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2025-10-17 16:25:36 Fri	START TASK.01	future_1d  future_daily
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2025-10-17 16:25:38,814 - future_1d - INFO - future_daily check=True check_last=7 start...
     symbol      date     open  ...   settle  pre_settle  variety
0     a2511  20251009   3930.0  ...   3960.0     3929.00        A
1     a2601  20251009   3910.0  ...   3948.0     3903.00        A
2     a2603  20251009   3915.0  ...   3947.0     3903.00        A
3     a2605  20251009   3960.0  ...   3977.0     3935.00        A
4     a2607  20251009   3942.0  ...   3973.0     3933.00        A
5     a2609  20251009   3944.0  ...   3973.0     3938.00        A
6     b2510  20251009   3630.0  ...   3648.0     3607.00        B
7     b2511  20251009   3632.0  ...   3633.0     3599.00        B
8     b2512  20251009   3639.0  ...   3647.0     3615.00        B
9     b2601  20251009   3651.0  ...   3647.0     3616.00        B
10    b2602  20251009   3642.0  ...   3655.0     3630.00        B
11    b2603  20251009   3617.0  ...   3621.0     3589.00        B
12    b2604  20251009   3517.0  ...   3521.0     3491.00        B
13    b2605  20251009   3437.0  ...   3450.0     3425.00        B
14    b2606  20251009   3420.0  ...   3423.0     3395.00        B
15    b2607  20251009   3425.0  ...   3427.0     3396.00        B
16    b2608  20251009   3515.0  ...   3520.0     3497.00        B
17    b2609  20251009   3531.0  ...   3553.0     3520.00        B
18   bb2511  20251009    141.9  ...    141.6      141.90       BB
19   bb2601  20251009    146.8  ...    147.0      146.90       BB
20   bb2603  20251009    147.3  ...    147.1      147.05       BB
21   bb2605  20251009    146.6  ...    146.8      141.70       BB
22   bb2607  20251009      0.0  ...    151.7      146.45       BB
23   bb2609  20251009      0.0  ...    151.7      146.45       BB
24   bz2603  20251009   5731.0  ...   5732.0     5801.00       BZ
25   bz2604  20251009   5705.0  ...   5696.0     5779.00       BZ
26   bz2605  20251009   5723.0  ...   5683.0     5808.00       BZ
27   bz2606  20251009   5685.0  ...   5672.0     5878.00       BZ
28   bz2607  20251009   5697.0  ...   5681.0     5874.00       BZ
29   bz2608  20251009   5657.0  ...   5657.0     5836.00       BZ
30   bz2609  20251009      0.0  ...   5874.0     5884.00       BZ
31    c2511  20251009   2120.0  ...   2136.0     2147.00        C
32    c2601  20251009   2118.0  ...   2122.0     2128.00        C
33    c2603  20251009   2138.0  ...   2135.0     2141.00        C
34    c2605  20251009   2185.0  ...   2197.0     2198.00        C
35    c2607  20251009   2214.0  ...   2210.0     2210.00        C
36    c2609  20251009   2230.0  ...   2226.0     2226.00        C
37   cs2511  20251009   2450.0  ...   2438.0     2470.00       CS
38   cs2601  20251009   2448.0  ...   2440.0     2452.00       CS
39   cs2603  20251009   2450.0  ...   2448.0     2456.00       CS
40   cs2605  20251009   2530.0  ...   2535.0     2539.00       CS
41   cs2607  20251009   2536.0  ...   2541.0     2544.00       CS
42   cs2609  20251009   2581.0  ...   2577.0     2582.00       CS
43   eb2510  20251009   6734.0  ...   6705.0     6763.00       EB
44   eb2511  20251009   6828.0  ...   6787.0     6838.00       EB
45   eb2512  20251009   6808.0  ...   6801.0     6848.00       EB
46   eb2601  20251009   6859.0  ...   6825.0     6874.00       EB
47   eb2602  20251009   6901.0  ...   6864.0     6914.00       EB
48   eb2603  20251009   6945.0  ...   6906.0     6980.00       EB
49   eb2604  20251009   6979.0  ...   6946.0     6997.00       EB
50   eb2605  20251009   7003.0  ...   6975.0     6998.00       EB
51   eb2606  20251009   6969.0  ...   6980.0     7024.00       EB
52   eb2607  20251009   6959.0  ...   6959.0     7027.00       EB
53   eb2608  20251009   6985.0  ...   6997.0     7064.00       EB
54   eb2609  20251009   7018.0  ...   7018.0     7037.00       EB
55   eg2510  20251009   4211.0  ...   4173.0     4246.00       EG
56   eg2511  20251009   4190.0  ...   4156.0     4197.00       EG
57   eg2512  20251009   4158.0  ...   4134.0     4194.00       EG
58   eg2601  20251009   4200.0  ...   4145.0     4200.00       EG
59   eg2602  20251009   4173.0  ...   4143.0     4213.00       EG
60   eg2603  20251009   4208.0  ...   4181.0     4219.00       EG
61   eg2604  20251009   4222.0  ...   4197.0     4257.00       EG
62   eg2605  20251009   4290.0  ...   4224.0     4268.00       EG
63   eg2606  20251009   4225.0  ...   4225.0     4268.00       EG
64   eg2607  20251009      0.0  ...   4300.0     4300.00       EG
65   eg2608  20251009      0.0  ...   4285.0     4345.00       EG
66   eg2609  20251009   4259.0  ...   4259.0     4315.00       EG
67   fb2510  20251009   1256.0  ...   1252.0     1269.00       FB
68   fb2511  20251009   1259.5  ...   1265.5     1251.00       FB
69   fb2512  20251009   1250.0  ...   1257.0     1247.50       FB
70   fb2601  20251009   1255.0  ...   1260.0     1251.50       FB
71   fb2602  20251009   1259.5  ...   1264.5     1253.00       FB
72   fb2603  20251009   1250.0  ...   1256.0     1240.00       FB
73   fb2604  20251009   1273.0  ...   1270.5     1272.50       FB
74   fb2605  20251009      0.0  ...   1299.0     1299.00       FB
75   fb2606  20251009      0.0  ...   1276.5     1276.50       FB
76   fb2607  20251009      0.0  ...   1302.5     1302.50       FB
77   fb2608  20251009      0.0  ...   1308.0     1308.00       FB
78   fb2609  20251009      0.0  ...   1296.0     1296.00       FB
79    i2510  20251009    795.0  ...    802.0      799.50        I
80    i2511  20251009    805.0  ...    804.0      799.50        I
81    i2512  20251009    791.0  ...    797.0      792.50        I
82    i2601  20251009    782.0  ...    787.0      783.00        I
83    i2602  20251009    774.5  ...    783.0      778.00        I
84    i2603  20251009    771.0  ...    777.0      773.00        I
85    i2604  20251009    765.5  ...    775.0      769.00        I
86    i2605  20251009    762.5  ...    765.5      761.50        I
87    i2606  20251009    751.5  ...    761.0      756.50        I
88    i2607  20251009    747.0  ...    757.0      752.00        I
89    i2608  20251009    742.0  ...    752.5      747.50        I
90    i2609  20251009    742.0  ...    745.5      741.50        I
91    j2510  20251009   1550.0  ...   1600.5     1587.00        J
92    j2511  20251009   1569.0  ...   1580.0     1589.50        J
93    j2512  20251009   1602.5  ...   1611.0     1622.00        J
94    j2601  20251009   1626.0  ...   1636.0     1645.50        J
95    j2602  20251009   1666.5  ...   1669.5     1676.50        J
96    j2603  20251009      0.0  ...   1698.0     1698.00        J
97    j2604  20251009      0.0  ...   1766.0     1766.00        J
98    j2605  20251009   1774.0  ...   1787.0     1790.50        J
99    j2606  20251009      0.0  ...   1817.0     1817.00        J
100   j2607  20251009      0.0  ...   1833.5     1833.50        J
101   j2608  20251009      0.0  ...   1853.5     1853.50        J
102   j2609  20251009   1862.0  ...   1879.0     1852.00        J
103  jd2510  20251009   2800.0  ...   2676.0     2911.00       JD
104  jd2511  20251009   2890.0  ...   2871.0     3018.00       JD
105  jd2512  20251009   3088.0  ...   3055.0     3180.00       JD
106  jd2601  20251009   3270.0  ...   3254.0     3353.00       JD
107  jd2602  20251009   3089.0  ...   3059.0     3105.00       JD
108  jd2603  20251009   3120.0  ...   3103.0     3125.00       JD
109  jd2604  20251009   3229.0  ...   3229.0     3247.00       JD
110  jd2605  20251009   3400.0  ...   3398.0     3399.00       JD
111  jd2606  20251009   3235.0  ...   3244.0     3236.00       JD
112  jd2607  20251009   3500.0  ...   3480.0     3481.00       JD
113  jd2608  20251009   3945.0  ...   3951.0     3935.00       JD
114  jd2609  20251009   3803.0  ...   3819.0     3809.00       JD
115  jm2510  20251009    942.5  ...    953.5      979.00       JM
116  jm2511  20251009    995.0  ...   1008.0     1009.50       JM
117  jm2512  20251009   1055.0  ...   1075.5     1071.00       JM
118  jm2601  20251009   1126.0  ...   1147.0     1146.00       JM
119  jm2602  20251009   1155.5  ...   1173.0     1172.00       JM
120  jm2603  20251009   1166.5  ...   1195.5     1188.50       JM
121  jm2604  20251009   1196.5  ...   1216.0     1205.50       JM
122  jm2605  20251009   1216.0  ...   1241.5     1231.50       JM
123  jm2606  20251009   1243.5  ...   1268.5     1238.50       JM
124  jm2607  20251009   1264.5  ...   1286.5     1256.50       JM
125  jm2608  20251009   1286.5  ...   1313.0     1278.00       JM
126  jm2609  20251009   1307.0  ...   1326.5     1308.00       JM
127   l2510  20251009   7031.0  ...   6992.0     7039.00        L
128   l2511  20251009   7079.0  ...   7039.0     7100.00        L
129   l2512  20251009   7107.0  ...   7059.0     7134.00        L
130   l2601  20251009   7145.0  ...   7073.0     7156.00        L
131   l2602  20251009   7107.0  ...   7060.0     7152.00        L
132   l2603  20251009   7089.0  ...   7071.0     7163.00        L
133   l2604  20251009   7150.0  ...   7117.0     7207.00        L
134   l2605  20251009   7182.0  ...   7106.0     7194.00        L
135   l2606  20251009   7144.0  ...   7112.0     7193.00        L
136   l2607  20251009   7157.0  ...   7128.0     7212.00        L
137   l2608  20251009   7167.0  ...   7146.0     7235.00        L
138   l2609  20251009   7169.0  ...   7150.0     7217.00        L
139  lg2511  20251009    820.0  ...    826.5      820.00       LG
140  lg2601  20251009    824.5  ...    823.5      824.50       LG
141  lg2603  20251009    832.0  ...    829.5      830.00       LG
142  lg2605  20251009    830.0  ...    830.0      830.50       LG
143  lg2607  20251009    830.5  ...    831.5      831.00       LG
144  lg2609  20251009    833.5  ...    830.5      834.00       LG
145  lh2511  20251009  11710.0  ...  11695.0    12320.00       LH
146  lh2601  20251009  12335.0  ...  12235.0    12750.00       LH
147  lh2603  20251009  12100.0  ...  12035.0    12395.00       LH
148  lh2605  20251009  12500.0  ...  12480.0    12820.00       LH
149  lh2607  20251009  13200.0  ...  13180.0    13430.00       LH
150  lh2609  20251009  13800.0  ...  13850.0    13995.00       LH
151   m2511  20251009   2926.0  ...   2909.0     2907.00        M
152   m2512  20251009   2959.0  ...   2947.0     2945.00        M
153   m2601  20251009   2950.0  ...   2934.0     2933.00        M
154   m2603  20251009   2845.0  ...   2899.0     2900.00        M
155   m2605  20251009   2751.0  ...   2751.0     2741.00        M
156   m2607  20251009   2725.0  ...   2733.0     2725.00        M
157   m2608  20251009   2853.0  ...   2854.0     2846.00        M
158   m2609  20251009   2860.0  ...   2858.0     2850.00        M
159   p2510  20251009   9388.0  ...   9422.0     9058.00        P
160   p2511  20251009   9388.0  ...   9416.0     9142.00        P
161   p2512  20251009   9412.0  ...   9476.0     9156.00        P
162   p2601  20251009   9452.0  ...   9512.0     9190.00        P
163   p2602  20251009   9424.0  ...   9486.0     9176.00        P
164   p2603  20251009   9416.0  ...   9456.0     9152.00        P
165   p2604  20251009   9334.0  ...   9374.0     9076.00        P
166   p2605  20251009   9250.0  ...   9298.0     9004.00        P
167   p2606  20251009   9152.0  ...   9200.0     8978.00        P
168   p2607  20251009   8958.0  ...   9068.0     8796.00        P
169   p2608  20251009   8958.0  ...   8992.0     8696.00        P
170   p2609  20251009   8798.0  ...   8846.0     8618.00        P
171  pg2510  20251009   4382.0  ...   4277.0     4443.00       PG
172  pg2511  20251009   4122.0  ...   4078.0     4295.00       PG
173  pg2512  20251009   3996.0  ...   4000.0     4202.00       PG
174  pg2601  20251009   4048.0  ...   3945.0     4132.00       PG
175  pg2602  20251009   3998.0  ...   3883.0     4064.00       PG
176  pg2603  20251009   3898.0  ...   3822.0     3981.00       PG
177  pg2604  20251009   4244.0  ...   4215.0     4332.00       PG
178  pg2605  20251009   4108.0  ...   4128.0     4253.00       PG
179  pg2606  20251009   4103.0  ...   4075.0     4199.00       PG
180  pg2607  20251009   4018.0  ...   4005.0     4139.00       PG
181  pg2608  20251009   3995.0  ...   3955.0     4081.00       PG
182  pg2609  20251009   3919.0  ...   3919.0     4082.00       PG
183  pp2510  20251009   6655.0  ...   6642.0     6758.00       PP
184  pp2511  20251009   6752.0  ...   6684.0     6801.00       PP
185  pp2512  20251009   6774.0  ...   6719.0     6839.00       PP
186  pp2601  20251009   6800.0  ...   6750.0     6873.00       PP
187  pp2602  20251009   6824.0  ...   6743.0     6866.00       PP
188  pp2603  20251009   6782.0  ...   6736.0     6862.00       PP
189  pp2604  20251009   6808.0  ...   6759.0     6884.00       PP
190  pp2605  20251009   6874.0  ...   6801.0     6910.00       PP
191  pp2606  20251009   6827.0  ...   6759.0     6874.00       PP
192  pp2607  20251009   6802.0  ...   6747.0     6846.00       PP
193  pp2608  20251009   6822.0  ...   6794.0     6862.00       PP
194  pp2609  20251009   6858.0  ...   6835.0     6890.00       PP
195  rr2510  20251009      0.0  ...   3612.0     3612.00       RR
196  rr2511  20251009   3618.0  ...   3619.0     3616.00       RR
197  rr2512  20251009   3606.0  ...   3596.0     3604.00       RR
198  rr2601  20251009   3620.0  ...   3626.0     3624.00       RR
199  rr2602  20251009   3611.0  ...   3611.0     3614.00       RR
200  rr2603  20251009      0.0  ...   3613.0     3613.00       RR
201  rr2604  20251009      0.0  ...   3621.0     3621.00       RR
202  rr2605  20251009      0.0  ...   3609.0     3607.00       RR
203  rr2606  20251009      0.0  ...   3608.0     3608.00       RR
204  rr2607  20251009      0.0  ...   3609.0     3609.00       RR
205  rr2608  20251009      0.0  ...   3614.0     3614.00       RR
206  rr2609  20251009      0.0  ...   3630.0     3630.00       RR
207   v2510  20251009   4697.0  ...   4634.0     4733.00        V
208   v2511  20251009   4738.0  ...   4667.0     4770.00        V
209   v2512  20251009   4784.0  ...   4704.0     4807.00        V
210   v2601  20251009   4825.0  ...   4755.0     4858.00        V
211   v2602  20251009   4866.0  ...   4805.0     4903.00        V
212   v2603  20251009   4900.0  ...   4839.0     4928.00        V
213   v2604  20251009   5089.0  ...   5049.0     5137.00        V
214   v2605  20251009   5152.0  ...   5085.0     5172.00        V
215   v2606  20251009   5178.0  ...   5119.0     5203.00        V
216   v2607  20251009   5176.0  ...   5153.0     5238.00        V
217   v2608  20251009   5213.0  ...   5195.0     5272.00        V
218   v2609  20251009   5293.0  ...   5231.0     5308.00        V
219   y2511  20251009   8178.0  ...   8290.0     8128.00        Y
220   y2512  20251009   8302.0  ...   8342.0     8168.00        Y
221   y2601  20251009   8212.0  ...   8294.0     8114.00        Y
222   y2603  20251009   8178.0  ...   8226.0     8066.00        Y
223   y2605  20251009   7996.0  ...   8044.0     7876.00        Y
224   y2607  20251009   7950.0  ...   7978.0     7844.00        Y
225   y2608  20251009   7932.0  ...   7988.0     7830.00        Y
226   y2609  20251009   7868.0  ...   7954.0     7816.00        Y

[227 rows x 12 columns]
2025-10-17 16:25:39,634 - future_1d - INFO - ak.get_dce_daily('2025-10-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251009  7445.000  ...  7531.400    7394.200       IC
1   IC2511  20251009  7381.800  ...  7471.600    7332.800       IC
2   IC2512  20251009  7330.000  ...  7432.800    7288.800       IC
3   IC2603  20251009  7180.000  ...  7272.200    7115.800       IC
4   IF2510  20251009  4655.000  ...  4712.000    4637.200       IF
5   IF2511  20251009  4649.600  ...  4703.200    4627.400       IF
6   IF2512  20251009  4639.000  ...  4694.400    4621.200       IF
7   IF2603  20251009  4617.000  ...  4672.600    4596.200       IF
8   IH2510  20251009  3000.000  ...  3022.800    2988.600       IH
9   IH2511  20251009  3001.000  ...  3022.200    2987.000       IH
10  IH2512  20251009  2996.000  ...  3024.200    2988.600       IH
11  IH2603  20251009  3001.200  ...  3023.800    2989.400       IH
12  IM2510  20251009  7599.600  ...  7618.800    7556.400       IM
13  IM2511  20251009  7521.800  ...  7539.400    7484.200       IM
14  IM2512  20251009  7444.000  ...  7467.800    7408.400       IM
15  IM2603  20251009  7220.000  ...  7248.800    7184.200       IM
16   T2512  20251009   107.855  ...   108.050     107.885        T
17   T2603  20251009   107.525  ...   107.730     107.565        T
18   T2606  20251009   107.465  ...   107.615     107.465        T
19  TF2512  20251009   105.600  ...   105.750     105.655       TF
20  TF2603  20251009   105.500  ...   105.610     105.525       TF
21  TF2606  20251009   105.425  ...   105.625     105.575       TF
22  TL2512  20251009   113.800  ...   114.530     114.000       TL
23  TL2603  20251009   113.650  ...   114.180     113.660       TL
24  TL2606  20251009   113.600  ...   114.140     113.640       TL
25  TS2512  20251009   102.360  ...   102.410     102.374       TS
26  TS2603  20251009   102.280  ...   102.304     102.282       TS
27  TS2606  20251009   102.350  ...   102.356     102.322       TS

[28 rows x 12 columns]
2025-10-17 16:25:40,817 - future_1d - INFO - ak.get_cffex_daily('2025-10-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251009   470.9   472.5  ...   2084237.8   468.7      480.5      SC
1       SC2512  20251009     472   474.9  ...  1261843.21   471.4        482      SC
2       SC2601  20251009   474.1   474.2  ...   524626.75   471.2      481.6      SC
3       SC2602  20251009   472.9   473.3  ...    28075.25   470.2      481.1      SC
4       SC2603  20251009   472.1     473  ...    15122.65   469.6      480.5      SC
5       SC2604  20251009     471   472.7  ...     6857.14   469.6      480.4      SC
6       SC2605  20251009   478.1   478.1  ...     5740.53   470.5      482.3      SC
7       SC2606  20251009   466.2   472.1  ...     18476.2   468.9      479.5      SC
8       SC2607  20251009     477     477  ...      282.52   470.8      478.7      SC
9       SC2608  20251009   469.5   471.3  ...      469.55   469.5      477.6      SC
10      SC2609  20251009   466.2   471.1  ...     1222.99   470.3      478.3      SC
11      SC2610  20251009                  ...           0     471      478.3      SC
12      SC2612  20251009   465.3   465.3  ...      185.52   463.8      473.7      SC
13      SC2703  20251009                  ...           0     472      472.1      SC
14      SC2706  20251009                  ...           0   469.9        473      SC
15      SC2709  20251009                  ...           0   469.4      476.2      SC
16      SC2712  20251009                  ...           0   465.9        474      SC
17      SC2803  20251009     458     458  ...        91.6     458      475.1      SC
18      SC2806  20251009   458.7     460  ...     1001.62   455.2      465.8      SC
19      SC2809  20251009     459     459  ...       91.64   458.2      465.9      SC
21      LU2511  20251009    3328    3360  ...  100605.809    3329       3402      LU
22      LU2512  20251009    3349    3360  ...  156925.469    3342       3417      LU
23      LU2601  20251009    3346    3346  ...   81003.807    3326       3398      LU
24      LU2602  20251009    3329    3332  ...    3315.233    3318       3400      LU
25      LU2603  20251009    3377    3377  ...     379.372    3327       3375      LU
26      LU2604  20251009    3299    3305  ...        29.7    3300       3371      LU
27      LU2605  20251009    3255    3301  ...      16.394    3278       3358      LU
28      LU2606  20251009    3284    3298  ...      13.156    3289       3361      LU
29      LU2607  20251009    3278    3284  ...      16.383    3276       3353      LU
30      LU2608  20251009    3270    3273  ...      13.085    3271       3329      LU
31      LU2609  20251009    3280    3280  ...      29.407    3267       3317      LU
32      LU2610  20251009                  ...           0    3267       3317      LU
34      NR2510  20251009   11360   12380  ...      855.45   12220      12200      NR
35      NR2511  20251009   12200   12490  ...    862883.4   12385      12240      NR
36      NR2512  20251009   12200   12485  ...  445589.105   12385      12255      NR
37      NR2601  20251009   12200   12490  ...  207180.275   12410      12285      NR
38      NR2602  20251009   12320   12435  ...    8979.275   12400      12260      NR
39      NR2603  20251009   12230   12415  ...    5179.585   12390      12280      NR
40      NR2604  20251009   12395   12555  ...    4139.045   12390      12285      NR
41      NR2605  20251009   12490   12490  ...      745.74   12425      12350      NR
42      NR2606  20251009   12475   12520  ...       87.31   12470      12415      NR
43      NR2607  20251009   12550   12550  ...       50.15   12535      12535      NR
44      NR2608  20251009   12585   12585  ...      75.445   12570      12555      NR
45      NR2609  20251009                  ...           0   12510      12510      NR
47      BC2510  20251009   76000   76200  ...       570.5   76060      73830      BC
48      BC2511  20251009   75270   77440  ...   327729.33   76560      74070      BC
49      BC2512  20251009   76140   77490  ...    17526.86   76870      74340      BC
50      BC2601  20251009                  ...           0   76900      73700      BC
51      BC2602  20251009                  ...           0   76900      73700      BC
52      BC2603  20251009   77440   77500  ...       77.47   77470      74550      BC
53      BC2604  20251009                  ...           0   77000      73400      BC
54      BC2605  20251009                  ...           0   75900      72900      BC
55      BC2606  20251009                  ...           0   75880      72960      BC
56      BC2607  20251009                  ...           0   75800      72900      BC
57      BC2608  20251009                  ...           0   75800      73280      BC
58      BC2609  20251009                  ...           0   75710      73400      BC
60      EC2510  20251009    1100    1135  ...   86570.306  1112.5     1122.1      EC
61      EC2512  20251009    1672  1711.5  ...  336268.582  1620.2     1719.1      EC
62      EC2602  20251009    1400    1550  ...  90221.1205  1410.9     1628.2      EC
63      EC2604  20251009    1100    1150  ...   36389.341  1108.4     1243.6      EC
64      EC2606  20251009  1243.2  1349.9  ...   6408.4725  1294.6     1445.6      EC
65      EC2608  20251009    1400    1459  ...    4600.576  1415.5     1595.7      EC
68  SC_TAS2511  20251009                  ...                                 SC_TAS
69  SC_TAS2512  20251009                  ...                                 SC_TAS
70  SC_TAS2601  20251009                  ...                                 SC_TAS
71  SC_TAS2602  20251009                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 16:25:40,917 - future_1d - INFO - ak.get_ine_daily('2025-10-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251009   9180.0   9180.0  ...      606.76   9056.0      8739.0       AP
1    AP511  20251009   8609.0   8772.0  ...    24312.56   8692.0      8550.0       AP
2    AP512  20251009   8568.0   8758.0  ...     4491.72   8655.0      8535.0       AP
3    AP601  20251009   8700.0   8818.0  ...  1078250.16   8691.0      8577.0       AP
4    AP603  20251009   8503.0   8637.0  ...     3828.77   8527.0      8413.0       AP
5    AP604  20251009   8499.0   8623.0  ...     1124.27   8517.0      8390.0       AP
6    AP605  20251009   8551.0   8654.0  ...    31815.85   8564.0      8429.0       AP
7    CF511  20251009  13165.0  13320.0  ...   101359.17  13255.0     13225.0       CF
8    CF601  20251009  13180.0  13345.0  ...  1670284.31  13290.0     13245.0       CF
9    CF603  20251009  13205.0  13345.0  ...   120491.38  13295.0     13235.0       CF
10   CF605  20251009  13240.0  13390.0  ...   319097.65  13330.0     13265.0       CF
11   CF607  20251009  13300.0  13400.0  ...     1389.53  13360.0     13280.0       CF
12   CF609  20251009  13480.0  13560.0  ...     2601.35  13515.0     13440.0       CF
13   CJ512  20251009  10720.0  10935.0  ...     3592.80  10805.0     10715.0       CJ
14   CJ601  20251009  10880.0  11030.0  ...   903134.86  10895.0     10790.0       CJ
15   CJ603  20251009  10835.0  10975.0  ...    17725.72  10845.0     10725.0       CJ
16   CJ605  20251009  10965.0  11090.0  ...   181938.29  10955.0     10835.0       CJ
17   CJ607  20251009  11045.0  11150.0  ...     2912.65  11035.0     10900.0       CJ
18   CJ609  20251009  11145.0  11260.0  ...     1434.59  11165.0     11025.0       CJ
19   CY510  20251009      0.0      0.0  ...        0.00  19480.0     19465.0       CY
20   CY511  20251009  19385.0  19550.0  ...    27406.98  19470.0     19395.0       CY
21   CY512  20251009      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251009  19380.0  19480.0  ...    39105.58  19380.0     19365.0       CY
23   CY602  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251009  19450.0  19450.0  ...        9.73  19450.0     19730.0       CY
25   CY604  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251009      0.0      0.0  ...        0.00  19475.0     19455.0       CY
27   CY606  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251009      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251009  19200.0  20090.0  ...       38.67  19335.0     19550.0       CY
30   CY609  20251009      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251009   1108.0   1108.0  ...      376.47   1101.0      1108.0       FG
32   FG511  20251009   1110.0   1119.0  ...    97334.72   1107.0      1112.0       FG
33   FG512  20251009   1219.0   1236.0  ...    43972.59   1220.0      1232.0       FG
34   FG601  20251009   1217.0   1233.0  ...  3527665.61   1215.0      1230.0       FG
35   FG602  20251009   1274.0   1285.0  ...    30274.50   1272.0      1286.0       FG
36   FG603  20251009   1274.0   1288.0  ...    25672.64   1276.0      1286.0       FG
37   FG604  20251009   1330.0   1348.0  ...      582.20   1335.0      1347.0       FG
38   FG605  20251009   1322.0   1346.0  ...   139714.63   1334.0      1344.0       FG
39   FG606  20251009   1372.0   1375.0  ...     3235.23   1369.0      1380.0       FG
40   FG607  20251009   1354.0   1367.0  ...     2229.94   1356.0      1372.0       FG
41   FG608  20251009   1409.0   1412.0  ...     1360.40   1400.0      1413.0       FG
42   FG609  20251009   1401.0   1415.0  ...     4759.90   1403.0      1414.0       FG
43   JR511  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251009   2246.0   2246.0  ...      830.10   2202.0      2254.0       MA
52   MA511  20251009   2263.0   2269.0  ...    38230.47   2245.0      2285.0       MA
53   MA512  20251009   2298.0   2307.0  ...    31495.53   2276.0      2322.0       MA
54   MA601  20251009   2321.0   2326.0  ...  1253950.85   2298.0      2340.0       MA
55   MA602  20251009   2352.0   2360.0  ...    31262.55   2325.0      2369.0       MA
56   MA603  20251009   2367.0   2378.0  ...    21746.04   2350.0      2383.0       MA
57   MA604  20251009   2372.0   2372.0  ...       87.32   2360.0      2379.0       MA
58   MA605  20251009   2366.0   2372.0  ...   156632.54   2355.0      2373.0       MA
59   MA606  20251009   2367.0   2367.0  ...        9.43   2358.0      2381.0       MA
60   MA607  20251009   2351.0   2351.0  ...       42.05   2336.0      2352.0       MA
61   MA608  20251009   2359.0   2360.0  ...       35.18   2345.0      2356.0       MA
62   MA609  20251009   2331.0   2342.0  ...     2443.41   2325.0      2335.0       MA
63   OI511  20251009  10221.0  10427.0  ...   213930.04  10352.0     10215.0       OI
64   OI601  20251009  10160.0  10266.0  ...  2140115.76  10197.0     10046.0       OI
65   OI603  20251009   9914.0  10032.0  ...   131943.23   9966.0      9827.0       OI
66   OI605  20251009   9619.0   9749.0  ...   128642.37   9683.0      9522.0       OI
67   OI607  20251009   9571.0   9653.0  ...      509.51   9613.0      9474.0       OI
68   OI609  20251009   9500.0   9596.0  ...      763.74   9547.0      9416.0       OI
69   PF510  20251009   6254.0   6304.0  ...       71.88   6250.0      6266.0       PF
70   PF511  20251009   6272.0   6310.0  ...   329022.26   6274.0      6274.0       PF
71   PF512  20251009   6236.0   6250.0  ...   204278.61   6214.0      6240.0       PF
72   PF601  20251009   6272.0   6294.0  ...    63811.44   6258.0      6282.0       PF
73   PF602  20251009   6272.0   6288.0  ...    46188.89   6236.0      6274.0       PF
74   PF603  20251009   6268.0   6268.0  ...    11140.43   6232.0      6294.0       PF
75   PF604  20251009   6312.0   6312.0  ...       15.72   6288.0      6346.0       PF
76   PF605  20251009   6332.0   6344.0  ...       85.11   6304.0      6352.0       PF
77   PF606  20251009   6340.0   6340.0  ...        6.34   6336.0      6362.0       PF
78   PF607  20251009   6330.0   6330.0  ...        3.17   6330.0      6400.0       PF
79   PF608  20251009      0.0      0.0  ...        0.00   6376.0      6418.0       PF
80   PF609  20251009      0.0      0.0  ...        0.00   6390.0      6404.0       PF
81   PK510  20251009   7452.0   7630.0  ...      312.42   7620.0      7688.0       PK
82   PK511  20251009   7828.0   7828.0  ...   332275.29   7712.0      7770.0       PK
83   PK512  20251009   7794.0   7806.0  ...    95956.90   7704.0      7768.0       PK
84   PK601  20251009   7800.0   7802.0  ...   127887.54   7748.0      7782.0       PK
85   PK603  20251009   7810.0   7822.0  ...     9684.64   7782.0      7802.0       PK
86   PK604  20251009   7824.0   7856.0  ...      826.21   7832.0      7816.0       PK
87   PK605  20251009   7850.0   7874.0  ...    10360.89   7840.0      7822.0       PK
88   PL601  20251009   6329.0   6329.0  ...    57138.73   6219.0      6343.0       PL
89   PL602  20251009   6284.0   6284.0  ...      350.16   6253.0      6382.0       PL
90   PL603  20251009   6268.0   6268.0  ...       25.03   6257.0      6387.0       PL
91   PL604  20251009      0.0      0.0  ...        0.00   6363.0      6363.0       PL
92   PL605  20251009   6268.0   6268.0  ...      223.77   6216.0      6331.0       PL
93   PL606  20251009   6290.0   6290.0  ...       12.58   6290.0      6378.0       PL
94   PL607  20251009   6213.0   6320.0  ...       25.07   6267.0      6334.0       PL
95   PL608  20251009      0.0      0.0  ...        0.00   6433.0      6440.0       PL
96   PL609  20251009      0.0      0.0  ...        0.00   6346.0      6490.0       PL
97   PM511  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251009   5758.0   5758.0  ...       17.21   5738.0      5792.0       PR
104  PR511  20251009   5750.0   5774.0  ...   125201.90   5736.0      5754.0       PR
105  PR512  20251009   5738.0   5758.0  ...   171325.02   5726.0      5754.0       PR
106  PR601  20251009   5730.0   5750.0  ...   114113.86   5714.0      5748.0       PR
107  PR602  20251009   5782.0   5782.0  ...     6054.90   5750.0      5782.0       PR
108  PR603  20251009   5786.0   5806.0  ...      207.66   5768.0      5794.0       PR
109  PR604  20251009   5818.0   5852.0  ...      174.10   5804.0      5830.0       PR
110  PR605  20251009   5866.0   5898.0  ...      191.64   5808.0      5864.0       PR
111  PR606  20251009   5816.0   5872.0  ...       17.53   5844.0      5902.0       PR
112  PR607  20251009   5908.0   5908.0  ...       35.03   5840.0      5904.0       PR
113  PR608  20251009   5770.0   5770.0  ...        8.66   5770.0      5906.0       PR
114  PR609  20251009      0.0      0.0  ...        0.00   5870.0      5904.0       PR
115  PX510  20251009   6620.0   6620.0  ...       51.66   6458.0      6620.0       PX
116  PX511  20251009   6556.0   6598.0  ...   349672.10   6528.0      6566.0       PX
117  PX512  20251009   6540.0   6574.0  ...   115972.60   6518.0      6558.0       PX
118  PX601  20251009   6530.0   6568.0  ...   177334.52   6522.0      6562.0       PX
119  PX602  20251009   6566.0   6578.0  ...    68287.39   6524.0      6570.0       PX
120  PX603  20251009   6532.0   6576.0  ...    50412.89   6516.0      6584.0       PX
121  PX604  20251009   6492.0   6562.0  ...        6.53   6528.0      6620.0       PX
122  PX605  20251009   6576.0   6592.0  ...     1929.84   6542.0      6602.0       PX
123  PX606  20251009      0.0      0.0  ...        0.00   6600.0      6600.0       PX
124  PX607  20251009   6622.0   6622.0  ...        3.31   6622.0      6636.0       PX
125  PX608  20251009      0.0      0.0  ...        0.00   6624.0      6644.0       PX
126  PX609  20251009   6526.0   6600.0  ...        9.86   6574.0      6578.0       PX
127  RI511  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251009   2510.0   2516.0  ...    14228.89   2491.0      2490.0       RM
134  RM601  20251009   2441.0   2455.0  ...   501267.72   2429.0      2427.0       RM
135  RM603  20251009   2333.0   2350.0  ...     4343.72   2339.0      2339.0       RM
136  RM605  20251009   2332.0   2340.0  ...    72033.98   2330.0      2325.0       RM
137  RM607  20251009   2322.0   2329.0  ...     3089.16   2321.0      2316.0       RM
138  RM608  20251009   2423.0   2430.0  ...      198.73   2424.0      2418.0       RM
139  RM609  20251009   2415.0   2420.0  ...     1357.93   2412.0      2409.0       RM
140  RS511  20251009   5250.0   5250.0  ...       47.00   5223.0      5282.0       RS
141  RS607  20251009      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251009      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251009      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251009   1171.0   1172.0  ...     3552.39   1163.0      1184.0       SA
145  SA511  20251009   1194.0   1196.0  ...   105802.19   1181.0      1200.0       SA
146  SA512  20251009   1247.0   1257.0  ...   117157.00   1240.0      1263.0       SA
147  SA601  20251009   1256.0   1268.0  ...  1891876.84   1251.0      1272.0       SA
148  SA602  20251009   1294.0   1304.0  ...   102481.15   1288.0      1306.0       SA
149  SA603  20251009   1297.0   1308.0  ...    84438.50   1293.0      1310.0       SA
150  SA604  20251009   1343.0   1353.0  ...     4001.08   1335.0      1356.0       SA
151  SA605  20251009   1346.0   1360.0  ...   122538.83   1343.0      1363.0       SA
152  SA606  20251009   1374.0   1376.0  ...      762.44   1361.0      1379.0       SA
153  SA607  20251009   1372.0   1378.0  ...     1276.17   1363.0      1379.0       SA
154  SA608  20251009   1413.0   1413.0  ...      880.30   1402.0      1417.0       SA
155  SA609  20251009   1415.0   1421.0  ...     3530.95   1407.0      1424.0       SA
156  SF510  20251009   5270.0   5318.0  ...      887.01   5312.0      5356.0       SF
157  SF511  20251009   5502.0   5510.0  ...   358884.87   5472.0      5534.0       SF
158  SF512  20251009   5470.0   5490.0  ...    80190.55   5448.0      5506.0       SF
159  SF601  20251009   5478.0   5480.0  ...   161858.23   5448.0      5504.0       SF
160  SF602  20251009   5436.0   5452.0  ...    36060.99   5404.0      5462.0       SF
161  SF603  20251009   5604.0   5614.0  ...    24688.94   5580.0      5636.0       SF
162  SF604  20251009   5600.0   5600.0  ...       13.97   5588.0      5622.0       SF
163  SF605  20251009   5598.0   5600.0  ...     3126.79   5564.0      5608.0       SF
164  SF606  20251009   5540.0   5566.0  ...       66.40   5534.0      5580.0       SF
165  SF607  20251009   5700.0   5710.0  ...       37.03   5698.0      5742.0       SF
166  SF608  20251009   5682.0   5682.0  ...        2.84   5682.0      5734.0       SF
167  SF609  20251009   5668.0   5688.0  ...       25.53   5674.0      5714.0       SF
168  SH510  20251009   2465.0   2466.0  ...     1370.59   2443.0      2484.0       SH
169  SH511  20251009   2480.0   2487.0  ...   349904.04   2433.0      2484.0       SH
170  SH512  20251009   2525.0   2533.0  ...   126039.38   2479.0      2525.0       SH
171  SH601  20251009   2520.0   2526.0  ...  2154307.81   2469.0      2515.0       SH
172  SH602  20251009   2551.0   2551.0  ...   142219.27   2503.0      2545.0       SH
173  SH603  20251009   2495.0   2550.0  ...   110848.97   2513.0      2561.0       SH
174  SH604  20251009   2571.0   2574.0  ...      299.24   2558.0      2602.0       SH
175  SH605  20251009   2615.0   2615.0  ...    17219.13   2564.0      2606.0       SH
176  SH606  20251009   2595.0   2604.0  ...      325.22   2581.0      2628.0       SH
177  SH607  20251009   2590.0   2605.0  ...      154.16   2569.0      2619.0       SH
178  SH608  20251009   2593.0   2629.0  ...      171.00   2591.0      2631.0       SH
179  SH609  20251009   2638.0   2638.0  ...      148.57   2606.0      2645.0       SH
180  SM510  20251009      0.0      0.0  ...        0.00   5646.0      5646.0       SM
181  SM511  20251009   5772.0   5772.0  ...    40594.04   5746.0      5750.0       SM
182  SM512  20251009   5758.0   5772.0  ...    77416.62   5748.0      5752.0       SM
183  SM601  20251009   5766.0   5778.0  ...   441308.37   5756.0      5768.0       SM
184  SM602  20251009   5776.0   5786.0  ...   209724.76   5760.0      5776.0       SM
185  SM603  20251009   5786.0   5800.0  ...   227429.72   5774.0      5786.0       SM
186  SM604  20251009   5794.0   5794.0  ...        2.90   5794.0      5790.0       SM
187  SM605  20251009   5796.0   5816.0  ...    15813.80   5796.0      5808.0       SM
188  SM606  20251009   5782.0   5816.0  ...        8.69   5796.0      5814.0       SM
189  SM607  20251009   5796.0   5832.0  ...        8.71   5810.0      5824.0       SM
190  SM608  20251009      0.0      0.0  ...        0.00   5848.0      5848.0       SM
191  SM609  20251009   5826.0   5850.0  ...     1463.12   5842.0      5842.0       SM
192  SR511  20251009   5527.0   5578.0  ...    57161.25   5552.0      5527.0       SR
193  SR601  20251009   5498.0   5542.0  ...  1084646.31   5517.0      5490.0       SR
194  SR603  20251009   5482.0   5524.0  ...    92166.09   5507.0      5468.0       SR
195  SR605  20251009   5468.0   5502.0  ...    78376.35   5481.0      5450.0       SR
196  SR607  20251009   5460.0   5498.0  ...     3454.38   5474.0      5441.0       SR
197  SR609  20251009   5461.0   5502.0  ...     3959.40   5484.0      5444.0       SR
198  TA510  20251009   4532.0   4548.0  ...     2697.22   4514.0      4544.0       TA
199  TA511  20251009   4560.0   4580.0  ...   164194.02   4544.0      4574.0       TA
200  TA512  20251009   4572.0   4588.0  ...    88961.68   4552.0      4584.0       TA
201  TA601  20251009   4570.0   4602.0  ...  1282595.32   4564.0      4598.0       TA
202  TA602  20251009   4588.0   4610.0  ...    28680.03   4572.0      4604.0       TA
203  TA603  20251009   4598.0   4618.0  ...     9536.24   4590.0      4622.0       TA
204  TA604  20251009   4600.0   4600.0  ...       32.12   4590.0      4624.0       TA
205  TA605  20251009   4620.0   4642.0  ...    64664.27   4612.0      4640.0       TA
206  TA606  20251009      0.0      0.0  ...        0.00   4644.0      4652.0       TA
207  TA607  20251009      0.0      0.0  ...        0.00   4652.0      4652.0       TA
208  TA608  20251009   4632.0   4632.0  ...        2.32   4632.0      4690.0       TA
209  TA609  20251009   4668.0   4682.0  ...      731.37   4658.0      4680.0       TA
210  UR510  20251009   1520.0   1520.0  ...      485.01   1516.0      1543.0       UR
211  UR511  20251009   1617.0   1619.0  ...    26965.19   1593.0      1639.0       UR
212  UR512  20251009   1631.0   1634.0  ...    25588.16   1600.0      1651.0       UR
213  UR601  20251009   1648.0   1648.0  ...   821537.42   1619.0      1666.0       UR
214  UR602  20251009   1651.0   1654.0  ...    23156.99   1620.0      1673.0       UR
215  UR603  20251009   1685.0   1691.0  ...      474.75   1672.0      1714.0       UR
216  UR604  20251009   1679.0   1679.0  ...       60.18   1672.0      1714.0       UR
217  UR605  20251009   1704.0   1704.0  ...    57571.94   1681.0      1715.0       UR
218  UR606  20251009   1710.0   1710.0  ...     1116.39   1686.0      1716.0       UR
219  UR607  20251009   1737.0   1737.0  ...       92.96   1722.0      1743.0       UR
220  UR608  20251009   1735.0   1735.0  ...       65.21   1716.0      1737.0       UR
221  UR609  20251009   1720.0   1720.0  ...      689.09   1706.0      1737.0       UR
222  WH511  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:25:41,210 - future_1d - INFO - ak.get_czce_daily('2025-10-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251009  50845.0  ...  50760.0     50845.0       PS
1   PS2511  20251009  51280.0  ...  50185.0     50765.0       PS
2   PS2512  20251009  53900.0  ...  52860.0     53270.0       PS
3   PS2601  20251009  53610.0  ...  52695.0     52955.0       PS
4   PS2602  20251009  53630.0  ...  52535.0     52730.0       PS
5   PS2603  20251009  53475.0  ...  52620.0     52665.0       PS
6   PS2604  20251009  53320.0  ...  52550.0     52665.0       PS
7   PS2605  20251009  53150.0  ...  52570.0     52670.0       PS
8   PS2606  20251009  55075.0  ...  54535.0     54735.0       PS
9   PS2607  20251009  55150.0  ...  54430.0     54590.0       PS
10  PS2608  20251009  54620.0  ...  54115.0     54375.0       PS
11  PS2609  20251009  53925.0  ...  54065.0     54400.0       PS
13  SI2510  20251009   8610.0  ...   8640.0      8660.0       SI
14  SI2511  20251009   8650.0  ...   8645.0      8665.0       SI
15  SI2512  20251009   9000.0  ...   9035.0      9050.0       SI
16  SI2601  20251009   8980.0  ...   8985.0      9000.0       SI
17  SI2602  20251009   9005.0  ...   8990.0      9005.0       SI
18  SI2603  20251009   9035.0  ...   8975.0      9020.0       SI
19  SI2604  20251009   8990.0  ...   9000.0      9030.0       SI
20  SI2605  20251009   9100.0  ...   9020.0      9035.0       SI
21  SI2606  20251009   9035.0  ...   9020.0      9050.0       SI
22  SI2607  20251009   9050.0  ...   9055.0      9060.0       SI
23  SI2608  20251009   8990.0  ...   9040.0      9085.0       SI
24  SI2609  20251009   9045.0  ...   9060.0      9085.0       SI
27  LC2510  20251009  72000.0  ...  73040.0     73340.0       LC
28  LC2511  20251009  73200.0  ...  73700.0     73140.0       LC
29  LC2512  20251009  73880.0  ...  73780.0     73220.0       LC
30  LC2601  20251009  73500.0  ...  73640.0     73160.0       LC
31  LC2602  20251009  72960.0  ...  73320.0     72800.0       LC
32  LC2603  20251009  72960.0  ...  73400.0     72800.0       LC
33  LC2604  20251009  73700.0  ...  73820.0     73200.0       LC
34  LC2605  20251009  73460.0  ...  73740.0     73280.0       LC
35  LC2606  20251009  73140.0  ...  73720.0     73100.0       LC
36  LC2607  20251009  73100.0  ...  73600.0     72960.0       LC
37  LC2608  20251009  73200.0  ...  73720.0     73120.0       LC
38  LC2609  20251009  73640.0  ...  73720.0     73100.0       LC

[36 rows x 12 columns]
2025-10-17 16:25:41,464 - future_1d - INFO - ak.get_gfex_daily('2025-10-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251009  ...   86040      83220      CU
1        1      CU2511  20251009  ...   85910      83260      CU
2        2      CU2512  20251009  ...   85940      83250      CU
3        3      CU2601  20251009  ...   85900      83220      CU
4        4      CU2602  20251009  ...   85730      83200      CU
5        5      CU2603  20251009  ...   85740      83150      CU
6        6      CU2604  20251009  ...   86060      83070      CU
7        7      CU2605  20251009  ...   85860      83010      CU
8        8      CU2606  20251009  ...   85890      82870      CU
9        9      CU2607  20251009  ...   85640      82910      CU
10      10      CU2608  20251009  ...   85310      82750      CU
11      11      CU2609  20251009  ...   85410      82840      CU
12      12      BC2510  20251009  ...   76060      73830      BC
13      13      BC2511  20251009  ...   76560      74070      BC
14      14      BC2512  20251009  ...   76870      74340      BC
15      15      BC2601  20251009  ...   76900      73700      BC
16      16      BC2602  20251009  ...   76900      73700      BC
17      17      BC2603  20251009  ...   77470      74550      BC
18      18      BC2604  20251009  ...   77000      73400      BC
19      19      BC2605  20251009  ...   75900      72900      BC
20      20      BC2606  20251009  ...   75880      72960      BC
21      21      BC2607  20251009  ...   75800      72900      BC
22      22      BC2608  20251009  ...   75800      73280      BC
23      23      BC2609  20251009  ...   75710      73400      BC
24      24      AL2510  20251009  ...   21030      20745      AL
25      25      AL2511  20251009  ...   21005      20755      AL
26      26      AL2512  20251009  ...   21010      20755      AL
27      27      AL2601  20251009  ...   21010      20760      AL
28      28      AL2602  20251009  ...   21005      20755      AL
29      29      AL2603  20251009  ...   21005      20775      AL
30      30      AL2604  20251009  ...   21030      20820      AL
31      31      AL2605  20251009  ...   21055      20830      AL
32      32      AL2606  20251009  ...   21035      20840      AL
33      33      AL2607  20251009  ...   21070      20825      AL
34      34      AL2608  20251009  ...   21060      20825      AL
35      35      AL2609  20251009  ...   21060      20810      AL
36      36      ZN2510  20251009  ...   22165      21870      ZN
37      37      ZN2511  20251009  ...   22200      21935      ZN
38      38      ZN2512  20251009  ...   22230      21950      ZN
39      39      ZN2601  20251009  ...   22240      21985      ZN
40      40      ZN2602  20251009  ...   22290      22010      ZN
41      41      ZN2603  20251009  ...   22340      22020      ZN
42      42      ZN2604  20251009  ...   22375      22055      ZN
43      43      ZN2605  20251009  ...   22415      22125      ZN
44      44      ZN2606  20251009  ...   22425      22170      ZN
45      45      ZN2607  20251009  ...   22460      22170      ZN
46      46      ZN2608  20251009  ...   22435      22175      ZN
47      47      ZN2609  20251009  ...   22475      22245      ZN
48      48      PB2510  20251009  ...   17025      16895      PB
49      49      PB2511  20251009  ...   17040      16930      PB
50      50      PB2512  20251009  ...   17075      16955      PB
51      51      PB2601  20251009  ...   17095      16970      PB
52      52      PB2602  20251009  ...   16990      16970      PB
53      53      PB2603  20251009  ...   17205      16985      PB
54      54      PB2604  20251009  ...   17170      17015      PB
55      55      PB2605  20251009  ...   17195      17025      PB
56      56      PB2606  20251009  ...   17165      17020      PB
57      57      PB2607  20251009  ...   17020      17020      PB
58      58      PB2608  20251009  ...   17255      17030      PB
59      59      PB2609  20251009  ...   17285      17050      PB
60      60      NI2510  20251009  ...  122090     121200      NI
61      61      NI2511  20251009  ...  123120     121580      NI
62      62      NI2512  20251009  ...  123310     121720      NI
63      63      NI2601  20251009  ...  123530     121920      NI
64      64      NI2602  20251009  ...  123470     121980      NI
65      65      NI2603  20251009  ...  124010     122290      NI
66      66      NI2604  20251009  ...  124320     122630      NI
67      67      NI2605  20251009  ...  124550     122780      NI
68      68      NI2606  20251009  ...  124900     122720      NI
69      69      NI2607  20251009  ...  124850     123310      NI
70      70      NI2608  20251009  ...  125590     123760      NI
71      71      NI2609  20251009  ...  125660     124310      NI
72      72      SN2510  20251009  ...  284870     278060      SN
73      73      SN2511  20251009  ...  285070     278760      SN
74      74      SN2512  20251009  ...  285420     278700      SN
75      75      SN2601  20251009  ...  285490     278760      SN
76      76      SN2602  20251009  ...  285460     278620      SN
77      77      SN2603  20251009  ...  285280     278480      SN
78      78      SN2604  20251009  ...  284800     279250      SN
79      79      SN2605  20251009  ...  285020     277730      SN
80      80      SN2606  20251009  ...  285390     277860      SN
81      81      SN2607  20251009  ...  284640     278390      SN
82      82      SN2608  20251009  ...  285520     279230      SN
83      83      SN2609  20251009  ...  287820     279080      SN
84      84      AO2510  20251009  ...    2818       2835      AO
85      85      AO2511  20251009  ...    2844       2854      AO
86      86      AO2512  20251009  ...    2860       2868      AO
87      87      AO2601  20251009  ...    2871       2883      AO
88      88      AO2602  20251009  ...    2882       2897      AO
89      89      AO2603  20251009  ...    2949       2966      AO
90      90      AO2604  20251009  ...    2958       2967      AO
91      91      AO2605  20251009  ...    2965       2974      AO
92      92      AO2606  20251009  ...    2972       2980      AO
93      93      AO2607  20251009  ...    2978       2987      AO
94      94      AO2608  20251009  ...    2987       3002      AO
95      95      AO2609  20251009  ...    3000       3017      AO
96      96      AD2511  20251009  ...   20485      20250      AD
97      97      AD2512  20251009  ...   20535      20290      AD
98      98      AD2601  20251009  ...   20610      20330      AD
99      99      AD2602  20251009  ...   20620      20350      AD
100    100      AD2603  20251009  ...   20325      20325      AD
101    101      AD2604  20251009  ...   20360      20310      AD
102    102      AD2605  20251009  ...   20550      20310      AD
103    103      AD2606  20251009  ...   20365      20325      AD
104    104      AD2607  20251009  ...   20510      20510      AD
105    105      AD2608  20251009  ...   20495      20515      AD
106    106      AD2609  20251009  ...   20335      20335      AD
107    107      AU2510  20251009  ...  912.68     870.54      AU
108    108      AU2511  20251009  ...  912.92     871.26      AU
109    109      AU2512  20251009  ...  912.96      872.3      AU
110    110      AU2602  20251009  ...  915.62     875.08      AU
111    111      AU2604  20251009  ...  917.54     876.98      AU
112    112      AU2606  20251009  ...  918.92     879.94      AU
113    113      AU2608  20251009  ...  921.98     880.24      AU
114    114      AU2610  20251009  ...   924.9      885.3      AU
115    115      AG2510  20251009  ...   11193      10901      AG
116    116      AG2511  20251009  ...   11192      10916      AG
117    117      AG2512  20251009  ...   11209      10926      AG
118    118      AG2601  20251009  ...   11217      10935      AG
119    119      AG2602  20251009  ...   11235      10953      AG
120    120      AG2603  20251009  ...   11249      10957      AG
121    121      AG2604  20251009  ...   11256      10964      AG
122    122      AG2605  20251009  ...   11266      10989      AG
123    123      AG2606  20251009  ...   11255      10993      AG
124    124      AG2607  20251009  ...   11284      11015      AG
125    125      AG2608  20251009  ...   11293      11009      AG
126    126      AG2609  20251009  ...   11305      11036      AG
127    127      RB2510  20251009  ...    2998       3001      RB
128    128      RB2511  20251009  ...    3019       3021      RB
129    129      RB2512  20251009  ...    3070       3074      RB
130    130      RB2601  20251009  ...    3087       3090      RB
131    131      RB2602  20251009  ...    3093       3095      RB
132    132      RB2603  20251009  ...    3109       3106      RB
133    133      RB2604  20251009  ...    3131       3130      RB
134    134      RB2605  20251009  ...    3145       3144      RB
135    135      RB2606  20251009  ...    3158       3159      RB
136    136      RB2607  20251009  ...    3175       3177      RB
137    137      RB2608  20251009  ...    3180       3175      RB
138    138      RB2609  20251009  ...    3189       3186      RB
139    139      WR2510  20251009  ...    3069       3069      WR
140    140      WR2511  20251009  ...    3270       3300      WR
141    141      WR2512  20251009  ...    3309       3309      WR
142    142      WR2601  20251009  ...    3320       3307      WR
143    143      WR2602  20251009  ...    3301       3301      WR
144    144      WR2603  20251009  ...    3329       3329      WR
145    145      WR2604  20251009  ...    3339       3339      WR
146    146      WR2605  20251009  ...    3279       3248      WR
147    147      WR2606  20251009  ...    3356       3296      WR
148    148      WR2607  20251009  ...    3390       3390      WR
149    149      WR2608  20251009  ...    3431       3408      WR
150    150      WR2609  20251009  ...    3430       3430      WR
151    151      HC2510  20251009  ...    3352       3380      HC
152    152      HC2511  20251009  ...    3306       3329      HC
153    153      HC2512  20251009  ...    3300       3300      HC
154    154      HC2601  20251009  ...    3273       3274      HC
155    155      HC2602  20251009  ...    3272       3270      HC
156    156      HC2603  20251009  ...    3281       3279      HC
157    157      HC2604  20251009  ...    3286       3279      HC
158    158      HC2605  20251009  ...    3281       3276      HC
159    159      HC2606  20251009  ...    3286       3274      HC
160    160      HC2607  20251009  ...    3294       3291      HC
161    161      HC2608  20251009  ...    3298       3293      HC
162    162      HC2609  20251009  ...    3301       3306      HC
163    163      SS2510  20251009  ...   12600      12650      SS
164    164      SS2511  20251009  ...   12800      12785      SS
165    165      SS2512  20251009  ...   12820      12800      SS
166    166      SS2601  20251009  ...   12890      12865      SS
167    167      SS2602  20251009  ...   12925      12915      SS
168    168      SS2603  20251009  ...   13050      13025      SS
169    169      SS2604  20251009  ...   13115      13105      SS
170    170      SS2605  20251009  ...   13195      13160      SS
171    171      SS2606  20251009  ...   13290      13230      SS
172    172      SS2607  20251009  ...   13320      13280      SS
173    173      SS2608  20251009  ...   13375      13340      SS
174    174      SS2609  20251009  ...   13410      13385      SS
175    175      SC2511  20251009  ...   468.7      480.5      SC
176    176      SC2512  20251009  ...   471.4        482      SC
177    177      SC2601  20251009  ...   471.2      481.6      SC
178    178      SC2602  20251009  ...   470.2      481.1      SC
179    179      SC2603  20251009  ...   469.6      480.5      SC
180    180      SC2604  20251009  ...   469.6      480.4      SC
181    181      SC2605  20251009  ...   470.5      482.3      SC
182    182      SC2606  20251009  ...   468.9      479.5      SC
183    183      SC2607  20251009  ...   470.8      478.7      SC
184    184      SC2608  20251009  ...   469.5      477.6      SC
185    185      SC2609  20251009  ...   470.3      478.3      SC
186    186      SC2610  20251009  ...     471      478.3      SC
187    187      SC2612  20251009  ...   463.8      473.7      SC
188    188      SC2703  20251009  ...     472      472.1      SC
189    189      SC2706  20251009  ...   469.9        473      SC
190    190      SC2709  20251009  ...   469.4      476.2      SC
191    191      SC2712  20251009  ...   465.9        474      SC
192    192      SC2803  20251009  ...     458      475.1      SC
193    193      SC2806  20251009  ...   455.2      465.8      SC
194    194      SC2809  20251009  ...   458.2      465.9      SC
195    195      LU2511  20251009  ...    3329       3402      LU
196    196      LU2512  20251009  ...    3342       3417      LU
197    197      LU2601  20251009  ...    3326       3398      LU
198    198      LU2602  20251009  ...    3318       3400      LU
199    199      LU2603  20251009  ...    3327       3375      LU
200    200      LU2604  20251009  ...    3300       3371      LU
201    201      LU2605  20251009  ...    3278       3358      LU
202    202      LU2606  20251009  ...    3289       3361      LU
203    203      LU2607  20251009  ...    3276       3353      LU
204    204      LU2608  20251009  ...    3271       3329      LU
205    205      LU2609  20251009  ...    3267       3317      LU
206    206      LU2610  20251009  ...    3267       3317      LU
207    207      FU2511  20251009  ...    2935       2995      FU
208    208      FU2512  20251009  ...    2851       2911      FU
209    209      FU2601  20251009  ...    2813       2870      FU
210    210      FU2602  20251009  ...    2786       2846      FU
211    211      FU2603  20251009  ...    2780       2833      FU
212    212      FU2604  20251009  ...    2773       2822      FU
213    213      FU2605  20251009  ...    2761       2807      FU
214    214      FU2606  20251009  ...    2752       2791      FU
215    215      FU2607  20251009  ...    2727       2764      FU
216    216      FU2608  20251009  ...    2702       2732      FU
217    217      FU2609  20251009  ...    2691       2718      FU
218    218      FU2610  20251009  ...    2686       2718      FU
219    219      BU2510  20251009  ...    3470       3444      BU
220    220      BU2511  20251009  ...    3376       3427      BU
221    221      BU2512  20251009  ...    3327       3378      BU
222    222      BU2601  20251009  ...    3307       3359      BU
223    223      BU2602  20251009  ...    3314       3366      BU
224    224      BU2603  20251009  ...    3323       3365      BU
225    225      BU2604  20251009  ...    3319       3368      BU
226    226      BU2605  20251009  ...    3328       3374      BU
227    227      BU2606  20251009  ...    3328       3369      BU
228    228      BU2607  20251009  ...    3331       3381      BU
229    229      BU2608  20251009  ...    3356       3378      BU
230    230      BU2609  20251009  ...    3316       3368      BU
231    231      BU2612  20251009  ...    3270       3308      BU
232    232      BU2703  20251009  ...    3276       3311      BU
233    233      BU2706  20251009  ...    3282       3306      BU
234    234      BU2709  20251009  ...    3300       3299      BU
235    235      BR2510  20251009  ...   11310      11230      BR
236    236      BR2511  20251009  ...   11260      11175      BR
237    237      BR2512  20251009  ...   11235      11165      BR
238    238      BR2601  20251009  ...   11225      11165      BR
239    239      BR2602  20251009  ...   11245      11170      BR
240    240      BR2603  20251009  ...   11265      11170      BR
241    241      BR2604  20251009  ...   11195      11175      BR
242    242      BR2605  20251009  ...   11295      11235      BR
243    243      BR2606  20251009  ...   11345      11270      BR
244    244      BR2607  20251009  ...   11415      11375      BR
245    245      BR2608  20251009  ...   11460      11410      BR
246    246      BR2609  20251009  ...   11505      11355      BR
247    247      RU2510  20251009  ...   14535      14265      RU
248    248      RU2511  20251009  ...   14485      14365      RU
249    249      RU2601  20251009  ...   15325      15180      RU
250    250      RU2603  20251009  ...   15345      15155      RU
251    251      RU2604  20251009  ...   15290      15150      RU
252    252      RU2605  20251009  ...   15290      15165      RU
253    253      RU2606  20251009  ...   15270      15175      RU
254    254      RU2607  20251009  ...   15370      15150      RU
255    255      RU2608  20251009  ...   15300      15095      RU
256    256      RU2609  20251009  ...   15315      15145      RU
257    257      NR2510  20251009  ...   12220      12200      NR
258    258      NR2511  20251009  ...   12385      12240      NR
259    259      NR2512  20251009  ...   12385      12255      NR
260    260      NR2601  20251009  ...   12410      12285      NR
261    261      NR2602  20251009  ...   12400      12260      NR
262    262      NR2603  20251009  ...   12390      12280      NR
263    263      NR2604  20251009  ...   12390      12285      NR
264    264      NR2605  20251009  ...   12425      12350      NR
265    265      NR2606  20251009  ...   12470      12415      NR
266    266      NR2607  20251009  ...   12535      12535      NR
267    267      NR2608  20251009  ...   12570      12555      NR
268    268      NR2609  20251009  ...   12510      12510      NR
269    269      SP2510  20251009  ...    4808       4808      SP
270    270      SP2511  20251009  ...    4812       4856      SP
271    271      SP2512  20251009  ...    4832       4874      SP
272    272      SP2601  20251009  ...    5108       5142      SP
273    273      SP2602  20251009  ...    5114       5140      SP
274    274      SP2603  20251009  ...    5130       5160      SP
275    275      SP2604  20251009  ...    5140       5168      SP
276    276      SP2605  20251009  ...    5150       5182      SP
277    277      SP2606  20251009  ...    5182       5198      SP
278    278      SP2607  20251009  ...    5170       5194      SP
279    279      SP2608  20251009  ...    5192       5212      SP
280    280      SP2609  20251009  ...    5178       5212      SP
281    281      OP2601  20251009  ...    4214       4232      OP
282    282      OP2602  20251009  ...    4224       4218      OP
283    283      OP2603  20251009  ...    4222       4258      OP
284    284      OP2604  20251009  ...    4268       4276      OP
285    285      OP2605  20251009  ...    4266       4266      OP
286    286      OP2606  20251009  ...    4234       4236      OP
287    287      OP2607  20251009  ...    4238       4238      OP
288    288      OP2608  20251009  ...    4248       4238      OP
289    289      OP2609  20251009  ...    4266       4330      OP
290    290      EC2510  20251009  ...  1112.5     1122.1      EC
291    291      EC2512  20251009  ...  1620.2     1719.1      EC
292    292      EC2602  20251009  ...  1410.9     1628.2      EC
293    293      EC2604  20251009  ...  1108.4     1243.6      EC
294    294      EC2606  20251009  ...  1294.6     1445.6      EC
295    295      EC2608  20251009  ...  1415.5     1595.7      EC
296    296  SC_TAS2511  20251009  ...                     SC_TAS
297    297  SC_TAS2512  20251009  ...                     SC_TAS
298    298  SC_TAS2601  20251009  ...                     SC_TAS
299    299  SC_TAS2602  20251009  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 16:25:41,577 - future_1d - INFO - ak.get_shfe_daily('2025-10-09') done
2025-10-17 16:25:43,441 - future_1d - INFO - save future_daily 2025-10-09 completed
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20251010   3960.0  ...   3958.00      3960.0        A
1     a2601  20251010   3972.0  ...   3958.00      3948.0        A
2     a2603  20251010   3971.0  ...   3959.00      3947.0        A
3     a2605  20251010   4008.0  ...   3998.00      3977.0        A
4     a2607  20251010   4000.0  ...   3991.00      3973.0        A
5     a2609  20251010   4002.0  ...   3996.00      3973.0        A
6     b2510  20251010   3611.0  ...   3619.00      3648.0        B
7     b2511  20251010   3628.0  ...   3624.00      3633.0        B
8     b2512  20251010   3646.0  ...   3649.00      3647.0        B
9     b2601  20251010   3650.0  ...   3651.00      3647.0        B
10    b2602  20251010   3662.0  ...   3660.00      3655.0        B
11    b2603  20251010   3626.0  ...   3623.00      3621.0        B
12    b2604  20251010   3531.0  ...   3530.00      3521.0        B
13    b2605  20251010   3460.0  ...   3464.00      3450.0        B
14    b2606  20251010   3433.0  ...   3439.00      3423.0        B
15    b2607  20251010   3434.0  ...   3441.00      3427.0        B
16    b2608  20251010   3526.0  ...   3533.00      3520.0        B
17    b2609  20251010   3563.0  ...   3567.00      3553.0        B
18   bb2511  20251010    135.0  ...    139.40       141.6       BB
19   bb2601  20251010    148.0  ...    147.05       147.0       BB
20   bb2603  20251010    146.9  ...    147.05       147.1       BB
21   bb2605  20251010    147.5  ...    147.25       146.8       BB
22   bb2607  20251010      0.0  ...    152.15       151.7       BB
23   bb2609  20251010      0.0  ...    152.15       151.7       BB
24   bz2603  20251010   5743.0  ...   5733.00      5732.0       BZ
25   bz2604  20251010   5749.0  ...   5706.00      5696.0       BZ
26   bz2605  20251010   5770.0  ...   5731.00      5683.0       BZ
27   bz2606  20251010      0.0  ...   5672.00      5672.0       BZ
28   bz2607  20251010   5747.0  ...   5747.00      5681.0       BZ
29   bz2608  20251010   5736.0  ...   5736.00      5657.0       BZ
30   bz2609  20251010      0.0  ...   5835.00      5874.0       BZ
31    c2511  20251010   2136.0  ...   2131.00      2136.0        C
32    c2601  20251010   2125.0  ...   2125.00      2122.0        C
33    c2603  20251010   2139.0  ...   2139.00      2135.0        C
34    c2605  20251010   2201.0  ...   2202.00      2197.0        C
35    c2607  20251010   2211.0  ...   2214.00      2210.0        C
36    c2609  20251010   2228.0  ...   2228.00      2226.0        C
37   cs2511  20251010   2429.0  ...   2428.00      2438.0       CS
38   cs2601  20251010   2436.0  ...   2433.00      2440.0       CS
39   cs2603  20251010   2449.0  ...   2443.00      2448.0       CS
40   cs2605  20251010   2536.0  ...   2531.00      2535.0       CS
41   cs2607  20251010   2540.0  ...   2536.00      2541.0       CS
42   cs2609  20251010   2582.0  ...   2579.00      2577.0       CS
43   eb2510  20251010   6719.0  ...   6699.00      6705.0       EB
44   eb2511  20251010   6810.0  ...   6782.00      6787.0       EB
45   eb2512  20251010   6819.0  ...   6796.00      6801.0       EB
46   eb2601  20251010   6859.0  ...   6824.00      6825.0       EB
47   eb2602  20251010   6903.0  ...   6857.00      6864.0       EB
48   eb2603  20251010   6939.0  ...   6903.00      6906.0       EB
49   eb2604  20251010   6988.0  ...   6953.00      6946.0       EB
50   eb2605  20251010   7013.0  ...   6981.00      6975.0       EB
51   eb2606  20251010   7000.0  ...   6957.00      6980.0       EB
52   eb2607  20251010   6945.0  ...   6945.00      6959.0       EB
53   eb2608  20251010   7024.0  ...   6987.00      6997.0       EB
54   eb2609  20251010      0.0  ...   7018.00      7018.0       EB
55   eg2510  20251010   4212.0  ...   4197.00      4173.0       EG
56   eg2511  20251010   4156.0  ...   4147.00      4156.0       EG
57   eg2512  20251010   4163.0  ...   4132.00      4134.0       EG
58   eg2601  20251010   4165.0  ...   4137.00      4145.0       EG
59   eg2602  20251010   4150.0  ...   4133.00      4143.0       EG
60   eg2603  20251010   4160.0  ...   4128.00      4181.0       EG
61   eg2604  20251010   4238.0  ...   4210.00      4197.0       EG
62   eg2605  20251010   4243.0  ...   4208.00      4224.0       EG
63   eg2606  20251010   4254.0  ...   4211.00      4225.0       EG
64   eg2607  20251010   4269.0  ...   4228.00      4300.0       EG
65   eg2608  20251010   4239.0  ...   4233.00      4285.0       EG
66   eg2609  20251010   4289.0  ...   4267.00      4259.0       EG
67   fb2510  20251010      0.0  ...   1252.00      1252.0       FB
68   fb2511  20251010   1263.0  ...   1265.00      1265.5       FB
69   fb2512  20251010   1263.5  ...   1261.50      1257.0       FB
70   fb2601  20251010   1260.0  ...   1262.50      1260.0       FB
71   fb2602  20251010   1267.0  ...   1268.00      1264.5       FB
72   fb2603  20251010   1259.0  ...   1260.50      1256.0       FB
73   fb2604  20251010   1263.5  ...   1265.00      1270.5       FB
74   fb2605  20251010      0.0  ...   1299.00      1299.0       FB
75   fb2606  20251010      0.0  ...   1276.50      1276.5       FB
76   fb2607  20251010      0.0  ...   1302.50      1302.5       FB
77   fb2608  20251010      0.0  ...   1308.00      1308.0       FB
78   fb2609  20251010      0.0  ...   1296.00      1296.0       FB
79    i2510  20251010    816.0  ...    816.00       802.0        I
80    i2511  20251010    812.0  ...    811.50       804.0        I
81    i2512  20251010    804.5  ...    804.50       797.0        I
82    i2601  20251010    795.5  ...    795.50       787.0        I
83    i2602  20251010    790.5  ...    790.50       783.0        I
84    i2603  20251010    785.5  ...    786.00       777.0        I
85    i2604  20251010    781.5  ...    781.50       775.0        I
86    i2605  20251010    775.0  ...    774.50       765.5        I
87    i2606  20251010    768.5  ...    768.50       761.0        I
88    i2607  20251010    764.0  ...    763.50       757.0        I
89    i2608  20251010    759.5  ...    759.00       752.5        I
90    i2609  20251010    751.0  ...    754.00       745.5        I
91    j2510  20251010   1600.5  ...   1600.50      1600.5        J
92    j2511  20251010   1602.0  ...   1603.00      1580.0        J
93    j2512  20251010   1629.5  ...   1633.50      1611.0        J
94    j2601  20251010   1646.5  ...   1661.50      1636.0        J
95    j2602  20251010   1690.0  ...   1692.00      1669.5        J
96    j2603  20251010      0.0  ...   1707.50      1698.0        J
97    j2604  20251010   1797.5  ...   1797.50      1766.0        J
98    j2605  20251010   1810.0  ...   1813.50      1787.0        J
99    j2606  20251010   1832.5  ...   1833.50      1817.0        J
100   j2607  20251010      0.0  ...   1833.50      1833.5        J
101   j2608  20251010   1853.5  ...   1865.00      1853.5        J
102   j2609  20251010   1904.0  ...   1905.00      1879.0        J
103  jd2510  20251010   2500.0  ...   2592.00      2676.0       JD
104  jd2511  20251010   2870.0  ...   2836.00      2871.0       JD
105  jd2512  20251010   3050.0  ...   2983.00      3055.0       JD
106  jd2601  20251010   3255.0  ...   3189.00      3254.0       JD
107  jd2602  20251010   3060.0  ...   3044.00      3059.0       JD
108  jd2603  20251010   3114.0  ...   3103.00      3103.0       JD
109  jd2604  20251010   3232.0  ...   3240.00      3229.0       JD
110  jd2605  20251010   3405.0  ...   3415.00      3398.0       JD
111  jd2606  20251010   3269.0  ...   3274.00      3244.0       JD
112  jd2607  20251010   3501.0  ...   3515.00      3480.0       JD
113  jd2608  20251010   3963.0  ...   3974.00      3951.0       JD
114  jd2609  20251010   3840.0  ...   3857.00      3819.0       JD
115  jm2510  20251010    974.5  ...    968.00       953.5       JM
116  jm2511  20251010   1027.5  ...   1016.50      1008.0       JM
117  jm2512  20251010   1096.5  ...   1092.00      1075.5       JM
118  jm2601  20251010   1170.0  ...   1165.00      1147.0       JM
119  jm2602  20251010   1200.0  ...   1195.00      1173.0       JM
120  jm2603  20251010   1224.0  ...   1217.00      1195.5       JM
121  jm2604  20251010   1242.0  ...   1238.50      1216.0       JM
122  jm2605  20251010   1268.0  ...   1262.00      1241.5       JM
123  jm2606  20251010   1290.0  ...   1282.00      1268.5       JM
124  jm2607  20251010   1306.0  ...   1303.00      1286.5       JM
125  jm2608  20251010   1327.0  ...   1327.00      1313.0       JM
126  jm2609  20251010   1354.5  ...   1347.00      1326.5       JM
127   l2510  20251010   6986.0  ...   6989.00      6992.0        L
128   l2511  20251010   7018.0  ...   7032.00      7039.0        L
129   l2512  20251010   7062.0  ...   7044.00      7059.0        L
130   l2601  20251010   7075.0  ...   7052.00      7073.0        L
131   l2602  20251010   7072.0  ...   7042.00      7060.0        L
132   l2603  20251010   7084.0  ...   7057.00      7071.0        L
133   l2604  20251010   7122.0  ...   7099.00      7117.0        L
134   l2605  20251010   7115.0  ...   7084.00      7106.0        L
135   l2606  20251010   7115.0  ...   7079.00      7112.0        L
136   l2607  20251010   7145.0  ...   7106.00      7128.0        L
137   l2608  20251010   7168.0  ...   7145.00      7146.0        L
138   l2609  20251010   7164.0  ...   7134.00      7150.0        L
139  lg2511  20251010    830.0  ...    825.00       826.5       LG
140  lg2601  20251010    826.0  ...    827.50       823.5       LG
141  lg2603  20251010    833.5  ...    830.50       829.5       LG
142  lg2605  20251010    831.5  ...    832.50       830.0       LG
143  lg2607  20251010    833.0  ...    834.00       831.5       LG
144  lg2609  20251010    833.5  ...    833.00       830.5       LG
145  lh2511  20251010  11580.0  ...  11455.00     11695.0       LH
146  lh2601  20251010  12155.0  ...  12215.00     12235.0       LH
147  lh2603  20251010  11950.0  ...  11985.00     12035.0       LH
148  lh2605  20251010  12410.0  ...  12505.00     12480.0       LH
149  lh2607  20251010  13180.0  ...  13260.00     13180.0       LH
150  lh2609  20251010  13875.0  ...  13895.00     13850.0       LH
151   m2511  20251010   2907.0  ...   2897.00      2909.0        M
152   m2512  20251010   2953.0  ...   2937.00      2947.0        M
153   m2601  20251010   2938.0  ...   2924.00      2934.0        M
154   m2603  20251010   2906.0  ...   2899.00      2899.0        M
155   m2605  20251010   2750.0  ...   2755.00      2751.0        M
156   m2607  20251010   2737.0  ...   2738.00      2733.0        M
157   m2608  20251010   2856.0  ...   2863.00      2854.0        M
158   m2609  20251010   2859.0  ...   2867.00      2858.0        M
159   p2510  20251010   9408.0  ...   9416.00      9422.0        P
160   p2511  20251010   9462.0  ...   9382.00      9416.0        P
161   p2512  20251010   9512.0  ...   9444.00      9476.0        P
162   p2601  20251010   9570.0  ...   9488.00      9512.0        P
163   p2602  20251010   9558.0  ...   9472.00      9486.0        P
164   p2603  20251010   9514.0  ...   9436.00      9456.0        P
165   p2604  20251010   9446.0  ...   9384.00      9374.0        P
166   p2605  20251010   9350.0  ...   9294.00      9298.0        P
167   p2606  20251010   9260.0  ...   9200.00      9200.0        P
168   p2607  20251010   9148.0  ...   9090.00      9068.0        P
169   p2608  20251010   9014.0  ...   9038.00      8992.0        P
170   p2609  20251010   8900.0  ...   8926.00      8846.0        P
171  pg2510  20251010   4248.0  ...   4248.00      4277.0       PG
172  pg2511  20251010   4079.0  ...   4063.00      4078.0       PG
173  pg2512  20251010   3973.0  ...   3982.00      4000.0       PG
174  pg2601  20251010   3923.0  ...   3927.00      3945.0       PG
175  pg2602  20251010   3883.0  ...   3870.00      3883.0       PG
176  pg2603  20251010   3809.0  ...   3811.00      3822.0       PG
177  pg2604  20251010   4186.0  ...   4148.00      4215.0       PG
178  pg2605  20251010   4122.0  ...   4110.00      4128.0       PG
179  pg2606  20251010   4073.0  ...   4062.00      4075.0       PG
180  pg2607  20251010   4014.0  ...   4011.00      4005.0       PG
181  pg2608  20251010   3972.0  ...   3967.00      3955.0       PG
182  pg2609  20251010   3920.0  ...   3932.00      3919.0       PG
183  pp2510  20251010   6639.0  ...   6630.00      6642.0       PP
184  pp2511  20251010   6668.0  ...   6664.00      6684.0       PP
185  pp2512  20251010   6721.0  ...   6701.00      6719.0       PP
186  pp2601  20251010   6745.0  ...   6734.00      6750.0       PP
187  pp2602  20251010   6752.0  ...   6723.00      6743.0       PP
188  pp2603  20251010   6736.0  ...   6721.00      6736.0       PP
189  pp2604  20251010   6757.0  ...   6751.00      6759.0       PP
190  pp2605  20251010   6794.0  ...   6779.00      6801.0       PP
191  pp2606  20251010   6751.0  ...   6743.00      6759.0       PP
192  pp2607  20251010   6765.0  ...   6740.00      6747.0       PP
193  pp2608  20251010   6798.0  ...   6779.00      6794.0       PP
194  pp2609  20251010   6827.0  ...   6802.00      6835.0       PP
195  rr2510  20251010      0.0  ...   3612.00      3612.0       RR
196  rr2511  20251010   3624.0  ...   3627.00      3619.0       RR
197  rr2512  20251010   3594.0  ...   3605.00      3596.0       RR
198  rr2601  20251010   3633.0  ...   3634.00      3626.0       RR
199  rr2602  20251010   3620.0  ...   3618.00      3611.0       RR
200  rr2603  20251010   3618.0  ...   3617.00      3613.0       RR
201  rr2604  20251010   3621.0  ...   3623.00      3621.0       RR
202  rr2605  20251010   3617.0  ...   3617.00      3609.0       RR
203  rr2606  20251010   3620.0  ...   3615.00      3608.0       RR
204  rr2607  20251010   3608.0  ...   3617.00      3609.0       RR
205  rr2608  20251010   3578.0  ...   3620.00      3614.0       RR
206  rr2609  20251010   3592.0  ...   3626.00      3630.0       RR
207   v2510  20251010   4660.0  ...   4625.00      4634.0        V
208   v2511  20251010   4675.0  ...   4665.00      4667.0        V
209   v2512  20251010   4714.0  ...   4706.00      4704.0        V
210   v2601  20251010   4770.0  ...   4754.00      4755.0        V
211   v2602  20251010   4808.0  ...   4790.00      4805.0        V
212   v2603  20251010   4844.0  ...   4825.00      4839.0        V
213   v2604  20251010   5074.0  ...   5025.00      5049.0        V
214   v2605  20251010   5102.0  ...   5072.00      5085.0        V
215   v2606  20251010   5152.0  ...   5104.00      5119.0        V
216   v2607  20251010   5161.0  ...   5147.00      5153.0        V
217   v2608  20251010   5216.0  ...   5171.00      5195.0        V
218   v2609  20251010   5240.0  ...   5212.00      5231.0        V
219   y2511  20251010   8316.0  ...   8326.00      8290.0        Y
220   y2512  20251010   8362.0  ...   8370.00      8342.0        Y
221   y2601  20251010   8324.0  ...   8324.00      8294.0        Y
222   y2603  20251010   8270.0  ...   8266.00      8226.0        Y
223   y2605  20251010   8068.0  ...   8068.00      8044.0        Y
224   y2607  20251010   8036.0  ...   8014.00      7978.0        Y
225   y2608  20251010   8042.0  ...   8024.00      7988.0        Y
226   y2609  20251010   8004.0  ...   7988.00      7954.0        Y

[227 rows x 12 columns]
2025-10-17 16:25:50,486 - future_1d - INFO - ak.get_dce_daily('2025-10-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251010  7491.000  ...  7389.600    7531.400       IC
1   IC2511  20251010  7439.000  ...  7320.000    7471.600       IC
2   IC2512  20251010  7398.800  ...  7272.600    7432.800       IC
3   IC2603  20251010  7230.000  ...  7109.200    7272.200       IC
4   IF2510  20251010  4673.400  ...  4615.200    4712.000       IF
5   IF2511  20251010  4673.800  ...  4603.600    4703.200       IF
6   IF2512  20251010  4664.000  ...  4593.200    4694.400       IF
7   IF2603  20251010  4647.400  ...  4571.200    4672.600       IF
8   IH2510  20251010  3002.000  ...  2974.000    3022.800       IH
9   IH2511  20251010  3004.800  ...  2973.200    3022.200       IH
10  IH2512  20251010  3010.000  ...  2973.200    3024.200       IH
11  IH2603  20251010  3008.400  ...  2972.600    3023.800       IH
12  IM2510  20251010  7579.600  ...  7519.600    7618.800       IM
13  IM2511  20251010  7508.000  ...  7427.400    7539.400       IM
14  IM2512  20251010  7415.000  ...  7346.400    7467.800       IM
15  IM2603  20251010  7207.400  ...  7127.400    7248.800       IM
16   T2512  20251010   108.075  ...   107.960     108.050        T
17   T2603  20251010   107.765  ...   107.665     107.730        T
18   T2606  20251010   107.600  ...   107.535     107.615        T
19  TF2512  20251010   105.750  ...   105.655     105.750       TF
20  TF2603  20251010   105.625  ...   105.555     105.610       TF
21  TF2606  20251010   105.660  ...   105.575     105.625       TF
22  TL2512  20251010   114.590  ...   114.020     114.530       TL
23  TL2603  20251010   114.280  ...   113.690     114.180       TL
24  TL2606  20251010   114.240  ...   113.610     114.140       TL
25  TS2512  20251010   102.410  ...   102.352     102.410       TS
26  TS2603  20251010   102.304  ...   102.264     102.304       TS
27  TS2606  20251010   102.332  ...   102.324     102.356       TS

[28 rows x 12 columns]
2025-10-17 16:25:50,657 - future_1d - INFO - ak.get_cffex_daily('2025-10-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251010     471   472.1  ...  3161391.79   466.2      468.7      SC
1       SC2512  20251010   473.9   474.5  ...  1414802.69   468.5      471.4      SC
2       SC2601  20251010     472   474.2  ...   316812.66   468.3      471.2      SC
3       SC2602  20251010   471.5   473.5  ...    41816.12   468.2      470.2      SC
4       SC2603  20251010   471.6   472.6  ...    16896.19   466.7      469.6      SC
5       SC2604  20251010   471.7   471.9  ...     6755.64   465.9      469.6      SC
6       SC2605  20251010     471   471.6  ...      7499.8   465.8      470.5      SC
7       SC2606  20251010   469.6   472.2  ...    12110.07   465.7      468.9      SC
8       SC2607  20251010   468.6   469.6  ...      234.08   468.1      470.8      SC
9       SC2608  20251010   465.3   465.7  ...      325.13   464.4      469.5      SC
10      SC2609  20251010   467.8   468.5  ...     1257.95   465.9      470.3      SC
11      SC2610  20251010                  ...           0   464.9        471      SC
12      SC2612  20251010   469.5   469.6  ...      697.54     465      463.8      SC
13      SC2703  20251010   465.5   465.5  ...      185.71   464.2        472      SC
14      SC2706  20251010                  ...           0     466      469.9      SC
15      SC2709  20251010   468.3   468.3  ...      277.98   463.3      469.4      SC
16      SC2712  20251010                  ...           0   461.8      465.9      SC
17      SC2803  20251010                  ...           0     458        458      SC
18      SC2806  20251010     456   458.2  ...     1096.03   456.6      455.2      SC
19      SC2809  20251010   456.9     460  ...     1465.01   457.8      458.2      SC
21      LU2511  20251010    3374    3378  ...   76172.122    3327       3329      LU
22      LU2512  20251010    3370    3371  ...  245365.822    3332       3342      LU
23      LU2601  20251010    3330    3353  ...   87812.969    3313       3326      LU
24      LU2602  20251010    3329    3341  ...    5574.851    3304       3318      LU
25      LU2603  20251010    3317    3336  ...     574.808    3303       3327      LU
26      LU2604  20251010    3282    3282  ...      13.109    3277       3300      LU
27      LU2605  20251010    3295    3295  ...      16.432    3286       3278      LU
28      LU2606  20251010    3277    3277  ...      26.046    3255       3289      LU
29      LU2607  20251010    3262    3262  ...      16.298    3259       3276      LU
30      LU2608  20251010    3260    3264  ...      39.088    3257       3271      LU
31      LU2609  20251010    3285    3285  ...     104.254    3257       3267      LU
32      LU2610  20251010    3260    3267  ...       35.86    3260       3267      LU
34      NR2510  20251010   12395   12395  ...      985.15   12310      12220      NR
35      NR2511  20251010   12465   12520  ...  703184.165   12395      12385      NR
36      NR2512  20251010   12475   12510  ...  427964.625   12400      12385      NR
37      NR2601  20251010   12485   12510  ...  142685.735   12400      12410      NR
38      NR2602  20251010   12420   12475  ...     3390.01   12370      12400      NR
39      NR2603  20251010   12400   12450  ...    2801.655   12395      12390      NR
40      NR2604  20251010   12400   12420  ...     445.705   12380      12390      NR
41      NR2605  20251010   12440   12450  ...      310.28   12410      12425      NR
42      NR2606  20251010   12475   12480  ...       62.07   12410      12470      NR
43      NR2607  20251010   12490   12490  ...       12.49   12490      12535      NR
44      NR2608  20251010   12535   12535  ...      12.535   12535      12570      NR
45      NR2609  20251010                  ...           0   12510      12510      NR
47      BC2510  20251010                  ...           0   76060      76060      BC
48      BC2511  20251010   77620   78240  ...  613583.705   77210      76560      BC
49      BC2512  20251010   77520   78310  ...   51169.195   77230      76870      BC
50      BC2601  20251010   77430   77780  ...      270.04   77150      76900      BC
51      BC2602  20251010                  ...           0   76900      76900      BC
52      BC2603  20251010                  ...           0   77470      77470      BC
53      BC2604  20251010                  ...           0   77000      77000      BC
54      BC2605  20251010                  ...           0   75900      75900      BC
55      BC2606  20251010                  ...           0   75880      75880      BC
56      BC2607  20251010   77070   77300  ...    1191.175   76850      75800      BC
57      BC2608  20251010                  ...           0   75800      75800      BC
58      BC2609  20251010                  ...           0   75710      75710      BC
60      EC2510  20251010  1118.8    1138  ...  36438.1725  1125.5     1112.5      EC
61      EC2512  20251010    1670    1670  ...  252613.195  1605.1     1620.2      EC
62      EC2602  20251010    1385    1399  ...  48909.9605  1365.4     1410.9      EC
63      EC2604  20251010  1089.9  1119.9  ...   27926.309  1084.9     1108.4      EC
64      EC2606  20251010  1260.9  1290.8  ...    3233.508    1268     1294.6      EC
65      EC2608  20251010    1405    1422  ...    2824.423  1405.1     1415.5      EC
68  SC_TAS2511  20251010                  ...                                 SC_TAS
69  SC_TAS2512  20251010                  ...                                 SC_TAS
70  SC_TAS2601  20251010                  ...                                 SC_TAS
71  SC_TAS2602  20251010                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 16:25:50,723 - future_1d - INFO - ak.get_ine_daily('2025-10-10') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251010   9010.0   9175.0  ...      108.45   9037.0      9056.0       AP
1    AP511  20251010   8714.0   8796.0  ...    14449.55   8747.0      8692.0       AP
2    AP512  20251010   8648.0   8727.0  ...     4961.44   8689.0      8655.0       AP
3    AP601  20251010   8683.0   8788.0  ...   874039.85   8721.0      8691.0       AP
4    AP603  20251010   8521.0   8636.0  ...     2556.79   8580.0      8527.0       AP
5    AP604  20251010   8516.0   8633.0  ...     1134.18   8592.0      8517.0       AP
6    AP605  20251010   8563.0   8694.0  ...    44339.02   8640.0      8564.0       AP
7    CF511  20251010  13250.0  13415.0  ...   121951.45  13340.0     13255.0       CF
8    CF601  20251010  13295.0  13420.0  ...  2287632.70  13355.0     13290.0       CF
9    CF603  20251010  13300.0  13430.0  ...   191533.79  13335.0     13295.0       CF
10   CF605  20251010  13340.0  13465.0  ...   418980.92  13405.0     13330.0       CF
11   CF607  20251010  13440.0  13490.0  ...     1491.33  13435.0     13360.0       CF
12   CF609  20251010  13535.0  13645.0  ...     3085.34  13590.0     13515.0       CF
13   CJ512  20251010  10930.0  11135.0  ...    10691.61  11015.0     10805.0       CJ
14   CJ601  20251010  11000.0  11230.0  ...  1590993.41  11110.0     10895.0       CJ
15   CJ603  20251010  10935.0  11175.0  ...    23433.48  11060.0     10845.0       CJ
16   CJ605  20251010  11045.0  11285.0  ...   255976.02  11170.0     10955.0       CJ
17   CJ607  20251010  11140.0  11335.0  ...     3709.49  11225.0     11035.0       CJ
18   CJ609  20251010  11255.0  11440.0  ...     2579.58  11365.0     11165.0       CJ
19   CY510  20251010      0.0      0.0  ...        0.00  19515.0     19480.0       CY
20   CY511  20251010  19520.0  19805.0  ...    48797.19  19725.0     19470.0       CY
21   CY512  20251010      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251010  19350.0  19490.0  ...   113179.57  19415.0     19380.0       CY
23   CY602  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251010  19300.0  19700.0  ...      146.69  19560.0     19450.0       CY
25   CY604  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251010  19675.0  19680.0  ...      137.04  19575.0     19475.0       CY
27   CY606  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251010      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251010      0.0      0.0  ...        0.00  19335.0     19335.0       CY
30   CY609  20251010      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251010      0.0      0.0  ...        0.00   1099.0      1101.0       FG
32   FG511  20251010   1119.0   1130.0  ...    89279.98   1117.0      1107.0       FG
33   FG512  20251010   1232.0   1249.0  ...    89524.47   1230.0      1220.0       FG
34   FG601  20251010   1224.0   1245.0  ...  5224223.26   1224.0      1215.0       FG
35   FG602  20251010   1285.0   1304.0  ...    45666.38   1282.0      1272.0       FG
36   FG603  20251010   1287.0   1306.0  ...    84022.33   1288.0      1276.0       FG
37   FG604  20251010   1354.0   1371.0  ...     1693.14   1355.0      1335.0       FG
38   FG605  20251010   1340.0   1371.0  ...   254349.80   1351.0      1334.0       FG
39   FG606  20251010   1374.0   1400.0  ...     1151.48   1384.0      1369.0       FG
40   FG607  20251010   1365.0   1391.0  ...     2545.67   1372.0      1356.0       FG
41   FG608  20251010   1410.0   1429.0  ...     1116.02   1416.0      1400.0       FG
42   FG609  20251010   1405.0   1431.0  ...     8066.61   1417.0      1403.0       FG
43   JR511  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251010   2205.0   2210.0  ...      641.34   2204.0      2202.0       MA
52   MA511  20251010   2241.0   2255.0  ...    35444.98   2243.0      2245.0       MA
53   MA512  20251010   2265.0   2288.0  ...    85770.82   2270.0      2276.0       MA
54   MA601  20251010   2290.0   2308.0  ...  1307251.87   2295.0      2298.0       MA
55   MA602  20251010   2320.0   2341.0  ...    60599.22   2326.0      2325.0       MA
56   MA603  20251010   2339.0   2363.0  ...   134219.75   2347.0      2350.0       MA
57   MA604  20251010   2362.0   2372.0  ...       94.41   2360.0      2360.0       MA
58   MA605  20251010   2349.0   2362.0  ...   137736.49   2346.0      2355.0       MA
59   MA606  20251010   2371.0   2372.0  ...       77.58   2351.0      2358.0       MA
60   MA607  20251010   2349.0   2354.0  ...      112.39   2341.0      2336.0       MA
61   MA608  20251010   2341.0   2353.0  ...       42.25   2347.0      2345.0       MA
62   MA609  20251010   2323.0   2333.0  ...     1696.86   2321.0      2325.0       MA
63   OI511  20251010  10422.0  10422.0  ...   172389.98  10308.0     10352.0       OI
64   OI601  20251010  10238.0  10247.0  ...  2813643.22  10138.0     10197.0       OI
65   OI603  20251010  10003.0  10017.0  ...   256188.87   9916.0      9966.0       OI
66   OI605  20251010   9720.0   9735.0  ...   171151.48   9652.0      9683.0       OI
67   OI607  20251010   9625.0   9639.0  ...      917.66   9559.0      9613.0       OI
68   OI609  20251010   9566.0   9585.0  ...     1988.10   9512.0      9547.0       OI
69   PF510  20251010   6206.0   6206.0  ...      127.09   6200.0      6250.0       PF
70   PF511  20251010   6292.0   6300.0  ...   508421.02   6228.0      6274.0       PF
71   PF512  20251010   6232.0   6252.0  ...   503489.98   6184.0      6214.0       PF
72   PF601  20251010   6264.0   6292.0  ...    86086.50   6230.0      6258.0       PF
73   PF602  20251010   6254.0   6262.0  ...   305619.36   6188.0      6236.0       PF
74   PF603  20251010   6242.0   6258.0  ...   154434.07   6184.0      6232.0       PF
75   PF604  20251010   6332.0   6344.0  ...      134.30   6246.0      6288.0       PF
76   PF605  20251010   6320.0   6352.0  ...      219.18   6262.0      6304.0       PF
77   PF606  20251010   6334.0   6334.0  ...       50.24   6280.0      6336.0       PF
78   PF607  20251010   6352.0   6352.0  ...       53.57   6302.0      6330.0       PF
79   PF608  20251010   6372.0   6382.0  ...       41.12   6326.0      6376.0       PF
80   PF609  20251010   6368.0   6400.0  ...       82.66   6360.0      6390.0       PF
81   PK510  20251010   7650.0   7704.0  ...       84.46   7678.0      7620.0       PK
82   PK511  20251010   7702.0   7916.0  ...   774780.16   7816.0      7712.0       PK
83   PK512  20251010   7708.0   7876.0  ...   192816.30   7792.0      7704.0       PK
84   PK601  20251010   7750.0   7910.0  ...   387951.26   7838.0      7748.0       PK
85   PK603  20251010   7804.0   7946.0  ...    34929.62   7886.0      7782.0       PK
86   PK604  20251010   7830.0   7962.0  ...     1580.85   7924.0      7832.0       PK
87   PK605  20251010   7846.0   7976.0  ...    25695.93   7928.0      7840.0       PK
88   PL601  20251010   6231.0   6242.0  ...    67065.51   6205.0      6219.0       PL
89   PL602  20251010   6268.0   6276.0  ...    29438.79   6242.0      6253.0       PL
90   PL603  20251010   6259.0   6259.0  ...    26758.92   6240.0      6257.0       PL
91   PL604  20251010      0.0      0.0  ...        0.00   6239.0      6363.0       PL
92   PL605  20251010   6196.0   6202.0  ...       37.20   6200.0      6216.0       PL
93   PL606  20251010      0.0      0.0  ...        0.00   6290.0      6290.0       PL
94   PL607  20251010   6230.0   6279.0  ...       87.41   6244.0      6267.0       PL
95   PL608  20251010      0.0      0.0  ...        0.00   6429.0      6433.0       PL
96   PL609  20251010      0.0      0.0  ...        0.00   6343.0      6346.0       PL
97   PM511  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251010      0.0      0.0  ...        0.00   5738.0      5738.0       PR
104  PR511  20251010   5762.0   5790.0  ...   108337.35   5734.0      5736.0       PR
105  PR512  20251010   5740.0   5762.0  ...   376097.30   5702.0      5726.0       PR
106  PR601  20251010   5714.0   5740.0  ...   248830.00   5686.0      5714.0       PR
107  PR602  20251010   5774.0   5780.0  ...    43879.78   5712.0      5750.0       PR
108  PR603  20251010   5788.0   5788.0  ...      300.70   5728.0      5768.0       PR
109  PR604  20251010   5836.0   5836.0  ...      155.25   5750.0      5804.0       PR
110  PR605  20251010   5818.0   5852.0  ...       78.29   5800.0      5808.0       PR
111  PR606  20251010   5850.0   5850.0  ...       52.32   5814.0      5844.0       PR
112  PR607  20251010   5846.0   5846.0  ...       34.85   5810.0      5840.0       PR
113  PR608  20251010   5832.0   5832.0  ...       60.79   5790.0      5770.0       PR
114  PR609  20251010   5832.0   5832.0  ...        8.75   5832.0      5870.0       PR
115  PX510  20251010      0.0      0.0  ...        0.00   6458.0      6458.0       PX
116  PX511  20251010   6584.0   6618.0  ...   329009.38   6532.0      6528.0       PX
117  PX512  20251010   6570.0   6592.0  ...   117908.60   6516.0      6518.0       PX
118  PX601  20251010   6554.0   6586.0  ...   276904.22   6508.0      6522.0       PX
119  PX602  20251010   6590.0   6600.0  ...   156948.32   6516.0      6524.0       PX
120  PX603  20251010   6568.0   6596.0  ...   118729.48   6518.0      6516.0       PX
121  PX604  20251010   6534.0   6574.0  ...       19.65   6552.0      6528.0       PX
122  PX605  20251010   6586.0   6610.0  ...     1296.28   6530.0      6542.0       PX
123  PX606  20251010   6582.0   6582.0  ...       19.50   6498.0      6600.0       PX
124  PX607  20251010   6596.0   6596.0  ...        6.55   6552.0      6622.0       PX
125  PX608  20251010   6540.0   6540.0  ...        3.27   6540.0      6624.0       PX
126  PX609  20251010   6532.0   6532.0  ...        3.27   6532.0      6574.0       PX
127  RI511  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251010   2499.0   2507.0  ...    48419.03   2455.0      2491.0       RM
134  RM601  20251010   2431.0   2437.0  ...   714082.80   2406.0      2429.0       RM
135  RM603  20251010   2345.0   2349.0  ...     9708.99   2336.0      2339.0       RM
136  RM605  20251010   2333.0   2341.0  ...   130459.77   2330.0      2330.0       RM
137  RM607  20251010   2323.0   2332.0  ...     5720.82   2322.0      2321.0       RM
138  RM608  20251010   2423.0   2433.0  ...      451.21   2426.0      2424.0       RM
139  RM609  20251010   2412.0   2424.0  ...     2960.46   2415.0      2412.0       RM
140  RS511  20251010   5207.0   5268.0  ...       36.64   5235.0      5223.0       RS
141  RS607  20251010      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251010      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251010      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251010   1163.0   1185.0  ...     3029.77   1164.0      1163.0       SA
145  SA511  20251010   1187.0   1201.0  ...    96198.32   1182.0      1181.0       SA
146  SA512  20251010   1244.0   1265.0  ...   218879.11   1241.0      1240.0       SA
147  SA601  20251010   1255.0   1275.0  ...  3037944.93   1253.0      1251.0       SA
148  SA602  20251010   1294.0   1313.0  ...   118002.86   1289.0      1288.0       SA
149  SA603  20251010   1300.0   1319.0  ...   104183.27   1296.0      1293.0       SA
150  SA604  20251010   1343.0   1361.0  ...     2072.84   1339.0      1335.0       SA
151  SA605  20251010   1350.0   1366.0  ...   184788.30   1347.0      1343.0       SA
152  SA606  20251010   1368.0   1385.0  ...     1292.98   1364.0      1361.0       SA
153  SA607  20251010   1370.0   1386.0  ...     2059.17   1369.0      1363.0       SA
154  SA608  20251010   1413.0   1421.0  ...      874.87   1407.0      1402.0       SA
155  SA609  20251010   1409.0   1427.0  ...     5950.98   1414.0      1407.0       SA
156  SF510  20251010   5312.0   5318.0  ...     6699.86   5310.0      5312.0       SF
157  SF511  20251010   5486.0   5498.0  ...   281033.81   5458.0      5472.0       SF
158  SF512  20251010   5464.0   5476.0  ...    77511.44   5420.0      5448.0       SF
159  SF601  20251010   5460.0   5468.0  ...   179341.33   5422.0      5448.0       SF
160  SF602  20251010   5428.0   5430.0  ...    41247.38   5380.0      5404.0       SF
161  SF603  20251010   5600.0   5608.0  ...    46450.93   5550.0      5580.0       SF
162  SF604  20251010   5536.0   5536.0  ...        8.29   5526.0      5588.0       SF
163  SF605  20251010   5580.0   5586.0  ...     4087.45   5528.0      5564.0       SF
164  SF606  20251010   5514.0   5522.0  ...      203.48   5500.0      5534.0       SF
165  SF607  20251010   5678.0   5678.0  ...       93.55   5670.0      5698.0       SF
166  SF608  20251010   5650.0   5650.0  ...        5.65   5650.0      5682.0       SF
167  SF609  20251010   5668.0   5672.0  ...       73.46   5652.0      5674.0       SF
168  SH510  20251010   2435.0   2435.0  ...        7.31   2435.0      2443.0       SH
169  SH511  20251010   2410.0   2434.0  ...   257270.77   2416.0      2433.0       SH
170  SH512  20251010   2460.0   2492.0  ...   186835.23   2477.0      2479.0       SH
171  SH601  20251010   2455.0   2488.0  ...  2084493.21   2469.0      2469.0       SH
172  SH602  20251010   2484.0   2522.0  ...   224253.25   2507.0      2503.0       SH
173  SH603  20251010   2501.0   2532.0  ...   191772.34   2518.0      2513.0       SH
174  SH604  20251010   2550.0   2577.0  ...      122.95   2561.0      2558.0       SH
175  SH605  20251010   2553.0   2584.0  ...    12285.95   2568.0      2564.0       SH
176  SH606  20251010   2586.0   2593.0  ...       62.16   2590.0      2581.0       SH
177  SH607  20251010   2589.0   2589.0  ...       38.78   2586.0      2569.0       SH
178  SH608  20251010   2603.0   2606.0  ...       78.03   2601.0      2591.0       SH
179  SH609  20251010   2608.0   2615.0  ...      109.61   2610.0      2606.0       SH
180  SM510  20251010   5632.0   5632.0  ...      416.70   5632.0      5646.0       SM
181  SM511  20251010   5768.0   5780.0  ...    33587.93   5752.0      5746.0       SM
182  SM512  20251010   5780.0   5780.0  ...    58649.71   5754.0      5748.0       SM
183  SM601  20251010   5776.0   5788.0  ...   362808.98   5760.0      5756.0       SM
184  SM602  20251010   5790.0   5796.0  ...    68372.84   5768.0      5760.0       SM
185  SM603  20251010   5798.0   5808.0  ...    86744.69   5780.0      5774.0       SM
186  SM604  20251010      0.0      0.0  ...        0.00   5794.0      5794.0       SM
187  SM605  20251010   5810.0   5828.0  ...    13341.48   5796.0      5796.0       SM
188  SM606  20251010      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251010   5824.0   5824.0  ...       23.27   5820.0      5810.0       SM
190  SM608  20251010   5836.0   5836.0  ...        2.92   5836.0      5848.0       SM
191  SM609  20251010   5850.0   5850.0  ...      405.82   5840.0      5842.0       SM
192  SR511  20251010   5551.0   5577.0  ...    47970.47   5553.0      5552.0       SR
193  SR601  20251010   5521.0   5537.0  ...   941782.45   5517.0      5517.0       SR
194  SR603  20251010   5506.0   5520.0  ...   151560.30   5502.0      5507.0       SR
195  SR605  20251010   5490.0   5500.0  ...    70819.69   5485.0      5481.0       SR
196  SR607  20251010   5487.0   5495.0  ...     2192.54   5481.0      5474.0       SR
197  SR609  20251010   5491.0   5500.0  ...     3364.24   5488.0      5484.0       SR
198  TA510  20251010   4558.0   4562.0  ...    12205.81   4518.0      4514.0       TA
199  TA511  20251010   4564.0   4582.0  ...   167144.16   4534.0      4544.0       TA
200  TA512  20251010   4552.0   4596.0  ...   123747.48   4548.0      4552.0       TA
201  TA601  20251010   4580.0   4604.0  ...  1352282.03   4554.0      4564.0       TA
202  TA602  20251010   4594.0   4616.0  ...    94996.70   4568.0      4572.0       TA
203  TA603  20251010   4606.0   4628.0  ...    52974.17   4574.0      4590.0       TA
204  TA604  20251010   4554.0   4554.0  ...        2.28   4554.0      4590.0       TA
205  TA605  20251010   4634.0   4650.0  ...    75641.43   4598.0      4612.0       TA
206  TA606  20251010   4576.0   4576.0  ...        9.15   4576.0      4644.0       TA
207  TA607  20251010   4596.0   4596.0  ...       29.84   4592.0      4652.0       TA
208  TA608  20251010   4610.0   4610.0  ...       25.32   4604.0      4632.0       TA
209  TA609  20251010   4674.0   4682.0  ...      959.99   4626.0      4658.0       TA
210  UR510  20251010   1500.0   1506.0  ...     1204.65   1503.0      1516.0       UR
211  UR511  20251010   1585.0   1591.0  ...    25018.59   1576.0      1593.0       UR
212  UR512  20251010   1594.0   1601.0  ...    16857.60   1587.0      1600.0       UR
213  UR601  20251010   1612.0   1614.0  ...   515667.41   1601.0      1619.0       UR
214  UR602  20251010   1616.0   1622.0  ...    18034.17   1608.0      1620.0       UR
215  UR603  20251010   1670.0   1670.0  ...      259.61   1664.0      1672.0       UR
216  UR604  20251010   1674.0   1674.0  ...      106.61   1666.0      1672.0       UR
217  UR605  20251010   1680.0   1681.0  ...    39844.52   1672.0      1681.0       UR
218  UR606  20251010   1680.0   1683.0  ...      908.13   1676.0      1686.0       UR
219  UR607  20251010   1715.0   1716.0  ...      191.58   1711.0      1722.0       UR
220  UR608  20251010   1709.0   1709.0  ...       37.52   1705.0      1716.0       UR
221  UR609  20251010   1705.0   1707.0  ...      970.99   1703.0      1706.0       UR
222  WH511  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:25:51,057 - future_1d - INFO - ak.get_czce_daily('2025-10-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251010  49450.0  ...  50770.0     50760.0       PS
1   PS2511  20251010  50750.0  ...  49915.0     50185.0       PS
2   PS2512  20251010  53600.0  ...  52635.0     52860.0       PS
3   PS2601  20251010  53600.0  ...  52560.0     52695.0       PS
4   PS2602  20251010  53460.0  ...  52415.0     52535.0       PS
5   PS2603  20251010  54175.0  ...  52595.0     52620.0       PS
6   PS2604  20251010  53980.0  ...  52535.0     52550.0       PS
7   PS2605  20251010  53005.0  ...  52395.0     52570.0       PS
8   PS2606  20251010  54810.0  ...  54405.0     54535.0       PS
9   PS2607  20251010  54885.0  ...  54390.0     54430.0       PS
10  PS2608  20251010  54265.0  ...  54265.0     54115.0       PS
11  PS2609  20251010  54725.0  ...  54075.0     54065.0       PS
13  SI2510  20251010   8640.0  ...   8655.0      8640.0       SI
14  SI2511  20251010   8680.0  ...   8725.0      8645.0       SI
15  SI2512  20251010   9030.0  ...   9095.0      9035.0       SI
16  SI2601  20251010   9040.0  ...   9055.0      8985.0       SI
17  SI2602  20251010   9030.0  ...   9060.0      8990.0       SI
18  SI2603  20251010   8975.0  ...   9020.0      8975.0       SI
19  SI2604  20251010   9095.0  ...   9085.0      9000.0       SI
20  SI2605  20251010   9050.0  ...   9085.0      9020.0       SI
21  SI2606  20251010   9130.0  ...   9105.0      9020.0       SI
22  SI2607  20251010   9160.0  ...   9150.0      9055.0       SI
23  SI2608  20251010   9175.0  ...   9120.0      9040.0       SI
24  SI2609  20251010   9150.0  ...   9135.0      9060.0       SI
27  LC2510  20251010  73060.0  ...  72980.0     73040.0       LC
28  LC2511  20251010  73200.0  ...  73100.0     73700.0       LC
29  LC2512  20251010  73000.0  ...  73300.0     73780.0       LC
30  LC2601  20251010  73380.0  ...  73280.0     73640.0       LC
31  LC2602  20251010  72900.0  ...  73140.0     73320.0       LC
32  LC2603  20251010  72900.0  ...  73080.0     73400.0       LC
33  LC2604  20251010  73500.0  ...  73600.0     73820.0       LC
34  LC2605  20251010  73480.0  ...  73620.0     73740.0       LC
35  LC2606  20251010  73320.0  ...  73460.0     73720.0       LC
36  LC2607  20251010  73280.0  ...  73480.0     73600.0       LC
37  LC2608  20251010  73480.0  ...  73700.0     73720.0       LC
38  LC2609  20251010  73540.0  ...  73760.0     73720.0       LC

