916  ...   11770      11770      BR
247    247      RU2510  20250916  ...   15105      14980      RU
248    248      RU2511  20250916  ...   15050      14935      RU
249    249      RU2601  20250916  ...   16000      15870      RU
250    250      RU2603  20250916  ...   15990      15905      RU
251    251      RU2604  20250916  ...   15990      15840      RU
252    252      RU2605  20250916  ...   15985      15845      RU
253    253      RU2606  20250916  ...   16005      15865      RU
254    254      RU2607  20250916  ...   15915      15870      RU
255    255      RU2608  20250916  ...   16055      16065      RU
256    256      RU2609  20250916  ...   16070      16065      RU
257    257      NR2510  20250916  ...   12640      12555      NR
258    258      NR2511  20250916  ...   12690      12595      NR
259    259      NR2512  20250916  ...   12725      12645      NR
260    260      NR2601  20250916  ...   12755      12665      NR
261    261      NR2602  20250916  ...   12785      12700      NR
262    262      NR2603  20250916  ...   12780      12690      NR
263    263      NR2604  20250916  ...   12795      12710      NR
264    264      NR2605  20250916  ...   12825      12740      NR
265    265      NR2606  20250916  ...   12635      12635      NR
266    266      NR2607  20250916  ...   12655      12650      NR
267    267      NR2608  20250916  ...   12685      12685      NR
268    268      NR2609  20250916  ...   12685      12685      NR
269    269      SP2510  20250916  ...    5048       4992      SP
270    270      SP2511  20250916  ...    5074       5024      SP
271    271      SP2512  20250916  ...    5088       5042      SP
272    272      SP2601  20250916  ...    5348       5308      SP
273    273      SP2602  20250916  ...    5334       5286      SP
274    274      SP2603  20250916  ...    5340       5300      SP
275    275      SP2604  20250916  ...    5344       5316      SP
276    276      SP2605  20250916  ...    5354       5314      SP
277    277      SP2606  20250916  ...    5360       5322      SP
278    278      SP2607  20250916  ...    5358       5332      SP
279    279      SP2608  20250916  ...    5358       5330      SP
280    280      SP2609  20250916  ...    5370       5330      SP
281    281      OP2601  20250916  ...    4258       4214      OP
282    282      OP2602  20250916  ...    4256       4214      OP
283    283      OP2603  20250916  ...    4284       4226      OP
284    284      OP2604  20250916  ...    4272       4250      OP
285    285      OP2605  20250916  ...    4286       4222      OP
286    286      OP2606  20250916  ...    4268       4216      OP
287    287      OP2607  20250916  ...    4276       4240      OP
288    288      OP2608  20250916  ...    4292       4256      OP
289    289      OP2609  20250916  ...    4256       4256      OP
290    290      EC2510  20250916  ...  1189.6     1170.9      EC
291    291      EC2512  20250916  ...  1710.7     1640.3      EC
292    292      EC2602  20250916  ...  1583.1       1521      EC
293    293      EC2604  20250916  ...  1283.3     1250.1      EC
294    294      EC2606  20250916  ...    1459     1425.3      EC
295    295      EC2608  20250916  ...    1622     1596.5      EC
296    297  SC_TAS2510  20250916  ...                     SC_TAS
297    298  SC_TAS2511  20250916  ...                     SC_TAS
298    299  SC_TAS2512  20250916  ...                     SC_TAS
299    300  SC_TAS2601  20250916  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 18:26:40,585 - future_1d - INFO - ak.get_shfe_daily('2025-09-16') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20250916   3935.0  ...   3934.00     3942.00        A
1     a2601  20250916   3938.0  ...   3937.00     3941.00        A
2     a2603  20250916   3943.0  ...   3943.00     3943.00        A
3     a2605  20250916   3996.0  ...   3984.00     3993.00        A
4     a2607  20250916   3988.0  ...   3990.00     3992.00        A
5     a2609  20250916   4004.0  ...   3998.00     4017.00        A
6     b2510  20250916   3695.0  ...   3704.00     3700.00        B
7     b2511  20250916   3731.0  ...   3745.00     3737.00        B
8     b2512  20250916   3766.0  ...   3778.00     3769.00        B
9     b2601  20250916   3756.0  ...   3765.00     3758.00        B
10    b2602  20250916   3742.0  ...   3748.00     3737.00        B
11    b2603  20250916   3695.0  ...   3701.00     3696.00        B
12    b2604  20250916   3591.0  ...   3589.00     3581.00        B
13    b2605  20250916   3515.0  ...   3519.00     3514.00        B
14    b2606  20250916   3492.0  ...   3489.00     3482.00        B
15    b2607  20250916   3486.0  ...   3488.00     3482.00        B
16    b2608  20250916   3583.0  ...   3586.00     3581.00        B
17    b2609  20250916   3610.0  ...   3607.00     3610.00        B
18   bb2511  20250916    142.0  ...    142.25      142.05       BB
19   bb2601  20250916    147.3  ...    147.30      146.60       BB
20   bb2603  20250916    147.0  ...    146.90      146.80       BB
21   bb2605  20250916      0.0  ...    141.90      141.85       BB
22   bb2607  20250916      0.0  ...    146.70      146.65       BB
23   bb2609  20250916      0.0  ...    146.70      146.65       BB
24   bz2603  20250916   6025.0  ...   6078.00     6021.00       BZ
25   bz2604  20250916   6048.0  ...   6069.00     6007.00       BZ
26   bz2605  20250916   6072.0  ...   6072.00     6039.00       BZ
27   bz2606  20250916      0.0  ...   6008.00     6008.00       BZ
28   bz2607  20250916      0.0  ...   5980.00     5980.00       BZ
29   bz2608  20250916      0.0  ...   5955.00     5955.00       BZ
30    c2511  20250916   2167.0  ...   2169.00     2178.00        C
31    c2601  20250916   2156.0  ...   2158.00     2159.00        C
32    c2603  20250916   2172.0  ...   2173.00     2176.00        C
33    c2605  20250916   2227.0  ...   2231.00     2232.00        C
34    c2607  20250916   2242.0  ...   2246.00     2247.00        C
35    c2609  20250916   2257.0  ...   2262.00     2258.00        C
36   cs2511  20250916   2444.0  ...   2445.00     2457.00       CS
37   cs2601  20250916   2471.0  ...   2475.00     2481.00       CS
38   cs2603  20250916   2488.0  ...   2485.00     2490.00       CS
39   cs2605  20250916   2570.0  ...   2568.00     2574.00       CS
40   cs2607  20250916   2580.0  ...   2575.00     2581.00       CS
41   cs2609  20250916   2592.0  ...   2592.00     2588.00       CS
42   eb2509  20250916      0.0  ...   6789.00     6789.00       EB
43   eb2510  20250916   7108.0  ...   7158.00     7072.00       EB
44   eb2511  20250916   7104.0  ...   7170.00     7083.00       EB
45   eb2512  20250916   7112.0  ...   7175.00     7093.00       EB
46   eb2601  20250916   7135.0  ...   7195.00     7116.00       EB
47   eb2602  20250916   7167.0  ...   7216.00     7142.00       EB
48   eb2603  20250916   7212.0  ...   7237.00     7183.00       EB
49   eb2604  20250916   7272.0  ...   7272.00     7214.00       EB
50   eb2605  20250916   7264.0  ...   7288.00     7226.00       EB
51   eb2606  20250916   7297.0  ...   7297.00     7169.00       EB
52   eb2607  20250916   7297.0  ...   7314.00     7185.00       EB
53   eb2608  20250916      0.0  ...   7246.00     7246.00       EB
54   eg2509  20250916      0.0  ...   4338.00     4338.00       EG
55   eg2510  20250916   4310.0  ...   4314.00     4308.00       EG
56   eg2511  20250916   4274.0  ...   4291.00     4274.00       EG
57   eg2512  20250916   4314.0  ...   4306.00     4268.00       EG
58   eg2601  20250916   4292.0  ...   4298.00     4277.00       EG
59   eg2602  20250916   4296.0  ...   4308.00     4269.00       EG
60   eg2603  20250916   4315.0  ...   4302.00     4278.00       EG
61   eg2604  20250916   4345.0  ...   4340.00     4317.00       EG
62   eg2605  20250916   4325.0  ...   4349.00     4327.00       EG
63   eg2606  20250916      0.0  ...   4332.00     4332.00       EG
64   eg2607  20250916      0.0  ...   4343.00     4358.00       EG
65   eg2608  20250916      0.0  ...   4402.00     4402.00       EG
66   fb2510  20250916   1275.0  ...   1269.00     1266.50       FB
67   fb2511  20250916   1262.0  ...   1257.00     1257.50       FB
68   fb2512  20250916   1272.0  ...   1263.50     1263.00       FB
69   fb2601  20250916   1260.0  ...   1255.50     1255.00       FB
70   fb2602  20250916   1249.5  ...   1249.50     1249.00       FB
71   fb2603  20250916   1249.0  ...   1250.50     1249.00       FB
72   fb2604  20250916   1252.0  ...   1252.00     1254.50       FB
73   fb2605  20250916      0.0  ...   1301.50     1301.50       FB
74   fb2606  20250916      0.0  ...   1330.00     1330.00       FB
75   fb2607  20250916      0.0  ...   1302.50     1302.50       FB
76   fb2608  20250916      0.0  ...   1285.00     1285.00       FB
77   fb2609  20250916      0.0  ...   1296.00     1296.00       FB
78    i2510  20250916    817.5  ...    824.50      818.50        I
79    i2511  20250916    812.5  ...    819.00      810.50        I
80    i2512  20250916    806.5  ...    814.00      805.00        I
81    i2601  20250916    800.0  ...    805.50      797.00        I
82    i2602  20250916    793.0  ...    800.50      791.50        I
83    i2603  20250916    787.5  ...    795.00      786.00        I
84    i2604  20250916    783.0  ...    791.00      782.00        I
85    i2605  20250916    778.5  ...    783.50      775.00        I
86    i2606  20250916    771.5  ...    777.50      769.50        I
87    i2607  20250916    767.0  ...    773.50      765.50        I
88    i2608  20250916    762.5  ...    768.50      761.50        I
89    i2609  20250916    753.5  ...    764.00      757.50        I
90    j2510  20250916   1600.0  ...   1628.50     1564.50        J
91    j2511  20250916   1631.0  ...   1662.00     1600.00        J
92    j2512  20250916   1676.0  ...   1690.00     1629.50        J
93    j2601  20250916   1689.0  ...   1726.50     1664.50        J
94    j2602  20250916   1754.0  ...   1755.00     1684.00        J
95    j2603  20250916      0.0  ...   1721.50     1689.50        J
96    j2604  20250916      0.0  ...   1814.00     1758.00        J
97    j2605  20250916   1819.5  ...   1868.50     1809.00        J