[36 rows x 12 columns]
2025-10-17 16:25:51,319 - future_1d - INFO - ak.get_gfex_daily('2025-10-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251010  ...   86530      86040      CU
1        1      CU2511  20251010  ...   86910      85910      CU
2        2      CU2512  20251010  ...   86910      85940      CU
3        3      CU2601  20251010  ...   86960      85900      CU
4        4      CU2602  20251010  ...   87010      85730      CU
5        5      CU2603  20251010  ...   87090      85740      CU
6        6      CU2604  20251010  ...   86700      86060      CU
7        7      CU2605  20251010  ...   86520      85860      CU
8        8      CU2606  20251010  ...   86870      85890      CU
9        9      CU2607  20251010  ...   86660      85640      CU
10      10      CU2608  20251010  ...   86640      85310      CU
11      11      CU2609  20251010  ...   86490      85410      CU
12      12      BC2510  20251010  ...   76060      76060      BC
13      13      BC2511  20251010  ...   77210      76560      BC
14      14      BC2512  20251010  ...   77230      76870      BC
15      15      BC2601  20251010  ...   77150      76900      BC
16      16      BC2602  20251010  ...   76900      76900      BC
17      17      BC2603  20251010  ...   77470      77470      BC
18      18      BC2604  20251010  ...   77000      77000      BC
19      19      BC2605  20251010  ...   75900      75900      BC
20      20      BC2606  20251010  ...   75880      75880      BC
21      21      BC2607  20251010  ...   76850      75800      BC
22      22      BC2608  20251010  ...   75800      75800      BC
23      23      BC2609  20251010  ...   75710      75710      BC
24      24      AL2510  20251010  ...   21055      21030      AL
25      25      AL2511  20251010  ...   21090      21005      AL
26      26      AL2512  20251010  ...   21090      21010      AL
27      27      AL2601  20251010  ...   21085      21010      AL
28      28      AL2602  20251010  ...   21080      21005      AL
29      29      AL2603  20251010  ...   21065      21005      AL
30      30      AL2604  20251010  ...   21100      21030      AL
31      31      AL2605  20251010  ...   21095      21055      AL
32      32      AL2606  20251010  ...   21085      21035      AL
33      33      AL2607  20251010  ...   21100      21070      AL
34      34      AL2608  20251010  ...   21100      21060      AL
35      35      AL2609  20251010  ...   21095      21060      AL
36      36      ZN2510  20251010  ...   22320      22165      ZN
37      37      ZN2511  20251010  ...   22385      22200      ZN
38      38      ZN2512  20251010  ...   22415      22230      ZN
39      39      ZN2601  20251010  ...   22450      22240      ZN
40      40      ZN2602  20251010  ...   22460      22290      ZN
41      41      ZN2603  20251010  ...   22520      22340      ZN
42      42      ZN2604  20251010  ...   22530      22375      ZN
43      43      ZN2605  20251010  ...   22580      22415      ZN
44      44      ZN2606  20251010  ...   22550      22425      ZN
45      45      ZN2607  20251010  ...   22590      22460      ZN
46      46      ZN2608  20251010  ...   22615      22435      ZN
47      47      ZN2609  20251010  ...   22600      22475      ZN
48      48      PB2510  20251010  ...   17075      17025      PB
49      49      PB2511  20251010  ...   17125      17040      PB
50      50      PB2512  20251010  ...   17145      17075      PB
51      51      PB2601  20251010  ...   17150      17095      PB
52      52      PB2602  20251010  ...   17170      16990      PB
53      53      PB2603  20251010  ...   17195      17205      PB
54      54      PB2604  20251010  ...   17185      17170      PB
55      55      PB2605  20251010  ...   17190      17195      PB
56      56      PB2606  20251010  ...   17190      17165      PB
57      57      PB2607  20251010  ...   17215      17020      PB
58      58      PB2608  20251010  ...   17230      17255      PB
59      59      PB2609  20251010  ...   17285      17285      PB
60      60      NI2510  20251010  ...  123510     122090      NI
61      61      NI2511  20251010  ...  123490     123120      NI
62      62      NI2512  20251010  ...  123650     123310      NI
63      63      NI2601  20251010  ...  124140     123530      NI
64      64      NI2602  20251010  ...  124730     123470      NI
65      65      NI2603  20251010  ...  124490     124010      NI
66      66      NI2604  20251010  ...  124710     124320      NI
67      67      NI2605  20251010  ...  124870     124550      NI
68      68      NI2606  20251010  ...  125130     124900      NI
69      69      NI2607  20251010  ...  125580     124850      NI
70      70      NI2608  20251010  ...  125770     125590      NI
71      71      NI2609  20251010  ...  125640     125660      NI
72      72      SN2510  20251010  ...  288270     284870      SN
73      73      SN2511  20251010  ...  288430     285070      SN
74      74      SN2512  20251010  ...  288660     285420      SN
75      75      SN2601  20251010  ...  288660     285490      SN
76      76      SN2602  20251010  ...  288930     285460      SN
77      77      SN2603  20251010  ...  289020     285280      SN
78      78      SN2604  20251010  ...  288650     284800      SN
79      79      SN2605  20251010  ...  288950     285020      SN
80      80      SN2606  20251010  ...  288740     285390      SN
81      81      SN2607  20251010  ...  288440     284640      SN
82      82      SN2608  20251010  ...  289090     285520      SN
83      83      SN2609  20251010  ...  287680     287820      SN
84      84      AO2510  20251010  ...    2834       2818      AO
85      85      AO2511  20251010  ...    2848       2844      AO
86      86      AO2512  20251010  ...    2871       2860      AO
87      87      AO2601  20251010  ...    2877       2871      AO
88      88      AO2602  20251010  ...    2891       2882      AO
89      89      AO2603  20251010  ...    2953       2949      AO
90      90      AO2604  20251010  ...    2966       2958      AO
91      91      AO2605  20251010  ...    2979       2965      AO
92      92      AO2606  20251010  ...    2982       2972      AO
93      93      AO2607  20251010  ...    2994       2978      AO
94      94      AO2608  20251010  ...    3004       2987      AO
95      95      AO2609  20251010  ...    3026       3000      AO
96      96      AD2511  20251010  ...   20560      20485      AD
97      97      AD2512  20251010  ...   20635      20535      AD
98      98      AD2601  20251010  ...   20655      20610      AD
99      99      AD2602  20251010  ...   20680      20620      AD
100    100      AD2603  20251010  ...   20520      20325      AD
101    101      AD2604  20251010  ...   20590      20360      AD
102    102      AD2605  20251010  ...   20610      20550      AD
103    103      AD2606  20251010  ...   20470      20365      AD
104    104      AD2607  20251010  ...   20510      20510      AD
105    105      AD2608  20251010  ...   20495      20495      AD
106    106      AD2609  20251010  ...   20670      20335      AD
107    107      AU2510  20251010  ...  909.14     912.68      AU
108    108      AU2511  20251010  ...  909.34     912.92      AU
109    109      AU2512  20251010  ...  909.44     912.96      AU
110    110      AU2602  20251010  ...  912.78     915.62      AU
111    111      AU2604  20251010  ...   915.4     917.54      AU
112    112      AU2606  20251010  ...  919.88     918.92      AU
113    113      AU2608  20251010  ...  920.88     921.98      AU
114    114      AU2610  20251010  ...   924.4      924.9      AU
115    115      AG2510  20251010  ...   11090      11193      AG
116    116      AG2511  20251010  ...   11208      11192      AG
117    117      AG2512  20251010  ...   11213      11209      AG
118    118      AG2601  20251010  ...   11236      11217      AG
119    119      AG2602  20251010  ...   11241      11235      AG
120    120      AG2603  20251010  ...   11274      11249      AG
121    121      AG2604  20251010  ...   11275      11256      AG
122    122      AG2605  20251010  ...   11290      11266      AG
123    123      AG2606  20251010  ...   11308      11255      AG
124    124      AG2607  20251010  ...   11279      11284      AG
125    125      AG2608  20251010  ...   11326      11293      AG
126    126      AG2609  20251010  ...   11320      11305      AG
127    127      RB2510  20251010  ...    3022       2998      RB
128    128      RB2511  20251010  ...    3039       3019      RB
129    129      RB2512  20251010  ...    3089       3070      RB
130    130      RB2601  20251010  ...    3107       3087      RB
131    131      RB2602  20251010  ...    3107       3093      RB
132    132      RB2603  20251010  ...    3128       3109      RB
133    133      RB2604  20251010  ...    3151       3131      RB
134    134      RB2605  20251010  ...    3166       3145      RB
135    135      RB2606  20251010  ...    3186       3158      RB
136    136      RB2607  20251010  ...    3192       3175      RB
137    137      RB2608  20251010  ...    3195       3180      RB
138    138      RB2609  20251010  ...    3203       3189      RB
139    139      WR2510  20251010  ...    3069       3069      WR
140    140      WR2511  20251010  ...    3270       3270      WR
141    141      WR2512  20251010  ...    3309       3309      WR
142    142      WR2601  20251010  ...    3416       3320      WR
143    143      WR2602  20251010  ...    3384       3301      WR
144    144      WR2603  20251010  ...    3361       3329      WR
145    145      WR2604  20251010  ...    3369       3339      WR
146    146      WR2605  20251010  ...    3385       3279      WR
147    147      WR2606  20251010  ...    3360       3356      WR
148    148      WR2607  20251010  ...    3390       3390      WR
149    149      WR2608  20251010  ...    3431       3431      WR
150    150      WR2609  20251010  ...    3430       3430      WR
151    151      HC2510  20251010  ...    3394       3352      HC
152    152      HC2511  20251010  ...    3327       3306      HC
153    153      HC2512  20251010  ...    3312       3300      HC
154    154      HC2601  20251010  ...    3290       3273      HC
155    155      HC2602  20251010  ...    3294       3272      HC
156    156      HC2603  20251010  ...    3295       3281      HC
157    157      HC2604  20251010  ...    3300       3286      HC
158    158      HC2605  20251010  ...    3299       3281      HC
159    159      HC2606  20251010  ...    3299       3286      HC
160    160      HC2607  20251010  ...    3306       3294      HC
161    161      HC2608  20251010  ...    3310       3298      HC
162    162      HC2609  20251010  ...    3319       3301      HC
163    163      SS2510  20251010  ...   12625      12600      SS
164    164      SS2511  20251010  ...   12840      12800      SS
165    165      SS2512  20251010  ...   12860      12820      SS
166    166      SS2601  20251010  ...   12935      12890      SS
167    167      SS2602  20251010  ...   12985      12925      SS
168    168      SS2603  20251010  ...   13080      13050      SS
169    169      SS2604  20251010  ...   13145      13115      SS
170    170      SS2605  20251010  ...   13235      13195      SS
171    171      SS2606  20251010  ...   13320      13290      SS
172    172      SS2607  20251010  ...   13340      13320      SS
173    173      SS2608  20251010  ...   13420      13375      SS
174    174      SS2609  20251010  ...   13465      13410      SS
175    175      SC2511  20251010  ...   466.2      468.7      SC
176    176      SC2512  20251010  ...   468.5      471.4      SC
177    177      SC2601  20251010  ...   468.3      471.2      SC
178    178      SC2602  20251010  ...   468.2      470.2      SC
179    179      SC2603  20251010  ...   466.7      469.6      SC
180    180      SC2604  20251010  ...   465.9      469.6      SC
181    181      SC2605  20251010  ...   465.8      470.5      SC
182    182      SC2606  20251010  ...   465.7      468.9      SC
183    183      SC2607  20251010  ...   468.1      470.8      SC
184    184      SC2608  20251010  ...   464.4      469.5      SC
185    185      SC2609  20251010  ...   465.9      470.3      SC
186    186      SC2610  20251010  ...   464.9        471      SC
187    187      SC2612  20251010  ...     465      463.8      SC
188    188      SC2703  20251010  ...   464.2        472      SC
189    189      SC2706  20251010  ...     466      469.9      SC
190    190      SC2709  20251010  ...   463.3      469.4      SC
191    191      SC2712  20251010  ...   461.8      465.9      SC
192    192      SC2803  20251010  ...     458        458      SC
193    193      SC2806  20251010  ...   456.6      455.2      SC
194    194      SC2809  20251010  ...   457.8      458.2      SC
195    195      LU2511  20251010  ...    3327       3329      LU
196    196      LU2512  20251010  ...    3332       3342      LU
197    197      LU2601  20251010  ...    3313       3326      LU
198    198      LU2602  20251010  ...    3304       3318      LU
199    199      LU2603  20251010  ...    3303       3327      LU
200    200      LU2604  20251010  ...    3277       3300      LU
201    201      LU2605  20251010  ...    3286       3278      LU
202    202      LU2606  20251010  ...    3255       3289      LU
203    203      LU2607  20251010  ...    3259       3276      LU
204    204      LU2608  20251010  ...    3257       3271      LU
205    205      LU2609  20251010  ...    3257       3267      LU
206    206      LU2610  20251010  ...    3260       3267      LU
207    207      FU2511  20251010  ...    2877       2935      FU
208    208      FU2512  20251010  ...    2832       2851      FU
209    209      FU2601  20251010  ...    2803       2813      FU
210    210      FU2602  20251010  ...    2779       2786      FU
211    211      FU2603  20251010  ...    2772       2780      FU
212    212      FU2604  20251010  ...    2766       2773      FU
213    213      FU2605  20251010  ...    2754       2761      FU
214    214      FU2606  20251010  ...    2749       2752      FU
215    215      FU2607  20251010  ...    2724       2727      FU
216    216      FU2608  20251010  ...    2701       2702      FU
217    217      FU2609  20251010  ...    2688       2691      FU
218    218      FU2610  20251010  ...    2678       2686      FU
219    219      BU2510  20251010  ...    3455       3470      BU
220    220      BU2511  20251010  ...    3346       3376      BU
221    221      BU2512  20251010  ...    3297       3327      BU
222    222      BU2601  20251010  ...    3278       3307      BU
223    223      BU2602  20251010  ...    3282       3314      BU
224    224      BU2603  20251010  ...    3295       3323      BU
225    225      BU2604  20251010  ...    3292       3319      BU
226    226      BU2605  20251010  ...    3309       3328      BU
227    227      BU2606  20251010  ...    3297       3328      BU
228    228      BU2607  20251010  ...    3316       3331      BU
229    229      BU2608  20251010  ...    3299       3356      BU
230    230      BU2609  20251010  ...    3283       3316      BU
231    231      BU2612  20251010  ...    3247       3270      BU
232    232      BU2703  20251010  ...    3253       3276      BU
233    233      BU2706  20251010  ...    3270       3282      BU
234    234      BU2709  20251010  ...    3272       3300      BU
235    235      BR2510  20251010  ...   11400      11310      BR
236    236      BR2511  20251010  ...   11245      11260      BR
237    237      BR2512  20251010  ...   11200      11235      BR
238    238      BR2601  20251010  ...   11200      11225      BR
239    239      BR2602  20251010  ...   11185      11245      BR
240    240      BR2603  20251010  ...   11255      11265      BR
241    241      BR2604  20251010  ...   11275      11195      BR
242    242      BR2605  20251010  ...   11245      11295      BR
243    243      BR2606  20251010  ...   11280      11345      BR
244    244      BR2607  20251010  ...   11400      11415      BR
245    245      BR2608  20251010  ...   11410      11460      BR
246    246      BR2609  20251010  ...   11485      11505      BR
247    247      RU2510  20251010  ...   14535      14535      RU
248    248      RU2511  20251010  ...   14545      14485      RU
249    249      RU2601  20251010  ...   15360      15325      RU
250    250      RU2603  20251010  ...   15310      15345      RU
251    251      RU2604  20251010  ...   15310      15290      RU
252    252      RU2605  20251010  ...   15315      15290      RU
253    253      RU2606  20251010  ...   15315      15270      RU
254    254      RU2607  20251010  ...   15400      15370      RU
255    255      RU2608  20251010  ...   15375      15300      RU
256    256      RU2609  20251010  ...   15365      15315      RU
257    257      NR2510  20251010  ...   12310      12220      NR
258    258      NR2511  20251010  ...   12395      12385      NR
259    259      NR2512  20251010  ...   12400      12385      NR
260    260      NR2601  20251010  ...   12400      12410      NR
261    261      NR2602  20251010  ...   12370      12400      NR
262    262      NR2603  20251010  ...   12395      12390      NR
263    263      NR2604  20251010  ...   12380      12390      NR
264    264      NR2605  20251010  ...   12410      12425      NR
265    265      NR2606  20251010  ...   12410      12470      NR
266    266      NR2607  20251010  ...   12490      12535      NR
267    267      NR2608  20251010  ...   12535      12570      NR
268    268      NR2609  20251010  ...   12510      12510      NR
269    269      SP2510  20251010  ...    4808       4808      SP
270    270      SP2511  20251010  ...    4816       4812      SP
271    271      SP2512  20251010  ...    4838       4832      SP
272    272      SP2601  20251010  ...    5108       5108      SP
273    273      SP2602  20251010  ...    5118       5114      SP
274    274      SP2603  20251010  ...    5128       5130      SP
275    275      SP2604  20251010  ...    5152       5140      SP
276    276      SP2605  20251010  ...    5152       5150      SP
277    277      SP2606  20251010  ...    5190       5182      SP
278    278      SP2607  20251010  ...    5172       5170      SP
279    279      SP2608  20251010  ...    5180       5192      SP
280    280      SP2609  20251010  ...    5190       5178      SP
281    281      OP2601  20251010  ...    4224       4214      OP
282    282      OP2602  20251010  ...    4234       4224      OP
283    283      OP2603  20251010  ...    4234       4222      OP
284    284      OP2604  20251010  ...    4258       4268      OP
285    285      OP2605  20251010  ...    4260       4266      OP
286    286      OP2606  20251010  ...    4234       4234      OP
287    287      OP2607  20251010  ...    4238       4238      OP
288    288      OP2608  20251010  ...    4240       4248      OP
289    289      OP2609  20251010  ...    4242       4266      OP
290    290      EC2510  20251010  ...  1125.5     1112.5      EC
291    291      EC2512  20251010  ...  1605.1     1620.2      EC
292    292      EC2602  20251010  ...  1365.4     1410.9      EC
293    293      EC2604  20251010  ...  1084.9     1108.4      EC
294    294      EC2606  20251010  ...    1268     1294.6      EC
295    295      EC2608  20251010  ...  1405.1     1415.5      EC
296    296  SC_TAS2511  20251010  ...                     SC_TAS
297    297  SC_TAS2512  20251010  ...                     SC_TAS
298    298  SC_TAS2601  20251010  ...                     SC_TAS
299    299  SC_TAS2602  20251010  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 16:25:51,424 - future_1d - INFO - ak.get_shfe_daily('2025-10-10') done
2025-10-17 16:25:53,198 - future_1d - INFO - save future_daily 2025-10-10 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251013   3949.00  ...   3968.00     3958.00        A
1     a2601  20251013   3943.00  ...   3969.00     3958.00        A
2     a2603  20251013   3956.00  ...   3971.00     3959.00        A
3     a2605  20251013   3984.00  ...   4004.00     3998.00        A
4     a2607  20251013   3988.00  ...   4003.00     3991.00        A
5     a2609  20251013   4000.00  ...   4008.00     3996.00        A
6     b2510  20251013      0.00  ...   3619.00     3619.00        B
7     b2511  20251013   3606.00  ...   3628.00     3624.00        B
8     b2512  20251013   3646.00  ...   3656.00     3649.00        B
9     b2601  20251013   3650.00  ...   3651.00     3651.00        B
10    b2602  20251013   3654.00  ...   3656.00     3660.00        B
11    b2603  20251013   3615.00  ...   3617.00     3623.00        B
12    b2604  20251013   3541.00  ...   3537.00     3530.00        B
13    b2605  20251013   3456.00  ...   3459.00     3464.00        B
14    b2606  20251013   3446.00  ...   3436.00     3439.00        B
15    b2607  20251013   3453.00  ...   3434.00     3441.00        B
16    b2608  20251013   3540.00  ...   3529.00     3533.00        B
17    b2609  20251013   3564.00  ...   3548.00     3567.00        B
18   bb2511  20251013    146.30  ...    144.65      139.40       BB
19   bb2601  20251013    147.20  ...    146.60      147.05       BB
20   bb2603  20251013    146.95  ...    146.50      147.05       BB
21   bb2605  20251013      0.00  ...    146.70      147.25       BB
22   bb2607  20251013      0.00  ...    151.60      152.15       BB
23   bb2609  20251013      0.00  ...    151.60      152.15       BB
24   bz2603  20251013   5722.00  ...   5707.00     5733.00       BZ
25   bz2604  20251013   5686.00  ...   5691.00     5706.00       BZ
26   bz2605  20251013   5690.00  ...   5697.00     5731.00       BZ
27   bz2606  20251013      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251013   5683.00  ...   5689.00     5747.00       BZ
29   bz2608  20251013   5671.00  ...   5646.00     5736.00       BZ
30   bz2609  20251013      0.00  ...   5803.00     5835.00       BZ
31    c2511  20251013   2123.00  ...   2107.00     2131.00        C
32    c2601  20251013   2123.00  ...   2114.00     2125.00        C
33    c2603  20251013   2140.00  ...   2130.00     2139.00        C
34    c2605  20251013   2204.00  ...   2197.00     2202.00        C
35    c2607  20251013   2214.00  ...   2211.00     2214.00        C
36    c2609  20251013   2228.00  ...   2227.00     2228.00        C
37   cs2511  20251013   2433.00  ...   2413.00     2428.00       CS
38   cs2601  20251013   2432.00  ...   2413.00     2433.00       CS
39   cs2603  20251013   2440.00  ...   2426.00     2443.00       CS
40   cs2605  20251013   2528.00  ...   2522.00     2531.00       CS
41   cs2607  20251013   2536.00  ...   2535.00     2536.00       CS
42   cs2609  20251013   2578.00  ...   2576.00     2579.00       CS
43   eb2510  20251013   6670.00  ...   6670.00     6699.00       EB
44   eb2511  20251013   6728.00  ...   6714.00     6782.00       EB
45   eb2512  20251013   6592.00  ...   6723.00     6796.00       EB
46   eb2601  20251013   6765.00  ...   6754.00     6824.00       EB
47   eb2602  20251013   6810.00  ...   6802.00     6857.00       EB
48   eb2603  20251013   6856.00  ...   6843.00     6903.00       EB
49   eb2604  20251013   6874.00  ...   6871.00     6953.00       EB
50   eb2605  20251013   6924.00  ...   6906.00     6981.00       EB
51   eb2606  20251013   6931.00  ...   6923.00     6957.00       EB
52   eb2607  20251013   6921.00  ...   6918.00     6945.00       EB
53   eb2608  20251013   6916.00  ...   6943.00     6987.00       EB
54   eb2609  20251013   6924.00  ...   6964.00     7018.00       EB
55   eg2510  20251013   4167.00  ...   4156.00     4197.00       EG
56   eg2511  20251013   4107.00  ...   4129.00     4147.00       EG
57   eg2512  20251013   4132.00  ...   4112.00     4132.00       EG
58   eg2601  20251013   4106.00  ...   4112.00     4137.00       EG
59   eg2602  20251013   4131.00  ...   4126.00     4133.00       EG
60   eg2603  20251013   4148.00  ...   4140.00     4128.00       EG
61   eg2604  20251013   4170.00  ...   4181.00     4210.00       EG
62   eg2605  20251013   4176.00  ...   4197.00     4208.00       EG
63   eg2606  20251013      0.00  ...   4211.00     4211.00       EG
64   eg2607  20251013   4191.00  ...   4193.00     4228.00       EG
65   eg2608  20251013   4200.00  ...   4200.00     4233.00       EG
66   eg2609  20251013      0.00  ...   4267.00     4267.00       EG
67   fb2510  20251013      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251013   1262.00  ...   1262.00     1265.00       FB
69   fb2512  20251013   1259.50  ...   1263.50     1261.50       FB
70   fb2601  20251013   1270.00  ...   1269.00     1262.50       FB
71   fb2602  20251013   1267.00  ...   1271.50     1268.00       FB
72   fb2603  20251013   1262.00  ...   1261.50     1260.50       FB
73   fb2604  20251013   1269.00  ...   1269.00     1265.00       FB
74   fb2605  20251013   1273.00  ...   1273.00     1299.00       FB
75   fb2606  20251013      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251013      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251013      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251013      0.00  ...   1296.00     1296.00       FB
79    i2510  20251013    815.00  ...    813.50      816.00        I
80    i2511  20251013    814.50  ...    814.00      811.50        I
81    i2512  20251013    808.00  ...    808.50      804.50        I
82    i2601  20251013    800.50  ...    798.50      795.50        I
83    i2602  20251013    794.00  ...    795.00      790.50        I
84    i2603  20251013    789.00  ...    788.00      786.00        I
85    i2604  20251013    784.50  ...    784.50      781.50        I
86    i2605  20251013    779.00  ...    776.00      774.50        I
87    i2606  20251013    771.50  ...    770.00      768.50        I
88    i2607  20251013    767.00  ...    766.00      763.50        I
89    i2608  20251013    762.00  ...    761.00      759.00        I
90    i2609  20251013    757.00  ...    755.50      754.00        I
91    j2510  20251013      0.00  ...   1600.00     1600.50        J
92    j2511  20251013   1595.50  ...   1586.50     1603.00        J
93    j2512  20251013   1635.50  ...   1617.00     1633.50        J
94    j2601  20251013   1670.00  ...   1648.50     1661.50        J
95    j2602  20251013   1679.00  ...   1679.00     1692.00        J
96    j2603  20251013   1705.50  ...   1705.50     1707.50        J
97    j2604  20251013   1783.50  ...   1773.50     1797.50        J
98    j2605  20251013   1822.00  ...   1797.00     1813.50        J
99    j2606  20251013      0.00  ...   1823.50     1833.50        J
100   j2607  20251013      0.00  ...   1833.50     1833.50        J
101   j2608  20251013      0.00  ...   1865.00     1865.00        J
102   j2609  20251013   1892.50  ...   1879.50     1905.00        J
103  jd2510  20251013   2511.00  ...   2552.00     2592.00       JD
104  jd2511  20251013   2780.00  ...   2804.00     2836.00       JD
105  jd2512  20251013   2945.00  ...   2965.00     2983.00       JD
106  jd2601  20251013   3150.00  ...   3183.00     3189.00       JD
107  jd2602  20251013   3015.00  ...   3020.00     3044.00       JD
108  jd2603  20251013   3078.00  ...   3059.00     3103.00       JD
109  jd2604  20251013   3229.00  ...   3187.00     3240.00       JD
110  jd2605  20251013   3395.00  ...   3372.00     3415.00       JD
111  jd2606  20251013   3269.00  ...   3257.00     3274.00       JD
112  jd2607  20251013   3514.00  ...   3504.00     3515.00       JD
113  jd2608  20251013   3972.00  ...   3978.00     3974.00       JD
114  jd2609  20251013   3860.00  ...   3870.00     3857.00       JD
115  jm2510  20251013    916.00  ...    924.00      968.00       JM
116  jm2511  20251013   1014.00  ...   1001.50     1016.50       JM
117  jm2512  20251013   1090.50  ...   1071.00     1092.00       JM
118  jm2601  20251013   1163.00  ...   1145.00     1165.00       JM
119  jm2602  20251013   1196.50  ...   1176.50     1195.00       JM
120  jm2603  20251013   1221.50  ...   1198.50     1217.00       JM
121  jm2604  20251013   1244.50  ...   1221.00     1238.50       JM
122  jm2605  20251013   1260.00  ...   1240.50     1262.00       JM
123  jm2606  20251013   1264.50  ...   1255.00     1282.00       JM
124  jm2607  20251013   1290.00  ...   1281.00     1303.00       JM
125  jm2608  20251013   1331.00  ...   1304.50     1327.00       JM
126  jm2609  20251013   1340.00  ...   1327.00     1347.00       JM
127   l2510  20251013   6964.00  ...   6948.00     6989.00        L
128   l2511  20251013   7001.00  ...   6989.00     7032.00        L
129   l2512  20251013   7009.00  ...   6999.00     7044.00        L
130   l2601  20251013   7015.00  ...   7005.00     7052.00        L
131   l2602  20251013   7013.00  ...   7001.00     7042.00        L
132   l2603  20251013   7026.00  ...   7013.00     7057.00        L
133   l2604  20251013   7061.00  ...   7059.00     7099.00        L
134   l2605  20251013   7050.00  ...   7039.00     7084.00        L
135   l2606  20251013   7039.00  ...   7047.00     7079.00        L
136   l2607  20251013   7065.00  ...   7065.00     7106.00        L
137   l2608  20251013   7079.00  ...   7079.00     7145.00        L
138   l2609  20251013   7100.00  ...   7083.00     7134.00        L
139  lg2511  20251013    818.00  ...    808.00      825.00       LG
140  lg2601  20251013    827.00  ...    823.00      827.50       LG
141  lg2603  20251013    827.50  ...    829.00      830.50       LG
142  lg2605  20251013    828.50  ...    830.00      832.50       LG
143  lg2607  20251013    831.50  ...    831.50      834.00       LG
144  lg2609  20251013    832.00  ...    832.00      833.00       LG
145  lh2511  20251013  11400.00  ...  11225.00    11455.00       LH
146  lh2601  20251013  12260.00  ...  12150.00    12215.00       LH
147  lh2603  20251013  11950.00  ...  11835.00    11985.00       LH
148  lh2605  20251013  12465.00  ...  12440.00    12505.00       LH
149  lh2607  20251013  13280.00  ...  13220.00    13260.00       LH
150  lh2609  20251013  13885.00  ...  13880.00    13895.00       LH
151   m2511  20251013   2910.00  ...   2918.00     2897.00        M
152   m2512  20251013   2928.00  ...   2954.00     2937.00        M
153   m2601  20251013   2932.00  ...   2936.00     2924.00        M
154   m2603  20251013   2900.00  ...   2911.00     2899.00        M
155   m2605  20251013   2750.00  ...   2751.00     2755.00        M
156   m2607  20251013   2732.00  ...   2736.00     2738.00        M
157   m2608  20251013   2862.00  ...   2858.00     2863.00        M
158   m2609  20251013   2863.00  ...   2861.00     2867.00        M
159   p2510  20251013   9216.00  ...   9214.00     9416.00        P
160   p2511  20251013   9312.00  ...   9274.00     9382.00        P
161   p2512  20251013   9370.00  ...   9326.00     9444.00        P
162   p2601  20251013   9438.00  ...   9376.00     9488.00        P
163   p2602  20251013   9434.00  ...   9358.00     9472.00        P
164   p2603  20251013   9402.00  ...   9352.00     9436.00        P
165   p2604  20251013   9338.00  ...   9298.00     9384.00        P
166   p2605  20251013   9260.00  ...   9218.00     9294.00        P
167   p2606  20251013   9148.00  ...   9120.00     9200.00        P
168   p2607  20251013   9052.00  ...   9012.00     9090.00        P
169   p2608  20251013   8970.00  ...   8958.00     9038.00        P
170   p2609  20251013   8894.00  ...   8866.00     8926.00        P
171  pg2510  20251013      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251013   4053.00  ...   4069.00     4063.00       PG
173  pg2512  20251013   3985.00  ...   3978.00     3982.00       PG
174  pg2601  20251013   3917.00  ...   3909.00     3927.00       PG
175  pg2602  20251013   3864.00  ...   3848.00     3870.00       PG
176  pg2603  20251013   3800.00  ...   3781.00     3811.00       PG
177  pg2604  20251013   4196.00  ...   4166.00     4148.00       PG
178  pg2605  20251013   4119.00  ...   4093.00     4110.00       PG
179  pg2606  20251013   4042.00  ...   4047.00     4062.00       PG
180  pg2607  20251013   3980.00  ...   3984.00     4011.00       PG
181  pg2608  20251013   3981.00  ...   3930.00     3967.00       PG
182  pg2609  20251013   3909.00  ...   3876.00     3932.00       PG
183  pp2510  20251013   6616.00  ...   6611.00     6630.00       PP
184  pp2511  20251013   6631.00  ...   6639.00     6664.00       PP
185  pp2512  20251013   6676.00  ...   6679.00     6701.00       PP
186  pp2601  20251013   6709.00  ...   6708.00     6734.00       PP
187  pp2602  20251013   6700.00  ...   6704.00     6723.00       PP
188  pp2603  20251013   6700.00  ...   6705.00     6721.00       PP
189  pp2604  20251013   6722.00  ...   6738.00     6751.00       PP
190  pp2605  20251013   6732.00  ...   6763.00     6779.00       PP
191  pp2606  20251013   6711.00  ...   6733.00     6743.00       PP
192  pp2607  20251013   6716.00  ...   6694.00     6740.00       PP
193  pp2608  20251013   6748.00  ...   6709.00     6779.00       PP
194  pp2609  20251013   6760.00  ...   6754.00     6802.00       PP
195  rr2510  20251013   3623.00  ...   3604.00     3612.00       RR
196  rr2511  20251013   3626.00  ...   3619.00     3627.00       RR
197  rr2512  20251013   3608.00  ...   3611.00     3605.00       RR
198  rr2601  20251013   3637.00  ...   3642.00     3634.00       RR
199  rr2602  20251013   3620.00  ...   3628.00     3618.00       RR
200  rr2603  20251013   3613.00  ...   3621.00     3617.00       RR
201  rr2604  20251013   3622.00  ...   3622.00     3623.00       RR
202  rr2605  20251013   3612.00  ...   3618.00     3617.00       RR
203  rr2606  20251013      0.00  ...   3615.00     3615.00       RR
204  rr2607  20251013   3636.00  ...   3636.00     3617.00       RR
205  rr2608  20251013   3568.00  ...   3595.00     3620.00       RR
206  rr2609  20251013   3607.00  ...   3636.00     3626.00       RR
207   v2510  20251013   4609.00  ...   4606.00     4625.00        V
208   v2511  20251013   4632.00  ...   4636.00     4665.00        V
209   v2512  20251013   4688.00  ...   4675.00     4706.00        V
210   v2601  20251013   4730.00  ...   4720.00     4754.00        V
211   v2602  20251013   4761.00  ...   4758.00     4790.00        V
212   v2603  20251013   4793.00  ...   4792.00     4825.00        V
213   v2604  20251013   5004.00  ...   5000.00     5025.00        V
214   v2605  20251013   5054.00  ...   5037.00     5072.00        V
215   v2606  20251013   5072.00  ...   5070.00     5104.00        V
216   v2607  20251013   5110.00  ...   5108.00     5147.00        V
217   v2608  20251013   5138.00  ...   5148.00     5171.00        V
218   v2609  20251013   5194.00  ...   5176.00     5212.00        V
219   y2511  20251013   8290.00  ...   8284.00     8326.00        Y
220   y2512  20251013   8322.00  ...   8322.00     8370.00        Y
221   y2601  20251013   8282.00  ...   8282.00     8324.00        Y
222   y2603  20251013   8248.00  ...   8214.00     8266.00        Y
223   y2605  20251013   8032.00  ...   8030.00     8068.00        Y
224   y2607  20251013   7996.00  ...   7974.00     8014.00        Y
225   y2608  20251013   7986.00  ...   7968.00     8024.00        Y
226   y2609  20251013   7948.00  ...   7940.00     7988.00        Y

[227 rows x 12 columns]
2025-10-17 16:26:01,910 - future_1d - INFO - ak.get_dce_daily('2025-10-13') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251013  7200.000  ...  7342.600    7389.600       IC
1   IC2511  20251013  7051.200  ...  7267.400    7320.000       IC
2   IC2512  20251013  7100.000  ...  7221.400    7272.600       IC
3   IC2603  20251013  6900.000  ...  7055.200    7109.200       IC
4   IF2510  20251013  4520.000  ...  4580.400    4615.200       IF
5   IF2511  20251013  4557.200  ...  4569.800    4603.600       IF
6   IF2512  20251013  4520.000  ...  4559.400    4593.200       IF
7   IF2603  20251013  4500.200  ...  4539.400    4571.200       IF
8   IH2510  20251013  2924.200  ...  2964.200    2974.000       IH
9   IH2511  20251013  2920.000  ...  2961.000    2973.200       IH
10  IH2512  20251013  2930.000  ...  2961.200    2973.200       IH
11  IH2603  20251013  2926.400  ...  2962.000    2972.600       IH
12  IM2510  20251013  7377.400  ...  7473.000    7519.600       IM
13  IM2511  20251013  7198.000  ...  7381.400    7427.400       IM
14  IM2512  20251013  7156.000  ...  7303.800    7346.400       IM
15  IM2603  20251013  6950.000  ...  7076.600    7127.400       IM
16   T2512  20251013   108.155  ...   108.050     107.960        T
17   T2603  20251013   105.515  ...   107.720     107.665        T
18   T2606  20251013   105.385  ...   107.625     107.535        T
19  TF2512  20251013   105.755  ...   105.665     105.655       TF
20  TF2603  20251013   105.620  ...   105.560     105.555       TF
21  TF2606  20251013   105.635  ...   105.570     105.575       TF
22  TL2512  20251013   114.700  ...   114.370     114.020       TL
23  TL2603  20251013   113.830  ...   114.030     113.690       TL
24  TL2606  20251013   109.640  ...   113.990     113.610       TL
25  TS2512  20251013   102.390  ...   102.366     102.352       TS
26  TS2603  20251013   102.298  ...   102.270     102.264       TS
27  TS2606  20251013   102.350  ...   102.332     102.324       TS

[28 rows x 12 columns]
2025-10-17 16:26:02,047 - future_1d - INFO - ak.get_cffex_daily('2025-10-13') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251013   455.5  ...   451.5      466.2      SC
1       SC2512  20251013   458.4  ...   453.7      468.5      SC
2       SC2601  20251013   459.5  ...   454.1      468.3      SC
3       SC2602  20251013   458.4  ...   453.8      468.2      SC
4       SC2603  20251013   460.5  ...   454.8      466.7      SC
5       SC2604  20251013   457.3  ...   455.4      465.9      SC
6       SC2605  20251013     458  ...   455.9      465.8      SC
7       SC2606  20251013   460.2  ...   453.1      465.7      SC
8       SC2607  20251013   454.2  ...   454.9      468.1      SC
9       SC2608  20251013   455.9  ...   454.1      464.4      SC
10      SC2609  20251013     456  ...     454      465.9      SC
11      SC2610  20251013   452.8  ...   449.7      464.9      SC
12      SC2612  20251013     454  ...   452.6        465      SC
13      SC2703  20251013   450.1  ...   451.6      464.2      SC
14      SC2706  20251013     451  ...   450.1        466      SC
15      SC2709  20251013   450.6  ...   450.6      463.3      SC
16      SC2712  20251013   452.8  ...     451      461.8      SC
17      SC2803  20251013   449.9  ...     449        458      SC
18      SC2806  20251013   449.2  ...   449.9      456.6      SC
19      SC2809  20251013   453.8  ...   451.2      457.8      SC
21      LU2511  20251013    3245  ...    3220       3327      LU
22      LU2512  20251013    3269  ...    3240       3332      LU
23      LU2601  20251013    3256  ...    3232       3313      LU
24      LU2602  20251013    3253  ...    3229       3304      LU
25      LU2603  20251013    3233  ...    3232       3303      LU
26      LU2604  20251013    3276  ...    3247       3277      LU
27      LU2605  20251013    3231  ...    3222       3286      LU
28      LU2606  20251013    3211  ...    3210       3255      LU
29      LU2607  20251013    3209  ...    3208       3259      LU
30      LU2608  20251013    3206  ...    3205       3257      LU
31      LU2609  20251013    3207  ...    3208       3257      LU
32      LU2610  20251013    3219  ...    3209       3260      LU
34      NR2510  20251013   12000  ...   11960      12310      NR
35      NR2511  20251013   12340  ...   12085      12395      NR
36      NR2512  20251013   12360  ...   12080      12400      NR
37      NR2601  20251013   12380  ...   12100      12400      NR
38      NR2602  20251013   12290  ...   12035      12370      NR
39      NR2603  20251013   12255  ...   12085      12395      NR
40      NR2604  20251013   12235  ...   12090      12380      NR
41      NR2605  20251013   12245  ...   12095      12410      NR
42      NR2606  20251013   12095  ...   12095      12410      NR
43      NR2607  20251013   12115  ...   12115      12490      NR
44      NR2608  20251013   12370  ...   12205      12535      NR
45      NR2609  20251013   12405  ...   12250      12510      NR
47      BC2510  20251013   75030  ...   75030      76060      BC
48      BC2511  20251013   76740  ...   75420      77210      BC
49      BC2512  20251013   76800  ...   75700      77230      BC
50      BC2601  20251013   75730  ...   75730      77150      BC
51      BC2602  20251013          ...   76660      76900      BC
52      BC2603  20251013   76740  ...   76740      77470      BC
53      BC2604  20251013          ...   76740      77000      BC
54      BC2605  20251013          ...   75900      75900      BC
55      BC2606  20251013          ...   75880      75880      BC
56      BC2607  20251013          ...   76850      76850      BC
57      BC2608  20251013          ...   75800      75800      BC
58      BC2609  20251013   76130  ...   76130      75710      BC
60      EC2510  20251013  1129.9  ...  1133.1     1125.5      EC
61      EC2512  20251013    1526  ...  1559.4     1605.1      EC
62      EC2602  20251013    1300  ...    1358     1365.4      EC
63      EC2604  20251013    1050  ...  1090.9     1084.9      EC
64      EC2606  20251013  1248.5  ...  1254.5       1268      EC
65      EC2608  20251013    1350  ...  1388.7     1405.1      EC
68  SC_TAS2511  20251013          ...                     SC_TAS
69  SC_TAS2512  20251013          ...                     SC_TAS
70  SC_TAS2601  20251013          ...                     SC_TAS
71  SC_TAS2602  20251013          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-17 16:26:02,108 - future_1d - INFO - ak.get_ine_daily('2025-10-13') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251013   9179.0   9184.0  ...      247.60   9170.0      9037.0       AP
1    AP511  20251013   8770.0   8770.0  ...    15123.95   8697.0      8747.0       AP
2    AP512  20251013   8695.0   8695.0  ...     2074.47   8644.0      8689.0       AP
3    AP601  20251013   8723.0   8723.0  ...   833542.16   8665.0      8721.0       AP
4    AP603  20251013   8580.0   8605.0  ...     3473.66   8556.0      8580.0       AP
5    AP604  20251013   8600.0   8628.0  ...     1519.73   8586.0      8592.0       AP
6    AP605  20251013   8688.0   8707.0  ...    39803.70   8651.0      8640.0       AP
7    CF511  20251013  13250.0  13390.0  ...   349777.06  13330.0     13340.0       CF
8    CF601  20251013  13265.0  13365.0  ...  1873355.61  13285.0     13355.0       CF
9    CF603  20251013  13300.0  13375.0  ...   119069.36  13300.0     13335.0       CF
10   CF605  20251013  13300.0  13410.0  ...   478502.79  13325.0     13405.0       CF
11   CF607  20251013  13365.0  13435.0  ...     1854.27  13340.0     13435.0       CF
12   CF609  20251013  13510.0  13590.0  ...     5072.95  13510.0     13590.0       CF
13   CJ512  20251013  11040.0  11140.0  ...     7329.95  11065.0     11015.0       CJ
14   CJ601  20251013  11165.0  11245.0  ...   980120.35  11150.0     11110.0       CJ
15   CJ603  20251013  11105.0  11190.0  ...    12708.03  11100.0     11060.0       CJ
16   CJ605  20251013  11245.0  11300.0  ...   146275.18  11220.0     11170.0       CJ
17   CJ607  20251013  11275.0  11370.0  ...     1975.92  11290.0     11225.0       CJ
18   CJ609  20251013  11375.0  11480.0  ...     1180.63  11405.0     11365.0       CJ
19   CY510  20251013      0.0      0.0  ...        0.00  19455.0     19515.0       CY
20   CY511  20251013  19715.0  19790.0  ...    11478.36  19720.0     19725.0       CY
21   CY512  20251013  19100.0  19100.0  ...       19.10  19100.0     19310.0       CY
22   CY601  20251013  19290.0  19435.0  ...   107116.74  19355.0     19415.0       CY
23   CY602  20251013  19595.0  19595.0  ...        9.80  19595.0     19485.0       CY
24   CY603  20251013  19540.0  19540.0  ...       29.31  19540.0     19560.0       CY
25   CY604  20251013      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251013  19540.0  19590.0  ...       39.11  19555.0     19575.0       CY
27   CY606  20251013      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251013      0.0      0.0  ...        0.00  19845.0     19850.0       CY
29   CY608  20251013  19535.0  19550.0  ...       29.32  19545.0     19335.0       CY
30   CY609  20251013  19700.0  19745.0  ...       29.59  19725.0     19805.0       CY
31   FG510  20251013   1081.0   1087.0  ...       34.74   1086.0      1099.0       FG
32   FG511  20251013   1095.0   1099.0  ...   225738.73   1085.0      1117.0       FG
33   FG512  20251013   1209.0   1209.0  ...    89147.14   1186.0      1230.0       FG
34   FG601  20251013   1195.0   1199.0  ...  4880151.55   1178.0      1224.0       FG
35   FG602  20251013   1262.0   1276.0  ...    39225.58   1240.0      1282.0       FG
36   FG603  20251013   1263.0   1280.0  ...    85376.23   1244.0      1288.0       FG
37   FG604  20251013   1329.0   1329.0  ...     2460.54   1312.0      1355.0       FG
38   FG605  20251013   1325.0   1327.0  ...   237964.57   1310.0      1351.0       FG
39   FG606  20251013   1352.0   1355.0  ...     2005.55   1344.0      1384.0       FG
40   FG607  20251013   1350.0   1350.0  ...     3246.68   1338.0      1372.0       FG
41   FG608  20251013   1394.0   1399.0  ...     1969.34   1389.0      1416.0       FG
42   FG609  20251013   1400.0   1400.0  ...     7377.54   1390.0      1417.0       FG
43   JR511  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251013      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251013      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251013   2204.0   2231.0  ...      553.95   2216.0      2204.0       MA
52   MA511  20251013   2255.0   2312.0  ...   111083.11   2288.0      2243.0       MA
53   MA512  20251013   2288.0   2337.0  ...   114888.52   2319.0      2270.0       MA
54   MA601  20251013   2310.0   2358.0  ...  2948666.47   2335.0      2295.0       MA
55   MA602  20251013   2336.0   2383.0  ...   114827.03   2364.0      2326.0       MA
56   MA603  20251013   2358.0   2396.0  ...   139502.89   2380.0      2347.0       MA
57   MA604  20251013   2363.0   2389.0  ...      142.84   2381.0      2360.0       MA
58   MA605  20251013   2351.0   2377.0  ...   366079.27   2361.0      2346.0       MA
59   MA606  20251013   2366.0   2378.0  ...       23.68   2368.0      2351.0       MA
60   MA607  20251013   2338.0   2357.0  ...      455.40   2347.0      2341.0       MA
61   MA608  20251013   2334.0   2349.0  ...       16.37   2338.0      2347.0       MA
62   MA609  20251013   2315.0   2332.0  ...     4651.40   2319.0      2321.0       MA
63   OI511  20251013  10226.0  10232.0  ...   245449.62  10149.0     10308.0       OI
64   OI601  20251013  10058.0  10064.0  ...  2729776.83   9987.0     10138.0       OI
65   OI603  20251013   9858.0   9874.0  ...   311421.85   9818.0      9916.0       OI
66   OI605  20251013   9590.0   9605.0  ...   133233.75   9549.0      9652.0       OI
67   OI607  20251013   9521.0   9536.0  ...     1081.75   9489.0      9559.0       OI
68   OI609  20251013   9472.0   9482.0  ...     1113.52   9437.0      9512.0       OI
69   PF510  20251013   6162.0   6162.0  ...       86.24   6160.0      6200.0       PF
70   PF511  20251013   6188.0   6208.0  ...   369690.63   6184.0      6228.0       PF
71   PF512  20251013   6152.0   6162.0  ...   750754.31   6136.0      6184.0       PF
72   PF601  20251013   6198.0   6206.0  ...    83485.03   6180.0      6230.0       PF
73   PF602  20251013   6156.0   6168.0  ...   378806.48   6146.0      6188.0       PF
74   PF603  20251013   6136.0   6154.0  ...    27467.79   6126.0      6184.0       PF
75   PF604  20251013   6220.0   6242.0  ...      121.06   6208.0      6246.0       PF
76   PF605  20251013   6238.0   6248.0  ...      453.17   6208.0      6262.0       PF
77   PF606  20251013   6220.0   6252.0  ...      195.73   6214.0      6280.0       PF
78   PF607  20251013   6266.0   6272.0  ...       99.79   6238.0      6302.0       PF
79   PF608  20251013   6290.0   6292.0  ...       18.80   6268.0      6326.0       PF
80   PF609  20251013   6288.0   6294.0  ...       37.64   6274.0      6360.0       PF
81   PK510  20251013   7850.0   8134.0  ...      321.99   7854.0      7678.0       PK
82   PK511  20251013   7810.0   7932.0  ...   518888.53   7866.0      7816.0       PK
83   PK512  20251013   7810.0   7986.0  ...   200933.09   7874.0      7792.0       PK
84   PK601  20251013   7860.0   8040.0  ...   497693.03   7934.0      7838.0       PK
85   PK603  20251013   7878.0   8110.0  ...   108199.06   7994.0      7886.0       PK
86   PK604  20251013   7922.0   8114.0  ...     1134.44   8018.0      7924.0       PK
87   PK605  20251013   7958.0   8158.0  ...    34007.03   8044.0      7928.0       PK
88   PL601  20251013   6205.0   6219.0  ...    84232.37   6190.0      6205.0       PL
89   PL602  20251013   6241.0   6252.0  ...    15931.23   6228.0      6242.0       PL
90   PL603  20251013   6229.0   6243.0  ...    16274.40   6221.0      6240.0       PL
91   PL604  20251013      0.0      0.0  ...        0.00   6239.0      6239.0       PL
92   PL605  20251013   6202.0   6219.0  ...      148.72   6197.0      6200.0       PL
93   PL606  20251013   6183.0   6183.0  ...       12.37   6183.0      6290.0       PL
94   PL607  20251013   6199.0   6257.0  ...       62.11   6211.0      6244.0       PL
95   PL608  20251013      0.0      0.0  ...        0.00   6415.0      6429.0       PL
96   PL609  20251013      0.0      0.0  ...        0.00   6331.0      6343.0       PL
97   PM511  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251013      0.0      0.0  ...        0.00   5710.0      5738.0       PR
104  PR511  20251013   5688.0   5694.0  ...    63099.17   5674.0      5734.0       PR
105  PR512  20251013   5646.0   5670.0  ...   307170.80   5650.0      5702.0       PR
106  PR601  20251013   5618.0   5650.0  ...   276097.42   5628.0      5686.0       PR
107  PR602  20251013   5684.0   5690.0  ...    78682.13   5666.0      5712.0       PR
108  PR603  20251013   5686.0   5702.0  ...      630.68   5682.0      5728.0       PR
109  PR604  20251013   5722.0   5732.0  ...      436.49   5706.0      5750.0       PR
110  PR605  20251013   5742.0   5750.0  ...      360.94   5730.0      5800.0       PR
111  PR606  20251013   5780.0   5780.0  ...       17.32   5774.0      5814.0       PR
112  PR607  20251013   5768.0   5768.0  ...       25.90   5756.0      5810.0       PR
113  PR608  20251013   5770.0   5770.0  ...        8.66   5770.0      5790.0       PR
114  PR609  20251013   5768.0   5768.0  ...        8.65   5768.0      5832.0       PR
115  PX510  20251013      0.0      0.0  ...        0.00   6402.0      6458.0       PX
116  PX511  20251013   6484.0   6502.0  ...   352883.64   6464.0      6532.0       PX
117  PX512  20251013   6478.0   6484.0  ...   116018.56   6444.0      6516.0       PX
118  PX601  20251013   6470.0   6478.0  ...   358197.49   6440.0      6508.0       PX
119  PX602  20251013   6466.0   6488.0  ...   113321.41   6454.0      6516.0       PX
120  PX603  20251013   6392.0   6486.0  ...    89774.39   6450.0      6518.0       PX
121  PX604  20251013      0.0      0.0  ...        0.00   6468.0      6552.0       PX
122  PX605  20251013   6476.0   6508.0  ...     1731.32   6472.0      6530.0       PX
123  PX606  20251013   6478.0   6480.0  ...        6.48   6480.0      6498.0       PX
124  PX607  20251013      0.0      0.0  ...        0.00   6498.0      6552.0       PX
125  PX608  20251013   6494.0   6514.0  ...        9.76   6506.0      6540.0       PX
126  PX609  20251013   6402.0   6530.0  ...       48.61   6482.0      6532.0       PX
127  RI511  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251013   2446.0   2476.0  ...   110910.67   2414.0      2455.0       RM
134  RM601  20251013   2390.0   2425.0  ...   690544.91   2398.0      2406.0       RM
135  RM603  20251013   2325.0   2347.0  ...     6457.38   2328.0      2336.0       RM
136  RM605  20251013   2323.0   2344.0  ...   135988.57   2323.0      2330.0       RM
137  RM607  20251013   2317.0   2335.0  ...     7481.71   2313.0      2322.0       RM
138  RM608  20251013   2415.0   2437.0  ...      495.84   2419.0      2426.0       RM
139  RM609  20251013   2412.0   2427.0  ...     3120.69   2408.0      2415.0       RM
140  RS511  20251013   5350.0   5570.0  ...      626.26   5399.0      5235.0       RS
141  RS607  20251013      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251013      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251013   5460.0   5466.0  ...       10.93   5463.0      5561.0       RS
144  SA510  20251013   1155.0   1164.0  ...      719.06   1156.0      1164.0       SA
145  SA511  20251013   1169.0   1184.0  ...   150992.97   1175.0      1182.0       SA
146  SA512  20251013   1229.0   1242.0  ...   203034.69   1233.0      1241.0       SA
147  SA601  20251013   1238.0   1254.0  ...  2759861.68   1243.0      1253.0       SA
148  SA602  20251013   1279.0   1289.0  ...   310592.08   1281.0      1289.0       SA
149  SA603  20251013   1285.0   1297.0  ...   362749.76   1287.0      1296.0       SA
150  SA604  20251013   1324.0   1351.0  ...     1469.97   1331.0      1339.0       SA
151  SA605  20251013   1330.0   1344.0  ...   164309.02   1333.0      1347.0       SA
152  SA606  20251013   1348.0   1362.0  ...     1391.67   1354.0      1364.0       SA
153  SA607  20251013   1353.0   1367.0  ...     1357.07   1357.0      1369.0       SA
154  SA608  20251013   1393.0   1404.0  ...      447.05   1397.0      1407.0       SA
155  SA609  20251013   1401.0   1411.0  ...     5545.93   1403.0      1414.0       SA
156  SF510  20251013   5256.0   5256.0  ...      341.13   5248.0      5310.0       SF
157  SF511  20251013   5388.0   5436.0  ...   437661.58   5402.0      5458.0       SF
158  SF512  20251013   5366.0   5400.0  ...    85465.97   5370.0      5420.0       SF
159  SF601  20251013   5356.0   5390.0  ...   277937.20   5362.0      5422.0       SF
160  SF602  20251013   5300.0   5348.0  ...   126604.08   5320.0      5380.0       SF
161  SF603  20251013   5510.0   5526.0  ...   127186.78   5504.0      5550.0       SF
162  SF604  20251013   5482.0   5482.0  ...        2.74   5482.0      5526.0       SF
163  SF605  20251013   5474.0   5500.0  ...     7901.55   5478.0      5528.0       SF
164  SF606  20251013   5476.0   5476.0  ...       70.77   5444.0      5500.0       SF
165  SF607  20251013   5632.0   5632.0  ...       58.95   5614.0      5670.0       SF
166  SF608  20251013   5634.0   5634.0  ...        5.63   5628.0      5650.0       SF
167  SF609  20251013   5620.0   5636.0  ...       58.83   5604.0      5652.0       SF
168  SH510  20251013      0.0      0.0  ...        0.00   2418.0      2435.0       SH
169  SH511  20251013   2423.0   2429.0  ...   264538.74   2408.0      2416.0       SH
170  SH512  20251013   2475.0   2484.0  ...   115601.81   2463.0      2477.0       SH
171  SH601  20251013   2470.0   2474.0  ...  2131163.08   2452.0      2469.0       SH
172  SH602  20251013   2503.0   2512.0  ...   232652.22   2488.0      2507.0       SH
173  SH603  20251013   2516.0   2522.0  ...   226706.45   2497.0      2518.0       SH
174  SH604  20251013   2543.0   2568.0  ...     1469.57   2538.0      2561.0       SH
175  SH605  20251013   2566.0   2573.0  ...    17540.34   2549.0      2568.0       SH
176  SH606  20251013   2565.0   2592.0  ...     1395.18   2569.0      2590.0       SH
177  SH607  20251013   2568.0   2588.0  ...      238.80   2568.0      2586.0       SH
178  SH608  20251013   2590.0   2594.0  ...      139.76   2588.0      2601.0       SH
179  SH609  20251013   2606.0   2614.0  ...      202.58   2597.0      2610.0       SH
180  SM510  20251013   5628.0   5628.0  ...       14.07   5628.0      5632.0       SM
181  SM511  20251013   5754.0   5760.0  ...    82827.67   5736.0      5752.0       SM
182  SM512  20251013   5736.0   5766.0  ...   118658.49   5742.0      5754.0       SM
183  SM601  20251013   5734.0   5772.0  ...   455797.99   5746.0      5760.0       SM
184  SM602  20251013   5732.0   5778.0  ...    59226.86   5754.0      5768.0       SM
185  SM603  20251013   5736.0   5794.0  ...   160204.94   5766.0      5780.0       SM
186  SM604  20251013   5766.0   5770.0  ...        5.77   5768.0      5794.0       SM
187  SM605  20251013   5766.0   5800.0  ...    15677.94   5770.0      5796.0       SM
188  SM606  20251013   5784.0   5804.0  ...       34.70   5784.0      5796.0       SM
189  SM607  20251013   5790.0   5814.0  ...       11.59   5796.0      5820.0       SM
190  SM608  20251013   5834.0   5834.0  ...        5.82   5822.0      5836.0       SM
191  SM609  20251013   5792.0   5834.0  ...     1181.52   5806.0      5840.0       SM
192  SR511  20251013   5520.0   5532.0  ...   144994.96   5515.0      5553.0       SR
193  SR601  20251013   5490.0   5503.0  ...  1167868.96   5474.0      5517.0       SR
194  SR603  20251013   5485.0   5490.0  ...   180724.64   5461.0      5502.0       SR
195  SR605  20251013   5464.0   5474.0  ...    88193.18   5444.0      5485.0       SR
196  SR607  20251013   5466.0   5474.0  ...     3060.47   5446.0      5481.0       SR
197  SR609  20251013   5469.0   5480.0  ...     3429.58   5452.0      5488.0       SR
198  TA510  20251013   4466.0   4488.0  ...    17559.35   4470.0      4518.0       TA
199  TA511  20251013   4484.0   4504.0  ...   234826.64   4486.0      4534.0       TA
200  TA512  20251013   4480.0   4520.0  ...   166389.77   4500.0      4548.0       TA
201  TA601  20251013   4506.0   4532.0  ...  1361502.97   4512.0      4554.0       TA
202  TA602  20251013   4520.0   4542.0  ...   219779.69   4524.0      4568.0       TA
203  TA603  20251013   4532.0   4554.0  ...   117863.23   4536.0      4574.0       TA
204  TA604  20251013   4540.0   4556.0  ...       15.93   4554.0      4554.0       TA
205  TA605  20251013   4560.0   4580.0  ...    85276.96   4560.0      4598.0       TA
206  TA606  20251013   4552.0   4582.0  ...       18.29   4574.0      4576.0       TA
207  TA607  20251013   4578.0   4596.0  ...       16.06   4588.0      4592.0       TA
208  TA608  20251013   4588.0   4600.0  ...       16.09   4598.0      4604.0       TA
209  TA609  20251013   4600.0   4604.0  ...     2613.61   4590.0      4626.0       TA
210  UR510  20251013   1499.0   1511.0  ...      233.32   1505.0      1503.0       UR
211  UR511  20251013   1568.0   1591.0  ...    47168.91   1582.0      1576.0       UR
212  UR512  20251013   1576.0   1603.0  ...    30818.55   1594.0      1587.0       UR
213  UR601  20251013   1590.0   1617.0  ...   611518.35   1605.0      1601.0       UR
214  UR602  20251013   1595.0   1624.0  ...    23648.95   1616.0      1608.0       UR
215  UR603  20251013   1663.0   1675.0  ...      412.92   1665.0      1664.0       UR
216  UR604  20251013   1666.0   1680.0  ...      240.76   1672.0      1666.0       UR
217  UR605  20251013   1666.0   1683.0  ...    49534.15   1673.0      1672.0       UR
218  UR606  20251013   1669.0   1688.0  ...      570.05   1677.0      1676.0       UR
219  UR607  20251013   1706.0   1718.0  ...      157.47   1712.0      1711.0       UR
220  UR608  20251013   1706.0   1715.0  ...       47.85   1709.0      1705.0       UR
221  UR609  20251013   1700.0   1715.0  ...      454.03   1707.0      1703.0       UR
222  WH511  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:26:02,437 - future_1d - INFO - ak.get_czce_daily('2025-10-13') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251013      0.0  ...  48935.0     50770.0       PS
1   PS2511  20251013  48575.0  ...  48745.0     49915.0       PS
2   PS2512  20251013  51060.0  ...  51255.0     52635.0       PS
3   PS2601  20251013  51000.0  ...  51225.0     52560.0       PS
4   PS2602  20251013  51035.0  ...  50965.0     52415.0       PS
5   PS2603  20251013  51650.0  ...  51050.0     52595.0       PS
6   PS2604  20251013  50915.0  ...  50915.0     52535.0       PS
7   PS2605  20251013  51035.0  ...  50960.0     52395.0       PS
8   PS2606  20251013  53335.0  ...  53035.0     54405.0       PS
9   PS2607  20251013  52990.0  ...  52870.0     54390.0       PS
10  PS2608  20251013  52505.0  ...  52975.0     54265.0       PS
11  PS2609  20251013  52825.0  ...  52870.0     54075.0       PS
13  SI2510  20251013   8660.0  ...   8695.0      8655.0       SI
14  SI2511  20251013   8595.0  ...   8710.0      8725.0       SI
15  SI2512  20251013   9000.0  ...   9075.0      9095.0       SI
16  SI2601  20251013   8865.0  ...   9025.0      9055.0       SI
17  SI2602  20251013   8940.0  ...   9025.0      9060.0       SI
18  SI2603  20251013   8900.0  ...   9030.0      9020.0       SI
19  SI2604  20251013   8975.0  ...   9050.0      9085.0       SI
20  SI2605  20251013   9000.0  ...   9055.0      9085.0       SI
21  SI2606  20251013   8940.0  ...   9040.0      9105.0       SI
22  SI2607  20251013   9005.0  ...   9085.0      9150.0       SI
23  SI2608  20251013   9020.0  ...   9095.0      9120.0       SI
24  SI2609  20251013   9020.0  ...   9095.0      9135.0       SI
27  LC2510  20251013  72000.0  ...  72040.0     72980.0       LC
28  LC2511  20251013  72800.0  ...  72320.0     73100.0       LC
29  LC2512  20251013  72000.0  ...  72520.0     73300.0       LC
30  LC2601  20251013  72100.0  ...  72520.0     73280.0       LC
31  LC2602  20251013  72400.0  ...  72440.0     73140.0       LC
32  LC2603  20251013  72320.0  ...  72460.0     73080.0       LC
33  LC2604  20251013  72900.0  ...  72880.0     73600.0       LC
34  LC2605  20251013  72920.0  ...  72960.0     73620.0       LC
35  LC2606  20251013  72980.0  ...  72920.0     73460.0       LC
36  LC2607  20251013  72800.0  ...  72900.0     73480.0       LC
37  LC2608  20251013  73000.0  ...  73020.0     73700.0       LC
38  LC2609  20251013  73020.0  ...  73080.0     73760.0       LC

[36 rows x 12 columns]
2025-10-17 16:26:02,702 - future_1d - INFO - ak.get_gfex_daily('2025-10-13') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251013  ...   84900      86530      CU
1        1      CU2511  20251013  ...   84810      86910      CU
2        2      CU2512  20251013  ...   84890      86910      CU
3        3      CU2601  20251013  ...   84840      86960      CU
4        4      CU2602  20251013  ...   84840      87010      CU
5        5      CU2603  20251013  ...   85000      87090      CU
6        6      CU2604  20251013  ...   85080      86700      CU
7        7      CU2605  20251013  ...   85420      86520      CU
8        8      CU2606  20251013  ...   84990      86870      CU
9        9      CU2607  20251013  ...   85020      86660      CU
10      10      CU2608  20251013  ...   85030      86640      CU
11      11      CU2609  20251013  ...   84920      86490      CU
12      12      BC2510  20251013  ...   75030      76060      BC
13      13      BC2511  20251013  ...   75420      77210      BC
14      14      BC2512  20251013  ...   75700      77230      BC
15      15      BC2601  20251013  ...   75730      77150      BC
16      16      BC2602  20251013  ...   76660      76900      BC
17      17      BC2603  20251013  ...   76740      77470      BC
18      18      BC2604  20251013  ...   76740      77000      BC
19      19      BC2605  20251013  ...   75900      75900      BC
20      20      BC2606  20251013  ...   75880      75880      BC
21      21      BC2607  20251013  ...   76850      76850      BC
22      22      BC2608  20251013  ...   75800      75800      BC
23      23      BC2609  20251013  ...   76130      75710      BC
24      24      AL2510  20251013  ...   20855      21055      AL
25      25      AL2511  20251013  ...   20860      21090      AL
26      26      AL2512  20251013  ...   20870      21090      AL
27      27      AL2601  20251013  ...   20865      21085      AL
28      28      AL2602  20251013  ...   20875      21080      AL
29      29      AL2603  20251013  ...   20900      21065      AL
30      30      AL2604  20251013  ...   20910      21100      AL
31      31      AL2605  20251013  ...   20920      21095      AL
32      32      AL2606  20251013  ...   20935      21085      AL
33      33      AL2607  20251013  ...   20945      21100      AL
34      34      AL2608  20251013  ...   20905      21100      AL
35      35      AL2609  20251013  ...   20970      21095      AL
36      36      ZN2510  20251013  ...   22220      22320      ZN
37      37      ZN2511  20251013  ...   22285      22385      ZN
38      38      ZN2512  20251013  ...   22310      22415      ZN
39      39      ZN2601  20251013  ...   22335      22450      ZN
40      40      ZN2602  20251013  ...   22350      22460      ZN
41      41      ZN2603  20251013  ...   22370      22520      ZN
42      42      ZN2604  20251013  ...   22390      22530      ZN
43      43      ZN2605  20251013  ...   22430      22580      ZN
44      44      ZN2606  20251013  ...   22420      22550      ZN
45      45      ZN2607  20251013  ...   22435      22590      ZN
46      46      ZN2608  20251013  ...   22460      22615      ZN
47      47      ZN2609  20251013  ...   22490      22600      ZN
48      48      PB2510  20251013  ...   17110      17075      PB
49      49      PB2511  20251013  ...   17155      17125      PB
50      50      PB2512  20251013  ...   17160      17145      PB
51      51      PB2601  20251013  ...   17145      17150      PB
52      52      PB2602  20251013  ...   17150      17170      PB
53      53      PB2603  20251013  ...   17170      17195      PB
54      54      PB2604  20251013  ...   17300      17185      PB
55      55      PB2605  20251013  ...   17190      17190      PB
56      56      PB2606  20251013  ...   17200      17190      PB
57      57      PB2607  20251013  ...   17175      17215      PB
58      58      PB2608  20251013  ...   17195      17230      PB
59      59      PB2609  20251013  ...   17235      17285      PB
60      60      NI2510  20251013  ...  121270     123510      NI
61      61      NI2511  20251013  ...  121650     123490      NI
62      62      NI2512  20251013  ...  121790     123650      NI
63      63      NI2601  20251013  ...  122050     124140      NI
64      64      NI2602  20251013  ...  122160     124730      NI
65      65      NI2603  20251013  ...  122400     124490      NI
66      66      NI2604  20251013  ...  122570     124710      NI
67      67      NI2605  20251013  ...  122990     124870      NI
68      68      NI2606  20251013  ...  123150     125130      NI
69      69      NI2607  20251013  ...  123230     125580      NI
70      70      NI2608  20251013  ...  123580     125770      NI
71      71      NI2609  20251013  ...  123920     125640      NI
72      72      SN2510  20251013  ...  282760     288270      SN
73      73      SN2511  20251013  ...  283550     288430      SN
74      74      SN2512  20251013  ...  283610     288660      SN
75      75      SN2601  20251013  ...  283460     288660      SN
76      76      SN2602  20251013  ...  283290     288930      SN
77      77      SN2603  20251013  ...  283900     289020      SN
78      78      SN2604  20251013  ...  283870     288650      SN
79      79      SN2605  20251013  ...  283660     288950      SN
80      80      SN2606  20251013  ...  282530     288740      SN
81      81      SN2607  20251013  ...  283050     288440      SN
82      82      SN2608  20251013  ...  283690     289090      SN
83      83      SN2609  20251013  ...  284540     287680      SN
84      84      AO2510  20251013  ...    2782       2834      AO
85      85      AO2511  20251013  ...    2798       2848      AO
86      86      AO2512  20251013  ...    2816       2871      AO
87      87      AO2601  20251013  ...    2825       2877      AO
88      88      AO2602  20251013  ...    2842       2891      AO
89      89      AO2603  20251013  ...    2913       2953      AO
90      90      AO2604  20251013  ...    2925       2966      AO
91      91      AO2605  20251013  ...    2933       2979      AO
92      92      AO2606  20251013  ...    2941       2982      AO
93      93      AO2607  20251013  ...    2952       2994      AO
94      94      AO2608  20251013  ...    2969       3004      AO
95      95      AO2609  20251013  ...    2986       3026      AO
96      96      AD2511  20251013  ...   20360      20560      AD
97      97      AD2512  20251013  ...   20385      20635      AD
98      98      AD2601  20251013  ...   20455      20655      AD
99      99      AD2602  20251013  ...   20475      20680      AD
100    100      AD2603  20251013  ...   20515      20520      AD
101    101      AD2604  20251013  ...   20535      20590      AD
102    102      AD2605  20251013  ...   20445      20610      AD
103    103      AD2606  20251013  ...   20415      20470      AD
104    104      AD2607  20251013  ...   20510      20510      AD
105    105      AD2608  20251013  ...   20495      20495      AD
106    106      AD2609  20251013  ...   20410      20670      AD
107    107      AU2510  20251013  ...  917.92     909.14      AU
108    108      AU2511  20251013  ...  912.52     909.34      AU
109    109      AU2512  20251013  ...   914.3     909.44      AU
110    110      AU2602  20251013  ...   917.5     912.78      AU
111    111      AU2604  20251013  ...  920.14      915.4      AU
112    112      AU2606  20251013  ...   923.4     919.88      AU
113    113      AU2608  20251013  ...  928.54     920.88      AU
114    114      AU2610  20251013  ...  931.62      924.4      AU
115    115      AG2510  20251013  ...   11261      11090      AG
116    116      AG2511  20251013  ...   11233      11208      AG
117    117      AG2512  20251013  ...   11236      11213      AG
118    118      AG2601  20251013  ...   11240      11236      AG
119    119      AG2602  20251013  ...   11266      11241      AG
120    120      AG2603  20251013  ...   11298      11274      AG
121    121      AG2604  20251013  ...   11311      11275      AG
122    122      AG2605  20251013  ...   11296      11290      AG
123    123      AG2606  20251013  ...   11320      11308      AG
124    124      AG2607  20251013  ...   11321      11279      AG
125    125      AG2608  20251013  ...   11303      11326      AG
126    126      AG2609  20251013  ...   11362      11320      AG
127    127      RB2510  20251013  ...    2998       3022      RB
128    128      RB2511  20251013  ...    3021       3039      RB
129    129      RB2512  20251013  ...    3068       3089      RB
130    130      RB2601  20251013  ...    3086       3107      RB
131    131      RB2602  20251013  ...    3091       3107      RB
132    132      RB2603  20251013  ...    3112       3128      RB
133    133      RB2604  20251013  ...    3133       3151      RB
134    134      RB2605  20251013  ...    3140       3166      RB
135    135      RB2606  20251013  ...    3151       3186      RB
136    136      RB2607  20251013  ...    3166       3192      RB
137    137      RB2608  20251013  ...    3176       3195      RB
138    138      RB2609  20251013  ...    3178       3203      RB
139    139      WR2510  20251013  ...    3069       3069      WR
140    140      WR2511  20251013  ...    3270       3270      WR
141    141      WR2512  20251013  ...    3309       3309      WR
142    142      WR2601  20251013  ...    3351       3416      WR
143    143      WR2602  20251013  ...    3384       3384      WR
144    144      WR2603  20251013  ...    3361       3361      WR
145    145      WR2604  20251013  ...    3369       3369      WR
146    146      WR2605  20251013  ...    3353       3385      WR
147    147      WR2606  20251013  ...    3360       3360      WR
148    148      WR2607  20251013  ...    3390       3390      WR
149    149      WR2608  20251013  ...    3431       3431      WR
150    150      WR2609  20251013  ...    3430       3430      WR
151    151      HC2510  20251013  ...    3417       3394      HC
152    152      HC2511  20251013  ...    3304       3327      HC
153    153      HC2512  20251013  ...    3285       3312      HC
154    154      HC2601  20251013  ...    3264       3290      HC
155    155      HC2602  20251013  ...    3281       3294      HC
156    156      HC2603  20251013  ...    3274       3295      HC
157    157      HC2604  20251013  ...    3278       3300      HC
158    158      HC2605  20251013  ...    3274       3299      HC
159    159      HC2606  20251013  ...    3277       3299      HC
160    160      HC2607  20251013  ...    3278       3306      HC
161    161      HC2608  20251013  ...    3295       3310      HC
162    162      HC2609  20251013  ...    3293       3319      HC
163    163      SS2510  20251013  ...   12535      12625      SS
164    164      SS2511  20251013  ...   12675      12840      SS
165    165      SS2512  20251013  ...   12685      12860      SS
166    166      SS2601  20251013  ...   12775      12935      SS
167    167      SS2602  20251013  ...   12820      12985      SS
168    168      SS2603  20251013  ...   12895      13080      SS
169    169      SS2604  20251013  ...   12980      13145      SS
170    170      SS2605  20251013  ...   13035      13235      SS
171    171      SS2606  20251013  ...   13120      13320      SS
172    172      SS2607  20251013  ...   13170      13340      SS
173    173      SS2608  20251013  ...   13220      13420      SS
174    174      SS2609  20251013  ...   13295      13465      SS
175    175      SC2511  20251013  ...   451.5      466.2      SC
176    176      SC2512  20251013  ...   453.7      468.5      SC
177    177      SC2601  20251013  ...   454.1      468.3      SC
178    178      SC2602  20251013  ...   453.8      468.2      SC
179    179      SC2603  20251013  ...   454.8      466.7      SC
180    180      SC2604  20251013  ...   455.4      465.9      SC
181    181      SC2605  20251013  ...   455.9      465.8      SC
182    182      SC2606  20251013  ...   453.1      465.7      SC
183    183      SC2607  20251013  ...   454.9      468.1      SC
184    184      SC2608  20251013  ...   454.1      464.4      SC
185    185      SC2609  20251013  ...     454      465.9      SC
186    186      SC2610  20251013  ...   449.7      464.9      SC
187    187      SC2612  20251013  ...   452.6        465      SC
188    188      SC2703  20251013  ...   451.6      464.2      SC
189    189      SC2706  20251013  ...   450.1        466      SC
190    190      SC2709  20251013  ...   450.6      463.3      SC
191    191      SC2712  20251013  ...     451      461.8      SC
192    192      SC2803  20251013  ...     449        458      SC
193    193      SC2806  20251013  ...   449.9      456.6      SC
194    194      SC2809  20251013  ...   451.2      457.8      SC
195    195      LU2511  20251013  ...    3220       3327      LU
196    196      LU2512  20251013  ...    3240       3332      LU
197    197      LU2601  20251013  ...    3232       3313      LU
198    198      LU2602  20251013  ...    3229       3304      LU
199    199      LU2603  20251013  ...    3232       3303      LU
200    200      LU2604  20251013  ...    3247       3277      LU
201    201      LU2605  20251013  ...    3222       3286      LU
202    202      LU2606  20251013  ...    3210       3255      LU
203    203      LU2607  20251013  ...    3208       3259      LU
204    204      LU2608  20251013  ...    3205       3257      LU
205    205      LU2609  20251013  ...    3208       3257      LU
206    206      LU2610  20251013  ...    3209       3260      LU
207    207      FU2511  20251013  ...    2794       2877      FU
208    208      FU2512  20251013  ...    2750       2832      FU
209    209      FU2601  20251013  ...    2730       2803      FU
210    210      FU2602  20251013  ...    2712       2779      FU
211    211      FU2603  20251013  ...    2704       2772      FU
212    212      FU2604  20251013  ...    2702       2766      FU
213    213      FU2605  20251013  ...    2694       2754      FU
214    214      FU2606  20251013  ...    2688       2749      FU
215    215      FU2607  20251013  ...    2675       2724      FU
216    216      FU2608  20251013  ...    2651       2701      FU
217    217      FU2609  20251013  ...    2645       2688      FU
218    218      FU2610  20251013  ...    2628       2678      FU
219    219      BU2510  20251013  ...    3448       3455      BU
220    220      BU2511  20251013  ...    3310       3346      BU
221    221      BU2512  20251013  ...    3240       3297      BU
222    222      BU2601  20251013  ...    3201       3278      BU
223    223      BU2602  20251013  ...    3207       3282      BU
224    224      BU2603  20251013  ...    3220       3295      BU
225    225      BU2604  20251013  ...    3215       3292      BU
226    226      BU2605  20251013  ...    3217       3309      BU
227    227      BU2606  20251013  ...    3236       3297      BU
228    228      BU2607  20251013  ...    3230       3316      BU
229    229      BU2608  20251013  ...    3216       3299      BU
230    230      BU2609  20251013  ...    3221       3283      BU
231    231      BU2612  20251013  ...    3170       3247      BU
232    232      BU2703  20251013  ...    3178       3253      BU
233    233      BU2706  20251013  ...    3184       3270      BU
234    234      BU2709  20251013  ...    3195       3272      BU
235    235      BR2510  20251013  ...   10905      11400      BR
236    236      BR2511  20251013  ...   10935      11245      BR
237    237      BR2512  20251013  ...   10900      11200      BR
238    238      BR2601  20251013  ...   10905      11200      BR
239    239      BR2602  20251013  ...   10895      11185      BR
240    240      BR2603  20251013  ...   10895      11255      BR
241    241      BR2604  20251013  ...   10935      11275      BR
242    242      BR2605  20251013  ...   10940      11245      BR
243    243      BR2606  20251013  ...   10985      11280      BR
244    244      BR2607  20251013  ...   11140      11400      BR
245    245      BR2608  20251013  ...   11070      11410      BR
246    246      BR2609  20251013  ...   11185      11485      BR
247    247      RU2510  20251013  ...   14165      14535      RU
248    248      RU2511  20251013  ...   14195      14545      RU
249    249      RU2601  20251013  ...   14990      15360      RU
250    250      RU2603  20251013  ...   14945      15310      RU
251    251      RU2604  20251013  ...   14960      15310      RU
252    252      RU2605  20251013  ...   14975      15315      RU
253    253      RU2606  20251013  ...   14930      15315      RU
254    254      RU2607  20251013  ...   14930      15400      RU
255    255      RU2608  20251013  ...   15000      15375      RU
256    256      RU2609  20251013  ...   15005      15365      RU
257    257      NR2510  20251013  ...   11960      12310      NR
258    258      NR2511  20251013  ...   12085      12395      NR
259    259      NR2512  20251013  ...   12080      12400      NR
260    260      NR2601  20251013  ...   12100      12400      NR
261    261      NR2602  20251013  ...   12035      12370      NR
262    262      NR2603  20251013  ...   12085      12395      NR
263    263      NR2604  20251013  ...   12090      12380      NR
264    264      NR2605  20251013  ...   12095      12410      NR
265    265      NR2606  20251013  ...   12095      12410      NR
266    266      NR2607  20251013  ...   12115      12490      NR
267    267      NR2608  20251013  ...   12205      12535      NR
268    268      NR2609  20251013  ...   12250      12510      NR
269    269      SP2510  20251013  ...    4772       4808      SP
270    270      SP2511  20251013  ...    4798       4816      SP
271    271      SP2512  20251013  ...    4828       4838      SP
272    272      SP2601  20251013  ...    5098       5108      SP
273    273      SP2602  20251013  ...    5120       5118      SP
274    274      SP2603  20251013  ...    5132       5128      SP
275    275      SP2604  20251013  ...    5132       5152      SP
276    276      SP2605  20251013  ...    5170       5152      SP
277    277      SP2606  20251013  ...    5232       5190      SP
278    278      SP2607  20251013  ...    5158       5172      SP
279    279      SP2608  20251013  ...    5164       5180      SP
280    280      SP2609  20251013  ...    5200       5190      SP
281    281      OP2601  20251013  ...    4216       4224      OP
282    282      OP2602  20251013  ...    4226       4234      OP
283    283      OP2603  20251013  ...    4228       4234      OP
284    284      OP2604  20251013  ...    4258       4258      OP
285    285      OP2605  20251013  ...    4242       4260      OP
286    286      OP2606  20251013  ...    4202       4234      OP
287    287      OP2607  20251013  ...    4242       4238      OP
288    288      OP2608  20251013  ...    4274       4240      OP
289    289      OP2609  20251013  ...    4186       4242      OP
290    290      EC2510  20251013  ...  1133.1     1125.5      EC
291    291      EC2512  20251013  ...  1559.4     1605.1      EC
292    292      EC2602  20251013  ...    1358     1365.4      EC
293    293      EC2604  20251013  ...  1090.9     1084.9      EC
294    294      EC2606  20251013  ...  1254.5       1268      EC
295    295      EC2608  20251013  ...  1388.7     1405.1      EC
296    296  SC_TAS2511  20251013  ...                     SC_TAS
297    297  SC_TAS2512  20251013  ...                     SC_TAS
298    298  SC_TAS2601  20251013  ...                     SC_TAS
299    299  SC_TAS2602  20251013  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 16:26:02,822 - future_1d - INFO - ak.get_shfe_daily('2025-10-13') done
2025-10-17 16:26:04,597 - future_1d - INFO - save future_daily 2025-10-13 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251014   3959.00  ...   3957.00     3968.00        A
1     a2601  20251014   3967.00  ...   3969.00     3969.00        A
2     a2603  20251014   3965.00  ...   3972.00     3971.00        A
3     a2605  20251014   4009.00  ...   4011.00     4004.00        A
4     a2607  20251014   4010.00  ...   4012.00     4003.00        A
5     a2609  20251014   4011.00  ...   4011.00     4008.00        A
6     b2510  20251014      0.00  ...   3619.00     3619.00        B
7     b2511  20251014   3639.00  ...   3607.00     3628.00        B
8     b2512  20251014   3653.00  ...   3636.00     3656.00        B
9     b2601  20251014   3633.00  ...   3628.00     3651.00        B
10    b2602  20251014   3650.00  ...   3632.00     3656.00        B
11    b2603  20251014   3612.00  ...   3599.00     3617.00        B
12    b2604  20251014   3530.00  ...   3500.00     3537.00        B
13    b2605  20251014   3453.00  ...   3444.00     3459.00        B
14    b2606  20251014   3432.00  ...   3409.00     3436.00        B
15    b2607  20251014   3434.00  ...   3415.00     3434.00        B
16    b2608  20251014   3526.00  ...   3511.00     3529.00        B
17    b2609  20251014   3552.00  ...   3543.00     3548.00        B
18   bb2511  20251014      0.00  ...    144.65      144.65       BB
19   bb2601  20251014    146.75  ...    147.00      146.60       BB
20   bb2603  20251014    146.70  ...    147.25      146.50       BB
21   bb2605  20251014    147.75  ...    147.95      146.70       BB
22   bb2607  20251014      0.00  ...    152.85      151.60       BB
23   bb2609  20251014      0.00  ...    152.85      151.60       BB
24   bz2603  20251014   5670.00  ...   5624.00     5707.00       BZ
25   bz2604  20251014   5645.00  ...   5615.00     5691.00       BZ
26   bz2605  20251014   5645.00  ...   5634.00     5697.00       BZ
27   bz2606  20251014      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251014      0.00  ...   5685.00     5689.00       BZ
29   bz2608  20251014   5601.00  ...   5601.00     5646.00       BZ
30   bz2609  20251014      0.00  ...   5720.00     5803.00       BZ
31    c2511  20251014   2088.00  ...   2087.00     2107.00        C
32    c2601  20251014   2103.00  ...   2105.00     2114.00        C
33    c2603  20251014   2127.00  ...   2131.00     2130.00        C
34    c2605  20251014   2192.00  ...   2198.00     2197.00        C
35    c2607  20251014   2207.00  ...   2214.00     2211.00        C
36    c2609  20251014   2223.00  ...   2230.00     2227.00        C
37   cs2511  20251014   2400.00  ...   2393.00     2413.00       CS
38   cs2601  20251014   2396.00  ...   2402.00     2413.00       CS
39   cs2603  20251014   2415.00  ...   2421.00     2426.00       CS
40   cs2605  20251014   2513.00  ...   2517.00     2522.00       CS
41   cs2607  20251014   2520.00  ...   2530.00     2535.00       CS
42   cs2609  20251014   2565.00  ...   2571.00     2576.00       CS
43   eb2510  20251014   6589.00  ...   6559.00     6670.00       EB
44   eb2511  20251014   6688.00  ...   6608.00     6714.00       EB
45   eb2512  20251014   6682.00  ...   6627.00     6723.00       EB
46   eb2601  20251014   6730.00  ...   6668.00     6754.00       EB
47   eb2602  20251014   6763.00  ...   6714.00     6802.00       EB
48   eb2603  20251014   6807.00  ...   6760.00     6843.00       EB
49   eb2604  20251014   6830.00  ...   6821.00     6871.00       EB
50   eb2605  20251014   6859.00  ...   6845.00     6906.00       EB
51   eb2606  20251014   6897.00  ...   6873.00     6923.00       EB
52   eb2607  20251014   6898.00  ...   6872.00     6918.00       EB
53   eb2608  20251014   6862.00  ...   6895.00     6943.00       EB
54   eb2609  20251014   6856.00  ...   6888.00     6964.00       EB
55   eg2510  20251014   4102.00  ...   4094.00     4156.00       EG
56   eg2511  20251014   4113.00  ...   4087.00     4129.00       EG
57   eg2512  20251014   4112.00  ...   4067.00     4112.00       EG
58   eg2601  20251014   4111.00  ...   4072.00     4112.00       EG
59   eg2602  20251014   4076.00  ...   4077.00     4126.00       EG
60   eg2603  20251014   4084.00  ...   4079.00     4140.00       EG
61   eg2604  20251014   4166.00  ...   4146.00     4181.00       EG
62   eg2605  20251014   4182.00  ...   4161.00     4197.00       EG
63   eg2606  20251014   4160.00  ...   4163.00     4211.00       EG
64   eg2607  20251014   4177.00  ...   4175.00     4193.00       EG
65   eg2608  20251014   4193.00  ...   4185.00     4200.00       EG
66   eg2609  20251014   4204.00  ...   4199.00     4267.00       EG
67   fb2510  20251014      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251014   1259.00  ...   1257.50     1262.00       FB
69   fb2512  20251014   1264.00  ...   1261.00     1263.50       FB
70   fb2601  20251014   1272.00  ...   1271.00     1269.00       FB
71   fb2602  20251014   1287.00  ...   1273.50     1271.50       FB
72   fb2603  20251014   1287.00  ...   1266.00     1261.50       FB
73   fb2604  20251014   1270.50  ...   1271.00     1269.00       FB
74   fb2605  20251014   1273.00  ...   1273.00     1273.00       FB
75   fb2606  20251014      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251014      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251014      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251014      0.00  ...   1296.00     1296.00       FB
79    i2510  20251014    810.00  ...    808.50      813.50        I
80    i2511  20251014    822.50  ...    805.00      814.00        I
81    i2512  20251014    817.00  ...    797.50      808.50        I
82    i2601  20251014    806.50  ...    788.00      798.50        I
83    i2602  20251014    802.50  ...    781.50      795.00        I
84    i2603  20251014    797.00  ...    779.50      788.00        I
85    i2604  20251014    792.00  ...    773.50      784.50        I
86    i2605  20251014    784.50  ...    765.00      776.00        I
87    i2606  20251014    778.00  ...    762.00      770.00        I
88    i2607  20251014    773.00  ...    757.50      766.00        I
89    i2608  20251014    768.00  ...    753.00      761.00        I
90    i2609  20251014    759.00  ...    747.00      755.50        I
91    j2510  20251014      0.00  ...   1600.00     1600.00        J
92    j2511  20251014   1598.00  ...   1586.00     1586.50        J
93    j2512  20251014   1627.00  ...   1608.00     1617.00        J
94    j2601  20251014   1650.00  ...   1636.50     1648.50        J
95    j2602  20251014   1653.00  ...   1653.00     1679.00        J
96    j2603  20251014   1676.50  ...   1676.50     1705.50        J
97    j2604  20251014      0.00  ...   1773.50     1773.50        J
98    j2605  20251014   1802.50  ...   1781.00     1797.00        J
99    j2606  20251014   1823.50  ...   1814.00     1823.50        J
100   j2607  20251014      0.00  ...   1833.50     1833.50        J
101   j2608  20251014      0.00  ...   1865.00     1865.00        J
102   j2609  20251014   1886.00  ...   1866.50     1879.50        J
103  jd2510  20251014   2664.00  ...   2685.00     2552.00       JD
104  jd2511  20251014   2830.00  ...   2847.00     2804.00       JD
105  jd2512  20251014   3005.00  ...   3028.00     2965.00       JD
106  jd2601  20251014   3210.00  ...   3232.00     3183.00       JD
107  jd2602  20251014   3038.00  ...   3044.00     3020.00       JD
108  jd2603  20251014   3067.00  ...   3060.00     3059.00       JD
109  jd2604  20251014   3191.00  ...   3168.00     3187.00       JD
110  jd2605  20251014   3375.00  ...   3345.00     3372.00       JD
111  jd2606  20251014   3260.00  ...   3235.00     3257.00       JD
112  jd2607  20251014   3510.00  ...   3479.00     3504.00       JD
113  jd2608  20251014   3977.00  ...   3966.00     3978.00       JD
114  jd2609  20251014   3873.00  ...   3866.00     3870.00       JD
115  jm2510  20251014    996.00  ...    951.00      924.00       JM
116  jm2511  20251014   1011.00  ...   1009.00     1001.50       JM
117  jm2512  20251014   1077.00  ...   1072.50     1071.00       JM
118  jm2601  20251014   1150.00  ...   1139.50     1145.00       JM
119  jm2602  20251014   1180.50  ...   1167.50     1176.50       JM
120  jm2603  20251014   1202.50  ...   1185.50     1198.50       JM
121  jm2604  20251014   1224.00  ...   1207.00     1221.00       JM
122  jm2605  20251014   1245.00  ...   1223.00     1240.50       JM
123  jm2606  20251014   1267.50  ...   1247.00     1255.00       JM
124  jm2607  20251014   1293.50  ...   1260.50     1281.00       JM
125  jm2608  20251014   1305.00  ...   1279.00     1304.50       JM
126  jm2609  20251014   1330.50  ...   1309.00     1327.00       JM
127   l2510  20251014   6901.00  ...   6856.00     6948.00        L
128   l2511  20251014   6957.00  ...   6922.00     6989.00        L
129   l2512  20251014   6973.00  ...   6928.00     6999.00        L
130   l2601  20251014   6996.00  ...   6936.00     7005.00        L
131   l2602  20251014   6977.00  ...   6924.00     7001.00        L
132   l2603  20251014   6992.00  ...   6944.00     7013.00        L
133   l2604  20251014   7011.00  ...   6984.00     7059.00        L
134   l2605  20251014   7039.00  ...   6975.00     7039.00        L
135   l2606  20251014   6964.00  ...   6953.00     7047.00        L
136   l2607  20251014   7031.00  ...   7007.00     7065.00        L
137   l2608  20251014   7049.00  ...   7015.00     7079.00        L
138   l2609  20251014   7060.00  ...   7018.00     7083.00        L
139  lg2511  20251014    800.00  ...    791.00      808.00       LG
140  lg2601  20251014    825.00  ...    820.00      823.00       LG
141  lg2603  20251014    829.50  ...    827.50      829.00       LG
142  lg2605  20251014    830.00  ...    828.50      830.00       LG
143  lg2607  20251014    832.00  ...    830.00      831.50       LG
144  lg2609  20251014    831.00  ...    831.50      832.00       LG
145  lh2511  20251014  11200.00  ...  11355.00    11225.00       LH
146  lh2601  20251014  12160.00  ...  12335.00    12150.00       LH
147  lh2603  20251014  11725.00  ...  11825.00    11835.00       LH
148  lh2605  20251014  12365.00  ...  12445.00    12440.00       LH
149  lh2607  20251014  13220.00  ...  13250.00    13220.00       LH
150  lh2609  20251014  13885.00  ...  13945.00    13880.00       LH
151   m2511  20251014   2926.00  ...   2896.00     2918.00        M
152   m2512  20251014   2956.00  ...   2936.00     2954.00        M
153   m2601  20251014   2936.00  ...   2912.00     2936.00        M
154   m2603  20251014   2912.00  ...   2890.00     2911.00        M
155   m2605  20251014   2747.00  ...   2736.00     2751.00        M
156   m2607  20251014   2734.00  ...   2719.00     2736.00        M
157   m2608  20251014   2854.00  ...   2841.00     2858.00        M
158   m2609  20251014   2858.00  ...   2846.00     2861.00        M
159   p2510  20251014   9198.00  ...   9184.00     9214.00        P
160   p2511  20251014   9270.00  ...   9266.00     9274.00        P
161   p2512  20251014   9308.00  ...   9314.00     9326.00        P
162   p2601  20251014   9364.00  ...   9366.00     9376.00        P
163   p2602  20251014   9368.00  ...   9358.00     9358.00        P
164   p2603  20251014   9338.00  ...   9332.00     9352.00        P
165   p2604  20251014   9336.00  ...   9312.00     9298.00        P
166   p2605  20251014   9232.00  ...   9238.00     9218.00        P
167   p2606  20251014   9146.00  ...   9108.00     9120.00        P
168   p2607  20251014   9052.00  ...   9012.00     9012.00        P
169   p2608  20251014   8976.00  ...   8956.00     8958.00        P
170   p2609  20251014   8874.00  ...   8884.00     8866.00        P
171  pg2510  20251014      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251014   4072.00  ...   4118.00     4069.00       PG
173  pg2512  20251014   3965.00  ...   3981.00     3978.00       PG
174  pg2601  20251014   3895.00  ...   3904.00     3909.00       PG
175  pg2602  20251014   3827.00  ...   3835.00     3848.00       PG
176  pg2603  20251014   3756.00  ...   3762.00     3781.00       PG
177  pg2604  20251014   4159.00  ...   4147.00     4166.00       PG
178  pg2605  20251014   4081.00  ...   4076.00     4093.00       PG
179  pg2606  20251014   4017.00  ...   4017.00     4047.00       PG
180  pg2607  20251014   3973.00  ...   3974.00     3984.00       PG
181  pg2608  20251014   3918.00  ...   3917.00     3930.00       PG
182  pg2609  20251014   3855.00  ...   3859.00     3876.00       PG
183  pp2510  20251014   6576.00  ...   6536.00     6611.00       PP
184  pp2511  20251014   6635.00  ...   6551.00     6639.00       PP
185  pp2512  20251014   6642.00  ...   6593.00     6679.00       PP
186  pp2601  20251014   6679.00  ...   6628.00     6708.00       PP
187  pp2602  20251014   6671.00  ...   6620.00     6704.00       PP
188  pp2603  20251014   6662.00  ...   6624.00     6705.00       PP
189  pp2604  20251014   6707.00  ...   6647.00     6738.00       PP
190  pp2605  20251014   6755.00  ...   6683.00     6763.00       PP
191  pp2606  20251014   6690.00  ...   6644.00     6733.00       PP
192  pp2607  20251014   6674.00  ...   6647.00     6694.00       PP
193  pp2608  20251014   6698.00  ...   6670.00     6709.00       PP
194  pp2609  20251014   6729.00  ...   6695.00     6754.00       PP
195  rr2510  20251014   3620.00  ...   3620.00     3604.00       RR
196  rr2511  20251014   3610.00  ...   3615.00     3619.00       RR
197  rr2512  20251014   3610.00  ...   3608.00     3611.00       RR
198  rr2601  20251014   3624.00  ...   3625.00     3642.00       RR
199  rr2602  20251014   3611.00  ...   3613.00     3628.00       RR
200  rr2603  20251014   3611.00  ...   3614.00     3621.00       RR
201  rr2604  20251014   3620.00  ...   3617.00     3622.00       RR
202  rr2605  20251014   3612.00  ...   3612.00     3618.00       RR
203  rr2606  20251014   3602.00  ...   3602.00     3615.00       RR
204  rr2607  20251014      0.00  ...   3624.00     3636.00       RR
205  rr2608  20251014   3596.00  ...   3589.00     3595.00       RR
206  rr2609  20251014   3623.00  ...   3612.00     3636.00       RR
207   v2510  20251014   4607.00  ...   4567.00     4606.00        V
208   v2511  20251014   4620.00  ...   4596.00     4636.00        V
209   v2512  20251014   4674.00  ...   4641.00     4675.00        V
210   v2601  20251014   4717.00  ...   4684.00     4720.00        V
211   v2602  20251014   4753.00  ...   4727.00     4758.00        V
212   v2603  20251014   4790.00  ...   4754.00     4792.00        V
213   v2604  20251014   4990.00  ...   4957.00     5000.00        V
214   v2605  20251014   5043.00  ...   4998.00     5037.00        V
215   v2606  20251014   5055.00  ...   5029.00     5070.00        V
216   v2607  20251014   5091.00  ...   5072.00     5108.00        V
217   v2608  20251014   5113.00  ...   5103.00     5148.00        V
218   v2609  20251014   5162.00  ...   5137.00     5176.00        V
219   y2511  20251014   8284.00  ...   8272.00     8284.00        Y
220   y2512  20251014   8306.00  ...   8306.00     8322.00        Y
221   y2601  20251014   8280.00  ...   8270.00     8282.00        Y
222   y2603  20251014   8234.00  ...   8206.00     8214.00        Y
223   y2605  20251014   8036.00  ...   8040.00     8030.00        Y
224   y2607  20251014   7982.00  ...   7980.00     7974.00        Y
225   y2608  20251014   7990.00  ...   7966.00     7968.00        Y
226   y2609  20251014   7948.00  ...   7924.00     7940.00        Y