98    j2606  20250916   1879.0  ...   1887.00     1806.00        J
99    j2607  20250916   1900.5  ...   1900.50     1810.00        J
100   j2608  20250916   1906.0  ...   1906.00     1817.50        J
101   j2609  20250916   1908.5  ...   1911.50     1845.00        J
102  jd2509  20250916   3201.0  ...   3265.00     3230.00       JD
103  jd2510  20250916   3141.0  ...   3116.00     3121.00       JD
104  jd2511  20250916   3150.0  ...   3132.00     3140.00       JD
105  jd2512  20250916   3240.0  ...   3232.00     3241.00       JD
106  jd2601  20250916   3370.0  ...   3382.00     3377.00       JD
107  jd2602  20250916   3123.0  ...   3121.00     3117.00       JD
108  jd2603  20250916   3133.0  ...   3133.00     3127.00       JD
109  jd2604  20250916   3304.0  ...   3308.00     3294.00       JD
110  jd2605  20250916   3402.0  ...   3422.00     3389.00       JD
111  jd2606  20250916   3205.0  ...   3228.00     3206.00       JD
112  jd2607  20250916   3460.0  ...   3476.00     3452.00       JD
113  jd2608  20250916   3898.0  ...   3905.00     3903.00       JD
114  jm2510  20250916   1005.0  ...   1037.00      993.50       JM
115  jm2511  20250916   1070.5  ...   1102.50     1054.00       JM
116  jm2512  20250916   1143.5  ...   1170.50     1115.50       JM
117  jm2601  20250916   1200.0  ...   1228.50     1172.00       JM
118  jm2602  20250916   1213.5  ...   1258.50     1200.00       JM
119  jm2603  20250916   1242.0  ...   1280.50     1222.50       JM
120  jm2604  20250916   1264.5  ...   1304.50     1240.00       JM
121  jm2605  20250916   1296.0  ...   1324.00     1264.50       JM
122  jm2606  20250916   1313.5  ...   1339.00     1274.50       JM
123  jm2607  20250916   1330.0  ...   1349.50     1279.00       JM
124  jm2608  20250916   1330.0  ...   1358.50     1290.00       JM
125  jm2609  20250916   1344.0  ...   1371.50     1292.00       JM
126   l2510  20250916   7138.0  ...   7177.00     7134.00        L
127   l2511  20250916   7184.0  ...   7209.00     7170.00        L
128   l2512  20250916   7222.0  ...   7239.00     7198.00        L
129   l2601  20250916   7232.0  ...   7260.00     7202.00        L
130   l2602  20250916   7226.0  ...   7246.00     7197.00        L
131   l2603  20250916   7255.0  ...   7262.00     7201.00        L
132   l2604  20250916   7268.0  ...   7284.00     7239.00        L
133   l2605  20250916   7244.0  ...   7284.00     7212.00        L
134   l2606  20250916   7270.0  ...   7283.00     7256.00        L
135   l2607  20250916   7280.0  ...   7296.00     7244.00        L
136   l2608  20250916   7288.0  ...   7306.00     7235.00        L
137   l2609  20250916   7256.0  ...   7299.00     7259.00        L
138  lg2509  20250916    762.5  ...    768.00      761.00       LG
139  lg2511  20250916    806.0  ...    806.50      799.50       LG
140  lg2601  20250916    824.0  ...    820.50      817.50       LG
141  lg2603  20250916    831.0  ...    826.50      824.00       LG
142  lg2605  20250916    838.0  ...    832.50      829.50       LG
143  lg2607  20250916    837.0  ...    833.00      834.00       LG
144  lh2509  20250916  13110.0  ...  13100.00    13100.00       LH
145  lh2511  20250916  13325.0  ...  13210.00    13200.00       LH
146  lh2601  20250916  13850.0  ...  13725.00    13660.00       LH
147  lh2603  20250916  13080.0  ...  13025.00    13005.00       LH
148  lh2605  20250916  13625.0  ...  13555.00    13510.00       LH
149  lh2607  20250916  14295.0  ...  14240.00    14220.00       LH
150   m2511  20250916   3013.0  ...   3015.00     3022.00        M
151   m2512  20250916   3062.0  ...   3064.00     3072.00        M
152   m2601  20250916   3046.0  ...   3046.00     3051.00        M
153   m2603  20250916   2991.0  ...   2986.00     2992.00        M
154   m2605  20250916   2806.0  ...   2807.00     2810.00        M
155   m2607  20250916   2784.0  ...   2786.00     2788.00        M
156   m2608  20250916   2912.0  ...   2912.00     2915.00        M
157   m2609  20250916   2921.0  ...   2918.00     2922.00        M
158   p2510  20250916   9352.0  ...   9406.00     9310.00        P
159   p2511  20250916   9392.0  ...   9432.00     9332.00        P
160   p2512  20250916   9428.0  ...   9462.00     9348.00        P
161   p2601  20250916   9442.0  ...   9484.00     9370.00        P
162   p2602  20250916   9400.0  ...   9434.00     9298.00        P
163   p2603  20250916   9342.0  ...   9404.00     9280.00        P
164   p2604  20250916   9344.0  ...   9326.00     9218.00        P
165   p2605  20250916   9190.0  ...   9242.00     9132.00        P
166   p2606  20250916   9106.0  ...   9126.00     9042.00        P
167   p2607  20250916   9036.0  ...   9020.00     8958.00        P
168   p2608  20250916   8946.0  ...   8954.00     8884.00        P
169   p2609  20250916   8856.0  ...   8882.00     8862.00        P
170  pg2509  20250916      0.0  ...   3750.00     3779.00       PG
171  pg2510  20250916   4514.0  ...   4494.00     4513.00       PG
172  pg2511  20250916   4459.0  ...   4440.00     4455.00       PG
173  pg2512  20250916   4393.0  ...   4377.00     4387.00       PG
174  pg2601  20250916   4323.0  ...   4313.00     4320.00       PG
175  pg2602  20250916   4259.0  ...   4242.00     4249.00       PG
176  pg2603  20250916   4175.0  ...   4151.00     4160.00       PG
177  pg2604  20250916   4490.0  ...   4476.00     4499.00       PG
178  pg2605  20250916   4402.0  ...   4385.00     4411.00       PG
179  pg2606  20250916   4339.0  ...   4323.00     4345.00       PG
180  pg2607  20250916   4276.0  ...   4270.00     4285.00       PG
181  pg2608  20250916   4214.0  ...   4204.00     4225.00       PG
182  pp2510  20250916   6876.0  ...   6887.00     6848.00       PP
183  pp2511  20250916   6899.0  ...   6922.00     6882.00       PP
184  pp2512  20250916   6935.0  ...   6959.00     6918.00       PP
185  pp2601  20250916   6970.0  ...   6992.00     6946.00       PP
186  pp2602  20250916   6951.0  ...   6966.00     6928.00       PP
187  pp2603  20250916   6962.0  ...   6958.00     6933.00       PP
188  pp2604  20250916   6968.0  ...   6979.00     6949.00       PP
189  pp2605  20250916   6980.0  ...   7010.00     6969.00       PP
190  pp2606  20250916   6956.0  ...   6966.00     6940.00       PP
191  pp2607  20250916   6939.0  ...   6945.00     6925.00       PP
192  pp2608  20250916   6929.0  ...   6944.00     6894.00       PP
193  pp2609  20250916   6968.0  ...   6976.00     6958.00       PP
194  rr2510  20250916   3592.0  ...   3594.00     3593.00       RR
195  rr2511  20250916   3600.0  ...   3602.00     3600.00       RR
196  rr2512  20250916   3601.0  ...   3598.00     3601.00       RR
197  rr2601  20250916   3616.0  ...   3617.00     3622.00       RR
198  rr2602  20250916   3601.0  ...   3597.00     3606.00       RR
199  rr2603  20250916      0.0  ...   3610.00     3613.00       RR
200  rr2604  20250916   3606.0  ...   3607.00     3617.00       RR
201  rr2605  20250916      0.0  ...   3618.00     3618.00       RR
202  rr2606  20250916      0.0  ...   3597.00     3597.00       RR
203  rr2607  20250916      0.0  ...   3609.00     3609.00       RR
204  rr2608  20250916      0.0  ...   3614.00     3614.00       RR
205  rr2609  20250916      0.0  ...   3614.00     3614.00       RR
206   v2510  20250916   4810.0  ...   4849.00     4791.00        V
207   v2511  20250916   4848.0  ...   4882.00     4824.00        V
208   v2512  20250916   4892.0  ...   4921.00     4870.00        V
209   v2601  20250916   4934.0  ...   4964.00     4898.00        V
210   v2602  20250916   4968.0  ...   4998.00     4940.00        V
211   v2603  20250916   5004.0  ...   5028.00     4965.00        V
212   v2604  20250916   5220.0  ...   5233.00     5178.00        V
213   v2605  20250916   5231.0  ...   5270.00     5196.00        V
214   v2606  20250916   5278.0  ...   5302.00     5228.00        V
215   v2607  20250916   5294.0  ...   5327.00     5261.00        V
216   v2608  20250916   5322.0  ...   5368.00     5291.00        V
217   v2609  20250916   5349.0  ...   5384.00     5312.00        V
218   y2511  20250916   8414.0  ...   8446.00     8384.00        Y
219   y2512  20250916   8436.0  ...   8462.00     8404.00        Y
220   y2601  20250916   8398.0  ...   8418.00     8356.00        Y
221   y2603  20250916   8328.0  ...   8336.00     8274.00        Y
222   y2605  20250916   8090.0  ...   8122.00     8056.00        Y
223   y2607  20250916   8058.0  ...   8076.00     8010.00        Y
224   y2608  20250916   8120.0  ...   8078.00     8016.00        Y
225   y2609  20250916   8128.0  ...   8086.00     7998.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:41,073 - future_1d - INFO - ak.get_dce_daily('2025-09-16') done
2025-09-17 18:26:42,835 - future_1d - INFO - save future_daily 2025-09-16 completed
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250917  7151.000  ...  7244.200    7162.000       IC
1   IC2510  20250917  7120.000  ...  7186.400    7103.600       IC
2   IC2512  20250917  6990.000  ...  7068.600    6994.200       IC
3   IC2603  20250917  6835.200  ...  6904.600    6836.200       IC
4   IF2509  20250917  4518.000  ...  4548.400    4517.000       IF
5   IF2510  20250917  4505.000  ...  4538.200    4507.000       IF
6   IF2512  20250917  4493.800  ...  4514.600    4486.600       IF
7   IF2603  20250917  4466.600  ...  4488.200    4462.600       IF
8   IH2509  20250917  2951.200  ...  2953.600    2950.400       IH
9   IH2510  20250917  2952.800  ...  2952.000    2949.400       IH
10  IH2512  20250917  2953.200  ...  2952.800    2950.800       IH
11  IH2603  20250917  2955.000  ...  2956.200    2954.600       IH
12  IM2509  20250917  7453.000  ...  7544.200    7454.000       IM
13  IM2510  20250917  7395.000  ...  7477.800    7384.200       IM
14  IM2512  20250917  7248.000  ...  7324.000    7232.200       IM
15  IM2603  20250917  7039.000  ...  7119.600    7026.800       IM
16   T2512  20250917   107.985  ...   108.135     108.010        T
17   T2603  20250917   107.660  ...   107.845     107.685        T
18   T2606  20250917   107.475  ...   107.670     107.515        T