[227 rows x 12 columns]
2025-10-17 16:26:14,186 - future_1d - INFO - ak.get_dce_daily('2025-10-14') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251014  7410.000  ...  7159.800    7342.600       IC
1   IC2511  20251014  7331.400  ...  7072.000    7267.400       IC
2   IC2512  20251014  7252.000  ...  7018.600    7221.400       IC
3   IC2603  20251014  7110.000  ...  6857.000    7055.200       IC
4   IF2510  20251014  4603.000  ...  4531.000    4580.400       IF
5   IF2511  20251014  4600.000  ...  4513.400    4569.800       IF
6   IF2512  20251014  4588.600  ...  4499.200    4559.400       IF
7   IF2603  20251014  4570.000  ...  4477.200    4539.400       IF
8   IH2510  20251014  2979.000  ...  2958.400    2964.200       IH
9   IH2511  20251014  2985.000  ...  2952.200    2961.000       IH
10  IH2512  20251014  2972.200  ...  2953.000    2961.200       IH
11  IH2603  20251014  2980.000  ...  2953.800    2962.000       IH
12  IM2510  20251014  7506.000  ...  7338.200    7473.000       IM
13  IM2511  20251014  7436.600  ...  7234.400    7381.400       IM
14  IM2512  20251014  7360.000  ...  7148.600    7303.800       IM
15  IM2603  20251014  7120.000  ...  6926.000    7076.600       IM
16   T2512  20251014   107.975  ...   108.190     108.050        T
17   T2603  20251014   107.630  ...   107.880     107.720        T
18   T2606  20251014   107.505  ...   107.795     107.625        T
19  TF2512  20251014   105.630  ...   105.765     105.665       TF
20  TF2603  20251014   105.525  ...   105.650     105.560       TF
21  TF2606  20251014   105.555  ...   105.650     105.570       TF
22  TL2512  20251014   114.050  ...   114.740     114.370       TL
23  TL2603  20251014   113.700  ...   114.420     114.030       TL
24  TL2606  20251014   113.600  ...   114.360     113.990       TL
25  TS2512  20251014   102.354  ...   102.386     102.366       TS
26  TS2603  20251014   102.260  ...   102.292     102.270       TS
27  TS2606  20251014   102.298  ...   102.334     102.332       TS

[28 rows x 12 columns]
2025-10-17 16:26:14,318 - future_1d - INFO - ak.get_cffex_daily('2025-10-14') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251014   451.1   455.2  ...  3443966.95   451.8      451.5      SC
1       SC2512  20251014   451.7   456.1  ...  1971504.29   452.5      453.7      SC
2       SC2601  20251014   452.6   456.1  ...    458112.6   452.5      454.1      SC
3       SC2602  20251014   453.8   456.3  ...   117972.08     453      453.8      SC
4       SC2603  20251014   453.2   456.7  ...    12451.61   452.7      454.8      SC
5       SC2604  20251014   453.1   456.8  ...     3357.22   453.6      455.4      SC
6       SC2605  20251014   454.2   457.2  ...     1681.87   454.5      455.9      SC
7       SC2606  20251014   453.8   457.6  ...    28932.84   455.6      453.1      SC
8       SC2607  20251014     456   456.9  ...      500.28   454.8      454.9      SC
9       SC2608  20251014   453.8   457.4  ...      318.73   455.3      454.1      SC
10      SC2609  20251014     457     457  ...      454.67   454.6        454      SC
11      SC2610  20251014                  ...           0   449.7      449.7      SC
12      SC2612  20251014                  ...           0   452.6      452.6      SC
13      SC2703  20251014                  ...           0   451.6      451.6      SC
14      SC2706  20251014   453.6   453.6  ...       45.36   453.6      450.1      SC
15      SC2709  20251014                  ...           0   450.6      450.6      SC
16      SC2712  20251014   457.9   457.9  ...       91.01     455        451      SC
17      SC2803  20251014                  ...           0     449        449      SC
18      SC2806  20251014   451.9     452  ...      225.89   451.7      449.9      SC
19      SC2809  20251014   454.3   454.4  ...      271.79   452.9      451.2      SC
21      LU2511  20251014    3202    3224  ...     24280.1    3204       3220      LU
22      LU2512  20251014    3215    3236  ...  245899.633    3216       3240      LU
23      LU2601  20251014    3206    3230  ...  124896.377    3210       3232      LU
24      LU2602  20251014    3209    3224  ...    6668.175    3205       3229      LU
25      LU2603  20251014    3210    3222  ...    2921.346    3206       3232      LU
26      LU2604  20251014    3188    3197  ...      15.964    3192       3247      LU
27      LU2605  20251014    3212    3212  ...      25.602    3200       3222      LU
28      LU2606  20251014    3189    3194  ...      60.369    3177       3210      LU
29      LU2607  20251014    3211    3211  ...     141.077    3206       3208      LU
30      LU2608  20251014    3213    3213  ...     153.883    3205       3205      LU
31      LU2609  20251014    3201    3204  ...     331.634    3188       3208      LU
32      LU2610  20251014    3187    3187  ...       3.187    3187       3209      LU
34      NR2510  20251014   11930   11940  ...      1550.8   11925      11960      NR
35      NR2511  20251014   12080   12085  ...  461017.135   11990      12085      NR
36      NR2512  20251014   12095   12095  ...  434734.275   11985      12080      NR
37      NR2601  20251014   12100   12115  ...   138884.58   11995      12100      NR
38      NR2602  20251014   12050   12060  ...   13100.385   11995      12035      NR
39      NR2603  20251014   12045   12050  ...     3595.09   12020      12085      NR
40      NR2604  20251014   12060   12060  ...      3120.5   12000      12090      NR
41      NR2605  20251014   12070   12095  ...      456.89   12020      12095      NR
42      NR2606  20251014   12060   12060  ...       24.08   12040      12095      NR
43      NR2607  20251014                  ...           0   12115      12115      NR
44      NR2608  20251014   12145   12145  ...      12.145   12145      12205      NR
45      NR2609  20251014                  ...           0   12250      12250      NR
47      BC2510  20251014   75040   75040  ...      1125.6   75040      75030      BC
48      BC2511  20251014   76080   77210  ...  782156.205   76190      75420      BC
49      BC2512  20251014   76130   77210  ...   94503.635   76240      75700      BC
50      BC2601  20251014   76860   76860  ...       38.43   76860      75730      BC
51      BC2602  20251014                  ...           0   75800      76660      BC
52      BC2603  20251014   76820   76820  ...        75.8   75800      76740      BC
53      BC2604  20251014                  ...           0   76520      76740      BC
54      BC2605  20251014                  ...           0   75900      75900      BC
55      BC2606  20251014                  ...           0   75880      75880      BC
56      BC2607  20251014                  ...           0   76570      76850      BC
57      BC2608  20251014                  ...           0   75800      75800      BC
58      BC2609  20251014                  ...           0   76130      76130      BC
60      EC2510  20251014    1135    1141  ...  27776.0825  1134.4     1133.1      EC
61      EC2512  20251014    1558    1712  ...  382788.063    1639     1559.4      EC
62      EC2602  20251014    1360  1497.2  ...   72949.841  1416.6       1358      EC
63      EC2604  20251014    1085    1164  ...   38989.607  1112.5     1090.9      EC
64      EC2606  20251014  1266.8  1330.1  ...    4019.408  1286.2     1254.5      EC
65      EC2608  20251014  1389.2  1469.4  ...   2172.2325  1424.4     1388.7      EC
69  SC_TAS2511  20251014                  ...                                 SC_TAS
70  SC_TAS2512  20251014                  ...                                 SC_TAS
71  SC_TAS2601  20251014                  ...                                 SC_TAS
72  SC_TAS2602  20251014                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 16:26:14,418 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251014   9150.0   9980.0  ...      332.10   9225.0      9170.0       AP
1    AP511  20251014   8700.0   8747.0  ...    10991.58   8675.0      8697.0       AP
2    AP512  20251014   8676.0   8694.0  ...     3715.81   8641.0      8644.0       AP
3    AP601  20251014   8640.0   8705.0  ...   632953.82   8660.0      8665.0       AP
4    AP603  20251014   8578.0   8601.0  ...     1662.46   8569.0      8556.0       AP
5    AP604  20251014   8586.0   8622.0  ...      945.21   8593.0      8586.0       AP
6    AP605  20251014   8612.0   8698.0  ...    37848.44   8657.0      8651.0       AP
7    CF511  20251014  13350.0  13365.0  ...    77321.90  13310.0     13330.0       CF
8    CF601  20251014  13315.0  13315.0  ...  1219748.31  13255.0     13285.0       CF
9    CF603  20251014  13320.0  13340.0  ...   133064.14  13270.0     13300.0       CF
10   CF605  20251014  13360.0  13370.0  ...   277016.43  13315.0     13325.0       CF
11   CF607  20251014  13355.0  13360.0  ...      899.95  13335.0     13340.0       CF
12   CF609  20251014  13525.0  13530.0  ...     3001.69  13490.0     13510.0       CF
13   CJ512  20251014  11030.0  11085.0  ...     7333.84  10980.0     11065.0       CJ
14   CJ601  20251014  11150.0  11185.0  ...   756986.99  11100.0     11150.0       CJ
15   CJ603  20251014  11080.0  11135.0  ...     9401.39  11060.0     11100.0       CJ
16   CJ605  20251014  11230.0  11270.0  ...   113635.99  11185.0     11220.0       CJ
17   CJ607  20251014  11275.0  11340.0  ...     1419.14  11265.0     11290.0       CJ
18   CJ609  20251014  11405.0  11460.0  ...     1594.31  11390.0     11405.0       CJ
19   CY510  20251014      0.0      0.0  ...        0.00  19410.0     19455.0       CY
20   CY511  20251014  19680.0  19720.0  ...     3687.06  19665.0     19720.0       CY
21   CY512  20251014      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251014  19395.0  19395.0  ...   103148.13  19310.0     19355.0       CY
23   CY602  20251014      0.0      0.0  ...        0.00  19455.0     19595.0       CY
24   CY603  20251014      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251014      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251014      0.0      0.0  ...        0.00  19795.0     19845.0       CY
29   CY608  20251014      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251014      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251014   1024.0   1024.0  ...        2.05   1024.0      1086.0       FG
32   FG511  20251014   1079.0   1079.0  ...    84038.06   1051.0      1085.0       FG
33   FG512  20251014   1186.0   1188.0  ...    79998.03   1155.0      1186.0       FG
34   FG601  20251014   1180.0   1180.0  ...  4594440.33   1149.0      1178.0       FG
35   FG602  20251014   1251.0   1251.0  ...    41054.25   1210.0      1240.0       FG
36   FG603  20251014   1255.0   1255.0  ...    75206.53   1214.0      1244.0       FG
37   FG604  20251014   1292.0   1316.0  ...     1161.13   1284.0      1312.0       FG
38   FG605  20251014   1312.0   1314.0  ...   198953.56   1283.0      1310.0       FG
39   FG606  20251014   1346.0   1348.0  ...     1538.46   1322.0      1344.0       FG
40   FG607  20251014   1339.0   1344.0  ...     2753.79   1311.0      1338.0       FG
41   FG608  20251014   1389.0   1391.0  ...     2498.67   1367.0      1389.0       FG
42   FG609  20251014   1391.0   1394.0  ...    10955.76   1366.0      1390.0       FG
43   JR511  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251014   2260.0   2260.0  ...      363.72   2245.0      2216.0       MA
52   MA511  20251014   2306.0   2316.0  ...    46598.57   2275.0      2288.0       MA
53   MA512  20251014   2327.0   2332.0  ...   112225.14   2276.0      2319.0       MA
54   MA601  20251014   2345.0   2345.0  ...  2842382.13   2297.0      2335.0       MA
55   MA602  20251014   2365.0   2365.0  ...    68774.50   2318.0      2364.0       MA
56   MA603  20251014   2375.0   2378.0  ...   148506.72   2325.0      2380.0       MA
57   MA604  20251014   2361.0   2365.0  ...      156.68   2338.0      2381.0       MA
58   MA605  20251014   2354.0   2356.0  ...   384339.96   2319.0      2361.0       MA
59   MA606  20251014   2363.0   2363.0  ...       60.56   2329.0      2368.0       MA
60   MA607  20251014   2330.0   2330.0  ...      253.81   2287.0      2347.0       MA
61   MA608  20251014   2316.0   2318.0  ...       48.09   2290.0      2338.0       MA
62   MA609  20251014   2317.0   2317.0  ...     5833.98   2277.0      2319.0       MA
63   OI511  20251014  10165.0  10186.0  ...    91439.15  10140.0     10149.0       OI
64   OI601  20251014  10012.0  10030.0  ...  2220839.75   9983.0      9987.0       OI
65   OI603  20251014   9846.0   9851.0  ...   242647.09   9764.0      9818.0       OI
66   OI605  20251014   9572.0   9594.0  ...   210805.72   9498.0      9549.0       OI
67   OI607  20251014   9526.0   9526.0  ...     1386.72   9433.0      9489.0       OI
68   OI609  20251014   9439.0   9456.0  ...      929.00   9384.0      9437.0       OI
69   PF510  20251014   6136.0   6136.0  ...      143.72   6116.0      6160.0       PF
70   PF511  20251014   6160.0   6180.0  ...   167643.67   6126.0      6184.0       PF
71   PF512  20251014   6120.0   6134.0  ...   839258.23   6076.0      6136.0       PF
72   PF601  20251014   6176.0   6176.0  ...   138491.86   6110.0      6180.0       PF
73   PF602  20251014   6128.0   6132.0  ...   385324.06   6086.0      6146.0       PF
74   PF603  20251014   6116.0   6116.0  ...   101201.48   6076.0      6126.0       PF
75   PF604  20251014   6182.0   6182.0  ...      107.57   6148.0      6208.0       PF
76   PF605  20251014   6172.0   6178.0  ...      289.00   6150.0      6208.0       PF
77   PF606  20251014   6154.0   6154.0  ...       15.34   6138.0      6214.0       PF
78   PF607  20251014   6178.0   6206.0  ...       21.62   6178.0      6238.0       PF
79   PF608  20251014   6192.0   6214.0  ...        6.20   6204.0      6268.0       PF
80   PF609  20251014   6204.0   6220.0  ...       24.81   6204.0      6274.0       PF
81   PK510  20251014      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251014   7912.0   7934.0  ...   297014.58   7872.0      7866.0       PK
83   PK512  20251014   7944.0   8008.0  ...   371955.80   7924.0      7874.0       PK
84   PK601  20251014   8010.0   8090.0  ...   674432.00   8016.0      7934.0       PK
85   PK603  20251014   8080.0   8152.0  ...   336570.97   8034.0      7994.0       PK
86   PK604  20251014   8090.0   8150.0  ...     3289.93   8044.0      8018.0       PK
87   PK605  20251014   8108.0   8184.0  ...    57742.42   8070.0      8044.0       PK
88   PL601  20251014   6188.0   6188.0  ...    98894.35   6109.0      6190.0       PL
89   PL602  20251014   6167.0   6195.0  ...    27545.22   6151.0      6228.0       PL
90   PL603  20251014   6169.0   6191.0  ...    33307.96   6152.0      6221.0       PL
91   PL604  20251014      0.0      0.0  ...        0.00   6132.0      6239.0       PL
92   PL605  20251014   6156.0   6156.0  ...      195.81   6119.0      6197.0       PL
93   PL606  20251014   6153.0   6160.0  ...       36.85   6142.0      6183.0       PL
94   PL607  20251014      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251014      0.0      0.0  ...        0.00   6280.0      6415.0       PL
96   PL609  20251014      0.0      0.0  ...        0.00   6239.0      6331.0       PL
97   PM511  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251014   5678.0   5680.0  ...      476.99   5678.0      5710.0       PR
104  PR511  20251014   5650.0   5656.0  ...    32272.78   5612.0      5674.0       PR
105  PR512  20251014   5646.0   5650.0  ...   247538.80   5600.0      5650.0       PR
106  PR601  20251014   5618.0   5622.0  ...   226644.97   5572.0      5628.0       PR
107  PR602  20251014   5662.0   5662.0  ...    61520.77   5608.0      5666.0       PR
108  PR603  20251014   5656.0   5674.0  ...      320.84   5630.0      5682.0       PR
109  PR604  20251014   5674.0   5694.0  ...      135.66   5654.0      5706.0       PR
110  PR605  20251014   5696.0   5696.0  ...       76.67   5680.0      5730.0       PR
111  PR606  20251014   5696.0   5696.0  ...        8.54   5696.0      5774.0       PR
112  PR607  20251014   5730.0   5730.0  ...       25.72   5716.0      5756.0       PR
113  PR608  20251014   5716.0   5724.0  ...       25.75   5722.0      5770.0       PR
114  PR609  20251014   5718.0   5718.0  ...       17.15   5718.0      5768.0       PR
115  PX510  20251014      0.0      0.0  ...     6458.00   6332.0      6402.0       PX
116  PX511  20251014   6448.0   6482.0  ...   238441.56   6416.0      6464.0       PX
117  PX512  20251014   6424.0   6452.0  ...   159238.50   6386.0      6444.0       PX
118  PX601  20251014   6412.0   6440.0  ...   519846.55   6370.0      6440.0       PX
119  PX602  20251014   6436.0   6446.0  ...   183048.02   6374.0      6454.0       PX
120  PX603  20251014   6436.0   6438.0  ...   131718.97   6378.0      6450.0       PX
121  PX604  20251014   6470.0   6470.0  ...       25.77   6444.0      6468.0       PX
122  PX605  20251014   6472.0   6472.0  ...     3579.37   6416.0      6472.0       PX
123  PX606  20251014      0.0      0.0  ...        0.00   6400.0      6480.0       PX
124  PX607  20251014      0.0      0.0  ...        0.00   6412.0      6498.0       PX
125  PX608  20251014      0.0      0.0  ...        0.00   6424.0      6506.0       PX
126  PX609  20251014   6462.0   6462.0  ...       16.06   6424.0      6482.0       PX
127  RI511  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251014   2397.0   2440.0  ...    20567.30   2404.0      2414.0       RM
134  RM601  20251014   2390.0   2407.0  ...   650501.43   2369.0      2398.0       RM
135  RM603  20251014   2318.0   2326.0  ...     8717.98   2305.0      2328.0       RM
136  RM605  20251014   2315.0   2318.0  ...   194239.80   2299.0      2323.0       RM
137  RM607  20251014   2306.0   2308.0  ...    17984.60   2294.0      2313.0       RM
138  RM608  20251014   2411.0   2411.0  ...     1155.72   2398.0      2419.0       RM
139  RM609  20251014   2402.0   2405.0  ...     4071.81   2388.0      2408.0       RM
140  RS511  20251014   5430.0   5430.0  ...      199.24   5243.0      5399.0       RS
141  RS607  20251014      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251014      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251014   5468.0   5468.0  ...       10.92   5460.0      5463.0       RS
144  SA510  20251014   1154.0   1154.0  ...      688.07   1147.0      1156.0       SA
145  SA511  20251014   1173.0   1173.0  ...    68184.11   1161.0      1175.0       SA
146  SA512  20251014   1234.0   1236.0  ...   209611.55   1218.0      1233.0       SA
147  SA601  20251014   1247.0   1249.0  ...  2996684.46   1229.0      1243.0       SA
148  SA602  20251014   1282.0   1284.0  ...    93718.97   1266.0      1281.0       SA
149  SA603  20251014   1289.0   1291.0  ...   240648.99   1272.0      1287.0       SA
150  SA604  20251014   1330.0   1330.0  ...     3130.28   1312.0      1331.0       SA
151  SA605  20251014   1341.0   1341.0  ...   162486.80   1317.0      1333.0       SA
152  SA606  20251014   1353.0   1357.0  ...      813.38   1338.0      1354.0       SA
153  SA607  20251014   1357.0   1359.0  ...     2389.82   1349.0      1357.0       SA
154  SA608  20251014   1396.0   1399.0  ...      707.90   1383.0      1397.0       SA
155  SA609  20251014   1404.0   1407.0  ...     6429.53   1388.0      1403.0       SA
156  SF510  20251014   5250.0   5250.0  ...      104.57   5230.0      5248.0       SF
157  SF511  20251014   5402.0   5418.0  ...   249544.20   5378.0      5402.0       SF
158  SF512  20251014   5364.0   5386.0  ...   112568.78   5334.0      5370.0       SF
159  SF601  20251014   5360.0   5374.0  ...   233507.72   5334.0      5362.0       SF
160  SF602  20251014   5304.0   5322.0  ...    54383.32   5276.0      5320.0       SF
161  SF603  20251014   5494.0   5496.0  ...   108589.86   5450.0      5504.0       SF
162  SF604  20251014   5458.0   5458.0  ...       13.59   5436.0      5482.0       SF
163  SF605  20251014   5472.0   5480.0  ...     2195.07   5440.0      5478.0       SF
164  SF606  20251014   5400.0   5416.0  ...      143.13   5402.0      5444.0       SF
165  SF607  20251014   5578.0   5580.0  ...       36.22   5572.0      5614.0       SF
166  SF608  20251014   5574.0   5584.0  ...       13.94   5576.0      5628.0       SF
167  SF609  20251014   5568.0   5568.0  ...       33.33   5556.0      5604.0       SF
168  SH510  20251014      0.0      0.0  ...        0.00   2395.0      2418.0       SH
169  SH511  20251014   2424.0   2425.0  ...   161956.37   2405.0      2408.0       SH
170  SH512  20251014   2479.0   2479.0  ...   195681.95   2446.0      2463.0       SH
171  SH601  20251014   2465.0   2465.0  ...  2397631.54   2429.0      2452.0       SH
172  SH602  20251014   2494.0   2503.0  ...   331200.30   2467.0      2488.0       SH
173  SH603  20251014   2501.0   2515.0  ...   316187.63   2473.0      2497.0       SH
174  SH604  20251014   2550.0   2550.0  ...     1273.74   2527.0      2538.0       SH
175  SH605  20251014   2560.0   2563.0  ...    18318.87   2534.0      2549.0       SH
176  SH606  20251014   2578.0   2581.0  ...      848.15   2570.0      2569.0       SH
177  SH607  20251014   2577.0   2584.0  ...      517.68   2576.0      2568.0       SH
178  SH608  20251014   2590.0   2619.0  ...      436.99   2601.0      2588.0       SH
179  SH609  20251014   2602.0   2608.0  ...      490.91   2597.0      2597.0       SH
180  SM510  20251014   5608.0   5626.0  ...      668.00   5614.0      5628.0       SM
181  SM511  20251014   5732.0   5744.0  ...    25133.11   5720.0      5736.0       SM
182  SM512  20251014   5738.0   5750.0  ...   167605.64   5720.0      5742.0       SM
183  SM601  20251014   5750.0   5754.0  ...   383388.98   5728.0      5746.0       SM
184  SM602  20251014   5748.0   5760.0  ...    42325.65   5734.0      5754.0       SM
185  SM603  20251014   5750.0   5774.0  ...   200233.49   5742.0      5766.0       SM
186  SM604  20251014      0.0      0.0  ...        0.00   5768.0      5768.0       SM
187  SM605  20251014   5778.0   5782.0  ...    21406.93   5758.0      5770.0       SM
188  SM606  20251014   5766.0   5768.0  ...       31.67   5760.0      5784.0       SM
189  SM607  20251014   5780.0   5788.0  ...       17.33   5778.0      5796.0       SM
190  SM608  20251014   5790.0   5800.0  ...       17.37   5792.0      5822.0       SM
191  SM609  20251014   5804.0   5804.0  ...     1330.82   5800.0      5806.0       SM
192  SR511  20251014   5469.0   5469.0  ...    22885.62   5442.0      5515.0       SR
193  SR601  20251014   5430.0   5432.0  ...  1775983.16   5400.0      5474.0       SR
194  SR603  20251014   5420.0   5420.0  ...   199888.73   5384.0      5461.0       SR
195  SR605  20251014   5410.0   5410.0  ...   192474.80   5374.0      5444.0       SR
196  SR607  20251014   5412.0   5417.0  ...     8152.31   5385.0      5446.0       SR
197  SR609  20251014   5424.0   5425.0  ...     8327.11   5393.0      5452.0       SR
198  TA510  20251014   4454.0   4456.0  ...    12681.93   4420.0      4470.0       TA
199  TA511  20251014   4470.0   4486.0  ...   155508.23   4432.0      4486.0       TA
200  TA512  20251014   4472.0   4490.0  ...   250204.77   4454.0      4500.0       TA
201  TA601  20251014   4504.0   4506.0  ...  1536053.60   4464.0      4512.0       TA
202  TA602  20251014   4516.0   4518.0  ...   248809.03   4486.0      4524.0       TA
203  TA603  20251014   4526.0   4528.0  ...    89055.07   4496.0      4536.0       TA
204  TA604  20251014   4536.0   4544.0  ...       33.98   4532.0      4554.0       TA
205  TA605  20251014   4560.0   4562.0  ...   102617.67   4522.0      4560.0       TA
206  TA606  20251014   4510.0   4510.0  ...        2.26   4510.0      4574.0       TA
207  TA607  20251014   4572.0   4572.0  ...        6.83   4550.0      4588.0       TA
208  TA608  20251014   4586.0   4586.0  ...       11.39   4558.0      4598.0       TA
209  TA609  20251014   4590.0   4592.0  ...     2278.42   4552.0      4590.0       TA
210  UR510  20251014   1511.0   1513.0  ...      547.43   1504.0      1505.0       UR
211  UR511  20251014   1582.0   1592.0  ...    19945.01   1578.0      1582.0       UR
212  UR512  20251014   1593.0   1603.0  ...    28663.04   1587.0      1594.0       UR
213  UR601  20251014   1606.0   1616.0  ...   452004.36   1602.0      1605.0       UR
214  UR602  20251014   1613.0   1622.0  ...    20540.45   1607.0      1616.0       UR
215  UR603  20251014   1670.0   1670.0  ...      199.27   1661.0      1665.0       UR
216  UR604  20251014   1675.0   1675.0  ...        6.67   1669.0      1672.0       UR
217  UR605  20251014   1675.0   1683.0  ...    34023.43   1672.0      1673.0       UR
218  UR606  20251014   1687.0   1687.0  ...      204.48   1676.0      1677.0       UR
219  UR607  20251014   1716.0   1716.0  ...       20.52   1710.0      1712.0       UR
220  UR608  20251014   1713.0   1713.0  ...       27.31   1707.0      1709.0       UR
221  UR609  20251014   1711.0   1711.0  ...      456.97   1705.0      1707.0       UR
222  WH511  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:26:14,760 - future_1d - INFO - ak.get_czce_daily('2025-10-14') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-17 16:26:14,978 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251014  ...   85820      84900      CU
1        1      CU2511  20251014  ...   85710      84810      CU
2        2      CU2512  20251014  ...   85690      84890      CU
3        3      CU2601  20251014  ...   85610      84840      CU
4        4      CU2602  20251014  ...   85570      84840      CU
5        5      CU2603  20251014  ...   85750      85000      CU
6        6      CU2604  20251014  ...   85680      85080      CU
7        7      CU2605  20251014  ...   85680      85420      CU
8        8      CU2606  20251014  ...   85390      84990      CU
9        9      CU2607  20251014  ...   84950      85020      CU
10      10      CU2608  20251014  ...   85220      85030      CU
11      11      CU2609  20251014  ...   85270      84920      CU
12      12      BC2510  20251014  ...   75040      75030      BC
13      13      BC2511  20251014  ...   76190      75420      BC
14      14      BC2512  20251014  ...   76240      75700      BC
15      15      BC2601  20251014  ...   76860      75730      BC
16      16      BC2602  20251014  ...   75800      76660      BC
17      17      BC2603  20251014  ...   75800      76740      BC
18      18      BC2604  20251014  ...   76520      76740      BC
19      19      BC2605  20251014  ...   75900      75900      BC
20      20      BC2606  20251014  ...   75880      75880      BC
21      21      BC2607  20251014  ...   76570      76850      BC
22      22      BC2608  20251014  ...   75800      75800      BC
23      23      BC2609  20251014  ...   76130      76130      BC
24      24      AL2510  20251014  ...   20905      20855      AL
25      25      AL2511  20251014  ...   20930      20860      AL
26      26      AL2512  20251014  ...   20945      20870      AL
27      27      AL2601  20251014  ...   20950      20865      AL
28      28      AL2602  20251014  ...   20945      20875      AL
29      29      AL2603  20251014  ...   20945      20900      AL
30      30      AL2604  20251014  ...   20980      20910      AL
31      31      AL2605  20251014  ...   20995      20920      AL
32      32      AL2606  20251014  ...   20995      20935      AL
33      33      AL2607  20251014  ...   21015      20945      AL
34      34      AL2608  20251014  ...   21010      20905      AL
35      35      AL2609  20251014  ...   20995      20970      AL
36      36      ZN2510  20251014  ...   22205      22220      ZN
37      37      ZN2511  20251014  ...   22275      22285      ZN
38      38      ZN2512  20251014  ...   22310      22310      ZN
39      39      ZN2601  20251014  ...   22340      22335      ZN
40      40      ZN2602  20251014  ...   22370      22350      ZN
41      41      ZN2603  20251014  ...   22395      22370      ZN
42      42      ZN2604  20251014  ...   22415      22390      ZN
43      43      ZN2605  20251014  ...   22435      22430      ZN
44      44      ZN2606  20251014  ...   22475      22420      ZN
45      45      ZN2607  20251014  ...   22470      22435      ZN
46      46      ZN2608  20251014  ...   22475      22460      ZN
47      47      ZN2609  20251014  ...   22535      22490      ZN
48      48      PB2510  20251014  ...   17045      17110      PB
49      49      PB2511  20251014  ...   17085      17155      PB
50      50      PB2512  20251014  ...   17095      17160      PB
51      51      PB2601  20251014  ...   17090      17145      PB
52      52      PB2602  20251014  ...   17115      17150      PB
53      53      PB2603  20251014  ...   17105      17170      PB
54      54      PB2604  20251014  ...   17115      17300      PB
55      55      PB2605  20251014  ...   17125      17190      PB
56      56      PB2606  20251014  ...   17145      17200      PB
57      57      PB2607  20251014  ...   17160      17175      PB
58      58      PB2608  20251014  ...   17170      17195      PB
59      59      PB2609  20251014  ...   17225      17235      PB
60      60      NI2510  20251014  ...  120560     121270      NI
61      61      NI2511  20251014  ...  121080     121650      NI
62      62      NI2512  20251014  ...  121210     121790      NI
63      63      NI2601  20251014  ...  121470     122050      NI
64      64      NI2602  20251014  ...  121680     122160      NI
65      65      NI2603  20251014  ...  122000     122400      NI
66      66      NI2604  20251014  ...  122110     122570      NI
67      67      NI2605  20251014  ...  122240     122990      NI
68      68      NI2606  20251014  ...  122600     123150      NI
69      69      NI2607  20251014  ...  122680     123230      NI
70      70      NI2608  20251014  ...  123140     123580      NI
71      71      NI2609  20251014  ...  123520     123920      NI
72      72      SN2510  20251014  ...  281340     282760      SN
73      73      SN2511  20251014  ...  282140     283550      SN
74      74      SN2512  20251014  ...  282320     283610      SN
75      75      SN2601  20251014  ...  282460     283460      SN
76      76      SN2602  20251014  ...  282390     283290      SN
77      77      SN2603  20251014  ...  282460     283900      SN
78      78      SN2604  20251014  ...  282290     283870      SN
79      79      SN2605  20251014  ...  282370     283660      SN
80      80      SN2606  20251014  ...  282730     282530      SN
81      81      SN2607  20251014  ...  282610     283050      SN
82      82      SN2608  20251014  ...  283550     283690      SN
83      83      SN2609  20251014  ...  282990     284540      SN
84      84      AO2510  20251014  ...    2775       2782      AO
85      85      AO2511  20251014  ...    2783       2798      AO
86      86      AO2512  20251014  ...    2797       2816      AO
87      87      AO2601  20251014  ...    2807       2825      AO
88      88      AO2602  20251014  ...    2826       2842      AO
89      89      AO2603  20251014  ...    2897       2913      AO
90      90      AO2604  20251014  ...    2910       2925      AO
91      91      AO2605  20251014  ...    2918       2933      AO
92      92      AO2606  20251014  ...    2928       2941      AO
93      93      AO2607  20251014  ...    2937       2952      AO
94      94      AO2608  20251014  ...    2949       2969      AO
95      95      AO2609  20251014  ...    2967       2986      AO
96      96      AD2511  20251014  ...   20380      20360      AD
97      97      AD2512  20251014  ...   20440      20385      AD
98      98      AD2601  20251014  ...   20490      20455      AD
99      99      AD2602  20251014  ...   20485      20475      AD
100    100      AD2603  20251014  ...   20440      20515      AD
101    101      AD2604  20251014  ...   20420      20535      AD
102    102      AD2605  20251014  ...   20370      20445      AD
103    103      AD2606  20251014  ...   20420      20415      AD
104    104      AD2607  20251014  ...   20340      20510      AD
105    105      AD2608  20251014  ...   20495      20495      AD
106    106      AD2609  20251014  ...   20410      20410      AD
107    107      AU2510  20251014  ...   942.4     917.92      AU
108    108      AU2511  20251014  ...  939.32     912.52      AU
109    109      AU2512  20251014  ...  940.64      914.3      AU
110    110      AU2602  20251014  ...  943.96      917.5      AU
111    111      AU2604  20251014  ...  946.46     920.14      AU
112    112      AU2606  20251014  ...  947.86      923.4      AU
113    113      AU2608  20251014  ...  952.96     928.54      AU
114    114      AU2610  20251014  ...  952.34     931.62      AU
115    115      AG2510  20251014  ...   11714      11261      AG
116    116      AG2511  20251014  ...   11696      11233      AG
117    117      AG2512  20251014  ...   11697      11236      AG
118    118      AG2601  20251014  ...   11724      11240      AG
119    119      AG2602  20251014  ...   11734      11266      AG
120    120      AG2603  20251014  ...   11775      11298      AG
121    121      AG2604  20251014  ...   11788      11311      AG
122    122      AG2605  20251014  ...   11796      11296      AG
123    123      AG2606  20251014  ...   11791      11320      AG
124    124      AG2607  20251014  ...   11829      11321      AG
125    125      AG2608  20251014  ...   11813      11303      AG
126    126      AG2609  20251014  ...   11799      11362      AG
127    127      RB2510  20251014  ...    2975       2998      RB
128    128      RB2511  20251014  ...    2997       3021      RB
129    129      RB2512  20251014  ...    3043       3068      RB
130    130      RB2601  20251014  ...    3060       3086      RB
131    131      RB2602  20251014  ...    3067       3091      RB
132    132      RB2603  20251014  ...    3087       3112      RB
133    133      RB2604  20251014  ...    3102       3133      RB
134    134      RB2605  20251014  ...    3116       3140      RB
135    135      RB2606  20251014  ...    3130       3151      RB
136    136      RB2607  20251014  ...    3139       3166      RB
137    137      RB2608  20251014  ...    3151       3176      RB
138    138      RB2609  20251014  ...    3161       3178      RB
139    139      WR2510  20251014  ...    3069       3069      WR
140    140      WR2511  20251014  ...    3270       3270      WR
141    141      WR2512  20251014  ...    3309       3309      WR
142    142      WR2601  20251014  ...    3329       3351      WR
143    143      WR2602  20251014  ...    3370       3384      WR
144    144      WR2603  20251014  ...    3361       3361      WR
145    145      WR2604  20251014  ...    3369       3369      WR
146    146      WR2605  20251014  ...    3364       3353      WR
147    147      WR2606  20251014  ...    3360       3360      WR
148    148      WR2607  20251014  ...    3390       3390      WR
149    149      WR2608  20251014  ...    3431       3431      WR
150    150      WR2609  20251014  ...    3430       3430      WR
151    151      HC2510  20251014  ...    3442       3417      HC
152    152      HC2511  20251014  ...    3282       3304      HC
153    153      HC2512  20251014  ...    3262       3285      HC
154    154      HC2601  20251014  ...    3240       3264      HC
155    155      HC2602  20251014  ...    3240       3281      HC
156    156      HC2603  20251014  ...    3243       3274      HC
157    157      HC2604  20251014  ...    3241       3278      HC
158    158      HC2605  20251014  ...    3251       3274      HC
159    159      HC2606  20251014  ...    3245       3277      HC
160    160      HC2607  20251014  ...    3273       3278      HC
161    161      HC2608  20251014  ...    3277       3295      HC
162    162      HC2609  20251014  ...    3270       3293      HC
163    163      SS2510  20251014  ...   12315      12535      SS
164    164      SS2511  20251014  ...   12565      12675      SS
165    165      SS2512  20251014  ...   12590      12685      SS
166    166      SS2601  20251014  ...   12680      12775      SS
167    167      SS2602  20251014  ...   12745      12820      SS
168    168      SS2603  20251014  ...   12815      12895      SS
169    169      SS2604  20251014  ...   12885      12980      SS
170    170      SS2605  20251014  ...   12945      13035      SS
171    171      SS2606  20251014  ...   13025      13120      SS
172    172      SS2607  20251014  ...   13100      13170      SS
173    173      SS2608  20251014  ...   13125      13220      SS
174    174      SS2609  20251014  ...   13230      13295      SS
175    175      SC2511  20251014  ...   451.8      451.5      SC
176    176      SC2512  20251014  ...   452.5      453.7      SC
177    177      SC2601  20251014  ...   452.5      454.1      SC
178    178      SC2602  20251014  ...     453      453.8      SC
179    179      SC2603  20251014  ...   452.7      454.8      SC
180    180      SC2604  20251014  ...   453.6      455.4      SC
181    181      SC2605  20251014  ...   454.5      455.9      SC
182    182      SC2606  20251014  ...   455.6      453.1      SC
183    183      SC2607  20251014  ...   454.8      454.9      SC
184    184      SC2608  20251014  ...   455.3      454.1      SC
185    185      SC2609  20251014  ...   454.6        454      SC
186    186      SC2610  20251014  ...   449.7      449.7      SC
187    187      SC2612  20251014  ...   452.6      452.6      SC
188    188      SC2703  20251014  ...   451.6      451.6      SC
189    189      SC2706  20251014  ...   453.6      450.1      SC
190    190      SC2709  20251014  ...   450.6      450.6      SC
191    191      SC2712  20251014  ...     455        451      SC
192    192      SC2803  20251014  ...     449        449      SC
193    193      SC2806  20251014  ...   451.7      449.9      SC
194    194      SC2809  20251014  ...   452.9      451.2      SC
195    195      LU2511  20251014  ...    3204       3220      LU
196    196      LU2512  20251014  ...    3216       3240      LU
197    197      LU2601  20251014  ...    3210       3232      LU
198    198      LU2602  20251014  ...    3205       3229      LU
199    199      LU2603  20251014  ...    3206       3232      LU
200    200      LU2604  20251014  ...    3192       3247      LU
201    201      LU2605  20251014  ...    3200       3222      LU
202    202      LU2606  20251014  ...    3177       3210      LU
203    203      LU2607  20251014  ...    3206       3208      LU
204    204      LU2608  20251014  ...    3205       3205      LU
205    205      LU2609  20251014  ...    3188       3208      LU
206    206      LU2610  20251014  ...    3187       3209      LU
207    207      FU2511  20251014  ...    2763       2794      FU
208    208      FU2512  20251014  ...    2733       2750      FU
209    209      FU2601  20251014  ...    2714       2730      FU
210    210      FU2602  20251014  ...    2697       2712      FU
211    211      FU2603  20251014  ...    2693       2704      FU
212    212      FU2604  20251014  ...    2690       2702      FU
213    213      FU2605  20251014  ...    2680       2694      FU
214    214      FU2606  20251014  ...    2670       2688      FU
215    215      FU2607  20251014  ...    2659       2675      FU
216    216      FU2608  20251014  ...    2634       2651      FU
217    217      FU2609  20251014  ...    2628       2645      FU
218    218      FU2610  20251014  ...    2615       2628      FU
219    219      BU2510  20251014  ...    3470       3448      BU
220    220      BU2511  20251014  ...    3286       3310      BU
221    221      BU2512  20251014  ...    3208       3240      BU
222    222      BU2601  20251014  ...    3166       3201      BU
223    223      BU2602  20251014  ...    3172       3207      BU
224    224      BU2603  20251014  ...    3193       3220      BU
225    225      BU2604  20251014  ...    3191       3215      BU
226    226      BU2605  20251014  ...    3206       3217      BU
227    227      BU2606  20251014  ...    3207       3236      BU
228    228      BU2607  20251014  ...    3222       3230      BU
229    229      BU2608  20251014  ...    3197       3216      BU
230    230      BU2609  20251014  ...    3207       3221      BU
231    231      BU2612  20251014  ...    3155       3170      BU
232    232      BU2703  20251014  ...    3172       3178      BU
233    233      BU2706  20251014  ...    3175       3184      BU
234    234      BU2709  20251014  ...    3198       3195      BU
235    235      BR2510  20251014  ...   10670      10905      BR
236    236      BR2511  20251014  ...   10825      10935      BR
237    237      BR2512  20251014  ...   10790      10900      BR
238    238      BR2601  20251014  ...   10790      10905      BR
239    239      BR2602  20251014  ...   10780      10895      BR
240    240      BR2603  20251014  ...   10770      10895      BR
241    241      BR2604  20251014  ...   10795      10935      BR
242    242      BR2605  20251014  ...   10805      10940      BR
243    243      BR2606  20251014  ...   10810      10985      BR
244    244      BR2607  20251014  ...   11035      11140      BR
245    245      BR2608  20251014  ...   11040      11070      BR
246    246      BR2609  20251014  ...   11080      11185      BR
247    247      RU2510  20251014  ...   14165      14165      RU
248    248      RU2511  20251014  ...   14060      14195      RU
249    249      RU2601  20251014  ...   14855      14990      RU
250    250      RU2603  20251014  ...   14815      14945      RU
251    251      RU2604  20251014  ...   14855      14960      RU
252    252      RU2605  20251014  ...   14845      14975      RU
253    253      RU2606  20251014  ...   14850      14930      RU
254    254      RU2607  20251014  ...   14900      14930      RU
255    255      RU2608  20251014  ...   14925      15000      RU
256    256      RU2609  20251014  ...   14880      15005      RU
257    257      NR2510  20251014  ...   11925      11960      NR
258    258      NR2511  20251014  ...   11990      12085      NR
259    259      NR2512  20251014  ...   11985      12080      NR
260    260      NR2601  20251014  ...   11995      12100      NR
261    261      NR2602  20251014  ...   11995      12035      NR
262    262      NR2603  20251014  ...   12020      12085      NR
263    263      NR2604  20251014  ...   12000      12090      NR
264    264      NR2605  20251014  ...   12020      12095      NR
265    265      NR2606  20251014  ...   12040      12095      NR
266    266      NR2607  20251014  ...   12115      12115      NR
267    267      NR2608  20251014  ...   12145      12205      NR
268    268      NR2609  20251014  ...   12250      12250      NR
269    269      SP2510  20251014  ...    4812       4772      SP
270    270      SP2511  20251014  ...    4840       4798      SP
271    271      SP2512  20251014  ...    4864       4828      SP
272    272      SP2601  20251014  ...    5160       5098      SP
273    273      SP2602  20251014  ...    5170       5120      SP
274    274      SP2603  20251014  ...    5194       5132      SP
275    275      SP2604  20251014  ...    5206       5132      SP
276    276      SP2605  20251014  ...    5226       5170      SP
277    277      SP2606  20251014  ...    5234       5232      SP
278    278      SP2607  20251014  ...    5234       5158      SP
279    279      SP2608  20251014  ...    5240       5164      SP
280    280      SP2609  20251014  ...    5238       5200      SP
281    281      OP2601  20251014  ...    4208       4216      OP
282    282      OP2602  20251014  ...    4224       4226      OP
283    283      OP2603  20251014  ...    4218       4228      OP
284    284      OP2604  20251014  ...    4240       4258      OP
285    285      OP2605  20251014  ...    4232       4242      OP
286    286      OP2606  20251014  ...    4202       4202      OP
287    287      OP2607  20251014  ...    4242       4242      OP
288    288      OP2608  20251014  ...    4274       4274      OP
289    289      OP2609  20251014  ...    4220       4186      OP
290    290      EC2510  20251014  ...  1134.4     1133.1      EC
291    291      EC2512  20251014  ...    1639     1559.4      EC
292    292      EC2602  20251014  ...  1416.6       1358      EC
293    293      EC2604  20251014  ...  1112.5     1090.9      EC
294    294      EC2606  20251014  ...  1286.2     1254.5      EC
295    295      EC2608  20251014  ...  1424.4     1388.7      EC
296    298  SC_TAS2511  20251014  ...                     SC_TAS
297    299  SC_TAS2512  20251014  ...                     SC_TAS
298    300  SC_TAS2601  20251014  ...                     SC_TAS
299    301  SC_TAS2602  20251014  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 16:26:15,085 - future_1d - INFO - ak.get_shfe_daily('2025-10-14') done
2025-10-17 16:26:16,867 - future_1d - INFO - save future_daily 2025-10-14 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251015   3946.00  ...   3969.00     3957.00        A
1     a2601  20251015   3973.00  ...   3988.00     3969.00        A
2     a2603  20251015   3974.00  ...   3992.00     3972.00        A
3     a2605  20251015   4012.00  ...   4026.00     4011.00        A
4     a2607  20251015   4013.00  ...   4025.00     4012.00        A
5     a2609  20251015   4013.00  ...   4026.00     4011.00        A
6     b2510  20251015   3600.00  ...   3600.00     3619.00        B
7     b2511  20251015   3596.00  ...   3603.00     3607.00        B
8     b2512  20251015   3608.00  ...   3614.00     3636.00        B
9     b2601  20251015   3611.00  ...   3624.00     3628.00        B
10    b2602  20251015   3614.00  ...   3632.00     3632.00        B
11    b2603  20251015   3581.00  ...   3594.00     3599.00        B
12    b2604  20251015   3496.00  ...   3508.00     3500.00        B
13    b2605  20251015   3432.00  ...   3442.00     3444.00        B
14    b2606  20251015   3405.00  ...   3414.00     3409.00        B
15    b2607  20251015   3406.00  ...   3420.00     3415.00        B
16    b2608  20251015   3509.00  ...   3516.00     3511.00        B
17    b2609  20251015   3526.00  ...   3536.00     3543.00        B
18   bb2511  20251015    144.50  ...    144.50      144.65       BB
19   bb2601  20251015    146.80  ...    146.95      147.00       BB
20   bb2603  20251015    147.25  ...    147.10      147.25       BB
21   bb2605  20251015    147.70  ...    147.70      147.95       BB
22   bb2607  20251015      0.00  ...    152.60      152.85       BB
23   bb2609  20251015      0.00  ...    152.60      152.85       BB
24   bz2603  20251015   5575.00  ...   5585.00     5624.00       BZ
25   bz2604  20251015   5574.00  ...   5576.00     5615.00       BZ
26   bz2605  20251015   5593.00  ...   5588.00     5634.00       BZ
27   bz2606  20251015   5573.00  ...   5573.00     5672.00       BZ
28   bz2607  20251015      0.00  ...   5660.00     5685.00       BZ
29   bz2608  20251015      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251015      0.00  ...   5695.00     5720.00       BZ
31    c2511  20251015   2093.00  ...   2097.00     2087.00        C
32    c2601  20251015   2109.00  ...   2119.00     2105.00        C
33    c2603  20251015   2142.00  ...   2148.00     2131.00        C
34    c2605  20251015   2200.00  ...   2208.00     2198.00        C
35    c2607  20251015   2218.00  ...   2223.00     2214.00        C
36    c2609  20251015   2235.00  ...   2238.00     2230.00        C
37   cs2511  20251015   2386.00  ...   2390.00     2393.00       CS
38   cs2601  20251015   2399.00  ...   2407.00     2402.00       CS
39   cs2603  20251015   2420.00  ...   2427.00     2421.00       CS
40   cs2605  20251015   2523.00  ...   2521.00     2517.00       CS
41   cs2607  20251015   2527.00  ...   2532.00     2530.00       CS
42   cs2609  20251015   2571.00  ...   2570.00     2571.00       CS
43   eb2510  20251015   6416.00  ...   6442.00     6559.00       EB
44   eb2511  20251015   6513.00  ...   6544.00     6608.00       EB
45   eb2512  20251015   6550.00  ...   6566.00     6627.00       EB
46   eb2601  20251015   6590.00  ...   6609.00     6668.00       EB
47   eb2602  20251015   6647.00  ...   6667.00     6714.00       EB
48   eb2603  20251015   6712.00  ...   6727.00     6760.00       EB
49   eb2604  20251015   6731.00  ...   6765.00     6821.00       EB
50   eb2605  20251015   6777.00  ...   6795.00     6845.00       EB
51   eb2606  20251015   6825.00  ...   6828.00     6873.00       EB
52   eb2607  20251015   6828.00  ...   6852.00     6872.00       EB
53   eb2608  20251015   6870.00  ...   6870.00     6895.00       EB
54   eb2609  20251015   6875.00  ...   6889.00     6888.00       EB
55   eg2510  20251015   4080.00  ...   4089.00     4094.00       EG
56   eg2511  20251015   4060.00  ...   4073.00     4087.00       EG
57   eg2512  20251015   4040.00  ...   4054.00     4067.00       EG
58   eg2601  20251015   4037.00  ...   4048.00     4072.00       EG
59   eg2602  20251015   4058.00  ...   4053.00     4077.00       EG
60   eg2603  20251015   4073.00  ...   4074.00     4079.00       EG
61   eg2604  20251015   4116.00  ...   4135.00     4146.00       EG
62   eg2605  20251015   4129.00  ...   4134.00     4161.00       EG
63   eg2606  20251015   4131.00  ...   4143.00     4163.00       EG
64   eg2607  20251015   4171.00  ...   4171.00     4175.00       EG
65   eg2608  20251015   4161.00  ...   4170.00     4185.00       EG
66   eg2609  20251015   4202.00  ...   4202.00     4199.00       EG
67   fb2510  20251015      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251015   1247.00  ...   1256.00     1257.50       FB
69   fb2512  20251015   1259.50  ...   1256.00     1261.00       FB
70   fb2601  20251015   1266.00  ...   1264.50     1271.00       FB
71   fb2602  20251015   1269.00  ...   1270.50     1273.50       FB
72   fb2603  20251015   1263.50  ...   1264.50     1266.00       FB
73   fb2604  20251015   1265.50  ...   1264.50     1271.00       FB
74   fb2605  20251015   1288.50  ...   1288.50     1273.00       FB
75   fb2606  20251015      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251015      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251015      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251015      0.00  ...   1296.00     1296.00       FB
79    i2510  20251015    805.50  ...    806.00      808.50        I
80    i2511  20251015    800.50  ...    798.00      805.00        I
81    i2512  20251015    793.50  ...    792.00      797.50        I
82    i2601  20251015    784.00  ...    780.50      788.00        I
83    i2602  20251015    780.00  ...    779.50      781.50        I
84    i2603  20251015    775.00  ...    773.50      779.50        I
85    i2604  20251015    769.50  ...    768.50      773.50        I
86    i2605  20251015    761.00  ...    759.00      765.00        I
87    i2606  20251015    756.50  ...    753.00      762.00        I
88    i2607  20251015    750.00  ...    748.50      757.50        I
89    i2608  20251015    747.00  ...    743.00      753.00        I
90    i2609  20251015    740.00  ...    736.50      747.00        I
91    j2510  20251015      0.00  ...   1600.00     1600.00        J
92    j2511  20251015   1580.00  ...   1578.00     1586.00        J
93    j2512  20251015   1609.50  ...   1607.00     1608.00        J
94    j2601  20251015   1640.50  ...   1635.50     1636.50        J
95    j2602  20251015   1663.00  ...   1663.00     1653.00        J
96    j2603  20251015      0.00  ...   1676.50     1676.50        J
97    j2604  20251015   1778.00  ...   1762.50     1773.50        J
98    j2605  20251015   1802.50  ...   1781.50     1781.00        J
99    j2606  20251015      0.00  ...   1814.00     1814.00        J
100   j2607  20251015      0.00  ...   1833.50     1833.50        J
101   j2608  20251015      0.00  ...   1865.00     1865.00        J
102   j2609  20251015   1865.00  ...   1864.50     1866.50        J
103  jd2510  20251015   2701.00  ...   2708.00     2685.00       JD
104  jd2511  20251015   2870.00  ...   2848.00     2847.00       JD
105  jd2512  20251015   3040.00  ...   3021.00     3028.00       JD
106  jd2601  20251015   3245.00  ...   3209.00     3232.00       JD
107  jd2602  20251015   3048.00  ...   3026.00     3044.00       JD
108  jd2603  20251015   3065.00  ...   3037.00     3060.00       JD
109  jd2604  20251015   3168.00  ...   3157.00     3168.00       JD
110  jd2605  20251015   3340.00  ...   3343.00     3345.00       JD
111  jd2606  20251015   3231.00  ...   3233.00     3235.00       JD
112  jd2607  20251015   3479.00  ...   3471.00     3479.00       JD
113  jd2608  20251015   3966.00  ...   3966.00     3966.00       JD
114  jd2609  20251015   3868.00  ...   3867.00     3866.00       JD
115  jm2510  20251015   1047.00  ...    999.00      951.00       JM
116  jm2511  20251015   1015.00  ...   1024.00     1009.00       JM
117  jm2512  20251015   1080.50  ...   1080.50     1072.50       JM
118  jm2601  20251015   1150.00  ...   1147.00     1139.50       JM
119  jm2602  20251015   1178.00  ...   1172.50     1167.50       JM
120  jm2603  20251015   1197.50  ...   1190.00     1185.50       JM
121  jm2604  20251015   1206.50  ...   1204.50     1207.00       JM
122  jm2605  20251015   1234.00  ...   1222.00     1223.00       JM
123  jm2606  20251015   1248.00  ...   1241.50     1247.00       JM
124  jm2607  20251015   1268.00  ...   1262.50     1260.50       JM
125  jm2608  20251015   1288.00  ...   1284.50     1279.00       JM
126  jm2609  20251015   1310.00  ...   1305.00     1309.00       JM
127   l2510  20251015      0.00  ...   6856.00     6856.00        L
128   l2511  20251015   6873.00  ...   6895.00     6922.00        L
129   l2512  20251015   6887.00  ...   6906.00     6928.00        L
130   l2601  20251015   6890.00  ...   6908.00     6936.00        L
131   l2602  20251015   6889.00  ...   6910.00     6924.00        L
132   l2603  20251015   6906.00  ...   6931.00     6944.00        L
133   l2604  20251015   6931.00  ...   6940.00     6984.00        L
134   l2605  20251015   6949.00  ...   6940.00     6975.00        L
135   l2606  20251015   6943.00  ...   6947.00     6953.00        L
136   l2607  20251015   6975.00  ...   6975.00     7007.00        L
137   l2608  20251015   6986.00  ...   6994.00     7015.00        L
138   l2609  20251015   6980.00  ...   6969.00     7018.00        L
139  lg2511  20251015    790.00  ...    792.50      791.00       LG
140  lg2601  20251015    823.00  ...    821.00      820.00       LG
141  lg2603  20251015    831.00  ...    828.00      827.50       LG
142  lg2605  20251015    831.50  ...    829.50      828.50       LG
143  lg2607  20251015    830.00  ...    830.00      830.00       LG
144  lg2609  20251015    830.50  ...    830.00      831.50       LG
145  lh2511  20251015  11555.00  ...  11485.00    11355.00       LH
146  lh2601  20251015  12405.00  ...  12300.00    12335.00       LH
147  lh2603  20251015  11850.00  ...  11735.00    11825.00       LH
148  lh2605  20251015  12470.00  ...  12335.00    12445.00       LH
149  lh2607  20251015  13265.00  ...  13170.00    13250.00       LH
150  lh2609  20251015  13920.00  ...  13925.00    13945.00       LH
151   m2511  20251015   2887.00  ...   2894.00     2896.00        M
152   m2512  20251015   2921.00  ...   2930.00     2936.00        M
153   m2601  20251015   2902.00  ...   2914.00     2912.00        M
154   m2603  20251015   2879.00  ...   2893.00     2890.00        M
155   m2605  20251015   2734.00  ...   2737.00     2736.00        M
156   m2607  20251015   2713.00  ...   2721.00     2719.00        M
157   m2608  20251015   2838.00  ...   2845.00     2841.00        M
158   m2609  20251015   2838.00  ...   2850.00     2846.00        M
159   p2510  20251015   9118.00  ...   9120.00     9184.00        P
160   p2511  20251015   9232.00  ...   9210.00     9266.00        P
161   p2512  20251015   9248.00  ...   9262.00     9314.00        P
162   p2601  20251015   9302.00  ...   9316.00     9366.00        P
163   p2602  20251015   9326.00  ...   9330.00     9358.00        P
164   p2603  20251015   9304.00  ...   9322.00     9332.00        P
165   p2604  20251015   9264.00  ...   9290.00     9312.00        P
166   p2605  20251015   9200.00  ...   9228.00     9238.00        P
167   p2606  20251015   9120.00  ...   9142.00     9108.00        P
168   p2607  20251015   9036.00  ...   9056.00     9012.00        P
169   p2608  20251015   8982.00  ...   8976.00     8956.00        P
170   p2609  20251015   8838.00  ...   8896.00     8884.00        P
171  pg2510  20251015      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251015   4115.00  ...   4141.00     4118.00       PG
173  pg2512  20251015   3955.00  ...   3993.00     3981.00       PG
174  pg2601  20251015   3883.00  ...   3908.00     3904.00       PG
175  pg2602  20251015   3808.00  ...   3836.00     3835.00       PG
176  pg2603  20251015   3740.00  ...   3757.00     3762.00       PG
177  pg2604  20251015   4119.00  ...   4152.00     4147.00       PG
178  pg2605  20251015   4044.00  ...   4067.00     4076.00       PG
179  pg2606  20251015   4007.00  ...   4006.00     4017.00       PG
180  pg2607  20251015   3946.00  ...   3950.00     3974.00       PG
181  pg2608  20251015   3910.00  ...   3905.00     3917.00       PG
182  pg2609  20251015   3840.00  ...   3848.00     3859.00       PG
183  pp2510  20251015   6482.00  ...   6482.00     6536.00       PP
184  pp2511  20251015   6508.00  ...   6519.00     6551.00       PP
185  pp2512  20251015   6565.00  ...   6562.00     6593.00       PP
186  pp2601  20251015   6575.00  ...   6590.00     6628.00       PP
187  pp2602  20251015   6572.00  ...   6585.00     6620.00       PP
188  pp2603  20251015   6571.00  ...   6593.00     6624.00       PP
189  pp2604  20251015   6600.00  ...   6611.00     6647.00       PP
190  pp2605  20251015   6636.00  ...   6642.00     6683.00       PP
191  pp2606  20251015   6604.00  ...   6612.00     6644.00       PP
192  pp2607  20251015   6600.00  ...   6603.00     6647.00       PP
193  pp2608  20251015   6617.00  ...   6628.00     6670.00       PP
194  pp2609  20251015   6658.00  ...   6673.00     6695.00       PP
195  rr2510  20251015   3631.00  ...   3635.00     3620.00       RR
196  rr2511  20251015   3615.00  ...   3614.00     3615.00       RR
197  rr2512  20251015   3603.00  ...   3608.00     3608.00       RR
198  rr2601  20251015   3626.00  ...   3626.00     3625.00       RR
199  rr2602  20251015   3615.00  ...   3612.00     3613.00       RR
200  rr2603  20251015   3611.00  ...   3613.00     3614.00       RR
201  rr2604  20251015   3614.00  ...   3613.00     3617.00       RR
202  rr2605  20251015   3608.00  ...   3609.00     3612.00       RR
203  rr2606  20251015   3607.00  ...   3603.00     3602.00       RR
204  rr2607  20251015      0.00  ...   3624.00     3624.00       RR
205  rr2608  20251015   3599.00  ...   3605.00     3589.00       RR
206  rr2609  20251015   3616.00  ...   3616.00     3612.00       RR
207   v2510  20251015   4550.00  ...   4561.00     4567.00        V
208   v2511  20251015   4588.00  ...   4593.00     4596.00        V
209   v2512  20251015   4636.00  ...   4635.00     4641.00        V
210   v2601  20251015   4680.00  ...   4680.00     4684.00        V
211   v2602  20251015   4719.00  ...   4727.00     4727.00        V
212   v2603  20251015   4751.00  ...   4758.00     4754.00        V
213   v2604  20251015   4940.00  ...   4953.00     4957.00        V
214   v2605  20251015   5004.00  ...   4993.00     4998.00        V
215   v2606  20251015   5032.00  ...   5028.00     5029.00        V
216   v2607  20251015   5074.00  ...   5067.00     5072.00        V
217   v2608  20251015   5110.00  ...   5102.00     5103.00        V
218   v2609  20251015   5142.00  ...   5129.00     5137.00        V
219   y2511  20251015   8220.00  ...   8246.00     8272.00        Y
220   y2512  20251015   8268.00  ...   8280.00     8306.00        Y
221   y2601  20251015   8224.00  ...   8244.00     8270.00        Y
222   y2603  20251015   8174.00  ...   8198.00     8206.00        Y
223   y2605  20251015   8012.00  ...   8040.00     8040.00        Y
224   y2607  20251015   7940.00  ...   7982.00     7980.00        Y
225   y2608  20251015   7944.00  ...   7968.00     7966.00        Y
226   y2609  20251015   7886.00  ...   7946.00     7924.00        Y

[227 rows x 12 columns]
2025-10-17 16:26:22,670 - future_1d - INFO - ak.get_dce_daily('2025-10-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251015  7196.600  ...  7272.000    7159.800       IC
1   IC2511  20251015  7090.800  ...  7190.400    7072.000       IC
2   IC2512  20251015  7068.000  ...  7134.400    7018.600       IC
3   IC2603  20251015  6880.000  ...  6972.000    6857.000       IC
4   IF2510  20251015  4544.000  ...  4596.400    4531.000       IF
5   IF2511  20251015  4532.200  ...  4583.800    4513.400       IF
6   IF2512  20251015  4522.000  ...  4572.600    4499.200       IF
7   IF2603  20251015  4496.000  ...  4551.200    4477.200       IF
8   IH2510  20251015  2967.000  ...  2996.800    2958.400       IH
9   IH2511  20251015  2964.200  ...  2994.000    2952.200       IH
10  IH2512  20251015  2968.000  ...  2995.000    2953.000       IH
11  IH2603  20251015  2965.200  ...  2996.000    2953.800       IH
12  IM2510  20251015  7377.800  ...  7451.600    7338.200       IM
13  IM2511  20251015  7260.000  ...  7357.600    7234.400       IM
14  IM2512  20251015  7194.800  ...  7273.800    7148.600       IM
15  IM2603  20251015  6949.000  ...  7054.200    6926.000       IM
16   T2512  20251015   108.105  ...   108.100     108.190        T
17   T2603  20251015   107.785  ...   107.780     107.880        T
18   T2606  20251015   107.660  ...   107.705     107.795        T
19  TF2512  20251015   105.740  ...   105.715     105.765       TF
20  TF2603  20251015   105.630  ...   105.610     105.650       TF
21  TF2606  20251015   105.575  ...   105.615     105.650       TF
22  TL2512  20251015   114.450  ...   114.480     114.740       TL
23  TL2603  20251015   113.940  ...   114.160     114.420       TL
24  TL2606  20251015   114.170  ...   114.100     114.360       TL
25  TS2512  20251015   102.382  ...   102.372     102.386       TS
26  TS2603  20251015   102.292  ...   102.274     102.292       TS
27  TS2606  20251015   102.312  ...   102.316     102.334       TS

[28 rows x 12 columns]
2025-10-17 16:26:23,334 - future_1d - INFO - ak.get_cffex_daily('2025-10-15') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251015   442.4   447.1  ...  3636243.41   443.2      451.8      SC
1       SC2512  20251015   443.3   448.3  ...   2159802.1   444.9      452.5      SC
2       SC2601  20251015   444.2     449  ...   428988.28   445.5      452.5      SC
3       SC2602  20251015   444.1   449.1  ...    63456.69   445.9        453      SC
4       SC2603  20251015     446   448.8  ...    20087.83   447.3      452.7      SC
5       SC2604  20251015   445.6   450.2  ...     9106.51   448.5      453.6      SC
6       SC2605  20251015   445.6   450.8  ...    12840.45   448.9      454.5      SC
7       SC2606  20251015   446.2     451  ...     38123.9   450.1      455.6      SC
8       SC2607  20251015   450.3   450.5  ...      270.04     450      454.8      SC
9       SC2608  20251015   451.3   451.3  ...      225.31   450.6      455.3      SC
10      SC2609  20251015   451.5   452.4  ...       585.8   450.6      454.6      SC
11      SC2610  20251015                  ...           0   449.7      449.7      SC
12      SC2612  20251015   452.2   452.2  ...       90.31   451.5      452.6      SC
13      SC2703  20251015   448.6   448.7  ...       89.73   448.6      451.6      SC
14      SC2706  20251015                  ...           0   453.6      453.6      SC
15      SC2709  20251015   449.9     450  ...       89.99   449.9      450.6      SC
16      SC2712  20251015                  ...           0     455        455      SC
17      SC2803  20251015                  ...           0     449        449      SC
18      SC2806  20251015   447.2     449  ...      134.42     448      451.7      SC
19      SC2809  20251015   449.6     450  ...      493.86   448.9      452.9      SC
21      LU2511  20251015    3152    3163  ...   26735.659    3141       3204      LU
22      LU2512  20251015    3159    3178  ...  276488.889    3158       3216      LU
23      LU2601  20251015    3157    3182  ...  175230.353    3161       3210      LU
24      LU2602  20251015    3159    3178  ...   21516.756    3162       3205      LU
25      LU2603  20251015    3150    3177  ...    3154.537    3160       3206      LU
26      LU2604  20251015    3163    3169  ...      25.293    3161       3192      LU
27      LU2605  20251015    3166    3174  ...     104.406    3163       3200      LU
28      LU2606  20251015    3146    3170  ...      41.083    3160       3177      LU
29      LU2607  20251015    3186    3186  ...     241.356    3175       3206      LU
30      LU2608  20251015    3184    3184  ...     257.069    3173       3205      LU
31      LU2609  20251015    3147    3176  ...     151.669    3159       3188      LU
32      LU2610  20251015    3147    3161  ...      25.222    3152       3187      LU
34      NR2510  20251015   12015   12200  ...       484.3   12105      11925      NR
35      NR2511  20251015   11995   12240  ...   564802.63   12110      11990      NR
36      NR2512  20251015   11980   12195  ...   739506.95   12085      11985      NR
37      NR2601  20251015   12020   12180  ...   230462.74   12075      11995      NR
38      NR2602  20251015   11995   12195  ...       11119   12055      11995      NR
39      NR2603  20251015   12005   12115  ...     2284.07   12085      12020      NR
40      NR2604  20251015   11995   12100  ...     940.095   12050      12000      NR
41      NR2605  20251015   11900   12095  ...     337.335   12045      12020      NR
42      NR2606  20251015   12095   12135  ...     121.145   12110      12040      NR
43      NR2607  20251015   12170   12170  ...       36.47   12155      12115      NR
44      NR2608  20251015   12090   12090  ...       12.09   12090      12145      NR
45      NR2609  20251015   12125   12220  ...      36.565   12185      12250      NR
47      BC2510  20251015                  ...           0   75040      75040      BC
48      BC2511  20251015   74820   76450  ...  485745.945   75490      76190      BC
49      BC2512  20251015   75020   76470  ...   34587.805   75350      76240      BC
50      BC2601  20251015                  ...           0   76860      76860      BC
51      BC2602  20251015                  ...           0   75800      75800      BC
52      BC2603  20251015                  ...           0   75870      75800      BC
53      BC2604  20251015                  ...           0   76520      76520      BC
54      BC2605  20251015                  ...           0   75900      75900      BC
55      BC2606  20251015                  ...           0   75880      75880      BC
56      BC2607  20251015                  ...           0   76570      76570      BC
57      BC2608  20251015                  ...           0   75800      75800      BC
58      BC2609  20251015                  ...           0   76130      76130      BC
60      EC2510  20251015  1134.6  1135.5  ...  19247.4025  1128.2     1134.4      EC
61      EC2512  20251015    1690  1749.9  ...  365103.323  1713.4       1639      EC
62      EC2602  20251015    1482  1517.6  ...   60793.811  1481.1     1416.6      EC
63      EC2604  20251015    1150    1168  ...  25839.0295  1148.9     1112.5      EC
64      EC2606  20251015    1338    1338  ...   2532.7455  1315.7     1286.2      EC
65      EC2608  20251015    1445  1487.9  ...   1173.9275  1458.2     1424.4      EC
68  SC_TAS2511  20251015                  ...                                 SC_TAS
69  SC_TAS2512  20251015                  ...                                 SC_TAS
70  SC_TAS2601  20251015                  ...                                 SC_TAS
71  SC_TAS2602  20251015                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 16:26:23,409 - future_1d - INFO - ak.get_ine_daily('2025-10-15') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251015   8650.0   9203.0  ...      311.45   9160.0      9225.0       AP
1    AP511  20251015   8668.0   8735.0  ...     7208.03   8695.0      8675.0       AP
2    AP512  20251015   8632.0   8683.0  ...     1411.55   8660.0      8641.0       AP
3    AP601  20251015   8670.0   8696.0  ...   375010.85   8668.0      8660.0       AP
4    AP603  20251015   8577.0   8585.0  ...      282.87   8572.0      8569.0       AP
5    AP604  20251015   8605.0   8621.0  ...      249.60   8607.0      8593.0       AP
6    AP605  20251015   8700.0   8700.0  ...    20982.63   8678.0      8657.0       AP
7    CF511  20251015  13260.0  13335.0  ...    64280.81  13275.0     13310.0       CF
8    CF601  20251015  13250.0  13300.0  ...  1195996.07  13255.0     13255.0       CF
9    CF603  20251015  13275.0  13325.0  ...   120020.26  13285.0     13270.0       CF
10   CF605  20251015  13320.0  13355.0  ...   256311.20  13315.0     13315.0       CF
11   CF607  20251015  13330.0  13375.0  ...      366.99  13345.0     13335.0       CF
12   CF609  20251015  13475.0  13530.0  ...     2894.97  13495.0     13490.0       CF
13   CJ512  20251015  10955.0  11010.0  ...     4340.14  10975.0     10980.0       CJ
14   CJ601  20251015  11085.0  11160.0  ...   512785.26  11105.0     11100.0       CJ
15   CJ603  20251015  10970.0  11105.0  ...     7418.93  11055.0     11060.0       CJ
16   CJ605  20251015  11100.0  11235.0  ...    75721.81  11185.0     11185.0       CJ
17   CJ607  20251015  11245.0  11315.0  ...      788.76  11270.0     11265.0       CJ
18   CJ609  20251015  11365.0  11450.0  ...      695.82  11405.0     11390.0       CJ
19   CY510  20251015      0.0      0.0  ...        0.00  19395.0     19410.0       CY
20   CY511  20251015  19675.0  19705.0  ...     2134.57  19675.0     19665.0       CY
21   CY512  20251015      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251015  19320.0  19345.0  ...    95212.73  19295.0     19310.0       CY
23   CY602  20251015      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251015      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251015      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251015      0.0      0.0  ...        0.00  19760.0     19795.0       CY
29   CY608  20251015      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251015      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251015      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251015   1035.0   1043.0  ...    33090.46   1031.0      1051.0       FG
33   FG512  20251015   1141.0   1152.0  ...    76940.78   1137.0      1155.0       FG
34   FG601  20251015   1137.0   1145.0  ...  3471765.23   1134.0      1149.0       FG
35   FG602  20251015   1207.0   1215.0  ...    29526.72   1203.0      1210.0       FG
36   FG603  20251015   1209.0   1217.0  ...    67082.12   1206.0      1214.0       FG
37   FG604  20251015   1272.0   1288.0  ...      570.31   1273.0      1284.0       FG
38   FG605  20251015   1275.0   1288.0  ...   128853.40   1273.0      1283.0       FG
39   FG606  20251015   1313.0   1325.0  ...      703.22   1312.0      1322.0       FG
40   FG607  20251015   1302.0   1317.0  ...      779.62   1304.0      1311.0       FG
41   FG608  20251015   1353.0   1367.0  ...     1767.84   1356.0      1367.0       FG
42   FG609  20251015   1363.0   1367.0  ...     5518.60   1356.0      1366.0       FG
43   JR511  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251015      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251015   2243.0   2292.0  ...    26781.53   2277.0      2275.0       MA
53   MA512  20251015   2266.0   2311.0  ...    82291.71   2287.0      2276.0       MA
54   MA601  20251015   2275.0   2309.0  ...  1688952.69   2292.0      2297.0       MA
55   MA602  20251015   2292.0   2329.0  ...    59933.04   2308.0      2318.0       MA
56   MA603  20251015   2302.0   2336.0  ...    75533.52   2322.0      2325.0       MA
57   MA604  20251015   2312.0   2329.0  ...       74.20   2319.0      2338.0       MA
58   MA605  20251015   2298.0   2322.0  ...   179036.64   2308.0      2319.0       MA
59   MA606  20251015   2304.0   2321.0  ...       25.44   2312.0      2329.0       MA
60   MA607  20251015   2277.0   2300.0  ...      130.65   2292.0      2287.0       MA
61   MA608  20251015   2270.0   2288.0  ...       38.77   2281.0      2290.0       MA
62   MA609  20251015   2265.0   2276.0  ...     3113.06   2266.0      2277.0       MA
63   OI511  20251015  10106.0  10143.0  ...    50666.56  10099.0     10140.0       OI
64   OI601  20251015   9950.0   9984.0  ...  2017868.33   9939.0      9983.0       OI
65   OI603  20251015   9704.0   9753.0  ...   221873.75   9706.0      9764.0       OI
66   OI605  20251015   9462.0   9530.0  ...   170578.36   9485.0      9498.0       OI
67   OI607  20251015   9398.0   9477.0  ...     1846.22   9420.0      9433.0       OI
68   OI609  20251015   9347.0   9437.0  ...     1184.52   9401.0      9384.0       OI
69   PF510  20251015   6102.0   6102.0  ...      130.89   6088.0      6116.0       PF
70   PF511  20251015   6084.0   6084.0  ...    65369.66   6072.0      6126.0       PF
71   PF512  20251015   6050.0   6058.0  ...   701762.09   6040.0      6076.0       PF
72   PF601  20251015   6068.0   6070.0  ...    92500.99   6054.0      6110.0       PF
73   PF602  20251015   6038.0   6044.0  ...   462025.43   6024.0      6086.0       PF
74   PF603  20251015   6028.0   6032.0  ...   132959.59   6016.0      6076.0       PF
75   PF604  20251015   6090.0   6102.0  ...       70.01   6088.0      6148.0       PF
76   PF605  20251015   6100.0   6132.0  ...      490.64   6096.0      6150.0       PF
77   PF606  20251015   6082.0   6120.0  ...       79.30   6100.0      6138.0       PF
78   PF607  20251015   6102.0   6162.0  ...       61.23   6124.0      6178.0       PF
79   PF608  20251015   6122.0   6152.0  ...       12.28   6140.0      6204.0       PF
80   PF609  20251015   6138.0   6166.0  ...       30.77   6154.0      6204.0       PF
81   PK510  20251015      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251015   7876.0   7922.0  ...    97457.25   7884.0      7872.0       PK
83   PK512  20251015   7972.0   7992.0  ...   184644.76   7958.0      7924.0       PK
84   PK601  20251015   8034.0   8096.0  ...   500962.20   8058.0      8016.0       PK
85   PK603  20251015   8036.0   8118.0  ...   172633.28   8084.0      8034.0       PK
86   PK604  20251015   8058.0   8116.0  ...     1799.08   8086.0      8044.0       PK
87   PK605  20251015   8080.0   8138.0  ...    17832.92   8110.0      8070.0       PK
88   PL601  20251015   6081.0   6108.0  ...   142549.79   6085.0      6109.0       PL
89   PL602  20251015   6108.0   6143.0  ...   106410.87   6124.0      6151.0       PL
90   PL603  20251015   6105.0   6146.0  ...    85611.28   6124.0      6152.0       PL
91   PL604  20251015      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251015   6076.0   6094.0  ...      109.43   6080.0      6119.0       PL
93   PL606  20251015   6088.0   6088.0  ...       24.35   6088.0      6142.0       PL
94   PL607  20251015      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251015      0.0      0.0  ...        0.00   6277.0      6280.0       PL
96   PL609  20251015      0.0      0.0  ...        0.00   6232.0      6239.0       PL
97   PM511  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251015      0.0      0.0  ...        0.00   5638.0      5678.0       PR
104  PR511  20251015   5572.0   5582.0  ...    17495.21   5568.0      5612.0       PR
105  PR512  20251015   5570.0   5580.0  ...   197902.61   5560.0      5600.0       PR
106  PR601  20251015   5552.0   5552.0  ...   197998.02   5532.0      5572.0       PR
107  PR602  20251015   5586.0   5592.0  ...    33581.81   5576.0      5608.0       PR
108  PR603  20251015   5578.0   5608.0  ...      911.33   5574.0      5630.0       PR
109  PR604  20251015   5592.0   5634.0  ...      293.63   5594.0      5654.0       PR
110  PR605  20251015   5616.0   5632.0  ...      597.60   5612.0      5680.0       PR
111  PR606  20251015   5658.0   5658.0  ...       16.96   5652.0      5696.0       PR
112  PR607  20251015   5662.0   5682.0  ...       68.03   5670.0      5716.0       PR
113  PR608  20251015   5692.0   5692.0  ...       17.06   5688.0      5722.0       PR
114  PR609  20251015   5718.0   5718.0  ...       25.61   5692.0      5718.0       PR
115  PX510  20251015   6326.0   6326.0  ...       15.82   6326.0      6332.0       PX
116  PX511  20251015   6324.0   6348.0  ...   119679.53   6316.0      6416.0       PX
117  PX512  20251015   6306.0   6338.0  ...    91641.78   6304.0      6386.0       PX
118  PX601  20251015   6306.0   6328.0  ...   490661.67   6296.0      6370.0       PX
119  PX602  20251015   6318.0   6342.0  ...   227109.04   6314.0      6374.0       PX
120  PX603  20251015   6316.0   6344.0  ...   132539.79   6320.0      6378.0       PX
121  PX604  20251015   6344.0   6344.0  ...        6.34   6344.0      6444.0       PX
122  PX605  20251015   6344.0   6380.0  ...     1205.07   6342.0      6416.0       PX
123  PX606  20251015   6352.0   6352.0  ...        9.53   6352.0      6400.0       PX
124  PX607  20251015   6374.0   6374.0  ...        6.37   6374.0      6412.0       PX
125  PX608  20251015   6374.0   6392.0  ...       12.77   6386.0      6424.0       PX
126  PX609  20251015   6390.0   6412.0  ...       19.18   6394.0      6424.0       PX
127  RI511  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251015   2382.0   2410.0  ...     5240.82   2387.0      2404.0       RM
134  RM601  20251015   2345.0   2380.0  ...   434336.03   2359.0      2369.0       RM
135  RM603  20251015   2285.0   2309.0  ...     3644.73   2297.0      2305.0       RM
136  RM605  20251015   2285.0   2307.0  ...    85660.02   2295.0      2299.0       RM
137  RM607  20251015   2281.0   2296.0  ...     7759.77   2286.0      2294.0       RM
138  RM608  20251015   2385.0   2401.0  ...      521.58   2393.0      2398.0       RM
139  RM609  20251015   2388.0   2398.0  ...     2607.16   2388.0      2388.0       RM
140  RS511  20251015   5157.0   5291.0  ...       83.78   5236.0      5243.0       RS
141  RS607  20251015      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251015      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251015      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251015   1150.0   1155.0  ...     1166.05   1151.0      1147.0       SA
145  SA511  20251015   1153.0   1170.0  ...    39303.14   1162.0      1161.0       SA
146  SA512  20251015   1222.0   1227.0  ...   123729.43   1220.0      1218.0       SA
147  SA601  20251015   1233.0   1238.0  ...  1956030.89   1231.0      1229.0       SA
148  SA602  20251015   1270.0   1274.0  ...    66808.09   1267.0      1266.0       SA
149  SA603  20251015   1277.0   1280.0  ...   140664.09   1273.0      1272.0       SA
150  SA604  20251015   1315.0   1319.0  ...      622.82   1314.0      1312.0       SA
151  SA605  20251015   1324.0   1325.0  ...    80051.48   1319.0      1317.0       SA
152  SA606  20251015   1344.0   1344.0  ...      661.44   1339.0      1338.0       SA
153  SA607  20251015   1335.0   1348.0  ...      665.99   1343.0      1349.0       SA
154  SA608  20251015   1382.0   1384.0  ...      311.79   1380.0      1383.0       SA
155  SA609  20251015   1394.0   1394.0  ...     2715.10   1385.0      1388.0       SA
156  SF510  20251015   5230.0   5240.0  ...      269.15   5226.0      5230.0       SF
157  SF511  20251015   5388.0   5452.0  ...   222611.24   5410.0      5378.0       SF
158  SF512  20251015   5334.0   5420.0  ...   124007.39   5388.0      5334.0       SF
159  SF601  20251015   5328.0   5408.0  ...   294943.74   5370.0      5334.0       SF
160  SF602  20251015   5274.0   5342.0  ...   101388.83   5314.0      5276.0       SF
161  SF603  20251015   5466.0   5518.0  ...   185376.43   5490.0      5450.0       SF
162  SF604  20251015      0.0      0.0  ...        0.00   5438.0      5436.0       SF
163  SF605  20251015   5430.0   5492.0  ...     4127.02   5464.0      5440.0       SF
164  SF606  20251015   5420.0   5454.0  ...       24.46   5436.0      5402.0       SF
165  SF607  20251015   5598.0   5624.0  ...       14.00   5602.0      5572.0       SF
166  SF608  20251015   5618.0   5618.0  ...        8.40   5598.0      5576.0       SF
167  SF609  20251015   5552.0   5594.0  ...       89.30   5582.0      5556.0       SF
168  SH510  20251015      0.0      0.0  ...        0.00   2400.0      2395.0       SH
169  SH511  20251015   2395.0   2431.0  ...    76267.25   2407.0      2405.0       SH
170  SH512  20251015   2445.0   2477.0  ...   119282.61   2458.0      2446.0       SH
171  SH601  20251015   2425.0   2454.0  ...  1873788.30   2434.0      2429.0       SH
172  SH602  20251015   2457.0   2486.0  ...   250959.48   2466.0      2467.0       SH
173  SH603  20251015   2467.0   2494.0  ...   222406.58   2475.0      2473.0       SH
174  SH604  20251015   2516.0   2537.0  ...      280.38   2526.0      2527.0       SH
175  SH605  20251015   2529.0   2550.0  ...    11536.77   2535.0      2534.0       SH
176  SH606  20251015   2559.0   2575.0  ...      223.03   2564.0      2570.0       SH
177  SH607  20251015   2560.0   2580.0  ...      169.50   2568.0      2576.0       SH
178  SH608  20251015   2585.0   2602.0  ...      171.05   2592.0      2601.0       SH
179  SH609  20251015   2589.0   2601.0  ...      210.30   2596.0      2597.0       SH
180  SM510  20251015   5662.0   5666.0  ...      676.38   5660.0      5614.0       SM
181  SM511  20251015   5736.0   5786.0  ...    26486.40   5754.0      5720.0       SM
182  SM512  20251015   5724.0   5794.0  ...   207807.25   5762.0      5720.0       SM
183  SM601  20251015   5726.0   5798.0  ...   481383.31   5766.0      5728.0       SM
184  SM602  20251015   5734.0   5802.0  ...    54919.11   5770.0      5734.0       SM
185  SM603  20251015   5744.0   5814.0  ...   284636.25   5782.0      5742.0       SM
186  SM604  20251015   5802.0   5802.0  ...        2.90   5802.0      5768.0       SM
187  SM605  20251015   5766.0   5826.0  ...    10073.96   5794.0      5758.0       SM
188  SM606  20251015   5816.0   5816.0  ...        5.80   5796.0      5760.0       SM
189  SM607  20251015      0.0      0.0  ...        0.00   5790.0      5778.0       SM
190  SM608  20251015      0.0      0.0  ...        0.00   5794.0      5792.0       SM
191  SM609  20251015   5814.0   5858.0  ...      588.33   5826.0      5800.0       SM
192  SR511  20251015   5430.0   5453.0  ...    27885.71   5427.0      5442.0       SR
193  SR601  20251015   5391.0   5416.0  ...   886959.35   5402.0      5400.0       SR
194  SR603  20251015   5384.0   5401.0  ...   171069.69   5388.0      5384.0       SR
195  SR605  20251015   5366.0   5385.0  ...   100926.42   5373.0      5374.0       SR
196  SR607  20251015   5378.0   5392.0  ...     3219.34   5384.0      5385.0       SR
197  SR609  20251015   5383.0   5402.0  ...     4563.29   5394.0      5393.0       SR
198  TA510  20251015   4346.0   4378.0  ...     2401.28   4370.0      4420.0       TA
199  TA511  20251015   4388.0   4392.0  ...    72997.90   4378.0      4432.0       TA
200  TA512  20251015   4394.0   4410.0  ...   152469.12   4394.0      4454.0       TA
201  TA601  20251015   4422.0   4428.0  ...  1264069.93   4412.0      4464.0       TA
202  TA602  20251015   4430.0   4442.0  ...   120455.17   4424.0      4486.0       TA
203  TA603  20251015   4446.0   4456.0  ...    51664.33   4438.0      4496.0       TA
204  TA604  20251015   4456.0   4466.0  ...       26.74   4456.0      4532.0       TA
205  TA605  20251015   4480.0   4488.0  ...    88227.81   4474.0      4522.0       TA
206  TA606  20251015   4482.0   4484.0  ...       26.85   4476.0      4510.0       TA
207  TA607  20251015   4482.0   4500.0  ...       17.96   4492.0      4550.0       TA
208  TA608  20251015      0.0      0.0  ...        0.00   4526.0      4558.0       TA
209  TA609  20251015   4540.0   4540.0  ...     3079.34   4512.0      4552.0       TA
210  UR510  20251015   1495.0   1509.0  ...      245.23   1495.0      1504.0       UR
211  UR511  20251015   1585.0   1586.0  ...    16278.40   1580.0      1578.0       UR
212  UR512  20251015   1585.0   1597.0  ...    25277.80   1590.0      1587.0       UR
213  UR601  20251015   1600.0   1611.0  ...   378430.22   1604.0      1602.0       UR
214  UR602  20251015   1601.0   1618.0  ...    14897.60   1612.0      1607.0       UR
215  UR603  20251015   1671.0   1673.0  ...      136.59   1666.0      1661.0       UR
216  UR604  20251015   1670.0   1671.0  ...       40.06   1669.0      1669.0       UR
217  UR605  20251015   1670.0   1680.0  ...    23994.85   1674.0      1672.0       UR
218  UR606  20251015   1682.0   1684.0  ...      235.17   1680.0      1676.0       UR
219  UR607  20251015   1708.0   1708.0  ...        6.83   1708.0      1710.0       UR
220  UR608  20251015      0.0      0.0  ...        0.00   1707.0      1707.0       UR
221  UR609  20251015   1709.0   1710.0  ...      204.83   1707.0      1705.0       UR
222  WH511  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:26:23,704 - future_1d - INFO - ak.get_czce_daily('2025-10-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251015      0.0  ...  50755.0     49980.0       PS
1   PS2511  20251015  49975.0  ...  50805.0     49205.0       PS
2   PS2512  20251015  52595.0  ...  53270.0     51630.0       PS
3   PS2601  20251015  52050.0  ...  53165.0     51570.0       PS
4   PS2602  20251015  52050.0  ...  52840.0     51585.0       PS
5   PS2603  20251015  52030.0  ...  52690.0     51545.0       PS
6   PS2604  20251015  51925.0  ...  52600.0     51450.0       PS
7   PS2605  20251015  51800.0  ...  52730.0     51340.0       PS
8   PS2606  20251015  53000.0  ...  54525.0     53195.0       PS
9   PS2607  20251015  53105.0  ...  54410.0     53105.0       PS
10  PS2608  20251015  53125.0  ...  54125.0     52925.0       PS
11  PS2609  20251015  53015.0  ...  53855.0     52655.0       PS
13  SI2510  20251015   8585.0  ...   8620.0      8555.0       SI
14  SI2511  20251015   8495.0  ...   8595.0      8580.0       SI
15  SI2512  20251015   8910.0  ...   8965.0      8970.0       SI
16  SI2601  20251015   8835.0  ...   8905.0      8905.0       SI
17  SI2602  20251015   8800.0  ...   8885.0      8915.0       SI
18  SI2603  20251015   8925.0  ...   8910.0      8980.0       SI
19  SI2604  20251015   8870.0  ...   8940.0      8900.0       SI
20  SI2605  20251015   8850.0  ...   8935.0      8925.0       SI
21  SI2606  20251015   8935.0  ...   8960.0      8930.0       SI
22  SI2607  20251015   8885.0  ...   8935.0      8940.0       SI
23  SI2608  20251015      0.0  ...   8960.0      8960.0       SI
24  SI2609  20251015   8930.0  ...   8975.0      8980.0       SI
27  LC2510  20251015  73120.0  ...  73220.0     72720.0       LC
28  LC2511  20251015  73000.0  ...  73100.0     73160.0       LC
29  LC2512  20251015  72900.0  ...  73200.0     73220.0       LC
30  LC2601  20251015  73140.0  ...  73200.0     73160.0       LC
31  LC2602  20251015  73000.0  ...  73100.0     72960.0       LC
32  LC2603  20251015  72640.0  ...  72980.0     73080.0       LC
33  LC2604  20251015  73260.0  ...  73640.0     73680.0       LC
34  LC2605  20251015  73180.0  ...  73680.0     73660.0       LC
35  LC2606  20251015  73400.0  ...  73620.0     73600.0       LC
36  LC2607  20251015  73400.0  ...  73560.0     73560.0       LC
37  LC2608  20251015  73600.0  ...  73840.0     73720.0       LC
38  LC2609  20251015  73960.0  ...  73940.0     73800.0       LC

[36 rows x 12 columns]
2025-10-17 16:26:23,904 - future_1d - INFO - ak.get_gfex_daily('2025-10-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251015  ...   85080      85820      CU
1        1      CU2511  20251015  ...   84960      85710      CU
2        2      CU2512  20251015  ...   85000      85690      CU
3        3      CU2601  20251015  ...   84840      85610      CU
4        4      CU2602  20251015  ...   84750      85570      CU
5        5      CU2603  20251015  ...   84570      85750      CU
6        6      CU2604  20251015  ...   84860      85680      CU
7        7      CU2605  20251015  ...   84510      85680      CU
8        8      CU2606  20251015  ...   84560      85390      CU
9        9      CU2607  20251015  ...   84370      84950      CU
10      10      CU2608  20251015  ...   84550      85220      CU
11      11      CU2609  20251015  ...   84340      85270      CU
12      12      BC2510  20251015  ...   75040      75040      BC
13      13      BC2511  20251015  ...   75490      76190      BC
14      14      BC2512  20251015  ...   75350      76240      BC
15      15      BC2601  20251015  ...   76860      76860      BC
16      16      BC2602  20251015  ...   75800      75800      BC
17      17      BC2603  20251015  ...   75870      75800      BC
18      18      BC2604  20251015  ...   76520      76520      BC
19      19      BC2605  20251015  ...   75900      75900      BC
20      20      BC2606  20251015  ...   75880      75880      BC
21      21      BC2607  20251015  ...   76570      76570      BC
22      22      BC2608  20251015  ...   75800      75800      BC
23      23      BC2609  20251015  ...   76130      76130      BC
24      24      AL2510  20251015  ...   20850      20905      AL
25      25      AL2511  20251015  ...   20875      20930      AL
26      26      AL2512  20251015  ...   20895      20945      AL
27      27      AL2601  20251015  ...   20900      20950      AL
28      28      AL2602  20251015  ...   20890      20945      AL
29      29      AL2603  20251015  ...   20885      20945      AL
30      30      AL2604  20251015  ...   20910      20980      AL
31      31      AL2605  20251015  ...   20915      20995      AL
32      32      AL2606  20251015  ...   20890      20995      AL
33      33      AL2607  20251015  ...   20925      21015      AL
34      34      AL2608  20251015  ...   20930      21010      AL
35      35      AL2609  20251015  ...   20940      20995      AL
36      36      ZN2510  20251015  ...   21985      22205      ZN
37      37      ZN2511  20251015  ...   21995      22275      ZN
38      38      ZN2512  20251015  ...   22035      22310      ZN
39      39      ZN2601  20251015  ...   22065      22340      ZN
40      40      ZN2602  20251015  ...   22090      22370      ZN
41      41      ZN2603  20251015  ...   22125      22395      ZN
42      42      ZN2604  20251015  ...   22150      22415      ZN
43      43      ZN2605  20251015  ...   22180      22435      ZN
44      44      ZN2606  20251015  ...   22215      22475      ZN
45      45      ZN2607  20251015  ...   22200      22470      ZN
46      46      ZN2608  20251015  ...   22220      22475      ZN
47      47      ZN2609  20251015  ...   22275      22535      ZN
48      48      PB2510  20251015  ...   17080      17045      PB
49      49      PB2511  20251015  ...   17055      17085      PB
50      50      PB2512  20251015  ...   17085      17095      PB
51      51      PB2601  20251015  ...   17085      17090      PB
52      52      PB2602  20251015  ...   16990      17115      PB
53      53      PB2603  20251015  ...   17105      17105      PB
54      54      PB2604  20251015  ...   17190      17115      PB
55      55      PB2605  20251015  ...   17145      17125      PB
56      56      PB2606  20251015  ...   17195      17145      PB
57      57      PB2607  20251015  ...   17160      17160      PB
58      58      PB2608  20251015  ...   17200      17170      PB
59      59      PB2609  20251015  ...   17235      17225      PB
60      60      NI2510  20251015  ...  120650     120560      NI
61      61      NI2511  20251015  ...  121020     121080      NI
62      62      NI2512  20251015  ...  121170     121210      NI
63      63      NI2601  20251015  ...  121390     121470      NI
64      64      NI2602  20251015  ...  121600     121680      NI
65      65      NI2603  20251015  ...  121920     122000      NI
66      66      NI2604  20251015  ...  122100     122110      NI
67      67      NI2605  20251015  ...  122360     122240      NI
68      68      NI2606  20251015  ...  122570     122600      NI
69      69      NI2607  20251015  ...  122850     122680      NI
70      70      NI2608  20251015  ...  123210     123140      NI
71      71      NI2609  20251015  ...  123450     123520      NI
72      72      SN2510  20251015  ...  280420     281340      SN
73      73      SN2511  20251015  ...  280410     282140      SN
74      74      SN2512  20251015  ...  280740     282320      SN
75      75      SN2601  20251015  ...  281030     282460      SN
76      76      SN2602  20251015  ...  280790     282390      SN
77      77      SN2603  20251015  ...  280770     282460      SN
78      78      SN2604  20251015  ...  280770     282290      SN
79      79      SN2605  20251015  ...  280720     282370      SN
80      80      SN2606  20251015  ...  281340     282730      SN
81      81      SN2607  20251015  ...  280840     282610      SN
82      82      SN2608  20251015  ...  281330     283550      SN
83      83      SN2609  20251015  ...  282990     282990      SN
84      84      AO2510  20251015  ...    2757       2775      AO
85      85      AO2511  20251015  ...    2776       2783      AO
86      86      AO2512  20251015  ...    2788       2797      AO
87      87      AO2601  20251015  ...    2799       2807      AO
88      88      AO2602  20251015  ...    2818       2826      AO
89      89      AO2603  20251015  ...    2889       2897      AO
90      90      AO2604  20251015  ...    2901       2910      AO
91      91      AO2605  20251015  ...    2910       2918      AO
92      92      AO2606  20251015  ...    2922       2928      AO
93      93      AO2607  20251015  ...    2930       2937      AO
94      94      AO2608  20251015  ...    2945       2949      AO
95      95      AO2609  20251015  ...    2960       2967      AO
96      96      AD2511  20251015  ...   20330      20380      AD
97      97      AD2512  20251015  ...   20400      20440      AD
98      98      AD2601  20251015  ...   20445      20490      AD
99      99      AD2602  20251015  ...   20425      20485      AD
100    100      AD2603  20251015  ...   20420      20440      AD
101    101      AD2604  20251015  ...   20405      20420      AD
102    102      AD2605  20251015  ...   20340      20370      AD
103    103      AD2606  20251015  ...   20300      20420      AD
104    104      AD2607  20251015  ...   20270      20340      AD
105    105      AD2608  20251015  ...   20495      20495      AD
106    106      AD2609  20251015  ...   20495      20410      AD
107    107      AU2510  20251015  ...  962.24      942.4      AU
108    108      AU2511  20251015  ...   947.9     939.32      AU
109    109      AU2512  20251015  ...  948.92     940.64      AU
110    110      AU2602  20251015  ...   952.1     943.96      AU
111    111      AU2604  20251015  ...   953.3     946.46      AU
112    112      AU2606  20251015  ...   957.1     947.86      AU
113    113      AU2608  20251015  ...  958.84     952.96      AU
114    114      AU2610  20251015  ...  961.32     952.34      AU
115    115      AG2510  20251015  ...   12200      11714      AG
116    116      AG2511  20251015  ...   11689      11696      AG
117    117      AG2512  20251015  ...   11675      11697      AG
118    118      AG2601  20251015  ...   11677      11724      AG
119    119      AG2602  20251015  ...   11708      11734      AG
120    120      AG2603  20251015  ...   11700      11775      AG
121    121      AG2604  20251015  ...   11712      11788      AG
122    122      AG2605  20251015  ...   11712      11796      AG
123    123      AG2606  20251015  ...   11756      11791      AG
124    124      AG2607  20251015  ...   11765      11829      AG
125    125      AG2608  20251015  ...   11754      11813      AG
126    126      AG2609  20251015  ...   11808      11799      AG
127    127      RB2510  20251015  ...    2954       2975      RB
128    128      RB2511  20251015  ...    2987       2997      RB
129    129      RB2512  20251015  ...    3031       3043      RB
130    130      RB2601  20251015  ...    3044       3060      RB
131    131      RB2602  20251015  ...    3049       3067      RB
132    132      RB2603  20251015  ...    3074       3087      RB
133    133      RB2604  20251015  ...    3096       3102      RB
134    134      RB2605  20251015  ...    3099       3116      RB
135    135      RB2606  20251015  ...    3114       3130      RB
136    136      RB2607  20251015  ...    3136       3139      RB
137    137      RB2608  20251015  ...    3134       3151      RB
138    138      RB2609  20251015  ...    3143       3161      RB
139    139      WR2510  20251015  ...    3100       3069      WR
140    140      WR2511  20251015  ...    3270       3270      WR
141    141      WR2512  20251015  ...    3353       3309      WR
142    142      WR2601  20251015  ...    3342       3329      WR
143    143      WR2602  20251015  ...    3370       3370      WR
144    144      WR2603  20251015  ...    3361       3361      WR
145    145      WR2604  20251015  ...    3369       3369      WR
146    146      WR2605  20251015  ...    3364       3364      WR
147    147      WR2606  20251015  ...    3363       3360      WR
148    148      WR2607  20251015  ...    3416       3390      WR
149    149      WR2608  20251015  ...    3431       3431      WR
150    150      WR2609  20251015  ...    3430       3430      WR
151    151      HC2510  20251015  ...    3534       3442      HC
152    152      HC2511  20251015  ...    3282       3282      HC
153    153      HC2512  20251015  ...    3254       3262      HC
154    154      HC2601  20251015  ...    3225       3240      HC
155    155      HC2602  20251015  ...    3223       3240      HC
156    156      HC2603  20251015  ...    3233       3243      HC
157    157      HC2604  20251015  ...    3228       3241      HC
158    158      HC2605  20251015  ...    3235       3251      HC
159    159      HC2606  20251015  ...    3237       3245      HC
160    160      HC2607  20251015  ...    3245       3273      HC
161    161      HC2608  20251015  ...    3253       3277      HC
162    162      HC2609  20251015  ...    3259       3270      HC
163    163      SS2510  20251015  ...   12345      12315      SS
164    164      SS2511  20251015  ...   12525      12565      SS
165    165      SS2512  20251015  ...   12555      12590      SS
166    166      SS2601  20251015  ...   12655      12680      SS
167    167      SS2602  20251015  ...   12715      12745      SS
168    168      SS2603  20251015  ...   12795      12815      SS
169    169      SS2604  20251015  ...   12870      12885      SS
170    170      SS2605  20251015  ...   12925      12945      SS
171    171      SS2606  20251015  ...   13000      13025      SS
172    172      SS2607  20251015  ...   13035      13100      SS
173    173      SS2608  20251015  ...   13095      13125      SS
174    174      SS2609  20251015  ...   13170      13230      SS
175    175      SC2511  20251015  ...   443.2      451.8      SC
176    176      SC2512  20251015  ...   444.9      452.5      SC
177    177      SC2601  20251015  ...   445.5      452.5      SC
178    178      SC2602  20251015  ...   445.9        453      SC
179    179      SC2603  20251015  ...   447.3      452.7      SC
180    180      SC2604  20251015  ...   448.5      453.6      SC
181    181      SC2605  20251015  ...   448.9      454.5      SC
182    182      SC2606  20251015  ...   450.1      455.6      SC
183    183      SC2607  20251015  ...     450      454.8      SC
184    184      SC2608  20251015  ...   450.6      455.3      SC
185    185      SC2609  20251015  ...   450.6      454.6      SC
186    186      SC2610  20251015  ...   449.7      449.7      SC
187    187      SC2612  20251015  ...   451.5      452.6      SC
188    188      SC2703  20251015  ...   448.6      451.6      SC
189    189      SC2706  20251015  ...   453.6      453.6      SC
190    190      SC2709  20251015  ...   449.9      450.6      SC
191    191      SC2712  20251015  ...     455        455      SC
192    192      SC2803  20251015  ...     449        449      SC
193    193      SC2806  20251015  ...     448      451.7      SC
194    194      SC2809  20251015  ...   448.9      452.9      SC
195    195      LU2511  20251015  ...    3141       3204      LU
196    196      LU2512  20251015  ...    3158       3216      LU
197    197      LU2601  20251015  ...    3161       3210      LU
198    198      LU2602  20251015  ...    3162       3205      LU
199    199      LU2603  20251015  ...    3160       3206      LU
200    200      LU2604  20251015  ...    3161       3192      LU
201    201      LU2605  20251015  ...    3163       3200      LU
202    202      LU2606  20251015  ...    3160       3177      LU
203    203      LU2607  20251015  ...    3175       3206      LU
204    204      LU2608  20251015  ...    3173       3205      LU
205    205      LU2609  20251015  ...    3159       3188      LU
206    206      LU2610  20251015  ...    3152       3187      LU
207    207      FU2511  20251015  ...    2725       2763      FU
208    208      FU2512  20251015  ...    2685       2733      FU
209    209      FU2601  20251015  ...    2669       2714      FU
210    210      FU2602  20251015  ...    2652       2697      FU
211    211      FU2603  20251015  ...    2649       2693      FU
212    212      FU2604  20251015  ...    2647       2690      FU
213    213      FU2605  20251015  ...    2641       2680      FU
214    214      FU2606  20251015  ...    2634       2670      FU
215    215      FU2607  20251015  ...    2626       2659      FU
216    216      FU2608  20251015  ...    2600       2634      FU
217    217      FU2609  20251015  ...    2594       2628      FU
218    218      FU2610  20251015  ...    2584       2615      FU
219    219      BU2510  20251015  ...    3470       3470      BU
220    220      BU2511  20251015  ...    3261       3286      BU
221    221      BU2512  20251015  ...    3185       3208      BU
222    222      BU2601  20251015  ...    3149       3166      BU
223    223      BU2602  20251015  ...    3157       3172      BU
224    224      BU2603  20251015  ...    3180       3193      BU
225    225      BU2604  20251015  ...    3188       3191      BU
226    226      BU2605  20251015  ...    3194       3206      BU
227    227      BU2606  20251015  ...    3199       3207      BU
228    228      BU2607  20251015  ...    3222       3222      BU
229    229      BU2608  20251015  ...    3202       3197      BU
230    230      BU2609  20251015  ...    3202       3207      BU
231    231      BU2612  20251015  ...    3148       3155      BU
232    232      BU2703  20251015  ...    3161       3172      BU
233    233      BU2706  20251015  ...    3168       3175      BU
234    234      BU2709  20251015  ...    3172       3198      BU
235    235      BR2510  20251015  ...   10670      10670      BR
236    236      BR2511  20251015  ...   10805      10825      BR
237    237      BR2512  20251015  ...   10745      10790      BR
238    238      BR2601  20251015  ...   10740      10790      BR
239    239      BR2602  20251015  ...   10755      10780      BR
240    240      BR2603  20251015  ...   10760      10770      BR
241    241      BR2604  20251015  ...   10795      10795      BR
242    242      BR2605  20251015  ...   10800      10805      BR
243    243      BR2606  20251015  ...   10865      10810      BR
244    244      BR2607  20251015  ...   11025      11035      BR
245    245      BR2608  20251015  ...   11040      11040      BR
246    246      BR2609  20251015  ...   11080      11080      BR
247    247      RU2510  20251015  ...   14030      14165      RU
248    248      RU2511  20251015  ...   14095      14060      RU
249    249      RU2601  20251015  ...   14850      14855      RU
250    250      RU2603  20251015  ...   14835      14815      RU
251    251      RU2604  20251015  ...   14860      14855      RU
252    252      RU2605  20251015  ...   14855      14845      RU
253    253      RU2606  20251015  ...   14865      14850      RU
254    254      RU2607  20251015  ...   14905      14900      RU
255    255      RU2608  20251015  ...   14915      14925      RU
256    256      RU2609  20251015  ...   14905      14880      RU
257    257      NR2510  20251015  ...   12105      11925      NR
258    258      NR2511  20251015  ...   12110      11990      NR
259    259      NR2512  20251015  ...   12085      11985      NR
260    260      NR2601  20251015  ...   12075      11995      NR
261    261      NR2602  20251015  ...   12055      11995      NR
262    262      NR2603  20251015  ...   12085      12020      NR
263    263      NR2604  20251015  ...   12050      12000      NR
264    264      NR2605  20251015  ...   12045      12020      NR
265    265      NR2606  20251015  ...   12110      12040      NR
266    266      NR2607  20251015  ...   12155      12115      NR
267    267      NR2608  20251015  ...   12090      12145      NR
268    268      NR2609  20251015  ...   12185      12250      NR
269    269      SP2510  20251015  ...    4812       4812      SP
270    270      SP2511  20251015  ...    4854       4840      SP
271    271      SP2512  20251015  ...    4878       4864      SP
272    272      SP2601  20251015  ...    5174       5160      SP
273    273      SP2602  20251015  ...    5188       5170      SP
274    274      SP2603  20251015  ...    5206       5194      SP
275    275      SP2604  20251015  ...    5226       5206      SP
276    276      SP2605  20251015  ...    5240       5226      SP
277    277      SP2606  20251015  ...    5252       5234      SP
278    278      SP2607  20251015  ...    5248       5234      SP
279    279      SP2608  20251015  ...    5248       5240      SP
280    280      SP2609  20251015  ...    5244       5238      SP
281    281      OP2601  20251015  ...    4214       4208      OP
282    282      OP2602  20251015  ...    4224       4224      OP
283    283      OP2603  20251015  ...    4216       4218      OP
284    284      OP2604  20251015  ...    4232       4240      OP
285    285      OP2605  20251015  ...    4236       4232      OP
286    286      OP2606  20251015  ...    4202       4202      OP
287    287      OP2607  20251015  ...    4242       4242      OP
288    288      OP2608  20251015  ...    4268       4274      OP
289    289      OP2609  20251015  ...    4220       4220      OP
290    290      EC2510  20251015  ...  1128.2     1134.4      EC
291    291      EC2512  20251015  ...  1713.4       1639      EC
292    292      EC2602  20251015  ...  1481.1     1416.6      EC
293    293      EC2604  20251015  ...  1148.9     1112.5      EC
294    294      EC2606  20251015  ...  1315.7     1286.2      EC
295    295      EC2608  20251015  ...  1458.2     1424.4      EC
296    296  SC_TAS2511  20251015  ...                     SC_TAS
297    297  SC_TAS2512  20251015  ...                     SC_TAS
298    298  SC_TAS2601  20251015  ...                     SC_TAS
299    299  SC_TAS2602  20251015  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 16:26:24,012 - future_1d - INFO - ak.get_shfe_daily('2025-10-15') done
2025-10-17 16:26:25,791 - future_1d - INFO - save future_daily 2025-10-15 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251016   3971.00  ...   4000.00     3969.00        A
1     a2601  20251016   4002.00  ...   4020.00     3988.00        A
2     a2603  20251016   4001.00  ...   4022.00     3992.00        A
3     a2605  20251016   4026.00  ...   4053.00     4026.00        A
4     a2607  20251016   4032.00  ...   4049.00     4025.00        A
5     a2609  20251016   4033.00  ...   4053.00     4026.00        A
6     b2510  20251016      0.00  ...   3600.00     3600.00        B
7     b2511  20251016   3609.00  ...   3604.00     3603.00        B
8     b2512  20251016   3623.00  ...   3619.00     3614.00        B
9     b2601  20251016   3631.00  ...   3631.00     3624.00        B
10    b2602  20251016   3634.00  ...   3641.00     3632.00        B
11    b2603  20251016   3600.00  ...   3603.00     3594.00        B
12    b2604  20251016   3509.00  ...   3509.00     3508.00        B
13    b2605  20251016   3447.00  ...   3447.00     3442.00        B
14    b2606  20251016   3413.00  ...   3418.00     3414.00        B
15    b2607  20251016   3425.00  ...   3424.00     3420.00        B
16    b2608  20251016   3521.00  ...   3520.00     3516.00        B
17    b2609  20251016   3546.00  ...   3544.00     3536.00        B
18   bb2511  20251016      0.00  ...    144.50      144.50       BB
19   bb2601  20251016    147.35  ...    147.35      146.95       BB
20   bb2603  20251016    146.80  ...    146.90      147.10       BB
21   bb2605  20251016      0.00  ...    147.70      147.70       BB
22   bb2607  20251016      0.00  ...    152.40      152.60       BB
23   bb2609  20251016      0.00  ...    152.40      152.60       BB
24   bz2603  20251016   5595.00  ...   5589.00     5585.00       BZ
25   bz2604  20251016   5586.00  ...   5593.00     5576.00       BZ
26   bz2605  20251016   5586.00  ...   5571.00     5588.00       BZ
27   bz2606  20251016   5517.00  ...   5597.00     5573.00       BZ
28   bz2607  20251016   5530.00  ...   5530.00     5660.00       BZ
29   bz2608  20251016      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251016      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251016   2107.00  ...   2106.00     2097.00        C
32    c2601  20251016   2124.00  ...   2131.00     2119.00        C
33    c2603  20251016   2157.00  ...   2161.00     2148.00        C
34    c2605  20251016   2218.00  ...   2227.00     2208.00        C
35    c2607  20251016   2232.00  ...   2240.00     2223.00        C
36    c2609  20251016   2247.00  ...   2255.00     2238.00        C
37   cs2511  20251016   2399.00  ...   2389.00     2390.00       CS
38   cs2601  20251016   2415.00  ...   2416.00     2407.00       CS
39   cs2603  20251016   2434.00  ...   2434.00     2427.00       CS
40   cs2605  20251016   2530.00  ...   2535.00     2521.00       CS
41   cs2607  20251016   2541.00  ...   2549.00     2532.00       CS
42   cs2609  20251016   2583.00  ...   2587.00     2570.00       CS
43   eb2510  20251016      0.00  ...   6442.00     6442.00       EB
44   eb2511  20251016   6550.00  ...   6524.00     6544.00       EB
45   eb2512  20251016   6611.00  ...   6552.00     6566.00       EB
46   eb2601  20251016   6622.00  ...   6597.00     6609.00       EB
47   eb2602  20251016   6686.00  ...   6648.00     6667.00       EB
48   eb2603  20251016   6737.00  ...   6711.00     6727.00       EB
49   eb2604  20251016   6764.00  ...   6741.00     6765.00       EB
50   eb2605  20251016   6804.00  ...   6714.00     6795.00       EB
51   eb2606  20251016   6837.00  ...   6809.00     6828.00       EB
52   eb2607  20251016   6881.00  ...   6836.00     6852.00       EB
53   eb2608  20251016   6815.00  ...   6840.00     6870.00       EB
54   eb2609  20251016   6851.00  ...   6896.00     6889.00       EB
55   eg2510  20251016   4086.00  ...   4092.00     4089.00       EG
56   eg2511  20251016   4094.00  ...   4071.00     4073.00       EG
57   eg2512  20251016   4059.00  ...   4053.00     4054.00       EG
58   eg2601  20251016   4057.00  ...   4056.00     4048.00       EG
59   eg2602  20251016   4060.00  ...   4082.00     4053.00       EG
60   eg2603  20251016   4071.00  ...   4073.00     4074.00       EG
61   eg2604  20251016   4124.00  ...   4150.00     4135.00       EG
62   eg2605  20251016   4138.00  ...   4144.00     4134.00       EG
63   eg2606  20251016   4123.00  ...   4159.00     4143.00       EG
64   eg2607  20251016      0.00  ...   4171.00     4171.00       EG
65   eg2608  20251016   4161.00  ...   4163.00     4170.00       EG
66   eg2609  20251016   4171.00  ...   4171.00     4202.00       EG
67   fb2510  20251016      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251016   1253.50  ...   1253.50     1256.00       FB
69   fb2512  20251016   1255.00  ...   1255.50     1256.00       FB
70   fb2601  20251016   1262.50  ...   1263.00     1264.50       FB
71   fb2602  20251016   1265.00  ...   1264.00     1270.50       FB
72   fb2603  20251016   1262.50  ...   1260.00     1264.50       FB
73   fb2604  20251016   1263.00  ...   1261.50     1264.50       FB
74   fb2605  20251016      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251016      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251016      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251016      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251016      0.00  ...   1296.00     1296.00       FB
79    i2510  20251016      0.00  ...    806.00      806.00        I
80    i2511  20251016    796.50  ...    790.50      798.00        I
81    i2512  20251016    790.50  ...    784.00      792.00        I
82    i2601  20251016    780.00  ...    772.50      780.50        I
83    i2602  20251016    775.50  ...    770.50      779.50        I
84    i2603  20251016    772.50  ...    765.50      773.50        I
85    i2604  20251016    767.00  ...    761.00      768.50        I
86    i2605  20251016    757.00  ...    750.50      759.00        I
87    i2606  20251016    751.50  ...    745.50      753.00        I
88    i2607  20251016    747.00  ...    741.00      748.50        I
89    i2608  20251016    742.50  ...    736.00      743.00        I
90    i2609  20251016    734.00  ...    729.50      736.50        I
91    j2510  20251016      0.00  ...   1600.00     1600.00        J
92    j2511  20251016   1581.50  ...   1588.00     1578.00        J
93    j2512  20251016   1611.50  ...   1611.00     1607.00        J
94    j2601  20251016   1642.00  ...   1649.00     1635.50        J
95    j2602  20251016   1670.50  ...   1674.50     1663.00        J
96    j2603  20251016   1690.50  ...   1714.50     1676.50        J
97    j2604  20251016   1774.50  ...   1765.50     1762.50        J
98    j2605  20251016   1800.00  ...   1797.00     1781.50        J
99    j2606  20251016   1805.00  ...   1820.50     1814.00        J
100   j2607  20251016      0.00  ...   1833.50     1833.50        J
101   j2608  20251016      0.00  ...   1865.00     1865.00        J
102   j2609  20251016   1870.50  ...   1876.00     1864.50        J
103  jd2510  20251016   2790.00  ...   2750.00     2708.00       JD
104  jd2511  20251016   2856.00  ...   2834.00     2848.00       JD
105  jd2512  20251016   3013.00  ...   2990.00     3021.00       JD
106  jd2601  20251016   3203.00  ...   3180.00     3209.00       JD
107  jd2602  20251016   3027.00  ...   3000.00     3026.00       JD
108  jd2603  20251016   3037.00  ...   3015.00     3037.00       JD
109  jd2604  20251016   3156.00  ...   3137.00     3157.00       JD
110  jd2605  20251016   3346.00  ...   3342.00     3343.00       JD
111  jd2606  20251016   3234.00  ...   3233.00     3233.00       JD
112  jd2607  20251016   3474.00  ...   3482.00     3471.00       JD
113  jd2608  20251016   3973.00  ...   3966.00     3966.00       JD
114  jd2609  20251016   3868.00  ...   3862.00     3867.00       JD
115  jm2510  20251016      0.00  ...    999.00      999.00       JM
116  jm2511  20251016   1034.00  ...   1057.00     1024.00       JM
117  jm2512  20251016   1088.00  ...   1098.50     1080.50       JM
118  jm2601  20251016   1155.00  ...   1162.00     1147.00       JM
119  jm2602  20251016   1181.00  ...   1188.00     1172.50       JM
120  jm2603  20251016   1198.00  ...   1208.50     1190.00       JM
121  jm2604  20251016   1214.00  ...   1227.00     1204.50       JM
122  jm2605  20251016   1236.50  ...   1244.00     1222.00       JM
123  jm2606  20251016   1241.50  ...   1267.00     1241.50       JM
124  jm2607  20251016   1274.50  ...   1282.00     1262.50       JM
125  jm2608  20251016   1282.50  ...   1303.00     1284.50       JM
126  jm2609  20251016   1315.00  ...   1327.50     1305.00       JM
127   l2510  20251016      0.00  ...   6856.00     6856.00        L
128   l2511  20251016   6898.00  ...   6889.00     6895.00        L
129   l2512  20251016   6912.00  ...   6899.00     6906.00        L
130   l2601  20251016   6912.00  ...   6907.00     6908.00        L
131   l2602  20251016   6923.00  ...   6911.00     6910.00        L
132   l2603  20251016   6945.00  ...   6926.00     6931.00        L
133   l2604  20251016   6943.00  ...   6961.00     6940.00        L
134   l2605  20251016   6957.00  ...   6947.00     6940.00        L
135   l2606  20251016   6961.00  ...   6960.00     6947.00        L
136   l2607  20251016   6954.00  ...   6977.00     6975.00        L
137   l2608  20251016   6958.00  ...   6991.00     6994.00        L
138   l2609  20251016   6978.00  ...   6983.00     6969.00        L
139  lg2511  20251016    798.00  ...    796.00      792.50       LG
140  lg2601  20251016    820.00  ...    823.50      821.00       LG
141  lg2603  20251016    829.50  ...    829.50      828.00       LG
142  lg2605  20251016    827.50  ...    830.00      829.50       LG
143  lg2607  20251016    828.00  ...    829.50      830.00       LG
144  lg2609  20251016      0.00  ...    831.50      830.00       LG
145  lh2511  20251016  11430.00  ...  11300.00    11485.00       LH
146  lh2601  20251016  12175.00  ...  11975.00    12300.00       LH
147  lh2603  20251016  11665.00  ...  11565.00    11735.00       LH
148  lh2605  20251016  12300.00  ...  12185.00    12335.00       LH
149  lh2607  20251016  13180.00  ...  12990.00    13170.00       LH
150  lh2609  20251016  13900.00  ...  13805.00    13925.00       LH
151   m2511  20251016   2885.00  ...   2893.00     2894.00        M
152   m2512  20251016   2932.00  ...   2931.00     2930.00        M
153   m2601  20251016   2913.00  ...   2915.00     2914.00        M
154   m2603  20251016   2897.00  ...   2896.00     2893.00        M
155   m2605  20251016   2738.00  ...   2741.00     2737.00        M
156   m2607  20251016   2723.00  ...   2725.00     2721.00        M
157   m2608  20251016   2848.00  ...   2848.00     2845.00        M
158   m2609  20251016   2859.00  ...   2854.00     2850.00        M
159   p2510  20251016      0.00  ...   9120.00     9120.00        P
160   p2511  20251016   9242.00  ...   9236.00     9210.00        P
161   p2512  20251016   9280.00  ...   9278.00     9262.00        P
162   p2601  20251016   9330.00  ...   9326.00     9316.00        P
163   p2602  20251016   9326.00  ...   9328.00     9330.00        P
164   p2603  20251016   9342.00  ...   9336.00     9322.00        P
165   p2604  20251016   9306.00  ...   9322.00     9290.00        P
166   p2605  20251016   9246.00  ...   9256.00     9228.00        P
167   p2606  20251016   9158.00  ...   9168.00     9142.00        P
168   p2607  20251016   9064.00  ...   9078.00     9056.00        P
169   p2608  20251016   9000.00  ...   9000.00     8976.00        P
170   p2609  20251016   8930.00  ...   8952.00     8896.00        P
171  pg2510  20251016   4350.00  ...   4340.00     4248.00       PG
172  pg2511  20251016   4165.00  ...   4199.00     4141.00       PG
173  pg2512  20251016   4030.00  ...   4079.00     3993.00       PG
174  pg2601  20251016   3947.00  ...   3987.00     3908.00       PG
175  pg2602  20251016   3868.00  ...   3897.00     3836.00       PG
176  pg2603  20251016   3783.00  ...   3818.00     3757.00       PG
177  pg2604  20251016   4164.00  ...   4193.00     4152.00       PG
178  pg2605  20251016   4086.00  ...   4113.00     4067.00       PG
179  pg2606  20251016   4020.00  ...   4053.00     4006.00       PG
180  pg2607  20251016   3958.00  ...   3980.00     3950.00       PG
181  pg2608  20251016   3938.00  ...   3944.00     3905.00       PG
182  pg2609  20251016   3879.00  ...   3869.00     3848.00       PG
183  pp2510  20251016   6482.00  ...   6482.00     6482.00       PP
184  pp2511  20251016   6539.00  ...   6524.00     6519.00       PP
185  pp2512  20251016   6572.00  ...   6571.00     6562.00       PP
186  pp2601  20251016   6597.00  ...   6598.00     6590.00       PP
187  pp2602  20251016   6584.00  ...   6594.00     6585.00       PP
188  pp2603  20251016   6594.00  ...   6587.00     6593.00       PP
189  pp2604  20251016   6630.00  ...   6641.00     6611.00       PP
190  pp2605  20251016   6653.00  ...   6643.00     6642.00       PP
191  pp2606  20251016   6622.00  ...   6609.00     6612.00       PP
192  pp2607  20251016   6608.00  ...   6591.00     6603.00       PP
193  pp2608  20251016   6621.00  ...   6639.00     6628.00       PP
194  pp2609  20251016   6680.00  ...   6666.00     6673.00       PP
195  rr2510  20251016      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251016   3624.00  ...   3615.00     3614.00       RR
197  rr2512  20251016   3607.00  ...   3606.00     3608.00       RR
198  rr2601  20251016   3627.00  ...   3626.00     3626.00       RR
199  rr2602  20251016   3617.00  ...   3614.00     3612.00       RR
200  rr2603  20251016   3613.00  ...   3612.00     3613.00       RR
201  rr2604  20251016   3615.00  ...   3615.00     3613.00       RR
202  rr2605  20251016   3609.00  ...   3609.00     3609.00       RR
203  rr2606  20251016   3610.00  ...   3606.00     3603.00       RR
204  rr2607  20251016   3617.00  ...   3611.00     3624.00       RR
205  rr2608  20251016   3601.00  ...   3601.00     3605.00       RR
206  rr2609  20251016   3608.00  ...   3608.00     3616.00       RR
207   v2510  20251016   4545.00  ...   4543.00     4561.00        V
208   v2511  20251016   4593.00  ...   4581.00     4593.00        V
209   v2512  20251016   4646.00  ...   4625.00     4635.00        V
210   v2601  20251016   4673.00  ...   4667.00     4680.00        V
211   v2602  20251016   4725.00  ...   4709.00     4727.00        V
212   v2603  20251016   4752.00  ...   4742.00     4758.00        V
213   v2604  20251016   4953.00  ...   4932.00     4953.00        V
214   v2605  20251016   4996.00  ...   4981.00     4993.00        V
215   v2606  20251016   5007.00  ...   5007.00     5028.00        V
216   v2607  20251016   5039.00  ...   5042.00     5067.00        V
217   v2608  20251016   5087.00  ...   5087.00     5102.00        V
218   v2609  20251016   5130.00  ...   5124.00     5129.00        V
219   y2511  20251016   8254.00  ...   8248.00     8246.00        Y
220   y2512  20251016   8290.00  ...   8294.00     8280.00        Y
221   y2601  20251016   8250.00  ...   8252.00     8244.00        Y
222   y2603  20251016   8196.00  ...   8214.00     8198.00        Y
223   y2605  20251016   8050.00  ...   8054.00     8040.00        Y
224   y2607  20251016   8006.00  ...   8004.00     7982.00        Y
225   y2608  20251016   8014.00  ...   8010.00     7968.00        Y
226   y2609  20251016   7966.00  ...   7966.00     7946.00        Y

[227 rows x 12 columns]
2025-10-17 16:26:34,458 - future_1d - INFO - ak.get_dce_daily('2025-10-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251016  7242.200  ...  7212.600    7272.000       IC
1   IC2511  20251016  7183.200  ...  7111.800    7190.400       IC
2   IC2512  20251016  7123.000  ...  7046.600    7134.400       IC
3   IC2603  20251016  6957.800  ...  6881.600    6972.000       IC
4   IF2510  20251016  4596.400  ...  4611.200    4596.400       IF
5   IF2511  20251016  4573.000  ...  4596.800    4583.800       IF
6   IF2512  20251016  4561.000  ...  4585.800    4572.600       IF
7   IF2603  20251016  4546.400  ...  4564.200    4551.200       IF
8   IH2510  20251016  2994.600  ...  3018.000    2996.800       IH
9   IH2511  20251016  2994.200  ...  3017.200    2994.000       IH
10  IH2512  20251016  2991.000  ...  3017.400    2995.000       IH
11  IH2603  20251016  2989.600  ...  3016.800    2996.000       IH
12  IM2510  20251016  7440.400  ...  7394.000    7451.600       IM
13  IM2511  20251016  7334.000  ...  7276.800    7357.600       IM
14  IM2512  20251016  7255.000  ...  7190.600    7273.800       IM
15  IM2603  20251016  7040.000  ...  6971.400    7054.200       IM
16   T2512  20251016   108.115  ...   108.160     108.100        T
17   T2603  20251016   107.800  ...   107.865     107.780        T
18   T2606  20251016   107.720  ...   107.775     107.705        T
19  TF2512  20251016   105.710  ...   105.705     105.715       TF
20  TF2603  20251016   105.640  ...   105.610     105.610       TF
21  TF2606  20251016   105.610  ...   105.630     105.615       TF
22  TL2512  20251016   114.660  ...   115.020     114.480       TL
23  TL2603  20251016   114.450  ...   114.720     114.160       TL
24  TL2606  20251016   114.280  ...   114.590     114.100       TL
25  TS2512  20251016   102.382  ...   102.368     102.372       TS
26  TS2603  20251016   102.276  ...   102.280     102.274       TS
27  TS2606  20251016   102.316  ...   102.316     102.316       TS

[28 rows x 12 columns]
2025-10-17 16:26:34,766 - future_1d - INFO - ak.get_cffex_daily('2025-10-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251016   446.7  ...   443.2      443.2      SC
1       SC2512  20251016   449.6  ...   445.6      444.9      SC
2       SC2601  20251016     450  ...     446      445.5      SC
3       SC2602  20251016     448  ...   446.7      445.9      SC
4       SC2603  20251016   449.5  ...   447.3      447.3      SC
5       SC2604  20251016   452.9  ...   448.3      448.5      SC
6       SC2605  20251016   451.2  ...   449.4      448.9      SC
7       SC2606  20251016   451.9  ...   449.9      450.1      SC
8       SC2607  20251016   453.3  ...   451.9        450      SC
9       SC2608  20251016     448  ...   452.2      450.6      SC
10      SC2609  20251016   453.2  ...   451.7      450.6      SC
11      SC2610  20251016          ...   449.7      449.7      SC
12      SC2612  20251016   451.8  ...   451.8      451.5      SC
13      SC2703  20251016          ...   450.7      448.6      SC
14      SC2706  20251016          ...   453.6      453.6      SC
15      SC2709  20251016          ...   450.2      449.9      SC
16      SC2712  20251016   450.6  ...   450.6        455      SC
17      SC2803  20251016          ...   449.9        449      SC
18      SC2806  20251016   456.9  ...   453.5        448      SC
19      SC2809  20251016     450  ...   451.8      448.9      SC
21      LU2511  20251016    3164  ...    3147       3141      LU
22      LU2512  20251016    3175  ...    3163       3158      LU
23      LU2601  20251016    3179  ...    3163       3161      LU
24      LU2602  20251016    3182  ...    3166       3162      LU
25      LU2603  20251016    3197  ...    3165       3160      LU
26      LU2604  20251016    3191  ...    3176       3161      LU
27      LU2605  20251016    3190  ...    3184       3163      LU
28      LU2606  20251016    3190  ...    3192       3160      LU
29      LU2607  20251016    3191  ...    3191       3175      LU
30      LU2608  20251016    3197  ...    3192       3173      LU
31      LU2609  20251016    3197  ...    3192       3159      LU
32      LU2610  20251016    3182  ...    3185       3152      LU
34      NR2511  20251016   12240  ...   12295      12110      NR
35      NR2512  20251016   12205  ...   12245      12085      NR
36      NR2601  20251016   12215  ...   12215      12075      NR
37      NR2602  20251016   12120  ...   12195      12055      NR
38      NR2603  20251016   12105  ...   12185      12085      NR
39      NR2604  20251016   12110  ...   12145      12050      NR
40      NR2605  20251016   12065  ...   12165      12045      NR
41      NR2606  20251016          ...   12140      12110      NR
42      NR2607  20251016   12100  ...   12100      12155      NR
43      NR2608  20251016          ...   12090      12090      NR
44      NR2609  20251016   12180  ...   12180      12185      NR
45      NR2610  20251016          ...   12185      12185      NR
47      BC2511  20251016   75750  ...   75500      75490      BC
48      BC2512  20251016   75850  ...   75590      75350      BC
49      BC2601  20251016          ...   76570      76860      BC
50      BC2602  20251016          ...   75800      75800      BC
51      BC2603  20251016          ...   75870      75870      BC
52      BC2604  20251016          ...   76520      76520      BC
53      BC2605  20251016          ...   75900      75900      BC
54      BC2606  20251016          ...   75880      75880      BC
55      BC2607  20251016          ...   76570      76570      BC
56      BC2608  20251016          ...   75800      75800      BC
57      BC2609  20251016          ...   76130      76130      BC
58      BC2610  20251016          ...   76130      76130      BC
60      EC2510  20251016    1120  ...    1112     1128.2      EC
61      EC2512  20251016  1690.1  ...    1663     1713.4      EC
62      EC2602  20251016  1452.5  ...  1427.9     1481.1      EC
63      EC2604  20251016    1133  ...  1114.5     1148.9      EC
64      EC2606  20251016  1306.6  ...  1283.7     1315.7      EC
65      EC2608  20251016  1440.4  ...  1418.2     1458.2      EC
68  SC_TAS2511  20251016          ...                     SC_TAS
69  SC_TAS2512  20251016          ...                     SC_TAS
70  SC_TAS2601  20251016          ...                     SC_TAS
71  SC_TAS2602  20251016          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-17 16:26:34,844 - future_1d - INFO - ak.get_ine_daily('2025-10-16') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251016   9185.0   9185.0  ...      266.28   9182.0      9160.0       AP
1    AP511  20251016   8694.0   8734.0  ...     4660.57   8631.0      8695.0       AP
2    AP512  20251016   8661.0   8661.0  ...     3014.99   8565.0      8660.0       AP
3    AP601  20251016   8677.0   8691.0  ...  1123836.67   8565.0      8668.0       AP
4    AP603  20251016   8594.0   8594.0  ...     1225.84   8454.0      8572.0       AP
5    AP604  20251016   8618.0   8622.0  ...      603.96   8506.0      8607.0       AP
6    AP605  20251016   8678.0   8705.0  ...    81915.60   8553.0      8678.0       AP
7    CF511  20251016  13285.0  13395.0  ...    52906.93  13355.0     13275.0       CF
8    CF601  20251016  13260.0  13335.0  ...  1114456.10  13290.0     13255.0       CF
9    CF603  20251016  13290.0  13355.0  ...   120126.53  13310.0     13285.0       CF
10   CF605  20251016  13325.0  13390.0  ...   209550.20  13345.0     13315.0       CF
11   CF607  20251016  13335.0  13400.0  ...     1103.38  13375.0     13345.0       CF
12   CF609  20251016  13495.0  13545.0  ...     2839.98  13525.0     13495.0       CF
13   CJ512  20251016  10945.0  11220.0  ...     5706.67  11115.0     10975.0       CJ
14   CJ601  20251016  11100.0  11375.0  ...  1285269.52  11240.0     11105.0       CJ
15   CJ603  20251016  11060.0  11310.0  ...    13742.26  11200.0     11055.0       CJ
16   CJ605  20251016  11185.0  11420.0  ...   201495.93  11310.0     11185.0       CJ
17   CJ607  20251016  11290.0  11500.0  ...     3395.35  11415.0     11270.0       CJ
18   CJ609  20251016  11400.0  11625.0  ...     2964.85  11535.0     11405.0       CJ
19   CY510  20251016      0.0      0.0  ...        0.00  19475.0     19395.0       CY
20   CY511  20251016  19675.0  19770.0  ...     2464.93  19720.0     19675.0       CY
21   CY512  20251016      0.0      0.0  ...        0.00  19150.0     19100.0       CY
22   CY601  20251016  19310.0  19415.0  ...    94728.78  19375.0     19295.0       CY
23   CY602  20251016      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251016      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251016      0.0      0.0  ...        0.00  19570.0     19555.0       CY
27   CY606  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251016      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251016      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251016      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251016      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251016   1024.0   1042.0  ...    24408.65   1031.0      1031.0       FG
33   FG512  20251016   1139.0   1151.0  ...    92643.61   1138.0      1137.0       FG
34   FG601  20251016   1137.0   1148.0  ...  3410490.29   1137.0      1134.0       FG
35   FG602  20251016   1206.0   1217.0  ...    36946.81   1204.0      1203.0       FG
36   FG603  20251016   1211.0   1219.0  ...   110594.34   1206.0      1206.0       FG
37   FG604  20251016   1279.0   1285.0  ...      589.81   1271.0      1273.0       FG
38   FG605  20251016   1274.0   1285.0  ...   132654.29   1271.0      1273.0       FG
39   FG606  20251016   1316.0   1325.0  ...      835.95   1310.0      1312.0       FG
40   FG607  20251016   1318.0   1318.0  ...      879.77   1301.0      1304.0       FG
41   FG608  20251016   1355.0   1360.0  ...     1119.94   1353.0      1356.0       FG
42   FG609  20251016   1357.0   1360.0  ...     5266.15   1353.0      1356.0       FG
43   JR511  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251016      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251016   2280.0   2302.0  ...    11338.26   2282.0      2277.0       MA
53   MA512  20251016   2301.0   2312.0  ...    88851.39   2293.0      2287.0       MA
54   MA601  20251016   2299.0   2320.0  ...  1764885.50   2296.0      2292.0       MA
55   MA602  20251016   2321.0   2342.0  ...    55981.34   2316.0      2308.0       MA
56   MA603  20251016   2329.0   2351.0  ...   101811.39   2328.0      2322.0       MA
57   MA604  20251016   2318.0   2344.0  ...       60.69   2334.0      2319.0       MA
58   MA605  20251016   2320.0   2327.0  ...   224906.55   2314.0      2308.0       MA
59   MA606  20251016   2321.0   2322.0  ...       53.18   2312.0      2312.0       MA
60   MA607  20251016   2300.0   2303.0  ...       41.30   2295.0      2292.0       MA
61   MA608  20251016   2283.0   2297.0  ...       16.04   2291.0      2281.0       MA
62   MA609  20251016   2272.0   2283.0  ...     2879.63   2266.0      2266.0       MA
63   OI511  20251016  10093.0  10132.0  ...    27428.07  10099.0     10099.0       OI
64   OI601  20251016   9935.0   9972.0  ...  1585087.06   9937.0      9939.0       OI
65   OI603  20251016   9737.0   9759.0  ...   185129.21   9735.0      9706.0       OI
66   OI605  20251016   9506.0   9517.0  ...    64679.88   9494.0      9485.0       OI
67   OI607  20251016   9456.0   9466.0  ...      982.26   9445.0      9420.0       OI
68   OI609  20251016   9404.0   9427.0  ...      960.26   9414.0      9401.0       OI
69   PF510  20251016   6080.0   6120.0  ...       48.72   6090.0      6088.0       PF
70   PF511  20251016   6084.0   6122.0  ...    48420.17   6098.0      6072.0       PF
71   PF512  20251016   6062.0   6098.0  ...   478410.44   6072.0      6040.0       PF
72   PF601  20251016   6090.0   6114.0  ...    94846.20   6088.0      6054.0       PF
73   PF602  20251016   6040.0   6100.0  ...   206910.32   6066.0      6024.0       PF
74   PF603  20251016   6026.0   6090.0  ...    62719.05   6052.0      6016.0       PF
75   PF604  20251016   6102.0   6140.0  ...      115.97   6104.0      6088.0       PF
76   PF605  20251016   6118.0   6138.0  ...      262.80   6112.0      6096.0       PF
77   PF606  20251016   6098.0   6102.0  ...        6.10   6100.0      6100.0       PF
78   PF607  20251016   6116.0   6154.0  ...        6.14   6136.0      6124.0       PF
79   PF608  20251016   6182.0   6182.0  ...        3.09   6182.0      6140.0       PF
80   PF609  20251016   6150.0   6198.0  ...       12.35   6174.0      6154.0       PF
81   PK510  20251016      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251016   7900.0   7900.0  ...    67678.11   7806.0      7884.0       PK
83   PK512  20251016   7930.0   7944.0  ...   157584.11   7890.0      7958.0       PK
84   PK601  20251016   8060.0   8060.0  ...   518144.61   7998.0      8058.0       PK
85   PK603  20251016   8110.0   8110.0  ...   159904.99   8058.0      8084.0       PK
86   PK604  20251016   8092.0   8094.0  ...     1344.17   8050.0      8086.0       PK
87   PK605  20251016   8126.0   8126.0  ...    22406.29   8074.0      8110.0       PK
88   PL601  20251016   6093.0   6124.0  ...   104191.85   6087.0      6085.0       PL
89   PL602  20251016   6116.0   6158.0  ...    32973.02   6124.0      6124.0       PL
90   PL603  20251016   6130.0   6159.0  ...    21462.11   6129.0      6124.0       PL
91   PL604  20251016      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251016   6097.0   6114.0  ...       36.63   6106.0      6080.0       PL
93   PL606  20251016      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251016   6103.0   6138.0  ...       73.43   6120.0      6211.0       PL
95   PL608  20251016   6106.0   6106.0  ...       12.21   6106.0      6277.0       PL
96   PL609  20251016      0.0      0.0  ...        0.00   6232.0      6232.0       PL
97   PM511  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251016   5586.0   5586.0  ...       16.76   5586.0      5638.0       PR
104  PR511  20251016   5582.0   5618.0  ...    20178.12   5596.0      5568.0       PR
105  PR512  20251016   5596.0   5622.0  ...   346068.28   5592.0      5560.0       PR
106  PR601  20251016   5562.0   5590.0  ...   356592.49   5560.0      5532.0       PR
107  PR602  20251016   5610.0   5632.0  ...   109032.49   5612.0      5576.0       PR
108  PR603  20251016   5590.0   5622.0  ...      117.65   5602.0      5574.0       PR
109  PR604  20251016   5600.0   5622.0  ...       50.45   5606.0      5594.0       PR
110  PR605  20251016   5620.0   5650.0  ...      118.09   5624.0      5612.0       PR
111  PR606  20251016   5656.0   5656.0  ...        8.48   5656.0      5652.0       PR
112  PR607  20251016   5660.0   5660.0  ...       25.45   5656.0      5670.0       PR
113  PR608  20251016      0.0      0.0  ...        0.00   5702.0      5688.0       PR
114  PR609  20251016   5678.0   5678.0  ...        8.52   5678.0      5692.0       PR
115  PX510  20251016      0.0      0.0  ...     3156.00   6326.0      6326.0       PX
116  PX511  20251016   6370.0   6392.0  ...    51062.42   6356.0      6316.0       PX
117  PX512  20251016   6358.0   6390.0  ...   116295.88   6354.0      6304.0       PX
118  PX601  20251016   6342.0   6386.0  ...   553914.28   6346.0      6296.0       PX
119  PX602  20251016   6354.0   6398.0  ...   202869.55   6356.0      6314.0       PX
120  PX603  20251016   6356.0   6400.0  ...   146825.16   6358.0      6320.0       PX
121  PX604  20251016   6358.0   6358.0  ...        3.18   6358.0      6344.0       PX
122  PX605  20251016   6398.0   6422.0  ...     3027.79   6394.0      6342.0       PX
123  PX606  20251016   6418.0   6426.0  ...       12.85   6424.0      6352.0       PX
124  PX607  20251016      0.0      0.0  ...        0.00   6418.0      6374.0       PX
125  PX608  20251016      0.0      0.0  ...        0.00   6434.0      6386.0       PX
126  PX609  20251016   6450.0   6454.0  ...        9.68   6452.0      6394.0       PX
127  RI511  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251016   2385.0   2409.0  ...     2813.23   2398.0      2387.0       RM
134  RM601  20251016   2361.0   2377.0  ...   328359.72   2365.0      2359.0       RM
135  RM603  20251016   2301.0   2313.0  ...     2947.40   2304.0      2297.0       RM
136  RM605  20251016   2300.0   2310.0  ...    68500.38   2302.0      2295.0       RM
137  RM607  20251016   2288.0   2299.0  ...     8377.28   2294.0      2286.0       RM
138  RM608  20251016   2396.0   2405.0  ...      309.84   2402.0      2393.0       RM
139  RM609  20251016   2389.0   2399.0  ...     2420.57   2394.0      2388.0       RM
140  RS511  20251016   5270.0   5275.0  ...       31.53   5256.0      5236.0       RS
141  RS607  20251016      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251016      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251016      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251016   1140.0   1148.0  ...      618.84   1138.0      1151.0       SA
145  SA511  20251016   1160.0   1166.0  ...    24200.26   1155.0      1162.0       SA
146  SA512  20251016   1225.0   1228.0  ...   161424.89   1217.0      1220.0       SA
147  SA601  20251016   1235.0   1240.0  ...  2821122.25   1227.0      1231.0       SA
148  SA602  20251016   1271.0   1277.0  ...   100529.67   1262.0      1267.0       SA
149  SA603  20251016   1286.0   1286.0  ...   189753.42   1269.0      1273.0       SA
150  SA604  20251016   1318.0   1322.0  ...      839.13   1311.0      1314.0       SA
151  SA605  20251016   1312.0   1327.0  ...   126298.26   1317.0      1319.0       SA
152  SA606  20251016   1335.0   1344.0  ...      777.83   1336.0      1339.0       SA
153  SA607  20251016   1337.0   1348.0  ...     1115.16   1340.0      1343.0       SA
154  SA608  20251016   1376.0   1383.0  ...      395.93   1375.0      1380.0       SA
155  SA609  20251016   1385.0   1389.0  ...     4943.81   1382.0      1385.0       SA
156  SF510  20251016   5250.0   5300.0  ...      147.45   5266.0      5226.0       SF
157  SF511  20251016   5374.0   5482.0  ...   153306.18   5430.0      5410.0       SF
158  SF512  20251016   5342.0   5470.0  ...    66454.87   5434.0      5388.0       SF
159  SF601  20251016   5332.0   5456.0  ...   423091.83   5410.0      5370.0       SF
160  SF602  20251016   5286.0   5414.0  ...    68186.85   5362.0      5314.0       SF
161  SF603  20251016   5464.0   5586.0  ...   108780.59   5532.0      5490.0       SF
162  SF604  20251016   5468.0   5538.0  ...        5.50   5504.0      5438.0       SF
163  SF605  20251016   5420.0   5556.0  ...     4437.25   5498.0      5464.0       SF
164  SF606  20251016   5410.0   5508.0  ...       51.68   5440.0      5436.0       SF
165  SF607  20251016   5580.0   5674.0  ...       47.85   5630.0      5602.0       SF
166  SF608  20251016   5632.0   5632.0  ...        2.82   5632.0      5598.0       SF
167  SF609  20251016   5554.0   5660.0  ...      106.79   5620.0      5582.0       SF
168  SH510  20251016      0.0      0.0  ...        0.00   2417.0      2400.0       SH
169  SH511  20251016   2418.0   2433.0  ...    35385.91   2424.0      2407.0       SH
170  SH512  20251016   2468.0   2487.0  ...   112669.73   2475.0      2458.0       SH
171  SH601  20251016   2446.0   2465.0  ...  1942132.93   2451.0      2434.0       SH
172  SH602  20251016   2475.0   2495.0  ...   297506.00   2477.0      2466.0       SH
173  SH603  20251016   2492.0   2501.0  ...   247580.43   2483.0      2475.0       SH
174  SH604  20251016   2537.0   2545.0  ...      144.76   2540.0      2526.0       SH
175  SH605  20251016   2541.0   2557.0  ...    12971.32   2546.0      2535.0       SH
176  SH606  20251016   2581.0   2585.0  ...       46.51   2584.0      2564.0       SH
177  SH607  20251016   2585.0   2588.0  ...       85.28   2584.0      2568.0       SH
178  SH608  20251016   2598.0   2612.0  ...       23.46   2607.0      2592.0       SH
179  SH609  20251016   2597.0   2610.0  ...      148.52   2606.0      2596.0       SH
180  SM510  20251016   5610.0   5642.0  ...     1174.49   5634.0      5660.0       SM
181  SM511  20251016   5690.0   5772.0  ...    16696.96   5744.0      5754.0       SM
182  SM512  20251016   5726.0   5780.0  ...   286597.53   5760.0      5762.0       SM
183  SM601  20251016   5734.0   5786.0  ...   371676.15   5758.0      5766.0       SM
184  SM602  20251016   5738.0   5788.0  ...    85538.56   5766.0      5770.0       SM
185  SM603  20251016   5736.0   5798.0  ...   312946.90   5778.0      5782.0       SM
186  SM604  20251016      0.0      0.0  ...        0.00   5788.0      5802.0       SM
187  SM605  20251016   5766.0   5816.0  ...    13157.59   5796.0      5794.0       SM
188  SM606  20251016      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251016      0.0      0.0  ...        0.00   5800.0      5790.0       SM
190  SM608  20251016      0.0      0.0  ...        0.00   5808.0      5794.0       SM
191  SM609  20251016   5800.0   5846.0  ...      705.19   5828.0      5826.0       SM
192  SR511  20251016   5414.0   5414.0  ...    16599.07   5395.0      5427.0       SR
193  SR601  20251016   5394.0   5412.0  ...   780361.11   5403.0      5402.0       SR
194  SR603  20251016   5381.0   5395.0  ...   165285.78   5387.0      5388.0       SR
195  SR605  20251016   5365.0   5377.0  ...    64185.43   5368.0      5373.0       SR
196  SR607  20251016   5370.0   5384.0  ...     1591.05   5375.0      5384.0       SR
197  SR609  20251016   5382.0   5393.0  ...     3960.57   5381.0      5394.0       SR
198  TA510  20251016   4382.0   4410.0  ...     2056.70   4400.0      4370.0       TA
199  TA511  20251016   4400.0   4430.0  ...    44114.52   4410.0      4378.0       TA
200  TA512  20251016   4410.0   4446.0  ...   151516.62   4420.0      4394.0       TA
201  TA601  20251016   4442.0   4466.0  ...  1398005.58   4442.0      4412.0       TA
202  TA602  20251016   4460.0   4480.0  ...   153250.12   4452.0      4424.0       TA
203  TA603  20251016   4480.0   4496.0  ...    79583.40   4470.0      4438.0       TA
204  TA604  20251016   4488.0   4504.0  ...       38.07   4480.0      4456.0       TA
205  TA605  20251016   4490.0   4524.0  ...    91544.22   4504.0      4474.0       TA
206  TA606  20251016   4520.0   4526.0  ...       15.84   4524.0      4476.0       TA
207  TA607  20251016      0.0      0.0  ...        0.00   4526.0      4492.0       TA
208  TA608  20251016      0.0      0.0  ...        0.00   4538.0      4526.0       TA
209  TA609  20251016   4532.0   4550.0  ...     1390.92   4538.0      4512.0       TA
210  UR510  20251016   1495.0   1495.0  ...      301.99   1495.0      1495.0       UR
211  UR511  20251016   1575.0   1585.0  ...    11581.73   1573.0      1580.0       UR
212  UR512  20251016   1585.0   1597.0  ...    31846.83   1587.0      1590.0       UR
213  UR601  20251016   1599.0   1610.0  ...   495547.68   1597.0      1604.0       UR
214  UR602  20251016   1606.0   1617.0  ...    18143.87   1608.0      1612.0       UR
215  UR603  20251016   1665.0   1668.0  ...      238.29   1655.0      1666.0       UR
216  UR604  20251016   1667.0   1673.0  ...       36.71   1669.0      1669.0       UR
217  UR605  20251016   1669.0   1680.0  ...    46618.44   1670.0      1674.0       UR
218  UR606  20251016   1670.0   1686.0  ...      338.12   1674.0      1680.0       UR
219  UR607  20251016   1703.0   1719.0  ...       81.94   1707.0      1708.0       UR
220  UR608  20251016   1700.0   1715.0  ...      102.37   1706.0      1707.0       UR
221  UR609  20251016   1700.0   1712.0  ...      446.55   1704.0      1707.0       UR
222  WH511  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:26:35,196 - future_1d - INFO - ak.get_czce_daily('2025-10-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251016      0.0  ...  52555.0     50755.0       PS
1   PS2511  20251016  50690.0  ...  51755.0     50805.0       PS
2   PS2512  20251016  53160.0  ...  54225.0     53270.0       PS
3   PS2601  20251016  53280.0  ...  54180.0     53165.0       PS
4   PS2602  20251016  52830.0  ...  53995.0     52840.0       PS
5   PS2603  20251016  52705.0  ...  53925.0     52690.0       PS
6   PS2604  20251016  52790.0  ...  53825.0     52600.0       PS
7   PS2605  20251016  52985.0  ...  53700.0     52730.0       PS
8   PS2606  20251016  54475.0  ...  55560.0     54525.0       PS
9   PS2607  20251016  54050.0  ...  55495.0     54410.0       PS
10  PS2608  20251016  53775.0  ...  55065.0     54125.0       PS
11  PS2609  20251016  53780.0  ...  54750.0     53855.0       PS
13  SI2510  20251016   8620.0  ...   8615.0      8620.0       SI
14  SI2511  20251016   8555.0  ...   8575.0      8595.0       SI
15  SI2512  20251016   8955.0  ...   8955.0      8965.0       SI
16  SI2601  20251016   8885.0  ...   8895.0      8905.0       SI
17  SI2602  20251016   8915.0  ...   8890.0      8885.0       SI
18  SI2603  20251016   8890.0  ...   8895.0      8910.0       SI
19  SI2604  20251016   8880.0  ...   8920.0      8940.0       SI
20  SI2605  20251016   8880.0  ...   8925.0      8935.0       SI
21  SI2606  20251016   8940.0  ...   8930.0      8960.0       SI
22  SI2607  20251016   8950.0  ...   8950.0      8935.0       SI
23  SI2608  20251016   8895.0  ...   8965.0      8960.0       SI
24  SI2609  20251016   8950.0  ...   8965.0      8975.0       SI
27  LC2510  20251016  73600.0  ...  73660.0     73220.0       LC
28  LC2511  20251016  72820.0  ...  73820.0     73100.0       LC
29  LC2512  20251016  73000.0  ...  74080.0     73200.0       LC
30  LC2601  20251016  73200.0  ...  74060.0     73200.0       LC
31  LC2602  20251016  72720.0  ...  73780.0     73100.0       LC
32  LC2603  20251016  72800.0  ...  73820.0     72980.0       LC
33  LC2604  20251016  73540.0  ...  74340.0     73640.0       LC
34  LC2605  20251016  73500.0  ...  74320.0     73680.0       LC
35  LC2606  20251016  73580.0  ...  74200.0     73620.0       LC
36  LC2607  20251016  73320.0  ...  74220.0     73560.0       LC
37  LC2608  20251016  73980.0  ...  74460.0     73840.0       LC
38  LC2609  20251016  73820.0  ...  74460.0     73940.0       LC

[36 rows x 12 columns]
2025-10-17 16:26:35,403 - future_1d - INFO - ak.get_gfex_daily('2025-10-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251016  ...   85040      84960      CU
1        1      CU2512  20251016  ...   85060      85000      CU
2        2      CU2601  20251016  ...   85010      84840      CU
3        3      CU2602  20251016  ...   84870      84750      CU
4        4      CU2603  20251016  ...   84830      84570      CU
5        5      CU2604  20251016  ...   84800      84860      CU
6        6      CU2605  20251016  ...   84710      84510      CU
7        7      CU2606  20251016  ...   84690      84560      CU
8        8      CU2607  20251016  ...   84460      84370      CU
9        9      CU2608  20251016  ...   84470      84550      CU
10      10      CU2609  20251016  ...   84310      84340      CU
11      11      CU2610  20251016  ...   84110      84340      CU
12      12      BC2511  20251016  ...   75500      75490      BC
13      13      BC2512  20251016  ...   75590      75350      BC
14      14      BC2601  20251016  ...   76570      76860      BC
15      15      BC2602  20251016  ...   75800      75800      BC
16      16      BC2603  20251016  ...   75870      75870      BC
17      17      BC2604  20251016  ...   76520      76520      BC
18      18      BC2605  20251016  ...   75900      75900      BC
19      19      BC2606  20251016  ...   75880      75880      BC
20      20      BC2607  20251016  ...   76570      76570      BC
21      21      BC2608  20251016  ...   75800      75800      BC
22      22      BC2609  20251016  ...   76130      76130      BC
23      23      BC2610  20251016  ...   76130      76130      BC
24      24      AL2511  20251016  ...   20910      20875      AL
25      25      AL2512  20251016  ...   20935      20895      AL
26      26      AL2601  20251016  ...   20940      20900      AL
27      27      AL2602  20251016  ...   20935      20890      AL
28      28      AL2603  20251016  ...   20955      20885      AL
29      29      AL2604  20251016  ...   20985      20910      AL
30      30      AL2605  20251016  ...   20990      20915      AL
31      31      AL2606  20251016  ...   21010      20890      AL
32      32      AL2607  20251016  ...   20970      20925      AL
33      33      AL2608  20251016  ...   20990      20930      AL
34      34      AL2609  20251016  ...   20970      20940      AL
35      35      AL2610  20251016  ...   20985      20940      AL
36      36      ZN2511  20251016  ...   21950      21995      ZN
37      37      ZN2512  20251016  ...   21980      22035      ZN
38      38      ZN2601  20251016  ...   22015      22065      ZN
39      39      ZN2602  20251016  ...   22050      22090      ZN
40      40      ZN2603  20251016  ...   22080      22125      ZN
41      41      ZN2604  20251016  ...   22120      22150      ZN
42      42      ZN2605  20251016  ...   22140      22180      ZN
43      43      ZN2606  20251016  ...   22175      22215      ZN
44      44      ZN2607  20251016  ...   22175      22200      ZN
45      45      ZN2608  20251016  ...   22225      22220      ZN
46      46      ZN2609  20251016  ...   22255      22275      ZN
47      47      ZN2610  20251016  ...   22100      22275      ZN
48      48      PB2511  20251016  ...   17115      17055      PB
49      49      PB2512  20251016  ...   17135      17085      PB
50      50      PB2601  20251016  ...   17135      17085      PB
51      51      PB2602  20251016  ...   17120      16990      PB
52      52      PB2603  20251016  ...   17170      17105      PB
53      53      PB2604  20251016  ...   17190      17190      PB
54      54      PB2605  20251016  ...   17230      17145      PB
55      55      PB2606  20251016  ...   17230      17195      PB
56      56      PB2607  20251016  ...   17160      17160      PB
57      57      PB2608  20251016  ...   17245      17200      PB
58      58      PB2609  20251016  ...   17255      17235      PB
59      59      PB2610  20251016  ...   17235      17235      PB
60      60      NI2511  20251016  ...  120920     121020      NI
61      61      NI2512  20251016  ...  121070     121170      NI
62      62      NI2601  20251016  ...  121290     121390      NI
63      63      NI2602  20251016  ...  121520     121600      NI
64      64      NI2603  20251016  ...  121790     121920      NI
65      65      NI2604  20251016  ...  122050     122100      NI
66      66      NI2605  20251016  ...  122200     122360      NI
67      67      NI2606  20251016  ...  122390     122570      NI
68      68      NI2607  20251016  ...  122720     122850      NI
69      69      NI2608  20251016  ...  123000     123210      NI
70      70      NI2609  20251016  ...  123310     123450      NI
71      71      NI2610  20251016  ...  123480     123450      NI
72      72      SN2511  20251016  ...  280030     280410      SN
73      73      SN2512  20251016  ...  280450     280740      SN
74      74      SN2601  20251016  ...  280580     281030      SN
75      75      SN2602  20251016  ...  280680     280790      SN
76      76      SN2603  20251016  ...  280540     280770      SN
77      77      SN2604  20251016  ...  280560     280770      SN
78      78      SN2605  20251016  ...  280280     280720      SN
79      79      SN2606  20251016  ...  280690     281340      SN
80      80      SN2607  20251016  ...  281020     280840      SN
81      81      SN2608  20251016  ...  281860     281330      SN
82      82      SN2609  20251016  ...  282990     282990      SN
83      83      SN2610  20251016  ...  282070     282990      SN
84      84      AO2511  20251016  ...    2763       2776      AO
85      85      AO2512  20251016  ...    2773       2788      AO
86      86      AO2601  20251016  ...    2784       2799      AO
87      87      AO2602  20251016  ...    2806       2818      AO
88      88      AO2603  20251016  ...    2878       2889      AO
89      89      AO2604  20251016  ...    2894       2901      AO
90      90      AO2605  20251016  ...    2900       2910      AO
91      91      AO2606  20251016  ...    2914       2922      AO
92      92      AO2607  20251016  ...    2923       2930      AO
93      93      AO2608  20251016  ...    2932       2945      AO
94      94      AO2609  20251016  ...    2949       2960      AO
95      95      AO2610  20251016  ...    2946       2960      AO
96      96      AD2511  20251016  ...   20370      20330      AD
97      97      AD2512  20251016  ...   20435      20400      AD
98      98      AD2601  20251016  ...   20480      20445      AD
99      99      AD2602  20251016  ...   20460      20425      AD
100    100      AD2603  20251016  ...   20420      20420      AD
101    101      AD2604  20251016  ...   20420      20405      AD
102    102      AD2605  20251016  ...   20405      20340      AD
103    103      AD2606  20251016  ...   20300      20300      AD
104    104      AD2607  20251016  ...   20270      20270      AD
105    105      AD2608  20251016  ...   20495      20495      AD
106    106      AD2609  20251016  ...   20495      20495      AD
107    107      AD2610  20251016  ...   20495      20495      AD
108    108      AU2511  20251016  ...  963.74      947.9      AU
109    109      AU2512  20251016  ...     963     948.92      AU
110    110      AU2601  20251016  ...  966.54     948.92      AU
111    111      AU2602  20251016  ...  965.94      952.1      AU
112    112      AU2604  20251016  ...  967.76      953.3      AU
113    113      AU2606  20251016  ...  970.88      957.1      AU
114    114      AU2608  20251016  ...  973.76     958.84      AU
115    115      AU2610  20251016  ...  976.74     961.32      AU
116    116      AG2511  20251016  ...   12004      11689      AG
117    117      AG2512  20251016  ...   12002      11675      AG
118    118      AG2601  20251016  ...   12009      11677      AG
119    119      AG2602  20251016  ...   12026      11708      AG
120    120      AG2603  20251016  ...   12045      11700      AG
121    121      AG2604  20251016  ...   12045      11712      AG
122    122      AG2605  20251016  ...   12055      11712      AG
123    123      AG2606  20251016  ...   12077      11756      AG
124    124      AG2607  20251016  ...   12085      11765      AG
125    125      AG2608  20251016  ...   12095      11754      AG
126    126      AG2609  20251016  ...   12125      11808      AG
127    127      AG2610  20251016  ...   12147      11808      AG
128    128      RB2511  20251016  ...    2971       2987      RB
129    129      RB2512  20251016  ...    3017       3031      RB
130    130      RB2601  20251016  ...    3036       3044      RB
131    131      RB2602  20251016  ...    3043       3049      RB
132    132      RB2603  20251016  ...    3064       3074      RB
133    133      RB2604  20251016  ...    3079       3096      RB
134    134      RB2605  20251016  ...    3087       3099      RB
135    135      RB2606  20251016  ...    3103       3114      RB
136    136      RB2607  20251016  ...    3111       3136      RB
137    137      RB2608  20251016  ...    3122       3134      RB
138    138      RB2609  20251016  ...    3129       3143      RB
139    139      RB2610  20251016  ...    3134       3143      RB
140    140      WR2511  20251016  ...    3270       3270      WR
141    141      WR2512  20251016  ...    3353       3353      WR
142    142      WR2601  20251016  ...    3336       3342      WR
143    143      WR2602  20251016  ...    3383       3370      WR
144    144      WR2603  20251016  ...    3361       3361      WR
145    145      WR2604  20251016  ...    3369       3369      WR
146    146      WR2605  20251016  ...    3365       3364      WR
147    147      WR2606  20251016  ...    3363       3363      WR
148    148      WR2607  20251016  ...    3416       3416      WR
149    149      WR2608  20251016  ...    3461       3431      WR
150    150      WR2609  20251016  ...    3430       3430      WR
151    151      WR2610  20251016  ...    3430       3430      WR
152    152      HC2511  20251016  ...    3255       3282      HC
153    153      HC2512  20251016  ...    3249       3254      HC
154    154      HC2601  20251016  ...    3209       3225      HC
155    155      HC2602  20251016  ...    3215       3223      HC
156    156      HC2603  20251016  ...    3215       3233      HC
157    157      HC2604  20251016  ...    3215       3228      HC
158    158      HC2605  20251016  ...    3220       3235      HC
159    159      HC2606  20251016  ...    3226       3237      HC
160    160      HC2607  20251016  ...    3228       3245      HC
161    161      HC2608  20251016  ...    3231       3253      HC
162    162      HC2609  20251016  ...    3240       3259      HC
163    163      HC2610  20251016  ...    3240       3259      HC
164    164      SS2511  20251016  ...   12515      12525      SS
165    165      SS2512  20251016  ...   12545      12555      SS
166    166      SS2601  20251016  ...   12635      12655      SS
167    167      SS2602  20251016  ...   12690      12715      SS
168    168      SS2603  20251016  ...   12760      12795      SS
169    169      SS2604  20251016  ...   12845      12870      SS
170    170      SS2605  20251016  ...   12910      12925      SS
171    171      SS2606  20251016  ...   12960      13000      SS
172    172      SS2607  20251016  ...   13000      13035      SS
173    173      SS2608  20251016  ...   13080      13095      SS
174    174      SS2609  20251016  ...   13120      13170      SS
175    175      SS2610  20251016  ...   13210      13170      SS
176    176      SC2511  20251016  ...   443.2      443.2      SC
177    177      SC2512  20251016  ...   445.6      444.9      SC
178    178      SC2601  20251016  ...     446      445.5      SC
179    179      SC2602  20251016  ...   446.7      445.9      SC
180    180      SC2603  20251016  ...   447.3      447.3      SC
181    181      SC2604  20251016  ...   448.3      448.5      SC
182    182      SC2605  20251016  ...   449.4      448.9      SC
183    183      SC2606  20251016  ...   449.9      450.1      SC
184    184      SC2607  20251016  ...   451.9        450      SC
185    185      SC2608  20251016  ...   452.2      450.6      SC
186    186      SC2609  20251016  ...   451.7      450.6      SC
187    187      SC2610  20251016  ...   449.7      449.7      SC
188    188      SC2612  20251016  ...   451.8      451.5      SC
189    189      SC2703  20251016  ...   450.7      448.6      SC
190    190      SC2706  20251016  ...   453.6      453.6      SC
191    191      SC2709  20251016  ...   450.2      449.9      SC
192    192      SC2712  20251016  ...   450.6        455      SC
193    193      SC2803  20251016  ...   449.9        449      SC
194    194      SC2806  20251016  ...   453.5        448      SC
195    195      SC2809  20251016  ...   451.8      448.9      SC
196    196      LU2511  20251016  ...    3147       3141      LU
197    197      LU2512  20251016  ...    3163       3158      LU
198    198      LU2601  20251016  ...    3163       3161      LU
199    199      LU2602  20251016  ...    3166       3162      LU
200    200      LU2603  20251016  ...    3165       3160      LU
201    201      LU2604  20251016  ...    3176       3161      LU
202    202      LU2605  20251016  ...    3184       3163      LU
203    203      LU2606  20251016  ...    3192       3160      LU
204    204      LU2607  20251016  ...    3191       3175      LU
205    205      LU2608  20251016  ...    3192       3173      LU
206    206      LU2609  20251016  ...    3192       3159      LU
207    207      LU2610  20251016  ...    3185       3152      LU
208    208      FU2511  20251016  ...    2761       2725      FU
209    209      FU2512  20251016  ...    2718       2685      FU
210    210      FU2601  20251016  ...    2694       2669      FU
211    211      FU2602  20251016  ...    2675       2652      FU
212    212      FU2603  20251016  ...    2666       2649      FU
213    213      FU2604  20251016  ...    2663       2647      FU
214    214      FU2605  20251016  ...    2657       2641      FU
215    215      FU2606  20251016  ...    2647       2634      FU
216    216      FU2607  20251016  ...    2642       2626      FU
217    217      FU2608  20251016  ...    2612       2600      FU
218    218      FU2609  20251016  ...    2606       2594      FU
219    219      FU2610  20251016  ...    2595       2584      FU
220    220      BU2511  20251016  ...    3265       3261      BU
221    221      BU2512  20251016  ...    3191       3185      BU
222    222      BU2601  20251016  ...    3161       3149      BU
223    223      BU2602  20251016  ...    3171       3157      BU
224    224      BU2603  20251016  ...    3195       3180      BU
225    225      BU2604  20251016  ...    3199       3188      BU
226    226      BU2605  20251016  ...    3202       3194      BU
227    227      BU2606  20251016  ...    3206       3199      BU
228    228      BU2607  20251016  ...    3213       3222      BU
229    229      BU2608  20251016  ...    3202       3202      BU
230    230      BU2609  20251016  ...    3208       3202      BU
231    231      BU2610  20251016  ...    3187       3202      BU
232    232      BU2612  20251016  ...    3149       3148      BU
233    233      BU2703  20251016  ...    3154       3161      BU
234    234      BU2706  20251016  ...    3168       3168      BU
235    235      BU2709  20251016  ...    3171       3172      BU
236    236      BR2511  20251016  ...   11005      10805      BR
237    237      BR2512  20251016  ...   10930      10745      BR
238    238      BR2601  20251016  ...   10930      10740      BR
239    239      BR2602  20251016  ...   10925      10755      BR
240    240      BR2603  20251016  ...   10890      10760      BR
241    241      BR2604  20251016  ...   10875      10795      BR
242    242      BR2605  20251016  ...   10915      10800      BR
243    243      BR2606  20251016  ...   10980      10865      BR
244    244      BR2607  20251016  ...   11065      11025      BR
245    245      BR2608  20251016  ...   11080      11040      BR
246    246      BR2609  20251016  ...   11180      11080      BR
247    247      BR2610  20251016  ...   11080      11080      BR
248    248      RU2511  20251016  ...   14105      14095      RU
249    249      RU2601  20251016  ...   14845      14850      RU
250    250      RU2603  20251016  ...   14820      14835      RU
251    251      RU2604  20251016  ...   14885      14860      RU
252    252      RU2605  20251016  ...   14830      14855      RU
253    253      RU2606  20251016  ...   14815      14865      RU
254    254      RU2607  20251016  ...   14885      14905      RU
255    255      RU2608  20251016  ...   14865      14915      RU
256    256      RU2609  20251016  ...   14825      14905      RU
257    257      RU2610  20251016  ...   14810      14905      RU
258    258      NR2511  20251016  ...   12295      12110      NR
259    259      NR2512  20251016  ...   12245      12085      NR
260    260      NR2601  20251016  ...   12215      12075      NR
261    261      NR2602  20251016  ...   12195      12055      NR
262    262      NR2603  20251016  ...   12185      12085      NR
263    263      NR2604  20251016  ...   12145      12050      NR
264    264      NR2605  20251016  ...   12165      12045      NR
265    265      NR2606  20251016  ...   12140      12110      NR
266    266      NR2607  20251016  ...   12100      12155      NR
267    267      NR2608  20251016  ...   12090      12090      NR
268    268      NR2609  20251016  ...   12180      12185      NR
269    269      NR2610  20251016  ...   12185      12185      NR
270    270      SP2511  20251016  ...    4850       4854      SP
271    271      SP2512  20251016  ...    4874       4878      SP
272    272      SP2601  20251016  ...    5154       5174      SP
273    273      SP2602  20251016  ...    5168       5188      SP
274    274      SP2603  20251016  ...    5188       5206      SP
275    275      SP2604  20251016  ...    5196       5226      SP
276    276      SP2605  20251016  ...    5220       5240      SP
277    277      SP2606  20251016  ...    5228       5252      SP
278    278      SP2607  20251016  ...    5220       5248      SP
279    279      SP2608  20251016  ...    5234       5248      SP
280    280      SP2609  20251016  ...    5220       5244      SP
281    281      SP2610  20251016  ...    5244       5244      SP
282    282      OP2601  20251016  ...    4210       4214      OP
283    283      OP2602  20251016  ...    4224       4224      OP
284    284      OP2603  20251016  ...    4216       4216      OP
285    285      OP2604  20251016  ...    4232       4232      OP
286    286      OP2605  20251016  ...    4216       4236      OP
287    287      OP2606  20251016  ...    4184       4202      OP
288    288      OP2607  20251016  ...    4242       4242      OP
289    289      OP2608  20251016  ...    4268       4268      OP
290    290      OP2609  20251016  ...    4220       4220      OP
291    291      OP2610  20251016  ...    4220       4220      OP
292    292      EC2510  20251016  ...    1112     1128.2      EC
293    293      EC2512  20251016  ...    1663     1713.4      EC
294    294      EC2602  20251016  ...  1427.9     1481.1      EC
295    295      EC2604  20251016  ...  1114.5     1148.9      EC
296    296      EC2606  20251016  ...  1283.7     1315.7      EC
297    297      EC2608  20251016  ...  1418.2     1458.2      EC
298    298  SC_TAS2511  20251016  ...                     SC_TAS
299    299  SC_TAS2512  20251016  ...                     SC_TAS
300    300  SC_TAS2601  20251016  ...                     SC_TAS
301    301  SC_TAS2602  20251016  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-17 16:26:35,510 - future_1d - INFO - ak.get_shfe_daily('2025-10-16') done
2025-10-17 16:26:37,294 - future_1d - INFO - save future_daily 2025-10-16 completed
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251017   4012.00  ...   4012.00     4000.00        A
1     a2601  20251017   4026.00  ...   4034.00     4020.00        A
2     a2603  20251017   4016.00  ...   4034.00     4022.00        A
3     a2605  20251017   4056.00  ...   4066.00     4053.00        A
4     a2607  20251017   4055.00  ...   4060.00     4049.00        A
5     a2609  20251017   4060.00  ...   4063.00     4053.00        A
6     b2510  20251017      0.00  ...   3600.00     3600.00        B
7     b2511  20251017   3583.00  ...   3582.00     3604.00        B
8     b2512  20251017   3607.00  ...   3595.00     3619.00        B
9     b2601  20251017   3626.00  ...   3609.00     3631.00        B
10    b2602  20251017   3640.00  ...   3618.00     3641.00        B
11    b2603  20251017   3604.00  ...   3585.00     3603.00        B
12    b2604  20251017   3512.00  ...   3504.00     3509.00        B
13    b2605  20251017   3450.00  ...   3441.00     3447.00        B
14    b2606  20251017   3423.00  ...   3408.00     3418.00        B
15    b2607  20251017   3428.00  ...   3410.00     3424.00        B
16    b2608  20251017   3527.00  ...   3511.00     3520.00        B
17    b2609  20251017   3549.00  ...   3534.00     3544.00        B
18   bb2511  20251017      0.00  ...    144.50      144.50       BB
19   bb2601  20251017    147.15  ...    147.15      147.35       BB
20   bb2603  20251017      0.00  ...    146.90      146.90       BB
21   bb2605  20251017      0.00  ...    147.70      147.70       BB
22   bb2607  20251017      0.00  ...    152.20      152.40       BB
23   bb2609  20251017      0.00  ...    152.20      152.40       BB
24   bz2603  20251017   5662.00  ...   5594.00     5589.00       BZ
25   bz2604  20251017   5644.00  ...   5583.00     5593.00       BZ
26   bz2605  20251017   5630.00  ...   5587.00     5571.00       BZ
27   bz2606  20251017      0.00  ...   5597.00     5597.00       BZ
28   bz2607  20251017   5609.00  ...   5603.00     5530.00       BZ
29   bz2608  20251017   5586.00  ...   5586.00     5601.00       BZ
30   bz2609  20251017      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251017   2111.00  ...   2114.00     2106.00        C
32    c2601  20251017   2135.00  ...   2128.00     2131.00        C
33    c2603  20251017   2164.00  ...   2158.00     2161.00        C
34    c2605  20251017   2238.00  ...   2231.00     2227.00        C
35    c2607  20251017   2248.00  ...   2243.00     2240.00        C
36    c2609  20251017   2262.00  ...   2259.00     2255.00        C
37   cs2511  20251017   2374.00  ...   2373.00     2389.00       CS
38   cs2601  20251017   2414.00  ...   2402.00     2416.00       CS
39   cs2603  20251017   2436.00  ...   2423.00     2434.00       CS
40   cs2605  20251017   2538.00  ...   2528.00     2535.00       CS
41   cs2607  20251017   2549.00  ...   2541.00     2549.00       CS
42   cs2609  20251017   2592.00  ...   2583.00     2587.00       CS
43   eb2510  20251017   6498.00  ...   6495.00     6442.00       EB
44   eb2511  20251017   6600.00  ...   6519.00     6524.00       EB
45   eb2512  20251017   6610.00  ...   6542.00     6552.00       EB
46   eb2601  20251017   6667.00  ...   6587.00     6597.00       EB
47   eb2602  20251017   6710.00  ...   6640.00     6648.00       EB
48   eb2603  20251017   6767.00  ...   6696.00     6711.00       EB
49   eb2604  20251017   6804.00  ...   6747.00     6741.00       EB
50   eb2605  20251017   6847.00  ...   6795.00     6714.00       EB
51   eb2606  20251017   6799.00  ...   6870.00     6809.00       EB
52   eb2607  20251017      0.00  ...   6836.00     6836.00       EB
53   eb2608  20251017      0.00  ...   6840.00     6840.00       EB
54   eb2609  20251017   6877.00  ...   6869.00     6896.00       EB
55   eg2510  20251017   4076.00  ...   4082.00     4092.00       EG
56   eg2511  20251017   4103.00  ...   4043.00     4071.00       EG
57   eg2512  20251017   4083.00  ...   4038.00     4053.00       EG
58   eg2601  20251017   4088.00  ...   4037.00     4056.00       EG
59   eg2602  20251017   4080.00  ...   4051.00     4082.00       EG
60   eg2603  20251017   4090.00  ...   4065.00     4073.00       EG
61   eg2604  20251017   4136.00  ...   4131.00     4150.00       EG
62   eg2605  20251017   4151.00  ...   4122.00     4144.00       EG
63   eg2606  20251017   4162.00  ...   4131.00     4159.00       EG
64   eg2607  20251017   4177.00  ...   4166.00     4171.00       EG
65   eg2608  20251017   4190.00  ...   4180.00     4163.00       EG
66   eg2609  20251017   4195.00  ...   4150.00     4171.00       EG
67   fb2510  20251017      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251017   1252.00  ...   1240.00     1253.50       FB
69   fb2512  20251017   1258.00  ...   1259.50     1255.50       FB
70   fb2601  20251017   1269.00  ...   1268.00     1263.00       FB
71   fb2602  20251017   1267.50  ...   1266.50     1264.00       FB
72   fb2603  20251017   1262.50  ...   1261.50     1260.00       FB
73   fb2604  20251017   1266.50  ...   1265.00     1261.50       FB
74   fb2605  20251017      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251017      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251017      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251017      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251017      0.00  ...   1296.00     1296.00       FB
79    i2510  20251017      0.00  ...    806.00      806.00        I
80    i2511  20251017    795.00  ...    789.00      790.50        I
81    i2512  20251017    786.00  ...    783.00      784.00        I
82    i2601  20251017    774.00  ...    771.50      772.50        I
83    i2602  20251017    772.50  ...    769.50      770.50        I
84    i2603  20251017    768.50  ...    766.00      765.50        I
85    i2604  20251017    765.00  ...    761.00      761.00        I
86    i2605  20251017    753.00  ...    750.50      750.50        I
87    i2606  20251017    748.50  ...    745.00      745.50        I
88    i2607  20251017    745.00  ...    740.50      741.00        I
89    i2608  20251017    739.00  ...    736.00      736.00        I
90    i2609  20251017    731.50  ...    729.00      729.50        I
91    j2510  20251017      0.00  ...   1600.00     1600.00        J
92    j2511  20251017   1624.50  ...   1621.00     1588.00        J
93    j2512  20251017   1655.50  ...   1649.00     1611.00        J
94    j2601  20251017   1672.50  ...   1682.50     1649.00        J
95    j2602  20251017   1708.00  ...   1707.00     1674.50        J
96    j2603  20251017   1749.50  ...   1738.50     1714.50        J
97    j2604  20251017   1808.00  ...   1808.00     1765.50        J
98    j2605  20251017   1828.00  ...   1828.50     1797.00        J
99    j2606  20251017      0.00  ...   1820.50     1820.50        J
100   j2607  20251017      0.00  ...   1833.50     1833.50        J
101   j2608  20251017      0.00  ...   1865.00     1865.00        J
102   j2609  20251017   1919.00  ...   1909.50     1876.00        J
103  jd2510  20251017   2798.00  ...   2734.00     2750.00       JD
104  jd2511  20251017   2810.00  ...   2819.00     2834.00       JD
105  jd2512  20251017   2972.00  ...   2965.00     2990.00       JD
106  jd2601  20251017   3168.00  ...   3176.00     3180.00       JD
107  jd2602  20251017   2983.00  ...   2968.00     3000.00       JD
108  jd2603  20251017   3000.00  ...   2974.00     3015.00       JD
109  jd2604  20251017   3131.00  ...   3108.00     3137.00       JD
110  jd2605  20251017   3340.00  ...   3310.00     3342.00       JD
111  jd2606  20251017   3233.00  ...   3211.00     3233.00       JD
112  jd2607  20251017   3475.00  ...   3459.00     3482.00       JD
113  jd2608  20251017   3962.00  ...   3951.00     3966.00       JD
114  jd2609  20251017   3860.00  ...   3845.00     3862.00       JD
115  jm2510  20251017    960.00  ...    960.00      999.00       JM
116  jm2511  20251017   1082.00  ...   1067.50     1057.00       JM
117  jm2512  20251017   1126.00  ...   1120.00     1098.50       JM
118  jm2601  20251017   1190.50  ...   1184.50     1162.00       JM
119  jm2602  20251017   1212.00  ...   1206.50     1188.00       JM
120  jm2603  20251017   1230.50  ...   1225.00     1208.50       JM
121  jm2604  20251017   1248.00  ...   1245.50     1227.00       JM
122  jm2605  20251017   1269.50  ...   1266.50     1244.00       JM
123  jm2606  20251017   1291.50  ...   1283.50     1267.00       JM
124  jm2607  20251017   1309.50  ...   1303.50     1282.00       JM
125  jm2608  20251017   1327.50  ...   1323.50     1303.00       JM
126  jm2609  20251017   1351.50  ...   1346.50     1327.50       JM
127   l2510  20251017      0.00  ...   6856.00     6856.00        L
128   l2511  20251017   6914.00  ...   6868.00     6889.00        L
129   l2512  20251017   6922.00  ...   6883.00     6899.00        L
130   l2601  20251017   6936.00  ...   6893.00     6907.00        L
131   l2602  20251017   6927.00  ...   6890.00     6911.00        L
132   l2603  20251017   6930.00  ...   6892.00     6926.00        L
133   l2604  20251017   6963.00  ...   6945.00     6961.00        L
134   l2605  20251017   6951.00  ...   6927.00     6947.00        L
135   l2606  20251017   6950.00  ...   6919.00     6960.00        L
136   l2607  20251017   6989.00  ...   6952.00     6977.00        L
137   l2608  20251017   6993.00  ...   6934.00     6991.00        L
138   l2609  20251017   7014.00  ...   6922.00     6983.00        L
139  lg2511  20251017    798.00  ...    800.50      796.00       LG
140  lg2601  20251017    823.50  ...    830.50      823.50       LG
141  lg2603  20251017    830.00  ...    832.50      829.50       LG
142  lg2605  20251017    832.00  ...    834.00      830.00       LG
143  lg2607  20251017    833.00  ...    834.00      829.50       LG
144  lg2609  20251017    835.50  ...    835.50      831.50       LG
145  lh2511  20251017  11135.00  ...  11105.00    11300.00       LH
146  lh2601  20251017  11910.00  ...  11815.00    11975.00       LH
147  lh2603  20251017  11545.00  ...  11375.00    11565.00       LH
148  lh2605  20251017  12125.00  ...  12000.00    12185.00       LH
149  lh2607  20251017  12945.00  ...  12770.00    12990.00       LH
150  lh2609  20251017  13740.00  ...  13580.00    13805.00       LH
151   m2511  20251017   2881.00  ...   2857.00     2893.00        M
152   m2512  20251017   2921.00  ...   2900.00     2931.00        M
153   m2601  20251017   2910.00  ...   2882.00     2915.00        M
154   m2603  20251017   2895.00  ...   2872.00     2896.00        M
155   m2605  20251017   2741.00  ...   2730.00     2741.00        M
156   m2607  20251017   2724.00  ...   2715.00     2725.00        M
157   m2608  20251017   2848.00  ...   2837.00     2848.00        M
158   m2609  20251017   2857.00  ...   2840.00     2854.00        M
159   p2510  20251017      0.00  ...   9120.00     9120.00        P
160   p2511  20251017   9218.00  ...   9254.00     9236.00        P
161   p2512  20251017   9278.00  ...   9282.00     9278.00        P
162   p2601  20251017   9328.00  ...   9334.00     9326.00        P
163   p2602  20251017   9338.00  ...   9336.00     9328.00        P
164   p2603  20251017   9338.00  ...   9352.00     9336.00        P
165   p2604  20251017   9330.00  ...   9330.00     9322.00        P
166   p2605  20251017   9260.00  ...   9294.00     9256.00        P
167   p2606  20251017   9226.00  ...   9208.00     9168.00        P
168   p2607  20251017   9104.00  ...   9126.00     9078.00        P
169   p2608  20251017   9058.00  ...   9034.00     9000.00        P
170   p2609  20251017   8962.00  ...   8974.00     8952.00        P
171  pg2510  20251017      0.00  ...   4339.00     4340.00       PG
172  pg2511  20251017   4268.00  ...   4241.00     4199.00       PG
173  pg2512  20251017   4130.00  ...   4109.00     4079.00       PG
174  pg2601  20251017   4029.00  ...   4001.00     3987.00       PG
175  pg2602  20251017   3930.00  ...   3907.00     3897.00       PG
176  pg2603  20251017   3850.00  ...   3821.00     3818.00       PG
177  pg2604  20251017   4209.00  ...   4180.00     4193.00       PG
178  pg2605  20251017   4136.00  ...   4078.00     4113.00       PG
179  pg2606  20251017   4057.00  ...   4011.00     4053.00       PG
180  pg2607  20251017   3983.00  ...   3972.00     3980.00       PG
181  pg2608  20251017   3936.00  ...   3902.00     3944.00       PG
182  pg2609  20251017   3892.00  ...   3842.00     3869.00       PG
183  pp2510  20251017   6455.00  ...   6455.00     6482.00       PP
184  pp2511  20251017   6557.00  ...   6508.00     6524.00       PP
185  pp2512  20251017   6591.00  ...   6550.00     6571.00       PP
186  pp2601  20251017   6620.00  ...   6583.00     6598.00       PP
187  pp2602  20251017   6625.00  ...   6585.00     6594.00       PP
188  pp2603  20251017   6621.00  ...   6585.00     6587.00       PP
189  pp2604  20251017   6642.00  ...   6604.00     6641.00       PP
190  pp2605  20251017   6669.00  ...   6630.00     6643.00       PP
191  pp2606  20251017   6618.00  ...   6583.00     6609.00       PP
192  pp2607  20251017   6623.00  ...   6587.00     6591.00       PP
193  pp2608  20251017   6639.00  ...   6616.00     6639.00       PP
194  pp2609  20251017   6691.00  ...   6657.00     6666.00       PP
195  rr2510  20251017      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251017   3613.00  ...   3616.00     3615.00       RR
197  rr2512  20251017   3608.00  ...   3598.00     3606.00       RR
198  rr2601  20251017   3629.00  ...   3627.00     3626.00       RR
199  rr2602  20251017   3615.00  ...   3617.00     3614.00       RR
200  rr2603  20251017   3616.00  ...   3614.00     3612.00       RR
201  rr2604  20251017   3621.00  ...   3622.00     3615.00       RR
202  rr2605  20251017   3615.00  ...   3625.00     3609.00       RR
203  rr2606  20251017   3620.00  ...   3612.00     3606.00       RR
204  rr2607  20251017   3609.00  ...   3609.00     3611.00       RR
205  rr2608  20251017   3610.00  ...   3606.00     3601.00       RR
206  rr2609  20251017   3629.00  ...   3623.00     3608.00       RR
207   v2510  20251017   4590.00  ...   4586.00     4543.00        V
208   v2511  20251017   4594.00  ...   4617.00     4581.00        V
209   v2512  20251017   4649.00  ...   4658.00     4625.00        V
210   v2601  20251017   4698.00  ...   4706.00     4667.00        V
211   v2602  20251017   4740.00  ...   4748.00     4709.00        V
212   v2603  20251017   4771.00  ...   4777.00     4742.00        V
213   v2604  20251017   4978.00  ...   4970.00     4932.00        V
214   v2605  20251017   5011.00  ...   5012.00     4981.00        V
215   v2606  20251017   5045.00  ...   5045.00     5007.00        V
216   v2607  20251017   5087.00  ...   5090.00     5042.00        V
217   v2608  20251017   5120.00  ...   5116.00     5087.00        V
218   v2609  20251017   5136.00  ...   5140.00     5124.00        V
219   y2511  20251017   8260.00  ...   8272.00     8248.00        Y
220   y2512  20251017   8306.00  ...   8316.00     8294.00        Y
221   y2601  20251017   8276.00  ...   8286.00     8252.00        Y
222   y2603  20251017   8232.00  ...   8230.00     8214.00        Y
223   y2605  20251017   8064.00  ...   8078.00     8054.00        Y
224   y2607  20251017   8018.00  ...   8018.00     8004.00        Y
225   y2608  20251017   8006.00  ...   8008.00     8010.00        Y
226   y2609  20251017   7984.00  ...   7986.00     7966.00        Y