19  TF2512  20250917   105.760  ...   105.870     105.780       TF
20  TF2603  20250917   105.645  ...   105.730     105.650       TF
21  TF2606  20250917   105.560  ...   105.645     105.535       TF
22  TL2512  20250917   115.440  ...   115.820     115.520       TL
23  TL2603  20250917   115.180  ...   115.490     115.180       TL
24  TL2606  20250917   115.020  ...   115.420     115.120       TL
25  TS2512  20250917   102.406  ...   102.450     102.410       TS
26  TS2603  20250917   102.334  ...   102.366     102.346       TS
27  TS2606  20250917   102.296  ...   102.324     102.302       TS

[28 rows x 12 columns]
2025-09-17 18:26:51,242 - future_1d - INFO - ak.get_cffex_daily('2025-09-17') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250917   498.6  ...   498.4      492.1      SC
1       SC2511  20250917   499.5  ...   499.8      493.5      SC
2       SC2512  20250917     496  ...   496.8      491.1      SC
3       SC2601  20250917   495.5  ...   494.7      490.1      SC
4       SC2602  20250917   492.5  ...   492.1        488      SC
5       SC2603  20250917   491.5  ...   491.8      487.7      SC
6       SC2604  20250917   490.2  ...   490.3      486.4      SC
7       SC2605  20250917   489.8  ...   490.5      486.3      SC
8       SC2606  20250917     487  ...   489.4      485.6      SC
9       SC2607  20250917     488  ...   488.3      485.7      SC
10      SC2608  20250917   487.5  ...   487.5      484.2      SC
11      SC2609  20250917     484  ...     484      481.9      SC
12      SC2612  20250917   481.4  ...     481      479.8      SC
13      SC2703  20250917          ...   475.1      474.6      SC
14      SC2706  20250917          ...   476.8      474.7      SC
15      SC2709  20250917          ...   473.2      473.2      SC
16      SC2712  20250917   473.7  ...   473.7      472.1      SC
17      SC2803  20250917          ...   473.6      473.6      SC
18      SC2806  20250917   474.8  ...     473      471.1      SC
19      SC2809  20250917          ...     469        469      SC
21      LU2510  20250917    3387  ...    3422       3370      LU
22      LU2511  20250917    3425  ...    3447       3396      LU
23      LU2512  20250917    3418  ...    3429       3377      LU
24      LU2601  20250917    3391  ...    3421       3369      LU
25      LU2602  20250917    3384  ...    3410       3354      LU
26      LU2603  20250917    3375  ...    3387       3350      LU
27      LU2604  20250917    3374  ...    3389       3349      LU
28      LU2605  20250917    3378  ...    3388       3341      LU
29      LU2606  20250917    3390  ...    3399       3348      LU
30      LU2607  20250917    3369  ...    3379       3342      LU
31      LU2608  20250917    3370  ...    3378       3343      LU
32      LU2609  20250917    3361  ...    3360       3336      LU
34      NR2510  20250917   12675  ...   12570      12640      NR
35      NR2511  20250917   12715  ...   12595      12690      NR
36      NR2512  20250917   12750  ...   12630      12725      NR
37      NR2601  20250917   12740  ...   12660      12755      NR
38      NR2602  20250917   12770  ...   12650      12785      NR
39      NR2603  20250917   12755  ...   12635      12780      NR
40      NR2604  20250917   12765  ...   12665      12795      NR
41      NR2605  20250917   12735  ...   12670      12825      NR
42      NR2606  20250917          ...   12635      12635      NR
43      NR2607  20250917          ...   12655      12655      NR
44      NR2608  20250917          ...   12685      12685      NR
45      NR2609  20250917          ...   12685      12685      NR
47      BC2510  20250917   71940  ...   71650      72020      BC
48      BC2511  20250917   72050  ...   71640      72070      BC
49      BC2512  20250917   71670  ...   71670      72120      BC
50      BC2601  20250917          ...   72000      72000      BC
51      BC2602  20250917          ...   71650      71650      BC
52      BC2603  20250917          ...   71950      71950      BC
53      BC2604  20250917          ...   71550      71550      BC
54      BC2605  20250917          ...   71550      71550      BC
55      BC2606  20250917          ...   71500      71500      BC
56      BC2607  20250917          ...   71560      71560      BC
57      BC2608  20250917          ...   71550      71550      BC
58      BC2609  20250917          ...   71550      71550      BC
60      EC2510  20250917    1150  ...  1129.4     1189.6      EC
61      EC2512  20250917    1664  ...  1665.3     1710.7      EC
62      EC2602  20250917    1588  ...  1572.8     1583.1      EC
63      EC2604  20250917  1283.7  ...  1278.3     1283.3      EC
64      EC2606  20250917    1460  ...  1460.7       1459      EC
65      EC2608  20250917    1620  ...  1618.6       1622      EC
68  SC_TAS2510  20250917          ...                     SC_TAS
69  SC_TAS2511  20250917          ...                     SC_TAS
70  SC_TAS2512  20250917          ...                     SC_TAS
71  SC_TAS2601  20250917          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-17 18:26:51,310 - future_1d - INFO - ak.get_ine_daily('2025-09-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20250917  53500.0  ...  53465.0     54925.0       PS
1   PS2511  20250917  53665.0  ...  53465.0     54630.0       PS
2   PS2512  20250917  56005.0  ...  56115.0     57220.0       PS
3   PS2601  20250917  56175.0  ...  56020.0     57135.0       PS
4   PS2602  20250917  56165.0  ...  56125.0     57140.0       PS
5   PS2603  20250917  56375.0  ...  56150.0     57205.0       PS
6   PS2604  20250917  56480.0  ...  56195.0     57330.0       PS
7   PS2605  20250917  56580.0  ...  56225.0     57310.0       PS
8   PS2606  20250917  58370.0  ...  58570.0     59625.0       PS
9   PS2607  20250917  58765.0  ...  58665.0     59850.0       PS
10  PS2608  20250917  58890.0  ...  58725.0     59695.0       PS
11  PS2609  20250917  58875.0  ...  58695.0     59740.0       PS
13  SI2510  20250917   8870.0  ...   8910.0      8950.0       SI
14  SI2511  20250917   8895.0  ...   8925.0      8970.0       SI
15  SI2512  20250917   9240.0  ...   9305.0      9360.0       SI
16  SI2601  20250917   9250.0  ...   9305.0      9350.0       SI
17  SI2602  20250917   9265.0  ...   9320.0      9385.0       SI
18  SI2603  20250917   9320.0  ...   9340.0      9355.0       SI
19  SI2604  20250917   9310.0  ...   9325.0      9360.0       SI
20  SI2605  20250917   9305.0  ...   9350.0      9370.0       SI
21  SI2606  20250917   9320.0  ...   9335.0      9350.0       SI
22  SI2607  20250917   9345.0  ...   9355.0      9355.0       SI
23  SI2608  20250917   9355.0  ...   9360.0      9380.0       SI
24  SI2609  20250917   9305.0  ...   9370.0      9345.0       SI
27  LC2510  20250917  73360.0  ...  73280.0     73500.0       LC
28  LC2511  20250917  73160.0  ...  73420.0     73620.0       LC
29  LC2512  20250917  73260.0  ...  73560.0     73920.0       LC
30  LC2601  20250917  73200.0  ...  73560.0     73800.0       LC
31  LC2602  20250917  72920.0  ...  73440.0     73720.0       LC
32  LC2603  20250917  73200.0  ...  73480.0     73660.0       LC
33  LC2604  20250917  73680.0  ...  74080.0     74280.0       LC
34  LC2605  20250917  73820.0  ...  74120.0     74240.0       LC
35  LC2606  20250917  73500.0  ...  73860.0     74280.0       LC
36  LC2607  20250917  73580.0  ...  73760.0     73980.0       LC
37  LC2608  20250917  73520.0  ...  73620.0     73740.0       LC
38  LC2609  20250917  73560.0  ...  73780.0     73900.0       LC

[36 rows x 12 columns]
2025-09-17 18:26:51,448 - future_1d - INFO - ak.get_gfex_daily('2025-09-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250917   8432.0   8438.0  ...    34748.31   8408.0      8421.0       AP
1    AP511  20250917   8221.0   8248.0  ...     4909.52   8196.0      8201.0       AP
2    AP512  20250917   8174.0   8238.0  ...      850.24   8175.0      8205.0       AP
3    AP601  20250917   8277.0   8308.0  ...   390355.14   8252.0      8271.0       AP
4    AP603  20250917   8107.0   8174.0  ...      497.22   8151.0      8161.0       AP
5    AP604  20250917   8137.0   8175.0  ...       73.29   8144.0      8167.0       AP
6    AP605  20250917   8269.0   8269.0  ...     2642.45   8206.0      8225.0       AP
7    CF511  20250917  13775.0  13835.0  ...   287116.09  13780.0     13755.0       CF
8    CF601  20250917  13925.0  13970.0  ...  1475769.50  13915.0     13900.0       CF
9    CF603  20250917  13880.0  13925.0  ...     1852.98  13880.0     13870.0       CF
10   CF605  20250917  13880.0  13925.0  ...   109540.96  13875.0     13860.0       CF
11   CF607  20250917  13905.0  13945.0  ...      820.13  13900.0     13895.0       CF
12   CF609  20250917  14015.0  14045.0  ...       56.08  14020.0     14035.0       CF
13   CJ512  20250917  10820.0  10825.0  ...     1439.07  10780.0     10790.0       CJ
14   CJ601  20250917  10830.0  10865.0  ...   429300.62  10800.0     10830.0       CJ
15   CJ603  20250917  10860.0  10885.0  ...     6084.97  10820.0     10860.0       CJ
16   CJ605  20250917  10950.0  10980.0  ...    86868.32  10915.0     10960.0       CJ
17   CJ607  20250917  11090.0  11110.0  ...     1976.22  11040.0     11105.0       CJ
18   CJ609  20250917  11185.0  11230.0  ...      173.56  11195.0     11250.0       CJ
19   CY510  20250917      0.0      0.0  ...        0.00  19705.0     19705.0       CY
20   CY511  20250917  19975.0  20090.0  ...   124022.70  19975.0     19965.0       CY
21   CY512  20250917  19870.0  19870.0  ...       29.58  19720.0     19405.0       CY
22   CY601  20250917  19970.0  20070.0  ...     3125.50  19970.0     19985.0       CY
23   CY602  20250917      0.0      0.0  ...        0.00  20090.0     20090.0       CY
24   CY603  20250917      0.0      0.0  ...        0.00  20170.0     20145.0       CY
25   CY604  20250917      0.0      0.0  ...        0.00  20030.0     20030.0       CY
26   CY605  20250917      0.0      0.0  ...        0.00  20135.0     20170.0       CY
27   CY606  20250917      0.0      0.0  ...        0.00  20010.0     20010.0       CY
28   CY607  20250917      0.0      0.0  ...        0.00  20300.0     20300.0       CY
29   CY608  20250917      0.0      0.0  ...        0.00  20100.0     20100.0       CY
30   CY609  20250917      0.0      0.0  ...        0.00  20365.0     20540.0       CY
31   FG510  20250917   1122.0   1122.0  ...    18051.74   1109.0      1109.0       FG
32   FG511  20250917   1129.0   1129.0  ...   166395.32   1112.0      1117.0       FG
33   FG512  20250917   1238.0   1243.0  ...    85782.82   1233.0      1234.0       FG
34   FG601  20250917   1240.0   1247.0  ...  4079998.75   1235.0      1236.0       FG
35   FG602  20250917   1289.0   1296.0  ...    32841.02   1283.0      1285.0       FG
36   FG603  20250917   1291.0   1299.0  ...     1998.09   1287.0      1290.0       FG
37   FG604  20250917   1340.0   1349.0  ...      487.80   1340.0      1337.0       FG
38   FG605  20250917   1341.0   1350.0  ...    98671.67   1339.0      1336.0       FG
39   FG606  20250917   1369.0   1377.0  ...      866.46   1367.0      1367.0       FG
40   FG607  20250917   1349.0   1370.0  ...     1044.87   1361.0      1361.0       FG
41   FG608  20250917   1378.0   1398.0  ...      901.70   1387.0      1385.0       FG
42   FG609  20250917   1383.0   1400.0  ...     3513.61   1391.0      1382.0       FG
43   JR511  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20250917      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20250917      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20250917   2291.0   2296.0  ...     6128.50   2290.0      2298.0       MA
52   MA511  20250917   2316.0   2323.0  ...   104198.39   2315.0      2331.0       MA
53   MA512  20250917   2360.0   2364.0  ...    60887.65   2356.0      2376.0       MA
54   MA601  20250917   2380.0   2388.0  ...   921989.45   2380.0      2394.0       MA
55   MA602  20250917   2404.0   2409.0  ...    28280.29   2401.0      2414.0       MA
56   MA603  20250917   2416.0   2422.0  ...      398.59   2416.0      2428.0       MA
57   MA604  20250917   2421.0   2421.0  ...       24.16   2416.0      2433.0       MA
58   MA605  20250917   2402.0   2408.0  ...    58891.91   2401.0      2412.0       MA
59   MA606  20250917   2414.0   2414.0  ...        9.63   2407.0      2422.0       MA
60   MA607  20250917   2394.0   2394.0  ...       40.62   2389.0      2399.0       MA
61   MA608  20250917   2382.0   2383.0  ...       14.30   2383.0      2394.0       MA
62   MA609  20250917   2375.0   2379.0  ...     1409.08   2372.0      2382.0       MA
63   OI511  20250917  10239.0  10288.0  ...   552062.28  10217.0     10154.0       OI
64   OI601  20250917  10065.0  10116.0  ...  3364787.16  10055.0      9981.0       OI
65   OI603  20250917   9833.0   9867.0  ...     5390.68   9801.0      9733.0       OI
66   OI605  20250917   9600.0   9640.0  ...   233253.68   9572.0      9516.0       OI
67   OI607  20250917   9587.0   9587.0  ...      866.09   9517.0      9468.0       OI
68   OI609  20250917   9558.0   9558.0  ...      910.18   9481.0      9446.0       OI
69   PF510  20250917   6372.0   6414.0  ...    11027.64   6392.0      6378.0       PF
70   PF511  20250917   6376.0   6408.0  ...   524899.72   6382.0      6380.0       PF
71   PF512  20250917   6358.0   6386.0  ...   265943.18   6362.0      6364.0       PF
72   PF601  20250917   6408.0   6424.0  ...    22281.42   6408.0      6400.0       PF
73   PF602  20250917   6404.0   6432.0  ...    57719.21   6410.0      6406.0       PF
74   PF603  20250917   6402.0   6420.0  ...        6.41   6412.0      6420.0       PF
75   PF604  20250917   6438.0   6438.0  ...        3.22   6438.0      6454.0       PF
76   PF605  20250917   6474.0   6474.0  ...        6.47   6470.0      6458.0       PF
77   PF606  20250917   6480.0   6480.0  ...        3.24   6480.0      6480.0       PF
78   PF607  20250917      0.0      0.0  ...        0.00   6504.0      6502.0       PF
79   PF608  20250917      0.0      0.0  ...        0.00   6524.0      6504.0       PF
80   PF609  20250917      0.0      0.0  ...        0.00   6580.0      6580.0       PF
81   PK510  20250917   7808.0   7846.0  ...     8829.25   7818.0      7800.0       PK
82   PK511  20250917   7788.0   7850.0  ...   392386.77   7810.0      7766.0       PK
83   PK512  20250917   7810.0   7858.0  ...   132621.55   7824.0      7798.0       PK
84   PK601  20250917   7820.0   7850.0  ...    33933.10   7830.0      7820.0       PK
85   PK603  20250917   7846.0   7868.0  ...       94.19   7850.0      7844.0       PK
86   PK604  20250917   7864.0   7868.0  ...       47.17   7862.0      7862.0       PK
87   PK605  20250917   7870.0   7880.0  ...     3525.34   7870.0      7864.0       PK
88   PL601  20250917   6453.0   6464.0  ...    57202.98   6449.0      6458.0       PL
89   PL602  20250917   6485.0   6490.0  ...     2228.13   6477.0      6482.0       PL
90   PL603  20250917      0.0      0.0  ...        0.00   6499.0      6498.0       PL
91   PL604  20250917      0.0      0.0  ...        0.00   6477.0      6477.0       PL
92   PL605  20250917      0.0      0.0  ...        0.00   6428.0      6428.0       PL
93   PL606  20250917      0.0      0.0  ...        0.00   6424.0      6424.0       PL
94   PL607  20250917   6439.0   6439.0  ...       12.88   6439.0      6419.0       PL
95   PL608  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
96   PL609  20250917      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM511  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20250917      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20250917   5868.0   5880.0  ...     2077.49   5870.0      5866.0       PR
104  PR511  20250917   5854.0   5870.0  ...   321619.98   5856.0      5860.0       PR
105  PR512  20250917   5852.0   5874.0  ...   314268.80   5858.0      5866.0       PR
106  PR601  20250917   5870.0   5872.0  ...   152845.03   5856.0      5860.0       PR
107  PR602  20250917   5884.0   5900.0  ...      211.91   5886.0      5896.0       PR
108  PR603  20250917   5896.0   5928.0  ...       79.73   5906.0      5908.0       PR
109  PR604  20250917   5920.0   5940.0  ...       17.79   5930.0      5896.0       PR
110  PR605  20250917   5912.0   5930.0  ...       26.66   5924.0      5904.0       PR
111  PR606  20250917      0.0      0.0  ...        0.00   5936.0      5936.0       PR
112  PR607  20250917      0.0      0.0  ...        0.00   5962.0      5944.0       PR
113  PR608  20250917      0.0      0.0  ...        0.00   5966.0      5946.0       PR
114  PR609  20250917      0.0      0.0  ...        0.00   5932.0      5924.0       PR
115  PX510  20250917   6828.0   6828.0  ...     3758.07   6796.0      6804.0       PX
116  PX511  20250917   6790.0   6810.0  ...   533359.78   6782.0      6788.0       PX
117  PX512  20250917   6762.0   6784.0  ...   221700.49   6760.0      6758.0       PX
118  PX601  20250917   6740.0   6758.0  ...   213288.97   6732.0      6734.0       PX
119  PX602  20250917   6744.0   6752.0  ...   121861.52   6722.0      6728.0       PX
120  PX603  20250917      0.0      0.0  ...        0.00   6742.0      6742.0       PX
121  PX604  20250917      0.0      0.0  ...        0.00   6742.0      6760.0       PX
122  PX605  20250917   6732.0   6738.0  ...      252.30   6728.0      6714.0       PX
123  PX606  20250917      0.0      0.0  ...        0.00   6718.0      6698.0       PX
124  PX607  20250917   6736.0   6736.0  ...      134.72   6736.0      6736.0       PX
125  PX608  20250917      0.0      0.0  ...        0.00   6748.0      6748.0       PX
126  PX609  20250917   6750.0   6750.0  ...        3.38   6750.0      6722.0       PX
127  RI511  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20250917      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20250917   2535.0   2540.0  ...    38101.89   2499.0      2531.0       RM
134  RM601  20250917   2523.0   2528.0  ...   980972.69   2485.0      2517.0       RM
135  RM603  20250917   2422.0   2427.0  ...    14028.55   2392.0      2423.0       RM
136  RM605  20250917   2401.0   2404.0  ...   178362.44   2377.0      2400.0       RM
137  RM607  20250917   2385.0   2402.0  ...    22318.75   2375.0      2385.0       RM
138  RM608  20250917   2484.0   2490.0  ...     2810.84   2472.0      2484.0       RM
139  RM609  20250917   2473.0   2490.0  ...     7954.28   2466.0      2471.0       RM
140  RS511  20250917   5348.0   5348.0  ...       42.36   5295.0      5306.0       RS
141  RS607  20250917   5540.0   5556.0  ...       33.29   5548.0      5555.0       RS
142  RS608  20250917   5589.0   5620.0  ...      116.76   5560.0      5556.0       RS
143  RS609  20250917      0.0      0.0  ...        0.00   5555.0      5555.0       RS
144  SA510  20250917   1250.0   1255.0  ...    11411.73   1246.0      1244.0       SA
145  SA511  20250917   1264.0   1267.0  ...   387360.97   1258.0      1258.0       SA
146  SA512  20250917   1331.0   1332.0  ...   204076.82   1321.0      1324.0       SA
147  SA601  20250917   1344.0   1346.0  ...  2897113.14   1333.0      1337.0       SA
148  SA602  20250917   1375.0   1375.0  ...   135893.89   1362.0      1366.0       SA
149  SA603  20250917   1374.0   1376.0  ...     2380.34   1370.0      1369.0       SA
150  SA604  20250917   1417.0   1417.0  ...      902.89   1411.0      1409.0       SA
151  SA605  20250917   1423.0   1425.0  ...    79356.52   1415.0      1415.0       SA
152  SA606  20250917   1431.0   1431.0  ...      863.82   1425.0      1418.0       SA
153  SA607  20250917   1433.0   1433.0  ...     2876.19   1424.0      1420.0       SA
154  SA608  20250917   1448.0   1450.0  ...     2051.39   1443.0      1426.0       SA
155  SA609  20250917   1452.0   1456.0  ...     4124.44   1448.0      1443.0       SA
156  SF510  20250917   5516.0   5588.0  ...     8613.21   5544.0      5572.0       SF
157  SF511  20250917   5696.0   5776.0  ...   474200.97   5726.0      5752.0       SF
158  SF512  20250917   5664.0   5748.0  ...   115486.14   5700.0      5724.0       SF
159  SF601  20250917   5664.0   5746.0  ...   168921.50   5704.0      5716.0       SF
160  SF602  20250917   5634.0   5706.0  ...    34455.30   5666.0      5670.0       SF
161  SF603  20250917   5798.0   5862.0  ...        8.76   5842.0      5856.0       SF
162  SF604  20250917   5854.0   5860.0  ...        8.78   5856.0      5850.0       SF