[227 rows x 12 columns]
2025-10-17 16:26:45,165 - future_1d - INFO - ak.get_dce_daily('2025-10-17') done
Empty DataFrame
Columns: []
Index: []
2025-10-17 16:26:45,286 - future_1d - INFO - ak.get_cffex_daily('2025-10-17') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251017   442.6   443.4  ...  2711807.83   437.9      443.2      SC
1       SC2512  20251017     444   445.6  ...  3930667.83   439.6      445.6      SC
2       SC2601  20251017   444.2   445.7  ...   619601.49   439.5        446      SC
3       SC2602  20251017   444.8   446.2  ...    66816.54   439.2      446.7      SC
4       SC2603  20251017   446.2     447  ...    18022.51   440.6      447.3      SC
5       SC2604  20251017   446.6   446.6  ...     6111.94   439.7      448.3      SC
6       SC2605  20251017   447.6     448  ...     9077.28   440.6      449.4      SC
7       SC2606  20251017   447.7     449  ...    11005.71   441.9      449.9      SC
8       SC2607  20251017     449   449.4  ...      932.48     444      451.9      SC
9       SC2608  20251017   449.8   450.6  ...      668.35   445.5      452.2      SC
10      SC2609  20251017   449.4   452.8  ...     1069.69   445.7      451.7      SC
11      SC2610  20251017                  ...           0   447.3      449.7      SC
12      SC2612  20251017   445.1   446.8  ...      267.39   445.6      451.8      SC
13      SC2703  20251017   448.1   448.1  ...       89.62   448.1      450.7      SC
14      SC2706  20251017                  ...           0   451.7      453.6      SC
15      SC2709  20251017                  ...           0   450.2      450.2      SC
16      SC2712  20251017   444.1   447.6  ...      133.57   445.2      450.6      SC
17      SC2803  20251017     446     446  ...        44.6     446      449.9      SC
18      SC2806  20251017   445.9   449.6  ...      312.99   447.1      453.5      SC
19      SC2809  20251017     447   450.1  ...     1572.51   449.2      451.8      SC
21      LU2511  20251017    3136    3142  ...   17529.145    3069       3147      LU
22      LU2512  20251017    3161    3161  ...  339143.027    3096       3163      LU
23      LU2601  20251017    3156    3156  ...  216954.143    3101       3163      LU
24      LU2602  20251017    3159    3159  ...   49381.996    3115       3166      LU
25      LU2603  20251017    3156    3157  ...     4964.75    3116       3165      LU
26      LU2604  20251017    3140    3140  ...      43.579    3112       3176      LU
27      LU2605  20251017    3148    3161  ...     127.562    3111       3184      LU
28      LU2606  20251017    3157    3157  ...      24.939    3117       3192      LU
29      LU2607  20251017    3160    3168  ...     110.012    3143       3191      LU
30      LU2608  20251017    3157    3161  ...      84.601    3133       3192      LU
31      LU2609  20251017    3170    3178  ...     129.337    3154       3192      LU
32      LU2610  20251017    3150    3150  ...      25.038    3129       3185      LU
34      NR2511  20251017   12325   12425  ...  274418.315   12340      12295      NR
35      NR2512  20251017   12300   12360  ...   798817.15   12290      12245      NR
36      NR2601  20251017   12240   12290  ...   219539.39   12215      12215      NR
37      NR2602  20251017   12165   12240  ...    20717.32   12155      12195      NR
38      NR2603  20251017   12160   12210  ...    4097.445   12120      12185      NR
39      NR2604  20251017   12130   12195  ...      993.87   12120      12145      NR
40      NR2605  20251017   12165   12215  ...     654.505   12120      12165      NR
41      NR2606  20251017   12195   12195  ...      121.27   12125      12140      NR
42      NR2607  20251017   12160   12160  ...       36.44   12145      12100      NR
43      NR2608  20251017   12175   12175  ...      12.175   12175      12090      NR
44      NR2609  20251017   12195   12245  ...      36.655   12215      12180      NR
45      NR2610  20251017   12285   12285  ...      24.535   12265      12185      NR
47      BC2511  20251017   75010   75860  ...   310009.74   75250      75500      BC
48      BC2512  20251017   75200   75880  ...    40882.03   75350      75590      BC
49      BC2601  20251017   75510   75510  ...      37.755   75510      76570      BC
50      BC2602  20251017                  ...           0   75800      75800      BC
51      BC2603  20251017                  ...           0   75870      75870      BC
52      BC2604  20251017                  ...           0   76440      76520      BC
53      BC2605  20251017                  ...           0   75900      75900      BC
54      BC2606  20251017                  ...           0   75880      75880      BC
55      BC2607  20251017                  ...           0   76570      76570      BC
56      BC2608  20251017                  ...           0   75800      75800      BC
57      BC2609  20251017                  ...           0   76130      76130      BC
58      BC2610  20251017                  ...           0   76130      76130      BC
60      EC2510  20251017  1107.9  1108.2  ...   8680.6755  1098.8       1112      EC
61      EC2512  20251017  1658.1  1698.6  ...  247387.476  1658.2       1663      EC
62      EC2602  20251017    1430  1484.5  ...  37672.6205  1459.8     1427.9      EC
63      EC2604  20251017    1130    1144  ...   17065.984  1126.4     1114.5      EC
64      EC2606  20251017    1298  1306.2  ...   1108.1375  1288.5     1283.7      EC
65      EC2608  20251017    1410    1428  ...    1002.164  1411.4     1418.2      EC
68  SC_TAS2511  20251017                  ...                                 SC_TAS
69  SC_TAS2512  20251017                  ...                                 SC_TAS
70  SC_TAS2601  20251017                  ...                                 SC_TAS
71  SC_TAS2602  20251017                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 16:26:45,352 - future_1d - INFO - ak.get_ine_daily('2025-10-17') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251017   9170.0   9205.0  ...      128.61   9187.0      9182.0       AP
1    AP511  20251017   8605.0   8894.0  ...     5300.07   8760.0      8631.0       AP
2    AP512  20251017   8602.0   8800.0  ...     4850.62   8677.0      8565.0       AP
3    AP601  20251017   8550.0   8850.0  ...  1421456.27   8669.0      8565.0       AP
4    AP603  20251017   8459.0   8694.0  ...     6020.74   8564.0      8454.0       AP
5    AP604  20251017   8459.0   8741.0  ...     2925.21   8604.0      8506.0       AP
6    AP605  20251017   8520.0   8868.0  ...   144209.77   8654.0      8553.0       AP
7    CF511  20251017  13355.0  13425.0  ...    41938.11  13375.0     13355.0       CF
8    CF601  20251017  13320.0  13380.0  ...  1200405.96  13335.0     13290.0       CF
9    CF603  20251017  13345.0  13400.0  ...   120791.63  13360.0     13310.0       CF
10   CF605  20251017  13370.0  13435.0  ...   271007.61  13390.0     13345.0       CF
11   CF607  20251017  13390.0  13450.0  ...      971.95  13405.0     13375.0       CF
12   CF609  20251017  13530.0  13600.0  ...     3382.27  13555.0     13525.0       CF
13   CJ512  20251017  11215.0  11330.0  ...     8309.27  11250.0     11115.0       CJ
14   CJ601  20251017  11355.0  11480.0  ...  1131335.38  11405.0     11240.0       CJ
15   CJ603  20251017  11255.0  11415.0  ...    16874.78  11340.0     11200.0       CJ
16   CJ605  20251017  11400.0  11520.0  ...   226913.15  11435.0     11310.0       CJ
17   CJ607  20251017  11485.0  11600.0  ...     4037.87  11520.0     11415.0       CJ
18   CJ609  20251017  11620.0  11725.0  ...     2464.54  11655.0     11535.0       CJ
19   CY510  20251017      0.0      0.0  ...        0.00  19545.0     19475.0       CY
20   CY511  20251017  19755.0  19800.0  ...     1404.23  19780.0     19720.0       CY
21   CY512  20251017      0.0      0.0  ...        0.00  19150.0     19150.0       CY
22   CY601  20251017  19385.0  19505.0  ...   122154.26  19445.0     19375.0       CY
23   CY602  20251017      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251017  19520.0  19530.0  ...       29.29  19525.0     19540.0       CY
25   CY604  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251017      0.0      0.0  ...        0.00  19590.0     19570.0       CY
27   CY606  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251017      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251017      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251017      0.0      0.0  ...        0.00  19740.0     19725.0       CY
31   FG510  20251017   1010.0   1010.0  ...       20.20   1010.0      1024.0       FG
32   FG511  20251017   1035.0   1038.0  ...    28607.10   1019.0      1031.0       FG
33   FG512  20251017   1147.0   1147.0  ...   119233.84   1122.0      1138.0       FG
34   FG601  20251017   1145.0   1145.0  ...  5017632.55   1118.0      1137.0       FG
35   FG602  20251017   1213.0   1213.0  ...    70352.69   1184.0      1204.0       FG
36   FG603  20251017   1215.0   1215.0  ...   155715.52   1188.0      1206.0       FG
37   FG604  20251017   1282.0   1283.0  ...     1227.05   1252.0      1271.0       FG
38   FG605  20251017   1284.0   1284.0  ...   216091.54   1252.0      1271.0       FG
39   FG606  20251017   1311.0   1311.0  ...     3098.04   1289.0      1310.0       FG
40   FG607  20251017   1300.0   1303.0  ...     1762.20   1283.0      1301.0       FG
41   FG608  20251017   1356.0   1356.0  ...     1606.99   1337.0      1353.0       FG
42   FG609  20251017   1357.0   1358.0  ...     8075.22   1336.0      1353.0       FG
43   JR511  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251017   2380.0   2380.0  ...      242.47   2245.0      2245.0       MA
52   MA511  20251017   2296.0   2298.0  ...    11643.74   2267.0      2282.0       MA
53   MA512  20251017   2308.0   2309.0  ...    67525.69   2280.0      2293.0       MA
54   MA601  20251017   2314.0   2318.0  ...  1496104.42   2289.0      2296.0       MA
55   MA602  20251017   2338.0   2351.0  ...    39245.75   2314.0      2316.0       MA
56   MA603  20251017   2348.0   2349.0  ...    70874.63   2320.0      2328.0       MA
57   MA604  20251017   2326.0   2328.0  ...       37.13   2321.0      2334.0       MA
58   MA605  20251017   2322.0   2335.0  ...   146210.61   2304.0      2314.0       MA
59   MA606  20251017   2316.0   2316.0  ...       18.41   2302.0      2312.0       MA
60   MA607  20251017   2302.0   2302.0  ...       50.18   2281.0      2295.0       MA
61   MA608  20251017   2293.0   2299.0  ...       29.65   2280.0      2291.0       MA
62   MA609  20251017   2280.0   2290.0  ...     2051.74   2260.0      2266.0       MA
63   OI511  20251017  10099.0  10103.0  ...    34091.60  10048.0     10099.0       OI
64   OI601  20251017   9936.0   9946.0  ...  2244069.40   9894.0      9937.0       OI
65   OI603  20251017   9738.0   9742.0  ...   260093.44   9690.0      9735.0       OI
66   OI605  20251017   9491.0   9512.0  ...   119267.03   9488.0      9494.0       OI
67   OI607  20251017   9438.0   9459.0  ...     1198.94   9440.0      9445.0       OI
68   OI609  20251017   9415.0   9419.0  ...      564.11   9402.0      9414.0       OI
69   PF510  20251017      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251017   6104.0   6140.0  ...    26196.09   6100.0      6098.0       PF
71   PF512  20251017   6090.0   6100.0  ...   539301.68   6068.0      6072.0       PF
72   PF601  20251017   6102.0   6110.0  ...    70178.51   6076.0      6088.0       PF
73   PF602  20251017   6096.0   6096.0  ...   476154.77   6062.0      6066.0       PF
74   PF603  20251017   6082.0   6082.0  ...   299434.93   6050.0      6052.0       PF
75   PF604  20251017   6124.0   6124.0  ...       60.93   6094.0      6104.0       PF
76   PF605  20251017   6116.0   6118.0  ...       82.30   6096.0      6112.0       PF
77   PF606  20251017      0.0      0.0  ...        0.00   6090.0      6100.0       PF
78   PF607  20251017   6112.0   6112.0  ...        3.06   6112.0      6136.0       PF
79   PF608  20251017   6128.0   6128.0  ...        3.06   6128.0      6182.0       PF
80   PF609  20251017   6132.0   6132.0  ...        3.07   6132.0      6174.0       PF
81   PK510  20251017      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251017   7772.0   7786.0  ...    18300.19   7758.0      7806.0       PK
83   PK512  20251017   7858.0   7890.0  ...   107238.90   7864.0      7890.0       PK
84   PK601  20251017   7972.0   8016.0  ...   376924.22   7968.0      7998.0       PK
85   PK603  20251017   8022.0   8080.0  ...   118303.92   8048.0      8058.0       PK
86   PK604  20251017   8038.0   8078.0  ...      627.23   8042.0      8050.0       PK
87   PK605  20251017   8064.0   8102.0  ...    17665.48   8066.0      8074.0       PK
88   PL601  20251017   6115.0   6117.0  ...   109614.61   6049.0      6087.0       PL
89   PL602  20251017   6146.0   6146.0  ...    41693.45   6085.0      6124.0       PL
90   PL603  20251017   6144.0   6144.0  ...    27985.18   6078.0      6129.0       PL
91   PL604  20251017      0.0      0.0  ...        0.00   6078.0      6132.0       PL
92   PL605  20251017   6105.0   6105.0  ...      121.36   6068.0      6106.0       PL
93   PL606  20251017      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251017   6245.0   6245.0  ...       24.98   6245.0      6120.0       PL
95   PL608  20251017      0.0      0.0  ...        0.00   6106.0      6106.0       PL
96   PL609  20251017      0.0      0.0  ...        0.00   6166.0      6232.0       PL
97   PM511  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251017   5648.0   5658.0  ...     4999.66   5650.0      5586.0       PR
104  PR511  20251017   5602.0   5612.0  ...    23601.10   5582.0      5596.0       PR
105  PR512  20251017   5604.0   5616.0  ...   648443.66   5578.0      5592.0       PR
106  PR601  20251017   5580.0   5584.0  ...   647871.80   5542.0      5560.0       PR
107  PR602  20251017   5622.0   5622.0  ...   144456.76   5586.0      5612.0       PR
108  PR603  20251017   5600.0   5600.0  ...      209.10   5576.0      5602.0       PR
109  PR604  20251017   5582.0   5604.0  ...       92.32   5596.0      5606.0       PR
110  PR605  20251017   5618.0   5620.0  ...      176.84   5614.0      5624.0       PR
111  PR606  20251017      0.0      0.0  ...        0.00   5650.0      5656.0       PR
112  PR607  20251017      0.0      0.0  ...        0.00   5652.0      5656.0       PR
113  PR608  20251017      0.0      0.0  ...        0.00   5666.0      5702.0       PR
114  PR609  20251017      0.0      0.0  ...        0.00   5662.0      5678.0       PR
115  PX510  20251017      0.0      0.0  ...        0.00   6314.0      6326.0       PX
116  PX511  20251017   6382.0   6390.0  ...    29548.75   6330.0      6356.0       PX
117  PX512  20251017   6382.0   6400.0  ...   133131.92   6350.0      6354.0       PX
118  PX601  20251017   6376.0   6394.0  ...   458670.60   6334.0      6346.0       PX
119  PX602  20251017   6384.0   6404.0  ...   266298.41   6346.0      6356.0       PX
120  PX603  20251017   6382.0   6402.0  ...   158222.09   6332.0      6358.0       PX
121  PX604  20251017      0.0      0.0  ...        0.00   6312.0      6358.0       PX
122  PX605  20251017   6402.0   6424.0  ...     1919.63   6356.0      6394.0       PX
123  PX606  20251017   6412.0   6412.0  ...       12.76   6382.0      6424.0       PX
124  PX607  20251017      0.0      0.0  ...        0.00   6344.0      6418.0       PX
125  PX608  20251017      0.0      0.0  ...        0.00   6362.0      6434.0       PX
126  PX609  20251017   6396.0   6398.0  ...       31.93   6386.0      6452.0       PX
127  RI511  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251017   2409.0   2413.0  ...     2953.16   2395.0      2398.0       RM
134  RM601  20251017   2366.0   2376.0  ...   607340.54   2338.0      2365.0       RM
135  RM603  20251017   2308.0   2316.0  ...    11487.95   2292.0      2304.0       RM
136  RM605  20251017   2311.0   2313.0  ...   117894.23   2292.0      2302.0       RM
137  RM607  20251017   2298.0   2303.0  ...     9980.30   2284.0      2294.0       RM
138  RM608  20251017   2408.0   2408.0  ...      502.38   2392.0      2402.0       RM
139  RM609  20251017   2398.0   2400.0  ...     3459.53   2386.0      2394.0       RM
140  RS511  20251017   5272.0   5380.0  ...       36.96   5280.0      5256.0       RS
141  RS607  20251017      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251017      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251017      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251017   1150.0   1150.0  ...      644.17   1130.0      1138.0       SA
145  SA511  20251017   1165.0   1165.0  ...    18116.76   1147.0      1155.0       SA
146  SA512  20251017   1224.0   1227.0  ...   153891.39   1208.0      1217.0       SA
147  SA601  20251017   1240.0   1240.0  ...  2547460.89   1219.0      1227.0       SA
148  SA602  20251017   1273.0   1275.0  ...    74440.35   1255.0      1262.0       SA
149  SA603  20251017   1283.0   1284.0  ...   219249.67   1264.0      1269.0       SA
150  SA604  20251017   1318.0   1318.0  ...     2844.80   1298.0      1311.0       SA
151  SA605  20251017   1324.0   1327.0  ...   150285.20   1305.0      1317.0       SA
152  SA606  20251017   1336.0   1337.0  ...     1192.92   1325.0      1336.0       SA
153  SA607  20251017   1340.0   1341.0  ...     2364.60   1331.0      1340.0       SA
154  SA608  20251017   1379.0   1379.0  ...      946.82   1360.0      1375.0       SA
155  SA609  20251017   1384.0   1384.0  ...     6970.24   1370.0      1382.0       SA
156  SF510  20251017   5300.0   5300.0  ...      200.50   5276.0      5266.0       SF
157  SF511  20251017   5464.0   5480.0  ...    73119.39   5440.0      5430.0       SF
158  SF512  20251017   5466.0   5466.0  ...    94354.58   5424.0      5434.0       SF
159  SF601  20251017   5450.0   5456.0  ...   365728.12   5414.0      5410.0       SF
160  SF602  20251017   5410.0   5410.0  ...    58167.88   5370.0      5362.0       SF
161  SF603  20251017   5576.0   5584.0  ...   129522.15   5520.0      5532.0       SF
162  SF604  20251017   5510.0   5510.0  ...        5.51   5508.0      5504.0       SF
163  SF605  20251017   5548.0   5548.0  ...     3772.21   5500.0      5498.0       SF
164  SF606  20251017   5460.0   5460.0  ...        2.73   5460.0      5440.0       SF
165  SF607  20251017   5628.0   5638.0  ...        8.45   5632.0      5630.0       SF
166  SF608  20251017      0.0      0.0  ...        0.00   5632.0      5632.0       SF
167  SF609  20251017   5606.0   5622.0  ...       78.41   5602.0      5620.0       SF
168  SH510  20251017      0.0      0.0  ...        0.00   2367.0      2417.0       SH
169  SH511  20251017   2424.0   2428.0  ...    52350.70   2368.0      2424.0       SH
170  SH512  20251017   2480.0   2480.0  ...   135955.48   2415.0      2475.0       SH
171  SH601  20251017   2455.0   2455.0  ...  3009243.57   2400.0      2451.0       SH
172  SH602  20251017   2488.0   2488.0  ...   580436.98   2451.0      2477.0       SH
173  SH603  20251017   2490.0   2490.0  ...   480021.16   2463.0      2483.0       SH
174  SH604  20251017   2533.0   2535.0  ...      515.93   2492.0      2540.0       SH
175  SH605  20251017   2550.0   2550.0  ...    27719.27   2499.0      2546.0       SH
176  SH606  20251017   2571.0   2572.0  ...      535.21   2513.0      2584.0       SH
177  SH607  20251017   2570.0   2570.0  ...      386.78   2528.0      2584.0       SH
178  SH608  20251017   2584.0   2584.0  ...      130.35   2556.0      2607.0       SH
179  SH609  20251017   2596.0   2600.0  ...      702.38   2573.0      2606.0       SH
180  SM510  20251017   5620.0   5620.0  ...     1991.75   5612.0      5634.0       SM
181  SM511  20251017   5750.0   5754.0  ...     7294.98   5716.0      5744.0       SM
182  SM512  20251017   5750.0   5760.0  ...   274740.52   5726.0      5760.0       SM
183  SM601  20251017   5770.0   5774.0  ...   462441.93   5724.0      5758.0       SM
184  SM602  20251017   5764.0   5774.0  ...   157530.17   5732.0      5766.0       SM
185  SM603  20251017   5752.0   5788.0  ...   322807.03   5746.0      5778.0       SM
186  SM604  20251017      0.0      0.0  ...        0.00   5754.0      5788.0       SM
187  SM605  20251017   5798.0   5808.0  ...    13881.25   5768.0      5796.0       SM
188  SM606  20251017   5770.0   5772.0  ...       28.83   5766.0      5796.0       SM
189  SM607  20251017   5782.0   5782.0  ...        5.77   5766.0      5800.0       SM
190  SM608  20251017   5792.0   5792.0  ...        5.78   5776.0      5808.0       SM
191  SM609  20251017   5812.0   5824.0  ...     1152.91   5794.0      5828.0       SM
192  SR511  20251017   5408.0   5415.0  ...    12079.94   5398.0      5395.0       SR
193  SR601  20251017   5420.0   5430.0  ...   830319.30   5415.0      5403.0       SR
194  SR603  20251017   5398.0   5412.0  ...   204704.93   5399.0      5387.0       SR
195  SR605  20251017   5390.0   5393.0  ...    91801.35   5380.0      5368.0       SR
196  SR607  20251017   5384.0   5397.0  ...     3619.99   5387.0      5375.0       SR
197  SR609  20251017   5400.0   5406.0  ...     2848.80   5395.0      5381.0       SR
198  TA510  20251017   4400.0   4400.0  ...      754.96   4378.0      4400.0       TA
199  TA511  20251017   4416.0   4426.0  ...    31606.79   4392.0      4410.0       TA
200  TA512  20251017   4410.0   4438.0  ...   228955.64   4406.0      4420.0       TA
201  TA601  20251017   4456.0   4458.0  ...  1236124.38   4424.0      4442.0       TA
202  TA602  20251017   4466.0   4470.0  ...   258362.88   4436.0      4452.0       TA
203  TA603  20251017   4476.0   4486.0  ...   101488.76   4450.0      4470.0       TA
204  TA604  20251017   4490.0   4490.0  ...        4.49   4490.0      4480.0       TA
205  TA605  20251017   4514.0   4514.0  ...    97387.38   4482.0      4504.0       TA
206  TA606  20251017      0.0      0.0  ...        0.00   4474.0      4524.0       TA
207  TA607  20251017      0.0      0.0  ...        0.00   4490.0      4526.0       TA
208  TA608  20251017      0.0      0.0  ...        0.00   4508.0      4538.0       TA
209  TA609  20251017   4556.0   4556.0  ...     1280.55   4518.0      4538.0       TA
210  UR510  20251017   1495.0   1500.0  ...      622.04   1495.0      1495.0       UR
211  UR511  20251017   1581.0   1584.0  ...     8656.18   1576.0      1573.0       UR
212  UR512  20251017   1587.0   1594.0  ...    21963.87   1587.0      1587.0       UR
213  UR601  20251017   1604.0   1608.0  ...   349464.13   1600.0      1597.0       UR
214  UR602  20251017   1614.0   1614.0  ...    14233.11   1606.0      1608.0       UR
215  UR603  20251017   1658.0   1667.0  ...      216.10   1662.0      1655.0       UR
216  UR604  20251017   1667.0   1670.0  ...      106.77   1668.0      1669.0       UR
217  UR605  20251017   1673.0   1679.0  ...    32217.57   1671.0      1670.0       UR
218  UR606  20251017   1681.0   1682.0  ...      160.98   1677.0      1674.0       UR
219  UR607  20251017   1714.0   1714.0  ...       23.95   1711.0      1707.0       UR
220  UR608  20251017   1709.0   1710.0  ...       20.49   1708.0      1706.0       UR
221  UR609  20251017   1704.0   1708.0  ...      228.34   1704.0      1704.0       UR
222  WH511  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 16:26:45,707 - future_1d - INFO - ak.get_czce_daily('2025-10-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251017      0.0  ...  52545.0     52555.0       PS
1   PS2511  20251017  52020.0  ...  52250.0     51755.0       PS
2   PS2512  20251017  54450.0  ...  54780.0     54225.0       PS
3   PS2601  20251017  54475.0  ...  54780.0     54180.0       PS
4   PS2602  20251017  54100.0  ...  54550.0     53995.0       PS
5   PS2603  20251017  53690.0  ...  54420.0     53925.0       PS
6   PS2604  20251017  54140.0  ...  54355.0     53825.0       PS
7   PS2605  20251017  54200.0  ...  54265.0     53700.0       PS
8   PS2606  20251017  55605.0  ...  55905.0     55560.0       PS
9   PS2607  20251017  55040.0  ...  55630.0     55495.0       PS
10  PS2608  20251017  54770.0  ...  55400.0     55065.0       PS
11  PS2609  20251017  54505.0  ...  55225.0     54750.0       PS
13  SI2510  20251017   8615.0  ...   8615.0      8615.0       SI
14  SI2511  20251017   8580.0  ...   8490.0      8575.0       SI
15  SI2512  20251017   8985.0  ...   8900.0      8955.0       SI
16  SI2601  20251017   8945.0  ...   8850.0      8895.0       SI
17  SI2602  20251017   8945.0  ...   8850.0      8890.0       SI
18  SI2603  20251017   8915.0  ...   8835.0      8895.0       SI
19  SI2604  20251017   8855.0  ...   8865.0      8920.0       SI
20  SI2605  20251017   8960.0  ...   8875.0      8925.0       SI
21  SI2606  20251017   8950.0  ...   8890.0      8930.0       SI
22  SI2607  20251017   8990.0  ...   8890.0      8950.0       SI
23  SI2608  20251017   8940.0  ...   8900.0      8965.0       SI
24  SI2609  20251017   8970.0  ...   8930.0      8965.0       SI
27  LC2510  20251017  75300.0  ...  76180.0     73660.0       LC
28  LC2511  20251017  74900.0  ...  75760.0     73820.0       LC
29  LC2512  20251017  74980.0  ...  75940.0     74080.0       LC
30  LC2601  20251017  75200.0  ...  75900.0     74060.0       LC
31  LC2602  20251017  74760.0  ...  75580.0     73780.0       LC
32  LC2603  20251017  75700.0  ...  75440.0     73820.0       LC
33  LC2604  20251017  74940.0  ...  75880.0     74340.0       LC
34  LC2605  20251017  74960.0  ...  75960.0     74320.0       LC
35  LC2606  20251017  74920.0  ...  75900.0     74200.0       LC
36  LC2607  20251017  75000.0  ...  75580.0     74220.0       LC
37  LC2608  20251017  75020.0  ...  75740.0     74460.0       LC
38  LC2609  20251017  75000.0  ...  75980.0     74460.0       LC

[36 rows x 12 columns]
2025-10-17 16:26:45,804 - future_1d - INFO - ak.get_gfex_daily('2025-10-17') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251017  ...    84720      85040      CU
1        1      CU2512  20251017  ...    84760      85060      CU
2        2      CU2601  20251017  ...    84710      85010      CU
3        3      CU2602  20251017  ...    84610      84870      CU
4        4      CU2603  20251017  ...    84560      84830      CU
5        5      CU2604  20251017  ...    84440      84800      CU
6        6      CU2605  20251017  ...    84470      84710      CU
7        7      CU2606  20251017  ...    84350      84690      CU
8        8      CU2607  20251017  ...    84200      84460      CU
9        9      CU2608  20251017  ...    84120      84470      CU
10      10      CU2609  20251017  ...    83990      84310      CU
11      11      CU2610  20251017  ...    83980      84110      CU
12      12      BC2511  20251017  ...    75250      75500      BC
13      13      BC2512  20251017  ...    75350      75590      BC
14      14      BC2601  20251017  ...    75510      76570      BC
15      15      BC2602  20251017  ...    75800      75800      BC
16      16      BC2603  20251017  ...    75870      75870      BC
17      17      BC2604  20251017  ...    76440      76520      BC
18      18      BC2605  20251017  ...    75900      75900      BC
19      19      BC2606  20251017  ...    75880      75880      BC
20      20      BC2607  20251017  ...    76570      76570      BC
21      21      BC2608  20251017  ...    75800      75800      BC
22      22      BC2609  20251017  ...    76130      76130      BC
23      23      BC2610  20251017  ...    76130      76130      BC
24      24      AL2511  20251017  ...    20960      20910      AL
25      25      AL2512  20251017  ...    20990      20935      AL
26      26      AL2601  20251017  ...    20995      20940      AL
27      27      AL2602  20251017  ...    21005      20935      AL
28      28      AL2603  20251017  ...    21010      20955      AL
29      29      AL2604  20251017  ...    21025      20985      AL
30      30      AL2605  20251017  ...    21040      20990      AL
31      31      AL2606  20251017  ...    21040      21010      AL
32      32      AL2607  20251017  ...    21070      20970      AL
33      33      AL2608  20251017  ...    21025      20990      AL
34      34      AL2609  20251017  ...    21035      20970      AL
35      35      AL2610  20251017  ...    21060      20985      AL
36      36      ZN2511  20251017  ...    21910      21950      ZN
37      37      ZN2512  20251017  ...    21925      21980      ZN
38      38      ZN2601  20251017  ...    21955      22015      ZN
39      39      ZN2602  20251017  ...    21990      22050      ZN
40      40      ZN2603  20251017  ...    22005      22080      ZN
41      41      ZN2604  20251017  ...    22010      22120      ZN
42      42      ZN2605  20251017  ...    22065      22140      ZN
43      43      ZN2606  20251017  ...    22075      22175      ZN
44      44      ZN2607  20251017  ...    22175      22175      ZN
45      45      ZN2608  20251017  ...    22205      22225      ZN
46      46      ZN2609  20251017  ...    22195      22255      ZN
47      47      ZN2610  20251017  ...    22210      22100      ZN
48      48      PB2511  20251017  ...    17050      17115      PB
49      49      PB2512  20251017  ...    17070      17135      PB
50      50      PB2601  20251017  ...    17070      17135      PB
51      51      PB2602  20251017  ...    17070      17120      PB
52      52      PB2603  20251017  ...    17120      17170      PB
53      53      PB2604  20251017  ...    17120      17190      PB
54      54      PB2605  20251017  ...    17150      17230      PB
55      55      PB2606  20251017  ...    17205      17230      PB
56      56      PB2607  20251017  ...    17160      17160      PB
57      57      PB2608  20251017  ...    17235      17245      PB
58      58      PB2609  20251017  ...    17175      17255      PB
59      59      PB2610  20251017  ...    17230      17235      PB
60      60      NI2511  20251017  ...   121340     120920      NI
61      61      NI2512  20251017  ...   121490     121070      NI
62      62      NI2601  20251017  ...   121690     121290      NI
63      63      NI2602  20251017  ...   121870     121520      NI
64      64      NI2603  20251017  ...   122040     121790      NI
65      65      NI2604  20251017  ...   122430     122050      NI
66      66      NI2605  20251017  ...   122570     122200      NI
67      67      NI2606  20251017  ...   122810     122390      NI
68      68      NI2607  20251017  ...   123110     122720      NI
69      69      NI2608  20251017  ...   123310     123000      NI
70      70      NI2609  20251017  ...   124290     123310      NI
71      71      NI2610  20251017  ...   123530     123480      NI
72      72      SN2511  20251017  ...   281380     280030      SN
73      73      SN2512  20251017  ...   281840     280450      SN
74      74      SN2601  20251017  ...   281930     280580      SN
75      75      SN2602  20251017  ...   282070     280680      SN
76      76      SN2603  20251017  ...   281950     280540      SN
77      77      SN2604  20251017  ...   282360     280560      SN
78      78      SN2605  20251017  ...   282090     280280      SN
79      79      SN2606  20251017  ...   282500     280690      SN
80      80      SN2607  20251017  ...   282610     281020      SN
81      81      SN2608  20251017  ...   282980     281860      SN
82      82      SN2609  20251017  ...   283360     282990      SN
83      83      SN2610  20251017  ...   282070     282070      SN
84      84      AO2511  20251017  ...     2779       2763      AO
85      85      AO2512  20251017  ...     2788       2773      AO
86      86      AO2601  20251017  ...     2802       2784      AO
87      87      AO2602  20251017  ...     2821       2806      AO
88      88      AO2603  20251017  ...     2893       2878      AO
89      89      AO2604  20251017  ...     2906       2894      AO
90      90      AO2605  20251017  ...     2919       2900      AO
91      91      AO2606  20251017  ...     2928       2914      AO
92      92      AO2607  20251017  ...     2934       2923      AO
93      93      AO2608  20251017  ...     2941       2932      AO
94      94      AO2609  20251017  ...     2962       2949      AO
95      95      AO2610  20251017  ...     2976       2946      AO
96      96      AD2511  20251017  ...    20395      20370      AD
97      97      AD2512  20251017  ...    20475      20435      AD
98      98      AD2601  20251017  ...    20515      20480      AD
99      99      AD2602  20251017  ...    20495      20460      AD
100    100      AD2603  20251017  ...    20530      20420      AD
101    101      AD2604  20251017  ...    20420      20420      AD
102    102      AD2605  20251017  ...    20375      20405      AD
103    103      AD2606  20251017  ...    20300      20300      AD
104    104      AD2607  20251017  ...    20270      20270      AD
105    105      AD2608  20251017  ...    20390      20495      AD
106    106      AD2609  20251017  ...    20640      20495      AD
107    107      AD2610  20251017  ...    20495      20495      AD
108    108      AU2511  20251017  ...    988.7     963.74      AU
109    109      AU2512  20251017  ...   986.38        963      AU
110    110      AU2601  20251017  ...   989.44     966.54      AU
111    111      AU2602  20251017  ...    989.9     965.94      AU
112    112      AU2604  20251017  ...   992.24     967.76      AU
113    113      AU2606  20251017  ...    995.6     970.88      AU
114    114      AU2608  20251017  ...    997.1     973.76      AU
115    115      AU2610  20251017  ...  1000.74     976.74      AU
116    116      AG2511  20251017  ...    12215      12004      AG
117    117      AG2512  20251017  ...    12230      12002      AG
118    118      AG2601  20251017  ...    12236      12009      AG
119    119      AG2602  20251017  ...    12249      12026      AG
120    120      AG2603  20251017  ...    12258      12045      AG
121    121      AG2604  20251017  ...    12270      12045      AG
122    122      AG2605  20251017  ...    12282      12055      AG
123    123      AG2606  20251017  ...    12293      12077      AG
124    124      AG2607  20251017  ...    12316      12085      AG
125    125      AG2608  20251017  ...    12310      12095      AG
126    126      AG2609  20251017  ...    12327      12125      AG
127    127      AG2610  20251017  ...    12340      12147      AG
128    128      RB2511  20251017  ...     2985       2971      RB
129    129      RB2512  20251017  ...     3033       3017      RB
130    130      RB2601  20251017  ...     3046       3036      RB
131    131      RB2602  20251017  ...     3052       3043      RB
132    132      RB2603  20251017  ...     3075       3064      RB
133    133      RB2604  20251017  ...     3092       3079      RB
134    134      RB2605  20251017  ...     3103       3087      RB
135    135      RB2606  20251017  ...     3118       3103      RB
136    136      RB2607  20251017  ...     3125       3111      RB
137    137      RB2608  20251017  ...     3136       3122      RB
138    138      RB2609  20251017  ...     3139       3129      RB
139    139      RB2610  20251017  ...     3142       3134      RB
140    140      WR2511  20251017  ...     3270       3270      WR
141    141      WR2512  20251017  ...     3355       3353      WR
142    142      WR2601  20251017  ...     3365       3336      WR
143    143      WR2602  20251017  ...     3403       3383      WR
144    144      WR2603  20251017  ...     3361       3361      WR
145    145      WR2604  20251017  ...     3369       3369      WR
146    146      WR2605  20251017  ...     3365       3365      WR
147    147      WR2606  20251017  ...     3363       3363      WR
148    148      WR2607  20251017  ...     3416       3416      WR
149    149      WR2608  20251017  ...     3461       3461      WR
150    150      WR2609  20251017  ...     3430       3430      WR
151    151      WR2610  20251017  ...     3430       3430      WR
152    152      HC2511  20251017  ...     3265       3255      HC
153    153      HC2512  20251017  ...     3255       3249      HC
154    154      HC2601  20251017  ...     3219       3209      HC
155    155      HC2602  20251017  ...     3226       3215      HC
156    156      HC2603  20251017  ...     3226       3215      HC
157    157      HC2604  20251017  ...     3230       3215      HC
158    158      HC2605  20251017  ...     3234       3220      HC
159    159      HC2606  20251017  ...     3228       3226      HC
160    160      HC2607  20251017  ...     3244       3228      HC
161    161      HC2608  20251017  ...     3249       3231      HC
162    162      HC2609  20251017  ...     3252       3240      HC
163    163      HC2610  20251017  ...     3256       3240      HC
164    164      SS2511  20251017  ...    12585      12515      SS
165    165      SS2512  20251017  ...    12615      12545      SS
166    166      SS2601  20251017  ...    12705      12635      SS
167    167      SS2602  20251017  ...    12760      12690      SS
168    168      SS2603  20251017  ...    12845      12760      SS
169    169      SS2604  20251017  ...    12910      12845      SS
170    170      SS2605  20251017  ...    12965      12910      SS
171    171      SS2606  20251017  ...    13045      12960      SS
172    172      SS2607  20251017  ...    13085      13000      SS
173    173      SS2608  20251017  ...    13125      13080      SS
174    174      SS2609  20251017  ...    13175      13120      SS
175    175      SS2610  20251017  ...    13230      13210      SS
176    176      SC2511  20251017  ...    437.9      443.2      SC
177    177      SC2512  20251017  ...    439.6      445.6      SC
178    178      SC2601  20251017  ...    439.5        446      SC
179    179      SC2602  20251017  ...    439.2      446.7      SC
180    180      SC2603  20251017  ...    440.6      447.3      SC
181    181      SC2604  20251017  ...    439.7      448.3      SC
182    182      SC2605  20251017  ...    440.6      449.4      SC
183    183      SC2606  20251017  ...    441.9      449.9      SC
184    184      SC2607  20251017  ...      444      451.9      SC
185    185      SC2608  20251017  ...    445.5      452.2      SC
186    186      SC2609  20251017  ...    445.7      451.7      SC
187    187      SC2610  20251017  ...    447.3      449.7      SC
188    188      SC2612  20251017  ...    445.6      451.8      SC
189    189      SC2703  20251017  ...    448.1      450.7      SC
190    190      SC2706  20251017  ...    451.7      453.6      SC
191    191      SC2709  20251017  ...    450.2      450.2      SC
192    192      SC2712  20251017  ...    445.2      450.6      SC
193    193      SC2803  20251017  ...      446      449.9      SC
194    194      SC2806  20251017  ...    447.1      453.5      SC
195    195      SC2809  20251017  ...    449.2      451.8      SC
196    196      LU2511  20251017  ...     3069       3147      LU
197    197      LU2512  20251017  ...     3096       3163      LU
198    198      LU2601  20251017  ...     3101       3163      LU
199    199      LU2602  20251017  ...     3115       3166      LU
200    200      LU2603  20251017  ...     3116       3165      LU
201    201      LU2604  20251017  ...     3112       3176      LU
202    202      LU2605  20251017  ...     3111       3184      LU
203    203      LU2606  20251017  ...     3117       3192      LU
204    204      LU2607  20251017  ...     3143       3191      LU
205    205      LU2608  20251017  ...     3133       3192      LU
206    206      LU2609  20251017  ...     3154       3192      LU
207    207      LU2610  20251017  ...     3129       3185      LU
208    208      FU2511  20251017  ...     2719       2761      FU
209    209      FU2512  20251017  ...     2674       2718      FU
210    210      FU2601  20251017  ...     2644       2694      FU
211    211      FU2602  20251017  ...     2631       2675      FU
212    212      FU2603  20251017  ...     2620       2666      FU
213    213      FU2604  20251017  ...     2618       2663      FU
214    214      FU2605  20251017  ...     2613       2657      FU
215    215      FU2606  20251017  ...     2609       2647      FU
216    216      FU2607  20251017  ...     2602       2642      FU
217    217      FU2608  20251017  ...     2574       2612      FU
218    218      FU2609  20251017  ...     2575       2606      FU
219    219      FU2610  20251017  ...     2564       2595      FU
220    220      BU2511  20251017  ...     3247       3265      BU
221    221      BU2512  20251017  ...     3172       3191      BU
222    222      BU2601  20251017  ...     3137       3161      BU
223    223      BU2602  20251017  ...     3146       3171      BU
224    224      BU2603  20251017  ...     3164       3195      BU
225    225      BU2604  20251017  ...     3171       3199      BU
226    226      BU2605  20251017  ...     3177       3202      BU
227    227      BU2606  20251017  ...     3182       3206      BU
228    228      BU2607  20251017  ...     3186       3213      BU
229    229      BU2608  20251017  ...     3177       3202      BU
230    230      BU2609  20251017  ...     3184       3208      BU
231    231      BU2610  20251017  ...     3168       3187      BU
232    232      BU2612  20251017  ...     3125       3149      BU
233    233      BU2703  20251017  ...     3150       3154      BU
234    234      BU2706  20251017  ...     3151       3168      BU
235    235      BU2709  20251017  ...     3158       3171      BU
236    236      BR2511  20251017  ...    11035      11005      BR
237    237      BR2512  20251017  ...    10940      10930      BR
238    238      BR2601  20251017  ...    10915      10930      BR
239    239      BR2602  20251017  ...    10890      10925      BR
240    240      BR2603  20251017  ...    10880      10890      BR
241    241      BR2604  20251017  ...    10850      10875      BR
242    242      BR2605  20251017  ...    10945      10915      BR
243    243      BR2606  20251017  ...    10910      10980      BR
244    244      BR2607  20251017  ...    11150      11065      BR
245    245      BR2608  20251017  ...    11185      11080      BR
246    246      BR2609  20251017  ...    11245      11180      BR
247    247      BR2610  20251017  ...    11215      11080      BR
248    248      RU2511  20251017  ...    14065      14105      RU
249    249      RU2601  20251017  ...    14820      14845      RU
250    250      RU2603  20251017  ...    14810      14820      RU
251    251      RU2604  20251017  ...    14800      14885      RU
252    252      RU2605  20251017  ...    14790      14830      RU
253    253      RU2606  20251017  ...    14815      14815      RU
254    254      RU2607  20251017  ...    14840      14885      RU
255    255      RU2608  20251017  ...    14810      14865      RU
256    256      RU2609  20251017  ...    14815      14825      RU
257    257      RU2610  20251017  ...    14855      14810      RU
258    258      NR2511  20251017  ...    12340      12295      NR
259    259      NR2512  20251017  ...    12290      12245      NR
260    260      NR2601  20251017  ...    12215      12215      NR
261    261      NR2602  20251017  ...    12155      12195      NR
262    262      NR2603  20251017  ...    12120      12185      NR
263    263      NR2604  20251017  ...    12120      12145      NR
264    264      NR2605  20251017  ...    12120      12165      NR
265    265      NR2606  20251017  ...    12125      12140      NR
266    266      NR2607  20251017  ...    12145      12100      NR
267    267      NR2608  20251017  ...    12175      12090      NR
268    268      NR2609  20251017  ...    12215      12180      NR
269    269      NR2610  20251017  ...    12265      12185      NR
270    270      SP2511  20251017  ...     4850       4850      SP
271    271      SP2512  20251017  ...     4870       4874      SP
272    272      SP2601  20251017  ...     5124       5154      SP
273    273      SP2602  20251017  ...     5142       5168      SP
274    274      SP2603  20251017  ...     5156       5188      SP
275    275      SP2604  20251017  ...     5174       5196      SP
276    276      SP2605  20251017  ...     5186       5220      SP
277    277      SP2606  20251017  ...     5184       5228      SP
278    278      SP2607  20251017  ...     5190       5220      SP
279    279      SP2608  20251017  ...     5196       5234      SP
280    280      SP2609  20251017  ...     5186       5220      SP
281    281      SP2610  20251017  ...     5190       5244      SP
282    282      OP2601  20251017  ...     4206       4210      OP
283    283      OP2602  20251017  ...     4220       4224      OP
284    284      OP2603  20251017  ...     4216       4216      OP
285    285      OP2604  20251017  ...     4228       4232      OP
286    286      OP2605  20251017  ...     4216       4216      OP
287    287      OP2606  20251017  ...     4198       4184      OP
288    288      OP2607  20251017  ...     4242       4242      OP
289    289      OP2608  20251017  ...     4258       4268      OP
290    290      OP2609  20251017  ...     4220       4220      OP
291    291      OP2610  20251017  ...     4220       4220      OP
292    292      EC2510  20251017  ...   1098.8       1112      EC
293    293      EC2512  20251017  ...   1658.2       1663      EC
294    294      EC2602  20251017  ...   1459.8     1427.9      EC
295    295      EC2604  20251017  ...   1126.4     1114.5      EC
296    296      EC2606  20251017  ...   1288.5     1283.7      EC
297    297      EC2608  20251017  ...   1411.4     1418.2      EC
298    298  SC_TAS2511  20251017  ...                      SC_TAS
299    299  SC_TAS2512  20251017  ...                      SC_TAS
300    300  SC_TAS2601  20251017  ...                      SC_TAS
301    301  SC_TAS2602  20251017  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-17 16:26:45,912 - future_1d - INFO - ak.get_shfe_daily('2025-10-17') done
2025-10-17 16:26:47,728 - future_1d - INFO - save future_daily 2025-10-17 add
2025-10-17 16:26:47,734 - future_1d - INFO -                          0           1           2           3           4
symbol               a2511       a2601       a2603       a2605       a2607
date            2025-10-17  2025-10-17  2025-10-17  2025-10-17  2025-10-17
opencol             4012.0      4026.0      4016.0      4056.0      4055.0
high                4028.0      4045.0      4044.0      4079.0      4068.0
low                 3970.0      4021.0      4016.0      4056.0      4048.0
close               4009.0      4028.0      4030.0      4061.0      4055.0
volume             43233.0    125719.0      9998.0      2082.0      3314.0
open_interest      51283.0    212025.0     41339.0     12123.0     13680.0
turnover         173488.51   507197.22    40335.86     8465.92    13457.33
settle              4012.0      4034.0      4034.0      4066.0      4060.0
pre_settle          4000.0      4020.0      4022.0      4053.0      4049.0
variety                  A           A           A           A           A
exchange               DCE         DCE         DCE         DCE         DCE
comd                     a           a           a           a           a
contract             a2511       a2601       a2603       a2605       a2607
contract_yymm         2511        2601        2603        2605        2607
maturity_month           1           3           5           7           9
maturity_day            15          76         135         196         257
=========================================================================
2025-10-17 18:25:44 Fri	START TASK.01	future_1d  future_daily
=========================================================================
2025-10-17 18:25:47,171 - future_1d - INFO - future_daily check=True check_last=7 start...
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251009   9180.0   9180.0  ...      606.76   9056.0      8739.0       AP
1    AP511  20251009   8609.0   8772.0  ...    24312.56   8692.0      8550.0       AP
2    AP512  20251009   8568.0   8758.0  ...     4491.72   8655.0      8535.0       AP
3    AP601  20251009   8700.0   8818.0  ...  1078250.16   8691.0      8577.0       AP
4    AP603  20251009   8503.0   8637.0  ...     3828.77   8527.0      8413.0       AP
5    AP604  20251009   8499.0   8623.0  ...     1124.27   8517.0      8390.0       AP
6    AP605  20251009   8551.0   8654.0  ...    31815.85   8564.0      8429.0       AP
7    CF511  20251009  13165.0  13320.0  ...   101359.17  13255.0     13225.0       CF
8    CF601  20251009  13180.0  13345.0  ...  1670284.31  13290.0     13245.0       CF
9    CF603  20251009  13205.0  13345.0  ...   120491.38  13295.0     13235.0       CF
10   CF605  20251009  13240.0  13390.0  ...   319097.65  13330.0     13265.0       CF
11   CF607  20251009  13300.0  13400.0  ...     1389.53  13360.0     13280.0       CF
12   CF609  20251009  13480.0  13560.0  ...     2601.35  13515.0     13440.0       CF
13   CJ512  20251009  10720.0  10935.0  ...     3592.80  10805.0     10715.0       CJ
14   CJ601  20251009  10880.0  11030.0  ...   903134.86  10895.0     10790.0       CJ
15   CJ603  20251009  10835.0  10975.0  ...    17725.72  10845.0     10725.0       CJ
16   CJ605  20251009  10965.0  11090.0  ...   181938.29  10955.0     10835.0       CJ
17   CJ607  20251009  11045.0  11150.0  ...     2912.65  11035.0     10900.0       CJ
18   CJ609  20251009  11145.0  11260.0  ...     1434.59  11165.0     11025.0       CJ
19   CY510  20251009      0.0      0.0  ...        0.00  19480.0     19465.0       CY
20   CY511  20251009  19385.0  19550.0  ...    27406.98  19470.0     19395.0       CY
21   CY512  20251009      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251009  19380.0  19480.0  ...    39105.58  19380.0     19365.0       CY
23   CY602  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251009  19450.0  19450.0  ...        9.73  19450.0     19730.0       CY
25   CY604  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251009      0.0      0.0  ...        0.00  19475.0     19455.0       CY
27   CY606  20251009      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251009      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251009  19200.0  20090.0  ...       38.67  19335.0     19550.0       CY
30   CY609  20251009      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251009   1108.0   1108.0  ...      376.47   1101.0      1108.0       FG
32   FG511  20251009   1110.0   1119.0  ...    97334.72   1107.0      1112.0       FG
33   FG512  20251009   1219.0   1236.0  ...    43972.59   1220.0      1232.0       FG
34   FG601  20251009   1217.0   1233.0  ...  3527665.61   1215.0      1230.0       FG
35   FG602  20251009   1274.0   1285.0  ...    30274.50   1272.0      1286.0       FG
36   FG603  20251009   1274.0   1288.0  ...    25672.64   1276.0      1286.0       FG
37   FG604  20251009   1330.0   1348.0  ...      582.20   1335.0      1347.0       FG
38   FG605  20251009   1322.0   1346.0  ...   139714.63   1334.0      1344.0       FG
39   FG606  20251009   1372.0   1375.0  ...     3235.23   1369.0      1380.0       FG
40   FG607  20251009   1354.0   1367.0  ...     2229.94   1356.0      1372.0       FG
41   FG608  20251009   1409.0   1412.0  ...     1360.40   1400.0      1413.0       FG
42   FG609  20251009   1401.0   1415.0  ...     4759.90   1403.0      1414.0       FG
43   JR511  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251009      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251009      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251009   2246.0   2246.0  ...      830.10   2202.0      2254.0       MA
52   MA511  20251009   2263.0   2269.0  ...    38230.47   2245.0      2285.0       MA
53   MA512  20251009   2298.0   2307.0  ...    31495.53   2276.0      2322.0       MA
54   MA601  20251009   2321.0   2326.0  ...  1253950.85   2298.0      2340.0       MA
55   MA602  20251009   2352.0   2360.0  ...    31262.55   2325.0      2369.0       MA
56   MA603  20251009   2367.0   2378.0  ...    21746.04   2350.0      2383.0       MA
57   MA604  20251009   2372.0   2372.0  ...       87.32   2360.0      2379.0       MA
58   MA605  20251009   2366.0   2372.0  ...   156632.54   2355.0      2373.0       MA
59   MA606  20251009   2367.0   2367.0  ...        9.43   2358.0      2381.0       MA
60   MA607  20251009   2351.0   2351.0  ...       42.05   2336.0      2352.0       MA
61   MA608  20251009   2359.0   2360.0  ...       35.18   2345.0      2356.0       MA
62   MA609  20251009   2331.0   2342.0  ...     2443.41   2325.0      2335.0       MA
63   OI511  20251009  10221.0  10427.0  ...   213930.04  10352.0     10215.0       OI
64   OI601  20251009  10160.0  10266.0  ...  2140115.76  10197.0     10046.0       OI
65   OI603  20251009   9914.0  10032.0  ...   131943.23   9966.0      9827.0       OI
66   OI605  20251009   9619.0   9749.0  ...   128642.37   9683.0      9522.0       OI
67   OI607  20251009   9571.0   9653.0  ...      509.51   9613.0      9474.0       OI
68   OI609  20251009   9500.0   9596.0  ...      763.74   9547.0      9416.0       OI
69   PF510  20251009   6254.0   6304.0  ...       71.88   6250.0      6266.0       PF
70   PF511  20251009   6272.0   6310.0  ...   329022.26   6274.0      6274.0       PF
71   PF512  20251009   6236.0   6250.0  ...   204278.61   6214.0      6240.0       PF
72   PF601  20251009   6272.0   6294.0  ...    63811.44   6258.0      6282.0       PF
73   PF602  20251009   6272.0   6288.0  ...    46188.89   6236.0      6274.0       PF
74   PF603  20251009   6268.0   6268.0  ...    11140.43   6232.0      6294.0       PF
75   PF604  20251009   6312.0   6312.0  ...       15.72   6288.0      6346.0       PF
76   PF605  20251009   6332.0   6344.0  ...       85.11   6304.0      6352.0       PF
77   PF606  20251009   6340.0   6340.0  ...        6.34   6336.0      6362.0       PF
78   PF607  20251009   6330.0   6330.0  ...        3.17   6330.0      6400.0       PF
79   PF608  20251009      0.0      0.0  ...        0.00   6376.0      6418.0       PF
80   PF609  20251009      0.0      0.0  ...        0.00   6390.0      6404.0       PF
81   PK510  20251009   7452.0   7630.0  ...      312.42   7620.0      7688.0       PK
82   PK511  20251009   7828.0   7828.0  ...   332275.29   7712.0      7770.0       PK
83   PK512  20251009   7794.0   7806.0  ...    95956.90   7704.0      7768.0       PK
84   PK601  20251009   7800.0   7802.0  ...   127887.54   7748.0      7782.0       PK
85   PK603  20251009   7810.0   7822.0  ...     9684.64   7782.0      7802.0       PK
86   PK604  20251009   7824.0   7856.0  ...      826.21   7832.0      7816.0       PK
87   PK605  20251009   7850.0   7874.0  ...    10360.89   7840.0      7822.0       PK
88   PL601  20251009   6329.0   6329.0  ...    57138.73   6219.0      6343.0       PL
89   PL602  20251009   6284.0   6284.0  ...      350.16   6253.0      6382.0       PL
90   PL603  20251009   6268.0   6268.0  ...       25.03   6257.0      6387.0       PL
91   PL604  20251009      0.0      0.0  ...        0.00   6363.0      6363.0       PL
92   PL605  20251009   6268.0   6268.0  ...      223.77   6216.0      6331.0       PL
93   PL606  20251009   6290.0   6290.0  ...       12.58   6290.0      6378.0       PL
94   PL607  20251009   6213.0   6320.0  ...       25.07   6267.0      6334.0       PL
95   PL608  20251009      0.0      0.0  ...        0.00   6433.0      6440.0       PL
96   PL609  20251009      0.0      0.0  ...        0.00   6346.0      6490.0       PL
97   PM511  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251009      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251009   5758.0   5758.0  ...       17.21   5738.0      5792.0       PR
104  PR511  20251009   5750.0   5774.0  ...   125201.90   5736.0      5754.0       PR
105  PR512  20251009   5738.0   5758.0  ...   171325.02   5726.0      5754.0       PR
106  PR601  20251009   5730.0   5750.0  ...   114113.86   5714.0      5748.0       PR
107  PR602  20251009   5782.0   5782.0  ...     6054.90   5750.0      5782.0       PR
108  PR603  20251009   5786.0   5806.0  ...      207.66   5768.0      5794.0       PR
109  PR604  20251009   5818.0   5852.0  ...      174.10   5804.0      5830.0       PR
110  PR605  20251009   5866.0   5898.0  ...      191.64   5808.0      5864.0       PR
111  PR606  20251009   5816.0   5872.0  ...       17.53   5844.0      5902.0       PR
112  PR607  20251009   5908.0   5908.0  ...       35.03   5840.0      5904.0       PR
113  PR608  20251009   5770.0   5770.0  ...        8.66   5770.0      5906.0       PR
114  PR609  20251009      0.0      0.0  ...        0.00   5870.0      5904.0       PR
115  PX510  20251009   6620.0   6620.0  ...       51.66   6458.0      6620.0       PX
116  PX511  20251009   6556.0   6598.0  ...   349672.10   6528.0      6566.0       PX
117  PX512  20251009   6540.0   6574.0  ...   115972.60   6518.0      6558.0       PX
118  PX601  20251009   6530.0   6568.0  ...   177334.52   6522.0      6562.0       PX
119  PX602  20251009   6566.0   6578.0  ...    68287.39   6524.0      6570.0       PX
120  PX603  20251009   6532.0   6576.0  ...    50412.89   6516.0      6584.0       PX
121  PX604  20251009   6492.0   6562.0  ...        6.53   6528.0      6620.0       PX
122  PX605  20251009   6576.0   6592.0  ...     1929.84   6542.0      6602.0       PX
123  PX606  20251009      0.0      0.0  ...        0.00   6600.0      6600.0       PX
124  PX607  20251009   6622.0   6622.0  ...        3.31   6622.0      6636.0       PX
125  PX608  20251009      0.0      0.0  ...        0.00   6624.0      6644.0       PX
126  PX609  20251009   6526.0   6600.0  ...        9.86   6574.0      6578.0       PX
127  RI511  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251009      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251009   2510.0   2516.0  ...    14228.89   2491.0      2490.0       RM
134  RM601  20251009   2441.0   2455.0  ...   501267.72   2429.0      2427.0       RM
135  RM603  20251009   2333.0   2350.0  ...     4343.72   2339.0      2339.0       RM
136  RM605  20251009   2332.0   2340.0  ...    72033.98   2330.0      2325.0       RM
137  RM607  20251009   2322.0   2329.0  ...     3089.16   2321.0      2316.0       RM
138  RM608  20251009   2423.0   2430.0  ...      198.73   2424.0      2418.0       RM
139  RM609  20251009   2415.0   2420.0  ...     1357.93   2412.0      2409.0       RM
140  RS511  20251009   5250.0   5250.0  ...       47.00   5223.0      5282.0       RS
141  RS607  20251009      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251009      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251009      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251009   1171.0   1172.0  ...     3552.39   1163.0      1184.0       SA
145  SA511  20251009   1194.0   1196.0  ...   105802.19   1181.0      1200.0       SA
146  SA512  20251009   1247.0   1257.0  ...   117157.00   1240.0      1263.0       SA
147  SA601  20251009   1256.0   1268.0  ...  1891876.84   1251.0      1272.0       SA
148  SA602  20251009   1294.0   1304.0  ...   102481.15   1288.0      1306.0       SA
149  SA603  20251009   1297.0   1308.0  ...    84438.50   1293.0      1310.0       SA
150  SA604  20251009   1343.0   1353.0  ...     4001.08   1335.0      1356.0       SA
151  SA605  20251009   1346.0   1360.0  ...   122538.83   1343.0      1363.0       SA
152  SA606  20251009   1374.0   1376.0  ...      762.44   1361.0      1379.0       SA
153  SA607  20251009   1372.0   1378.0  ...     1276.17   1363.0      1379.0       SA
154  SA608  20251009   1413.0   1413.0  ...      880.30   1402.0      1417.0       SA
155  SA609  20251009   1415.0   1421.0  ...     3530.95   1407.0      1424.0       SA
156  SF510  20251009   5270.0   5318.0  ...      887.01   5312.0      5356.0       SF
157  SF511  20251009   5502.0   5510.0  ...   358884.87   5472.0      5534.0       SF
158  SF512  20251009   5470.0   5490.0  ...    80190.55   5448.0      5506.0       SF
159  SF601  20251009   5478.0   5480.0  ...   161858.23   5448.0      5504.0       SF
160  SF602  20251009   5436.0   5452.0  ...    36060.99   5404.0      5462.0       SF
161  SF603  20251009   5604.0   5614.0  ...    24688.94   5580.0      5636.0       SF
162  SF604  20251009   5600.0   5600.0  ...       13.97   5588.0      5622.0       SF
163  SF605  20251009   5598.0   5600.0  ...     3126.79   5564.0      5608.0       SF
164  SF606  20251009   5540.0   5566.0  ...       66.40   5534.0      5580.0       SF
165  SF607  20251009   5700.0   5710.0  ...       37.03   5698.0      5742.0       SF
166  SF608  20251009   5682.0   5682.0  ...        2.84   5682.0      5734.0       SF
167  SF609  20251009   5668.0   5688.0  ...       25.53   5674.0      5714.0       SF
168  SH510  20251009   2465.0   2466.0  ...     1370.59   2443.0      2484.0       SH
169  SH511  20251009   2480.0   2487.0  ...   349904.04   2433.0      2484.0       SH
170  SH512  20251009   2525.0   2533.0  ...   126039.38   2479.0      2525.0       SH
171  SH601  20251009   2520.0   2526.0  ...  2154307.81   2469.0      2515.0       SH
172  SH602  20251009   2551.0   2551.0  ...   142219.27   2503.0      2545.0       SH
173  SH603  20251009   2495.0   2550.0  ...   110848.97   2513.0      2561.0       SH
174  SH604  20251009   2571.0   2574.0  ...      299.24   2558.0      2602.0       SH
175  SH605  20251009   2615.0   2615.0  ...    17219.13   2564.0      2606.0       SH
176  SH606  20251009   2595.0   2604.0  ...      325.22   2581.0      2628.0       SH
177  SH607  20251009   2590.0   2605.0  ...      154.16   2569.0      2619.0       SH
178  SH608  20251009   2593.0   2629.0  ...      171.00   2591.0      2631.0       SH
179  SH609  20251009   2638.0   2638.0  ...      148.57   2606.0      2645.0       SH
180  SM510  20251009      0.0      0.0  ...        0.00   5646.0      5646.0       SM
181  SM511  20251009   5772.0   5772.0  ...    40594.04   5746.0      5750.0       SM
182  SM512  20251009   5758.0   5772.0  ...    77416.62   5748.0      5752.0       SM
183  SM601  20251009   5766.0   5778.0  ...   441308.37   5756.0      5768.0       SM
184  SM602  20251009   5776.0   5786.0  ...   209724.76   5760.0      5776.0       SM
185  SM603  20251009   5786.0   5800.0  ...   227429.72   5774.0      5786.0       SM
186  SM604  20251009   5794.0   5794.0  ...        2.90   5794.0      5790.0       SM
187  SM605  20251009   5796.0   5816.0  ...    15813.80   5796.0      5808.0       SM
188  SM606  20251009   5782.0   5816.0  ...        8.69   5796.0      5814.0       SM
189  SM607  20251009   5796.0   5832.0  ...        8.71   5810.0      5824.0       SM
190  SM608  20251009      0.0      0.0  ...        0.00   5848.0      5848.0       SM
191  SM609  20251009   5826.0   5850.0  ...     1463.12   5842.0      5842.0       SM
192  SR511  20251009   5527.0   5578.0  ...    57161.25   5552.0      5527.0       SR
193  SR601  20251009   5498.0   5542.0  ...  1084646.31   5517.0      5490.0       SR
194  SR603  20251009   5482.0   5524.0  ...    92166.09   5507.0      5468.0       SR
195  SR605  20251009   5468.0   5502.0  ...    78376.35   5481.0      5450.0       SR
196  SR607  20251009   5460.0   5498.0  ...     3454.38   5474.0      5441.0       SR
197  SR609  20251009   5461.0   5502.0  ...     3959.40   5484.0      5444.0       SR
198  TA510  20251009   4532.0   4548.0  ...     2697.22   4514.0      4544.0       TA
199  TA511  20251009   4560.0   4580.0  ...   164194.02   4544.0      4574.0       TA
200  TA512  20251009   4572.0   4588.0  ...    88961.68   4552.0      4584.0       TA
201  TA601  20251009   4570.0   4602.0  ...  1282595.32   4564.0      4598.0       TA
202  TA602  20251009   4588.0   4610.0  ...    28680.03   4572.0      4604.0       TA
203  TA603  20251009   4598.0   4618.0  ...     9536.24   4590.0      4622.0       TA
204  TA604  20251009   4600.0   4600.0  ...       32.12   4590.0      4624.0       TA
205  TA605  20251009   4620.0   4642.0  ...    64664.27   4612.0      4640.0       TA
206  TA606  20251009      0.0      0.0  ...        0.00   4644.0      4652.0       TA
207  TA607  20251009      0.0      0.0  ...        0.00   4652.0      4652.0       TA
208  TA608  20251009   4632.0   4632.0  ...        2.32   4632.0      4690.0       TA
209  TA609  20251009   4668.0   4682.0  ...      731.37   4658.0      4680.0       TA
210  UR510  20251009   1520.0   1520.0  ...      485.01   1516.0      1543.0       UR
211  UR511  20251009   1617.0   1619.0  ...    26965.19   1593.0      1639.0       UR
212  UR512  20251009   1631.0   1634.0  ...    25588.16   1600.0      1651.0       UR
213  UR601  20251009   1648.0   1648.0  ...   821537.42   1619.0      1666.0       UR
214  UR602  20251009   1651.0   1654.0  ...    23156.99   1620.0      1673.0       UR
215  UR603  20251009   1685.0   1691.0  ...      474.75   1672.0      1714.0       UR
216  UR604  20251009   1679.0   1679.0  ...       60.18   1672.0      1714.0       UR
217  UR605  20251009   1704.0   1704.0  ...    57571.94   1681.0      1715.0       UR
218  UR606  20251009   1710.0   1710.0  ...     1116.39   1686.0      1716.0       UR
219  UR607  20251009   1737.0   1737.0  ...       92.96   1722.0      1743.0       UR
220  UR608  20251009   1735.0   1735.0  ...       65.21   1716.0      1737.0       UR
221  UR609  20251009   1720.0   1720.0  ...      689.09   1706.0      1737.0       UR
222  WH511  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251009      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251009      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:25:47,575 - future_1d - INFO - ak.get_czce_daily('2025-10-09') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251009   470.9   472.5  ...   2084237.8   468.7      480.5      SC
1       SC2512  20251009     472   474.9  ...  1261843.21   471.4        482      SC
2       SC2601  20251009   474.1   474.2  ...   524626.75   471.2      481.6      SC
3       SC2602  20251009   472.9   473.3  ...    28075.25   470.2      481.1      SC
4       SC2603  20251009   472.1     473  ...    15122.65   469.6      480.5      SC
5       SC2604  20251009     471   472.7  ...     6857.14   469.6      480.4      SC
6       SC2605  20251009   478.1   478.1  ...     5740.53   470.5      482.3      SC
7       SC2606  20251009   466.2   472.1  ...     18476.2   468.9      479.5      SC
8       SC2607  20251009     477     477  ...      282.52   470.8      478.7      SC
9       SC2608  20251009   469.5   471.3  ...      469.55   469.5      477.6      SC
10      SC2609  20251009   466.2   471.1  ...     1222.99   470.3      478.3      SC
11      SC2610  20251009                  ...           0     471      478.3      SC
12      SC2612  20251009   465.3   465.3  ...      185.52   463.8      473.7      SC
13      SC2703  20251009                  ...           0     472      472.1      SC
14      SC2706  20251009                  ...           0   469.9        473      SC
15      SC2709  20251009                  ...           0   469.4      476.2      SC
16      SC2712  20251009                  ...           0   465.9        474      SC
17      SC2803  20251009     458     458  ...        91.6     458      475.1      SC
18      SC2806  20251009   458.7     460  ...     1001.62   455.2      465.8      SC
19      SC2809  20251009     459     459  ...       91.64   458.2      465.9      SC
21      LU2511  20251009    3328    3360  ...  100605.809    3329       3402      LU
22      LU2512  20251009    3349    3360  ...  156925.469    3342       3417      LU
23      LU2601  20251009    3346    3346  ...   81003.807    3326       3398      LU
24      LU2602  20251009    3329    3332  ...    3315.233    3318       3400      LU
25      LU2603  20251009    3377    3377  ...     379.372    3327       3375      LU
26      LU2604  20251009    3299    3305  ...        29.7    3300       3371      LU
27      LU2605  20251009    3255    3301  ...      16.394    3278       3358      LU
28      LU2606  20251009    3284    3298  ...      13.156    3289       3361      LU
29      LU2607  20251009    3278    3284  ...      16.383    3276       3353      LU
30      LU2608  20251009    3270    3273  ...      13.085    3271       3329      LU
31      LU2609  20251009    3280    3280  ...      29.407    3267       3317      LU
32      LU2610  20251009                  ...           0    3267       3317      LU
34      NR2510  20251009   11360   12380  ...      855.45   12220      12200      NR
35      NR2511  20251009   12200   12490  ...    862883.4   12385      12240      NR
36      NR2512  20251009   12200   12485  ...  445589.105   12385      12255      NR
37      NR2601  20251009   12200   12490  ...  207180.275   12410      12285      NR
38      NR2602  20251009   12320   12435  ...    8979.275   12400      12260      NR
39      NR2603  20251009   12230   12415  ...    5179.585   12390      12280      NR
40      NR2604  20251009   12395   12555  ...    4139.045   12390      12285      NR
41      NR2605  20251009   12490   12490  ...      745.74   12425      12350      NR
42      NR2606  20251009   12475   12520  ...       87.31   12470      12415      NR
43      NR2607  20251009   12550   12550  ...       50.15   12535      12535      NR
44      NR2608  20251009   12585   12585  ...      75.445   12570      12555      NR
45      NR2609  20251009                  ...           0   12510      12510      NR
47      BC2510  20251009   76000   76200  ...       570.5   76060      73830      BC
48      BC2511  20251009   75270   77440  ...   327729.33   76560      74070      BC
49      BC2512  20251009   76140   77490  ...    17526.86   76870      74340      BC
50      BC2601  20251009                  ...           0   76900      73700      BC
51      BC2602  20251009                  ...           0   76900      73700      BC
52      BC2603  20251009   77440   77500  ...       77.47   77470      74550      BC
53      BC2604  20251009                  ...           0   77000      73400      BC
54      BC2605  20251009                  ...           0   75900      72900      BC
55      BC2606  20251009                  ...           0   75880      72960      BC
56      BC2607  20251009                  ...           0   75800      72900      BC
57      BC2608  20251009                  ...           0   75800      73280      BC
58      BC2609  20251009                  ...           0   75710      73400      BC
60      EC2510  20251009    1100    1135  ...   86570.306  1112.5     1122.1      EC
61      EC2512  20251009    1672  1711.5  ...  336268.582  1620.2     1719.1      EC
62      EC2602  20251009    1400    1550  ...  90221.1205  1410.9     1628.2      EC
63      EC2604  20251009    1100    1150  ...   36389.341  1108.4     1243.6      EC
64      EC2606  20251009  1243.2  1349.9  ...   6408.4725  1294.6     1445.6      EC
65      EC2608  20251009    1400    1459  ...    4600.576  1415.5     1595.7      EC
68  SC_TAS2511  20251009                  ...                                 SC_TAS
69  SC_TAS2512  20251009                  ...                                 SC_TAS
70  SC_TAS2601  20251009                  ...                                 SC_TAS
71  SC_TAS2602  20251009                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 18:25:47,711 - future_1d - INFO - ak.get_ine_daily('2025-10-09') done
     symbol      date     open  ...   settle  pre_settle  variety
0     a2511  20251009   3930.0  ...   3960.0     3929.00        A
1     a2601  20251009   3910.0  ...   3948.0     3903.00        A
2     a2603  20251009   3915.0  ...   3947.0     3903.00        A
3     a2605  20251009   3960.0  ...   3977.0     3935.00        A
4     a2607  20251009   3942.0  ...   3973.0     3933.00        A
5     a2609  20251009   3944.0  ...   3973.0     3938.00        A
6     b2510  20251009   3630.0  ...   3648.0     3607.00        B
7     b2511  20251009   3632.0  ...   3633.0     3599.00        B
8     b2512  20251009   3639.0  ...   3647.0     3615.00        B
9     b2601  20251009   3651.0  ...   3647.0     3616.00        B
10    b2602  20251009   3642.0  ...   3655.0     3630.00        B
11    b2603  20251009   3617.0  ...   3621.0     3589.00        B
12    b2604  20251009   3517.0  ...   3521.0     3491.00        B
13    b2605  20251009   3437.0  ...   3450.0     3425.00        B
14    b2606  20251009   3420.0  ...   3423.0     3395.00        B
15    b2607  20251009   3425.0  ...   3427.0     3396.00        B
16    b2608  20251009   3515.0  ...   3520.0     3497.00        B
17    b2609  20251009   3531.0  ...   3553.0     3520.00        B
18   bb2511  20251009    141.9  ...    141.6      141.90       BB
19   bb2601  20251009    146.8  ...    147.0      146.90       BB
20   bb2603  20251009    147.3  ...    147.1      147.05       BB
21   bb2605  20251009    146.6  ...    146.8      141.70       BB
22   bb2607  20251009      0.0  ...    151.7      146.45       BB
23   bb2609  20251009      0.0  ...    151.7      146.45       BB
24   bz2603  20251009   5731.0  ...   5732.0     5801.00       BZ
25   bz2604  20251009   5705.0  ...   5696.0     5779.00       BZ
26   bz2605  20251009   5723.0  ...   5683.0     5808.00       BZ
27   bz2606  20251009   5685.0  ...   5672.0     5878.00       BZ
28   bz2607  20251009   5697.0  ...   5681.0     5874.00       BZ
29   bz2608  20251009   5657.0  ...   5657.0     5836.00       BZ
30   bz2609  20251009      0.0  ...   5874.0     5884.00       BZ
31    c2511  20251009   2120.0  ...   2136.0     2147.00        C
32    c2601  20251009   2118.0  ...   2122.0     2128.00        C
33    c2603  20251009   2138.0  ...   2135.0     2141.00        C
34    c2605  20251009   2185.0  ...   2197.0     2198.00        C
35    c2607  20251009   2214.0  ...   2210.0     2210.00        C
36    c2609  20251009   2230.0  ...   2226.0     2226.00        C
37   cs2511  20251009   2450.0  ...   2438.0     2470.00       CS
38   cs2601  20251009   2448.0  ...   2440.0     2452.00       CS
39   cs2603  20251009   2450.0  ...   2448.0     2456.00       CS
40   cs2605  20251009   2530.0  ...   2535.0     2539.00       CS
41   cs2607  20251009   2536.0  ...   2541.0     2544.00       CS
42   cs2609  20251009   2581.0  ...   2577.0     2582.00       CS
43   eb2510  20251009   6734.0  ...   6705.0     6763.00       EB
44   eb2511  20251009   6828.0  ...   6787.0     6838.00       EB
45   eb2512  20251009   6808.0  ...   6801.0     6848.00       EB
46   eb2601  20251009   6859.0  ...   6825.0     6874.00       EB
47   eb2602  20251009   6901.0  ...   6864.0     6914.00       EB
48   eb2603  20251009   6945.0  ...   6906.0     6980.00       EB
49   eb2604  20251009   6979.0  ...   6946.0     6997.00       EB
50   eb2605  20251009   7003.0  ...   6975.0     6998.00       EB
51   eb2606  20251009   6969.0  ...   6980.0     7024.00       EB
52   eb2607  20251009   6959.0  ...   6959.0     7027.00       EB
53   eb2608  20251009   6985.0  ...   6997.0     7064.00       EB
54   eb2609  20251009   7018.0  ...   7018.0     7037.00       EB
55   eg2510  20251009   4211.0  ...   4173.0     4246.00       EG
56   eg2511  20251009   4190.0  ...   4156.0     4197.00       EG
57   eg2512  20251009   4158.0  ...   4134.0     4194.00       EG
58   eg2601  20251009   4200.0  ...   4145.0     4200.00       EG
59   eg2602  20251009   4173.0  ...   4143.0     4213.00       EG
60   eg2603  20251009   4208.0  ...   4181.0     4219.00       EG
61   eg2604  20251009   4222.0  ...   4197.0     4257.00       EG
62   eg2605  20251009   4290.0  ...   4224.0     4268.00       EG
63   eg2606  20251009   4225.0  ...   4225.0     4268.00       EG
64   eg2607  20251009      0.0  ...   4300.0     4300.00       EG
65   eg2608  20251009      0.0  ...   4285.0     4345.00       EG
66   eg2609  20251009   4259.0  ...   4259.0     4315.00       EG
67   fb2510  20251009   1256.0  ...   1252.0     1269.00       FB
68   fb2511  20251009   1259.5  ...   1265.5     1251.00       FB
69   fb2512  20251009   1250.0  ...   1257.0     1247.50       FB
70   fb2601  20251009   1255.0  ...   1260.0     1251.50       FB
71   fb2602  20251009   1259.5  ...   1264.5     1253.00       FB
72   fb2603  20251009   1250.0  ...   1256.0     1240.00       FB
73   fb2604  20251009   1273.0  ...   1270.5     1272.50       FB
74   fb2605  20251009      0.0  ...   1299.0     1299.00       FB
75   fb2606  20251009      0.0  ...   1276.5     1276.50       FB
76   fb2607  20251009      0.0  ...   1302.5     1302.50       FB
77   fb2608  20251009      0.0  ...   1308.0     1308.00       FB
78   fb2609  20251009      0.0  ...   1296.0     1296.00       FB
79    i2510  20251009    795.0  ...    802.0      799.50        I
80    i2511  20251009    805.0  ...    804.0      799.50        I
81    i2512  20251009    791.0  ...    797.0      792.50        I
82    i2601  20251009    782.0  ...    787.0      783.00        I
83    i2602  20251009    774.5  ...    783.0      778.00        I
84    i2603  20251009    771.0  ...    777.0      773.00        I
85    i2604  20251009    765.5  ...    775.0      769.00        I
86    i2605  20251009    762.5  ...    765.5      761.50        I
87    i2606  20251009    751.5  ...    761.0      756.50        I
88    i2607  20251009    747.0  ...    757.0      752.00        I
89    i2608  20251009    742.0  ...    752.5      747.50        I
90    i2609  20251009    742.0  ...    745.5      741.50        I
91    j2510  20251009   1550.0  ...   1600.5     1587.00        J
92    j2511  20251009   1569.0  ...   1580.0     1589.50        J
93    j2512  20251009   1602.5  ...   1611.0     1622.00        J
94    j2601  20251009   1626.0  ...   1636.0     1645.50        J
95    j2602  20251009   1666.5  ...   1669.5     1676.50        J
96    j2603  20251009      0.0  ...   1698.0     1698.00        J
97    j2604  20251009      0.0  ...   1766.0     1766.00        J
98    j2605  20251009   1774.0  ...   1787.0     1790.50        J
99    j2606  20251009      0.0  ...   1817.0     1817.00        J
100   j2607  20251009      0.0  ...   1833.5     1833.50        J
101   j2608  20251009      0.0  ...   1853.5     1853.50        J
102   j2609  20251009   1862.0  ...   1879.0     1852.00        J
103  jd2510  20251009   2800.0  ...   2676.0     2911.00       JD
104  jd2511  20251009   2890.0  ...   2871.0     3018.00       JD
105  jd2512  20251009   3088.0  ...   3055.0     3180.00       JD
106  jd2601  20251009   3270.0  ...   3254.0     3353.00       JD
107  jd2602  20251009   3089.0  ...   3059.0     3105.00       JD
108  jd2603  20251009   3120.0  ...   3103.0     3125.00       JD
109  jd2604  20251009   3229.0  ...   3229.0     3247.00       JD
110  jd2605  20251009   3400.0  ...   3398.0     3399.00       JD
111  jd2606  20251009   3235.0  ...   3244.0     3236.00       JD
112  jd2607  20251009   3500.0  ...   3480.0     3481.00       JD
113  jd2608  20251009   3945.0  ...   3951.0     3935.00       JD
114  jd2609  20251009   3803.0  ...   3819.0     3809.00       JD
115  jm2510  20251009    942.5  ...    953.5      979.00       JM
116  jm2511  20251009    995.0  ...   1008.0     1009.50       JM
117  jm2512  20251009   1055.0  ...   1075.5     1071.00       JM
118  jm2601  20251009   1126.0  ...   1147.0     1146.00       JM
119  jm2602  20251009   1155.5  ...   1173.0     1172.00       JM
120  jm2603  20251009   1166.5  ...   1195.5     1188.50       JM
121  jm2604  20251009   1196.5  ...   1216.0     1205.50       JM
122  jm2605  20251009   1216.0  ...   1241.5     1231.50       JM
123  jm2606  20251009   1243.5  ...   1268.5     1238.50       JM
124  jm2607  20251009   1264.5  ...   1286.5     1256.50       JM
125  jm2608  20251009   1286.5  ...   1313.0     1278.00       JM
126  jm2609  20251009   1307.0  ...   1326.5     1308.00       JM
127   l2510  20251009   7031.0  ...   6992.0     7039.00        L
128   l2511  20251009   7079.0  ...   7039.0     7100.00        L
129   l2512  20251009   7107.0  ...   7059.0     7134.00        L
130   l2601  20251009   7145.0  ...   7073.0     7156.00        L
131   l2602  20251009   7107.0  ...   7060.0     7152.00        L
132   l2603  20251009   7089.0  ...   7071.0     7163.00        L
133   l2604  20251009   7150.0  ...   7117.0     7207.00        L
134   l2605  20251009   7182.0  ...   7106.0     7194.00        L
135   l2606  20251009   7144.0  ...   7112.0     7193.00        L
136   l2607  20251009   7157.0  ...   7128.0     7212.00        L
137   l2608  20251009   7167.0  ...   7146.0     7235.00        L
138   l2609  20251009   7169.0  ...   7150.0     7217.00        L
139  lg2511  20251009    820.0  ...    826.5      820.00       LG
140  lg2601  20251009    824.5  ...    823.5      824.50       LG
141  lg2603  20251009    832.0  ...    829.5      830.00       LG
142  lg2605  20251009    830.0  ...    830.0      830.50       LG
143  lg2607  20251009    830.5  ...    831.5      831.00       LG
144  lg2609  20251009    833.5  ...    830.5      834.00       LG
145  lh2511  20251009  11710.0  ...  11695.0    12320.00       LH
146  lh2601  20251009  12335.0  ...  12235.0    12750.00       LH
147  lh2603  20251009  12100.0  ...  12035.0    12395.00       LH
148  lh2605  20251009  12500.0  ...  12480.0    12820.00       LH
149  lh2607  20251009  13200.0  ...  13180.0    13430.00       LH
150  lh2609  20251009  13800.0  ...  13850.0    13995.00       LH
151   m2511  20251009   2926.0  ...   2909.0     2907.00        M
152   m2512  20251009   2959.0  ...   2947.0     2945.00        M
153   m2601  20251009   2950.0  ...   2934.0     2933.00        M
154   m2603  20251009   2845.0  ...   2899.0     2900.00        M
155   m2605  20251009   2751.0  ...   2751.0     2741.00        M
156   m2607  20251009   2725.0  ...   2733.0     2725.00        M
157   m2608  20251009   2853.0  ...   2854.0     2846.00        M
158   m2609  20251009   2860.0  ...   2858.0     2850.00        M
159   p2510  20251009   9388.0  ...   9422.0     9058.00        P
160   p2511  20251009   9388.0  ...   9416.0     9142.00        P
161   p2512  20251009   9412.0  ...   9476.0     9156.00        P
162   p2601  20251009   9452.0  ...   9512.0     9190.00        P
163   p2602  20251009   9424.0  ...   9486.0     9176.00        P
164   p2603  20251009   9416.0  ...   9456.0     9152.00        P
165   p2604  20251009   9334.0  ...   9374.0     9076.00        P
166   p2605  20251009   9250.0  ...   9298.0     9004.00        P
167   p2606  20251009   9152.0  ...   9200.0     8978.00        P
168   p2607  20251009   8958.0  ...   9068.0     8796.00        P
169   p2608  20251009   8958.0  ...   8992.0     8696.00        P
170   p2609  20251009   8798.0  ...   8846.0     8618.00        P
171  pg2510  20251009   4382.0  ...   4277.0     4443.00       PG
172  pg2511  20251009   4122.0  ...   4078.0     4295.00       PG
173  pg2512  20251009   3996.0  ...   4000.0     4202.00       PG
174  pg2601  20251009   4048.0  ...   3945.0     4132.00       PG
175  pg2602  20251009   3998.0  ...   3883.0     4064.00       PG
176  pg2603  20251009   3898.0  ...   3822.0     3981.00       PG
177  pg2604  20251009   4244.0  ...   4215.0     4332.00       PG
178  pg2605  20251009   4108.0  ...   4128.0     4253.00       PG
179  pg2606  20251009   4103.0  ...   4075.0     4199.00       PG
180  pg2607  20251009   4018.0  ...   4005.0     4139.00       PG
181  pg2608  20251009   3995.0  ...   3955.0     4081.00       PG
182  pg2609  20251009   3919.0  ...   3919.0     4082.00       PG
183  pp2510  20251009   6655.0  ...   6642.0     6758.00       PP
184  pp2511  20251009   6752.0  ...   6684.0     6801.00       PP
185  pp2512  20251009   6774.0  ...   6719.0     6839.00       PP
186  pp2601  20251009   6800.0  ...   6750.0     6873.00       PP
187  pp2602  20251009   6824.0  ...   6743.0     6866.00       PP
188  pp2603  20251009   6782.0  ...   6736.0     6862.00       PP
189  pp2604  20251009   6808.0  ...   6759.0     6884.00       PP
190  pp2605  20251009   6874.0  ...   6801.0     6910.00       PP
191  pp2606  20251009   6827.0  ...   6759.0     6874.00       PP
192  pp2607  20251009   6802.0  ...   6747.0     6846.00       PP
193  pp2608  20251009   6822.0  ...   6794.0     6862.00       PP
194  pp2609  20251009   6858.0  ...   6835.0     6890.00       PP
195  rr2510  20251009      0.0  ...   3612.0     3612.00       RR
196  rr2511  20251009   3618.0  ...   3619.0     3616.00       RR
197  rr2512  20251009   3606.0  ...   3596.0     3604.00       RR
198  rr2601  20251009   3620.0  ...   3626.0     3624.00       RR
199  rr2602  20251009   3611.0  ...   3611.0     3614.00       RR
200  rr2603  20251009      0.0  ...   3613.0     3613.00       RR
201  rr2604  20251009      0.0  ...   3621.0     3621.00       RR
202  rr2605  20251009      0.0  ...   3609.0     3607.00       RR
203  rr2606  20251009      0.0  ...   3608.0     3608.00       RR
204  rr2607  20251009      0.0  ...   3609.0     3609.00       RR
205  rr2608  20251009      0.0  ...   3614.0     3614.00       RR
206  rr2609  20251009      0.0  ...   3630.0     3630.00       RR
207   v2510  20251009   4697.0  ...   4634.0     4733.00        V
208   v2511  20251009   4738.0  ...   4667.0     4770.00        V
209   v2512  20251009   4784.0  ...   4704.0     4807.00        V
210   v2601  20251009   4825.0  ...   4755.0     4858.00        V
211   v2602  20251009   4866.0  ...   4805.0     4903.00        V
212   v2603  20251009   4900.0  ...   4839.0     4928.00        V
213   v2604  20251009   5089.0  ...   5049.0     5137.00        V
214   v2605  20251009   5152.0  ...   5085.0     5172.00        V
215   v2606  20251009   5178.0  ...   5119.0     5203.00        V
216   v2607  20251009   5176.0  ...   5153.0     5238.00        V
217   v2608  20251009   5213.0  ...   5195.0     5272.00        V
218   v2609  20251009   5293.0  ...   5231.0     5308.00        V
219   y2511  20251009   8178.0  ...   8290.0     8128.00        Y
220   y2512  20251009   8302.0  ...   8342.0     8168.00        Y
221   y2601  20251009   8212.0  ...   8294.0     8114.00        Y
222   y2603  20251009   8178.0  ...   8226.0     8066.00        Y
223   y2605  20251009   7996.0  ...   8044.0     7876.00        Y
224   y2607  20251009   7950.0  ...   7978.0     7844.00        Y
225   y2608  20251009   7932.0  ...   7988.0     7830.00        Y
226   y2609  20251009   7868.0  ...   7954.0     7816.00        Y

[227 rows x 12 columns]
2025-10-17 18:25:48,480 - future_1d - INFO - ak.get_dce_daily('2025-10-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251009  ...   86040      83220      CU
1        1      CU2511  20251009  ...   85910      83260      CU
2        2      CU2512  20251009  ...   85940      83250      CU
3        3      CU2601  20251009  ...   85900      83220      CU
4        4      CU2602  20251009  ...   85730      83200      CU
5        5      CU2603  20251009  ...   85740      83150      CU
6        6      CU2604  20251009  ...   86060      83070      CU
7        7      CU2605  20251009  ...   85860      83010      CU
8        8      CU2606  20251009  ...   85890      82870      CU
9        9      CU2607  20251009  ...   85640      82910      CU
10      10      CU2608  20251009  ...   85310      82750      CU
11      11      CU2609  20251009  ...   85410      82840      CU
12      12      BC2510  20251009  ...   76060      73830      BC
13      13      BC2511  20251009  ...   76560      74070      BC
14      14      BC2512  20251009  ...   76870      74340      BC
15      15      BC2601  20251009  ...   76900      73700      BC
16      16      BC2602  20251009  ...   76900      73700      BC
17      17      BC2603  20251009  ...   77470      74550      BC
18      18      BC2604  20251009  ...   77000      73400      BC
19      19      BC2605  20251009  ...   75900      72900      BC
20      20      BC2606  20251009  ...   75880      72960      BC
21      21      BC2607  20251009  ...   75800      72900      BC
22      22      BC2608  20251009  ...   75800      73280      BC
23      23      BC2609  20251009  ...   75710      73400      BC
24      24      AL2510  20251009  ...   21030      20745      AL
25      25      AL2511  20251009  ...   21005      20755      AL
26      26      AL2512  20251009  ...   21010      20755      AL
27      27      AL2601  20251009  ...   21010      20760      AL
28      28      AL2602  20251009  ...   21005      20755      AL
29      29      AL2603  20251009  ...   21005      20775      AL
30      30      AL2604  20251009  ...   21030      20820      AL
31      31      AL2605  20251009  ...   21055      20830      AL
32      32      AL2606  20251009  ...   21035      20840      AL
33      33      AL2607  20251009  ...   21070      20825      AL
34      34      AL2608  20251009  ...   21060      20825      AL
35      35      AL2609  20251009  ...   21060      20810      AL
36      36      ZN2510  20251009  ...   22165      21870      ZN
37      37      ZN2511  20251009  ...   22200      21935      ZN
38      38      ZN2512  20251009  ...   22230      21950      ZN
39      39      ZN2601  20251009  ...   22240      21985      ZN
40      40      ZN2602  20251009  ...   22290      22010      ZN
41      41      ZN2603  20251009  ...   22340      22020      ZN
42      42      ZN2604  20251009  ...   22375      22055      ZN
43      43      ZN2605  20251009  ...   22415      22125      ZN
44      44      ZN2606  20251009  ...   22425      22170      ZN
45      45      ZN2607  20251009  ...   22460      22170      ZN
46      46      ZN2608  20251009  ...   22435      22175      ZN
47      47      ZN2609  20251009  ...   22475      22245      ZN
48      48      PB2510  20251009  ...   17025      16895      PB
49      49      PB2511  20251009  ...   17040      16930      PB
50      50      PB2512  20251009  ...   17075      16955      PB
51      51      PB2601  20251009  ...   17095      16970      PB
52      52      PB2602  20251009  ...   16990      16970      PB
53      53      PB2603  20251009  ...   17205      16985      PB
54      54      PB2604  20251009  ...   17170      17015      PB
55      55      PB2605  20251009  ...   17195      17025      PB
56      56      PB2606  20251009  ...   17165      17020      PB
57      57      PB2607  20251009  ...   17020      17020      PB
58      58      PB2608  20251009  ...   17255      17030      PB
59      59      PB2609  20251009  ...   17285      17050      PB
60      60      NI2510  20251009  ...  122090     121200      NI
61      61      NI2511  20251009  ...  123120     121580      NI
62      62      NI2512  20251009  ...  123310     121720      NI
63      63      NI2601  20251009  ...  123530     121920      NI
64      64      NI2602  20251009  ...  123470     121980      NI
65      65      NI2603  20251009  ...  124010     122290      NI
66      66      NI2604  20251009  ...  124320     122630      NI
67      67      NI2605  20251009  ...  124550     122780      NI
68      68      NI2606  20251009  ...  124900     122720      NI
69      69      NI2607  20251009  ...  124850     123310      NI
70      70      NI2608  20251009  ...  125590     123760      NI
71      71      NI2609  20251009  ...  125660     124310      NI
72      72      SN2510  20251009  ...  284870     278060      SN
73      73      SN2511  20251009  ...  285070     278760      SN
74      74      SN2512  20251009  ...  285420     278700      SN
75      75      SN2601  20251009  ...  285490     278760      SN
76      76      SN2602  20251009  ...  285460     278620      SN
77      77      SN2603  20251009  ...  285280     278480      SN
78      78      SN2604  20251009  ...  284800     279250      SN
79      79      SN2605  20251009  ...  285020     277730      SN
80      80      SN2606  20251009  ...  285390     277860      SN
81      81      SN2607  20251009  ...  284640     278390      SN
82      82      SN2608  20251009  ...  285520     279230      SN
83      83      SN2609  20251009  ...  287820     279080      SN
84      84      AO2510  20251009  ...    2818       2835      AO
85      85      AO2511  20251009  ...    2844       2854      AO
86      86      AO2512  20251009  ...    2860       2868      AO
87      87      AO2601  20251009  ...    2871       2883      AO
88      88      AO2602  20251009  ...    2882       2897      AO
89      89      AO2603  20251009  ...    2949       2966      AO
90      90      AO2604  20251009  ...    2958       2967      AO
91      91      AO2605  20251009  ...    2965       2974      AO
92      92      AO2606  20251009  ...    2972       2980      AO
93      93      AO2607  20251009  ...    2978       2987      AO
94      94      AO2608  20251009  ...    2987       3002      AO
95      95      AO2609  20251009  ...    3000       3017      AO
96      96      AD2511  20251009  ...   20485      20250      AD
97      97      AD2512  20251009  ...   20535      20290      AD
98      98      AD2601  20251009  ...   20610      20330      AD
99      99      AD2602  20251009  ...   20620      20350      AD
100    100      AD2603  20251009  ...   20325      20325      AD
101    101      AD2604  20251009  ...   20360      20310      AD
102    102      AD2605  20251009  ...   20550      20310      AD
103    103      AD2606  20251009  ...   20365      20325      AD
104    104      AD2607  20251009  ...   20510      20510      AD
105    105      AD2608  20251009  ...   20495      20515      AD
106    106      AD2609  20251009  ...   20335      20335      AD
107    107      AU2510  20251009  ...  912.68     870.54      AU
108    108      AU2511  20251009  ...  912.92     871.26      AU
109    109      AU2512  20251009  ...  912.96      872.3      AU
110    110      AU2602  20251009  ...  915.62     875.08      AU
111    111      AU2604  20251009  ...  917.54     876.98      AU
112    112      AU2606  20251009  ...  918.92     879.94      AU
113    113      AU2608  20251009  ...  921.98     880.24      AU
114    114      AU2610  20251009  ...   924.9      885.3      AU
115    115      AG2510  20251009  ...   11193      10901      AG
116    116      AG2511  20251009  ...   11192      10916      AG
117    117      AG2512  20251009  ...   11209      10926      AG
118    118      AG2601  20251009  ...   11217      10935      AG
119    119      AG2602  20251009  ...   11235      10953      AG
120    120      AG2603  20251009  ...   11249      10957      AG
121    121      AG2604  20251009  ...   11256      10964      AG
122    122      AG2605  20251009  ...   11266      10989      AG
123    123      AG2606  20251009  ...   11255      10993      AG
124    124      AG2607  20251009  ...   11284      11015      AG
125    125      AG2608  20251009  ...   11293      11009      AG
126    126      AG2609  20251009  ...   11305      11036      AG
127    127      RB2510  20251009  ...    2998       3001      RB
128    128      RB2511  20251009  ...    3019       3021      RB
129    129      RB2512  20251009  ...    3070       3074      RB
130    130      RB2601  20251009  ...    3087       3090      RB
131    131      RB2602  20251009  ...    3093       3095      RB
132    132      RB2603  20251009  ...    3109       3106      RB
133    133      RB2604  20251009  ...    3131       3130      RB
134    134      RB2605  20251009  ...    3145       3144      RB
135    135      RB2606  20251009  ...    3158       3159      RB
136    136      RB2607  20251009  ...    3175       3177      RB
137    137      RB2608  20251009  ...    3180       3175      RB
138    138      RB2609  20251009  ...    3189       3186      RB
139    139      WR2510  20251009  ...    3069       3069      WR
140    140      WR2511  20251009  ...    3270       3300      WR
141    141      WR2512  20251009  ...    3309       3309      WR
142    142      WR2601  20251009  ...    3320       3307      WR
143    143      WR2602  20251009  ...    3301       3301      WR
144    144      WR2603  20251009  ...    3329       3329      WR
145    145      WR2604  20251009  ...    3339       3339      WR
146    146      WR2605  20251009  ...    3279       3248      WR
147    147      WR2606  20251009  ...    3356       3296      WR
148    148      WR2607  20251009  ...    3390       3390      WR
149    149      WR2608  20251009  ...    3431       3408      WR
150    150      WR2609  20251009  ...    3430       3430      WR
151    151      HC2510  20251009  ...    3352       3380      HC
152    152      HC2511  20251009  ...    3306       3329      HC
153    153      HC2512  20251009  ...    3300       3300      HC
154    154      HC2601  20251009  ...    3273       3274      HC
155    155      HC2602  20251009  ...    3272       3270      HC
156    156      HC2603  20251009  ...    3281       3279      HC
157    157      HC2604  20251009  ...    3286       3279      HC
158    158      HC2605  20251009  ...    3281       3276      HC
159    159      HC2606  20251009  ...    3286       3274      HC
160    160      HC2607  20251009  ...    3294       3291      HC
161    161      HC2608  20251009  ...    3298       3293      HC
162    162      HC2609  20251009  ...    3301       3306      HC
163    163      SS2510  20251009  ...   12600      12650      SS
164    164      SS2511  20251009  ...   12800      12785      SS
165    165      SS2512  20251009  ...   12820      12800      SS
166    166      SS2601  20251009  ...   12890      12865      SS
167    167      SS2602  20251009  ...   12925      12915      SS
168    168      SS2603  20251009  ...   13050      13025      SS
169    169      SS2604  20251009  ...   13115      13105      SS
170    170      SS2605  20251009  ...   13195      13160      SS
171    171      SS2606  20251009  ...   13290      13230      SS
172    172      SS2607  20251009  ...   13320      13280      SS
173    173      SS2608  20251009  ...   13375      13340      SS
174    174      SS2609  20251009  ...   13410      13385      SS
175    175      SC2511  20251009  ...   468.7      480.5      SC
176    176      SC2512  20251009  ...   471.4        482      SC
177    177      SC2601  20251009  ...   471.2      481.6      SC
178    178      SC2602  20251009  ...   470.2      481.1      SC
179    179      SC2603  20251009  ...   469.6      480.5      SC
180    180      SC2604  20251009  ...   469.6      480.4      SC
181    181      SC2605  20251009  ...   470.5      482.3      SC
182    182      SC2606  20251009  ...   468.9      479.5      SC
183    183      SC2607  20251009  ...   470.8      478.7      SC
184    184      SC2608  20251009  ...   469.5      477.6      SC
185    185      SC2609  20251009  ...   470.3      478.3      SC
186    186      SC2610  20251009  ...     471      478.3      SC
187    187      SC2612  20251009  ...   463.8      473.7      SC
188    188      SC2703  20251009  ...     472      472.1      SC
189    189      SC2706  20251009  ...   469.9        473      SC
190    190      SC2709  20251009  ...   469.4      476.2      SC
191    191      SC2712  20251009  ...   465.9        474      SC
192    192      SC2803  20251009  ...     458      475.1      SC
193    193      SC2806  20251009  ...   455.2      465.8      SC
194    194      SC2809  20251009  ...   458.2      465.9      SC
195    195      LU2511  20251009  ...    3329       3402      LU
196    196      LU2512  20251009  ...    3342       3417      LU
197    197      LU2601  20251009  ...    3326       3398      LU
198    198      LU2602  20251009  ...    3318       3400      LU
199    199      LU2603  20251009  ...    3327       3375      LU
200    200      LU2604  20251009  ...    3300       3371      LU
201    201      LU2605  20251009  ...    3278       3358      LU
202    202      LU2606  20251009  ...    3289       3361      LU
203    203      LU2607  20251009  ...    3276       3353      LU
204    204      LU2608  20251009  ...    3271       3329      LU
205    205      LU2609  20251009  ...    3267       3317      LU
206    206      LU2610  20251009  ...    3267       3317      LU
207    207      FU2511  20251009  ...    2935       2995      FU
208    208      FU2512  20251009  ...    2851       2911      FU
209    209      FU2601  20251009  ...    2813       2870      FU
210    210      FU2602  20251009  ...    2786       2846      FU
211    211      FU2603  20251009  ...    2780       2833      FU
212    212      FU2604  20251009  ...    2773       2822      FU
213    213      FU2605  20251009  ...    2761       2807      FU
214    214      FU2606  20251009  ...    2752       2791      FU
215    215      FU2607  20251009  ...    2727       2764      FU
216    216      FU2608  20251009  ...    2702       2732      FU
217    217      FU2609  20251009  ...    2691       2718      FU
218    218      FU2610  20251009  ...    2686       2718      FU
219    219      BU2510  20251009  ...    3470       3444      BU
220    220      BU2511  20251009  ...    3376       3427      BU
221    221      BU2512  20251009  ...    3327       3378      BU
222    222      BU2601  20251009  ...    3307       3359      BU
223    223      BU2602  20251009  ...    3314       3366      BU
224    224      BU2603  20251009  ...    3323       3365      BU
225    225      BU2604  20251009  ...    3319       3368      BU
226    226      BU2605  20251009  ...    3328       3374      BU
227    227      BU2606  20251009  ...    3328       3369      BU
228    228      BU2607  20251009  ...    3331       3381      BU
229    229      BU2608  20251009  ...    3356       3378      BU
230    230      BU2609  20251009  ...    3316       3368      BU
231    231      BU2612  20251009  ...    3270       3308      BU
232    232      BU2703  20251009  ...    3276       3311      BU
233    233      BU2706  20251009  ...    3282       3306      BU
234    234      BU2709  20251009  ...    3300       3299      BU
235    235      BR2510  20251009  ...   11310      11230      BR
236    236      BR2511  20251009  ...   11260      11175      BR
237    237      BR2512  20251009  ...   11235      11165      BR
238    238      BR2601  20251009  ...   11225      11165      BR
239    239      BR2602  20251009  ...   11245      11170      BR
240    240      BR2603  20251009  ...   11265      11170      BR
241    241      BR2604  20251009  ...   11195      11175      BR
242    242      BR2605  20251009  ...   11295      11235      BR
243    243      BR2606  20251009  ...   11345      11270      BR
244    244      BR2607  20251009  ...   11415      11375      BR
245    245      BR2608  20251009  ...   11460      11410      BR
246    246      BR2609  20251009  ...   11505      11355      BR
247    247      RU2510  20251009  ...   14535      14265      RU
248    248      RU2511  20251009  ...   14485      14365      RU
249    249      RU2601  20251009  ...   15325      15180      RU
250    250      RU2603  20251009  ...   15345      15155      RU
251    251      RU2604  20251009  ...   15290      15150      RU
252    252      RU2605  20251009  ...   15290      15165      RU
253    253      RU2606  20251009  ...   15270      15175      RU
254    254      RU2607  20251009  ...   15370      15150      RU
255    255      RU2608  20251009  ...   15300      15095      RU
256    256      RU2609  20251009  ...   15315      15145      RU
257    257      NR2510  20251009  ...   12220      12200      NR
258    258      NR2511  20251009  ...   12385      12240      NR
259    259      NR2512  20251009  ...   12385      12255      NR
260    260      NR2601  20251009  ...   12410      12285      NR
261    261      NR2602  20251009  ...   12400      12260      NR
262    262      NR2603  20251009  ...   12390      12280      NR
263    263      NR2604  20251009  ...   12390      12285      NR
264    264      NR2605  20251009  ...   12425      12350      NR
265    265      NR2606  20251009  ...   12470      12415      NR
266    266      NR2607  20251009  ...   12535      12535      NR
267    267      NR2608  20251009  ...   12570      12555      NR
268    268      NR2609  20251009  ...   12510      12510      NR
269    269      SP2510  20251009  ...    4808       4808      SP
270    270      SP2511  20251009  ...    4812       4856      SP
271    271      SP2512  20251009  ...    4832       4874      SP
272    272      SP2601  20251009  ...    5108       5142      SP
273    273      SP2602  20251009  ...    5114       5140      SP
274    274      SP2603  20251009  ...    5130       5160      SP
275    275      SP2604  20251009  ...    5140       5168      SP
276    276      SP2605  20251009  ...    5150       5182      SP
277    277      SP2606  20251009  ...    5182       5198      SP
278    278      SP2607  20251009  ...    5170       5194      SP
279    279      SP2608  20251009  ...    5192       5212      SP
280    280      SP2609  20251009  ...    5178       5212      SP
281    281      OP2601  20251009  ...    4214       4232      OP
282    282      OP2602  20251009  ...    4224       4218      OP
283    283      OP2603  20251009  ...    4222       4258      OP
284    284      OP2604  20251009  ...    4268       4276      OP
285    285      OP2605  20251009  ...    4266       4266      OP
286    286      OP2606  20251009  ...    4234       4236      OP
287    287      OP2607  20251009  ...    4238       4238      OP
288    288      OP2608  20251009  ...    4248       4238      OP
289    289      OP2609  20251009  ...    4266       4330      OP
290    290      EC2510  20251009  ...  1112.5     1122.1      EC
291    291      EC2512  20251009  ...  1620.2     1719.1      EC
292    292      EC2602  20251009  ...  1410.9     1628.2      EC
293    293      EC2604  20251009  ...  1108.4     1243.6      EC
294    294      EC2606  20251009  ...  1294.6     1445.6      EC
295    295      EC2608  20251009  ...  1415.5     1595.7      EC
296    296  SC_TAS2511  20251009  ...                     SC_TAS
297    297  SC_TAS2512  20251009  ...                     SC_TAS
298    298  SC_TAS2601  20251009  ...                     SC_TAS
299    299  SC_TAS2602  20251009  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 18:25:48,592 - future_1d - INFO - ak.get_shfe_daily('2025-10-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251009  7445.000  ...  7531.400    7394.200       IC
1   IC2511  20251009  7381.800  ...  7471.600    7332.800       IC
2   IC2512  20251009  7330.000  ...  7432.800    7288.800       IC
3   IC2603  20251009  7180.000  ...  7272.200    7115.800       IC
4   IF2510  20251009  4655.000  ...  4712.000    4637.200       IF
5   IF2511  20251009  4649.600  ...  4703.200    4627.400       IF
6   IF2512  20251009  4639.000  ...  4694.400    4621.200       IF
7   IF2603  20251009  4617.000  ...  4672.600    4596.200       IF
8   IH2510  20251009  3000.000  ...  3022.800    2988.600       IH
9   IH2511  20251009  3001.000  ...  3022.200    2987.000       IH
10  IH2512  20251009  2996.000  ...  3024.200    2988.600       IH
11  IH2603  20251009  3001.200  ...  3023.800    2989.400       IH
12  IM2510  20251009  7599.600  ...  7618.800    7556.400       IM
13  IM2511  20251009  7521.800  ...  7539.400    7484.200       IM
14  IM2512  20251009  7444.000  ...  7467.800    7408.400       IM
15  IM2603  20251009  7220.000  ...  7248.800    7184.200       IM
16   T2512  20251009   107.855  ...   108.050     107.885        T
17   T2603  20251009   107.525  ...   107.730     107.565        T
18   T2606  20251009   107.465  ...   107.615     107.465        T
19  TF2512  20251009   105.600  ...   105.750     105.655       TF
20  TF2603  20251009   105.500  ...   105.610     105.525       TF
21  TF2606  20251009   105.425  ...   105.625     105.575       TF
22  TL2512  20251009   113.800  ...   114.530     114.000       TL
23  TL2603  20251009   113.650  ...   114.180     113.660       TL
24  TL2606  20251009   113.600  ...   114.140     113.640       TL
25  TS2512  20251009   102.360  ...   102.410     102.374       TS
26  TS2603  20251009   102.280  ...   102.304     102.282       TS
27  TS2606  20251009   102.350  ...   102.356     102.322       TS