163  SF605  20250917   5790.0   5854.0  ...     1690.67   5810.0      5824.0       SF
164  SF606  20250917   5750.0   5804.0  ...       48.93   5758.0      5784.0       SF
165  SF607  20250917   5912.0   5966.0  ...       68.40   5948.0      5940.0       SF
166  SF608  20250917   5900.0   5938.0  ...       20.66   5902.0      5894.0       SF
167  SF609  20250917   5878.0   5920.0  ...       26.48   5884.0      5896.0       SF
168  SH510  20250917   2496.0   2530.0  ...    27952.07   2511.0      2506.0       SH
169  SH511  20250917   2524.0   2559.0  ...   551909.54   2538.0      2535.0       SH
170  SH512  20250917   2579.0   2607.0  ...   227232.51   2589.0      2584.0       SH
171  SH601  20250917   2578.0   2610.0  ...  2403637.91   2593.0      2592.0       SH
172  SH602  20250917   2606.0   2629.0  ...    46403.92   2612.0      2614.0       SH
173  SH603  20250917   2625.0   2646.0  ...     3236.56   2631.0      2637.0       SH
174  SH604  20250917   2667.0   2689.0  ...      320.57   2671.0      2680.0       SH
175  SH605  20250917   2670.0   2696.0  ...    11285.68   2683.0      2689.0       SH
176  SH606  20250917   2692.0   2703.0  ...       16.19   2698.0      2707.0       SH
177  SH607  20250917   2681.0   2697.0  ...       72.62   2690.0      2699.0       SH
178  SH608  20250917   2690.0   2694.0  ...       56.48   2689.0      2702.0       SH
179  SH609  20250917   2692.0   2714.0  ...      275.69   2703.0      2701.0       SH
180  SM510  20250917   5822.0   5884.0  ...     6218.22   5848.0      5850.0       SM
181  SM511  20250917   5924.0   5968.0  ...   316808.80   5936.0      5940.0       SM
182  SM512  20250917   5926.0   5976.0  ...    80580.76   5940.0      5948.0       SM
183  SM601  20250917   5942.0   5992.0  ...   504040.77   5956.0      5962.0       SM
184  SM602  20250917   5948.0   5996.0  ...   211007.94   5964.0      5960.0       SM
185  SM603  20250917   5958.0   6004.0  ...       35.87   5978.0      5970.0       SM
186  SM604  20250917   5986.0   5986.0  ...        5.99   5986.0      5990.0       SM
187  SM605  20250917   5980.0   6028.0  ...     7442.32   5984.0      6000.0       SM
188  SM606  20250917   6006.0   6006.0  ...        3.00   6006.0      5986.0       SM
189  SM607  20250917   5972.0   6038.0  ...        6.01   6006.0      6012.0       SM
190  SM608  20250917      0.0      0.0  ...        0.00   6040.0      6030.0       SM
191  SM609  20250917   5986.0   6058.0  ...      307.48   6030.0      6010.0       SM
192  SR511  20250917   5551.0   5551.0  ...   107951.54   5537.0      5549.0       SR
193  SR601  20250917   5546.0   5552.0  ...   883331.28   5538.0      5555.0       SR
194  SR603  20250917   5535.0   5538.0  ...     1855.88   5523.0      5543.0       SR
195  SR605  20250917   5525.0   5526.0  ...    64482.27   5514.0      5532.0       SR
196  SR607  20250917   5521.0   5525.0  ...     2244.01   5514.0      5530.0       SR
197  SR609  20250917   5530.0   5535.0  ...     1242.98   5524.0      5543.0       SR
198  TA510  20250917   4676.0   4686.0  ...    28187.67   4670.0      4662.0       TA
199  TA511  20250917   4680.0   4700.0  ...   266796.06   4682.0      4676.0       TA
200  TA512  20250917   4694.0   4710.0  ...   120458.33   4694.0      4692.0       TA
201  TA601  20250917   4704.0   4716.0  ...  1425656.89   4698.0      4692.0       TA
202  TA602  20250917   4708.0   4726.0  ...    19345.21   4710.0      4704.0       TA
203  TA603  20250917   4718.0   4724.0  ...      176.78   4714.0      4714.0       TA
204  TA604  20250917   4718.0   4732.0  ...        9.44   4720.0      4718.0       TA
205  TA605  20250917   4748.0   4752.0  ...    40164.93   4740.0      4732.0       TA
206  TA606  20250917      0.0      0.0  ...        0.00   4752.0      4750.0       TA
207  TA607  20250917      0.0      0.0  ...        0.00   4762.0      4760.0       TA
208  TA608  20250917      0.0      0.0  ...        0.00   4770.0      4770.0       TA
209  TA609  20250917   4772.0   4786.0  ...       26.26   4776.0      4778.0       TA
210  UR510  20250917   1597.0   1599.0  ...     2590.23   1593.0      1597.0       UR
211  UR511  20250917   1662.0   1671.0  ...    32532.03   1665.0      1672.0       UR
212  UR512  20250917   1677.0   1681.0  ...     7973.81   1675.0      1683.0       UR
213  UR601  20250917   1685.0   1687.0  ...   311810.74   1681.0      1691.0       UR
214  UR602  20250917   1681.0   1691.0  ...      586.28   1685.0      1695.0       UR
215  UR603  20250917   1729.0   1737.0  ...      121.25   1732.0      1737.0       UR
216  UR604  20250917   1738.0   1738.0  ...        6.95   1738.0      1736.0       UR
217  UR605  20250917   1740.0   1740.0  ...    12279.83   1734.0      1740.0       UR
218  UR606  20250917   1729.0   1737.0  ...       48.54   1734.0      1738.0       UR
219  UR607  20250917   1757.0   1766.0  ...       66.92   1761.0      1768.0       UR
220  UR608  20250917   1754.0   1761.0  ...       10.55   1758.0      1764.0       UR
221  UR609  20250917   1753.0   1758.0  ...       84.24   1755.0      1759.0       UR
222  WH511  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20250917      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250917      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-17 18:26:51,726 - future_1d - INFO - ak.get_czce_daily('2025-09-17') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20250917  ...   80720      81090      CU
1        1      CU2511  20250917  ...   80750      81090      CU
2        2      CU2512  20250917  ...   80730      81090      CU
3        3      CU2601  20250917  ...   80730      81150      CU
4        4      CU2602  20250917  ...   80720      81190      CU
5        5      CU2603  20250917  ...   80730      81130      CU
6        6      CU2604  20250917  ...   80700      81120      CU
7        7      CU2605  20250917  ...   80830      80980      CU
8        8      CU2606  20250917  ...   80700      81080      CU
9        9      CU2607  20250917  ...   80680      81060      CU
10      10      CU2608  20250917  ...   80600      81100      CU
11      11      CU2609  20250917  ...   80650      81100      CU
12      12      BC2510  20250917  ...   71650      72020      BC
13      13      BC2511  20250917  ...   71640      72070      BC
14      14      BC2512  20250917  ...   71670      72120      BC
15      15      BC2601  20250917  ...   72000      72000      BC
16      16      BC2602  20250917  ...   71650      71650      BC
17      17      BC2603  20250917  ...   71950      71950      BC
18      18      BC2604  20250917  ...   71550      71550      BC
19      19      BC2605  20250917  ...   71550      71550      BC
20      20      BC2606  20250917  ...   71500      71500      BC
21      21      BC2607  20250917  ...   71560      71560      BC
22      22      BC2608  20250917  ...   71550      71550      BC
23      23      BC2609  20250917  ...   71550      71550      BC
24      24      AL2510  20250917  ...   20965      20990      AL
25      25      AL2511  20250917  ...   20980      21010      AL
26      26      AL2512  20250917  ...   20965      20985      AL
27      27      AL2601  20250917  ...   20940      20960      AL
28      28      AL2602  20250917  ...   20930      20965      AL
29      29      AL2603  20250917  ...   20935      20990      AL
30      30      AL2604  20250917  ...   20955      21015      AL
31      31      AL2605  20250917  ...   20965      21040      AL
32      32      AL2606  20250917  ...   20960      21005      AL
33      33      AL2607  20250917  ...   20950      21035      AL
34      34      AL2608  20250917  ...   20960      20965      AL
35      35      AL2609  20250917  ...   21010      20985      AL
36      36      ZN2510  20250917  ...   22280      22300      ZN
37      37      ZN2511  20250917  ...   22285      22315      ZN
38      38      ZN2512  20250917  ...   22300      22330      ZN
39      39      ZN2601  20250917  ...   22330      22360      ZN
40      40      ZN2602  20250917  ...   22370      22370      ZN
41      41      ZN2603  20250917  ...   22360      22370      ZN
42      42      ZN2604  20250917  ...   22410      22420      ZN
43      43      ZN2605  20250917  ...   22410      22430      ZN
44      44      ZN2606  20250917  ...   22445      22490      ZN
45      45      ZN2607  20250917  ...   22465      22460      ZN
46      46      ZN2608  20250917  ...   22460      22480      ZN
47      47      ZN2609  20250917  ...   22475      22450      ZN
48      48      PB2510  20250917  ...   17080      17080      PB
49      49      PB2511  20250917  ...   17095      17100      PB
50      50      PB2512  20250917  ...   17105      17105      PB
51      51      PB2601  20250917  ...   17115      17115      PB
52      52      PB2602  20250917  ...   17125      17120      PB
53      53      PB2603  20250917  ...   17190      17130      PB
54      54      PB2604  20250917  ...   17195      17205      PB
55      55      PB2605  20250917  ...   17170      17170      PB
56      56      PB2606  20250917  ...   17145      17105      PB
57      57      PB2607  20250917  ...   17150      17155      PB
58      58      PB2608  20250917  ...   17220      17165      PB
59      59      PB2609  20250917  ...   17220      17165      PB
60      60      NI2510  20250917  ...  122030     122790      NI
61      61      NI2511  20250917  ...  122160     122930      NI
62      62      NI2512  20250917  ...  122290     123120      NI
63      63      NI2601  20250917  ...  122520     123300      NI
64      64      NI2602  20250917  ...  122720     123650      NI
65      65      NI2603  20250917  ...  122830     123590      NI
66      66      NI2604  20250917  ...  122970     123800      NI
67      67      NI2605  20250917  ...  123320     124130      NI
68      68      NI2606  20250917  ...  123320     124360      NI
69      69      NI2607  20250917  ...  123610     124590      NI
70      70      NI2608  20250917  ...  124070     125030      NI
71      71      NI2609  20250917  ...  124300     124490      NI
72      72      SN2510  20250917  ...  273090     272740      SN
73      73      SN2511  20250917  ...  273310     273020      SN
74      74      SN2512  20250917  ...  273260     273040      SN
75      75      SN2601  20250917  ...  272970     273310      SN
76      76      SN2602  20250917  ...  273360     273130      SN
77      77      SN2603  20250917  ...  272790     273430      SN
78      78      SN2604  20250917  ...  274190     273380      SN
79      79      SN2605  20250917  ...  273160     273620      SN
80      80      SN2606  20250917  ...  272960     274060      SN
81      81      SN2607  20250917  ...  273500     275180      SN
82      82      SN2608  20250917  ...  273820     275620      SN
83      83      SN2609  20250917  ...  274140     275630      SN
84      84      AO2510  20250917  ...    2917       2957      AO
85      85      AO2511  20250917  ...    2920       2964      AO
86      86      AO2512  20250917  ...    2934       2979      AO
87      87      AO2601  20250917  ...    2941       2989      AO
88      88      AO2602  20250917  ...    2947       2996      AO
89      89      AO2603  20250917  ...    3018       3052      AO
90      90      AO2604  20250917  ...    3022       3063      AO
91      91      AO2605  20250917  ...    3027       3066      AO
92      92      AO2606  20250917  ...    3035       3077      AO
93      93      AO2607  20250917  ...    3050       3084      AO
94      94      AO2608  20250917  ...    3051       3091      AO
95      95      AO2609  20250917  ...    3069       3107      AO
96      96      AD2511  20250917  ...   20480      20505      AD
97      97      AD2512  20250917  ...   20515      20525      AD
98      98      AD2601  20250917  ...   20540      20550      AD
99      99      AD2602  20250917  ...   20540      20540      AD
100    100      AD2603  20250917  ...   20500      20500      AD
101    101      AD2604  20250917  ...   20485      20485      AD
102    102      AD2605  20250917  ...   20520      20520      AD
103    103      AD2606  20250917  ...   20455      20455      AD
104    104      AD2607  20250917  ...   20510      20510      AD
105    105      AD2608  20250917  ...   20515      20515      AD
106    106      AD2609  20250917  ...   20515      20515      AD
107    107      AU2510  20250917  ...     839     838.12      AU
108    108      AU2511  20250917  ...   839.9      839.4      AU
109    109      AU2512  20250917  ...   841.3     840.76      AU
110    110      AU2602  20250917  ...   843.8      843.2      AU
111    111      AU2604  20250917  ...  846.48     845.18      AU
112    112      AU2606  20250917  ...  848.26     847.54      AU
113    113      AU2608  20250917  ...  850.82     850.08      AU
114    114      AU2610  20250917  ...  853.12     852.26      AU
115    115      AG2510  20250917  ...   10014      10084      AG
116    116      AG2511  20250917  ...   10025      10095      AG
117    117      AG2512  20250917  ...   10030      10111      AG
118    118      AG2601  20250917  ...   10048      10121      AG
119    119      AG2602  20250917  ...   10059      10131      AG
120    120      AG2603  20250917  ...   10069      10146      AG
121    121      AG2604  20250917  ...   10087      10143      AG
122    122      AG2605  20250917  ...   10088      10175      AG
123    123      AG2606  20250917  ...   10098      10188      AG
124    124      AG2607  20250917  ...   10116      10204      AG
125    125      AG2608  20250917  ...   10136      10214      AG
126    126      AG2609  20250917  ...   10132      10233      AG
127    127      RB2510  20250917  ...    3061       3070      RB
128    128      RB2511  20250917  ...    3080       3089      RB
129    129      RB2512  20250917  ...    3133       3134      RB
130    130      RB2601  20250917  ...    3155       3166      RB
131    131      RB2602  20250917  ...    3157       3176      RB
132    132      RB2603  20250917  ...    3180       3193      RB
133    133      RB2604  20250917  ...    3206       3221      RB
134    134      RB2605  20250917  ...    3226       3234      RB
135    135      RB2606  20250917  ...    3241       3248      RB
136    136      RB2607  20250917  ...    3258       3263      RB
137    137      RB2608  20250917  ...    3258       3269      RB
138    138      RB2609  20250917  ...    3270       3277      RB
139    139      WR2510  20250917  ...    3288       3306      WR
140    140      WR2511  20250917  ...    3302       3302      WR
141    141      WR2512  20250917  ...    3324       3324      WR
142    142      WR2601  20250917  ...    3349       3357      WR
143    143      WR2602  20250917  ...    3358       3358      WR
144    144      WR2603  20250917  ...    3395       3395      WR
145    145      WR2604  20250917  ...    3389       3389      WR
146    146      WR2605  20250917  ...    3414       3414      WR
147    147      WR2606  20250917  ...    3372       3372      WR
148    148      WR2607  20250917  ...    3390       3390      WR
149    149      WR2608  20250917  ...    3399       3399      WR
150    150      WR2609  20250917  ...    3558       3581      WR
151    151      HC2510  20250917  ...    3413       3431      HC
152    152      HC2511  20250917  ...    3401       3420      HC
153    153      HC2512  20250917  ...    3391       3409      HC
154    154      HC2601  20250917  ...    3384       3403      HC
155    155      HC2602  20250917  ...    3390       3407      HC
156    156      HC2603  20250917  ...    3385       3405      HC
157    157      HC2604  20250917  ...    3388       3407      HC
158    158      HC2605  20250917  ...    3395       3410      HC
159    159      HC2606  20250917  ...    3394       3414      HC
160    160      HC2607  20250917  ...    3407       3420      HC
161    161      HC2608  20250917  ...    3410       3423      HC
162    162      HC2609  20250917  ...    3412       3419      HC
163    163      SS2510  20250917  ...   12825      12955      SS
164    164      SS2511  20250917  ...   12935      13055      SS
165    165      SS2512  20250917  ...   12980      13090      SS
166    166      SS2601  20250917  ...   13055      13155      SS
167    167      SS2602  20250917  ...   13115      13220      SS
168    168      SS2603  20250917  ...   13165      13250      SS
169    169      SS2604  20250917  ...   13245      13325      SS
170    170      SS2605  20250917  ...   13320      13410      SS
171    171      SS2606  20250917  ...   13350      13435      SS
172    172      SS2607  20250917  ...   13405      13450      SS
173    173      SS2608  20250917  ...   13445      13575      SS
174    174      SS2609  20250917  ...   13515      13605      SS
175    175      SC2510  20250917  ...   498.4      492.1      SC
176    176      SC2511  20250917  ...   499.8      493.5      SC
177    177      SC2512  20250917  ...   496.8      491.1      SC
178    178      SC2601  20250917  ...   494.7      490.1      SC
179    179      SC2602  20250917  ...   492.1        488      SC
180    180      SC2603  20250917  ...   491.8      487.7      SC
181    181      SC2604  20250917  ...   490.3      486.4      SC
182    182      SC2605  20250917  ...   490.5      486.3      SC
183    183      SC2606  20250917  ...   489.4      485.6      SC
184    184      SC2607  20250917  ...   488.3      485.7      SC
185    185      SC2608  20250917  ...   487.5      484.2      SC
186    186      SC2609  20250917  ...     484      481.9      SC
187    187      SC2612  20250917  ...     481      479.8      SC
188    188      SC2703  20250917  ...   475.1      474.6      SC
189    189      SC2706  20250917  ...   476.8      474.7      SC
190    190      SC2709  20250917  ...   473.2      473.2      SC
191    191      SC2712  20250917  ...   473.7      472.1      SC
192    192      SC2803  20250917  ...   473.6      473.6      SC
193    193      SC2806  20250917  ...     473      471.1      SC
194    194      SC2809  20250917  ...     469        469      SC
195    195      LU2510  20250917  ...    3422       3370      LU
196    196      LU2511  20250917  ...    3447       3396      LU
197    197      LU2512  20250917  ...    3429       3377      LU
198    198      LU2601  20250917  ...    3421       3369      LU
199    199      LU2602  20250917  ...    3410       3354      LU
200    200      LU2603  20250917  ...    3387       3350      LU
201    201      LU2604  20250917  ...    3389       3349      LU
202    202      LU2605  20250917  ...    3388       3341      LU
203    203      LU2606  20250917  ...    3399       3348      LU
204    204      LU2607  20250917  ...    3379       3342      LU
205    205      LU2608  20250917  ...    3378       3343      LU
206    206      LU2609  20250917  ...    3360       3336      LU
207    207      FU2510  20250917  ...    2857       2829      FU
208    208      FU2511  20250917  ...    2863       2830      FU
209    209      FU2512  20250917  ...    2847       2815      FU
210    210      FU2601  20250917  ...    2833       2799      FU
211    211      FU2602  20250917  ...    2812       2781      FU
212    212      FU2603  20250917  ...    2803       2771      FU
213    213      FU2604  20250917  ...    2796       2767      FU
214    214      FU2605  20250917  ...    2785       2751      FU
215    215      FU2606  20250917  ...    2774       2744      FU
216    216      FU2607  20250917  ...    2754       2730      FU
217    217      FU2608  20250917  ...    2746       2723      FU
218    218      FU2609  20250917  ...    2723       2703      FU
219    219      BU2510  20250917  ...    3448       3437      BU
220    220      BU2511  20250917  ...    3439       3425      BU
221    221      BU2512  20250917  ...    3401       3384      BU
222    222      BU2601  20250917  ...    3382       3367      BU
223    223      BU2602  20250917  ...    3380       3366      BU
224    224      BU2603  20250917  ...    3383       3355      BU
225    225      BU2604  20250917  ...    3375       3340      BU
226    226      BU2605  20250917  ...    3374       3359      BU
227    227      BU2606  20250917  ...    3374       3358      BU
228    228      BU2607  20250917  ...    3363       3353      BU