[28 rows x 12 columns]
2025-10-17 18:25:48,791 - future_1d - INFO - ak.get_cffex_daily('2025-10-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251009  50845.0  ...  50760.0     50845.0       PS
1   PS2511  20251009  51280.0  ...  50185.0     50765.0       PS
2   PS2512  20251009  53900.0  ...  52860.0     53270.0       PS
3   PS2601  20251009  53610.0  ...  52695.0     52955.0       PS
4   PS2602  20251009  53630.0  ...  52535.0     52730.0       PS
5   PS2603  20251009  53475.0  ...  52620.0     52665.0       PS
6   PS2604  20251009  53320.0  ...  52550.0     52665.0       PS
7   PS2605  20251009  53150.0  ...  52570.0     52670.0       PS
8   PS2606  20251009  55075.0  ...  54535.0     54735.0       PS
9   PS2607  20251009  55150.0  ...  54430.0     54590.0       PS
10  PS2608  20251009  54620.0  ...  54115.0     54375.0       PS
11  PS2609  20251009  53925.0  ...  54065.0     54400.0       PS
13  SI2510  20251009   8610.0  ...   8640.0      8660.0       SI
14  SI2511  20251009   8650.0  ...   8645.0      8665.0       SI
15  SI2512  20251009   9000.0  ...   9035.0      9050.0       SI
16  SI2601  20251009   8980.0  ...   8985.0      9000.0       SI
17  SI2602  20251009   9005.0  ...   8990.0      9005.0       SI
18  SI2603  20251009   9035.0  ...   8975.0      9020.0       SI
19  SI2604  20251009   8990.0  ...   9000.0      9030.0       SI
20  SI2605  20251009   9100.0  ...   9020.0      9035.0       SI
21  SI2606  20251009   9035.0  ...   9020.0      9050.0       SI
22  SI2607  20251009   9050.0  ...   9055.0      9060.0       SI
23  SI2608  20251009   8990.0  ...   9040.0      9085.0       SI
24  SI2609  20251009   9045.0  ...   9060.0      9085.0       SI
27  LC2510  20251009  72000.0  ...  73040.0     73340.0       LC
28  LC2511  20251009  73200.0  ...  73700.0     73140.0       LC
29  LC2512  20251009  73880.0  ...  73780.0     73220.0       LC
30  LC2601  20251009  73500.0  ...  73640.0     73160.0       LC
31  LC2602  20251009  72960.0  ...  73320.0     72800.0       LC
32  LC2603  20251009  72960.0  ...  73400.0     72800.0       LC
33  LC2604  20251009  73700.0  ...  73820.0     73200.0       LC
34  LC2605  20251009  73460.0  ...  73740.0     73280.0       LC
35  LC2606  20251009  73140.0  ...  73720.0     73100.0       LC
36  LC2607  20251009  73100.0  ...  73600.0     72960.0       LC
37  LC2608  20251009  73200.0  ...  73720.0     73120.0       LC
38  LC2609  20251009  73640.0  ...  73720.0     73100.0       LC

[36 rows x 12 columns]
2025-10-17 18:25:49,042 - future_1d - INFO - ak.get_gfex_daily('2025-10-09') done
2025-10-17 18:25:50,819 - future_1d - INFO - save future_daily 2025-10-09 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251010   9010.0   9175.0  ...      108.45   9037.0      9056.0       AP
1    AP511  20251010   8714.0   8796.0  ...    14449.55   8747.0      8692.0       AP
2    AP512  20251010   8648.0   8727.0  ...     4961.44   8689.0      8655.0       AP
3    AP601  20251010   8683.0   8788.0  ...   874039.85   8721.0      8691.0       AP
4    AP603  20251010   8521.0   8636.0  ...     2556.79   8580.0      8527.0       AP
5    AP604  20251010   8516.0   8633.0  ...     1134.18   8592.0      8517.0       AP
6    AP605  20251010   8563.0   8694.0  ...    44339.02   8640.0      8564.0       AP
7    CF511  20251010  13250.0  13415.0  ...   121951.45  13340.0     13255.0       CF
8    CF601  20251010  13295.0  13420.0  ...  2287632.70  13355.0     13290.0       CF
9    CF603  20251010  13300.0  13430.0  ...   191533.79  13335.0     13295.0       CF
10   CF605  20251010  13340.0  13465.0  ...   418980.92  13405.0     13330.0       CF
11   CF607  20251010  13440.0  13490.0  ...     1491.33  13435.0     13360.0       CF
12   CF609  20251010  13535.0  13645.0  ...     3085.34  13590.0     13515.0       CF
13   CJ512  20251010  10930.0  11135.0  ...    10691.61  11015.0     10805.0       CJ
14   CJ601  20251010  11000.0  11230.0  ...  1590993.41  11110.0     10895.0       CJ
15   CJ603  20251010  10935.0  11175.0  ...    23433.48  11060.0     10845.0       CJ
16   CJ605  20251010  11045.0  11285.0  ...   255976.02  11170.0     10955.0       CJ
17   CJ607  20251010  11140.0  11335.0  ...     3709.49  11225.0     11035.0       CJ
18   CJ609  20251010  11255.0  11440.0  ...     2579.58  11365.0     11165.0       CJ
19   CY510  20251010      0.0      0.0  ...        0.00  19515.0     19480.0       CY
20   CY511  20251010  19520.0  19805.0  ...    48797.19  19725.0     19470.0       CY
21   CY512  20251010      0.0      0.0  ...        0.00  19310.0     19310.0       CY
22   CY601  20251010  19350.0  19490.0  ...   113179.57  19415.0     19380.0       CY
23   CY602  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
24   CY603  20251010  19300.0  19700.0  ...      146.69  19560.0     19450.0       CY
25   CY604  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251010  19675.0  19680.0  ...      137.04  19575.0     19475.0       CY
27   CY606  20251010      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251010      0.0      0.0  ...        0.00  19850.0     19850.0       CY
29   CY608  20251010      0.0      0.0  ...        0.00  19335.0     19335.0       CY
30   CY609  20251010      0.0      0.0  ...        0.00  19805.0     19805.0       CY
31   FG510  20251010      0.0      0.0  ...        0.00   1099.0      1101.0       FG
32   FG511  20251010   1119.0   1130.0  ...    89279.98   1117.0      1107.0       FG
33   FG512  20251010   1232.0   1249.0  ...    89524.47   1230.0      1220.0       FG
34   FG601  20251010   1224.0   1245.0  ...  5224223.26   1224.0      1215.0       FG
35   FG602  20251010   1285.0   1304.0  ...    45666.38   1282.0      1272.0       FG
36   FG603  20251010   1287.0   1306.0  ...    84022.33   1288.0      1276.0       FG
37   FG604  20251010   1354.0   1371.0  ...     1693.14   1355.0      1335.0       FG
38   FG605  20251010   1340.0   1371.0  ...   254349.80   1351.0      1334.0       FG
39   FG606  20251010   1374.0   1400.0  ...     1151.48   1384.0      1369.0       FG
40   FG607  20251010   1365.0   1391.0  ...     2545.67   1372.0      1356.0       FG
41   FG608  20251010   1410.0   1429.0  ...     1116.02   1416.0      1400.0       FG
42   FG609  20251010   1405.0   1431.0  ...     8066.61   1417.0      1403.0       FG
43   JR511  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251010      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251010      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251010   2205.0   2210.0  ...      641.34   2204.0      2202.0       MA
52   MA511  20251010   2241.0   2255.0  ...    35444.98   2243.0      2245.0       MA
53   MA512  20251010   2265.0   2288.0  ...    85770.82   2270.0      2276.0       MA
54   MA601  20251010   2290.0   2308.0  ...  1307251.87   2295.0      2298.0       MA
55   MA602  20251010   2320.0   2341.0  ...    60599.22   2326.0      2325.0       MA
56   MA603  20251010   2339.0   2363.0  ...   134219.75   2347.0      2350.0       MA
57   MA604  20251010   2362.0   2372.0  ...       94.41   2360.0      2360.0       MA
58   MA605  20251010   2349.0   2362.0  ...   137736.49   2346.0      2355.0       MA
59   MA606  20251010   2371.0   2372.0  ...       77.58   2351.0      2358.0       MA
60   MA607  20251010   2349.0   2354.0  ...      112.39   2341.0      2336.0       MA
61   MA608  20251010   2341.0   2353.0  ...       42.25   2347.0      2345.0       MA
62   MA609  20251010   2323.0   2333.0  ...     1696.86   2321.0      2325.0       MA
63   OI511  20251010  10422.0  10422.0  ...   172389.98  10308.0     10352.0       OI
64   OI601  20251010  10238.0  10247.0  ...  2813643.22  10138.0     10197.0       OI
65   OI603  20251010  10003.0  10017.0  ...   256188.87   9916.0      9966.0       OI
66   OI605  20251010   9720.0   9735.0  ...   171151.48   9652.0      9683.0       OI
67   OI607  20251010   9625.0   9639.0  ...      917.66   9559.0      9613.0       OI
68   OI609  20251010   9566.0   9585.0  ...     1988.10   9512.0      9547.0       OI
69   PF510  20251010   6206.0   6206.0  ...      127.09   6200.0      6250.0       PF
70   PF511  20251010   6292.0   6300.0  ...   508421.02   6228.0      6274.0       PF
71   PF512  20251010   6232.0   6252.0  ...   503489.98   6184.0      6214.0       PF
72   PF601  20251010   6264.0   6292.0  ...    86086.50   6230.0      6258.0       PF
73   PF602  20251010   6254.0   6262.0  ...   305619.36   6188.0      6236.0       PF
74   PF603  20251010   6242.0   6258.0  ...   154434.07   6184.0      6232.0       PF
75   PF604  20251010   6332.0   6344.0  ...      134.30   6246.0      6288.0       PF
76   PF605  20251010   6320.0   6352.0  ...      219.18   6262.0      6304.0       PF
77   PF606  20251010   6334.0   6334.0  ...       50.24   6280.0      6336.0       PF
78   PF607  20251010   6352.0   6352.0  ...       53.57   6302.0      6330.0       PF
79   PF608  20251010   6372.0   6382.0  ...       41.12   6326.0      6376.0       PF
80   PF609  20251010   6368.0   6400.0  ...       82.66   6360.0      6390.0       PF
81   PK510  20251010   7650.0   7704.0  ...       84.46   7678.0      7620.0       PK
82   PK511  20251010   7702.0   7916.0  ...   774780.16   7816.0      7712.0       PK
83   PK512  20251010   7708.0   7876.0  ...   192816.30   7792.0      7704.0       PK
84   PK601  20251010   7750.0   7910.0  ...   387951.26   7838.0      7748.0       PK
85   PK603  20251010   7804.0   7946.0  ...    34929.62   7886.0      7782.0       PK
86   PK604  20251010   7830.0   7962.0  ...     1580.85   7924.0      7832.0       PK
87   PK605  20251010   7846.0   7976.0  ...    25695.93   7928.0      7840.0       PK
88   PL601  20251010   6231.0   6242.0  ...    67065.51   6205.0      6219.0       PL
89   PL602  20251010   6268.0   6276.0  ...    29438.79   6242.0      6253.0       PL
90   PL603  20251010   6259.0   6259.0  ...    26758.92   6240.0      6257.0       PL
91   PL604  20251010      0.0      0.0  ...        0.00   6239.0      6363.0       PL
92   PL605  20251010   6196.0   6202.0  ...       37.20   6200.0      6216.0       PL
93   PL606  20251010      0.0      0.0  ...        0.00   6290.0      6290.0       PL
94   PL607  20251010   6230.0   6279.0  ...       87.41   6244.0      6267.0       PL
95   PL608  20251010      0.0      0.0  ...        0.00   6429.0      6433.0       PL
96   PL609  20251010      0.0      0.0  ...        0.00   6343.0      6346.0       PL
97   PM511  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251010      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251010      0.0      0.0  ...        0.00   5738.0      5738.0       PR
104  PR511  20251010   5762.0   5790.0  ...   108337.35   5734.0      5736.0       PR
105  PR512  20251010   5740.0   5762.0  ...   376097.30   5702.0      5726.0       PR
106  PR601  20251010   5714.0   5740.0  ...   248830.00   5686.0      5714.0       PR
107  PR602  20251010   5774.0   5780.0  ...    43879.78   5712.0      5750.0       PR
108  PR603  20251010   5788.0   5788.0  ...      300.70   5728.0      5768.0       PR
109  PR604  20251010   5836.0   5836.0  ...      155.25   5750.0      5804.0       PR
110  PR605  20251010   5818.0   5852.0  ...       78.29   5800.0      5808.0       PR
111  PR606  20251010   5850.0   5850.0  ...       52.32   5814.0      5844.0       PR
112  PR607  20251010   5846.0   5846.0  ...       34.85   5810.0      5840.0       PR
113  PR608  20251010   5832.0   5832.0  ...       60.79   5790.0      5770.0       PR
114  PR609  20251010   5832.0   5832.0  ...        8.75   5832.0      5870.0       PR
115  PX510  20251010      0.0      0.0  ...        0.00   6458.0      6458.0       PX
116  PX511  20251010   6584.0   6618.0  ...   329009.38   6532.0      6528.0       PX
117  PX512  20251010   6570.0   6592.0  ...   117908.60   6516.0      6518.0       PX
118  PX601  20251010   6554.0   6586.0  ...   276904.22   6508.0      6522.0       PX
119  PX602  20251010   6590.0   6600.0  ...   156948.32   6516.0      6524.0       PX
120  PX603  20251010   6568.0   6596.0  ...   118729.48   6518.0      6516.0       PX
121  PX604  20251010   6534.0   6574.0  ...       19.65   6552.0      6528.0       PX
122  PX605  20251010   6586.0   6610.0  ...     1296.28   6530.0      6542.0       PX
123  PX606  20251010   6582.0   6582.0  ...       19.50   6498.0      6600.0       PX
124  PX607  20251010   6596.0   6596.0  ...        6.55   6552.0      6622.0       PX
125  PX608  20251010   6540.0   6540.0  ...        3.27   6540.0      6624.0       PX
126  PX609  20251010   6532.0   6532.0  ...        3.27   6532.0      6574.0       PX
127  RI511  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251010      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251010   2499.0   2507.0  ...    48419.03   2455.0      2491.0       RM
134  RM601  20251010   2431.0   2437.0  ...   714082.80   2406.0      2429.0       RM
135  RM603  20251010   2345.0   2349.0  ...     9708.99   2336.0      2339.0       RM
136  RM605  20251010   2333.0   2341.0  ...   130459.77   2330.0      2330.0       RM
137  RM607  20251010   2323.0   2332.0  ...     5720.82   2322.0      2321.0       RM
138  RM608  20251010   2423.0   2433.0  ...      451.21   2426.0      2424.0       RM
139  RM609  20251010   2412.0   2424.0  ...     2960.46   2415.0      2412.0       RM
140  RS511  20251010   5207.0   5268.0  ...       36.64   5235.0      5223.0       RS
141  RS607  20251010      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251010      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251010      0.0      0.0  ...        0.00   5561.0      5561.0       RS
144  SA510  20251010   1163.0   1185.0  ...     3029.77   1164.0      1163.0       SA
145  SA511  20251010   1187.0   1201.0  ...    96198.32   1182.0      1181.0       SA
146  SA512  20251010   1244.0   1265.0  ...   218879.11   1241.0      1240.0       SA
147  SA601  20251010   1255.0   1275.0  ...  3037944.93   1253.0      1251.0       SA
148  SA602  20251010   1294.0   1313.0  ...   118002.86   1289.0      1288.0       SA
149  SA603  20251010   1300.0   1319.0  ...   104183.27   1296.0      1293.0       SA
150  SA604  20251010   1343.0   1361.0  ...     2072.84   1339.0      1335.0       SA
151  SA605  20251010   1350.0   1366.0  ...   184788.30   1347.0      1343.0       SA
152  SA606  20251010   1368.0   1385.0  ...     1292.98   1364.0      1361.0       SA
153  SA607  20251010   1370.0   1386.0  ...     2059.17   1369.0      1363.0       SA
154  SA608  20251010   1413.0   1421.0  ...      874.87   1407.0      1402.0       SA
155  SA609  20251010   1409.0   1427.0  ...     5950.98   1414.0      1407.0       SA
156  SF510  20251010   5312.0   5318.0  ...     6699.86   5310.0      5312.0       SF
157  SF511  20251010   5486.0   5498.0  ...   281033.81   5458.0      5472.0       SF
158  SF512  20251010   5464.0   5476.0  ...    77511.44   5420.0      5448.0       SF
159  SF601  20251010   5460.0   5468.0  ...   179341.33   5422.0      5448.0       SF
160  SF602  20251010   5428.0   5430.0  ...    41247.38   5380.0      5404.0       SF
161  SF603  20251010   5600.0   5608.0  ...    46450.93   5550.0      5580.0       SF
162  SF604  20251010   5536.0   5536.0  ...        8.29   5526.0      5588.0       SF
163  SF605  20251010   5580.0   5586.0  ...     4087.45   5528.0      5564.0       SF
164  SF606  20251010   5514.0   5522.0  ...      203.48   5500.0      5534.0       SF
165  SF607  20251010   5678.0   5678.0  ...       93.55   5670.0      5698.0       SF
166  SF608  20251010   5650.0   5650.0  ...        5.65   5650.0      5682.0       SF
167  SF609  20251010   5668.0   5672.0  ...       73.46   5652.0      5674.0       SF
168  SH510  20251010   2435.0   2435.0  ...        7.31   2435.0      2443.0       SH
169  SH511  20251010   2410.0   2434.0  ...   257270.77   2416.0      2433.0       SH
170  SH512  20251010   2460.0   2492.0  ...   186835.23   2477.0      2479.0       SH
171  SH601  20251010   2455.0   2488.0  ...  2084493.21   2469.0      2469.0       SH
172  SH602  20251010   2484.0   2522.0  ...   224253.25   2507.0      2503.0       SH
173  SH603  20251010   2501.0   2532.0  ...   191772.34   2518.0      2513.0       SH
174  SH604  20251010   2550.0   2577.0  ...      122.95   2561.0      2558.0       SH
175  SH605  20251010   2553.0   2584.0  ...    12285.95   2568.0      2564.0       SH
176  SH606  20251010   2586.0   2593.0  ...       62.16   2590.0      2581.0       SH
177  SH607  20251010   2589.0   2589.0  ...       38.78   2586.0      2569.0       SH
178  SH608  20251010   2603.0   2606.0  ...       78.03   2601.0      2591.0       SH
179  SH609  20251010   2608.0   2615.0  ...      109.61   2610.0      2606.0       SH
180  SM510  20251010   5632.0   5632.0  ...      416.70   5632.0      5646.0       SM
181  SM511  20251010   5768.0   5780.0  ...    33587.93   5752.0      5746.0       SM
182  SM512  20251010   5780.0   5780.0  ...    58649.71   5754.0      5748.0       SM
183  SM601  20251010   5776.0   5788.0  ...   362808.98   5760.0      5756.0       SM
184  SM602  20251010   5790.0   5796.0  ...    68372.84   5768.0      5760.0       SM
185  SM603  20251010   5798.0   5808.0  ...    86744.69   5780.0      5774.0       SM
186  SM604  20251010      0.0      0.0  ...        0.00   5794.0      5794.0       SM
187  SM605  20251010   5810.0   5828.0  ...    13341.48   5796.0      5796.0       SM
188  SM606  20251010      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251010   5824.0   5824.0  ...       23.27   5820.0      5810.0       SM
190  SM608  20251010   5836.0   5836.0  ...        2.92   5836.0      5848.0       SM
191  SM609  20251010   5850.0   5850.0  ...      405.82   5840.0      5842.0       SM
192  SR511  20251010   5551.0   5577.0  ...    47970.47   5553.0      5552.0       SR
193  SR601  20251010   5521.0   5537.0  ...   941782.45   5517.0      5517.0       SR
194  SR603  20251010   5506.0   5520.0  ...   151560.30   5502.0      5507.0       SR
195  SR605  20251010   5490.0   5500.0  ...    70819.69   5485.0      5481.0       SR
196  SR607  20251010   5487.0   5495.0  ...     2192.54   5481.0      5474.0       SR
197  SR609  20251010   5491.0   5500.0  ...     3364.24   5488.0      5484.0       SR
198  TA510  20251010   4558.0   4562.0  ...    12205.81   4518.0      4514.0       TA
199  TA511  20251010   4564.0   4582.0  ...   167144.16   4534.0      4544.0       TA
200  TA512  20251010   4552.0   4596.0  ...   123747.48   4548.0      4552.0       TA
201  TA601  20251010   4580.0   4604.0  ...  1352282.03   4554.0      4564.0       TA
202  TA602  20251010   4594.0   4616.0  ...    94996.70   4568.0      4572.0       TA
203  TA603  20251010   4606.0   4628.0  ...    52974.17   4574.0      4590.0       TA
204  TA604  20251010   4554.0   4554.0  ...        2.28   4554.0      4590.0       TA
205  TA605  20251010   4634.0   4650.0  ...    75641.43   4598.0      4612.0       TA
206  TA606  20251010   4576.0   4576.0  ...        9.15   4576.0      4644.0       TA
207  TA607  20251010   4596.0   4596.0  ...       29.84   4592.0      4652.0       TA
208  TA608  20251010   4610.0   4610.0  ...       25.32   4604.0      4632.0       TA
209  TA609  20251010   4674.0   4682.0  ...      959.99   4626.0      4658.0       TA
210  UR510  20251010   1500.0   1506.0  ...     1204.65   1503.0      1516.0       UR
211  UR511  20251010   1585.0   1591.0  ...    25018.59   1576.0      1593.0       UR
212  UR512  20251010   1594.0   1601.0  ...    16857.60   1587.0      1600.0       UR
213  UR601  20251010   1612.0   1614.0  ...   515667.41   1601.0      1619.0       UR
214  UR602  20251010   1616.0   1622.0  ...    18034.17   1608.0      1620.0       UR
215  UR603  20251010   1670.0   1670.0  ...      259.61   1664.0      1672.0       UR
216  UR604  20251010   1674.0   1674.0  ...      106.61   1666.0      1672.0       UR
217  UR605  20251010   1680.0   1681.0  ...    39844.52   1672.0      1681.0       UR
218  UR606  20251010   1680.0   1683.0  ...      908.13   1676.0      1686.0       UR
219  UR607  20251010   1715.0   1716.0  ...      191.58   1711.0      1722.0       UR
220  UR608  20251010   1709.0   1709.0  ...       37.52   1705.0      1716.0       UR
221  UR609  20251010   1705.0   1707.0  ...      970.99   1703.0      1706.0       UR
222  WH511  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251010      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251010      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:25:56,603 - future_1d - INFO - ak.get_czce_daily('2025-10-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251010     471   472.1  ...  3161391.79   466.2      468.7      SC
1       SC2512  20251010   473.9   474.5  ...  1414802.69   468.5      471.4      SC
2       SC2601  20251010     472   474.2  ...   316812.66   468.3      471.2      SC
3       SC2602  20251010   471.5   473.5  ...    41816.12   468.2      470.2      SC
4       SC2603  20251010   471.6   472.6  ...    16896.19   466.7      469.6      SC
5       SC2604  20251010   471.7   471.9  ...     6755.64   465.9      469.6      SC
6       SC2605  20251010     471   471.6  ...      7499.8   465.8      470.5      SC
7       SC2606  20251010   469.6   472.2  ...    12110.07   465.7      468.9      SC
8       SC2607  20251010   468.6   469.6  ...      234.08   468.1      470.8      SC
9       SC2608  20251010   465.3   465.7  ...      325.13   464.4      469.5      SC
10      SC2609  20251010   467.8   468.5  ...     1257.95   465.9      470.3      SC
11      SC2610  20251010                  ...           0   464.9        471      SC
12      SC2612  20251010   469.5   469.6  ...      697.54     465      463.8      SC
13      SC2703  20251010   465.5   465.5  ...      185.71   464.2        472      SC
14      SC2706  20251010                  ...           0     466      469.9      SC
15      SC2709  20251010   468.3   468.3  ...      277.98   463.3      469.4      SC
16      SC2712  20251010                  ...           0   461.8      465.9      SC
17      SC2803  20251010                  ...           0     458        458      SC
18      SC2806  20251010     456   458.2  ...     1096.03   456.6      455.2      SC
19      SC2809  20251010   456.9     460  ...     1465.01   457.8      458.2      SC
21      LU2511  20251010    3374    3378  ...   76172.122    3327       3329      LU
22      LU2512  20251010    3370    3371  ...  245365.822    3332       3342      LU
23      LU2601  20251010    3330    3353  ...   87812.969    3313       3326      LU
24      LU2602  20251010    3329    3341  ...    5574.851    3304       3318      LU
25      LU2603  20251010    3317    3336  ...     574.808    3303       3327      LU
26      LU2604  20251010    3282    3282  ...      13.109    3277       3300      LU
27      LU2605  20251010    3295    3295  ...      16.432    3286       3278      LU
28      LU2606  20251010    3277    3277  ...      26.046    3255       3289      LU
29      LU2607  20251010    3262    3262  ...      16.298    3259       3276      LU
30      LU2608  20251010    3260    3264  ...      39.088    3257       3271      LU
31      LU2609  20251010    3285    3285  ...     104.254    3257       3267      LU
32      LU2610  20251010    3260    3267  ...       35.86    3260       3267      LU
34      NR2510  20251010   12395   12395  ...      985.15   12310      12220      NR
35      NR2511  20251010   12465   12520  ...  703184.165   12395      12385      NR
36      NR2512  20251010   12475   12510  ...  427964.625   12400      12385      NR
37      NR2601  20251010   12485   12510  ...  142685.735   12400      12410      NR
38      NR2602  20251010   12420   12475  ...     3390.01   12370      12400      NR
39      NR2603  20251010   12400   12450  ...    2801.655   12395      12390      NR
40      NR2604  20251010   12400   12420  ...     445.705   12380      12390      NR
41      NR2605  20251010   12440   12450  ...      310.28   12410      12425      NR
42      NR2606  20251010   12475   12480  ...       62.07   12410      12470      NR
43      NR2607  20251010   12490   12490  ...       12.49   12490      12535      NR
44      NR2608  20251010   12535   12535  ...      12.535   12535      12570      NR
45      NR2609  20251010                  ...           0   12510      12510      NR
47      BC2510  20251010                  ...           0   76060      76060      BC
48      BC2511  20251010   77620   78240  ...  613583.705   77210      76560      BC
49      BC2512  20251010   77520   78310  ...   51169.195   77230      76870      BC
50      BC2601  20251010   77430   77780  ...      270.04   77150      76900      BC
51      BC2602  20251010                  ...           0   76900      76900      BC
52      BC2603  20251010                  ...           0   77470      77470      BC
53      BC2604  20251010                  ...           0   77000      77000      BC
54      BC2605  20251010                  ...           0   75900      75900      BC
55      BC2606  20251010                  ...           0   75880      75880      BC
56      BC2607  20251010   77070   77300  ...    1191.175   76850      75800      BC
57      BC2608  20251010                  ...           0   75800      75800      BC
58      BC2609  20251010                  ...           0   75710      75710      BC
60      EC2510  20251010  1118.8    1138  ...  36438.1725  1125.5     1112.5      EC
61      EC2512  20251010    1670    1670  ...  252613.195  1605.1     1620.2      EC
62      EC2602  20251010    1385    1399  ...  48909.9605  1365.4     1410.9      EC
63      EC2604  20251010  1089.9  1119.9  ...   27926.309  1084.9     1108.4      EC
64      EC2606  20251010  1260.9  1290.8  ...    3233.508    1268     1294.6      EC
65      EC2608  20251010    1405    1422  ...    2824.423  1405.1     1415.5      EC
68  SC_TAS2511  20251010                  ...                                 SC_TAS
69  SC_TAS2512  20251010                  ...                                 SC_TAS
70  SC_TAS2601  20251010                  ...                                 SC_TAS
71  SC_TAS2602  20251010                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 18:25:56,724 - future_1d - INFO - ak.get_ine_daily('2025-10-10') done
     symbol      date     open  ...    settle  pre_settle  variety
0     a2511  20251010   3960.0  ...   3958.00      3960.0        A
1     a2601  20251010   3972.0  ...   3958.00      3948.0        A
2     a2603  20251010   3971.0  ...   3959.00      3947.0        A
3     a2605  20251010   4008.0  ...   3998.00      3977.0        A
4     a2607  20251010   4000.0  ...   3991.00      3973.0        A
5     a2609  20251010   4002.0  ...   3996.00      3973.0        A
6     b2510  20251010   3611.0  ...   3619.00      3648.0        B
7     b2511  20251010   3628.0  ...   3624.00      3633.0        B
8     b2512  20251010   3646.0  ...   3649.00      3647.0        B
9     b2601  20251010   3650.0  ...   3651.00      3647.0        B
10    b2602  20251010   3662.0  ...   3660.00      3655.0        B
11    b2603  20251010   3626.0  ...   3623.00      3621.0        B
12    b2604  20251010   3531.0  ...   3530.00      3521.0        B
13    b2605  20251010   3460.0  ...   3464.00      3450.0        B
14    b2606  20251010   3433.0  ...   3439.00      3423.0        B
15    b2607  20251010   3434.0  ...   3441.00      3427.0        B
16    b2608  20251010   3526.0  ...   3533.00      3520.0        B
17    b2609  20251010   3563.0  ...   3567.00      3553.0        B
18   bb2511  20251010    135.0  ...    139.40       141.6       BB
19   bb2601  20251010    148.0  ...    147.05       147.0       BB
20   bb2603  20251010    146.9  ...    147.05       147.1       BB
21   bb2605  20251010    147.5  ...    147.25       146.8       BB
22   bb2607  20251010      0.0  ...    152.15       151.7       BB
23   bb2609  20251010      0.0  ...    152.15       151.7       BB
24   bz2603  20251010   5743.0  ...   5733.00      5732.0       BZ
25   bz2604  20251010   5749.0  ...   5706.00      5696.0       BZ
26   bz2605  20251010   5770.0  ...   5731.00      5683.0       BZ
27   bz2606  20251010      0.0  ...   5672.00      5672.0       BZ
28   bz2607  20251010   5747.0  ...   5747.00      5681.0       BZ
29   bz2608  20251010   5736.0  ...   5736.00      5657.0       BZ
30   bz2609  20251010      0.0  ...   5835.00      5874.0       BZ
31    c2511  20251010   2136.0  ...   2131.00      2136.0        C
32    c2601  20251010   2125.0  ...   2125.00      2122.0        C
33    c2603  20251010   2139.0  ...   2139.00      2135.0        C
34    c2605  20251010   2201.0  ...   2202.00      2197.0        C
35    c2607  20251010   2211.0  ...   2214.00      2210.0        C
36    c2609  20251010   2228.0  ...   2228.00      2226.0        C
37   cs2511  20251010   2429.0  ...   2428.00      2438.0       CS
38   cs2601  20251010   2436.0  ...   2433.00      2440.0       CS
39   cs2603  20251010   2449.0  ...   2443.00      2448.0       CS
40   cs2605  20251010   2536.0  ...   2531.00      2535.0       CS
41   cs2607  20251010   2540.0  ...   2536.00      2541.0       CS
42   cs2609  20251010   2582.0  ...   2579.00      2577.0       CS
43   eb2510  20251010   6719.0  ...   6699.00      6705.0       EB
44   eb2511  20251010   6810.0  ...   6782.00      6787.0       EB
45   eb2512  20251010   6819.0  ...   6796.00      6801.0       EB
46   eb2601  20251010   6859.0  ...   6824.00      6825.0       EB
47   eb2602  20251010   6903.0  ...   6857.00      6864.0       EB
48   eb2603  20251010   6939.0  ...   6903.00      6906.0       EB
49   eb2604  20251010   6988.0  ...   6953.00      6946.0       EB
50   eb2605  20251010   7013.0  ...   6981.00      6975.0       EB
51   eb2606  20251010   7000.0  ...   6957.00      6980.0       EB
52   eb2607  20251010   6945.0  ...   6945.00      6959.0       EB
53   eb2608  20251010   7024.0  ...   6987.00      6997.0       EB
54   eb2609  20251010      0.0  ...   7018.00      7018.0       EB
55   eg2510  20251010   4212.0  ...   4197.00      4173.0       EG
56   eg2511  20251010   4156.0  ...   4147.00      4156.0       EG
57   eg2512  20251010   4163.0  ...   4132.00      4134.0       EG
58   eg2601  20251010   4165.0  ...   4137.00      4145.0       EG
59   eg2602  20251010   4150.0  ...   4133.00      4143.0       EG
60   eg2603  20251010   4160.0  ...   4128.00      4181.0       EG
61   eg2604  20251010   4238.0  ...   4210.00      4197.0       EG
62   eg2605  20251010   4243.0  ...   4208.00      4224.0       EG
63   eg2606  20251010   4254.0  ...   4211.00      4225.0       EG
64   eg2607  20251010   4269.0  ...   4228.00      4300.0       EG
65   eg2608  20251010   4239.0  ...   4233.00      4285.0       EG
66   eg2609  20251010   4289.0  ...   4267.00      4259.0       EG
67   fb2510  20251010      0.0  ...   1252.00      1252.0       FB
68   fb2511  20251010   1263.0  ...   1265.00      1265.5       FB
69   fb2512  20251010   1263.5  ...   1261.50      1257.0       FB
70   fb2601  20251010   1260.0  ...   1262.50      1260.0       FB
71   fb2602  20251010   1267.0  ...   1268.00      1264.5       FB
72   fb2603  20251010   1259.0  ...   1260.50      1256.0       FB
73   fb2604  20251010   1263.5  ...   1265.00      1270.5       FB
74   fb2605  20251010      0.0  ...   1299.00      1299.0       FB
75   fb2606  20251010      0.0  ...   1276.50      1276.5       FB
76   fb2607  20251010      0.0  ...   1302.50      1302.5       FB
77   fb2608  20251010      0.0  ...   1308.00      1308.0       FB
78   fb2609  20251010      0.0  ...   1296.00      1296.0       FB
79    i2510  20251010    816.0  ...    816.00       802.0        I
80    i2511  20251010    812.0  ...    811.50       804.0        I
81    i2512  20251010    804.5  ...    804.50       797.0        I
82    i2601  20251010    795.5  ...    795.50       787.0        I
83    i2602  20251010    790.5  ...    790.50       783.0        I
84    i2603  20251010    785.5  ...    786.00       777.0        I
85    i2604  20251010    781.5  ...    781.50       775.0        I
86    i2605  20251010    775.0  ...    774.50       765.5        I
87    i2606  20251010    768.5  ...    768.50       761.0        I
88    i2607  20251010    764.0  ...    763.50       757.0        I
89    i2608  20251010    759.5  ...    759.00       752.5        I
90    i2609  20251010    751.0  ...    754.00       745.5        I
91    j2510  20251010   1600.5  ...   1600.50      1600.5        J
92    j2511  20251010   1602.0  ...   1603.00      1580.0        J
93    j2512  20251010   1629.5  ...   1633.50      1611.0        J
94    j2601  20251010   1646.5  ...   1661.50      1636.0        J
95    j2602  20251010   1690.0  ...   1692.00      1669.5        J
96    j2603  20251010      0.0  ...   1707.50      1698.0        J
97    j2604  20251010   1797.5  ...   1797.50      1766.0        J
98    j2605  20251010   1810.0  ...   1813.50      1787.0        J
99    j2606  20251010   1832.5  ...   1833.50      1817.0        J
100   j2607  20251010      0.0  ...   1833.50      1833.5        J
101   j2608  20251010   1853.5  ...   1865.00      1853.5        J
102   j2609  20251010   1904.0  ...   1905.00      1879.0        J
103  jd2510  20251010   2500.0  ...   2592.00      2676.0       JD
104  jd2511  20251010   2870.0  ...   2836.00      2871.0       JD
105  jd2512  20251010   3050.0  ...   2983.00      3055.0       JD
106  jd2601  20251010   3255.0  ...   3189.00      3254.0       JD
107  jd2602  20251010   3060.0  ...   3044.00      3059.0       JD
108  jd2603  20251010   3114.0  ...   3103.00      3103.0       JD
109  jd2604  20251010   3232.0  ...   3240.00      3229.0       JD
110  jd2605  20251010   3405.0  ...   3415.00      3398.0       JD
111  jd2606  20251010   3269.0  ...   3274.00      3244.0       JD
112  jd2607  20251010   3501.0  ...   3515.00      3480.0       JD
113  jd2608  20251010   3963.0  ...   3974.00      3951.0       JD
114  jd2609  20251010   3840.0  ...   3857.00      3819.0       JD
115  jm2510  20251010    974.5  ...    968.00       953.5       JM
116  jm2511  20251010   1027.5  ...   1016.50      1008.0       JM
117  jm2512  20251010   1096.5  ...   1092.00      1075.5       JM
118  jm2601  20251010   1170.0  ...   1165.00      1147.0       JM
119  jm2602  20251010   1200.0  ...   1195.00      1173.0       JM
120  jm2603  20251010   1224.0  ...   1217.00      1195.5       JM
121  jm2604  20251010   1242.0  ...   1238.50      1216.0       JM
122  jm2605  20251010   1268.0  ...   1262.00      1241.5       JM
123  jm2606  20251010   1290.0  ...   1282.00      1268.5       JM
124  jm2607  20251010   1306.0  ...   1303.00      1286.5       JM
125  jm2608  20251010   1327.0  ...   1327.00      1313.0       JM
126  jm2609  20251010   1354.5  ...   1347.00      1326.5       JM
127   l2510  20251010   6986.0  ...   6989.00      6992.0        L
128   l2511  20251010   7018.0  ...   7032.00      7039.0        L
129   l2512  20251010   7062.0  ...   7044.00      7059.0        L
130   l2601  20251010   7075.0  ...   7052.00      7073.0        L
131   l2602  20251010   7072.0  ...   7042.00      7060.0        L
132   l2603  20251010   7084.0  ...   7057.00      7071.0        L
133   l2604  20251010   7122.0  ...   7099.00      7117.0        L
134   l2605  20251010   7115.0  ...   7084.00      7106.0        L
135   l2606  20251010   7115.0  ...   7079.00      7112.0        L
136   l2607  20251010   7145.0  ...   7106.00      7128.0        L
137   l2608  20251010   7168.0  ...   7145.00      7146.0        L
138   l2609  20251010   7164.0  ...   7134.00      7150.0        L
139  lg2511  20251010    830.0  ...    825.00       826.5       LG
140  lg2601  20251010    826.0  ...    827.50       823.5       LG
141  lg2603  20251010    833.5  ...    830.50       829.5       LG
142  lg2605  20251010    831.5  ...    832.50       830.0       LG
143  lg2607  20251010    833.0  ...    834.00       831.5       LG
144  lg2609  20251010    833.5  ...    833.00       830.5       LG
145  lh2511  20251010  11580.0  ...  11455.00     11695.0       LH
146  lh2601  20251010  12155.0  ...  12215.00     12235.0       LH
147  lh2603  20251010  11950.0  ...  11985.00     12035.0       LH
148  lh2605  20251010  12410.0  ...  12505.00     12480.0       LH
149  lh2607  20251010  13180.0  ...  13260.00     13180.0       LH
150  lh2609  20251010  13875.0  ...  13895.00     13850.0       LH
151   m2511  20251010   2907.0  ...   2897.00      2909.0        M
152   m2512  20251010   2953.0  ...   2937.00      2947.0        M
153   m2601  20251010   2938.0  ...   2924.00      2934.0        M
154   m2603  20251010   2906.0  ...   2899.00      2899.0        M
155   m2605  20251010   2750.0  ...   2755.00      2751.0        M
156   m2607  20251010   2737.0  ...   2738.00      2733.0        M
157   m2608  20251010   2856.0  ...   2863.00      2854.0        M
158   m2609  20251010   2859.0  ...   2867.00      2858.0        M
159   p2510  20251010   9408.0  ...   9416.00      9422.0        P
160   p2511  20251010   9462.0  ...   9382.00      9416.0        P
161   p2512  20251010   9512.0  ...   9444.00      9476.0        P
162   p2601  20251010   9570.0  ...   9488.00      9512.0        P
163   p2602  20251010   9558.0  ...   9472.00      9486.0        P
164   p2603  20251010   9514.0  ...   9436.00      9456.0        P
165   p2604  20251010   9446.0  ...   9384.00      9374.0        P
166   p2605  20251010   9350.0  ...   9294.00      9298.0        P
167   p2606  20251010   9260.0  ...   9200.00      9200.0        P
168   p2607  20251010   9148.0  ...   9090.00      9068.0        P
169   p2608  20251010   9014.0  ...   9038.00      8992.0        P
170   p2609  20251010   8900.0  ...   8926.00      8846.0        P
171  pg2510  20251010   4248.0  ...   4248.00      4277.0       PG
172  pg2511  20251010   4079.0  ...   4063.00      4078.0       PG
173  pg2512  20251010   3973.0  ...   3982.00      4000.0       PG
174  pg2601  20251010   3923.0  ...   3927.00      3945.0       PG
175  pg2602  20251010   3883.0  ...   3870.00      3883.0       PG
176  pg2603  20251010   3809.0  ...   3811.00      3822.0       PG
177  pg2604  20251010   4186.0  ...   4148.00      4215.0       PG
178  pg2605  20251010   4122.0  ...   4110.00      4128.0       PG
179  pg2606  20251010   4073.0  ...   4062.00      4075.0       PG
180  pg2607  20251010   4014.0  ...   4011.00      4005.0       PG
181  pg2608  20251010   3972.0  ...   3967.00      3955.0       PG
182  pg2609  20251010   3920.0  ...   3932.00      3919.0       PG
183  pp2510  20251010   6639.0  ...   6630.00      6642.0       PP
184  pp2511  20251010   6668.0  ...   6664.00      6684.0       PP
185  pp2512  20251010   6721.0  ...   6701.00      6719.0       PP
186  pp2601  20251010   6745.0  ...   6734.00      6750.0       PP
187  pp2602  20251010   6752.0  ...   6723.00      6743.0       PP
188  pp2603  20251010   6736.0  ...   6721.00      6736.0       PP
189  pp2604  20251010   6757.0  ...   6751.00      6759.0       PP
190  pp2605  20251010   6794.0  ...   6779.00      6801.0       PP
191  pp2606  20251010   6751.0  ...   6743.00      6759.0       PP
192  pp2607  20251010   6765.0  ...   6740.00      6747.0       PP
193  pp2608  20251010   6798.0  ...   6779.00      6794.0       PP
194  pp2609  20251010   6827.0  ...   6802.00      6835.0       PP
195  rr2510  20251010      0.0  ...   3612.00      3612.0       RR
196  rr2511  20251010   3624.0  ...   3627.00      3619.0       RR
197  rr2512  20251010   3594.0  ...   3605.00      3596.0       RR
198  rr2601  20251010   3633.0  ...   3634.00      3626.0       RR
199  rr2602  20251010   3620.0  ...   3618.00      3611.0       RR
200  rr2603  20251010   3618.0  ...   3617.00      3613.0       RR
201  rr2604  20251010   3621.0  ...   3623.00      3621.0       RR
202  rr2605  20251010   3617.0  ...   3617.00      3609.0       RR
203  rr2606  20251010   3620.0  ...   3615.00      3608.0       RR
204  rr2607  20251010   3608.0  ...   3617.00      3609.0       RR
205  rr2608  20251010   3578.0  ...   3620.00      3614.0       RR
206  rr2609  20251010   3592.0  ...   3626.00      3630.0       RR
207   v2510  20251010   4660.0  ...   4625.00      4634.0        V
208   v2511  20251010   4675.0  ...   4665.00      4667.0        V
209   v2512  20251010   4714.0  ...   4706.00      4704.0        V
210   v2601  20251010   4770.0  ...   4754.00      4755.0        V
211   v2602  20251010   4808.0  ...   4790.00      4805.0        V
212   v2603  20251010   4844.0  ...   4825.00      4839.0        V
213   v2604  20251010   5074.0  ...   5025.00      5049.0        V
214   v2605  20251010   5102.0  ...   5072.00      5085.0        V
215   v2606  20251010   5152.0  ...   5104.00      5119.0        V
216   v2607  20251010   5161.0  ...   5147.00      5153.0        V
217   v2608  20251010   5216.0  ...   5171.00      5195.0        V
218   v2609  20251010   5240.0  ...   5212.00      5231.0        V
219   y2511  20251010   8316.0  ...   8326.00      8290.0        Y
220   y2512  20251010   8362.0  ...   8370.00      8342.0        Y
221   y2601  20251010   8324.0  ...   8324.00      8294.0        Y
222   y2603  20251010   8270.0  ...   8266.00      8226.0        Y
223   y2605  20251010   8068.0  ...   8068.00      8044.0        Y
224   y2607  20251010   8036.0  ...   8014.00      7978.0        Y
225   y2608  20251010   8042.0  ...   8024.00      7988.0        Y
226   y2609  20251010   8004.0  ...   7988.00      7954.0        Y

[227 rows x 12 columns]
2025-10-17 18:25:57,418 - future_1d - INFO - ak.get_dce_daily('2025-10-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251010  ...   86530      86040      CU
1        1      CU2511  20251010  ...   86910      85910      CU
2        2      CU2512  20251010  ...   86910      85940      CU
3        3      CU2601  20251010  ...   86960      85900      CU
4        4      CU2602  20251010  ...   87010      85730      CU
5        5      CU2603  20251010  ...   87090      85740      CU
6        6      CU2604  20251010  ...   86700      86060      CU
7        7      CU2605  20251010  ...   86520      85860      CU
8        8      CU2606  20251010  ...   86870      85890      CU
9        9      CU2607  20251010  ...   86660      85640      CU
10      10      CU2608  20251010  ...   86640      85310      CU
11      11      CU2609  20251010  ...   86490      85410      CU
12      12      BC2510  20251010  ...   76060      76060      BC
13      13      BC2511  20251010  ...   77210      76560      BC
14      14      BC2512  20251010  ...   77230      76870      BC
15      15      BC2601  20251010  ...   77150      76900      BC
16      16      BC2602  20251010  ...   76900      76900      BC
17      17      BC2603  20251010  ...   77470      77470      BC
18      18      BC2604  20251010  ...   77000      77000      BC
19      19      BC2605  20251010  ...   75900      75900      BC
20      20      BC2606  20251010  ...   75880      75880      BC
21      21      BC2607  20251010  ...   76850      75800      BC
22      22      BC2608  20251010  ...   75800      75800      BC
23      23      BC2609  20251010  ...   75710      75710      BC
24      24      AL2510  20251010  ...   21055      21030      AL
25      25      AL2511  20251010  ...   21090      21005      AL
26      26      AL2512  20251010  ...   21090      21010      AL
27      27      AL2601  20251010  ...   21085      21010      AL
28      28      AL2602  20251010  ...   21080      21005      AL
29      29      AL2603  20251010  ...   21065      21005      AL
30      30      AL2604  20251010  ...   21100      21030      AL
31      31      AL2605  20251010  ...   21095      21055      AL
32      32      AL2606  20251010  ...   21085      21035      AL
33      33      AL2607  20251010  ...   21100      21070      AL
34      34      AL2608  20251010  ...   21100      21060      AL
35      35      AL2609  20251010  ...   21095      21060      AL
36      36      ZN2510  20251010  ...   22320      22165      ZN
37      37      ZN2511  20251010  ...   22385      22200      ZN
38      38      ZN2512  20251010  ...   22415      22230      ZN
39      39      ZN2601  20251010  ...   22450      22240      ZN
40      40      ZN2602  20251010  ...   22460      22290      ZN
41      41      ZN2603  20251010  ...   22520      22340      ZN
42      42      ZN2604  20251010  ...   22530      22375      ZN
43      43      ZN2605  20251010  ...   22580      22415      ZN
44      44      ZN2606  20251010  ...   22550      22425      ZN
45      45      ZN2607  20251010  ...   22590      22460      ZN
46      46      ZN2608  20251010  ...   22615      22435      ZN
47      47      ZN2609  20251010  ...   22600      22475      ZN
48      48      PB2510  20251010  ...   17075      17025      PB
49      49      PB2511  20251010  ...   17125      17040      PB
50      50      PB2512  20251010  ...   17145      17075      PB
51      51      PB2601  20251010  ...   17150      17095      PB
52      52      PB2602  20251010  ...   17170      16990      PB
53      53      PB2603  20251010  ...   17195      17205      PB
54      54      PB2604  20251010  ...   17185      17170      PB
55      55      PB2605  20251010  ...   17190      17195      PB
56      56      PB2606  20251010  ...   17190      17165      PB
57      57      PB2607  20251010  ...   17215      17020      PB
58      58      PB2608  20251010  ...   17230      17255      PB
59      59      PB2609  20251010  ...   17285      17285      PB
60      60      NI2510  20251010  ...  123510     122090      NI
61      61      NI2511  20251010  ...  123490     123120      NI
62      62      NI2512  20251010  ...  123650     123310      NI
63      63      NI2601  20251010  ...  124140     123530      NI
64      64      NI2602  20251010  ...  124730     123470      NI
65      65      NI2603  20251010  ...  124490     124010      NI
66      66      NI2604  20251010  ...  124710     124320      NI
67      67      NI2605  20251010  ...  124870     124550      NI
68      68      NI2606  20251010  ...  125130     124900      NI
69      69      NI2607  20251010  ...  125580     124850      NI
70      70      NI2608  20251010  ...  125770     125590      NI
71      71      NI2609  20251010  ...  125640     125660      NI
72      72      SN2510  20251010  ...  288270     284870      SN
73      73      SN2511  20251010  ...  288430     285070      SN
74      74      SN2512  20251010  ...  288660     285420      SN
75      75      SN2601  20251010  ...  288660     285490      SN
76      76      SN2602  20251010  ...  288930     285460      SN
77      77      SN2603  20251010  ...  289020     285280      SN
78      78      SN2604  20251010  ...  288650     284800      SN
79      79      SN2605  20251010  ...  288950     285020      SN
80      80      SN2606  20251010  ...  288740     285390      SN
81      81      SN2607  20251010  ...  288440     284640      SN
82      82      SN2608  20251010  ...  289090     285520      SN
83      83      SN2609  20251010  ...  287680     287820      SN
84      84      AO2510  20251010  ...    2834       2818      AO
85      85      AO2511  20251010  ...    2848       2844      AO
86      86      AO2512  20251010  ...    2871       2860      AO
87      87      AO2601  20251010  ...    2877       2871      AO
88      88      AO2602  20251010  ...    2891       2882      AO
89      89      AO2603  20251010  ...    2953       2949      AO
90      90      AO2604  20251010  ...    2966       2958      AO
91      91      AO2605  20251010  ...    2979       2965      AO
92      92      AO2606  20251010  ...    2982       2972      AO
93      93      AO2607  20251010  ...    2994       2978      AO
94      94      AO2608  20251010  ...    3004       2987      AO
95      95      AO2609  20251010  ...    3026       3000      AO
96      96      AD2511  20251010  ...   20560      20485      AD
97      97      AD2512  20251010  ...   20635      20535      AD
98      98      AD2601  20251010  ...   20655      20610      AD
99      99      AD2602  20251010  ...   20680      20620      AD
100    100      AD2603  20251010  ...   20520      20325      AD
101    101      AD2604  20251010  ...   20590      20360      AD
102    102      AD2605  20251010  ...   20610      20550      AD
103    103      AD2606  20251010  ...   20470      20365      AD
104    104      AD2607  20251010  ...   20510      20510      AD
105    105      AD2608  20251010  ...   20495      20495      AD
106    106      AD2609  20251010  ...   20670      20335      AD
107    107      AU2510  20251010  ...  909.14     912.68      AU
108    108      AU2511  20251010  ...  909.34     912.92      AU
109    109      AU2512  20251010  ...  909.44     912.96      AU
110    110      AU2602  20251010  ...  912.78     915.62      AU
111    111      AU2604  20251010  ...   915.4     917.54      AU
112    112      AU2606  20251010  ...  919.88     918.92      AU
113    113      AU2608  20251010  ...  920.88     921.98      AU
114    114      AU2610  20251010  ...   924.4      924.9      AU
115    115      AG2510  20251010  ...   11090      11193      AG
116    116      AG2511  20251010  ...   11208      11192      AG
117    117      AG2512  20251010  ...   11213      11209      AG
118    118      AG2601  20251010  ...   11236      11217      AG
119    119      AG2602  20251010  ...   11241      11235      AG
120    120      AG2603  20251010  ...   11274      11249      AG
121    121      AG2604  20251010  ...   11275      11256      AG
122    122      AG2605  20251010  ...   11290      11266      AG
123    123      AG2606  20251010  ...   11308      11255      AG
124    124      AG2607  20251010  ...   11279      11284      AG
125    125      AG2608  20251010  ...   11326      11293      AG
126    126      AG2609  20251010  ...   11320      11305      AG
127    127      RB2510  20251010  ...    3022       2998      RB
128    128      RB2511  20251010  ...    3039       3019      RB
129    129      RB2512  20251010  ...    3089       3070      RB
130    130      RB2601  20251010  ...    3107       3087      RB
131    131      RB2602  20251010  ...    3107       3093      RB
132    132      RB2603  20251010  ...    3128       3109      RB
133    133      RB2604  20251010  ...    3151       3131      RB
134    134      RB2605  20251010  ...    3166       3145      RB
135    135      RB2606  20251010  ...    3186       3158      RB
136    136      RB2607  20251010  ...    3192       3175      RB
137    137      RB2608  20251010  ...    3195       3180      RB
138    138      RB2609  20251010  ...    3203       3189      RB
139    139      WR2510  20251010  ...    3069       3069      WR
140    140      WR2511  20251010  ...    3270       3270      WR
141    141      WR2512  20251010  ...    3309       3309      WR
142    142      WR2601  20251010  ...    3416       3320      WR
143    143      WR2602  20251010  ...    3384       3301      WR
144    144      WR2603  20251010  ...    3361       3329      WR
145    145      WR2604  20251010  ...    3369       3339      WR
146    146      WR2605  20251010  ...    3385       3279      WR
147    147      WR2606  20251010  ...    3360       3356      WR
148    148      WR2607  20251010  ...    3390       3390      WR
149    149      WR2608  20251010  ...    3431       3431      WR
150    150      WR2609  20251010  ...    3430       3430      WR
151    151      HC2510  20251010  ...    3394       3352      HC
152    152      HC2511  20251010  ...    3327       3306      HC
153    153      HC2512  20251010  ...    3312       3300      HC
154    154      HC2601  20251010  ...    3290       3273      HC
155    155      HC2602  20251010  ...    3294       3272      HC
156    156      HC2603  20251010  ...    3295       3281      HC
157    157      HC2604  20251010  ...    3300       3286      HC
158    158      HC2605  20251010  ...    3299       3281      HC
159    159      HC2606  20251010  ...    3299       3286      HC
160    160      HC2607  20251010  ...    3306       3294      HC
161    161      HC2608  20251010  ...    3310       3298      HC
162    162      HC2609  20251010  ...    3319       3301      HC
163    163      SS2510  20251010  ...   12625      12600      SS
164    164      SS2511  20251010  ...   12840      12800      SS
165    165      SS2512  20251010  ...   12860      12820      SS
166    166      SS2601  20251010  ...   12935      12890      SS
167    167      SS2602  20251010  ...   12985      12925      SS
168    168      SS2603  20251010  ...   13080      13050      SS
169    169      SS2604  20251010  ...   13145      13115      SS
170    170      SS2605  20251010  ...   13235      13195      SS
171    171      SS2606  20251010  ...   13320      13290      SS
172    172      SS2607  20251010  ...   13340      13320      SS
173    173      SS2608  20251010  ...   13420      13375      SS
174    174      SS2609  20251010  ...   13465      13410      SS
175    175      SC2511  20251010  ...   466.2      468.7      SC
176    176      SC2512  20251010  ...   468.5      471.4      SC
177    177      SC2601  20251010  ...   468.3      471.2      SC
178    178      SC2602  20251010  ...   468.2      470.2      SC
179    179      SC2603  20251010  ...   466.7      469.6      SC
180    180      SC2604  20251010  ...   465.9      469.6      SC
181    181      SC2605  20251010  ...   465.8      470.5      SC
182    182      SC2606  20251010  ...   465.7      468.9      SC
183    183      SC2607  20251010  ...   468.1      470.8      SC
184    184      SC2608  20251010  ...   464.4      469.5      SC
185    185      SC2609  20251010  ...   465.9      470.3      SC
186    186      SC2610  20251010  ...   464.9        471      SC
187    187      SC2612  20251010  ...     465      463.8      SC
188    188      SC2703  20251010  ...   464.2        472      SC
189    189      SC2706  20251010  ...     466      469.9      SC
190    190      SC2709  20251010  ...   463.3      469.4      SC
191    191      SC2712  20251010  ...   461.8      465.9      SC
192    192      SC2803  20251010  ...     458        458      SC
193    193      SC2806  20251010  ...   456.6      455.2      SC
194    194      SC2809  20251010  ...   457.8      458.2      SC
195    195      LU2511  20251010  ...    3327       3329      LU
196    196      LU2512  20251010  ...    3332       3342      LU
197    197      LU2601  20251010  ...    3313       3326      LU
198    198      LU2602  20251010  ...    3304       3318      LU
199    199      LU2603  20251010  ...    3303       3327      LU
200    200      LU2604  20251010  ...    3277       3300      LU
201    201      LU2605  20251010  ...    3286       3278      LU
202    202      LU2606  20251010  ...    3255       3289      LU
203    203      LU2607  20251010  ...    3259       3276      LU
204    204      LU2608  20251010  ...    3257       3271      LU
205    205      LU2609  20251010  ...    3257       3267      LU
206    206      LU2610  20251010  ...    3260       3267      LU
207    207      FU2511  20251010  ...    2877       2935      FU
208    208      FU2512  20251010  ...    2832       2851      FU
209    209      FU2601  20251010  ...    2803       2813      FU
210    210      FU2602  20251010  ...    2779       2786      FU
211    211      FU2603  20251010  ...    2772       2780      FU
212    212      FU2604  20251010  ...    2766       2773      FU
213    213      FU2605  20251010  ...    2754       2761      FU
214    214      FU2606  20251010  ...    2749       2752      FU
215    215      FU2607  20251010  ...    2724       2727      FU
216    216      FU2608  20251010  ...    2701       2702      FU
217    217      FU2609  20251010  ...    2688       2691      FU
218    218      FU2610  20251010  ...    2678       2686      FU
219    219      BU2510  20251010  ...    3455       3470      BU
220    220      BU2511  20251010  ...    3346       3376      BU
221    221      BU2512  20251010  ...    3297       3327      BU
222    222      BU2601  20251010  ...    3278       3307      BU
223    223      BU2602  20251010  ...    3282       3314      BU
224    224      BU2603  20251010  ...    3295       3323      BU
225    225      BU2604  20251010  ...    3292       3319      BU
226    226      BU2605  20251010  ...    3309       3328      BU
227    227      BU2606  20251010  ...    3297       3328      BU
228    228      BU2607  20251010  ...    3316       3331      BU
229    229      BU2608  20251010  ...    3299       3356      BU
230    230      BU2609  20251010  ...    3283       3316      BU
231    231      BU2612  20251010  ...    3247       3270      BU
232    232      BU2703  20251010  ...    3253       3276      BU
233    233      BU2706  20251010  ...    3270       3282      BU
234    234      BU2709  20251010  ...    3272       3300      BU
235    235      BR2510  20251010  ...   11400      11310      BR
236    236      BR2511  20251010  ...   11245      11260      BR
237    237      BR2512  20251010  ...   11200      11235      BR
238    238      BR2601  20251010  ...   11200      11225      BR
239    239      BR2602  20251010  ...   11185      11245      BR
240    240      BR2603  20251010  ...   11255      11265      BR
241    241      BR2604  20251010  ...   11275      11195      BR
242    242      BR2605  20251010  ...   11245      11295      BR
243    243      BR2606  20251010  ...   11280      11345      BR
244    244      BR2607  20251010  ...   11400      11415      BR
245    245      BR2608  20251010  ...   11410      11460      BR
246    246      BR2609  20251010  ...   11485      11505      BR
247    247      RU2510  20251010  ...   14535      14535      RU
248    248      RU2511  20251010  ...   14545      14485      RU
249    249      RU2601  20251010  ...   15360      15325      RU
250    250      RU2603  20251010  ...   15310      15345      RU
251    251      RU2604  20251010  ...   15310      15290      RU
252    252      RU2605  20251010  ...   15315      15290      RU
253    253      RU2606  20251010  ...   15315      15270      RU
254    254      RU2607  20251010  ...   15400      15370      RU
255    255      RU2608  20251010  ...   15375      15300      RU
256    256      RU2609  20251010  ...   15365      15315      RU
257    257      NR2510  20251010  ...   12310      12220      NR
258    258      NR2511  20251010  ...   12395      12385      NR
259    259      NR2512  20251010  ...   12400      12385      NR
260    260      NR2601  20251010  ...   12400      12410      NR
261    261      NR2602  20251010  ...   12370      12400      NR
262    262      NR2603  20251010  ...   12395      12390      NR
263    263      NR2604  20251010  ...   12380      12390      NR
264    264      NR2605  20251010  ...   12410      12425      NR
265    265      NR2606  20251010  ...   12410      12470      NR
266    266      NR2607  20251010  ...   12490      12535      NR
267    267      NR2608  20251010  ...   12535      12570      NR
268    268      NR2609  20251010  ...   12510      12510      NR
269    269      SP2510  20251010  ...    4808       4808      SP
270    270      SP2511  20251010  ...    4816       4812      SP
271    271      SP2512  20251010  ...    4838       4832      SP
272    272      SP2601  20251010  ...    5108       5108      SP
273    273      SP2602  20251010  ...    5118       5114      SP
274    274      SP2603  20251010  ...    5128       5130      SP
275    275      SP2604  20251010  ...    5152       5140      SP
276    276      SP2605  20251010  ...    5152       5150      SP
277    277      SP2606  20251010  ...    5190       5182      SP
278    278      SP2607  20251010  ...    5172       5170      SP
279    279      SP2608  20251010  ...    5180       5192      SP
280    280      SP2609  20251010  ...    5190       5178      SP
281    281      OP2601  20251010  ...    4224       4214      OP
282    282      OP2602  20251010  ...    4234       4224      OP
283    283      OP2603  20251010  ...    4234       4222      OP
284    284      OP2604  20251010  ...    4258       4268      OP
285    285      OP2605  20251010  ...    4260       4266      OP
286    286      OP2606  20251010  ...    4234       4234      OP
287    287      OP2607  20251010  ...    4238       4238      OP
288    288      OP2608  20251010  ...    4240       4248      OP
289    289      OP2609  20251010  ...    4242       4266      OP
290    290      EC2510  20251010  ...  1125.5     1112.5      EC
291    291      EC2512  20251010  ...  1605.1     1620.2      EC
292    292      EC2602  20251010  ...  1365.4     1410.9      EC
293    293      EC2604  20251010  ...  1084.9     1108.4      EC
294    294      EC2606  20251010  ...    1268     1294.6      EC
295    295      EC2608  20251010  ...  1405.1     1415.5      EC
296    296  SC_TAS2511  20251010  ...                     SC_TAS
297    297  SC_TAS2512  20251010  ...                     SC_TAS
298    298  SC_TAS2601  20251010  ...                     SC_TAS
299    299  SC_TAS2602  20251010  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 18:25:57,538 - future_1d - INFO - ak.get_shfe_daily('2025-10-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251010  7491.000  ...  7389.600    7531.400       IC
1   IC2511  20251010  7439.000  ...  7320.000    7471.600       IC
2   IC2512  20251010  7398.800  ...  7272.600    7432.800       IC
3   IC2603  20251010  7230.000  ...  7109.200    7272.200       IC
4   IF2510  20251010  4673.400  ...  4615.200    4712.000       IF
5   IF2511  20251010  4673.800  ...  4603.600    4703.200       IF
6   IF2512  20251010  4664.000  ...  4593.200    4694.400       IF
7   IF2603  20251010  4647.400  ...  4571.200    4672.600       IF
8   IH2510  20251010  3002.000  ...  2974.000    3022.800       IH
9   IH2511  20251010  3004.800  ...  2973.200    3022.200       IH
10  IH2512  20251010  3010.000  ...  2973.200    3024.200       IH
11  IH2603  20251010  3008.400  ...  2972.600    3023.800       IH
12  IM2510  20251010  7579.600  ...  7519.600    7618.800       IM
13  IM2511  20251010  7508.000  ...  7427.400    7539.400       IM
14  IM2512  20251010  7415.000  ...  7346.400    7467.800       IM
15  IM2603  20251010  7207.400  ...  7127.400    7248.800       IM
16   T2512  20251010   108.075  ...   107.960     108.050        T
17   T2603  20251010   107.765  ...   107.665     107.730        T
18   T2606  20251010   107.600  ...   107.535     107.615        T
19  TF2512  20251010   105.750  ...   105.655     105.750       TF
20  TF2603  20251010   105.625  ...   105.555     105.610       TF
21  TF2606  20251010   105.660  ...   105.575     105.625       TF
22  TL2512  20251010   114.590  ...   114.020     114.530       TL
23  TL2603  20251010   114.280  ...   113.690     114.180       TL
24  TL2606  20251010   114.240  ...   113.610     114.140       TL
25  TS2512  20251010   102.410  ...   102.352     102.410       TS
26  TS2603  20251010   102.304  ...   102.264     102.304       TS
27  TS2606  20251010   102.332  ...   102.324     102.356       TS

[28 rows x 12 columns]
2025-10-17 18:25:57,733 - future_1d - INFO - ak.get_cffex_daily('2025-10-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251010  49450.0  ...  50770.0     50760.0       PS
1   PS2511  20251010  50750.0  ...  49915.0     50185.0       PS
2   PS2512  20251010  53600.0  ...  52635.0     52860.0       PS
3   PS2601  20251010  53600.0  ...  52560.0     52695.0       PS
4   PS2602  20251010  53460.0  ...  52415.0     52535.0       PS
5   PS2603  20251010  54175.0  ...  52595.0     52620.0       PS
6   PS2604  20251010  53980.0  ...  52535.0     52550.0       PS
7   PS2605  20251010  53005.0  ...  52395.0     52570.0       PS
8   PS2606  20251010  54810.0  ...  54405.0     54535.0       PS
9   PS2607  20251010  54885.0  ...  54390.0     54430.0       PS
10  PS2608  20251010  54265.0  ...  54265.0     54115.0       PS
11  PS2609  20251010  54725.0  ...  54075.0     54065.0       PS
13  SI2510  20251010   8640.0  ...   8655.0      8640.0       SI
14  SI2511  20251010   8680.0  ...   8725.0      8645.0       SI
15  SI2512  20251010   9030.0  ...   9095.0      9035.0       SI
16  SI2601  20251010   9040.0  ...   9055.0      8985.0       SI
17  SI2602  20251010   9030.0  ...   9060.0      8990.0       SI
18  SI2603  20251010   8975.0  ...   9020.0      8975.0       SI
19  SI2604  20251010   9095.0  ...   9085.0      9000.0       SI
20  SI2605  20251010   9050.0  ...   9085.0      9020.0       SI
21  SI2606  20251010   9130.0  ...   9105.0      9020.0       SI
22  SI2607  20251010   9160.0  ...   9150.0      9055.0       SI
23  SI2608  20251010   9175.0  ...   9120.0      9040.0       SI
24  SI2609  20251010   9150.0  ...   9135.0      9060.0       SI
27  LC2510  20251010  73060.0  ...  72980.0     73040.0       LC
28  LC2511  20251010  73200.0  ...  73100.0     73700.0       LC
29  LC2512  20251010  73000.0  ...  73300.0     73780.0       LC
30  LC2601  20251010  73380.0  ...  73280.0     73640.0       LC
31  LC2602  20251010  72900.0  ...  73140.0     73320.0       LC
32  LC2603  20251010  72900.0  ...  73080.0     73400.0       LC
33  LC2604  20251010  73500.0  ...  73600.0     73820.0       LC
34  LC2605  20251010  73480.0  ...  73620.0     73740.0       LC
35  LC2606  20251010  73320.0  ...  73460.0     73720.0       LC
36  LC2607  20251010  73280.0  ...  73480.0     73600.0       LC
37  LC2608  20251010  73480.0  ...  73700.0     73720.0       LC
38  LC2609  20251010  73540.0  ...  73760.0     73720.0       LC

[36 rows x 12 columns]
2025-10-17 18:25:57,958 - future_1d - INFO - ak.get_gfex_daily('2025-10-10') done
2025-10-17 18:25:59,725 - future_1d - INFO - save future_daily 2025-10-10 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251013   9179.0   9184.0  ...      247.60   9170.0      9037.0       AP
1    AP511  20251013   8770.0   8770.0  ...    15123.95   8697.0      8747.0       AP
2    AP512  20251013   8695.0   8695.0  ...     2074.47   8644.0      8689.0       AP
3    AP601  20251013   8723.0   8723.0  ...   833542.16   8665.0      8721.0       AP
4    AP603  20251013   8580.0   8605.0  ...     3473.66   8556.0      8580.0       AP
5    AP604  20251013   8600.0   8628.0  ...     1519.73   8586.0      8592.0       AP
6    AP605  20251013   8688.0   8707.0  ...    39803.70   8651.0      8640.0       AP
7    CF511  20251013  13250.0  13390.0  ...   349777.06  13330.0     13340.0       CF
8    CF601  20251013  13265.0  13365.0  ...  1873355.61  13285.0     13355.0       CF
9    CF603  20251013  13300.0  13375.0  ...   119069.36  13300.0     13335.0       CF
10   CF605  20251013  13300.0  13410.0  ...   478502.79  13325.0     13405.0       CF
11   CF607  20251013  13365.0  13435.0  ...     1854.27  13340.0     13435.0       CF
12   CF609  20251013  13510.0  13590.0  ...     5072.95  13510.0     13590.0       CF
13   CJ512  20251013  11040.0  11140.0  ...     7329.95  11065.0     11015.0       CJ
14   CJ601  20251013  11165.0  11245.0  ...   980120.35  11150.0     11110.0       CJ
15   CJ603  20251013  11105.0  11190.0  ...    12708.03  11100.0     11060.0       CJ
16   CJ605  20251013  11245.0  11300.0  ...   146275.18  11220.0     11170.0       CJ
17   CJ607  20251013  11275.0  11370.0  ...     1975.92  11290.0     11225.0       CJ
18   CJ609  20251013  11375.0  11480.0  ...     1180.63  11405.0     11365.0       CJ
19   CY510  20251013      0.0      0.0  ...        0.00  19455.0     19515.0       CY
20   CY511  20251013  19715.0  19790.0  ...    11478.36  19720.0     19725.0       CY
21   CY512  20251013  19100.0  19100.0  ...       19.10  19100.0     19310.0       CY
22   CY601  20251013  19290.0  19435.0  ...   107116.74  19355.0     19415.0       CY
23   CY602  20251013  19595.0  19595.0  ...        9.80  19595.0     19485.0       CY
24   CY603  20251013  19540.0  19540.0  ...       29.31  19540.0     19560.0       CY
25   CY604  20251013      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251013  19540.0  19590.0  ...       39.11  19555.0     19575.0       CY
27   CY606  20251013      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251013      0.0      0.0  ...        0.00  19845.0     19850.0       CY
29   CY608  20251013  19535.0  19550.0  ...       29.32  19545.0     19335.0       CY
30   CY609  20251013  19700.0  19745.0  ...       29.59  19725.0     19805.0       CY
31   FG510  20251013   1081.0   1087.0  ...       34.74   1086.0      1099.0       FG
32   FG511  20251013   1095.0   1099.0  ...   225738.73   1085.0      1117.0       FG
33   FG512  20251013   1209.0   1209.0  ...    89147.14   1186.0      1230.0       FG
34   FG601  20251013   1195.0   1199.0  ...  4880151.55   1178.0      1224.0       FG
35   FG602  20251013   1262.0   1276.0  ...    39225.58   1240.0      1282.0       FG
36   FG603  20251013   1263.0   1280.0  ...    85376.23   1244.0      1288.0       FG
37   FG604  20251013   1329.0   1329.0  ...     2460.54   1312.0      1355.0       FG
38   FG605  20251013   1325.0   1327.0  ...   237964.57   1310.0      1351.0       FG
39   FG606  20251013   1352.0   1355.0  ...     2005.55   1344.0      1384.0       FG
40   FG607  20251013   1350.0   1350.0  ...     3246.68   1338.0      1372.0       FG
41   FG608  20251013   1394.0   1399.0  ...     1969.34   1389.0      1416.0       FG
42   FG609  20251013   1400.0   1400.0  ...     7377.54   1390.0      1417.0       FG
43   JR511  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251013      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251013      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251013      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251013   2204.0   2231.0  ...      553.95   2216.0      2204.0       MA
52   MA511  20251013   2255.0   2312.0  ...   111083.11   2288.0      2243.0       MA
53   MA512  20251013   2288.0   2337.0  ...   114888.52   2319.0      2270.0       MA
54   MA601  20251013   2310.0   2358.0  ...  2948666.47   2335.0      2295.0       MA
55   MA602  20251013   2336.0   2383.0  ...   114827.03   2364.0      2326.0       MA
56   MA603  20251013   2358.0   2396.0  ...   139502.89   2380.0      2347.0       MA
57   MA604  20251013   2363.0   2389.0  ...      142.84   2381.0      2360.0       MA
58   MA605  20251013   2351.0   2377.0  ...   366079.27   2361.0      2346.0       MA
59   MA606  20251013   2366.0   2378.0  ...       23.68   2368.0      2351.0       MA
60   MA607  20251013   2338.0   2357.0  ...      455.40   2347.0      2341.0       MA
61   MA608  20251013   2334.0   2349.0  ...       16.37   2338.0      2347.0       MA
62   MA609  20251013   2315.0   2332.0  ...     4651.40   2319.0      2321.0       MA
63   OI511  20251013  10226.0  10232.0  ...   245449.62  10149.0     10308.0       OI
64   OI601  20251013  10058.0  10064.0  ...  2729776.83   9987.0     10138.0       OI
65   OI603  20251013   9858.0   9874.0  ...   311421.85   9818.0      9916.0       OI
66   OI605  20251013   9590.0   9605.0  ...   133233.75   9549.0      9652.0       OI
67   OI607  20251013   9521.0   9536.0  ...     1081.75   9489.0      9559.0       OI
68   OI609  20251013   9472.0   9482.0  ...     1113.52   9437.0      9512.0       OI
69   PF510  20251013   6162.0   6162.0  ...       86.24   6160.0      6200.0       PF
70   PF511  20251013   6188.0   6208.0  ...   369690.63   6184.0      6228.0       PF
71   PF512  20251013   6152.0   6162.0  ...   750754.31   6136.0      6184.0       PF
72   PF601  20251013   6198.0   6206.0  ...    83485.03   6180.0      6230.0       PF
73   PF602  20251013   6156.0   6168.0  ...   378806.48   6146.0      6188.0       PF
74   PF603  20251013   6136.0   6154.0  ...    27467.79   6126.0      6184.0       PF
75   PF604  20251013   6220.0   6242.0  ...      121.06   6208.0      6246.0       PF
76   PF605  20251013   6238.0   6248.0  ...      453.17   6208.0      6262.0       PF
77   PF606  20251013   6220.0   6252.0  ...      195.73   6214.0      6280.0       PF
78   PF607  20251013   6266.0   6272.0  ...       99.79   6238.0      6302.0       PF
79   PF608  20251013   6290.0   6292.0  ...       18.80   6268.0      6326.0       PF
80   PF609  20251013   6288.0   6294.0  ...       37.64   6274.0      6360.0       PF
81   PK510  20251013   7850.0   8134.0  ...      321.99   7854.0      7678.0       PK
82   PK511  20251013   7810.0   7932.0  ...   518888.53   7866.0      7816.0       PK
83   PK512  20251013   7810.0   7986.0  ...   200933.09   7874.0      7792.0       PK
84   PK601  20251013   7860.0   8040.0  ...   497693.03   7934.0      7838.0       PK
85   PK603  20251013   7878.0   8110.0  ...   108199.06   7994.0      7886.0       PK
86   PK604  20251013   7922.0   8114.0  ...     1134.44   8018.0      7924.0       PK
87   PK605  20251013   7958.0   8158.0  ...    34007.03   8044.0      7928.0       PK
88   PL601  20251013   6205.0   6219.0  ...    84232.37   6190.0      6205.0       PL
89   PL602  20251013   6241.0   6252.0  ...    15931.23   6228.0      6242.0       PL
90   PL603  20251013   6229.0   6243.0  ...    16274.40   6221.0      6240.0       PL
91   PL604  20251013      0.0      0.0  ...        0.00   6239.0      6239.0       PL
92   PL605  20251013   6202.0   6219.0  ...      148.72   6197.0      6200.0       PL
93   PL606  20251013   6183.0   6183.0  ...       12.37   6183.0      6290.0       PL
94   PL607  20251013   6199.0   6257.0  ...       62.11   6211.0      6244.0       PL
95   PL608  20251013      0.0      0.0  ...        0.00   6415.0      6429.0       PL
96   PL609  20251013      0.0      0.0  ...        0.00   6331.0      6343.0       PL
97   PM511  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251013      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251013      0.0      0.0  ...        0.00   5710.0      5738.0       PR
104  PR511  20251013   5688.0   5694.0  ...    63099.17   5674.0      5734.0       PR
105  PR512  20251013   5646.0   5670.0  ...   307170.80   5650.0      5702.0       PR
106  PR601  20251013   5618.0   5650.0  ...   276097.42   5628.0      5686.0       PR
107  PR602  20251013   5684.0   5690.0  ...    78682.13   5666.0      5712.0       PR
108  PR603  20251013   5686.0   5702.0  ...      630.68   5682.0      5728.0       PR
109  PR604  20251013   5722.0   5732.0  ...      436.49   5706.0      5750.0       PR
110  PR605  20251013   5742.0   5750.0  ...      360.94   5730.0      5800.0       PR
111  PR606  20251013   5780.0   5780.0  ...       17.32   5774.0      5814.0       PR
112  PR607  20251013   5768.0   5768.0  ...       25.90   5756.0      5810.0       PR
113  PR608  20251013   5770.0   5770.0  ...        8.66   5770.0      5790.0       PR
114  PR609  20251013   5768.0   5768.0  ...        8.65   5768.0      5832.0       PR
115  PX510  20251013      0.0      0.0  ...        0.00   6402.0      6458.0       PX
116  PX511  20251013   6484.0   6502.0  ...   352883.64   6464.0      6532.0       PX
117  PX512  20251013   6478.0   6484.0  ...   116018.56   6444.0      6516.0       PX
118  PX601  20251013   6470.0   6478.0  ...   358197.49   6440.0      6508.0       PX
119  PX602  20251013   6466.0   6488.0  ...   113321.41   6454.0      6516.0       PX
120  PX603  20251013   6392.0   6486.0  ...    89774.39   6450.0      6518.0       PX
121  PX604  20251013      0.0      0.0  ...        0.00   6468.0      6552.0       PX
122  PX605  20251013   6476.0   6508.0  ...     1731.32   6472.0      6530.0       PX
123  PX606  20251013   6478.0   6480.0  ...        6.48   6480.0      6498.0       PX
124  PX607  20251013      0.0      0.0  ...        0.00   6498.0      6552.0       PX
125  PX608  20251013   6494.0   6514.0  ...        9.76   6506.0      6540.0       PX
126  PX609  20251013   6402.0   6530.0  ...       48.61   6482.0      6532.0       PX
127  RI511  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251013      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251013   2446.0   2476.0  ...   110910.67   2414.0      2455.0       RM
134  RM601  20251013   2390.0   2425.0  ...   690544.91   2398.0      2406.0       RM
135  RM603  20251013   2325.0   2347.0  ...     6457.38   2328.0      2336.0       RM
136  RM605  20251013   2323.0   2344.0  ...   135988.57   2323.0      2330.0       RM
137  RM607  20251013   2317.0   2335.0  ...     7481.71   2313.0      2322.0       RM
138  RM608  20251013   2415.0   2437.0  ...      495.84   2419.0      2426.0       RM
139  RM609  20251013   2412.0   2427.0  ...     3120.69   2408.0      2415.0       RM
140  RS511  20251013   5350.0   5570.0  ...      626.26   5399.0      5235.0       RS
141  RS607  20251013      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251013      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251013   5460.0   5466.0  ...       10.93   5463.0      5561.0       RS
144  SA510  20251013   1155.0   1164.0  ...      719.06   1156.0      1164.0       SA
145  SA511  20251013   1169.0   1184.0  ...   150992.97   1175.0      1182.0       SA
146  SA512  20251013   1229.0   1242.0  ...   203034.69   1233.0      1241.0       SA
147  SA601  20251013   1238.0   1254.0  ...  2759861.68   1243.0      1253.0       SA
148  SA602  20251013   1279.0   1289.0  ...   310592.08   1281.0      1289.0       SA
149  SA603  20251013   1285.0   1297.0  ...   362749.76   1287.0      1296.0       SA
150  SA604  20251013   1324.0   1351.0  ...     1469.97   1331.0      1339.0       SA
151  SA605  20251013   1330.0   1344.0  ...   164309.02   1333.0      1347.0       SA
152  SA606  20251013   1348.0   1362.0  ...     1391.67   1354.0      1364.0       SA
153  SA607  20251013   1353.0   1367.0  ...     1357.07   1357.0      1369.0       SA
154  SA608  20251013   1393.0   1404.0  ...      447.05   1397.0      1407.0       SA
155  SA609  20251013   1401.0   1411.0  ...     5545.93   1403.0      1414.0       SA
156  SF510  20251013   5256.0   5256.0  ...      341.13   5248.0      5310.0       SF
157  SF511  20251013   5388.0   5436.0  ...   437661.58   5402.0      5458.0       SF
158  SF512  20251013   5366.0   5400.0  ...    85465.97   5370.0      5420.0       SF
159  SF601  20251013   5356.0   5390.0  ...   277937.20   5362.0      5422.0       SF
160  SF602  20251013   5300.0   5348.0  ...   126604.08   5320.0      5380.0       SF
161  SF603  20251013   5510.0   5526.0  ...   127186.78   5504.0      5550.0       SF
162  SF604  20251013   5482.0   5482.0  ...        2.74   5482.0      5526.0       SF
163  SF605  20251013   5474.0   5500.0  ...     7901.55   5478.0      5528.0       SF
164  SF606  20251013   5476.0   5476.0  ...       70.77   5444.0      5500.0       SF
165  SF607  20251013   5632.0   5632.0  ...       58.95   5614.0      5670.0       SF
166  SF608  20251013   5634.0   5634.0  ...        5.63   5628.0      5650.0       SF
167  SF609  20251013   5620.0   5636.0  ...       58.83   5604.0      5652.0       SF
168  SH510  20251013      0.0      0.0  ...        0.00   2418.0      2435.0       SH
169  SH511  20251013   2423.0   2429.0  ...   264538.74   2408.0      2416.0       SH
170  SH512  20251013   2475.0   2484.0  ...   115601.81   2463.0      2477.0       SH
171  SH601  20251013   2470.0   2474.0  ...  2131163.08   2452.0      2469.0       SH
172  SH602  20251013   2503.0   2512.0  ...   232652.22   2488.0      2507.0       SH
173  SH603  20251013   2516.0   2522.0  ...   226706.45   2497.0      2518.0       SH
174  SH604  20251013   2543.0   2568.0  ...     1469.57   2538.0      2561.0       SH
175  SH605  20251013   2566.0   2573.0  ...    17540.34   2549.0      2568.0       SH
176  SH606  20251013   2565.0   2592.0  ...     1395.18   2569.0      2590.0       SH
177  SH607  20251013   2568.0   2588.0  ...      238.80   2568.0      2586.0       SH
178  SH608  20251013   2590.0   2594.0  ...      139.76   2588.0      2601.0       SH
179  SH609  20251013   2606.0   2614.0  ...      202.58   2597.0      2610.0       SH
180  SM510  20251013   5628.0   5628.0  ...       14.07   5628.0      5632.0       SM
181  SM511  20251013   5754.0   5760.0  ...    82827.67   5736.0      5752.0       SM
182  SM512  20251013   5736.0   5766.0  ...   118658.49   5742.0      5754.0       SM
183  SM601  20251013   5734.0   5772.0  ...   455797.99   5746.0      5760.0       SM
184  SM602  20251013   5732.0   5778.0  ...    59226.86   5754.0      5768.0       SM
185  SM603  20251013   5736.0   5794.0  ...   160204.94   5766.0      5780.0       SM
186  SM604  20251013   5766.0   5770.0  ...        5.77   5768.0      5794.0       SM
187  SM605  20251013   5766.0   5800.0  ...    15677.94   5770.0      5796.0       SM
188  SM606  20251013   5784.0   5804.0  ...       34.70   5784.0      5796.0       SM
189  SM607  20251013   5790.0   5814.0  ...       11.59   5796.0      5820.0       SM
190  SM608  20251013   5834.0   5834.0  ...        5.82   5822.0      5836.0       SM
191  SM609  20251013   5792.0   5834.0  ...     1181.52   5806.0      5840.0       SM
192  SR511  20251013   5520.0   5532.0  ...   144994.96   5515.0      5553.0       SR
193  SR601  20251013   5490.0   5503.0  ...  1167868.96   5474.0      5517.0       SR
194  SR603  20251013   5485.0   5490.0  ...   180724.64   5461.0      5502.0       SR
195  SR605  20251013   5464.0   5474.0  ...    88193.18   5444.0      5485.0       SR
196  SR607  20251013   5466.0   5474.0  ...     3060.47   5446.0      5481.0       SR
197  SR609  20251013   5469.0   5480.0  ...     3429.58   5452.0      5488.0       SR
198  TA510  20251013   4466.0   4488.0  ...    17559.35   4470.0      4518.0       TA
199  TA511  20251013   4484.0   4504.0  ...   234826.64   4486.0      4534.0       TA
200  TA512  20251013   4480.0   4520.0  ...   166389.77   4500.0      4548.0       TA
201  TA601  20251013   4506.0   4532.0  ...  1361502.97   4512.0      4554.0       TA
202  TA602  20251013   4520.0   4542.0  ...   219779.69   4524.0      4568.0       TA
203  TA603  20251013   4532.0   4554.0  ...   117863.23   4536.0      4574.0       TA
204  TA604  20251013   4540.0   4556.0  ...       15.93   4554.0      4554.0       TA
205  TA605  20251013   4560.0   4580.0  ...    85276.96   4560.0      4598.0       TA
206  TA606  20251013   4552.0   4582.0  ...       18.29   4574.0      4576.0       TA
207  TA607  20251013   4578.0   4596.0  ...       16.06   4588.0      4592.0       TA
208  TA608  20251013   4588.0   4600.0  ...       16.09   4598.0      4604.0       TA
209  TA609  20251013   4600.0   4604.0  ...     2613.61   4590.0      4626.0       TA
210  UR510  20251013   1499.0   1511.0  ...      233.32   1505.0      1503.0       UR
211  UR511  20251013   1568.0   1591.0  ...    47168.91   1582.0      1576.0       UR
212  UR512  20251013   1576.0   1603.0  ...    30818.55   1594.0      1587.0       UR
213  UR601  20251013   1590.0   1617.0  ...   611518.35   1605.0      1601.0       UR
214  UR602  20251013   1595.0   1624.0  ...    23648.95   1616.0      1608.0       UR
215  UR603  20251013   1663.0   1675.0  ...      412.92   1665.0      1664.0       UR
216  UR604  20251013   1666.0   1680.0  ...      240.76   1672.0      1666.0       UR
217  UR605  20251013   1666.0   1683.0  ...    49534.15   1673.0      1672.0       UR
218  UR606  20251013   1669.0   1688.0  ...      570.05   1677.0      1676.0       UR
219  UR607  20251013   1706.0   1718.0  ...      157.47   1712.0      1711.0       UR
220  UR608  20251013   1706.0   1715.0  ...       47.85   1709.0      1705.0       UR
221  UR609  20251013   1700.0   1715.0  ...      454.03   1707.0      1703.0       UR
222  WH511  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251013      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251013      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:26:09,187 - future_1d - INFO - ak.get_czce_daily('2025-10-13') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251013   455.5  ...   451.5      466.2      SC
1       SC2512  20251013   458.4  ...   453.7      468.5      SC
2       SC2601  20251013   459.5  ...   454.1      468.3      SC
3       SC2602  20251013   458.4  ...   453.8      468.2      SC
4       SC2603  20251013   460.5  ...   454.8      466.7      SC
5       SC2604  20251013   457.3  ...   455.4      465.9      SC
6       SC2605  20251013     458  ...   455.9      465.8      SC
7       SC2606  20251013   460.2  ...   453.1      465.7      SC
8       SC2607  20251013   454.2  ...   454.9      468.1      SC
9       SC2608  20251013   455.9  ...   454.1      464.4      SC
10      SC2609  20251013     456  ...     454      465.9      SC
11      SC2610  20251013   452.8  ...   449.7      464.9      SC
12      SC2612  20251013     454  ...   452.6        465      SC
13      SC2703  20251013   450.1  ...   451.6      464.2      SC
14      SC2706  20251013     451  ...   450.1        466      SC
15      SC2709  20251013   450.6  ...   450.6      463.3      SC
16      SC2712  20251013   452.8  ...     451      461.8      SC
17      SC2803  20251013   449.9  ...     449        458      SC
18      SC2806  20251013   449.2  ...   449.9      456.6      SC
19      SC2809  20251013   453.8  ...   451.2      457.8      SC
21      LU2511  20251013    3245  ...    3220       3327      LU
22      LU2512  20251013    3269  ...    3240       3332      LU
23      LU2601  20251013    3256  ...    3232       3313      LU
24      LU2602  20251013    3253  ...    3229       3304      LU
25      LU2603  20251013    3233  ...    3232       3303      LU
26      LU2604  20251013    3276  ...    3247       3277      LU
27      LU2605  20251013    3231  ...    3222       3286      LU
28      LU2606  20251013    3211  ...    3210       3255      LU
29      LU2607  20251013    3209  ...    3208       3259      LU
30      LU2608  20251013    3206  ...    3205       3257      LU
31      LU2609  20251013    3207  ...    3208       3257      LU
32      LU2610  20251013    3219  ...    3209       3260      LU
34      NR2510  20251013   12000  ...   11960      12310      NR
35      NR2511  20251013   12340  ...   12085      12395      NR
36      NR2512  20251013   12360  ...   12080      12400      NR
37      NR2601  20251013   12380  ...   12100      12400      NR
38      NR2602  20251013   12290  ...   12035      12370      NR
39      NR2603  20251013   12255  ...   12085      12395      NR
40      NR2604  20251013   12235  ...   12090      12380      NR
41      NR2605  20251013   12245  ...   12095      12410      NR
42      NR2606  20251013   12095  ...   12095      12410      NR
43      NR2607  20251013   12115  ...   12115      12490      NR
44      NR2608  20251013   12370  ...   12205      12535      NR
45      NR2609  20251013   12405  ...   12250      12510      NR
47      BC2510  20251013   75030  ...   75030      76060      BC
48      BC2511  20251013   76740  ...   75420      77210      BC
49      BC2512  20251013   76800  ...   75700      77230      BC
50      BC2601  20251013   75730  ...   75730      77150      BC
51      BC2602  20251013          ...   76660      76900      BC
52      BC2603  20251013   76740  ...   76740      77470      BC
53      BC2604  20251013          ...   76740      77000      BC
54      BC2605  20251013          ...   75900      75900      BC
55      BC2606  20251013          ...   75880      75880      BC
56      BC2607  20251013          ...   76850      76850      BC
57      BC2608  20251013          ...   75800      75800      BC
58      BC2609  20251013   76130  ...   76130      75710      BC
60      EC2510  20251013  1129.9  ...  1133.1     1125.5      EC
61      EC2512  20251013    1526  ...  1559.4     1605.1      EC
62      EC2602  20251013    1300  ...    1358     1365.4      EC
63      EC2604  20251013    1050  ...  1090.9     1084.9      EC
64      EC2606  20251013  1248.5  ...  1254.5       1268      EC
65      EC2608  20251013    1350  ...  1388.7     1405.1      EC
68  SC_TAS2511  20251013          ...                     SC_TAS
69  SC_TAS2512  20251013          ...                     SC_TAS
70  SC_TAS2601  20251013          ...                     SC_TAS
71  SC_TAS2602  20251013          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-17 18:26:09,269 - future_1d - INFO - ak.get_ine_daily('2025-10-13') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251013   3949.00  ...   3968.00     3958.00        A
1     a2601  20251013   3943.00  ...   3969.00     3958.00        A
2     a2603  20251013   3956.00  ...   3971.00     3959.00        A
3     a2605  20251013   3984.00  ...   4004.00     3998.00        A
4     a2607  20251013   3988.00  ...   4003.00     3991.00        A
5     a2609  20251013   4000.00  ...   4008.00     3996.00        A
6     b2510  20251013      0.00  ...   3619.00     3619.00        B
7     b2511  20251013   3606.00  ...   3628.00     3624.00        B
8     b2512  20251013   3646.00  ...   3656.00     3649.00        B
9     b2601  20251013   3650.00  ...   3651.00     3651.00        B
10    b2602  20251013   3654.00  ...   3656.00     3660.00        B
11    b2603  20251013   3615.00  ...   3617.00     3623.00        B
12    b2604  20251013   3541.00  ...   3537.00     3530.00        B
13    b2605  20251013   3456.00  ...   3459.00     3464.00        B
14    b2606  20251013   3446.00  ...   3436.00     3439.00        B
15    b2607  20251013   3453.00  ...   3434.00     3441.00        B
16    b2608  20251013   3540.00  ...   3529.00     3533.00        B
17    b2609  20251013   3564.00  ...   3548.00     3567.00        B
18   bb2511  20251013    146.30  ...    144.65      139.40       BB
19   bb2601  20251013    147.20  ...    146.60      147.05       BB
20   bb2603  20251013    146.95  ...    146.50      147.05       BB
21   bb2605  20251013      0.00  ...    146.70      147.25       BB
22   bb2607  20251013      0.00  ...    151.60      152.15       BB
23   bb2609  20251013      0.00  ...    151.60      152.15       BB
24   bz2603  20251013   5722.00  ...   5707.00     5733.00       BZ
25   bz2604  20251013   5686.00  ...   5691.00     5706.00       BZ
26   bz2605  20251013   5690.00  ...   5697.00     5731.00       BZ
27   bz2606  20251013      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251013   5683.00  ...   5689.00     5747.00       BZ
29   bz2608  20251013   5671.00  ...   5646.00     5736.00       BZ
30   bz2609  20251013      0.00  ...   5803.00     5835.00       BZ
31    c2511  20251013   2123.00  ...   2107.00     2131.00        C
32    c2601  20251013   2123.00  ...   2114.00     2125.00        C
33    c2603  20251013   2140.00  ...   2130.00     2139.00        C
34    c2605  20251013   2204.00  ...   2197.00     2202.00        C
35    c2607  20251013   2214.00  ...   2211.00     2214.00        C
36    c2609  20251013   2228.00  ...   2227.00     2228.00        C
37   cs2511  20251013   2433.00  ...   2413.00     2428.00       CS
38   cs2601  20251013   2432.00  ...   2413.00     2433.00       CS
39   cs2603  20251013   2440.00  ...   2426.00     2443.00       CS
40   cs2605  20251013   2528.00  ...   2522.00     2531.00       CS
41   cs2607  20251013   2536.00  ...   2535.00     2536.00       CS
42   cs2609  20251013   2578.00  ...   2576.00     2579.00       CS
43   eb2510  20251013   6670.00  ...   6670.00     6699.00       EB
44   eb2511  20251013   6728.00  ...   6714.00     6782.00       EB
45   eb2512  20251013   6592.00  ...   6723.00     6796.00       EB
46   eb2601  20251013   6765.00  ...   6754.00     6824.00       EB
47   eb2602  20251013   6810.00  ...   6802.00     6857.00       EB
48   eb2603  20251013   6856.00  ...   6843.00     6903.00       EB
49   eb2604  20251013   6874.00  ...   6871.00     6953.00       EB
50   eb2605  20251013   6924.00  ...   6906.00     6981.00       EB
51   eb2606  20251013   6931.00  ...   6923.00     6957.00       EB
52   eb2607  20251013   6921.00  ...   6918.00     6945.00       EB
53   eb2608  20251013   6916.00  ...   6943.00     6987.00       EB
54   eb2609  20251013   6924.00  ...   6964.00     7018.00       EB
55   eg2510  20251013   4167.00  ...   4156.00     4197.00       EG
56   eg2511  20251013   4107.00  ...   4129.00     4147.00       EG
57   eg2512  20251013   4132.00  ...   4112.00     4132.00       EG
58   eg2601  20251013   4106.00  ...   4112.00     4137.00       EG
59   eg2602  20251013   4131.00  ...   4126.00     4133.00       EG
60   eg2603  20251013   4148.00  ...   4140.00     4128.00       EG
61   eg2604  20251013   4170.00  ...   4181.00     4210.00       EG
62   eg2605  20251013   4176.00  ...   4197.00     4208.00       EG
63   eg2606  20251013      0.00  ...   4211.00     4211.00       EG
64   eg2607  20251013   4191.00  ...   4193.00     4228.00       EG
65   eg2608  20251013   4200.00  ...   4200.00     4233.00       EG
66   eg2609  20251013      0.00  ...   4267.00     4267.00       EG
67   fb2510  20251013      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251013   1262.00  ...   1262.00     1265.00       FB
69   fb2512  20251013   1259.50  ...   1263.50     1261.50       FB
70   fb2601  20251013   1270.00  ...   1269.00     1262.50       FB
71   fb2602  20251013   1267.00  ...   1271.50     1268.00       FB
72   fb2603  20251013   1262.00  ...   1261.50     1260.50       FB
73   fb2604  20251013   1269.00  ...   1269.00     1265.00       FB
74   fb2605  20251013   1273.00  ...   1273.00     1299.00       FB
75   fb2606  20251013      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251013      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251013      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251013      0.00  ...   1296.00     1296.00       FB
79    i2510  20251013    815.00  ...    813.50      816.00        I
80    i2511  20251013    814.50  ...    814.00      811.50        I
81    i2512  20251013    808.00  ...    808.50      804.50        I
82    i2601  20251013    800.50  ...    798.50      795.50        I
83    i2602  20251013    794.00  ...    795.00      790.50        I
84    i2603  20251013    789.00  ...    788.00      786.00        I
85    i2604  20251013    784.50  ...    784.50      781.50        I
86    i2605  20251013    779.00  ...    776.00      774.50        I
87    i2606  20251013    771.50  ...    770.00      768.50        I
88    i2607  20251013    767.00  ...    766.00      763.50        I
89    i2608  20251013    762.00  ...    761.00      759.00        I
90    i2609  20251013    757.00  ...    755.50      754.00        I
91    j2510  20251013      0.00  ...   1600.00     1600.50        J
92    j2511  20251013   1595.50  ...   1586.50     1603.00        J
93    j2512  20251013   1635.50  ...   1617.00     1633.50        J
94    j2601  20251013   1670.00  ...   1648.50     1661.50        J
95    j2602  20251013   1679.00  ...   1679.00     1692.00        J
96    j2603  20251013   1705.50  ...   1705.50     1707.50        J
97    j2604  20251013   1783.50  ...   1773.50     1797.50        J
98    j2605  20251013   1822.00  ...   1797.00     1813.50        J
99    j2606  20251013      0.00  ...   1823.50     1833.50        J
100   j2607  20251013      0.00  ...   1833.50     1833.50        J
101   j2608  20251013      0.00  ...   1865.00     1865.00        J
102   j2609  20251013   1892.50  ...   1879.50     1905.00        J
103  jd2510  20251013   2511.00  ...   2552.00     2592.00       JD
104  jd2511  20251013   2780.00  ...   2804.00     2836.00       JD
105  jd2512  20251013   2945.00  ...   2965.00     2983.00       JD
106  jd2601  20251013   3150.00  ...   3183.00     3189.00       JD
107  jd2602  20251013   3015.00  ...   3020.00     3044.00       JD
108  jd2603  20251013   3078.00  ...   3059.00     3103.00       JD
109  jd2604  20251013   3229.00  ...   3187.00     3240.00       JD
110  jd2605  20251013   3395.00  ...   3372.00     3415.00       JD
111  jd2606  20251013   3269.00  ...   3257.00     3274.00       JD
112  jd2607  20251013   3514.00  ...   3504.00     3515.00       JD
113  jd2608  20251013   3972.00  ...   3978.00     3974.00       JD
114  jd2609  20251013   3860.00  ...   3870.00     3857.00       JD
115  jm2510  20251013    916.00  ...    924.00      968.00       JM
116  jm2511  20251013   1014.00  ...   1001.50     1016.50       JM
117  jm2512  20251013   1090.50  ...   1071.00     1092.00       JM
118  jm2601  20251013   1163.00  ...   1145.00     1165.00       JM
119  jm2602  20251013   1196.50  ...   1176.50     1195.00       JM
120  jm2603  20251013   1221.50  ...   1198.50     1217.00       JM
121  jm2604  20251013   1244.50  ...   1221.00     1238.50       JM
122  jm2605  20251013   1260.00  ...   1240.50     1262.00       JM
123  jm2606  20251013   1264.50  ...   1255.00     1282.00       JM
124  jm2607  20251013   1290.00  ...   1281.00     1303.00       JM
125  jm2608  20251013   1331.00  ...   1304.50     1327.00       JM
126  jm2609  20251013   1340.00  ...   1327.00     1347.00       JM
127   l2510  20251013   6964.00  ...   6948.00     6989.00        L
128   l2511  20251013   7001.00  ...   6989.00     7032.00        L
129   l2512  20251013   7009.00  ...   6999.00     7044.00        L
130   l2601  20251013   7015.00  ...   7005.00     7052.00        L
131   l2602  20251013   7013.00  ...   7001.00     7042.00        L
132   l2603  20251013   7026.00  ...   7013.00     7057.00        L
133   l2604  20251013   7061.00  ...   7059.00     7099.00        L
134   l2605  20251013   7050.00  ...   7039.00     7084.00        L
135   l2606  20251013   7039.00  ...   7047.00     7079.00        L
136   l2607  20251013   7065.00  ...   7065.00     7106.00        L
137   l2608  20251013   7079.00  ...   7079.00     7145.00        L
138   l2609  20251013   7100.00  ...   7083.00     7134.00        L
139  lg2511  20251013    818.00  ...    808.00      825.00       LG
140  lg2601  20251013    827.00  ...    823.00      827.50       LG
141  lg2603  20251013    827.50  ...    829.00      830.50       LG
142  lg2605  20251013    828.50  ...    830.00      832.50       LG
143  lg2607  20251013    831.50  ...    831.50      834.00       LG
144  lg2609  20251013    832.00  ...    832.00      833.00       LG
145  lh2511  20251013  11400.00  ...  11225.00    11455.00       LH
146  lh2601  20251013  12260.00  ...  12150.00    12215.00       LH
147  lh2603  20251013  11950.00  ...  11835.00    11985.00       LH
148  lh2605  20251013  12465.00  ...  12440.00    12505.00       LH
149  lh2607  20251013  13280.00  ...  13220.00    13260.00       LH
150  lh2609  20251013  13885.00  ...  13880.00    13895.00       LH
151   m2511  20251013   2910.00  ...   2918.00     2897.00        M
152   m2512  20251013   2928.00  ...   2954.00     2937.00        M
153   m2601  20251013   2932.00  ...   2936.00     2924.00        M
154   m2603  20251013   2900.00  ...   2911.00     2899.00        M
155   m2605  20251013   2750.00  ...   2751.00     2755.00        M
156   m2607  20251013   2732.00  ...   2736.00     2738.00        M
157   m2608  20251013   2862.00  ...   2858.00     2863.00        M
158   m2609  20251013   2863.00  ...   2861.00     2867.00        M
159   p2510  20251013   9216.00  ...   9214.00     9416.00        P
160   p2511  20251013   9312.00  ...   9274.00     9382.00        P
161   p2512  20251013   9370.00  ...   9326.00     9444.00        P
162   p2601  20251013   9438.00  ...   9376.00     9488.00        P
163   p2602  20251013   9434.00  ...   9358.00     9472.00        P
164   p2603  20251013   9402.00  ...   9352.00     9436.00        P
165   p2604  20251013   9338.00  ...   9298.00     9384.00        P
166   p2605  20251013   9260.00  ...   9218.00     9294.00        P
167   p2606  20251013   9148.00  ...   9120.00     9200.00        P
168   p2607  20251013   9052.00  ...   9012.00     9090.00        P
169   p2608  20251013   8970.00  ...   8958.00     9038.00        P
170   p2609  20251013   8894.00  ...   8866.00     8926.00        P
171  pg2510  20251013      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251013   4053.00  ...   4069.00     4063.00       PG
173  pg2512  20251013   3985.00  ...   3978.00     3982.00       PG
174  pg2601  20251013   3917.00  ...   3909.00     3927.00       PG
175  pg2602  20251013   3864.00  ...   3848.00     3870.00       PG
176  pg2603  20251013   3800.00  ...   3781.00     3811.00       PG
177  pg2604  20251013   4196.00  ...   4166.00     4148.00       PG
178  pg2605  20251013   4119.00  ...   4093.00     4110.00       PG
179  pg2606  20251013   4042.00  ...   4047.00     4062.00       PG
180  pg2607  20251013   3980.00  ...   3984.00     4011.00       PG
181  pg2608  20251013   3981.00  ...   3930.00     3967.00       PG
182  pg2609  20251013   3909.00  ...   3876.00     3932.00       PG
183  pp2510  20251013   6616.00  ...   6611.00     6630.00       PP
184  pp2511  20251013   6631.00  ...   6639.00     6664.00       PP
185  pp2512  20251013   6676.00  ...   6679.00     6701.00       PP
186  pp2601  20251013   6709.00  ...   6708.00     6734.00       PP
187  pp2602  20251013   6700.00  ...   6704.00     6723.00       PP
188  pp2603  20251013   6700.00  ...   6705.00     6721.00       PP
189  pp2604  20251013   6722.00  ...   6738.00     6751.00       PP
190  pp2605  20251013   6732.00  ...   6763.00     6779.00       PP
191  pp2606  20251013   6711.00  ...   6733.00     6743.00       PP
192  pp2607  20251013   6716.00  ...   6694.00     6740.00       PP
193  pp2608  20251013   6748.00  ...   6709.00     6779.00       PP
194  pp2609  20251013   6760.00  ...   6754.00     6802.00       PP
195  rr2510  20251013   3623.00  ...   3604.00     3612.00       RR
196  rr2511  20251013   3626.00  ...   3619.00     3627.00       RR
197  rr2512  20251013   3608.00  ...   3611.00     3605.00       RR
198  rr2601  20251013   3637.00  ...   3642.00     3634.00       RR
199  rr2602  20251013   3620.00  ...   3628.00     3618.00       RR
200  rr2603  20251013   3613.00  ...   3621.00     3617.00       RR
201  rr2604  20251013   3622.00  ...   3622.00     3623.00       RR
202  rr2605  20251013   3612.00  ...   3618.00     3617.00       RR
203  rr2606  20251013      0.00  ...   3615.00     3615.00       RR
204  rr2607  20251013   3636.00  ...   3636.00     3617.00       RR
205  rr2608  20251013   3568.00  ...   3595.00     3620.00       RR
206  rr2609  20251013   3607.00  ...   3636.00     3626.00       RR
207   v2510  20251013   4609.00  ...   4606.00     4625.00        V
208   v2511  20251013   4632.00  ...   4636.00     4665.00        V
209   v2512  20251013   4688.00  ...   4675.00     4706.00        V
210   v2601  20251013   4730.00  ...   4720.00     4754.00        V
211   v2602  20251013   4761.00  ...   4758.00     4790.00        V
212   v2603  20251013   4793.00  ...   4792.00     4825.00        V
213   v2604  20251013   5004.00  ...   5000.00     5025.00        V
214   v2605  20251013   5054.00  ...   5037.00     5072.00        V
215   v2606  20251013   5072.00  ...   5070.00     5104.00        V
216   v2607  20251013   5110.00  ...   5108.00     5147.00        V
217   v2608  20251013   5138.00  ...   5148.00     5171.00        V
218   v2609  20251013   5194.00  ...   5176.00     5212.00        V
219   y2511  20251013   8290.00  ...   8284.00     8326.00        Y
220   y2512  20251013   8322.00  ...   8322.00     8370.00        Y
221   y2601  20251013   8282.00  ...   8282.00     8324.00        Y
222   y2603  20251013   8248.00  ...   8214.00     8266.00        Y
223   y2605  20251013   8032.00  ...   8030.00     8068.00        Y
224   y2607  20251013   7996.00  ...   7974.00     8014.00        Y
225   y2608  20251013   7986.00  ...   7968.00     8024.00        Y
226   y2609  20251013   7948.00  ...   7940.00     7988.00        Y

[227 rows x 12 columns]
2025-10-17 18:26:10,146 - future_1d - INFO - ak.get_dce_daily('2025-10-13') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251013  ...   84900      86530      CU
1        1      CU2511  20251013  ...   84810      86910      CU
2        2      CU2512  20251013  ...   84890      86910      CU
3        3      CU2601  20251013  ...   84840      86960      CU
4        4      CU2602  20251013  ...   84840      87010      CU
5        5      CU2603  20251013  ...   85000      87090      CU
6        6      CU2604  20251013  ...   85080      86700      CU
7        7      CU2605  20251013  ...   85420      86520      CU
8        8      CU2606  20251013  ...   84990      86870      CU
9        9      CU2607  20251013  ...   85020      86660      CU
10      10      CU2608  20251013  ...   85030      86640      CU
11      11      CU2609  20251013  ...   84920      86490      CU
12      12      BC2510  20251013  ...   75030      76060      BC
13      13      BC2511  20251013  ...   75420      77210      BC
14      14      BC2512  20251013  ...   75700      77230      BC
15      15      BC2601  20251013  ...   75730      77150      BC
16      16      BC2602  20251013  ...   76660      76900      BC
17      17      BC2603  20251013  ...   76740      77470      BC
18      18      BC2604  20251013  ...   76740      77000      BC
19      19      BC2605  20251013  ...   75900      75900      BC
20      20      BC2606  20251013  ...   75880      75880      BC
21      21      BC2607  20251013  ...   76850      76850      BC
22      22      BC2608  20251013  ...   75800      75800      BC
23      23      BC2609  20251013  ...   76130      75710      BC
24      24      AL2510  20251013  ...   20855      21055      AL
25      25      AL2511  20251013  ...   20860      21090      AL
26      26      AL2512  20251013  ...   20870      21090      AL
27      27      AL2601  20251013  ...   20865      21085      AL
28      28      AL2602  20251013  ...   20875      21080      AL
29      29      AL2603  20251013  ...   20900      21065      AL
30      30      AL2604  20251013  ...   20910      21100      AL
31      31      AL2605  20251013  ...   20920      21095      AL
32      32      AL2606  20251013  ...   20935      21085      AL
33      33      AL2607  20251013  ...   20945      21100      AL
34      34      AL2608  20251013  ...   20905      21100      AL
35      35      AL2609  20251013  ...   20970      21095      AL
36      36      ZN2510  20251013  ...   22220      22320      ZN
37      37      ZN2511  20251013  ...   22285      22385      ZN
38      38      ZN2512  20251013  ...   22310      22415      ZN
39      39      ZN2601  20251013  ...   22335      22450      ZN
40      40      ZN2602  20251013  ...   22350      22460      ZN
41      41      ZN2603  20251013  ...   22370      22520      ZN
42      42      ZN2604  20251013  ...   22390      22530      ZN
43      43      ZN2605  20251013  ...   22430      22580      ZN
44      44      ZN2606  20251013  ...   22420      22550      ZN
45      45      ZN2607  20251013  ...   22435      22590      ZN
46      46      ZN2608  20251013  ...   22460      22615      ZN
47      47      ZN2609  20251013  ...   22490      22600      ZN
48      48      PB2510  20251013  ...   17110      17075      PB
49      49      PB2511  20251013  ...   17155      17125      PB
50      50      PB2512  20251013  ...   17160      17145      PB
51      51      PB2601  20251013  ...   17145      17150      PB
52      52      PB2602  20251013  ...   17150      17170      PB
53      53      PB2603  20251013  ...   17170      17195      PB
54      54      PB2604  20251013  ...   17300      17185      PB
55      55      PB2605  20251013  ...   17190      17190      PB
56      56      PB2606  20251013  ...   17200      17190      PB
57      57      PB2607  20251013  ...   17175      17215      PB
58      58      PB2608  20251013  ...   17195      17230      PB
59      59      PB2609  20251013  ...   17235      17285      PB
60      60      NI2510  20251013  ...  121270     123510      NI
61      61      NI2511  20251013  ...  121650     123490      NI
62      62      NI2512  20251013  ...  121790     123650      NI
63      63      NI2601  20251013  ...  122050     124140      NI
64      64      NI2602  20251013  ...  122160     124730      NI
65      65      NI2603  20251013  ...  122400     124490      NI
66      66      NI2604  20251013  ...  122570     124710      NI
67      67      NI2605  20251013  ...  122990     124870      NI
68      68      NI2606  20251013  ...  123150     125130      NI
69      69      NI2607  20251013  ...  123230     125580      NI
70      70      NI2608  20251013  ...  123580     125770      NI
71      71      NI2609  20251013  ...  123920     125640      NI
72      72      SN2510  20251013  ...  282760     288270      SN
73      73      SN2511  20251013  ...  283550     288430      SN
74      74      SN2512  20251013  ...  283610     288660      SN
75      75      SN2601  20251013  ...  283460     288660      SN
76      76      SN2602  20251013  ...  283290     288930      SN
77      77      SN2603  20251013  ...  283900     289020      SN
78      78      SN2604  20251013  ...  283870     288650      SN
79      79      SN2605  20251013  ...  283660     288950      SN
80      80      SN2606  20251013  ...  282530     288740      SN
81      81      SN2607  20251013  ...  283050     288440      SN
82      82      SN2608  20251013  ...  283690     289090      SN
83      83      SN2609  20251013  ...  284540     287680      SN
84      84      AO2510  20251013  ...    2782       2834      AO
85      85      AO2511  20251013  ...    2798       2848      AO
86      86      AO2512  20251013  ...    2816       2871      AO
87      87      AO2601  20251013  ...    2825       2877      AO
88      88      AO2602  20251013  ...    2842       2891      AO
89      89      AO2603  20251013  ...    2913       2953      AO
90      90      AO2604  20251013  ...    2925       2966      AO
91      91      AO2605  20251013  ...    2933       2979      AO
92      92      AO2606  20251013  ...    2941       2982      AO
93      93      AO2607  20251013  ...    2952       2994      AO
94      94      AO2608  20251013  ...    2969       3004      AO
95      95      AO2609  20251013  ...    2986       3026      AO
96      96      AD2511  20251013  ...   20360      20560      AD
97      97      AD2512  20251013  ...   20385      20635      AD
98      98      AD2601  20251013  ...   20455      20655      AD
99      99      AD2602  20251013  ...   20475      20680      AD
100    100      AD2603  20251013  ...   20515      20520      AD
101    101      AD2604  20251013  ...   20535      20590      AD
102    102      AD2605  20251013  ...   20445      20610      AD
103    103      AD2606  20251013  ...   20415      20470      AD
104    104      AD2607  20251013  ...   20510      20510      AD
105    105      AD2608  20251013  ...   20495      20495      AD
106    106      AD2609  20251013  ...   20410      20670      AD
107    107      AU2510  20251013  ...  917.92     909.14      AU
108    108      AU2511  20251013  ...  912.52     909.34      AU
109    109      AU2512  20251013  ...   914.3     909.44      AU
110    110      AU2602  20251013  ...   917.5     912.78      AU
111    111      AU2604  20251013  ...  920.14      915.4      AU
112    112      AU2606  20251013  ...   923.4     919.88      AU
113    113      AU2608  20251013  ...  928.54     920.88      AU
114    114      AU2610  20251013  ...  931.62      924.4      AU
115    115      AG2510  20251013  ...   11261      11090      AG
116    116      AG2511  20251013  ...   11233      11208      AG
117    117      AG2512  20251013  ...   11236      11213      AG
118    118      AG2601  20251013  ...   11240      11236      AG
119    119      AG2602  20251013  ...   11266      11241      AG
120    120      AG2603  20251013  ...   11298      11274      AG
121    121      AG2604  20251013  ...   11311      11275      AG
122    122      AG2605  20251013  ...   11296      11290      AG
123    123      AG2606  20251013  ...   11320      11308      AG
124    124      AG2607  20251013  ...   11321      11279      AG
125    125      AG2608  20251013  ...   11303      11326      AG
126    126      AG2609  20251013  ...   11362      11320      AG
127    127      RB2510  20251013  ...    2998       3022      RB
128    128      RB2511  20251013  ...    3021       3039      RB
129    129      RB2512  20251013  ...    3068       3089      RB
130    130      RB2601  20251013  ...    3086       3107      RB
131    131      RB2602  20251013  ...    3091       3107      RB
132    132      RB2603  20251013  ...    3112       3128      RB
133    133      RB2604  20251013  ...    3133       3151      RB
134    134      RB2605  20251013  ...    3140       3166      RB
135    135      RB2606  20251013  ...    3151       3186      RB
136    136      RB2607  20251013  ...    3166       3192      RB
137    137      RB2608  20251013  ...    3176       3195      RB
138    138      RB2609  20251013  ...    3178       3203      RB
139    139      WR2510  20251013  ...    3069       3069      WR
140    140      WR2511  20251013  ...    3270       3270      WR
141    141      WR2512  20251013  ...    3309       3309      WR
142    142      WR2601  20251013  ...    3351       3416      WR
143    143      WR2602  20251013  ...    3384       3384      WR
144    144      WR2603  20251013  ...    3361       3361      WR
145    145      WR2604  20251013  ...    3369       3369      WR
146    146      WR2605  20251013  ...    3353       3385      WR
147    147      WR2606  20251013  ...    3360       3360      WR
148    148      WR2607  20251013  ...    3390       3390      WR
149    149      WR2608  20251013  ...    3431       3431      WR
150    150      WR2609  20251013  ...    3430       3430      WR
151    151      HC2510  20251013  ...    3417       3394      HC
152    152      HC2511  20251013  ...    3304       3327      HC
153    153      HC2512  20251013  ...    3285       3312      HC
154    154      HC2601  20251013  ...    3264       3290      HC
155    155      HC2602  20251013  ...    3281       3294      HC
156    156      HC2603  20251013  ...    3274       3295      HC
157    157      HC2604  20251013  ...    3278       3300      HC
158    158      HC2605  20251013  ...    3274       3299      HC
159    159      HC2606  20251013  ...    3277       3299      HC
160    160      HC2607  20251013  ...    3278       3306      HC
161    161      HC2608  20251013  ...    3295       3310      HC
162    162      HC2609  20251013  ...    3293       3319      HC
163    163      SS2510  20251013  ...   12535      12625      SS
164    164      SS2511  20251013  ...   12675      12840      SS
165    165      SS2512  20251013  ...   12685      12860      SS
166    166      SS2601  20251013  ...   12775      12935      SS
167    167      SS2602  20251013  ...   12820      12985      SS
168    168      SS2603  20251013  ...   12895      13080      SS
169    169      SS2604  20251013  ...   12980      13145      SS
170    170      SS2605  20251013  ...   13035      13235      SS
171    171      SS2606  20251013  ...   13120      13320      SS
172    172      SS2607  20251013  ...   13170      13340      SS
173    173      SS2608  20251013  ...   13220      13420      SS
174    174      SS2609  20251013  ...   13295      13465      SS
175    175      SC2511  20251013  ...   451.5      466.2      SC
176    176      SC2512  20251013  ...   453.7      468.5      SC
177    177      SC2601  20251013  ...   454.1      468.3      SC
178    178      SC2602  20251013  ...   453.8      468.2      SC
179    179      SC2603  20251013  ...   454.8      466.7      SC
180    180      SC2604  20251013  ...   455.4      465.9      SC
181    181      SC2605  20251013  ...   455.9      465.8      SC
182    182      SC2606  20251013  ...   453.1      465.7      SC
183    183      SC2607  20251013  ...   454.9      468.1      SC
184    184      SC2608  20251013  ...   454.1      464.4      SC
185    185      SC2609  20251013  ...     454      465.9      SC
186    186      SC2610  20251013  ...   449.7      464.9      SC
187    187      SC2612  20251013  ...   452.6        465      SC
188    188      SC2703  20251013  ...   451.6      464.2      SC
189    189      SC2706  20251013  ...   450.1        466      SC
190    190      SC2709  20251013  ...   450.6      463.3      SC
191    191      SC2712  20251013  ...     451      461.8      SC
192    192      SC2803  20251013  ...     449        458      SC
193    193      SC2806  20251013  ...   449.9      456.6      SC
194    194      SC2809  20251013  ...   451.2      457.8      SC
195    195      LU2511  20251013  ...    3220       3327      LU
196    196      LU2512  20251013  ...    3240       3332      LU
197    197      LU2601  20251013  ...    3232       3313      LU
198    198      LU2602  20251013  ...    3229       3304      LU
199    199      LU2603  20251013  ...    3232       3303      LU
200    200      LU2604  20251013  ...    3247       3277      LU
201    201      LU2605  20251013  ...    3222       3286      LU
202    202      LU2606  20251013  ...    3210       3255      LU
203    203      LU2607  20251013  ...    3208       3259      LU
204    204      LU2608  20251013  ...    3205       3257      LU
205    205      LU2609  20251013  ...    3208       3257      LU
206    206      LU2610  20251013  ...    3209       3260      LU
207    207      FU2511  20251013  ...    2794       2877      FU
208    208      FU2512  20251013  ...    2750       2832      FU
209    209      FU2601  20251013  ...    2730       2803      FU
210    210      FU2602  20251013  ...    2712       2779      FU
211    211      FU2603  20251013  ...    2704       2772      FU
212    212      FU2604  20251013  ...    2702       2766      FU
213    213      FU2605  20251013  ...    2694       2754      FU
214    214      FU2606  20251013  ...    2688       2749      FU
215    215      FU2607  20251013  ...    2675       2724      FU
216    216      FU2608  20251013  ...    2651       2701      FU
217    217      FU2609  20251013  ...    2645       2688      FU
218    218      FU2610  20251013  ...    2628       2678      FU
219    219      BU2510  20251013  ...    3448       3455      BU
220    220      BU2511  20251013  ...    3310       3346      BU
221    221      BU2512  20251013  ...    3240       3297      BU
222    222      BU2601  20251013  ...    3201       3278      BU
223    223      BU2602  20251013  ...    3207       3282      BU
224    224      BU2603  20251013  ...    3220       3295      BU
225    225      BU2604  20251013  ...    3215       3292      BU
226    226      BU2605  20251013  ...    3217       3309      BU
227    227      BU2606  20251013  ...    3236       3297      BU
228    228      BU2607  20251013  ...    3230       3316      BU
229    229      BU2608  20251013  ...    3216       3299      BU
230    230      BU2609  20251013  ...    3221       3283      BU
231    231      BU2612  20251013  ...    3170       3247      BU
232    232      BU2703  20251013  ...    3178       3253      BU
233    233      BU2706  20251013  ...    3184       3270      BU
234    234      BU2709  20251013  ...    3195       3272      BU
235    235      BR2510  20251013  ...   10905      11400      BR
236    236      BR2511  20251013  ...   10935      11245      BR
237    237      BR2512  20251013  ...   10900      11200      BR
238    238      BR2601  20251013  ...   10905      11200      BR
239    239      BR2602  20251013  ...   10895      11185      BR
240    240      BR2603  20251013  ...   10895      11255      BR
241    241      BR2604  20251013  ...   10935      11275      BR
242    242      BR2605  20251013  ...   10940      11245      BR
243    243      BR2606  20251013  ...   10985      11280      BR
244    244      BR2607  20251013  ...   11140      11400      BR
245    245      BR2608  20251013  ...   11070      11410      BR
246    246      BR2609  20251013  ...   11185      11485      BR
247    247      RU2510  20251013  ...   14165      14535      RU
248    248      RU2511  20251013  ...   14195      14545      RU
249    249      RU2601  20251013  ...   14990      15360      RU
250    250      RU2603  20251013  ...   14945      15310      RU
251    251      RU2604  20251013  ...   14960      15310      RU
252    252      RU2605  20251013  ...   14975      15315      RU
253    253      RU2606  20251013  ...   14930      15315      RU
254    254      RU2607  20251013  ...   14930      15400      RU
255    255      RU2608  20251013  ...   15000      15375      RU
256    256      RU2609  20251013  ...   15005      15365      RU
257    257      NR2510  20251013  ...   11960      12310      NR
258    258      NR2511  20251013  ...   12085      12395      NR
259    259      NR2512  20251013  ...   12080      12400      NR
260    260      NR2601  20251013  ...   12100      12400      NR
261    261      NR2602  20251013  ...   12035      12370      NR
262    262      NR2603  20251013  ...   12085      12395      NR
263    263      NR2604  20251013  ...   12090      12380      NR
264    264      NR2605  20251013  ...   12095      12410      NR
265    265      NR2606  20251013  ...   12095      12410      NR
266    266      NR2607  20251013  ...   12115      12490      NR
267    267      NR2608  20251013  ...   12205      12535      NR
268    268      NR2609  20251013  ...   12250      12510      NR
269    269      SP2510  20251013  ...    4772       4808      SP
270    270      SP2511  20251013  ...    4798       4816      SP
271    271      SP2512  20251013  ...    4828       4838      SP
272    272      SP2601  20251013  ...    5098       5108      SP
273    273      SP2602  20251013  ...    5120       5118      SP
274    274      SP2603  20251013  ...    5132       5128      SP
275    275      SP2604  20251013  ...    5132       5152      SP
276    276      SP2605  20251013  ...    5170       5152      SP
277    277      SP2606  20251013  ...    5232       5190      SP
278    278      SP2607  20251013  ...    5158       5172      SP
279    279      SP2608  20251013  ...    5164       5180      SP
280    280      SP2609  20251013  ...    5200       5190      SP
281    281      OP2601  20251013  ...    4216       4224      OP
282    282      OP2602  20251013  ...    4226       4234      OP
283    283      OP2603  20251013  ...    4228       4234      OP
284    284      OP2604  20251013  ...    4258       4258      OP
285    285      OP2605  20251013  ...    4242       4260      OP
286    286      OP2606  20251013  ...    4202       4234      OP
287    287      OP2607  20251013  ...    4242       4238      OP
288    288      OP2608  20251013  ...    4274       4240      OP
289    289      OP2609  20251013  ...    4186       4242      OP
290    290      EC2510  20251013  ...  1133.1     1125.5      EC
291    291      EC2512  20251013  ...  1559.4     1605.1      EC
292    292      EC2602  20251013  ...    1358     1365.4      EC
293    293      EC2604  20251013  ...  1090.9     1084.9      EC
294    294      EC2606  20251013  ...  1254.5       1268      EC
295    295      EC2608  20251013  ...  1388.7     1405.1      EC
296    296  SC_TAS2511  20251013  ...                     SC_TAS
297    297  SC_TAS2512  20251013  ...                     SC_TAS
298    298  SC_TAS2601  20251013  ...                     SC_TAS
299    299  SC_TAS2602  20251013  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 18:26:10,263 - future_1d - INFO - ak.get_shfe_daily('2025-10-13') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251013  7200.000  ...  7342.600    7389.600       IC
1   IC2511  20251013  7051.200  ...  7267.400    7320.000       IC
2   IC2512  20251013  7100.000  ...  7221.400    7272.600       IC
3   IC2603  20251013  6900.000  ...  7055.200    7109.200       IC
4   IF2510  20251013  4520.000  ...  4580.400    4615.200       IF
5   IF2511  20251013  4557.200  ...  4569.800    4603.600       IF
6   IF2512  20251013  4520.000  ...  4559.400    4593.200       IF
7   IF2603  20251013  4500.200  ...  4539.400    4571.200       IF
8   IH2510  20251013  2924.200  ...  2964.200    2974.000       IH
9   IH2511  20251013  2920.000  ...  2961.000    2973.200       IH
10  IH2512  20251013  2930.000  ...  2961.200    2973.200       IH
11  IH2603  20251013  2926.400  ...  2962.000    2972.600       IH
12  IM2510  20251013  7377.400  ...  7473.000    7519.600       IM
13  IM2511  20251013  7198.000  ...  7381.400    7427.400       IM
14  IM2512  20251013  7156.000  ...  7303.800    7346.400       IM
15  IM2603  20251013  6950.000  ...  7076.600    7127.400       IM
16   T2512  20251013   108.155  ...   108.050     107.960        T
17   T2603  20251013   105.515  ...   107.720     107.665        T
18   T2606  20251013   105.385  ...   107.625     107.535        T
19  TF2512  20251013   105.755  ...   105.665     105.655       TF
20  TF2603  20251013   105.620  ...   105.560     105.555       TF
21  TF2606  20251013   105.635  ...   105.570     105.575       TF
22  TL2512  20251013   114.700  ...   114.370     114.020       TL
23  TL2603  20251013   113.830  ...   114.030     113.690       TL
24  TL2606  20251013   109.640  ...   113.990     113.610       TL
25  TS2512  20251013   102.390  ...   102.366     102.352       TS
26  TS2603  20251013   102.298  ...   102.270     102.264       TS
27  TS2606  20251013   102.350  ...   102.332     102.324       TS

[28 rows x 12 columns]
2025-10-17 18:26:10,415 - future_1d - INFO - ak.get_cffex_daily('2025-10-13') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251013      0.0  ...  48935.0     50770.0       PS
1   PS2511  20251013  48575.0  ...  48745.0     49915.0       PS
2   PS2512  20251013  51060.0  ...  51255.0     52635.0       PS
3   PS2601  20251013  51000.0  ...  51225.0     52560.0       PS
4   PS2602  20251013  51035.0  ...  50965.0     52415.0       PS
5   PS2603  20251013  51650.0  ...  51050.0     52595.0       PS
6   PS2604  20251013  50915.0  ...  50915.0     52535.0       PS
7   PS2605  20251013  51035.0  ...  50960.0     52395.0       PS
8   PS2606  20251013  53335.0  ...  53035.0     54405.0       PS
9   PS2607  20251013  52990.0  ...  52870.0     54390.0       PS
10  PS2608  20251013  52505.0  ...  52975.0     54265.0       PS
11  PS2609  20251013  52825.0  ...  52870.0     54075.0       PS
13  SI2510  20251013   8660.0  ...   8695.0      8655.0       SI
14  SI2511  20251013   8595.0  ...   8710.0      8725.0       SI
15  SI2512  20251013   9000.0  ...   9075.0      9095.0       SI
16  SI2601  20251013   8865.0  ...   9025.0      9055.0       SI
17  SI2602  20251013   8940.0  ...   9025.0      9060.0       SI
18  SI2603  20251013   8900.0  ...   9030.0      9020.0       SI
19  SI2604  20251013   8975.0  ...   9050.0      9085.0       SI
20  SI2605  20251013   9000.0  ...   9055.0      9085.0       SI
21  SI2606  20251013   8940.0  ...   9040.0      9105.0       SI
22  SI2607  20251013   9005.0  ...   9085.0      9150.0       SI
23  SI2608  20251013   9020.0  ...   9095.0      9120.0       SI
24  SI2609  20251013   9020.0  ...   9095.0      9135.0       SI
27  LC2510  20251013  72000.0  ...  72040.0     72980.0       LC
28  LC2511  20251013  72800.0  ...  72320.0     73100.0       LC
29  LC2512  20251013  72000.0  ...  72520.0     73300.0       LC
30  LC2601  20251013  72100.0  ...  72520.0     73280.0       LC
31  LC2602  20251013  72400.0  ...  72440.0     73140.0       LC
32  LC2603  20251013  72320.0  ...  72460.0     73080.0       LC
33  LC2604  20251013  72900.0  ...  72880.0     73600.0       LC
34  LC2605  20251013  72920.0  ...  72960.0     73620.0       LC
35  LC2606  20251013  72980.0  ...  72920.0     73460.0       LC
36  LC2607  20251013  72800.0  ...  72900.0     73480.0       LC
37  LC2608  20251013  73000.0  ...  73020.0     73700.0       LC
38  LC2609  20251013  73020.0  ...  73080.0     73760.0       LC

[36 rows x 12 columns]
2025-10-17 18:26:10,653 - future_1d - INFO - ak.get_gfex_daily('2025-10-13') done
2025-10-17 18:26:12,420 - future_1d - INFO - save future_daily 2025-10-13 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251014   9150.0   9980.0  ...      332.10   9225.0      9170.0       AP
1    AP511  20251014   8700.0   8747.0  ...    10991.58   8675.0      8697.0       AP
2    AP512  20251014   8676.0   8694.0  ...     3715.81   8641.0      8644.0       AP
3    AP601  20251014   8640.0   8705.0  ...   632953.82   8660.0      8665.0       AP
4    AP603  20251014   8578.0   8601.0  ...     1662.46   8569.0      8556.0       AP
5    AP604  20251014   8586.0   8622.0  ...      945.21   8593.0      8586.0       AP
6    AP605  20251014   8612.0   8698.0  ...    37848.44   8657.0      8651.0       AP
7    CF511  20251014  13350.0  13365.0  ...    77321.90  13310.0     13330.0       CF
8    CF601  20251014  13315.0  13315.0  ...  1219748.31  13255.0     13285.0       CF
9    CF603  20251014  13320.0  13340.0  ...   133064.14  13270.0     13300.0       CF
10   CF605  20251014  13360.0  13370.0  ...   277016.43  13315.0     13325.0       CF
11   CF607  20251014  13355.0  13360.0  ...      899.95  13335.0     13340.0       CF
12   CF609  20251014  13525.0  13530.0  ...     3001.69  13490.0     13510.0       CF
13   CJ512  20251014  11030.0  11085.0  ...     7333.84  10980.0     11065.0       CJ
14   CJ601  20251014  11150.0  11185.0  ...   756986.99  11100.0     11150.0       CJ
15   CJ603  20251014  11080.0  11135.0  ...     9401.39  11060.0     11100.0       CJ
16   CJ605  20251014  11230.0  11270.0  ...   113635.99  11185.0     11220.0       CJ
17   CJ607  20251014  11275.0  11340.0  ...     1419.14  11265.0     11290.0       CJ
18   CJ609  20251014  11405.0  11460.0  ...     1594.31  11390.0     11405.0       CJ
19   CY510  20251014      0.0      0.0  ...        0.00  19410.0     19455.0       CY
20   CY511  20251014  19680.0  19720.0  ...     3687.06  19665.0     19720.0       CY
21   CY512  20251014      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251014  19395.0  19395.0  ...   103148.13  19310.0     19355.0       CY
23   CY602  20251014      0.0      0.0  ...        0.00  19455.0     19595.0       CY
24   CY603  20251014      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251014      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251014      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251014      0.0      0.0  ...        0.00  19795.0     19845.0       CY
29   CY608  20251014      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251014      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251014   1024.0   1024.0  ...        2.05   1024.0      1086.0       FG
32   FG511  20251014   1079.0   1079.0  ...    84038.06   1051.0      1085.0       FG
33   FG512  20251014   1186.0   1188.0  ...    79998.03   1155.0      1186.0       FG
34   FG601  20251014   1180.0   1180.0  ...  4594440.33   1149.0      1178.0       FG
35   FG602  20251014   1251.0   1251.0  ...    41054.25   1210.0      1240.0       FG
36   FG603  20251014   1255.0   1255.0  ...    75206.53   1214.0      1244.0       FG
37   FG604  20251014   1292.0   1316.0  ...     1161.13   1284.0      1312.0       FG
38   FG605  20251014   1312.0   1314.0  ...   198953.56   1283.0      1310.0       FG
39   FG606  20251014   1346.0   1348.0  ...     1538.46   1322.0      1344.0       FG
40   FG607  20251014   1339.0   1344.0  ...     2753.79   1311.0      1338.0       FG
41   FG608  20251014   1389.0   1391.0  ...     2498.67   1367.0      1389.0       FG
42   FG609  20251014   1391.0   1394.0  ...    10955.76   1366.0      1390.0       FG
43   JR511  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251014      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251014      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251014   2260.0   2260.0  ...      363.72   2245.0      2216.0       MA
52   MA511  20251014   2306.0   2316.0  ...    46598.57   2275.0      2288.0       MA
53   MA512  20251014   2327.0   2332.0  ...   112225.14   2276.0      2319.0       MA
54   MA601  20251014   2345.0   2345.0  ...  2842382.13   2297.0      2335.0       MA
55   MA602  20251014   2365.0   2365.0  ...    68774.50   2318.0      2364.0       MA
56   MA603  20251014   2375.0   2378.0  ...   148506.72   2325.0      2380.0       MA
57   MA604  20251014   2361.0   2365.0  ...      156.68   2338.0      2381.0       MA
58   MA605  20251014   2354.0   2356.0  ...   384339.96   2319.0      2361.0       MA
59   MA606  20251014   2363.0   2363.0  ...       60.56   2329.0      2368.0       MA
60   MA607  20251014   2330.0   2330.0  ...      253.81   2287.0      2347.0       MA
61   MA608  20251014   2316.0   2318.0  ...       48.09   2290.0      2338.0       MA
62   MA609  20251014   2317.0   2317.0  ...     5833.98   2277.0      2319.0       MA
63   OI511  20251014  10165.0  10186.0  ...    91439.15  10140.0     10149.0       OI
64   OI601  20251014  10012.0  10030.0  ...  2220839.75   9983.0      9987.0       OI
65   OI603  20251014   9846.0   9851.0  ...   242647.09   9764.0      9818.0       OI
66   OI605  20251014   9572.0   9594.0  ...   210805.72   9498.0      9549.0       OI
67   OI607  20251014   9526.0   9526.0  ...     1386.72   9433.0      9489.0       OI
68   OI609  20251014   9439.0   9456.0  ...      929.00   9384.0      9437.0       OI
69   PF510  20251014   6136.0   6136.0  ...      143.72   6116.0      6160.0       PF
70   PF511  20251014   6160.0   6180.0  ...   167643.67   6126.0      6184.0       PF
71   PF512  20251014   6120.0   6134.0  ...   839258.23   6076.0      6136.0       PF
72   PF601  20251014   6176.0   6176.0  ...   138491.86   6110.0      6180.0       PF
73   PF602  20251014   6128.0   6132.0  ...   385324.06   6086.0      6146.0       PF
74   PF603  20251014   6116.0   6116.0  ...   101201.48   6076.0      6126.0       PF
75   PF604  20251014   6182.0   6182.0  ...      107.57   6148.0      6208.0       PF
76   PF605  20251014   6172.0   6178.0  ...      289.00   6150.0      6208.0       PF
77   PF606  20251014   6154.0   6154.0  ...       15.34   6138.0      6214.0       PF
78   PF607  20251014   6178.0   6206.0  ...       21.62   6178.0      6238.0       PF
79   PF608  20251014   6192.0   6214.0  ...        6.20   6204.0      6268.0       PF
80   PF609  20251014   6204.0   6220.0  ...       24.81   6204.0      6274.0       PF
81   PK510  20251014      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251014   7912.0   7934.0  ...   297014.58   7872.0      7866.0       PK
83   PK512  20251014   7944.0   8008.0  ...   371955.80   7924.0      7874.0       PK
84   PK601  20251014   8010.0   8090.0  ...   674432.00   8016.0      7934.0       PK
85   PK603  20251014   8080.0   8152.0  ...   336570.97   8034.0      7994.0       PK
86   PK604  20251014   8090.0   8150.0  ...     3289.93   8044.0      8018.0       PK
87   PK605  20251014   8108.0   8184.0  ...    57742.42   8070.0      8044.0       PK
88   PL601  20251014   6188.0   6188.0  ...    98894.35   6109.0      6190.0       PL
89   PL602  20251014   6167.0   6195.0  ...    27545.22   6151.0      6228.0       PL
90   PL603  20251014   6169.0   6191.0  ...    33307.96   6152.0      6221.0       PL
91   PL604  20251014      0.0      0.0  ...        0.00   6132.0      6239.0       PL
92   PL605  20251014   6156.0   6156.0  ...      195.81   6119.0      6197.0       PL
93   PL606  20251014   6153.0   6160.0  ...       36.85   6142.0      6183.0       PL
94   PL607  20251014      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251014      0.0      0.0  ...        0.00   6280.0      6415.0       PL
96   PL609  20251014      0.0      0.0  ...        0.00   6239.0      6331.0       PL
97   PM511  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251014      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251014   5678.0   5680.0  ...      476.99   5678.0      5710.0       PR
104  PR511  20251014   5650.0   5656.0  ...    32272.78   5612.0      5674.0       PR
105  PR512  20251014   5646.0   5650.0  ...   247538.80   5600.0      5650.0       PR
106  PR601  20251014   5618.0   5622.0  ...   226644.97   5572.0      5628.0       PR
107  PR602  20251014   5662.0   5662.0  ...    61520.77   5608.0      5666.0       PR
108  PR603  20251014   5656.0   5674.0  ...      320.84   5630.0      5682.0       PR
109  PR604  20251014   5674.0   5694.0  ...      135.66   5654.0      5706.0       PR
110  PR605  20251014   5696.0   5696.0  ...       76.67   5680.0      5730.0       PR
111  PR606  20251014   5696.0   5696.0  ...        8.54   5696.0      5774.0       PR
112  PR607  20251014   5730.0   5730.0  ...       25.72   5716.0      5756.0       PR
113  PR608  20251014   5716.0   5724.0  ...       25.75   5722.0      5770.0       PR
114  PR609  20251014   5718.0   5718.0  ...       17.15   5718.0      5768.0       PR
115  PX510  20251014      0.0      0.0  ...     6458.00   6332.0      6402.0       PX
116  PX511  20251014   6448.0   6482.0  ...   238441.56   6416.0      6464.0       PX
117  PX512  20251014   6424.0   6452.0  ...   159238.50   6386.0      6444.0       PX
118  PX601  20251014   6412.0   6440.0  ...   519846.55   6370.0      6440.0       PX
119  PX602  20251014   6436.0   6446.0  ...   183048.02   6374.0      6454.0       PX
120  PX603  20251014   6436.0   6438.0  ...   131718.97   6378.0      6450.0       PX
121  PX604  20251014   6470.0   6470.0  ...       25.77   6444.0      6468.0       PX
122  PX605  20251014   6472.0   6472.0  ...     3579.37   6416.0      6472.0       PX
123  PX606  20251014      0.0      0.0  ...        0.00   6400.0      6480.0       PX
124  PX607  20251014      0.0      0.0  ...        0.00   6412.0      6498.0       PX
125  PX608  20251014      0.0      0.0  ...        0.00   6424.0      6506.0       PX
126  PX609  20251014   6462.0   6462.0  ...       16.06   6424.0      6482.0       PX
127  RI511  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251014      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251014   2397.0   2440.0  ...    20567.30   2404.0      2414.0       RM
134  RM601  20251014   2390.0   2407.0  ...   650501.43   2369.0      2398.0       RM
135  RM603  20251014   2318.0   2326.0  ...     8717.98   2305.0      2328.0       RM
136  RM605  20251014   2315.0   2318.0  ...   194239.80   2299.0      2323.0       RM
137  RM607  20251014   2306.0   2308.0  ...    17984.60   2294.0      2313.0       RM
138  RM608  20251014   2411.0   2411.0  ...     1155.72   2398.0      2419.0       RM
139  RM609  20251014   2402.0   2405.0  ...     4071.81   2388.0      2408.0       RM
140  RS511  20251014   5430.0   5430.0  ...      199.24   5243.0      5399.0       RS
141  RS607  20251014      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251014      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251014   5468.0   5468.0  ...       10.92   5460.0      5463.0       RS
144  SA510  20251014   1154.0   1154.0  ...      688.07   1147.0      1156.0       SA
145  SA511  20251014   1173.0   1173.0  ...    68184.11   1161.0      1175.0       SA
146  SA512  20251014   1234.0   1236.0  ...   209611.55   1218.0      1233.0       SA
147  SA601  20251014   1247.0   1249.0  ...  2996684.46   1229.0      1243.0       SA
148  SA602  20251014   1282.0   1284.0  ...    93718.97   1266.0      1281.0       SA
149  SA603  20251014   1289.0   1291.0  ...   240648.99   1272.0      1287.0       SA
150  SA604  20251014   1330.0   1330.0  ...     3130.28   1312.0      1331.0       SA
151  SA605  20251014   1341.0   1341.0  ...   162486.80   1317.0      1333.0       SA
152  SA606  20251014   1353.0   1357.0  ...      813.38   1338.0      1354.0       SA
153  SA607  20251014   1357.0   1359.0  ...     2389.82   1349.0      1357.0       SA
154  SA608  20251014   1396.0   1399.0  ...      707.90   1383.0      1397.0       SA
155  SA609  20251014   1404.0   1407.0  ...     6429.53   1388.0      1403.0       SA
156  SF510  20251014   5250.0   5250.0  ...      104.57   5230.0      5248.0       SF
157  SF511  20251014   5402.0   5418.0  ...   249544.20   5378.0      5402.0       SF
158  SF512  20251014   5364.0   5386.0  ...   112568.78   5334.0      5370.0       SF
159  SF601  20251014   5360.0   5374.0  ...   233507.72   5334.0      5362.0       SF
160  SF602  20251014   5304.0   5322.0  ...    54383.32   5276.0      5320.0       SF
161  SF603  20251014   5494.0   5496.0  ...   108589.86   5450.0      5504.0       SF
162  SF604  20251014   5458.0   5458.0  ...       13.59   5436.0      5482.0       SF
163  SF605  20251014   5472.0   5480.0  ...     2195.07   5440.0      5478.0       SF
164  SF606  20251014   5400.0   5416.0  ...      143.13   5402.0      5444.0       SF
165  SF607  20251014   5578.0   5580.0  ...       36.22   5572.0      5614.0       SF
166  SF608  20251014   5574.0   5584.0  ...       13.94   5576.0      5628.0       SF
167  SF609  20251014   5568.0   5568.0  ...       33.33   5556.0      5604.0       SF
168  SH510  20251014      0.0      0.0  ...        0.00   2395.0      2418.0       SH
169  SH511  20251014   2424.0   2425.0  ...   161956.37   2405.0      2408.0       SH
170  SH512  20251014   2479.0   2479.0  ...   195681.95   2446.0      2463.0       SH
171  SH601  20251014   2465.0   2465.0  ...  2397631.54   2429.0      2452.0       SH
172  SH602  20251014   2494.0   2503.0  ...   331200.30   2467.0      2488.0       SH
173  SH603  20251014   2501.0   2515.0  ...   316187.63   2473.0      2497.0       SH
174  SH604  20251014   2550.0   2550.0  ...     1273.74   2527.0      2538.0       SH
175  SH605  20251014   2560.0   2563.0  ...    18318.87   2534.0      2549.0       SH
176  SH606  20251014   2578.0   2581.0  ...      848.15   2570.0      2569.0       SH
177  SH607  20251014   2577.0   2584.0  ...      517.68   2576.0      2568.0       SH
178  SH608  20251014   2590.0   2619.0  ...      436.99   2601.0      2588.0       SH
179  SH609  20251014   2602.0   2608.0  ...      490.91   2597.0      2597.0       SH
180  SM510  20251014   5608.0   5626.0  ...      668.00   5614.0      5628.0       SM
181  SM511  20251014   5732.0   5744.0  ...    25133.11   5720.0      5736.0       SM
182  SM512  20251014   5738.0   5750.0  ...   167605.64   5720.0      5742.0       SM
183  SM601  20251014   5750.0   5754.0  ...   383388.98   5728.0      5746.0       SM
184  SM602  20251014   5748.0   5760.0  ...    42325.65   5734.0      5754.0       SM
185  SM603  20251014   5750.0   5774.0  ...   200233.49   5742.0      5766.0       SM
186  SM604  20251014      0.0      0.0  ...        0.00   5768.0      5768.0       SM
187  SM605  20251014   5778.0   5782.0  ...    21406.93   5758.0      5770.0       SM
188  SM606  20251014   5766.0   5768.0  ...       31.67   5760.0      5784.0       SM
189  SM607  20251014   5780.0   5788.0  ...       17.33   5778.0      5796.0       SM
190  SM608  20251014   5790.0   5800.0  ...       17.37   5792.0      5822.0       SM
191  SM609  20251014   5804.0   5804.0  ...     1330.82   5800.0      5806.0       SM
192  SR511  20251014   5469.0   5469.0  ...    22885.62   5442.0      5515.0       SR
193  SR601  20251014   5430.0   5432.0  ...  1775983.16   5400.0      5474.0       SR
194  SR603  20251014   5420.0   5420.0  ...   199888.73   5384.0      5461.0       SR
195  SR605  20251014   5410.0   5410.0  ...   192474.80   5374.0      5444.0       SR
196  SR607  20251014   5412.0   5417.0  ...     8152.31   5385.0      5446.0       SR
197  SR609  20251014   5424.0   5425.0  ...     8327.11   5393.0      5452.0       SR
198  TA510  20251014   4454.0   4456.0  ...    12681.93   4420.0      4470.0       TA
199  TA511  20251014   4470.0   4486.0  ...   155508.23   4432.0      4486.0       TA
200  TA512  20251014   4472.0   4490.0  ...   250204.77   4454.0      4500.0       TA
201  TA601  20251014   4504.0   4506.0  ...  1536053.60   4464.0      4512.0       TA
202  TA602  20251014   4516.0   4518.0  ...   248809.03   4486.0      4524.0       TA
203  TA603  20251014   4526.0   4528.0  ...    89055.07   4496.0      4536.0       TA
204  TA604  20251014   4536.0   4544.0  ...       33.98   4532.0      4554.0       TA
205  TA605  20251014   4560.0   4562.0  ...   102617.67   4522.0      4560.0       TA
206  TA606  20251014   4510.0   4510.0  ...        2.26   4510.0      4574.0       TA
207  TA607  20251014   4572.0   4572.0  ...        6.83   4550.0      4588.0       TA
208  TA608  20251014   4586.0   4586.0  ...       11.39   4558.0      4598.0       TA
209  TA609  20251014   4590.0   4592.0  ...     2278.42   4552.0      4590.0       TA
210  UR510  20251014   1511.0   1513.0  ...      547.43   1504.0      1505.0       UR
211  UR511  20251014   1582.0   1592.0  ...    19945.01   1578.0      1582.0       UR
212  UR512  20251014   1593.0   1603.0  ...    28663.04   1587.0      1594.0       UR
213  UR601  20251014   1606.0   1616.0  ...   452004.36   1602.0      1605.0       UR
214  UR602  20251014   1613.0   1622.0  ...    20540.45   1607.0      1616.0       UR
215  UR603  20251014   1670.0   1670.0  ...      199.27   1661.0      1665.0       UR
216  UR604  20251014   1675.0   1675.0  ...        6.67   1669.0      1672.0       UR
217  UR605  20251014   1675.0   1683.0  ...    34023.43   1672.0      1673.0       UR
218  UR606  20251014   1687.0   1687.0  ...      204.48   1676.0      1677.0       UR
219  UR607  20251014   1716.0   1716.0  ...       20.52   1710.0      1712.0       UR
220  UR608  20251014   1713.0   1713.0  ...       27.31   1707.0      1709.0       UR
221  UR609  20251014   1711.0   1711.0  ...      456.97   1705.0      1707.0       UR
222  WH511  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251014      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251014      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:26:18,491 - future_1d - INFO - ak.get_czce_daily('2025-10-14') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251014   451.1   455.2  ...  3443966.95   451.8      451.5      SC
1       SC2512  20251014   451.7   456.1  ...  1971504.29   452.5      453.7      SC
2       SC2601  20251014   452.6   456.1  ...    458112.6   452.5      454.1      SC
3       SC2602  20251014   453.8   456.3  ...   117972.08     453      453.8      SC
4       SC2603  20251014   453.2   456.7  ...    12451.61   452.7      454.8      SC
5       SC2604  20251014   453.1   456.8  ...     3357.22   453.6      455.4      SC
6       SC2605  20251014   454.2   457.2  ...     1681.87   454.5      455.9      SC
7       SC2606  20251014   453.8   457.6  ...    28932.84   455.6      453.1      SC
8       SC2607  20251014     456   456.9  ...      500.28   454.8      454.9      SC
9       SC2608  20251014   453.8   457.4  ...      318.73   455.3      454.1      SC
10      SC2609  20251014     457     457  ...      454.67   454.6        454      SC
11      SC2610  20251014                  ...           0   449.7      449.7      SC
12      SC2612  20251014                  ...           0   452.6      452.6      SC
13      SC2703  20251014                  ...           0   451.6      451.6      SC
14      SC2706  20251014   453.6   453.6  ...       45.36   453.6      450.1      SC
15      SC2709  20251014                  ...           0   450.6      450.6      SC
16      SC2712  20251014   457.9   457.9  ...       91.01     455        451      SC
17      SC2803  20251014                  ...           0     449        449      SC
18      SC2806  20251014   451.9     452  ...      225.89   451.7      449.9      SC
19      SC2809  20251014   454.3   454.4  ...      271.79   452.9      451.2      SC
21      LU2511  20251014    3202    3224  ...     24280.1    3204       3220      LU
22      LU2512  20251014    3215    3236  ...  245899.633    3216       3240      LU
23      LU2601  20251014    3206    3230  ...  124896.377    3210       3232      LU
24      LU2602  20251014    3209    3224  ...    6668.175    3205       3229      LU
25      LU2603  20251014    3210    3222  ...    2921.346    3206       3232      LU
26      LU2604  20251014    3188    3197  ...      15.964    3192       3247      LU
27      LU2605  20251014    3212    3212  ...      25.602    3200       3222      LU
28      LU2606  20251014    3189    3194  ...      60.369    3177       3210      LU
29      LU2607  20251014    3211    3211  ...     141.077    3206       3208      LU
30      LU2608  20251014    3213    3213  ...     153.883    3205       3205      LU
31      LU2609  20251014    3201    3204  ...     331.634    3188       3208      LU
32      LU2610  20251014    3187    3187  ...       3.187    3187       3209      LU
34      NR2510  20251014   11930   11940  ...      1550.8   11925      11960      NR
35      NR2511  20251014   12080   12085  ...  461017.135   11990      12085      NR
36      NR2512  20251014   12095   12095  ...  434734.275   11985      12080      NR
37      NR2601  20251014   12100   12115  ...   138884.58   11995      12100      NR
38      NR2602  20251014   12050   12060  ...   13100.385   11995      12035      NR
39      NR2603  20251014   12045   12050  ...     3595.09   12020      12085      NR
40      NR2604  20251014   12060   12060  ...      3120.5   12000      12090      NR
41      NR2605  20251014   12070   12095  ...      456.89   12020      12095      NR
42      NR2606  20251014   12060   12060  ...       24.08   12040      12095      NR
43      NR2607  20251014                  ...           0   12115      12115      NR
44      NR2608  20251014   12145   12145  ...      12.145   12145      12205      NR
45      NR2609  20251014                  ...           0   12250      12250      NR
47      BC2510  20251014   75040   75040  ...      1125.6   75040      75030      BC
48      BC2511  20251014   76080   77210  ...  782156.205   76190      75420      BC
49      BC2512  20251014   76130   77210  ...   94503.635   76240      75700      BC
50      BC2601  20251014   76860   76860  ...       38.43   76860      75730      BC
51      BC2602  20251014                  ...           0   75800      76660      BC
52      BC2603  20251014   76820   76820  ...        75.8   75800      76740      BC
53      BC2604  20251014                  ...           0   76520      76740      BC
54      BC2605  20251014                  ...           0   75900      75900      BC
55      BC2606  20251014                  ...           0   75880      75880      BC
56      BC2607  20251014                  ...           0   76570      76850      BC
57      BC2608  20251014                  ...           0   75800      75800      BC
58      BC2609  20251014                  ...           0   76130      76130      BC
60      EC2510  20251014    1135    1141  ...  27776.0825  1134.4     1133.1      EC
61      EC2512  20251014    1558    1712  ...  382788.063    1639     1559.4      EC
62      EC2602  20251014    1360  1497.2  ...   72949.841  1416.6       1358      EC
63      EC2604  20251014    1085    1164  ...   38989.607  1112.5     1090.9      EC
64      EC2606  20251014  1266.8  1330.1  ...    4019.408  1286.2     1254.5      EC
65      EC2608  20251014  1389.2  1469.4  ...   2172.2325  1424.4     1388.7      EC
69  SC_TAS2511  20251014                  ...                                 SC_TAS
70  SC_TAS2512  20251014                  ...                                 SC_TAS
71  SC_TAS2601  20251014                  ...                                 SC_TAS
72  SC_TAS2602  20251014                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 18:26:18,561 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251014   3959.00  ...   3957.00     3968.00        A
1     a2601  20251014   3967.00  ...   3969.00     3969.00        A
2     a2603  20251014   3965.00  ...   3972.00     3971.00        A
3     a2605  20251014   4009.00  ...   4011.00     4004.00        A
4     a2607  20251014   4010.00  ...   4012.00     4003.00        A
5     a2609  20251014   4011.00  ...   4011.00     4008.00        A
6     b2510  20251014      0.00  ...   3619.00     3619.00        B
7     b2511  20251014   3639.00  ...   3607.00     3628.00        B
8     b2512  20251014   3653.00  ...   3636.00     3656.00        B
9     b2601  20251014   3633.00  ...   3628.00     3651.00        B
10    b2602  20251014   3650.00  ...   3632.00     3656.00        B
11    b2603  20251014   3612.00  ...   3599.00     3617.00        B
12    b2604  20251014   3530.00  ...   3500.00     3537.00        B
13    b2605  20251014   3453.00  ...   3444.00     3459.00        B
14    b2606  20251014   3432.00  ...   3409.00     3436.00        B
15    b2607  20251014   3434.00  ...   3415.00     3434.00        B
16    b2608  20251014   3526.00  ...   3511.00     3529.00        B
17    b2609  20251014   3552.00  ...   3543.00     3548.00        B
18   bb2511  20251014      0.00  ...    144.65      144.65       BB
19   bb2601  20251014    146.75  ...    147.00      146.60       BB
20   bb2603  20251014    146.70  ...    147.25      146.50       BB
21   bb2605  20251014    147.75  ...    147.95      146.70       BB
22   bb2607  20251014      0.00  ...    152.85      151.60       BB
23   bb2609  20251014      0.00  ...    152.85      151.60       BB
24   bz2603  20251014   5670.00  ...   5624.00     5707.00       BZ
25   bz2604  20251014   5645.00  ...   5615.00     5691.00       BZ
26   bz2605  20251014   5645.00  ...   5634.00     5697.00       BZ
27   bz2606  20251014      0.00  ...   5672.00     5672.00       BZ
28   bz2607  20251014      0.00  ...   5685.00     5689.00       BZ
29   bz2608  20251014   5601.00  ...   5601.00     5646.00       BZ
30   bz2609  20251014      0.00  ...   5720.00     5803.00       BZ
31    c2511  20251014   2088.00  ...   2087.00     2107.00        C
32    c2601  20251014   2103.00  ...   2105.00     2114.00        C
33    c2603  20251014   2127.00  ...   2131.00     2130.00        C
34    c2605  20251014   2192.00  ...   2198.00     2197.00        C
35    c2607  20251014   2207.00  ...   2214.00     2211.00        C
36    c2609  20251014   2223.00  ...   2230.00     2227.00        C
37   cs2511  20251014   2400.00  ...   2393.00     2413.00       CS
38   cs2601  20251014   2396.00  ...   2402.00     2413.00       CS
39   cs2603  20251014   2415.00  ...   2421.00     2426.00       CS
40   cs2605  20251014   2513.00  ...   2517.00     2522.00       CS
41   cs2607  20251014   2520.00  ...   2530.00     2535.00       CS
42   cs2609  20251014   2565.00  ...   2571.00     2576.00       CS
43   eb2510  20251014   6589.00  ...   6559.00     6670.00       EB
44   eb2511  20251014   6688.00  ...   6608.00     6714.00       EB
45   eb2512  20251014   6682.00  ...   6627.00     6723.00       EB
46   eb2601  20251014   6730.00  ...   6668.00     6754.00       EB
47   eb2602  20251014   6763.00  ...   6714.00     6802.00       EB
48   eb2603  20251014   6807.00  ...   6760.00     6843.00       EB
49   eb2604  20251014   6830.00  ...   6821.00     6871.00       EB
50   eb2605  20251014   6859.00  ...   6845.00     6906.00       EB
51   eb2606  20251014   6897.00  ...   6873.00     6923.00       EB
52   eb2607  20251014   6898.00  ...   6872.00     6918.00       EB
53   eb2608  20251014   6862.00  ...   6895.00     6943.00       EB
54   eb2609  20251014   6856.00  ...   6888.00     6964.00       EB
55   eg2510  20251014   4102.00  ...   4094.00     4156.00       EG
56   eg2511  20251014   4113.00  ...   4087.00     4129.00       EG
57   eg2512  20251014   4112.00  ...   4067.00     4112.00       EG
58   eg2601  20251014   4111.00  ...   4072.00     4112.00       EG
59   eg2602  20251014   4076.00  ...   4077.00     4126.00       EG
60   eg2603  20251014   4084.00  ...   4079.00     4140.00       EG
61   eg2604  20251014   4166.00  ...   4146.00     4181.00       EG
62   eg2605  20251014   4182.00  ...   4161.00     4197.00       EG
63   eg2606  20251014   4160.00  ...   4163.00     4211.00       EG
64   eg2607  20251014   4177.00  ...   4175.00     4193.00       EG
65   eg2608  20251014   4193.00  ...   4185.00     4200.00       EG
66   eg2609  20251014   4204.00  ...   4199.00     4267.00       EG
67   fb2510  20251014      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251014   1259.00  ...   1257.50     1262.00       FB
69   fb2512  20251014   1264.00  ...   1261.00     1263.50       FB
70   fb2601  20251014   1272.00  ...   1271.00     1269.00       FB
71   fb2602  20251014   1287.00  ...   1273.50     1271.50       FB
72   fb2603  20251014   1287.00  ...   1266.00     1261.50       FB
73   fb2604  20251014   1270.50  ...   1271.00     1269.00       FB
74   fb2605  20251014   1273.00  ...   1273.00     1273.00       FB
75   fb2606  20251014      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251014      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251014      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251014      0.00  ...   1296.00     1296.00       FB
79    i2510  20251014    810.00  ...    808.50      813.50        I
80    i2511  20251014    822.50  ...    805.00      814.00        I
81    i2512  20251014    817.00  ...    797.50      808.50        I
82    i2601  20251014    806.50  ...    788.00      798.50        I
83    i2602  20251014    802.50  ...    781.50      795.00        I
84    i2603  20251014    797.00  ...    779.50      788.00        I
85    i2604  20251014    792.00  ...    773.50      784.50        I
86    i2605  20251014    784.50  ...    765.00      776.00        I
87    i2606  20251014    778.00  ...    762.00      770.00        I
88    i2607  20251014    773.00  ...    757.50      766.00        I
89    i2608  20251014    768.00  ...    753.00      761.00        I
90    i2609  20251014    759.00  ...    747.00      755.50        I
91    j2510  20251014      0.00  ...   1600.00     1600.00        J
92    j2511  20251014   1598.00  ...   1586.00     1586.50        J
93    j2512  20251014   1627.00  ...   1608.00     1617.00        J
94    j2601  20251014   1650.00  ...   1636.50     1648.50        J
95    j2602  20251014   1653.00  ...   1653.00     1679.00        J
96    j2603  20251014   1676.50  ...   1676.50     1705.50        J
97    j2604  20251014      0.00  ...   1773.50     1773.50        J
98    j2605  20251014   1802.50  ...   1781.00     1797.00        J
99    j2606  20251014   1823.50  ...   1814.00     1823.50        J
100   j2607  20251014      0.00  ...   1833.50     1833.50        J
101   j2608  20251014      0.00  ...   1865.00     1865.00        J
102   j2609  20251014   1886.00  ...   1866.50     1879.50        J
103  jd2510  20251014   2664.00  ...   2685.00     2552.00       JD
104  jd2511  20251014   2830.00  ...   2847.00     2804.00       JD
105  jd2512  20251014   3005.00  ...   3028.00     2965.00       JD
106  jd2601  20251014   3210.00  ...   3232.00     3183.00       JD
107  jd2602  20251014   3038.00  ...   3044.00     3020.00       JD
108  jd2603  20251014   3067.00  ...   3060.00     3059.00       JD
109  jd2604  20251014   3191.00  ...   3168.00     3187.00       JD
110  jd2605  20251014   3375.00  ...   3345.00     3372.00       JD
111  jd2606  20251014   3260.00  ...   3235.00     3257.00       JD
112  jd2607  20251014   3510.00  ...   3479.00     3504.00       JD
113  jd2608  20251014   3977.00  ...   3966.00     3978.00       JD
114  jd2609  20251014   3873.00  ...   3866.00     3870.00       JD
115  jm2510  20251014    996.00  ...    951.00      924.00       JM
116  jm2511  20251014   1011.00  ...   1009.00     1001.50       JM
117  jm2512  20251014   1077.00  ...   1072.50     1071.00       JM
118  jm2601  20251014   1150.00  ...   1139.50     1145.00       JM
119  jm2602  20251014   1180.50  ...   1167.50     1176.50       JM
120  jm2603  20251014   1202.50  ...   1185.50     1198.50       JM
121  jm2604  20251014   1224.00  ...   1207.00     1221.00       JM
122  jm2605  20251014   1245.00  ...   1223.00     1240.50       JM
123  jm2606  20251014   1267.50  ...   1247.00     1255.00       JM
124  jm2607  20251014   1293.50  ...   1260.50     1281.00       JM
125  jm2608  20251014   1305.00  ...   1279.00     1304.50       JM
126  jm2609  20251014   1330.50  ...   1309.00     1327.00       JM
127   l2510  20251014   6901.00  ...   6856.00     6948.00        L
128   l2511  20251014   6957.00  ...   6922.00     6989.00        L
129   l2512  20251014   6973.00  ...   6928.00     6999.00        L
130   l2601  20251014   6996.00  ...   6936.00     7005.00        L
131   l2602  20251014   6977.00  ...   6924.00     7001.00        L
132   l2603  20251014   6992.00  ...   6944.00     7013.00        L
133   l2604  20251014   7011.00  ...   6984.00     7059.00        L
134   l2605  20251014   7039.00  ...   6975.00     7039.00        L
135   l2606  20251014   6964.00  ...   6953.00     7047.00        L
136   l2607  20251014   7031.00  ...   7007.00     7065.00        L
137   l2608  20251014   7049.00  ...   7015.00     7079.00        L
138   l2609  20251014   7060.00  ...   7018.00     7083.00        L
139  lg2511  20251014    800.00  ...    791.00      808.00       LG
140  lg2601  20251014    825.00  ...    820.00      823.00       LG
141  lg2603  20251014    829.50  ...    827.50      829.00       LG
142  lg2605  20251014    830.00  ...    828.50      830.00       LG
143  lg2607  20251014    832.00  ...    830.00      831.50       LG
144  lg2609  20251014    831.00  ...    831.50      832.00       LG
145  lh2511  20251014  11200.00  ...  11355.00    11225.00       LH
146  lh2601  20251014  12160.00  ...  12335.00    12150.00       LH
147  lh2603  20251014  11725.00  ...  11825.00    11835.00       LH
148  lh2605  20251014  12365.00  ...  12445.00    12440.00       LH
149  lh2607  20251014  13220.00  ...  13250.00    13220.00       LH
150  lh2609  20251014  13885.00  ...  13945.00    13880.00       LH
151   m2511  20251014   2926.00  ...   2896.00     2918.00        M
152   m2512  20251014   2956.00  ...   2936.00     2954.00        M
153   m2601  20251014   2936.00  ...   2912.00     2936.00        M
154   m2603  20251014   2912.00  ...   2890.00     2911.00        M
155   m2605  20251014   2747.00  ...   2736.00     2751.00        M
156   m2607  20251014   2734.00  ...   2719.00     2736.00        M
157   m2608  20251014   2854.00  ...   2841.00     2858.00        M
158   m2609  20251014   2858.00  ...   2846.00     2861.00        M
159   p2510  20251014   9198.00  ...   9184.00     9214.00        P
160   p2511  20251014   9270.00  ...   9266.00     9274.00        P
161   p2512  20251014   9308.00  ...   9314.00     9326.00        P
162   p2601  20251014   9364.00  ...   9366.00     9376.00        P
163   p2602  20251014   9368.00  ...   9358.00     9358.00        P
164   p2603  20251014   9338.00  ...   9332.00     9352.00        P
165   p2604  20251014   9336.00  ...   9312.00     9298.00        P
166   p2605  20251014   9232.00  ...   9238.00     9218.00        P
167   p2606  20251014   9146.00  ...   9108.00     9120.00        P
168   p2607  20251014   9052.00  ...   9012.00     9012.00        P
169   p2608  20251014   8976.00  ...   8956.00     8958.00        P
170   p2609  20251014   8874.00  ...   8884.00     8866.00        P
171  pg2510  20251014      0.00  ...   4248.00     4248.00       PG
172  pg2511  20251014   4072.00  ...   4118.00     4069.00       PG
173  pg2512  20251014   3965.00  ...   3981.00     3978.00       PG
174  pg2601  20251014   3895.00  ...   3904.00     3909.00       PG
175  pg2602  20251014   3827.00  ...   3835.00     3848.00       PG
176  pg2603  20251014   3756.00  ...   3762.00     3781.00       PG
177  pg2604  20251014   4159.00  ...   4147.00     4166.00       PG
178  pg2605  20251014   4081.00  ...   4076.00     4093.00       PG
179  pg2606  20251014   4017.00  ...   4017.00     4047.00       PG
180  pg2607  20251014   3973.00  ...   3974.00     3984.00       PG
181  pg2608  20251014   3918.00  ...   3917.00     3930.00       PG
182  pg2609  20251014   3855.00  ...   3859.00     3876.00       PG
183  pp2510  20251014   6576.00  ...   6536.00     6611.00       PP
184  pp2511  20251014   6635.00  ...   6551.00     6639.00       PP
185  pp2512  20251014   6642.00  ...   6593.00     6679.00       PP
186  pp2601  20251014   6679.00  ...   6628.00     6708.00       PP
187  pp2602  20251014   6671.00  ...   6620.00     6704.00       PP
188  pp2603  20251014   6662.00  ...   6624.00     6705.00       PP
189  pp2604  20251014   6707.00  ...   6647.00     6738.00       PP
190  pp2605  20251014   6755.00  ...   6683.00     6763.00       PP
191  pp2606  20251014   6690.00  ...   6644.00     6733.00       PP
192  pp2607  20251014   6674.00  ...   6647.00     6694.00       PP
193  pp2608  20251014   6698.00  ...   6670.00     6709.00       PP
194  pp2609  20251014   6729.00  ...   6695.00     6754.00       PP
195  rr2510  20251014   3620.00  ...   3620.00     3604.00       RR
196  rr2511  20251014   3610.00  ...   3615.00     3619.00       RR
197  rr2512  20251014   3610.00  ...   3608.00     3611.00       RR
198  rr2601  20251014   3624.00  ...   3625.00     3642.00       RR
199  rr2602  20251014   3611.00  ...   3613.00     3628.00       RR
200  rr2603  20251014   3611.00  ...   3614.00     3621.00       RR
201  rr2604  20251014   3620.00  ...   3617.00     3622.00       RR
202  rr2605  20251014   3612.00  ...   3612.00     3618.00       RR
203  rr2606  20251014   3602.00  ...   3602.00     3615.00       RR
204  rr2607  20251014      0.00  ...   3624.00     3636.00       RR
205  rr2608  20251014   3596.00  ...   3589.00     3595.00       RR
206  rr2609  20251014   3623.00  ...   3612.00     3636.00       RR
207   v2510  20251014   4607.00  ...   4567.00     4606.00        V
208   v2511  20251014   4620.00  ...   4596.00     4636.00        V
209   v2512  20251014   4674.00  ...   4641.00     4675.00        V
210   v2601  20251014   4717.00  ...   4684.00     4720.00        V
211   v2602  20251014   4753.00  ...   4727.00     4758.00        V
212   v2603  20251014   4790.00  ...   4754.00     4792.00        V
213   v2604  20251014   4990.00  ...   4957.00     5000.00        V
214   v2605  20251014   5043.00  ...   4998.00     5037.00        V
215   v2606  20251014   5055.00  ...   5029.00     5070.00        V
216   v2607  20251014   5091.00  ...   5072.00     5108.00        V
217   v2608  20251014   5113.00  ...   5103.00     5148.00        V
218   v2609  20251014   5162.00  ...   5137.00     5176.00        V
219   y2511  20251014   8284.00  ...   8272.00     8284.00        Y
220   y2512  20251014   8306.00  ...   8306.00     8322.00        Y
221   y2601  20251014   8280.00  ...   8270.00     8282.00        Y
222   y2603  20251014   8234.00  ...   8206.00     8214.00        Y
223   y2605  20251014   8036.00  ...   8040.00     8030.00        Y
224   y2607  20251014   7982.00  ...   7980.00     7974.00        Y
225   y2608  20251014   7990.00  ...   7966.00     7968.00        Y
226   y2609  20251014   7948.00  ...   7924.00     7940.00        Y

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

[300 rows x 13 columns]
2025-10-17 18:26:19,274 - future_1d - INFO - ak.get_shfe_daily('2025-10-14') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251014  7410.000  ...  7159.800    7342.600       IC
1   IC2511  20251014  7331.400  ...  7072.000    7267.400       IC
2   IC2512  20251014  7252.000  ...  7018.600    7221.400       IC
3   IC2603  20251014  7110.000  ...  6857.000    7055.200       IC
4   IF2510  20251014  4603.000  ...  4531.000    4580.400       IF
5   IF2511  20251014  4600.000  ...  4513.400    4569.800       IF
6   IF2512  20251014  4588.600  ...  4499.200    4559.400       IF
7   IF2603  20251014  4570.000  ...  4477.200    4539.400       IF
8   IH2510  20251014  2979.000  ...  2958.400    2964.200       IH
9   IH2511  20251014  2985.000  ...  2952.200    2961.000       IH
10  IH2512  20251014  2972.200  ...  2953.000    2961.200       IH
11  IH2603  20251014  2980.000  ...  2953.800    2962.000       IH
12  IM2510  20251014  7506.000  ...  7338.200    7473.000       IM
13  IM2511  20251014  7436.600  ...  7234.400    7381.400       IM
14  IM2512  20251014  7360.000  ...  7148.600    7303.800       IM
15  IM2603  20251014  7120.000  ...  6926.000    7076.600       IM
16   T2512  20251014   107.975  ...   108.190     108.050        T
17   T2603  20251014   107.630  ...   107.880     107.720        T
18   T2606  20251014   107.505  ...   107.795     107.625        T
19  TF2512  20251014   105.630  ...   105.765     105.665       TF
20  TF2603  20251014   105.525  ...   105.650     105.560       TF
21  TF2606  20251014   105.555  ...   105.650     105.570       TF
22  TL2512  20251014   114.050  ...   114.740     114.370       TL
23  TL2603  20251014   113.700  ...   114.420     114.030       TL
24  TL2606  20251014   113.600  ...   114.360     113.990       TL
25  TS2512  20251014   102.354  ...   102.386     102.366       TS
26  TS2603  20251014   102.260  ...   102.292     102.270       TS
27  TS2606  20251014   102.298  ...   102.334     102.332       TS

[28 rows x 12 columns]
2025-10-17 18:26:19,427 - future_1d - INFO - ak.get_cffex_daily('2025-10-14') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-17 18:26:19,729 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
2025-10-17 18:26:21,495 - future_1d - INFO - save future_daily 2025-10-14 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251015   8650.0   9203.0  ...      311.45   9160.0      9225.0       AP
1    AP511  20251015   8668.0   8735.0  ...     7208.03   8695.0      8675.0       AP
2    AP512  20251015   8632.0   8683.0  ...     1411.55   8660.0      8641.0       AP
3    AP601  20251015   8670.0   8696.0  ...   375010.85   8668.0      8660.0       AP
4    AP603  20251015   8577.0   8585.0  ...      282.87   8572.0      8569.0       AP
5    AP604  20251015   8605.0   8621.0  ...      249.60   8607.0      8593.0       AP
6    AP605  20251015   8700.0   8700.0  ...    20982.63   8678.0      8657.0       AP
7    CF511  20251015  13260.0  13335.0  ...    64280.81  13275.0     13310.0       CF
8    CF601  20251015  13250.0  13300.0  ...  1195996.07  13255.0     13255.0       CF
9    CF603  20251015  13275.0  13325.0  ...   120020.26  13285.0     13270.0       CF
10   CF605  20251015  13320.0  13355.0  ...   256311.20  13315.0     13315.0       CF
11   CF607  20251015  13330.0  13375.0  ...      366.99  13345.0     13335.0       CF
12   CF609  20251015  13475.0  13530.0  ...     2894.97  13495.0     13490.0       CF
13   CJ512  20251015  10955.0  11010.0  ...     4340.14  10975.0     10980.0       CJ
14   CJ601  20251015  11085.0  11160.0  ...   512785.26  11105.0     11100.0       CJ
15   CJ603  20251015  10970.0  11105.0  ...     7418.93  11055.0     11060.0       CJ
16   CJ605  20251015  11100.0  11235.0  ...    75721.81  11185.0     11185.0       CJ
17   CJ607  20251015  11245.0  11315.0  ...      788.76  11270.0     11265.0       CJ
18   CJ609  20251015  11365.0  11450.0  ...      695.82  11405.0     11390.0       CJ
19   CY510  20251015      0.0      0.0  ...        0.00  19395.0     19410.0       CY
20   CY511  20251015  19675.0  19705.0  ...     2134.57  19675.0     19665.0       CY
21   CY512  20251015      0.0      0.0  ...        0.00  19100.0     19100.0       CY
22   CY601  20251015  19320.0  19345.0  ...    95212.73  19295.0     19310.0       CY
23   CY602  20251015      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251015      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251015      0.0      0.0  ...        0.00  19555.0     19555.0       CY
27   CY606  20251015      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251015      0.0      0.0  ...        0.00  19760.0     19795.0       CY
29   CY608  20251015      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251015      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251015      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251015   1035.0   1043.0  ...    33090.46   1031.0      1051.0       FG
33   FG512  20251015   1141.0   1152.0  ...    76940.78   1137.0      1155.0       FG
34   FG601  20251015   1137.0   1145.0  ...  3471765.23   1134.0      1149.0       FG
35   FG602  20251015   1207.0   1215.0  ...    29526.72   1203.0      1210.0       FG
36   FG603  20251015   1209.0   1217.0  ...    67082.12   1206.0      1214.0       FG
37   FG604  20251015   1272.0   1288.0  ...      570.31   1273.0      1284.0       FG
38   FG605  20251015   1275.0   1288.0  ...   128853.40   1273.0      1283.0       FG
39   FG606  20251015   1313.0   1325.0  ...      703.22   1312.0      1322.0       FG
40   FG607  20251015   1302.0   1317.0  ...      779.62   1304.0      1311.0       FG
41   FG608  20251015   1353.0   1367.0  ...     1767.84   1356.0      1367.0       FG
42   FG609  20251015   1363.0   1367.0  ...     5518.60   1356.0      1366.0       FG
43   JR511  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251015      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251015      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251015      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251015   2243.0   2292.0  ...    26781.53   2277.0      2275.0       MA
53   MA512  20251015   2266.0   2311.0  ...    82291.71   2287.0      2276.0       MA
54   MA601  20251015   2275.0   2309.0  ...  1688952.69   2292.0      2297.0       MA
55   MA602  20251015   2292.0   2329.0  ...    59933.04   2308.0      2318.0       MA
56   MA603  20251015   2302.0   2336.0  ...    75533.52   2322.0      2325.0       MA
57   MA604  20251015   2312.0   2329.0  ...       74.20   2319.0      2338.0       MA
58   MA605  20251015   2298.0   2322.0  ...   179036.64   2308.0      2319.0       MA
59   MA606  20251015   2304.0   2321.0  ...       25.44   2312.0      2329.0       MA
60   MA607  20251015   2277.0   2300.0  ...      130.65   2292.0      2287.0       MA
61   MA608  20251015   2270.0   2288.0  ...       38.77   2281.0      2290.0       MA
62   MA609  20251015   2265.0   2276.0  ...     3113.06   2266.0      2277.0       MA
63   OI511  20251015  10106.0  10143.0  ...    50666.56  10099.0     10140.0       OI
64   OI601  20251015   9950.0   9984.0  ...  2017868.33   9939.0      9983.0       OI
65   OI603  20251015   9704.0   9753.0  ...   221873.75   9706.0      9764.0       OI
66   OI605  20251015   9462.0   9530.0  ...   170578.36   9485.0      9498.0       OI
67   OI607  20251015   9398.0   9477.0  ...     1846.22   9420.0      9433.0       OI
68   OI609  20251015   9347.0   9437.0  ...     1184.52   9401.0      9384.0       OI
69   PF510  20251015   6102.0   6102.0  ...      130.89   6088.0      6116.0       PF
70   PF511  20251015   6084.0   6084.0  ...    65369.66   6072.0      6126.0       PF
71   PF512  20251015   6050.0   6058.0  ...   701762.09   6040.0      6076.0       PF
72   PF601  20251015   6068.0   6070.0  ...    92500.99   6054.0      6110.0       PF
73   PF602  20251015   6038.0   6044.0  ...   462025.43   6024.0      6086.0       PF
74   PF603  20251015   6028.0   6032.0  ...   132959.59   6016.0      6076.0       PF
75   PF604  20251015   6090.0   6102.0  ...       70.01   6088.0      6148.0       PF
76   PF605  20251015   6100.0   6132.0  ...      490.64   6096.0      6150.0       PF
77   PF606  20251015   6082.0   6120.0  ...       79.30   6100.0      6138.0       PF
78   PF607  20251015   6102.0   6162.0  ...       61.23   6124.0      6178.0       PF
79   PF608  20251015   6122.0   6152.0  ...       12.28   6140.0      6204.0       PF
80   PF609  20251015   6138.0   6166.0  ...       30.77   6154.0      6204.0       PF
81   PK510  20251015      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251015   7876.0   7922.0  ...    97457.25   7884.0      7872.0       PK
83   PK512  20251015   7972.0   7992.0  ...   184644.76   7958.0      7924.0       PK
84   PK601  20251015   8034.0   8096.0  ...   500962.20   8058.0      8016.0       PK
85   PK603  20251015   8036.0   8118.0  ...   172633.28   8084.0      8034.0       PK
86   PK604  20251015   8058.0   8116.0  ...     1799.08   8086.0      8044.0       PK
87   PK605  20251015   8080.0   8138.0  ...    17832.92   8110.0      8070.0       PK
88   PL601  20251015   6081.0   6108.0  ...   142549.79   6085.0      6109.0       PL
89   PL602  20251015   6108.0   6143.0  ...   106410.87   6124.0      6151.0       PL
90   PL603  20251015   6105.0   6146.0  ...    85611.28   6124.0      6152.0       PL
91   PL604  20251015      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251015   6076.0   6094.0  ...      109.43   6080.0      6119.0       PL
93   PL606  20251015   6088.0   6088.0  ...       24.35   6088.0      6142.0       PL
94   PL607  20251015      0.0      0.0  ...        0.00   6211.0      6211.0       PL
95   PL608  20251015      0.0      0.0  ...        0.00   6277.0      6280.0       PL
96   PL609  20251015      0.0      0.0  ...        0.00   6232.0      6239.0       PL
97   PM511  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251015      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251015      0.0      0.0  ...        0.00   5638.0      5678.0       PR
104  PR511  20251015   5572.0   5582.0  ...    17495.21   5568.0      5612.0       PR
105  PR512  20251015   5570.0   5580.0  ...   197902.61   5560.0      5600.0       PR
106  PR601  20251015   5552.0   5552.0  ...   197998.02   5532.0      5572.0       PR
107  PR602  20251015   5586.0   5592.0  ...    33581.81   5576.0      5608.0       PR
108  PR603  20251015   5578.0   5608.0  ...      911.33   5574.0      5630.0       PR
109  PR604  20251015   5592.0   5634.0  ...      293.63   5594.0      5654.0       PR
110  PR605  20251015   5616.0   5632.0  ...      597.60   5612.0      5680.0       PR
111  PR606  20251015   5658.0   5658.0  ...       16.96   5652.0      5696.0       PR
112  PR607  20251015   5662.0   5682.0  ...       68.03   5670.0      5716.0       PR
113  PR608  20251015   5692.0   5692.0  ...       17.06   5688.0      5722.0       PR
114  PR609  20251015   5718.0   5718.0  ...       25.61   5692.0      5718.0       PR
115  PX510  20251015   6326.0   6326.0  ...       15.82   6326.0      6332.0       PX
116  PX511  20251015   6324.0   6348.0  ...   119679.53   6316.0      6416.0       PX
117  PX512  20251015   6306.0   6338.0  ...    91641.78   6304.0      6386.0       PX
118  PX601  20251015   6306.0   6328.0  ...   490661.67   6296.0      6370.0       PX
119  PX602  20251015   6318.0   6342.0  ...   227109.04   6314.0      6374.0       PX
120  PX603  20251015   6316.0   6344.0  ...   132539.79   6320.0      6378.0       PX
121  PX604  20251015   6344.0   6344.0  ...        6.34   6344.0      6444.0       PX
122  PX605  20251015   6344.0   6380.0  ...     1205.07   6342.0      6416.0       PX
123  PX606  20251015   6352.0   6352.0  ...        9.53   6352.0      6400.0       PX
124  PX607  20251015   6374.0   6374.0  ...        6.37   6374.0      6412.0       PX
125  PX608  20251015   6374.0   6392.0  ...       12.77   6386.0      6424.0       PX
126  PX609  20251015   6390.0   6412.0  ...       19.18   6394.0      6424.0       PX
127  RI511  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251015      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251015   2382.0   2410.0  ...     5240.82   2387.0      2404.0       RM
134  RM601  20251015   2345.0   2380.0  ...   434336.03   2359.0      2369.0       RM
135  RM603  20251015   2285.0   2309.0  ...     3644.73   2297.0      2305.0       RM
136  RM605  20251015   2285.0   2307.0  ...    85660.02   2295.0      2299.0       RM
137  RM607  20251015   2281.0   2296.0  ...     7759.77   2286.0      2294.0       RM
138  RM608  20251015   2385.0   2401.0  ...      521.58   2393.0      2398.0       RM
139  RM609  20251015   2388.0   2398.0  ...     2607.16   2388.0      2388.0       RM
140  RS511  20251015   5157.0   5291.0  ...       83.78   5236.0      5243.0       RS
141  RS607  20251015      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251015      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251015      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251015   1150.0   1155.0  ...     1166.05   1151.0      1147.0       SA
145  SA511  20251015   1153.0   1170.0  ...    39303.14   1162.0      1161.0       SA
146  SA512  20251015   1222.0   1227.0  ...   123729.43   1220.0      1218.0       SA
147  SA601  20251015   1233.0   1238.0  ...  1956030.89   1231.0      1229.0       SA
148  SA602  20251015   1270.0   1274.0  ...    66808.09   1267.0      1266.0       SA
149  SA603  20251015   1277.0   1280.0  ...   140664.09   1273.0      1272.0       SA
150  SA604  20251015   1315.0   1319.0  ...      622.82   1314.0      1312.0       SA
151  SA605  20251015   1324.0   1325.0  ...    80051.48   1319.0      1317.0       SA
152  SA606  20251015   1344.0   1344.0  ...      661.44   1339.0      1338.0       SA
153  SA607  20251015   1335.0   1348.0  ...      665.99   1343.0      1349.0       SA
154  SA608  20251015   1382.0   1384.0  ...      311.79   1380.0      1383.0       SA
155  SA609  20251015   1394.0   1394.0  ...     2715.10   1385.0      1388.0       SA
156  SF510  20251015   5230.0   5240.0  ...      269.15   5226.0      5230.0       SF
157  SF511  20251015   5388.0   5452.0  ...   222611.24   5410.0      5378.0       SF
158  SF512  20251015   5334.0   5420.0  ...   124007.39   5388.0      5334.0       SF
159  SF601  20251015   5328.0   5408.0  ...   294943.74   5370.0      5334.0       SF
160  SF602  20251015   5274.0   5342.0  ...   101388.83   5314.0      5276.0       SF
161  SF603  20251015   5466.0   5518.0  ...   185376.43   5490.0      5450.0       SF
162  SF604  20251015      0.0      0.0  ...        0.00   5438.0      5436.0       SF
163  SF605  20251015   5430.0   5492.0  ...     4127.02   5464.0      5440.0       SF
164  SF606  20251015   5420.0   5454.0  ...       24.46   5436.0      5402.0       SF
165  SF607  20251015   5598.0   5624.0  ...       14.00   5602.0      5572.0       SF
166  SF608  20251015   5618.0   5618.0  ...        8.40   5598.0      5576.0       SF
167  SF609  20251015   5552.0   5594.0  ...       89.30   5582.0      5556.0       SF
168  SH510  20251015      0.0      0.0  ...        0.00   2400.0      2395.0       SH
169  SH511  20251015   2395.0   2431.0  ...    76267.25   2407.0      2405.0       SH
170  SH512  20251015   2445.0   2477.0  ...   119282.61   2458.0      2446.0       SH
171  SH601  20251015   2425.0   2454.0  ...  1873788.30   2434.0      2429.0       SH
172  SH602  20251015   2457.0   2486.0  ...   250959.48   2466.0      2467.0       SH
173  SH603  20251015   2467.0   2494.0  ...   222406.58   2475.0      2473.0       SH
174  SH604  20251015   2516.0   2537.0  ...      280.38   2526.0      2527.0       SH
175  SH605  20251015   2529.0   2550.0  ...    11536.77   2535.0      2534.0       SH
176  SH606  20251015   2559.0   2575.0  ...      223.03   2564.0      2570.0       SH
177  SH607  20251015   2560.0   2580.0  ...      169.50   2568.0      2576.0       SH
178  SH608  20251015   2585.0   2602.0  ...      171.05   2592.0      2601.0       SH
179  SH609  20251015   2589.0   2601.0  ...      210.30   2596.0      2597.0       SH
180  SM510  20251015   5662.0   5666.0  ...      676.38   5660.0      5614.0       SM
181  SM511  20251015   5736.0   5786.0  ...    26486.40   5754.0      5720.0       SM
182  SM512  20251015   5724.0   5794.0  ...   207807.25   5762.0      5720.0       SM
183  SM601  20251015   5726.0   5798.0  ...   481383.31   5766.0      5728.0       SM
184  SM602  20251015   5734.0   5802.0  ...    54919.11   5770.0      5734.0       SM
185  SM603  20251015   5744.0   5814.0  ...   284636.25   5782.0      5742.0       SM
186  SM604  20251015   5802.0   5802.0  ...        2.90   5802.0      5768.0       SM
187  SM605  20251015   5766.0   5826.0  ...    10073.96   5794.0      5758.0       SM
188  SM606  20251015   5816.0   5816.0  ...        5.80   5796.0      5760.0       SM
189  SM607  20251015      0.0      0.0  ...        0.00   5790.0      5778.0       SM
190  SM608  20251015      0.0      0.0  ...        0.00   5794.0      5792.0       SM
191  SM609  20251015   5814.0   5858.0  ...      588.33   5826.0      5800.0       SM
192  SR511  20251015   5430.0   5453.0  ...    27885.71   5427.0      5442.0       SR
193  SR601  20251015   5391.0   5416.0  ...   886959.35   5402.0      5400.0       SR
194  SR603  20251015   5384.0   5401.0  ...   171069.69   5388.0      5384.0       SR
195  SR605  20251015   5366.0   5385.0  ...   100926.42   5373.0      5374.0       SR
196  SR607  20251015   5378.0   5392.0  ...     3219.34   5384.0      5385.0       SR
197  SR609  20251015   5383.0   5402.0  ...     4563.29   5394.0      5393.0       SR
198  TA510  20251015   4346.0   4378.0  ...     2401.28   4370.0      4420.0       TA
199  TA511  20251015   4388.0   4392.0  ...    72997.90   4378.0      4432.0       TA
200  TA512  20251015   4394.0   4410.0  ...   152469.12   4394.0      4454.0       TA
201  TA601  20251015   4422.0   4428.0  ...  1264069.93   4412.0      4464.0       TA
202  TA602  20251015   4430.0   4442.0  ...   120455.17   4424.0      4486.0       TA
203  TA603  20251015   4446.0   4456.0  ...    51664.33   4438.0      4496.0       TA
204  TA604  20251015   4456.0   4466.0  ...       26.74   4456.0      4532.0       TA
205  TA605  20251015   4480.0   4488.0  ...    88227.81   4474.0      4522.0       TA
206  TA606  20251015   4482.0   4484.0  ...       26.85   4476.0      4510.0       TA
207  TA607  20251015   4482.0   4500.0  ...       17.96   4492.0      4550.0       TA
208  TA608  20251015      0.0      0.0  ...        0.00   4526.0      4558.0       TA
209  TA609  20251015   4540.0   4540.0  ...     3079.34   4512.0      4552.0       TA
210  UR510  20251015   1495.0   1509.0  ...      245.23   1495.0      1504.0       UR
211  UR511  20251015   1585.0   1586.0  ...    16278.40   1580.0      1578.0       UR
212  UR512  20251015   1585.0   1597.0  ...    25277.80   1590.0      1587.0       UR
213  UR601  20251015   1600.0   1611.0  ...   378430.22   1604.0      1602.0       UR
214  UR602  20251015   1601.0   1618.0  ...    14897.60   1612.0      1607.0       UR
215  UR603  20251015   1671.0   1673.0  ...      136.59   1666.0      1661.0       UR
216  UR604  20251015   1670.0   1671.0  ...       40.06   1669.0      1669.0       UR
217  UR605  20251015   1670.0   1680.0  ...    23994.85   1674.0      1672.0       UR
218  UR606  20251015   1682.0   1684.0  ...      235.17   1680.0      1676.0       UR
219  UR607  20251015   1708.0   1708.0  ...        6.83   1708.0      1710.0       UR
220  UR608  20251015      0.0      0.0  ...        0.00   1707.0      1707.0       UR
221  UR609  20251015   1709.0   1710.0  ...      204.83   1707.0      1705.0       UR
222  WH511  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251015      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20251015      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:26:25,091 - future_1d - INFO - ak.get_czce_daily('2025-10-15') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251015   442.4   447.1  ...  3636243.41   443.2      451.8      SC
1       SC2512  20251015   443.3   448.3  ...   2159802.1   444.9      452.5      SC
2       SC2601  20251015   444.2     449  ...   428988.28   445.5      452.5      SC
3       SC2602  20251015   444.1   449.1  ...    63456.69   445.9        453      SC
4       SC2603  20251015     446   448.8  ...    20087.83   447.3      452.7      SC
5       SC2604  20251015   445.6   450.2  ...     9106.51   448.5      453.6      SC
6       SC2605  20251015   445.6   450.8  ...    12840.45   448.9      454.5      SC
7       SC2606  20251015   446.2     451  ...     38123.9   450.1      455.6      SC
8       SC2607  20251015   450.3   450.5  ...      270.04     450      454.8      SC
9       SC2608  20251015   451.3   451.3  ...      225.31   450.6      455.3      SC
10      SC2609  20251015   451.5   452.4  ...       585.8   450.6      454.6      SC
11      SC2610  20251015                  ...           0   449.7      449.7      SC
12      SC2612  20251015   452.2   452.2  ...       90.31   451.5      452.6      SC
13      SC2703  20251015   448.6   448.7  ...       89.73   448.6      451.6      SC
14      SC2706  20251015                  ...           0   453.6      453.6      SC
15      SC2709  20251015   449.9     450  ...       89.99   449.9      450.6      SC
16      SC2712  20251015                  ...           0     455        455      SC
17      SC2803  20251015                  ...           0     449        449      SC
18      SC2806  20251015   447.2     449  ...      134.42     448      451.7      SC
19      SC2809  20251015   449.6     450  ...      493.86   448.9      452.9      SC
21      LU2511  20251015    3152    3163  ...   26735.659    3141       3204      LU
22      LU2512  20251015    3159    3178  ...  276488.889    3158       3216      LU
23      LU2601  20251015    3157    3182  ...  175230.353    3161       3210      LU
24      LU2602  20251015    3159    3178  ...   21516.756    3162       3205      LU
25      LU2603  20251015    3150    3177  ...    3154.537    3160       3206      LU
26      LU2604  20251015    3163    3169  ...      25.293    3161       3192      LU
27      LU2605  20251015    3166    3174  ...     104.406    3163       3200      LU
28      LU2606  20251015    3146    3170  ...      41.083    3160       3177      LU
29      LU2607  20251015    3186    3186  ...     241.356    3175       3206      LU
30      LU2608  20251015    3184    3184  ...     257.069    3173       3205      LU
31      LU2609  20251015    3147    3176  ...     151.669    3159       3188      LU
32      LU2610  20251015    3147    3161  ...      25.222    3152       3187      LU
34      NR2510  20251015   12015   12200  ...       484.3   12105      11925      NR
35      NR2511  20251015   11995   12240  ...   564802.63   12110      11990      NR
36      NR2512  20251015   11980   12195  ...   739506.95   12085      11985      NR
37      NR2601  20251015   12020   12180  ...   230462.74   12075      11995      NR
38      NR2602  20251015   11995   12195  ...       11119   12055      11995      NR
39      NR2603  20251015   12005   12115  ...     2284.07   12085      12020      NR
40      NR2604  20251015   11995   12100  ...     940.095   12050      12000      NR
41      NR2605  20251015   11900   12095  ...     337.335   12045      12020      NR
42      NR2606  20251015   12095   12135  ...     121.145   12110      12040      NR
43      NR2607  20251015   12170   12170  ...       36.47   12155      12115      NR
44      NR2608  20251015   12090   12090  ...       12.09   12090      12145      NR
45      NR2609  20251015   12125   12220  ...      36.565   12185      12250      NR
47      BC2510  20251015                  ...           0   75040      75040      BC
48      BC2511  20251015   74820   76450  ...  485745.945   75490      76190      BC
49      BC2512  20251015   75020   76470  ...   34587.805   75350      76240      BC
50      BC2601  20251015                  ...           0   76860      76860      BC
51      BC2602  20251015                  ...           0   75800      75800      BC
52      BC2603  20251015                  ...           0   75870      75800      BC
53      BC2604  20251015                  ...           0   76520      76520      BC
54      BC2605  20251015                  ...           0   75900      75900      BC
55      BC2606  20251015                  ...           0   75880      75880      BC
56      BC2607  20251015                  ...           0   76570      76570      BC
57      BC2608  20251015                  ...           0   75800      75800      BC
58      BC2609  20251015                  ...           0   76130      76130      BC
60      EC2510  20251015  1134.6  1135.5  ...  19247.4025  1128.2     1134.4      EC
61      EC2512  20251015    1690  1749.9  ...  365103.323  1713.4       1639      EC
62      EC2602  20251015    1482  1517.6  ...   60793.811  1481.1     1416.6      EC
63      EC2604  20251015    1150    1168  ...  25839.0295  1148.9     1112.5      EC
64      EC2606  20251015    1338    1338  ...   2532.7455  1315.7     1286.2      EC
65      EC2608  20251015    1445  1487.9  ...   1173.9275  1458.2     1424.4      EC
68  SC_TAS2511  20251015                  ...                                 SC_TAS
69  SC_TAS2512  20251015                  ...                                 SC_TAS
70  SC_TAS2601  20251015                  ...                                 SC_TAS
71  SC_TAS2602  20251015                  ...                                 SC_TAS