229    229      BU2608  20250917  ...    3367       3350      BU
230    230      BU2609  20250917  ...    3357       3345      BU
231    231      BU2612  20250917  ...    3321       3308      BU
232    232      BU2703  20250917  ...    3325       3311      BU
233    233      BU2706  20250917  ...    3325       3319      BU
234    234      BU2709  20250917  ...    3314       3308      BU
235    235      BR2510  20250917  ...   11665      11710      BR
236    236      BR2511  20250917  ...   11620      11670      BR
237    237      BR2512  20250917  ...   11620      11660      BR
238    238      BR2601  20250917  ...   11625      11670      BR
239    239      BR2602  20250917  ...   11605      11635      BR
240    240      BR2603  20250917  ...   11640      11680      BR
241    241      BR2604  20250917  ...   11670      11690      BR
242    242      BR2605  20250917  ...   11635      11735      BR
243    243      BR2606  20250917  ...   11775      11775      BR
244    244      BR2607  20250917  ...   11880      11885      BR
245    245      BR2608  20250917  ...   11855      11900      BR
246    246      BR2609  20250917  ...   11780      11770      BR
247    247      RU2510  20250917  ...   15015      15105      RU
248    248      RU2511  20250917  ...   14960      15050      RU
249    249      RU2601  20250917  ...   15900      16000      RU
250    250      RU2603  20250917  ...   15860      15990      RU
251    251      RU2604  20250917  ...   15830      15990      RU
252    252      RU2605  20250917  ...   15885      15985      RU
253    253      RU2606  20250917  ...   15875      16005      RU
254    254      RU2607  20250917  ...   15960      15915      RU
255    255      RU2608  20250917  ...   15965      16055      RU
256    256      RU2609  20250917  ...   15975      16070      RU
257    257      NR2510  20250917  ...   12570      12640      NR
258    258      NR2511  20250917  ...   12595      12690      NR
259    259      NR2512  20250917  ...   12630      12725      NR
260    260      NR2601  20250917  ...   12660      12755      NR
261    261      NR2602  20250917  ...   12650      12785      NR
262    262      NR2603  20250917  ...   12635      12780      NR
263    263      NR2604  20250917  ...   12665      12795      NR
264    264      NR2605  20250917  ...   12670      12825      NR
265    265      NR2606  20250917  ...   12635      12635      NR
266    266      NR2607  20250917  ...   12655      12655      NR
267    267      NR2608  20250917  ...   12685      12685      NR
268    268      NR2609  20250917  ...   12685      12685      NR
269    269      SP2510  20250917  ...    5030       5048      SP
270    270      SP2511  20250917  ...    5054       5074      SP
271    271      SP2512  20250917  ...    5068       5088      SP
272    272      SP2601  20250917  ...    5344       5348      SP
273    273      SP2602  20250917  ...    5328       5334      SP
274    274      SP2603  20250917  ...    5342       5340      SP
275    275      SP2604  20250917  ...    5346       5344      SP
276    276      SP2605  20250917  ...    5356       5354      SP
277    277      SP2606  20250917  ...    5362       5360      SP
278    278      SP2607  20250917  ...    5366       5358      SP
279    279      SP2608  20250917  ...    5372       5358      SP
280    280      SP2609  20250917  ...    5368       5370      SP
281    281      OP2601  20250917  ...    4258       4258      OP
282    282      OP2602  20250917  ...    4256       4256      OP
283    283      OP2603  20250917  ...    4260       4284      OP
284    284      OP2604  20250917  ...    4278       4272      OP
285    285      OP2605  20250917  ...    4280       4286      OP
286    286      OP2606  20250917  ...    4252       4268      OP
287    287      OP2607  20250917  ...    4262       4276      OP
288    288      OP2608  20250917  ...    4272       4292      OP
289    289      OP2609  20250917  ...    4256       4256      OP
290    290      EC2510  20250917  ...  1129.4     1189.6      EC
291    291      EC2512  20250917  ...  1665.3     1710.7      EC
292    292      EC2602  20250917  ...  1572.8     1583.1      EC
293    293      EC2604  20250917  ...  1278.3     1283.3      EC
294    294      EC2606  20250917  ...  1460.7       1459      EC
295    295      EC2608  20250917  ...  1618.6       1622      EC
296    296  SC_TAS2510  20250917  ...                     SC_TAS
297    297  SC_TAS2511  20250917  ...                     SC_TAS
298    298  SC_TAS2512  20250917  ...                     SC_TAS
299    299  SC_TAS2601  20250917  ...                     SC_TAS

[300 rows x 13 columns]
2025-09-17 18:26:51,842 - future_1d - INFO - ak.get_shfe_daily('2025-09-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20250917   3924.00  ...   3914.00     3934.00        A
1     a2601  20250917   3933.00  ...   3919.00     3937.00        A
2     a2603  20250917   3938.00  ...   3924.00     3943.00        A
3     a2605  20250917   3981.00  ...   3964.00     3984.00        A
4     a2607  20250917   3984.00  ...   3970.00     3990.00        A
5     a2609  20250917   3993.00  ...   3976.00     3998.00        A
6     b2510  20250917   3705.00  ...   3689.00     3704.00        B
7     b2511  20250917   3734.00  ...   3705.00     3745.00        B
8     b2512  20250917   3774.00  ...   3748.00     3778.00        B
9     b2601  20250917   3772.00  ...   3741.00     3765.00        B
10    b2602  20250917   3750.00  ...   3725.00     3748.00        B
11    b2603  20250917   3699.00  ...   3682.00     3701.00        B
12    b2604  20250917   3590.00  ...   3577.00     3589.00        B
13    b2605  20250917   3520.00  ...   3508.00     3519.00        B
14    b2606  20250917   3489.00  ...   3482.00     3489.00        B
15    b2607  20250917   3488.00  ...   3484.00     3488.00        B
16    b2608  20250917   3588.00  ...   3582.00     3586.00        B
17    b2609  20250917   3613.00  ...   3591.00     3607.00        B
18   bb2511  20250917    142.35  ...    142.30      142.25       BB
19   bb2601  20250917    146.95  ...    146.95      147.30       BB
20   bb2603  20250917      0.00  ...    146.90      146.90       BB
21   bb2605  20250917      0.00  ...    141.60      141.90       BB
22   bb2607  20250917      0.00  ...    146.40      146.70       BB
23   bb2609  20250917      0.00  ...    146.40      146.70       BB
24   bz2603  20250917   6090.00  ...   6069.00     6078.00       BZ
25   bz2604  20250917   6069.00  ...   6046.00     6069.00       BZ
26   bz2605  20250917      0.00  ...   6072.00     6072.00       BZ
27   bz2606  20250917      0.00  ...   6008.00     6008.00       BZ
28   bz2607  20250917      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250917      0.00  ...   5955.00     5955.00       BZ
30    c2511  20250917   2166.00  ...   2163.00     2169.00        C
31    c2601  20250917   2153.00  ...   2155.00     2158.00        C
32    c2603  20250917   2166.00  ...   2166.00     2173.00        C
33    c2605  20250917   2226.00  ...   2226.00     2231.00        C
34    c2607  20250917   2243.00  ...   2240.00     2246.00        C
35    c2609  20250917   2256.00  ...   2254.00     2262.00        C
36   cs2511  20250917   2442.00  ...   2448.00     2445.00       CS
37   cs2601  20250917   2467.00  ...   2471.00     2475.00       CS
38   cs2603  20250917   2477.00  ...   2479.00     2485.00       CS
39   cs2605  20250917   2564.00  ...   2562.00     2568.00       CS
40   cs2607  20250917   2568.00  ...   2567.00     2575.00       CS
41   cs2609  20250917   2585.00  ...   2585.00     2592.00       CS
42   eb2509  20250917      0.00  ...   6789.00     6789.00       EB
43   eb2510  20250917   7175.00  ...   7159.00     7158.00       EB
44   eb2511  20250917   7197.00  ...   7176.00     7170.00       EB
45   eb2512  20250917   7195.00  ...   7182.00     7175.00       EB
46   eb2601  20250917   7195.00  ...   7200.00     7195.00       EB
47   eb2602  20250917   7219.00  ...   7220.00     7216.00       EB
48   eb2603  20250917   7254.00  ...   7240.00     7237.00       EB
49   eb2604  20250917   7276.00  ...   7273.00     7272.00       EB
50   eb2605  20250917   7295.00  ...   7288.00     7288.00       EB
51   eb2606  20250917      0.00  ...   7297.00     7297.00       EB
52   eb2607  20250917      0.00  ...   7314.00     7314.00       EB
53   eb2608  20250917      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250917      0.00  ...   4338.00     4338.00       EG
55   eg2510  20250917   4309.00  ...   4312.00     4314.00       EG
56   eg2511  20250917   4287.00  ...   4280.00     4291.00       EG
57   eg2512  20250917   4287.00  ...   4273.00     4306.00       EG
58   eg2601  20250917   4283.00  ...   4289.00     4298.00       EG
59   eg2602  20250917   4293.00  ...   4295.00     4308.00       EG
60   eg2603  20250917   4294.00  ...   4298.00     4302.00       EG
61   eg2604  20250917   4343.00  ...   4340.00     4340.00       EG
62   eg2605  20250917   4341.00  ...   4340.00     4349.00       EG
63   eg2606  20250917   4354.00  ...   4348.00     4332.00       EG
64   eg2607  20250917      0.00  ...   4343.00     4343.00       EG
65   eg2608  20250917      0.00  ...   4402.00     4402.00       EG
66   fb2510  20250917   1269.50  ...   1268.50     1269.00       FB
67   fb2511  20250917   1251.50  ...   1251.00     1257.00       FB
68   fb2512  20250917   1262.50  ...   1259.50     1263.50       FB
69   fb2601  20250917   1253.00  ...   1253.50     1255.50       FB
70   fb2602  20250917   1249.50  ...   1248.50     1249.50       FB
71   fb2603  20250917   1249.00  ...   1249.00     1250.50       FB
72   fb2604  20250917      0.00  ...   1252.00     1252.00       FB
73   fb2605  20250917      0.00  ...   1301.50     1301.50       FB
74   fb2606  20250917      0.00  ...   1330.00     1330.00       FB
75   fb2607  20250917      0.00  ...   1302.50     1302.50       FB
76   fb2608  20250917      0.00  ...   1285.00     1285.00       FB
77   fb2609  20250917      0.00  ...   1296.00     1296.00       FB
78    i2510  20250917    821.00  ...    820.00      824.50        I
79    i2511  20250917    818.00  ...    815.50      819.00        I
80    i2512  20250917    812.50  ...    809.50      814.00        I
81    i2601  20250917    804.00  ...    801.00      805.50        I
82    i2602  20250917    800.00  ...    795.50      800.50        I
83    i2603  20250917    794.00  ...    790.00      795.00        I
84    i2604  20250917    790.00  ...    786.50      791.00        I
85    i2605  20250917    783.00  ...    780.00      783.50        I
86    i2606  20250917    777.50  ...    775.00      777.50        I
87    i2607  20250917    773.50  ...    770.50      773.50        I
88    i2608  20250917    769.00  ...    766.00      768.50        I
89    i2609  20250917    763.00  ...    760.50      764.00        I
90    j2510  20250917   1636.50  ...   1628.50     1628.50        J
91    j2511  20250917   1670.00  ...   1655.50     1662.00        J
92    j2512  20250917   1688.00  ...   1691.00     1690.00        J
93    j2601  20250917   1740.00  ...   1728.00     1726.50        J
94    j2602  20250917   1754.00  ...   1754.00     1755.00        J
95    j2603  20250917      0.00  ...   1763.50     1721.50        J
96    j2604  20250917      0.00  ...   1814.00     1814.00        J
97    j2605  20250917   1873.00  ...   1857.00     1868.50        J
98    j2606  20250917      0.00  ...   1887.00     1887.00        J
99    j2607  20250917   1885.00  ...   1885.00     1900.50        J
100   j2608  20250917      0.00  ...   1906.00     1906.00        J
101   j2609  20250917   1898.00  ...   1895.00     1911.50        J
102  jd2509  20250917   3235.00  ...   3226.00     3265.00       JD
103  jd2510  20250917   3080.00  ...   3063.00     3116.00       JD
104  jd2511  20250917   3098.00  ...   3110.00     3132.00       JD
105  jd2512  20250917   3200.00  ...   3208.00     3232.00       JD
106  jd2601  20250917   3370.00  ...   3375.00     3382.00       JD
107  jd2602  20250917   3125.00  ...   3117.00     3121.00       JD
108  jd2603  20250917   3141.00  ...   3130.00     3133.00       JD
109  jd2604  20250917   3330.00  ...   3318.00     3308.00       JD
110  jd2605  20250917   3435.00  ...   3436.00     3422.00       JD
111  jd2606  20250917   3247.00  ...   3245.00     3228.00       JD
112  jd2607  20250917   3490.00  ...   3487.00     3476.00       JD
113  jd2608  20250917   3915.00  ...   3916.00     3905.00       JD
114  jm2510  20250917   1047.00  ...   1043.00     1037.00       JM
115  jm2511  20250917   1108.00  ...   1094.50     1102.50       JM
116  jm2512  20250917   1180.00  ...   1163.50     1170.50       JM
117  jm2601  20250917   1255.00  ...   1229.50     1228.50       JM
118  jm2602  20250917   1270.50  ...   1252.50     1258.50       JM
119  jm2603  20250917   1298.00  ...   1269.50     1280.50       JM
120  jm2604  20250917   1324.00  ...   1288.50     1304.50       JM
121  jm2605  20250917   1340.00  ...   1309.00     1324.00       JM
122  jm2606  20250917   1350.50  ...   1326.00     1339.00       JM
123  jm2607  20250917   1364.50  ...   1331.50     1349.50       JM
124  jm2608  20250917   1377.50  ...   1342.50     1358.50       JM
125  jm2609  20250917   1395.00  ...   1363.50     1371.50       JM
126   l2510  20250917   7176.00  ...   7165.00     7177.00        L
127   l2511  20250917   7209.00  ...   7195.00     7209.00        L
128   l2512  20250917   7239.00  ...   7225.00     7239.00        L
129   l2601  20250917   7252.00  ...   7249.00     7260.00        L
130   l2602  20250917   7244.00  ...   7241.00     7246.00        L
131   l2603  20250917   7259.00  ...   7257.00     7262.00        L
132   l2604  20250917   7294.00  ...   7290.00     7284.00        L
133   l2605  20250917   7285.00  ...   7290.00     7284.00        L
134   l2606  20250917   7282.00  ...   7280.00     7283.00        L
135   l2607  20250917   7301.00  ...   7302.00     7296.00        L
136   l2608  20250917   7309.00  ...   7310.00     7306.00        L
137   l2609  20250917   7315.00  ...   7311.00     7299.00        L
138  lg2509  20250917    770.00  ...    770.00      768.00       LG
139  lg2511  20250917    806.50  ...    808.50      806.50       LG
140  lg2601  20250917    820.50  ...    822.50      820.50       LG
141  lg2603  20250917    826.00  ...    827.00      826.50       LG
142  lg2605  20250917    832.50  ...    831.50      832.50       LG
143  lg2607  20250917    832.00  ...    832.50      833.00       LG
144  lh2509  20250917  12985.00  ...  12985.00    13100.00       LH
145  lh2511  20250917  13110.00  ...  13055.00    13210.00       LH
146  lh2601  20250917  13690.00  ...  13575.00    13725.00       LH
147  lh2603  20250917  13025.00  ...  13005.00    13025.00       LH
148  lh2605  20250917  13600.00  ...  13540.00    13555.00       LH
149  lh2607  20250917  14400.00  ...  14315.00    14240.00       LH
150   m2511  20250917   3009.00  ...   2980.00     3015.00        M
151   m2512  20250917   3058.00  ...   3031.00     3064.00        M
152   m2601  20250917   3042.00  ...   3019.00     3046.00        M
153   m2603  20250917   2980.00  ...   2960.00     2986.00        M
154   m2605  20250917   2804.00  ...   2790.00     2807.00        M
155   m2607  20250917   2783.00  ...   2774.00     2786.00        M
156   m2608  20250917   2911.00  ...   2901.00     2912.00        M
157   m2609  20250917   2915.00  ...   2904.00     2918.00        M
158   p2510  20250917   9402.00  ...   9408.00     9406.00        P
159   p2511  20250917   9466.00  ...   9416.00     9432.00        P
160   p2512  20250917   9506.00  ...   9464.00     9462.00        P
161   p2601  20250917   9534.00  ...   9494.00     9484.00        P
162   p2602  20250917   9498.00  ...   9464.00     9434.00        P
163   p2603  20250917   9466.00  ...   9416.00     9404.00        P
164   p2604  20250917   9400.00  ...   9340.00     9326.00        P
165   p2605  20250917   9290.00  ...   9258.00     9242.00        P
166   p2606  20250917   9198.00  ...   9140.00     9126.00        P
167   p2607  20250917   9090.00  ...   9060.00     9020.00        P
168   p2608  20250917   9028.00  ...   8988.00     8954.00        P
169   p2609  20250917   8930.00  ...   8922.00     8882.00        P
170  pg2509  20250917   3798.00  ...   3752.00     3750.00       PG
171  pg2510  20250917   4477.00  ...   4485.00     4494.00       PG
172  pg2511  20250917   4428.00  ...   4431.00     4440.00       PG
173  pg2512  20250917   4370.00  ...   4372.00     4377.00       PG
174  pg2601  20250917   4303.00  ...   4305.00     4313.00       PG
175  pg2602  20250917   4235.00  ...   4240.00     4242.00       PG
176  pg2603  20250917   4146.00  ...   4148.00     4151.00       PG
177  pg2604  20250917   4449.00  ...   4476.00     4476.00       PG
178  pg2605  20250917   4375.00  ...   4383.00     4385.00       PG
179  pg2606  20250917   4327.00  ...   4327.00     4323.00       PG
180  pg2607  20250917      0.00  ...   4270.00     4270.00       PG
181  pg2608  20250917      0.00  ...   4204.00     4204.00       PG
182  pp2510  20250917   6898.00  ...   6878.00     6887.00       PP
183  pp2511  20250917   6906.00  ...   6916.00     6922.00       PP
184  pp2512  20250917   6952.00  ...   6951.00     6959.00       PP
185  pp2601  20250917   6977.00  ...   6982.00     6992.00       PP
186  pp2602  20250917   6961.00  ...   6958.00     6966.00       PP
187  pp2603  20250917   6969.00  ...   6969.00     6958.00       PP
188  pp2604  20250917   6992.00  ...   6996.00     6979.00       PP
189  pp2605  20250917   7005.00  ...   7013.00     7010.00       PP
190  pp2606  20250917   6983.00  ...   6982.00     6966.00       PP
191  pp2607  20250917   6952.00  ...   6950.00     6945.00       PP
192  pp2608  20250917   6958.00  ...   6958.00     6944.00       PP
193  pp2609  20250917   6977.00  ...   6983.00     6976.00       PP
194  rr2510  20250917   3604.00  ...   3604.00     3594.00       RR
195  rr2511  20250917   3604.00  ...   3605.00     3602.00       RR
196  rr2512  20250917   3601.00  ...   3599.00     3598.00       RR
197  rr2601  20250917   3621.00  ...   3621.00     3617.00       RR
198  rr2602  20250917   3599.00  ...   3599.00     3597.00       RR
199  rr2603  20250917   3608.00  ...   3608.00     3610.00       RR
200  rr2604  20250917   3611.00  ...   3611.00     3607.00       RR
201  rr2605  20250917      0.00  ...   3618.00     3618.00       RR
202  rr2606  20250917      0.00  ...   3597.00     3597.00       RR
203  rr2607  20250917      0.00  ...   3609.00     3609.00       RR
204  rr2608  20250917      0.00  ...   3614.00     3614.00       RR
205  rr2609  20250917      0.00  ...   3614.00     3614.00       RR
206   v2510  20250917   4853.00  ...   4852.00     4849.00        V
207   v2511  20250917   4881.00  ...   4883.00     4882.00        V
208   v2512  20250917   4929.00  ...   4924.00     4921.00        V
209   v2601  20250917   4966.00  ...   4967.00     4964.00        V
210   v2602  20250917   5003.00  ...   5005.00     4998.00        V
211   v2603  20250917   5038.00  ...   5035.00     5028.00        V
212   v2604  20250917   5234.00  ...   5228.00     5233.00        V
213   v2605  20250917   5266.00  ...   5268.00     5270.00        V
214   v2606  20250917   5301.00  ...   5299.00     5302.00        V
215   v2607  20250917   5321.00  ...   5329.00     5327.00        V
216   v2608  20250917   5371.00  ...   5366.00     5368.00        V
217   v2609  20250917   5373.00  ...   5382.00     5384.00        V
218   y2511  20250917   8458.00  ...   8440.00     8446.00        Y
219   y2512  20250917   8478.00  ...   8476.00     8462.00        Y
220   y2601  20250917   8448.00  ...   8422.00     8418.00        Y
221   y2603  20250917   8356.00  ...   8350.00     8336.00        Y
222   y2605  20250917   8150.00  ...   8132.00     8122.00        Y
223   y2607  20250917   8094.00  ...   8088.00     8076.00        Y
224   y2608  20250917   8114.00  ...   8104.00     8078.00        Y
225   y2609  20250917   8100.00  ...   8080.00     8086.00        Y

[226 rows x 12 columns]
2025-09-17 18:26:52,409 - future_1d - INFO - ak.get_dce_daily('2025-09-17') done
2025-09-17 18:26:54,162 - future_1d - INFO - save future_daily 2025-09-17 completed