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

[227 rows x 12 columns]
2025-10-17 18:26:25,872 - future_1d - INFO - ak.get_dce_daily('2025-10-15') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2510  20251015  ...   85080      85820      CU
1        1      CU2511  20251015  ...   84960      85710      CU
2        2      CU2512  20251015  ...   85000      85690      CU
3        3      CU2601  20251015  ...   84840      85610      CU
4        4      CU2602  20251015  ...   84750      85570      CU
5        5      CU2603  20251015  ...   84570      85750      CU
6        6      CU2604  20251015  ...   84860      85680      CU
7        7      CU2605  20251015  ...   84510      85680      CU
8        8      CU2606  20251015  ...   84560      85390      CU
9        9      CU2607  20251015  ...   84370      84950      CU
10      10      CU2608  20251015  ...   84550      85220      CU
11      11      CU2609  20251015  ...   84340      85270      CU
12      12      BC2510  20251015  ...   75040      75040      BC
13      13      BC2511  20251015  ...   75490      76190      BC
14      14      BC2512  20251015  ...   75350      76240      BC
15      15      BC2601  20251015  ...   76860      76860      BC
16      16      BC2602  20251015  ...   75800      75800      BC
17      17      BC2603  20251015  ...   75870      75800      BC
18      18      BC2604  20251015  ...   76520      76520      BC
19      19      BC2605  20251015  ...   75900      75900      BC
20      20      BC2606  20251015  ...   75880      75880      BC
21      21      BC2607  20251015  ...   76570      76570      BC
22      22      BC2608  20251015  ...   75800      75800      BC
23      23      BC2609  20251015  ...   76130      76130      BC
24      24      AL2510  20251015  ...   20850      20905      AL
25      25      AL2511  20251015  ...   20875      20930      AL
26      26      AL2512  20251015  ...   20895      20945      AL
27      27      AL2601  20251015  ...   20900      20950      AL
28      28      AL2602  20251015  ...   20890      20945      AL
29      29      AL2603  20251015  ...   20885      20945      AL
30      30      AL2604  20251015  ...   20910      20980      AL
31      31      AL2605  20251015  ...   20915      20995      AL
32      32      AL2606  20251015  ...   20890      20995      AL
33      33      AL2607  20251015  ...   20925      21015      AL
34      34      AL2608  20251015  ...   20930      21010      AL
35      35      AL2609  20251015  ...   20940      20995      AL
36      36      ZN2510  20251015  ...   21985      22205      ZN
37      37      ZN2511  20251015  ...   21995      22275      ZN
38      38      ZN2512  20251015  ...   22035      22310      ZN
39      39      ZN2601  20251015  ...   22065      22340      ZN
40      40      ZN2602  20251015  ...   22090      22370      ZN
41      41      ZN2603  20251015  ...   22125      22395      ZN
42      42      ZN2604  20251015  ...   22150      22415      ZN
43      43      ZN2605  20251015  ...   22180      22435      ZN
44      44      ZN2606  20251015  ...   22215      22475      ZN
45      45      ZN2607  20251015  ...   22200      22470      ZN
46      46      ZN2608  20251015  ...   22220      22475      ZN
47      47      ZN2609  20251015  ...   22275      22535      ZN
48      48      PB2510  20251015  ...   17080      17045      PB
49      49      PB2511  20251015  ...   17055      17085      PB
50      50      PB2512  20251015  ...   17085      17095      PB
51      51      PB2601  20251015  ...   17085      17090      PB
52      52      PB2602  20251015  ...   16990      17115      PB
53      53      PB2603  20251015  ...   17105      17105      PB
54      54      PB2604  20251015  ...   17190      17115      PB
55      55      PB2605  20251015  ...   17145      17125      PB
56      56      PB2606  20251015  ...   17195      17145      PB
57      57      PB2607  20251015  ...   17160      17160      PB
58      58      PB2608  20251015  ...   17200      17170      PB
59      59      PB2609  20251015  ...   17235      17225      PB
60      60      NI2510  20251015  ...  120650     120560      NI
61      61      NI2511  20251015  ...  121020     121080      NI
62      62      NI2512  20251015  ...  121170     121210      NI
63      63      NI2601  20251015  ...  121390     121470      NI
64      64      NI2602  20251015  ...  121600     121680      NI
65      65      NI2603  20251015  ...  121920     122000      NI
66      66      NI2604  20251015  ...  122100     122110      NI
67      67      NI2605  20251015  ...  122360     122240      NI
68      68      NI2606  20251015  ...  122570     122600      NI
69      69      NI2607  20251015  ...  122850     122680      NI
70      70      NI2608  20251015  ...  123210     123140      NI
71      71      NI2609  20251015  ...  123450     123520      NI
72      72      SN2510  20251015  ...  280420     281340      SN
73      73      SN2511  20251015  ...  280410     282140      SN
74      74      SN2512  20251015  ...  280740     282320      SN
75      75      SN2601  20251015  ...  281030     282460      SN
76      76      SN2602  20251015  ...  280790     282390      SN
77      77      SN2603  20251015  ...  280770     282460      SN
78      78      SN2604  20251015  ...  280770     282290      SN
79      79      SN2605  20251015  ...  280720     282370      SN
80      80      SN2606  20251015  ...  281340     282730      SN
81      81      SN2607  20251015  ...  280840     282610      SN
82      82      SN2608  20251015  ...  281330     283550      SN
83      83      SN2609  20251015  ...  282990     282990      SN
84      84      AO2510  20251015  ...    2757       2775      AO
85      85      AO2511  20251015  ...    2776       2783      AO
86      86      AO2512  20251015  ...    2788       2797      AO
87      87      AO2601  20251015  ...    2799       2807      AO
88      88      AO2602  20251015  ...    2818       2826      AO
89      89      AO2603  20251015  ...    2889       2897      AO
90      90      AO2604  20251015  ...    2901       2910      AO
91      91      AO2605  20251015  ...    2910       2918      AO
92      92      AO2606  20251015  ...    2922       2928      AO
93      93      AO2607  20251015  ...    2930       2937      AO
94      94      AO2608  20251015  ...    2945       2949      AO
95      95      AO2609  20251015  ...    2960       2967      AO
96      96      AD2511  20251015  ...   20330      20380      AD
97      97      AD2512  20251015  ...   20400      20440      AD
98      98      AD2601  20251015  ...   20445      20490      AD
99      99      AD2602  20251015  ...   20425      20485      AD
100    100      AD2603  20251015  ...   20420      20440      AD
101    101      AD2604  20251015  ...   20405      20420      AD
102    102      AD2605  20251015  ...   20340      20370      AD
103    103      AD2606  20251015  ...   20300      20420      AD
104    104      AD2607  20251015  ...   20270      20340      AD
105    105      AD2608  20251015  ...   20495      20495      AD
106    106      AD2609  20251015  ...   20495      20410      AD
107    107      AU2510  20251015  ...  962.24      942.4      AU
108    108      AU2511  20251015  ...   947.9     939.32      AU
109    109      AU2512  20251015  ...  948.92     940.64      AU
110    110      AU2602  20251015  ...   952.1     943.96      AU
111    111      AU2604  20251015  ...   953.3     946.46      AU
112    112      AU2606  20251015  ...   957.1     947.86      AU
113    113      AU2608  20251015  ...  958.84     952.96      AU
114    114      AU2610  20251015  ...  961.32     952.34      AU
115    115      AG2510  20251015  ...   12200      11714      AG
116    116      AG2511  20251015  ...   11689      11696      AG
117    117      AG2512  20251015  ...   11675      11697      AG
118    118      AG2601  20251015  ...   11677      11724      AG
119    119      AG2602  20251015  ...   11708      11734      AG
120    120      AG2603  20251015  ...   11700      11775      AG
121    121      AG2604  20251015  ...   11712      11788      AG
122    122      AG2605  20251015  ...   11712      11796      AG
123    123      AG2606  20251015  ...   11756      11791      AG
124    124      AG2607  20251015  ...   11765      11829      AG
125    125      AG2608  20251015  ...   11754      11813      AG
126    126      AG2609  20251015  ...   11808      11799      AG
127    127      RB2510  20251015  ...    2954       2975      RB
128    128      RB2511  20251015  ...    2987       2997      RB
129    129      RB2512  20251015  ...    3031       3043      RB
130    130      RB2601  20251015  ...    3044       3060      RB
131    131      RB2602  20251015  ...    3049       3067      RB
132    132      RB2603  20251015  ...    3074       3087      RB
133    133      RB2604  20251015  ...    3096       3102      RB
134    134      RB2605  20251015  ...    3099       3116      RB
135    135      RB2606  20251015  ...    3114       3130      RB
136    136      RB2607  20251015  ...    3136       3139      RB
137    137      RB2608  20251015  ...    3134       3151      RB
138    138      RB2609  20251015  ...    3143       3161      RB
139    139      WR2510  20251015  ...    3100       3069      WR
140    140      WR2511  20251015  ...    3270       3270      WR
141    141      WR2512  20251015  ...    3353       3309      WR
142    142      WR2601  20251015  ...    3342       3329      WR
143    143      WR2602  20251015  ...    3370       3370      WR
144    144      WR2603  20251015  ...    3361       3361      WR
145    145      WR2604  20251015  ...    3369       3369      WR
146    146      WR2605  20251015  ...    3364       3364      WR
147    147      WR2606  20251015  ...    3363       3360      WR
148    148      WR2607  20251015  ...    3416       3390      WR
149    149      WR2608  20251015  ...    3431       3431      WR
150    150      WR2609  20251015  ...    3430       3430      WR
151    151      HC2510  20251015  ...    3534       3442      HC
152    152      HC2511  20251015  ...    3282       3282      HC
153    153      HC2512  20251015  ...    3254       3262      HC
154    154      HC2601  20251015  ...    3225       3240      HC
155    155      HC2602  20251015  ...    3223       3240      HC
156    156      HC2603  20251015  ...    3233       3243      HC
157    157      HC2604  20251015  ...    3228       3241      HC
158    158      HC2605  20251015  ...    3235       3251      HC
159    159      HC2606  20251015  ...    3237       3245      HC
160    160      HC2607  20251015  ...    3245       3273      HC
161    161      HC2608  20251015  ...    3253       3277      HC
162    162      HC2609  20251015  ...    3259       3270      HC
163    163      SS2510  20251015  ...   12345      12315      SS
164    164      SS2511  20251015  ...   12525      12565      SS
165    165      SS2512  20251015  ...   12555      12590      SS
166    166      SS2601  20251015  ...   12655      12680      SS
167    167      SS2602  20251015  ...   12715      12745      SS
168    168      SS2603  20251015  ...   12795      12815      SS
169    169      SS2604  20251015  ...   12870      12885      SS
170    170      SS2605  20251015  ...   12925      12945      SS
171    171      SS2606  20251015  ...   13000      13025      SS
172    172      SS2607  20251015  ...   13035      13100      SS
173    173      SS2608  20251015  ...   13095      13125      SS
174    174      SS2609  20251015  ...   13170      13230      SS
175    175      SC2511  20251015  ...   443.2      451.8      SC
176    176      SC2512  20251015  ...   444.9      452.5      SC
177    177      SC2601  20251015  ...   445.5      452.5      SC
178    178      SC2602  20251015  ...   445.9        453      SC
179    179      SC2603  20251015  ...   447.3      452.7      SC
180    180      SC2604  20251015  ...   448.5      453.6      SC
181    181      SC2605  20251015  ...   448.9      454.5      SC
182    182      SC2606  20251015  ...   450.1      455.6      SC
183    183      SC2607  20251015  ...     450      454.8      SC
184    184      SC2608  20251015  ...   450.6      455.3      SC
185    185      SC2609  20251015  ...   450.6      454.6      SC
186    186      SC2610  20251015  ...   449.7      449.7      SC
187    187      SC2612  20251015  ...   451.5      452.6      SC
188    188      SC2703  20251015  ...   448.6      451.6      SC
189    189      SC2706  20251015  ...   453.6      453.6      SC
190    190      SC2709  20251015  ...   449.9      450.6      SC
191    191      SC2712  20251015  ...     455        455      SC
192    192      SC2803  20251015  ...     449        449      SC
193    193      SC2806  20251015  ...     448      451.7      SC
194    194      SC2809  20251015  ...   448.9      452.9      SC
195    195      LU2511  20251015  ...    3141       3204      LU
196    196      LU2512  20251015  ...    3158       3216      LU
197    197      LU2601  20251015  ...    3161       3210      LU
198    198      LU2602  20251015  ...    3162       3205      LU
199    199      LU2603  20251015  ...    3160       3206      LU
200    200      LU2604  20251015  ...    3161       3192      LU
201    201      LU2605  20251015  ...    3163       3200      LU
202    202      LU2606  20251015  ...    3160       3177      LU
203    203      LU2607  20251015  ...    3175       3206      LU
204    204      LU2608  20251015  ...    3173       3205      LU
205    205      LU2609  20251015  ...    3159       3188      LU
206    206      LU2610  20251015  ...    3152       3187      LU
207    207      FU2511  20251015  ...    2725       2763      FU
208    208      FU2512  20251015  ...    2685       2733      FU
209    209      FU2601  20251015  ...    2669       2714      FU
210    210      FU2602  20251015  ...    2652       2697      FU
211    211      FU2603  20251015  ...    2649       2693      FU
212    212      FU2604  20251015  ...    2647       2690      FU
213    213      FU2605  20251015  ...    2641       2680      FU
214    214      FU2606  20251015  ...    2634       2670      FU
215    215      FU2607  20251015  ...    2626       2659      FU
216    216      FU2608  20251015  ...    2600       2634      FU
217    217      FU2609  20251015  ...    2594       2628      FU
218    218      FU2610  20251015  ...    2584       2615      FU
219    219      BU2510  20251015  ...    3470       3470      BU
220    220      BU2511  20251015  ...    3261       3286      BU
221    221      BU2512  20251015  ...    3185       3208      BU
222    222      BU2601  20251015  ...    3149       3166      BU
223    223      BU2602  20251015  ...    3157       3172      BU
224    224      BU2603  20251015  ...    3180       3193      BU
225    225      BU2604  20251015  ...    3188       3191      BU
226    226      BU2605  20251015  ...    3194       3206      BU
227    227      BU2606  20251015  ...    3199       3207      BU
228    228      BU2607  20251015  ...    3222       3222      BU
229    229      BU2608  20251015  ...    3202       3197      BU
230    230      BU2609  20251015  ...    3202       3207      BU
231    231      BU2612  20251015  ...    3148       3155      BU
232    232      BU2703  20251015  ...    3161       3172      BU
233    233      BU2706  20251015  ...    3168       3175      BU
234    234      BU2709  20251015  ...    3172       3198      BU
235    235      BR2510  20251015  ...   10670      10670      BR
236    236      BR2511  20251015  ...   10805      10825      BR
237    237      BR2512  20251015  ...   10745      10790      BR
238    238      BR2601  20251015  ...   10740      10790      BR
239    239      BR2602  20251015  ...   10755      10780      BR
240    240      BR2603  20251015  ...   10760      10770      BR
241    241      BR2604  20251015  ...   10795      10795      BR
242    242      BR2605  20251015  ...   10800      10805      BR
243    243      BR2606  20251015  ...   10865      10810      BR
244    244      BR2607  20251015  ...   11025      11035      BR
245    245      BR2608  20251015  ...   11040      11040      BR
246    246      BR2609  20251015  ...   11080      11080      BR
247    247      RU2510  20251015  ...   14030      14165      RU
248    248      RU2511  20251015  ...   14095      14060      RU
249    249      RU2601  20251015  ...   14850      14855      RU
250    250      RU2603  20251015  ...   14835      14815      RU
251    251      RU2604  20251015  ...   14860      14855      RU
252    252      RU2605  20251015  ...   14855      14845      RU
253    253      RU2606  20251015  ...   14865      14850      RU
254    254      RU2607  20251015  ...   14905      14900      RU
255    255      RU2608  20251015  ...   14915      14925      RU
256    256      RU2609  20251015  ...   14905      14880      RU
257    257      NR2510  20251015  ...   12105      11925      NR
258    258      NR2511  20251015  ...   12110      11990      NR
259    259      NR2512  20251015  ...   12085      11985      NR
260    260      NR2601  20251015  ...   12075      11995      NR
261    261      NR2602  20251015  ...   12055      11995      NR
262    262      NR2603  20251015  ...   12085      12020      NR
263    263      NR2604  20251015  ...   12050      12000      NR
264    264      NR2605  20251015  ...   12045      12020      NR
265    265      NR2606  20251015  ...   12110      12040      NR
266    266      NR2607  20251015  ...   12155      12115      NR
267    267      NR2608  20251015  ...   12090      12145      NR
268    268      NR2609  20251015  ...   12185      12250      NR
269    269      SP2510  20251015  ...    4812       4812      SP
270    270      SP2511  20251015  ...    4854       4840      SP
271    271      SP2512  20251015  ...    4878       4864      SP
272    272      SP2601  20251015  ...    5174       5160      SP
273    273      SP2602  20251015  ...    5188       5170      SP
274    274      SP2603  20251015  ...    5206       5194      SP
275    275      SP2604  20251015  ...    5226       5206      SP
276    276      SP2605  20251015  ...    5240       5226      SP
277    277      SP2606  20251015  ...    5252       5234      SP
278    278      SP2607  20251015  ...    5248       5234      SP
279    279      SP2608  20251015  ...    5248       5240      SP
280    280      SP2609  20251015  ...    5244       5238      SP
281    281      OP2601  20251015  ...    4214       4208      OP
282    282      OP2602  20251015  ...    4224       4224      OP
283    283      OP2603  20251015  ...    4216       4218      OP
284    284      OP2604  20251015  ...    4232       4240      OP
285    285      OP2605  20251015  ...    4236       4232      OP
286    286      OP2606  20251015  ...    4202       4202      OP
287    287      OP2607  20251015  ...    4242       4242      OP
288    288      OP2608  20251015  ...    4268       4274      OP
289    289      OP2609  20251015  ...    4220       4220      OP
290    290      EC2510  20251015  ...  1128.2     1134.4      EC
291    291      EC2512  20251015  ...  1713.4       1639      EC
292    292      EC2602  20251015  ...  1481.1     1416.6      EC
293    293      EC2604  20251015  ...  1148.9     1112.5      EC
294    294      EC2606  20251015  ...  1315.7     1286.2      EC
295    295      EC2608  20251015  ...  1458.2     1424.4      EC
296    296  SC_TAS2511  20251015  ...                     SC_TAS
297    297  SC_TAS2512  20251015  ...                     SC_TAS
298    298  SC_TAS2601  20251015  ...                     SC_TAS
299    299  SC_TAS2602  20251015  ...                     SC_TAS

[300 rows x 13 columns]
2025-10-17 18:26:25,972 - future_1d - INFO - ak.get_shfe_daily('2025-10-15') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251015  7196.600  ...  7272.000    7159.800       IC
1   IC2511  20251015  7090.800  ...  7190.400    7072.000       IC
2   IC2512  20251015  7068.000  ...  7134.400    7018.600       IC
3   IC2603  20251015  6880.000  ...  6972.000    6857.000       IC
4   IF2510  20251015  4544.000  ...  4596.400    4531.000       IF
5   IF2511  20251015  4532.200  ...  4583.800    4513.400       IF
6   IF2512  20251015  4522.000  ...  4572.600    4499.200       IF
7   IF2603  20251015  4496.000  ...  4551.200    4477.200       IF
8   IH2510  20251015  2967.000  ...  2996.800    2958.400       IH
9   IH2511  20251015  2964.200  ...  2994.000    2952.200       IH
10  IH2512  20251015  2968.000  ...  2995.000    2953.000       IH
11  IH2603  20251015  2965.200  ...  2996.000    2953.800       IH
12  IM2510  20251015  7377.800  ...  7451.600    7338.200       IM
13  IM2511  20251015  7260.000  ...  7357.600    7234.400       IM
14  IM2512  20251015  7194.800  ...  7273.800    7148.600       IM
15  IM2603  20251015  6949.000  ...  7054.200    6926.000       IM
16   T2512  20251015   108.105  ...   108.100     108.190        T
17   T2603  20251015   107.785  ...   107.780     107.880        T
18   T2606  20251015   107.660  ...   107.705     107.795        T
19  TF2512  20251015   105.740  ...   105.715     105.765       TF
20  TF2603  20251015   105.630  ...   105.610     105.650       TF
21  TF2606  20251015   105.575  ...   105.615     105.650       TF
22  TL2512  20251015   114.450  ...   114.480     114.740       TL
23  TL2603  20251015   113.940  ...   114.160     114.420       TL
24  TL2606  20251015   114.170  ...   114.100     114.360       TL
25  TS2512  20251015   102.382  ...   102.372     102.386       TS
26  TS2603  20251015   102.292  ...   102.274     102.292       TS
27  TS2606  20251015   102.312  ...   102.316     102.334       TS

[28 rows x 12 columns]
2025-10-17 18:26:26,152 - future_1d - INFO - ak.get_cffex_daily('2025-10-15') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251015      0.0  ...  50755.0     49980.0       PS
1   PS2511  20251015  49975.0  ...  50805.0     49205.0       PS
2   PS2512  20251015  52595.0  ...  53270.0     51630.0       PS
3   PS2601  20251015  52050.0  ...  53165.0     51570.0       PS
4   PS2602  20251015  52050.0  ...  52840.0     51585.0       PS
5   PS2603  20251015  52030.0  ...  52690.0     51545.0       PS
6   PS2604  20251015  51925.0  ...  52600.0     51450.0       PS
7   PS2605  20251015  51800.0  ...  52730.0     51340.0       PS
8   PS2606  20251015  53000.0  ...  54525.0     53195.0       PS
9   PS2607  20251015  53105.0  ...  54410.0     53105.0       PS
10  PS2608  20251015  53125.0  ...  54125.0     52925.0       PS
11  PS2609  20251015  53015.0  ...  53855.0     52655.0       PS
13  SI2510  20251015   8585.0  ...   8620.0      8555.0       SI
14  SI2511  20251015   8495.0  ...   8595.0      8580.0       SI
15  SI2512  20251015   8910.0  ...   8965.0      8970.0       SI
16  SI2601  20251015   8835.0  ...   8905.0      8905.0       SI
17  SI2602  20251015   8800.0  ...   8885.0      8915.0       SI
18  SI2603  20251015   8925.0  ...   8910.0      8980.0       SI
19  SI2604  20251015   8870.0  ...   8940.0      8900.0       SI
20  SI2605  20251015   8850.0  ...   8935.0      8925.0       SI
21  SI2606  20251015   8935.0  ...   8960.0      8930.0       SI
22  SI2607  20251015   8885.0  ...   8935.0      8940.0       SI
23  SI2608  20251015      0.0  ...   8960.0      8960.0       SI
24  SI2609  20251015   8930.0  ...   8975.0      8980.0       SI
27  LC2510  20251015  73120.0  ...  73220.0     72720.0       LC
28  LC2511  20251015  73000.0  ...  73100.0     73160.0       LC
29  LC2512  20251015  72900.0  ...  73200.0     73220.0       LC
30  LC2601  20251015  73140.0  ...  73200.0     73160.0       LC
31  LC2602  20251015  73000.0  ...  73100.0     72960.0       LC
32  LC2603  20251015  72640.0  ...  72980.0     73080.0       LC
33  LC2604  20251015  73260.0  ...  73640.0     73680.0       LC
34  LC2605  20251015  73180.0  ...  73680.0     73660.0       LC
35  LC2606  20251015  73400.0  ...  73620.0     73600.0       LC
36  LC2607  20251015  73400.0  ...  73560.0     73560.0       LC
37  LC2608  20251015  73600.0  ...  73840.0     73720.0       LC
38  LC2609  20251015  73960.0  ...  73940.0     73800.0       LC

[36 rows x 12 columns]
2025-10-17 18:26:26,384 - future_1d - INFO - ak.get_gfex_daily('2025-10-15') done
2025-10-17 18:26:28,172 - future_1d - INFO - save future_daily 2025-10-15 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251016   9185.0   9185.0  ...      266.28   9182.0      9160.0       AP
1    AP511  20251016   8694.0   8734.0  ...     4660.57   8631.0      8695.0       AP
2    AP512  20251016   8661.0   8661.0  ...     3014.99   8565.0      8660.0       AP
3    AP601  20251016   8677.0   8691.0  ...  1123836.67   8565.0      8668.0       AP
4    AP603  20251016   8594.0   8594.0  ...     1225.84   8454.0      8572.0       AP
5    AP604  20251016   8618.0   8622.0  ...      603.96   8506.0      8607.0       AP
6    AP605  20251016   8678.0   8705.0  ...    81915.60   8553.0      8678.0       AP
7    CF511  20251016  13285.0  13395.0  ...    52906.93  13355.0     13275.0       CF
8    CF601  20251016  13260.0  13335.0  ...  1114456.10  13290.0     13255.0       CF
9    CF603  20251016  13290.0  13355.0  ...   120126.53  13310.0     13285.0       CF
10   CF605  20251016  13325.0  13390.0  ...   209550.20  13345.0     13315.0       CF
11   CF607  20251016  13335.0  13400.0  ...     1103.38  13375.0     13345.0       CF
12   CF609  20251016  13495.0  13545.0  ...     2839.98  13525.0     13495.0       CF
13   CJ512  20251016  10945.0  11220.0  ...     5706.67  11115.0     10975.0       CJ
14   CJ601  20251016  11100.0  11375.0  ...  1285269.52  11240.0     11105.0       CJ
15   CJ603  20251016  11060.0  11310.0  ...    13742.26  11200.0     11055.0       CJ
16   CJ605  20251016  11185.0  11420.0  ...   201495.93  11310.0     11185.0       CJ
17   CJ607  20251016  11290.0  11500.0  ...     3395.35  11415.0     11270.0       CJ
18   CJ609  20251016  11400.0  11625.0  ...     2964.85  11535.0     11405.0       CJ
19   CY510  20251016      0.0      0.0  ...        0.00  19475.0     19395.0       CY
20   CY511  20251016  19675.0  19770.0  ...     2464.93  19720.0     19675.0       CY
21   CY512  20251016      0.0      0.0  ...        0.00  19150.0     19100.0       CY
22   CY601  20251016  19310.0  19415.0  ...    94728.78  19375.0     19295.0       CY
23   CY602  20251016      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251016      0.0      0.0  ...        0.00  19540.0     19540.0       CY
25   CY604  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251016      0.0      0.0  ...        0.00  19570.0     19555.0       CY
27   CY606  20251016      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251016      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251016      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251016      0.0      0.0  ...        0.00  19725.0     19725.0       CY
31   FG510  20251016      0.0      0.0  ...        0.00   1024.0      1024.0       FG
32   FG511  20251016   1024.0   1042.0  ...    24408.65   1031.0      1031.0       FG
33   FG512  20251016   1139.0   1151.0  ...    92643.61   1138.0      1137.0       FG
34   FG601  20251016   1137.0   1148.0  ...  3410490.29   1137.0      1134.0       FG
35   FG602  20251016   1206.0   1217.0  ...    36946.81   1204.0      1203.0       FG
36   FG603  20251016   1211.0   1219.0  ...   110594.34   1206.0      1206.0       FG
37   FG604  20251016   1279.0   1285.0  ...      589.81   1271.0      1273.0       FG
38   FG605  20251016   1274.0   1285.0  ...   132654.29   1271.0      1273.0       FG
39   FG606  20251016   1316.0   1325.0  ...      835.95   1310.0      1312.0       FG
40   FG607  20251016   1318.0   1318.0  ...      879.77   1301.0      1304.0       FG
41   FG608  20251016   1355.0   1360.0  ...     1119.94   1353.0      1356.0       FG
42   FG609  20251016   1357.0   1360.0  ...     5266.15   1353.0      1356.0       FG
43   JR511  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251016      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251016      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251016      0.0      0.0  ...        0.00   2245.0      2245.0       MA
52   MA511  20251016   2280.0   2302.0  ...    11338.26   2282.0      2277.0       MA
53   MA512  20251016   2301.0   2312.0  ...    88851.39   2293.0      2287.0       MA
54   MA601  20251016   2299.0   2320.0  ...  1764885.50   2296.0      2292.0       MA
55   MA602  20251016   2321.0   2342.0  ...    55981.34   2316.0      2308.0       MA
56   MA603  20251016   2329.0   2351.0  ...   101811.39   2328.0      2322.0       MA
57   MA604  20251016   2318.0   2344.0  ...       60.69   2334.0      2319.0       MA
58   MA605  20251016   2320.0   2327.0  ...   224906.55   2314.0      2308.0       MA
59   MA606  20251016   2321.0   2322.0  ...       53.18   2312.0      2312.0       MA
60   MA607  20251016   2300.0   2303.0  ...       41.30   2295.0      2292.0       MA
61   MA608  20251016   2283.0   2297.0  ...       16.04   2291.0      2281.0       MA
62   MA609  20251016   2272.0   2283.0  ...     2879.63   2266.0      2266.0       MA
63   OI511  20251016  10093.0  10132.0  ...    27428.07  10099.0     10099.0       OI
64   OI601  20251016   9935.0   9972.0  ...  1585087.06   9937.0      9939.0       OI
65   OI603  20251016   9737.0   9759.0  ...   185129.21   9735.0      9706.0       OI
66   OI605  20251016   9506.0   9517.0  ...    64679.88   9494.0      9485.0       OI
67   OI607  20251016   9456.0   9466.0  ...      982.26   9445.0      9420.0       OI
68   OI609  20251016   9404.0   9427.0  ...      960.26   9414.0      9401.0       OI
69   PF510  20251016   6080.0   6120.0  ...       48.72   6090.0      6088.0       PF
70   PF511  20251016   6084.0   6122.0  ...    48420.17   6098.0      6072.0       PF
71   PF512  20251016   6062.0   6098.0  ...   478410.44   6072.0      6040.0       PF
72   PF601  20251016   6090.0   6114.0  ...    94846.20   6088.0      6054.0       PF
73   PF602  20251016   6040.0   6100.0  ...   206910.32   6066.0      6024.0       PF
74   PF603  20251016   6026.0   6090.0  ...    62719.05   6052.0      6016.0       PF
75   PF604  20251016   6102.0   6140.0  ...      115.97   6104.0      6088.0       PF
76   PF605  20251016   6118.0   6138.0  ...      262.80   6112.0      6096.0       PF
77   PF606  20251016   6098.0   6102.0  ...        6.10   6100.0      6100.0       PF
78   PF607  20251016   6116.0   6154.0  ...        6.14   6136.0      6124.0       PF
79   PF608  20251016   6182.0   6182.0  ...        3.09   6182.0      6140.0       PF
80   PF609  20251016   6150.0   6198.0  ...       12.35   6174.0      6154.0       PF
81   PK510  20251016      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251016   7900.0   7900.0  ...    67678.11   7806.0      7884.0       PK
83   PK512  20251016   7930.0   7944.0  ...   157584.11   7890.0      7958.0       PK
84   PK601  20251016   8060.0   8060.0  ...   518144.61   7998.0      8058.0       PK
85   PK603  20251016   8110.0   8110.0  ...   159904.99   8058.0      8084.0       PK
86   PK604  20251016   8092.0   8094.0  ...     1344.17   8050.0      8086.0       PK
87   PK605  20251016   8126.0   8126.0  ...    22406.29   8074.0      8110.0       PK
88   PL601  20251016   6093.0   6124.0  ...   104191.85   6087.0      6085.0       PL
89   PL602  20251016   6116.0   6158.0  ...    32973.02   6124.0      6124.0       PL
90   PL603  20251016   6130.0   6159.0  ...    21462.11   6129.0      6124.0       PL
91   PL604  20251016      0.0      0.0  ...        0.00   6132.0      6132.0       PL
92   PL605  20251016   6097.0   6114.0  ...       36.63   6106.0      6080.0       PL
93   PL606  20251016      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251016   6103.0   6138.0  ...       73.43   6120.0      6211.0       PL
95   PL608  20251016   6106.0   6106.0  ...       12.21   6106.0      6277.0       PL
96   PL609  20251016      0.0      0.0  ...        0.00   6232.0      6232.0       PL
97   PM511  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251016      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251016   5586.0   5586.0  ...       16.76   5586.0      5638.0       PR
104  PR511  20251016   5582.0   5618.0  ...    20178.12   5596.0      5568.0       PR
105  PR512  20251016   5596.0   5622.0  ...   346068.28   5592.0      5560.0       PR
106  PR601  20251016   5562.0   5590.0  ...   356592.49   5560.0      5532.0       PR
107  PR602  20251016   5610.0   5632.0  ...   109032.49   5612.0      5576.0       PR
108  PR603  20251016   5590.0   5622.0  ...      117.65   5602.0      5574.0       PR
109  PR604  20251016   5600.0   5622.0  ...       50.45   5606.0      5594.0       PR
110  PR605  20251016   5620.0   5650.0  ...      118.09   5624.0      5612.0       PR
111  PR606  20251016   5656.0   5656.0  ...        8.48   5656.0      5652.0       PR
112  PR607  20251016   5660.0   5660.0  ...       25.45   5656.0      5670.0       PR
113  PR608  20251016      0.0      0.0  ...        0.00   5702.0      5688.0       PR
114  PR609  20251016   5678.0   5678.0  ...        8.52   5678.0      5692.0       PR
115  PX510  20251016      0.0      0.0  ...     3156.00   6326.0      6326.0       PX
116  PX511  20251016   6370.0   6392.0  ...    51062.42   6356.0      6316.0       PX
117  PX512  20251016   6358.0   6390.0  ...   116295.88   6354.0      6304.0       PX
118  PX601  20251016   6342.0   6386.0  ...   553914.28   6346.0      6296.0       PX
119  PX602  20251016   6354.0   6398.0  ...   202869.55   6356.0      6314.0       PX
120  PX603  20251016   6356.0   6400.0  ...   146825.16   6358.0      6320.0       PX
121  PX604  20251016   6358.0   6358.0  ...        3.18   6358.0      6344.0       PX
122  PX605  20251016   6398.0   6422.0  ...     3027.79   6394.0      6342.0       PX
123  PX606  20251016   6418.0   6426.0  ...       12.85   6424.0      6352.0       PX
124  PX607  20251016      0.0      0.0  ...        0.00   6418.0      6374.0       PX
125  PX608  20251016      0.0      0.0  ...        0.00   6434.0      6386.0       PX
126  PX609  20251016   6450.0   6454.0  ...        9.68   6452.0      6394.0       PX
127  RI511  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251016      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251016   2385.0   2409.0  ...     2813.23   2398.0      2387.0       RM
134  RM601  20251016   2361.0   2377.0  ...   328359.72   2365.0      2359.0       RM
135  RM603  20251016   2301.0   2313.0  ...     2947.40   2304.0      2297.0       RM
136  RM605  20251016   2300.0   2310.0  ...    68500.38   2302.0      2295.0       RM
137  RM607  20251016   2288.0   2299.0  ...     8377.28   2294.0      2286.0       RM
138  RM608  20251016   2396.0   2405.0  ...      309.84   2402.0      2393.0       RM
139  RM609  20251016   2389.0   2399.0  ...     2420.57   2394.0      2388.0       RM
140  RS511  20251016   5270.0   5275.0  ...       31.53   5256.0      5236.0       RS
141  RS607  20251016      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251016      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251016      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251016   1140.0   1148.0  ...      618.84   1138.0      1151.0       SA
145  SA511  20251016   1160.0   1166.0  ...    24200.26   1155.0      1162.0       SA
146  SA512  20251016   1225.0   1228.0  ...   161424.89   1217.0      1220.0       SA
147  SA601  20251016   1235.0   1240.0  ...  2821122.25   1227.0      1231.0       SA
148  SA602  20251016   1271.0   1277.0  ...   100529.67   1262.0      1267.0       SA
149  SA603  20251016   1286.0   1286.0  ...   189753.42   1269.0      1273.0       SA
150  SA604  20251016   1318.0   1322.0  ...      839.13   1311.0      1314.0       SA
151  SA605  20251016   1312.0   1327.0  ...   126298.26   1317.0      1319.0       SA
152  SA606  20251016   1335.0   1344.0  ...      777.83   1336.0      1339.0       SA
153  SA607  20251016   1337.0   1348.0  ...     1115.16   1340.0      1343.0       SA
154  SA608  20251016   1376.0   1383.0  ...      395.93   1375.0      1380.0       SA
155  SA609  20251016   1385.0   1389.0  ...     4943.81   1382.0      1385.0       SA
156  SF510  20251016   5250.0   5300.0  ...      147.45   5266.0      5226.0       SF
157  SF511  20251016   5374.0   5482.0  ...   153306.18   5430.0      5410.0       SF
158  SF512  20251016   5342.0   5470.0  ...    66454.87   5434.0      5388.0       SF
159  SF601  20251016   5332.0   5456.0  ...   423091.83   5410.0      5370.0       SF
160  SF602  20251016   5286.0   5414.0  ...    68186.85   5362.0      5314.0       SF
161  SF603  20251016   5464.0   5586.0  ...   108780.59   5532.0      5490.0       SF
162  SF604  20251016   5468.0   5538.0  ...        5.50   5504.0      5438.0       SF
163  SF605  20251016   5420.0   5556.0  ...     4437.25   5498.0      5464.0       SF
164  SF606  20251016   5410.0   5508.0  ...       51.68   5440.0      5436.0       SF
165  SF607  20251016   5580.0   5674.0  ...       47.85   5630.0      5602.0       SF
166  SF608  20251016   5632.0   5632.0  ...        2.82   5632.0      5598.0       SF
167  SF609  20251016   5554.0   5660.0  ...      106.79   5620.0      5582.0       SF
168  SH510  20251016      0.0      0.0  ...        0.00   2417.0      2400.0       SH
169  SH511  20251016   2418.0   2433.0  ...    35385.91   2424.0      2407.0       SH
170  SH512  20251016   2468.0   2487.0  ...   112669.73   2475.0      2458.0       SH
171  SH601  20251016   2446.0   2465.0  ...  1942132.93   2451.0      2434.0       SH
172  SH602  20251016   2475.0   2495.0  ...   297506.00   2477.0      2466.0       SH
173  SH603  20251016   2492.0   2501.0  ...   247580.43   2483.0      2475.0       SH
174  SH604  20251016   2537.0   2545.0  ...      144.76   2540.0      2526.0       SH
175  SH605  20251016   2541.0   2557.0  ...    12971.32   2546.0      2535.0       SH
176  SH606  20251016   2581.0   2585.0  ...       46.51   2584.0      2564.0       SH
177  SH607  20251016   2585.0   2588.0  ...       85.28   2584.0      2568.0       SH
178  SH608  20251016   2598.0   2612.0  ...       23.46   2607.0      2592.0       SH
179  SH609  20251016   2597.0   2610.0  ...      148.52   2606.0      2596.0       SH
180  SM510  20251016   5610.0   5642.0  ...     1174.49   5634.0      5660.0       SM
181  SM511  20251016   5690.0   5772.0  ...    16696.96   5744.0      5754.0       SM
182  SM512  20251016   5726.0   5780.0  ...   286597.53   5760.0      5762.0       SM
183  SM601  20251016   5734.0   5786.0  ...   371676.15   5758.0      5766.0       SM
184  SM602  20251016   5738.0   5788.0  ...    85538.56   5766.0      5770.0       SM
185  SM603  20251016   5736.0   5798.0  ...   312946.90   5778.0      5782.0       SM
186  SM604  20251016      0.0      0.0  ...        0.00   5788.0      5802.0       SM
187  SM605  20251016   5766.0   5816.0  ...    13157.59   5796.0      5794.0       SM
188  SM606  20251016      0.0      0.0  ...        0.00   5796.0      5796.0       SM
189  SM607  20251016      0.0      0.0  ...        0.00   5800.0      5790.0       SM
190  SM608  20251016      0.0      0.0  ...        0.00   5808.0      5794.0       SM
191  SM609  20251016   5800.0   5846.0  ...      705.19   5828.0      5826.0       SM
192  SR511  20251016   5414.0   5414.0  ...    16599.07   5395.0      5427.0       SR
193  SR601  20251016   5394.0   5412.0  ...   780361.11   5403.0      5402.0       SR
194  SR603  20251016   5381.0   5395.0  ...   165285.78   5387.0      5388.0       SR
195  SR605  20251016   5365.0   5377.0  ...    64185.43   5368.0      5373.0       SR
196  SR607  20251016   5370.0   5384.0  ...     1591.05   5375.0      5384.0       SR
197  SR609  20251016   5382.0   5393.0  ...     3960.57   5381.0      5394.0       SR
198  TA510  20251016   4382.0   4410.0  ...     2056.70   4400.0      4370.0       TA
199  TA511  20251016   4400.0   4430.0  ...    44114.52   4410.0      4378.0       TA
200  TA512  20251016   4410.0   4446.0  ...   151516.62   4420.0      4394.0       TA
201  TA601  20251016   4442.0   4466.0  ...  1398005.58   4442.0      4412.0       TA
202  TA602  20251016   4460.0   4480.0  ...   153250.12   4452.0      4424.0       TA
203  TA603  20251016   4480.0   4496.0  ...    79583.40   4470.0      4438.0       TA
204  TA604  20251016   4488.0   4504.0  ...       38.07   4480.0      4456.0       TA
205  TA605  20251016   4490.0   4524.0  ...    91544.22   4504.0      4474.0       TA
206  TA606  20251016   4520.0   4526.0  ...       15.84   4524.0      4476.0       TA
207  TA607  20251016      0.0      0.0  ...        0.00   4526.0      4492.0       TA
208  TA608  20251016      0.0      0.0  ...        0.00   4538.0      4526.0       TA
209  TA609  20251016   4532.0   4550.0  ...     1390.92   4538.0      4512.0       TA
210  UR510  20251016   1495.0   1495.0  ...      301.99   1495.0      1495.0       UR
211  UR511  20251016   1575.0   1585.0  ...    11581.73   1573.0      1580.0       UR
212  UR512  20251016   1585.0   1597.0  ...    31846.83   1587.0      1590.0       UR
213  UR601  20251016   1599.0   1610.0  ...   495547.68   1597.0      1604.0       UR
214  UR602  20251016   1606.0   1617.0  ...    18143.87   1608.0      1612.0       UR
215  UR603  20251016   1665.0   1668.0  ...      238.29   1655.0      1666.0       UR
216  UR604  20251016   1667.0   1673.0  ...       36.71   1669.0      1669.0       UR
217  UR605  20251016   1669.0   1680.0  ...    46618.44   1670.0      1674.0       UR
218  UR606  20251016   1670.0   1686.0  ...      338.12   1674.0      1680.0       UR
219  UR607  20251016   1703.0   1719.0  ...       81.94   1707.0      1708.0       UR
220  UR608  20251016   1700.0   1715.0  ...      102.37   1706.0      1707.0       UR
221  UR609  20251016   1700.0   1712.0  ...      446.55   1704.0      1707.0       UR
222  WH511  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251016      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251016      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:26:32,996 - future_1d - INFO - ak.get_czce_daily('2025-10-16') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2511  20251016   446.7  ...   443.2      443.2      SC
1       SC2512  20251016   449.6  ...   445.6      444.9      SC
2       SC2601  20251016     450  ...     446      445.5      SC
3       SC2602  20251016     448  ...   446.7      445.9      SC
4       SC2603  20251016   449.5  ...   447.3      447.3      SC
5       SC2604  20251016   452.9  ...   448.3      448.5      SC
6       SC2605  20251016   451.2  ...   449.4      448.9      SC
7       SC2606  20251016   451.9  ...   449.9      450.1      SC
8       SC2607  20251016   453.3  ...   451.9        450      SC
9       SC2608  20251016     448  ...   452.2      450.6      SC
10      SC2609  20251016   453.2  ...   451.7      450.6      SC
11      SC2610  20251016          ...   449.7      449.7      SC
12      SC2612  20251016   451.8  ...   451.8      451.5      SC
13      SC2703  20251016          ...   450.7      448.6      SC
14      SC2706  20251016          ...   453.6      453.6      SC
15      SC2709  20251016          ...   450.2      449.9      SC
16      SC2712  20251016   450.6  ...   450.6        455      SC
17      SC2803  20251016          ...   449.9        449      SC
18      SC2806  20251016   456.9  ...   453.5        448      SC
19      SC2809  20251016     450  ...   451.8      448.9      SC
21      LU2511  20251016    3164  ...    3147       3141      LU
22      LU2512  20251016    3175  ...    3163       3158      LU
23      LU2601  20251016    3179  ...    3163       3161      LU
24      LU2602  20251016    3182  ...    3166       3162      LU
25      LU2603  20251016    3197  ...    3165       3160      LU
26      LU2604  20251016    3191  ...    3176       3161      LU
27      LU2605  20251016    3190  ...    3184       3163      LU
28      LU2606  20251016    3190  ...    3192       3160      LU
29      LU2607  20251016    3191  ...    3191       3175      LU
30      LU2608  20251016    3197  ...    3192       3173      LU
31      LU2609  20251016    3197  ...    3192       3159      LU
32      LU2610  20251016    3182  ...    3185       3152      LU
34      NR2511  20251016   12240  ...   12295      12110      NR
35      NR2512  20251016   12205  ...   12245      12085      NR
36      NR2601  20251016   12215  ...   12215      12075      NR
37      NR2602  20251016   12120  ...   12195      12055      NR
38      NR2603  20251016   12105  ...   12185      12085      NR
39      NR2604  20251016   12110  ...   12145      12050      NR
40      NR2605  20251016   12065  ...   12165      12045      NR
41      NR2606  20251016          ...   12140      12110      NR
42      NR2607  20251016   12100  ...   12100      12155      NR
43      NR2608  20251016          ...   12090      12090      NR
44      NR2609  20251016   12180  ...   12180      12185      NR
45      NR2610  20251016          ...   12185      12185      NR
47      BC2511  20251016   75750  ...   75500      75490      BC
48      BC2512  20251016   75850  ...   75590      75350      BC
49      BC2601  20251016          ...   76570      76860      BC
50      BC2602  20251016          ...   75800      75800      BC
51      BC2603  20251016          ...   75870      75870      BC
52      BC2604  20251016          ...   76520      76520      BC
53      BC2605  20251016          ...   75900      75900      BC
54      BC2606  20251016          ...   75880      75880      BC
55      BC2607  20251016          ...   76570      76570      BC
56      BC2608  20251016          ...   75800      75800      BC
57      BC2609  20251016          ...   76130      76130      BC
58      BC2610  20251016          ...   76130      76130      BC
60      EC2510  20251016    1120  ...    1112     1128.2      EC
61      EC2512  20251016  1690.1  ...    1663     1713.4      EC
62      EC2602  20251016  1452.5  ...  1427.9     1481.1      EC
63      EC2604  20251016    1133  ...  1114.5     1148.9      EC
64      EC2606  20251016  1306.6  ...  1283.7     1315.7      EC
65      EC2608  20251016  1440.4  ...  1418.2     1458.2      EC
68  SC_TAS2511  20251016          ...                     SC_TAS
69  SC_TAS2512  20251016          ...                     SC_TAS
70  SC_TAS2601  20251016          ...                     SC_TAS
71  SC_TAS2602  20251016          ...                     SC_TAS

[66 rows x 12 columns]
2025-10-17 18:26:33,089 - future_1d - INFO - ak.get_ine_daily('2025-10-16') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251016   3971.00  ...   4000.00     3969.00        A
1     a2601  20251016   4002.00  ...   4020.00     3988.00        A
2     a2603  20251016   4001.00  ...   4022.00     3992.00        A
3     a2605  20251016   4026.00  ...   4053.00     4026.00        A
4     a2607  20251016   4032.00  ...   4049.00     4025.00        A
5     a2609  20251016   4033.00  ...   4053.00     4026.00        A
6     b2510  20251016      0.00  ...   3600.00     3600.00        B
7     b2511  20251016   3609.00  ...   3604.00     3603.00        B
8     b2512  20251016   3623.00  ...   3619.00     3614.00        B
9     b2601  20251016   3631.00  ...   3631.00     3624.00        B
10    b2602  20251016   3634.00  ...   3641.00     3632.00        B
11    b2603  20251016   3600.00  ...   3603.00     3594.00        B
12    b2604  20251016   3509.00  ...   3509.00     3508.00        B
13    b2605  20251016   3447.00  ...   3447.00     3442.00        B
14    b2606  20251016   3413.00  ...   3418.00     3414.00        B
15    b2607  20251016   3425.00  ...   3424.00     3420.00        B
16    b2608  20251016   3521.00  ...   3520.00     3516.00        B
17    b2609  20251016   3546.00  ...   3544.00     3536.00        B
18   bb2511  20251016      0.00  ...    144.50      144.50       BB
19   bb2601  20251016    147.35  ...    147.35      146.95       BB
20   bb2603  20251016    146.80  ...    146.90      147.10       BB
21   bb2605  20251016      0.00  ...    147.70      147.70       BB
22   bb2607  20251016      0.00  ...    152.40      152.60       BB
23   bb2609  20251016      0.00  ...    152.40      152.60       BB
24   bz2603  20251016   5595.00  ...   5589.00     5585.00       BZ
25   bz2604  20251016   5586.00  ...   5593.00     5576.00       BZ
26   bz2605  20251016   5586.00  ...   5571.00     5588.00       BZ
27   bz2606  20251016   5517.00  ...   5597.00     5573.00       BZ
28   bz2607  20251016   5530.00  ...   5530.00     5660.00       BZ
29   bz2608  20251016      0.00  ...   5601.00     5601.00       BZ
30   bz2609  20251016      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251016   2107.00  ...   2106.00     2097.00        C
32    c2601  20251016   2124.00  ...   2131.00     2119.00        C
33    c2603  20251016   2157.00  ...   2161.00     2148.00        C
34    c2605  20251016   2218.00  ...   2227.00     2208.00        C
35    c2607  20251016   2232.00  ...   2240.00     2223.00        C
36    c2609  20251016   2247.00  ...   2255.00     2238.00        C
37   cs2511  20251016   2399.00  ...   2389.00     2390.00       CS
38   cs2601  20251016   2415.00  ...   2416.00     2407.00       CS
39   cs2603  20251016   2434.00  ...   2434.00     2427.00       CS
40   cs2605  20251016   2530.00  ...   2535.00     2521.00       CS
41   cs2607  20251016   2541.00  ...   2549.00     2532.00       CS
42   cs2609  20251016   2583.00  ...   2587.00     2570.00       CS
43   eb2510  20251016      0.00  ...   6442.00     6442.00       EB
44   eb2511  20251016   6550.00  ...   6524.00     6544.00       EB
45   eb2512  20251016   6611.00  ...   6552.00     6566.00       EB
46   eb2601  20251016   6622.00  ...   6597.00     6609.00       EB
47   eb2602  20251016   6686.00  ...   6648.00     6667.00       EB
48   eb2603  20251016   6737.00  ...   6711.00     6727.00       EB
49   eb2604  20251016   6764.00  ...   6741.00     6765.00       EB
50   eb2605  20251016   6804.00  ...   6714.00     6795.00       EB
51   eb2606  20251016   6837.00  ...   6809.00     6828.00       EB
52   eb2607  20251016   6881.00  ...   6836.00     6852.00       EB
53   eb2608  20251016   6815.00  ...   6840.00     6870.00       EB
54   eb2609  20251016   6851.00  ...   6896.00     6889.00       EB
55   eg2510  20251016   4086.00  ...   4092.00     4089.00       EG
56   eg2511  20251016   4094.00  ...   4071.00     4073.00       EG
57   eg2512  20251016   4059.00  ...   4053.00     4054.00       EG
58   eg2601  20251016   4057.00  ...   4056.00     4048.00       EG
59   eg2602  20251016   4060.00  ...   4082.00     4053.00       EG
60   eg2603  20251016   4071.00  ...   4073.00     4074.00       EG
61   eg2604  20251016   4124.00  ...   4150.00     4135.00       EG
62   eg2605  20251016   4138.00  ...   4144.00     4134.00       EG
63   eg2606  20251016   4123.00  ...   4159.00     4143.00       EG
64   eg2607  20251016      0.00  ...   4171.00     4171.00       EG
65   eg2608  20251016   4161.00  ...   4163.00     4170.00       EG
66   eg2609  20251016   4171.00  ...   4171.00     4202.00       EG
67   fb2510  20251016      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251016   1253.50  ...   1253.50     1256.00       FB
69   fb2512  20251016   1255.00  ...   1255.50     1256.00       FB
70   fb2601  20251016   1262.50  ...   1263.00     1264.50       FB
71   fb2602  20251016   1265.00  ...   1264.00     1270.50       FB
72   fb2603  20251016   1262.50  ...   1260.00     1264.50       FB
73   fb2604  20251016   1263.00  ...   1261.50     1264.50       FB
74   fb2605  20251016      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251016      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251016      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251016      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251016      0.00  ...   1296.00     1296.00       FB
79    i2510  20251016      0.00  ...    806.00      806.00        I
80    i2511  20251016    796.50  ...    790.50      798.00        I
81    i2512  20251016    790.50  ...    784.00      792.00        I
82    i2601  20251016    780.00  ...    772.50      780.50        I
83    i2602  20251016    775.50  ...    770.50      779.50        I
84    i2603  20251016    772.50  ...    765.50      773.50        I
85    i2604  20251016    767.00  ...    761.00      768.50        I
86    i2605  20251016    757.00  ...    750.50      759.00        I
87    i2606  20251016    751.50  ...    745.50      753.00        I
88    i2607  20251016    747.00  ...    741.00      748.50        I
89    i2608  20251016    742.50  ...    736.00      743.00        I
90    i2609  20251016    734.00  ...    729.50      736.50        I
91    j2510  20251016      0.00  ...   1600.00     1600.00        J
92    j2511  20251016   1581.50  ...   1588.00     1578.00        J
93    j2512  20251016   1611.50  ...   1611.00     1607.00        J
94    j2601  20251016   1642.00  ...   1649.00     1635.50        J
95    j2602  20251016   1670.50  ...   1674.50     1663.00        J
96    j2603  20251016   1690.50  ...   1714.50     1676.50        J
97    j2604  20251016   1774.50  ...   1765.50     1762.50        J
98    j2605  20251016   1800.00  ...   1797.00     1781.50        J
99    j2606  20251016   1805.00  ...   1820.50     1814.00        J
100   j2607  20251016      0.00  ...   1833.50     1833.50        J
101   j2608  20251016      0.00  ...   1865.00     1865.00        J
102   j2609  20251016   1870.50  ...   1876.00     1864.50        J
103  jd2510  20251016   2790.00  ...   2750.00     2708.00       JD
104  jd2511  20251016   2856.00  ...   2834.00     2848.00       JD
105  jd2512  20251016   3013.00  ...   2990.00     3021.00       JD
106  jd2601  20251016   3203.00  ...   3180.00     3209.00       JD
107  jd2602  20251016   3027.00  ...   3000.00     3026.00       JD
108  jd2603  20251016   3037.00  ...   3015.00     3037.00       JD
109  jd2604  20251016   3156.00  ...   3137.00     3157.00       JD
110  jd2605  20251016   3346.00  ...   3342.00     3343.00       JD
111  jd2606  20251016   3234.00  ...   3233.00     3233.00       JD
112  jd2607  20251016   3474.00  ...   3482.00     3471.00       JD
113  jd2608  20251016   3973.00  ...   3966.00     3966.00       JD
114  jd2609  20251016   3868.00  ...   3862.00     3867.00       JD
115  jm2510  20251016      0.00  ...    999.00      999.00       JM
116  jm2511  20251016   1034.00  ...   1057.00     1024.00       JM
117  jm2512  20251016   1088.00  ...   1098.50     1080.50       JM
118  jm2601  20251016   1155.00  ...   1162.00     1147.00       JM
119  jm2602  20251016   1181.00  ...   1188.00     1172.50       JM
120  jm2603  20251016   1198.00  ...   1208.50     1190.00       JM
121  jm2604  20251016   1214.00  ...   1227.00     1204.50       JM
122  jm2605  20251016   1236.50  ...   1244.00     1222.00       JM
123  jm2606  20251016   1241.50  ...   1267.00     1241.50       JM
124  jm2607  20251016   1274.50  ...   1282.00     1262.50       JM
125  jm2608  20251016   1282.50  ...   1303.00     1284.50       JM
126  jm2609  20251016   1315.00  ...   1327.50     1305.00       JM
127   l2510  20251016      0.00  ...   6856.00     6856.00        L
128   l2511  20251016   6898.00  ...   6889.00     6895.00        L
129   l2512  20251016   6912.00  ...   6899.00     6906.00        L
130   l2601  20251016   6912.00  ...   6907.00     6908.00        L
131   l2602  20251016   6923.00  ...   6911.00     6910.00        L
132   l2603  20251016   6945.00  ...   6926.00     6931.00        L
133   l2604  20251016   6943.00  ...   6961.00     6940.00        L
134   l2605  20251016   6957.00  ...   6947.00     6940.00        L
135   l2606  20251016   6961.00  ...   6960.00     6947.00        L
136   l2607  20251016   6954.00  ...   6977.00     6975.00        L
137   l2608  20251016   6958.00  ...   6991.00     6994.00        L
138   l2609  20251016   6978.00  ...   6983.00     6969.00        L
139  lg2511  20251016    798.00  ...    796.00      792.50       LG
140  lg2601  20251016    820.00  ...    823.50      821.00       LG
141  lg2603  20251016    829.50  ...    829.50      828.00       LG
142  lg2605  20251016    827.50  ...    830.00      829.50       LG
143  lg2607  20251016    828.00  ...    829.50      830.00       LG
144  lg2609  20251016      0.00  ...    831.50      830.00       LG
145  lh2511  20251016  11430.00  ...  11300.00    11485.00       LH
146  lh2601  20251016  12175.00  ...  11975.00    12300.00       LH
147  lh2603  20251016  11665.00  ...  11565.00    11735.00       LH
148  lh2605  20251016  12300.00  ...  12185.00    12335.00       LH
149  lh2607  20251016  13180.00  ...  12990.00    13170.00       LH
150  lh2609  20251016  13900.00  ...  13805.00    13925.00       LH
151   m2511  20251016   2885.00  ...   2893.00     2894.00        M
152   m2512  20251016   2932.00  ...   2931.00     2930.00        M
153   m2601  20251016   2913.00  ...   2915.00     2914.00        M
154   m2603  20251016   2897.00  ...   2896.00     2893.00        M
155   m2605  20251016   2738.00  ...   2741.00     2737.00        M
156   m2607  20251016   2723.00  ...   2725.00     2721.00        M
157   m2608  20251016   2848.00  ...   2848.00     2845.00        M
158   m2609  20251016   2859.00  ...   2854.00     2850.00        M
159   p2510  20251016      0.00  ...   9120.00     9120.00        P
160   p2511  20251016   9242.00  ...   9236.00     9210.00        P
161   p2512  20251016   9280.00  ...   9278.00     9262.00        P
162   p2601  20251016   9330.00  ...   9326.00     9316.00        P
163   p2602  20251016   9326.00  ...   9328.00     9330.00        P
164   p2603  20251016   9342.00  ...   9336.00     9322.00        P
165   p2604  20251016   9306.00  ...   9322.00     9290.00        P
166   p2605  20251016   9246.00  ...   9256.00     9228.00        P
167   p2606  20251016   9158.00  ...   9168.00     9142.00        P
168   p2607  20251016   9064.00  ...   9078.00     9056.00        P
169   p2608  20251016   9000.00  ...   9000.00     8976.00        P
170   p2609  20251016   8930.00  ...   8952.00     8896.00        P
171  pg2510  20251016   4350.00  ...   4340.00     4248.00       PG
172  pg2511  20251016   4165.00  ...   4199.00     4141.00       PG
173  pg2512  20251016   4030.00  ...   4079.00     3993.00       PG
174  pg2601  20251016   3947.00  ...   3987.00     3908.00       PG
175  pg2602  20251016   3868.00  ...   3897.00     3836.00       PG
176  pg2603  20251016   3783.00  ...   3818.00     3757.00       PG
177  pg2604  20251016   4164.00  ...   4193.00     4152.00       PG
178  pg2605  20251016   4086.00  ...   4113.00     4067.00       PG
179  pg2606  20251016   4020.00  ...   4053.00     4006.00       PG
180  pg2607  20251016   3958.00  ...   3980.00     3950.00       PG
181  pg2608  20251016   3938.00  ...   3944.00     3905.00       PG
182  pg2609  20251016   3879.00  ...   3869.00     3848.00       PG
183  pp2510  20251016   6482.00  ...   6482.00     6482.00       PP
184  pp2511  20251016   6539.00  ...   6524.00     6519.00       PP
185  pp2512  20251016   6572.00  ...   6571.00     6562.00       PP
186  pp2601  20251016   6597.00  ...   6598.00     6590.00       PP
187  pp2602  20251016   6584.00  ...   6594.00     6585.00       PP
188  pp2603  20251016   6594.00  ...   6587.00     6593.00       PP
189  pp2604  20251016   6630.00  ...   6641.00     6611.00       PP
190  pp2605  20251016   6653.00  ...   6643.00     6642.00       PP
191  pp2606  20251016   6622.00  ...   6609.00     6612.00       PP
192  pp2607  20251016   6608.00  ...   6591.00     6603.00       PP
193  pp2608  20251016   6621.00  ...   6639.00     6628.00       PP
194  pp2609  20251016   6680.00  ...   6666.00     6673.00       PP
195  rr2510  20251016      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251016   3624.00  ...   3615.00     3614.00       RR
197  rr2512  20251016   3607.00  ...   3606.00     3608.00       RR
198  rr2601  20251016   3627.00  ...   3626.00     3626.00       RR
199  rr2602  20251016   3617.00  ...   3614.00     3612.00       RR
200  rr2603  20251016   3613.00  ...   3612.00     3613.00       RR
201  rr2604  20251016   3615.00  ...   3615.00     3613.00       RR
202  rr2605  20251016   3609.00  ...   3609.00     3609.00       RR
203  rr2606  20251016   3610.00  ...   3606.00     3603.00       RR
204  rr2607  20251016   3617.00  ...   3611.00     3624.00       RR
205  rr2608  20251016   3601.00  ...   3601.00     3605.00       RR
206  rr2609  20251016   3608.00  ...   3608.00     3616.00       RR
207   v2510  20251016   4545.00  ...   4543.00     4561.00        V
208   v2511  20251016   4593.00  ...   4581.00     4593.00        V
209   v2512  20251016   4646.00  ...   4625.00     4635.00        V
210   v2601  20251016   4673.00  ...   4667.00     4680.00        V
211   v2602  20251016   4725.00  ...   4709.00     4727.00        V
212   v2603  20251016   4752.00  ...   4742.00     4758.00        V
213   v2604  20251016   4953.00  ...   4932.00     4953.00        V
214   v2605  20251016   4996.00  ...   4981.00     4993.00        V
215   v2606  20251016   5007.00  ...   5007.00     5028.00        V
216   v2607  20251016   5039.00  ...   5042.00     5067.00        V
217   v2608  20251016   5087.00  ...   5087.00     5102.00        V
218   v2609  20251016   5130.00  ...   5124.00     5129.00        V
219   y2511  20251016   8254.00  ...   8248.00     8246.00        Y
220   y2512  20251016   8290.00  ...   8294.00     8280.00        Y
221   y2601  20251016   8250.00  ...   8252.00     8244.00        Y
222   y2603  20251016   8196.00  ...   8214.00     8198.00        Y
223   y2605  20251016   8050.00  ...   8054.00     8040.00        Y
224   y2607  20251016   8006.00  ...   8004.00     7982.00        Y
225   y2608  20251016   8014.00  ...   8010.00     7968.00        Y
226   y2609  20251016   7966.00  ...   7966.00     7946.00        Y

[227 rows x 12 columns]
2025-10-17 18:26:33,666 - future_1d - INFO - ak.get_dce_daily('2025-10-16') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2511  20251016  ...   85040      84960      CU
1        1      CU2512  20251016  ...   85060      85000      CU
2        2      CU2601  20251016  ...   85010      84840      CU
3        3      CU2602  20251016  ...   84870      84750      CU
4        4      CU2603  20251016  ...   84830      84570      CU
5        5      CU2604  20251016  ...   84800      84860      CU
6        6      CU2605  20251016  ...   84710      84510      CU
7        7      CU2606  20251016  ...   84690      84560      CU
8        8      CU2607  20251016  ...   84460      84370      CU
9        9      CU2608  20251016  ...   84470      84550      CU
10      10      CU2609  20251016  ...   84310      84340      CU
11      11      CU2610  20251016  ...   84110      84340      CU
12      12      BC2511  20251016  ...   75500      75490      BC
13      13      BC2512  20251016  ...   75590      75350      BC
14      14      BC2601  20251016  ...   76570      76860      BC
15      15      BC2602  20251016  ...   75800      75800      BC
16      16      BC2603  20251016  ...   75870      75870      BC
17      17      BC2604  20251016  ...   76520      76520      BC
18      18      BC2605  20251016  ...   75900      75900      BC
19      19      BC2606  20251016  ...   75880      75880      BC
20      20      BC2607  20251016  ...   76570      76570      BC
21      21      BC2608  20251016  ...   75800      75800      BC
22      22      BC2609  20251016  ...   76130      76130      BC
23      23      BC2610  20251016  ...   76130      76130      BC
24      24      AL2511  20251016  ...   20910      20875      AL
25      25      AL2512  20251016  ...   20935      20895      AL
26      26      AL2601  20251016  ...   20940      20900      AL
27      27      AL2602  20251016  ...   20935      20890      AL
28      28      AL2603  20251016  ...   20955      20885      AL
29      29      AL2604  20251016  ...   20985      20910      AL
30      30      AL2605  20251016  ...   20990      20915      AL
31      31      AL2606  20251016  ...   21010      20890      AL
32      32      AL2607  20251016  ...   20970      20925      AL
33      33      AL2608  20251016  ...   20990      20930      AL
34      34      AL2609  20251016  ...   20970      20940      AL
35      35      AL2610  20251016  ...   20985      20940      AL
36      36      ZN2511  20251016  ...   21950      21995      ZN
37      37      ZN2512  20251016  ...   21980      22035      ZN
38      38      ZN2601  20251016  ...   22015      22065      ZN
39      39      ZN2602  20251016  ...   22050      22090      ZN
40      40      ZN2603  20251016  ...   22080      22125      ZN
41      41      ZN2604  20251016  ...   22120      22150      ZN
42      42      ZN2605  20251016  ...   22140      22180      ZN
43      43      ZN2606  20251016  ...   22175      22215      ZN
44      44      ZN2607  20251016  ...   22175      22200      ZN
45      45      ZN2608  20251016  ...   22225      22220      ZN
46      46      ZN2609  20251016  ...   22255      22275      ZN
47      47      ZN2610  20251016  ...   22100      22275      ZN
48      48      PB2511  20251016  ...   17115      17055      PB
49      49      PB2512  20251016  ...   17135      17085      PB
50      50      PB2601  20251016  ...   17135      17085      PB
51      51      PB2602  20251016  ...   17120      16990      PB
52      52      PB2603  20251016  ...   17170      17105      PB
53      53      PB2604  20251016  ...   17190      17190      PB
54      54      PB2605  20251016  ...   17230      17145      PB
55      55      PB2606  20251016  ...   17230      17195      PB
56      56      PB2607  20251016  ...   17160      17160      PB
57      57      PB2608  20251016  ...   17245      17200      PB
58      58      PB2609  20251016  ...   17255      17235      PB
59      59      PB2610  20251016  ...   17235      17235      PB
60      60      NI2511  20251016  ...  120920     121020      NI
61      61      NI2512  20251016  ...  121070     121170      NI
62      62      NI2601  20251016  ...  121290     121390      NI
63      63      NI2602  20251016  ...  121520     121600      NI
64      64      NI2603  20251016  ...  121790     121920      NI
65      65      NI2604  20251016  ...  122050     122100      NI
66      66      NI2605  20251016  ...  122200     122360      NI
67      67      NI2606  20251016  ...  122390     122570      NI
68      68      NI2607  20251016  ...  122720     122850      NI
69      69      NI2608  20251016  ...  123000     123210      NI
70      70      NI2609  20251016  ...  123310     123450      NI
71      71      NI2610  20251016  ...  123480     123450      NI
72      72      SN2511  20251016  ...  280030     280410      SN
73      73      SN2512  20251016  ...  280450     280740      SN
74      74      SN2601  20251016  ...  280580     281030      SN
75      75      SN2602  20251016  ...  280680     280790      SN
76      76      SN2603  20251016  ...  280540     280770      SN
77      77      SN2604  20251016  ...  280560     280770      SN
78      78      SN2605  20251016  ...  280280     280720      SN
79      79      SN2606  20251016  ...  280690     281340      SN
80      80      SN2607  20251016  ...  281020     280840      SN
81      81      SN2608  20251016  ...  281860     281330      SN
82      82      SN2609  20251016  ...  282990     282990      SN
83      83      SN2610  20251016  ...  282070     282990      SN
84      84      AO2511  20251016  ...    2763       2776      AO
85      85      AO2512  20251016  ...    2773       2788      AO
86      86      AO2601  20251016  ...    2784       2799      AO
87      87      AO2602  20251016  ...    2806       2818      AO
88      88      AO2603  20251016  ...    2878       2889      AO
89      89      AO2604  20251016  ...    2894       2901      AO
90      90      AO2605  20251016  ...    2900       2910      AO
91      91      AO2606  20251016  ...    2914       2922      AO
92      92      AO2607  20251016  ...    2923       2930      AO
93      93      AO2608  20251016  ...    2932       2945      AO
94      94      AO2609  20251016  ...    2949       2960      AO
95      95      AO2610  20251016  ...    2946       2960      AO
96      96      AD2511  20251016  ...   20370      20330      AD
97      97      AD2512  20251016  ...   20435      20400      AD
98      98      AD2601  20251016  ...   20480      20445      AD
99      99      AD2602  20251016  ...   20460      20425      AD
100    100      AD2603  20251016  ...   20420      20420      AD
101    101      AD2604  20251016  ...   20420      20405      AD
102    102      AD2605  20251016  ...   20405      20340      AD
103    103      AD2606  20251016  ...   20300      20300      AD
104    104      AD2607  20251016  ...   20270      20270      AD
105    105      AD2608  20251016  ...   20495      20495      AD
106    106      AD2609  20251016  ...   20495      20495      AD
107    107      AD2610  20251016  ...   20495      20495      AD
108    108      AU2511  20251016  ...  963.74      947.9      AU
109    109      AU2512  20251016  ...     963     948.92      AU
110    110      AU2601  20251016  ...  966.54     948.92      AU
111    111      AU2602  20251016  ...  965.94      952.1      AU
112    112      AU2604  20251016  ...  967.76      953.3      AU
113    113      AU2606  20251016  ...  970.88      957.1      AU
114    114      AU2608  20251016  ...  973.76     958.84      AU
115    115      AU2610  20251016  ...  976.74     961.32      AU
116    116      AG2511  20251016  ...   12004      11689      AG
117    117      AG2512  20251016  ...   12002      11675      AG
118    118      AG2601  20251016  ...   12009      11677      AG
119    119      AG2602  20251016  ...   12026      11708      AG
120    120      AG2603  20251016  ...   12045      11700      AG
121    121      AG2604  20251016  ...   12045      11712      AG
122    122      AG2605  20251016  ...   12055      11712      AG
123    123      AG2606  20251016  ...   12077      11756      AG
124    124      AG2607  20251016  ...   12085      11765      AG
125    125      AG2608  20251016  ...   12095      11754      AG
126    126      AG2609  20251016  ...   12125      11808      AG
127    127      AG2610  20251016  ...   12147      11808      AG
128    128      RB2511  20251016  ...    2971       2987      RB
129    129      RB2512  20251016  ...    3017       3031      RB
130    130      RB2601  20251016  ...    3036       3044      RB
131    131      RB2602  20251016  ...    3043       3049      RB
132    132      RB2603  20251016  ...    3064       3074      RB
133    133      RB2604  20251016  ...    3079       3096      RB
134    134      RB2605  20251016  ...    3087       3099      RB
135    135      RB2606  20251016  ...    3103       3114      RB
136    136      RB2607  20251016  ...    3111       3136      RB
137    137      RB2608  20251016  ...    3122       3134      RB
138    138      RB2609  20251016  ...    3129       3143      RB
139    139      RB2610  20251016  ...    3134       3143      RB
140    140      WR2511  20251016  ...    3270       3270      WR
141    141      WR2512  20251016  ...    3353       3353      WR
142    142      WR2601  20251016  ...    3336       3342      WR
143    143      WR2602  20251016  ...    3383       3370      WR
144    144      WR2603  20251016  ...    3361       3361      WR
145    145      WR2604  20251016  ...    3369       3369      WR
146    146      WR2605  20251016  ...    3365       3364      WR
147    147      WR2606  20251016  ...    3363       3363      WR
148    148      WR2607  20251016  ...    3416       3416      WR
149    149      WR2608  20251016  ...    3461       3431      WR
150    150      WR2609  20251016  ...    3430       3430      WR
151    151      WR2610  20251016  ...    3430       3430      WR
152    152      HC2511  20251016  ...    3255       3282      HC
153    153      HC2512  20251016  ...    3249       3254      HC
154    154      HC2601  20251016  ...    3209       3225      HC
155    155      HC2602  20251016  ...    3215       3223      HC
156    156      HC2603  20251016  ...    3215       3233      HC
157    157      HC2604  20251016  ...    3215       3228      HC
158    158      HC2605  20251016  ...    3220       3235      HC
159    159      HC2606  20251016  ...    3226       3237      HC
160    160      HC2607  20251016  ...    3228       3245      HC
161    161      HC2608  20251016  ...    3231       3253      HC
162    162      HC2609  20251016  ...    3240       3259      HC
163    163      HC2610  20251016  ...    3240       3259      HC
164    164      SS2511  20251016  ...   12515      12525      SS
165    165      SS2512  20251016  ...   12545      12555      SS
166    166      SS2601  20251016  ...   12635      12655      SS
167    167      SS2602  20251016  ...   12690      12715      SS
168    168      SS2603  20251016  ...   12760      12795      SS
169    169      SS2604  20251016  ...   12845      12870      SS
170    170      SS2605  20251016  ...   12910      12925      SS
171    171      SS2606  20251016  ...   12960      13000      SS
172    172      SS2607  20251016  ...   13000      13035      SS
173    173      SS2608  20251016  ...   13080      13095      SS
174    174      SS2609  20251016  ...   13120      13170      SS
175    175      SS2610  20251016  ...   13210      13170      SS
176    176      SC2511  20251016  ...   443.2      443.2      SC
177    177      SC2512  20251016  ...   445.6      444.9      SC
178    178      SC2601  20251016  ...     446      445.5      SC
179    179      SC2602  20251016  ...   446.7      445.9      SC
180    180      SC2603  20251016  ...   447.3      447.3      SC
181    181      SC2604  20251016  ...   448.3      448.5      SC
182    182      SC2605  20251016  ...   449.4      448.9      SC
183    183      SC2606  20251016  ...   449.9      450.1      SC
184    184      SC2607  20251016  ...   451.9        450      SC
185    185      SC2608  20251016  ...   452.2      450.6      SC
186    186      SC2609  20251016  ...   451.7      450.6      SC
187    187      SC2610  20251016  ...   449.7      449.7      SC
188    188      SC2612  20251016  ...   451.8      451.5      SC
189    189      SC2703  20251016  ...   450.7      448.6      SC
190    190      SC2706  20251016  ...   453.6      453.6      SC
191    191      SC2709  20251016  ...   450.2      449.9      SC
192    192      SC2712  20251016  ...   450.6        455      SC
193    193      SC2803  20251016  ...   449.9        449      SC
194    194      SC2806  20251016  ...   453.5        448      SC
195    195      SC2809  20251016  ...   451.8      448.9      SC
196    196      LU2511  20251016  ...    3147       3141      LU
197    197      LU2512  20251016  ...    3163       3158      LU
198    198      LU2601  20251016  ...    3163       3161      LU
199    199      LU2602  20251016  ...    3166       3162      LU
200    200      LU2603  20251016  ...    3165       3160      LU
201    201      LU2604  20251016  ...    3176       3161      LU
202    202      LU2605  20251016  ...    3184       3163      LU
203    203      LU2606  20251016  ...    3192       3160      LU
204    204      LU2607  20251016  ...    3191       3175      LU
205    205      LU2608  20251016  ...    3192       3173      LU
206    206      LU2609  20251016  ...    3192       3159      LU
207    207      LU2610  20251016  ...    3185       3152      LU
208    208      FU2511  20251016  ...    2761       2725      FU
209    209      FU2512  20251016  ...    2718       2685      FU
210    210      FU2601  20251016  ...    2694       2669      FU
211    211      FU2602  20251016  ...    2675       2652      FU
212    212      FU2603  20251016  ...    2666       2649      FU
213    213      FU2604  20251016  ...    2663       2647      FU
214    214      FU2605  20251016  ...    2657       2641      FU
215    215      FU2606  20251016  ...    2647       2634      FU
216    216      FU2607  20251016  ...    2642       2626      FU
217    217      FU2608  20251016  ...    2612       2600      FU
218    218      FU2609  20251016  ...    2606       2594      FU
219    219      FU2610  20251016  ...    2595       2584      FU
220    220      BU2511  20251016  ...    3265       3261      BU
221    221      BU2512  20251016  ...    3191       3185      BU
222    222      BU2601  20251016  ...    3161       3149      BU
223    223      BU2602  20251016  ...    3171       3157      BU
224    224      BU2603  20251016  ...    3195       3180      BU
225    225      BU2604  20251016  ...    3199       3188      BU
226    226      BU2605  20251016  ...    3202       3194      BU
227    227      BU2606  20251016  ...    3206       3199      BU
228    228      BU2607  20251016  ...    3213       3222      BU
229    229      BU2608  20251016  ...    3202       3202      BU
230    230      BU2609  20251016  ...    3208       3202      BU
231    231      BU2610  20251016  ...    3187       3202      BU
232    232      BU2612  20251016  ...    3149       3148      BU
233    233      BU2703  20251016  ...    3154       3161      BU
234    234      BU2706  20251016  ...    3168       3168      BU
235    235      BU2709  20251016  ...    3171       3172      BU
236    236      BR2511  20251016  ...   11005      10805      BR
237    237      BR2512  20251016  ...   10930      10745      BR
238    238      BR2601  20251016  ...   10930      10740      BR
239    239      BR2602  20251016  ...   10925      10755      BR
240    240      BR2603  20251016  ...   10890      10760      BR
241    241      BR2604  20251016  ...   10875      10795      BR
242    242      BR2605  20251016  ...   10915      10800      BR
243    243      BR2606  20251016  ...   10980      10865      BR
244    244      BR2607  20251016  ...   11065      11025      BR
245    245      BR2608  20251016  ...   11080      11040      BR
246    246      BR2609  20251016  ...   11180      11080      BR
247    247      BR2610  20251016  ...   11080      11080      BR
248    248      RU2511  20251016  ...   14105      14095      RU
249    249      RU2601  20251016  ...   14845      14850      RU
250    250      RU2603  20251016  ...   14820      14835      RU
251    251      RU2604  20251016  ...   14885      14860      RU
252    252      RU2605  20251016  ...   14830      14855      RU
253    253      RU2606  20251016  ...   14815      14865      RU
254    254      RU2607  20251016  ...   14885      14905      RU
255    255      RU2608  20251016  ...   14865      14915      RU
256    256      RU2609  20251016  ...   14825      14905      RU
257    257      RU2610  20251016  ...   14810      14905      RU
258    258      NR2511  20251016  ...   12295      12110      NR
259    259      NR2512  20251016  ...   12245      12085      NR
260    260      NR2601  20251016  ...   12215      12075      NR
261    261      NR2602  20251016  ...   12195      12055      NR
262    262      NR2603  20251016  ...   12185      12085      NR
263    263      NR2604  20251016  ...   12145      12050      NR
264    264      NR2605  20251016  ...   12165      12045      NR
265    265      NR2606  20251016  ...   12140      12110      NR
266    266      NR2607  20251016  ...   12100      12155      NR
267    267      NR2608  20251016  ...   12090      12090      NR
268    268      NR2609  20251016  ...   12180      12185      NR
269    269      NR2610  20251016  ...   12185      12185      NR
270    270      SP2511  20251016  ...    4850       4854      SP
271    271      SP2512  20251016  ...    4874       4878      SP
272    272      SP2601  20251016  ...    5154       5174      SP
273    273      SP2602  20251016  ...    5168       5188      SP
274    274      SP2603  20251016  ...    5188       5206      SP
275    275      SP2604  20251016  ...    5196       5226      SP
276    276      SP2605  20251016  ...    5220       5240      SP
277    277      SP2606  20251016  ...    5228       5252      SP
278    278      SP2607  20251016  ...    5220       5248      SP
279    279      SP2608  20251016  ...    5234       5248      SP
280    280      SP2609  20251016  ...    5220       5244      SP
281    281      SP2610  20251016  ...    5244       5244      SP
282    282      OP2601  20251016  ...    4210       4214      OP
283    283      OP2602  20251016  ...    4224       4224      OP
284    284      OP2603  20251016  ...    4216       4216      OP
285    285      OP2604  20251016  ...    4232       4232      OP
286    286      OP2605  20251016  ...    4216       4236      OP
287    287      OP2606  20251016  ...    4184       4202      OP
288    288      OP2607  20251016  ...    4242       4242      OP
289    289      OP2608  20251016  ...    4268       4268      OP
290    290      OP2609  20251016  ...    4220       4220      OP
291    291      OP2610  20251016  ...    4220       4220      OP
292    292      EC2510  20251016  ...    1112     1128.2      EC
293    293      EC2512  20251016  ...    1663     1713.4      EC
294    294      EC2602  20251016  ...  1427.9     1481.1      EC
295    295      EC2604  20251016  ...  1114.5     1148.9      EC
296    296      EC2606  20251016  ...  1283.7     1315.7      EC
297    297      EC2608  20251016  ...  1418.2     1458.2      EC
298    298  SC_TAS2511  20251016  ...                     SC_TAS
299    299  SC_TAS2512  20251016  ...                     SC_TAS
300    300  SC_TAS2601  20251016  ...                     SC_TAS
301    301  SC_TAS2602  20251016  ...                     SC_TAS

[302 rows x 13 columns]
2025-10-17 18:26:33,777 - future_1d - INFO - ak.get_shfe_daily('2025-10-16') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251016  7242.200  ...  7212.600    7272.000       IC
1   IC2511  20251016  7183.200  ...  7111.800    7190.400       IC
2   IC2512  20251016  7123.000  ...  7046.600    7134.400       IC
3   IC2603  20251016  6957.800  ...  6881.600    6972.000       IC
4   IF2510  20251016  4596.400  ...  4611.200    4596.400       IF
5   IF2511  20251016  4573.000  ...  4596.800    4583.800       IF
6   IF2512  20251016  4561.000  ...  4585.800    4572.600       IF
7   IF2603  20251016  4546.400  ...  4564.200    4551.200       IF
8   IH2510  20251016  2994.600  ...  3018.000    2996.800       IH
9   IH2511  20251016  2994.200  ...  3017.200    2994.000       IH
10  IH2512  20251016  2991.000  ...  3017.400    2995.000       IH
11  IH2603  20251016  2989.600  ...  3016.800    2996.000       IH
12  IM2510  20251016  7440.400  ...  7394.000    7451.600       IM
13  IM2511  20251016  7334.000  ...  7276.800    7357.600       IM
14  IM2512  20251016  7255.000  ...  7190.600    7273.800       IM
15  IM2603  20251016  7040.000  ...  6971.400    7054.200       IM
16   T2512  20251016   108.115  ...   108.160     108.100        T
17   T2603  20251016   107.800  ...   107.865     107.780        T
18   T2606  20251016   107.720  ...   107.775     107.705        T
19  TF2512  20251016   105.710  ...   105.705     105.715       TF
20  TF2603  20251016   105.640  ...   105.610     105.610       TF
21  TF2606  20251016   105.610  ...   105.630     105.615       TF
22  TL2512  20251016   114.660  ...   115.020     114.480       TL
23  TL2603  20251016   114.450  ...   114.720     114.160       TL
24  TL2606  20251016   114.280  ...   114.590     114.100       TL
25  TS2512  20251016   102.382  ...   102.368     102.372       TS
26  TS2603  20251016   102.276  ...   102.280     102.274       TS
27  TS2606  20251016   102.316  ...   102.316     102.316       TS

[28 rows x 12 columns]
2025-10-17 18:26:33,927 - future_1d - INFO - ak.get_cffex_daily('2025-10-16') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251016      0.0  ...  52555.0     50755.0       PS
1   PS2511  20251016  50690.0  ...  51755.0     50805.0       PS
2   PS2512  20251016  53160.0  ...  54225.0     53270.0       PS
3   PS2601  20251016  53280.0  ...  54180.0     53165.0       PS
4   PS2602  20251016  52830.0  ...  53995.0     52840.0       PS
5   PS2603  20251016  52705.0  ...  53925.0     52690.0       PS
6   PS2604  20251016  52790.0  ...  53825.0     52600.0       PS
7   PS2605  20251016  52985.0  ...  53700.0     52730.0       PS
8   PS2606  20251016  54475.0  ...  55560.0     54525.0       PS
9   PS2607  20251016  54050.0  ...  55495.0     54410.0       PS
10  PS2608  20251016  53775.0  ...  55065.0     54125.0       PS
11  PS2609  20251016  53780.0  ...  54750.0     53855.0       PS
13  SI2510  20251016   8620.0  ...   8615.0      8620.0       SI
14  SI2511  20251016   8555.0  ...   8575.0      8595.0       SI
15  SI2512  20251016   8955.0  ...   8955.0      8965.0       SI
16  SI2601  20251016   8885.0  ...   8895.0      8905.0       SI
17  SI2602  20251016   8915.0  ...   8890.0      8885.0       SI
18  SI2603  20251016   8890.0  ...   8895.0      8910.0       SI
19  SI2604  20251016   8880.0  ...   8920.0      8940.0       SI
20  SI2605  20251016   8880.0  ...   8925.0      8935.0       SI
21  SI2606  20251016   8940.0  ...   8930.0      8960.0       SI
22  SI2607  20251016   8950.0  ...   8950.0      8935.0       SI
23  SI2608  20251016   8895.0  ...   8965.0      8960.0       SI
24  SI2609  20251016   8950.0  ...   8965.0      8975.0       SI
27  LC2510  20251016  73600.0  ...  73660.0     73220.0       LC
28  LC2511  20251016  72820.0  ...  73820.0     73100.0       LC
29  LC2512  20251016  73000.0  ...  74080.0     73200.0       LC
30  LC2601  20251016  73200.0  ...  74060.0     73200.0       LC
31  LC2602  20251016  72720.0  ...  73780.0     73100.0       LC
32  LC2603  20251016  72800.0  ...  73820.0     72980.0       LC
33  LC2604  20251016  73540.0  ...  74340.0     73640.0       LC
34  LC2605  20251016  73500.0  ...  74320.0     73680.0       LC
35  LC2606  20251016  73580.0  ...  74200.0     73620.0       LC
36  LC2607  20251016  73320.0  ...  74220.0     73560.0       LC
37  LC2608  20251016  73980.0  ...  74460.0     73840.0       LC
38  LC2609  20251016  73820.0  ...  74460.0     73940.0       LC

[36 rows x 12 columns]
2025-10-17 18:26:34,212 - future_1d - INFO - ak.get_gfex_daily('2025-10-16') done
2025-10-17 18:26:35,982 - future_1d - INFO - save future_daily 2025-10-16 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20251017   9170.0   9205.0  ...      128.61   9187.0      9182.0       AP
1    AP511  20251017   8605.0   8894.0  ...     5300.07   8760.0      8631.0       AP
2    AP512  20251017   8602.0   8800.0  ...     4850.62   8677.0      8565.0       AP
3    AP601  20251017   8550.0   8850.0  ...  1421456.27   8669.0      8565.0       AP
4    AP603  20251017   8459.0   8694.0  ...     6020.74   8564.0      8454.0       AP
5    AP604  20251017   8459.0   8741.0  ...     2925.21   8604.0      8506.0       AP
6    AP605  20251017   8520.0   8868.0  ...   144209.77   8654.0      8553.0       AP
7    CF511  20251017  13355.0  13425.0  ...    41938.11  13375.0     13355.0       CF
8    CF601  20251017  13320.0  13380.0  ...  1200405.96  13335.0     13290.0       CF
9    CF603  20251017  13345.0  13400.0  ...   120791.63  13360.0     13310.0       CF
10   CF605  20251017  13370.0  13435.0  ...   271007.61  13390.0     13345.0       CF
11   CF607  20251017  13390.0  13450.0  ...      971.95  13405.0     13375.0       CF
12   CF609  20251017  13530.0  13600.0  ...     3382.27  13555.0     13525.0       CF
13   CJ512  20251017  11215.0  11330.0  ...     8309.27  11250.0     11115.0       CJ
14   CJ601  20251017  11355.0  11480.0  ...  1131335.38  11405.0     11240.0       CJ
15   CJ603  20251017  11255.0  11415.0  ...    16874.78  11340.0     11200.0       CJ
16   CJ605  20251017  11400.0  11520.0  ...   226913.15  11435.0     11310.0       CJ
17   CJ607  20251017  11485.0  11600.0  ...     4037.87  11520.0     11415.0       CJ
18   CJ609  20251017  11620.0  11725.0  ...     2464.54  11655.0     11535.0       CJ
19   CY510  20251017      0.0      0.0  ...        0.00  19545.0     19475.0       CY
20   CY511  20251017  19755.0  19800.0  ...     1404.23  19780.0     19720.0       CY
21   CY512  20251017      0.0      0.0  ...        0.00  19150.0     19150.0       CY
22   CY601  20251017  19385.0  19505.0  ...   122154.26  19445.0     19375.0       CY
23   CY602  20251017      0.0      0.0  ...        0.00  19455.0     19455.0       CY
24   CY603  20251017  19520.0  19530.0  ...       29.29  19525.0     19540.0       CY
25   CY604  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
26   CY605  20251017      0.0      0.0  ...        0.00  19590.0     19570.0       CY
27   CY606  20251017      0.0      0.0  ...        0.00  19485.0     19485.0       CY
28   CY607  20251017      0.0      0.0  ...        0.00  19760.0     19760.0       CY
29   CY608  20251017      0.0      0.0  ...        0.00  19545.0     19545.0       CY
30   CY609  20251017      0.0      0.0  ...        0.00  19740.0     19725.0       CY
31   FG510  20251017   1010.0   1010.0  ...       20.20   1010.0      1024.0       FG
32   FG511  20251017   1035.0   1038.0  ...    28607.10   1019.0      1031.0       FG
33   FG512  20251017   1147.0   1147.0  ...   119233.84   1122.0      1138.0       FG
34   FG601  20251017   1145.0   1145.0  ...  5017632.55   1118.0      1137.0       FG
35   FG602  20251017   1213.0   1213.0  ...    70352.69   1184.0      1204.0       FG
36   FG603  20251017   1215.0   1215.0  ...   155715.52   1188.0      1206.0       FG
37   FG604  20251017   1282.0   1283.0  ...     1227.05   1252.0      1271.0       FG
38   FG605  20251017   1284.0   1284.0  ...   216091.54   1252.0      1271.0       FG
39   FG606  20251017   1311.0   1311.0  ...     3098.04   1289.0      1310.0       FG
40   FG607  20251017   1300.0   1303.0  ...     1762.20   1283.0      1301.0       FG
41   FG608  20251017   1356.0   1356.0  ...     1606.99   1337.0      1353.0       FG
42   FG609  20251017   1357.0   1358.0  ...     8075.22   1336.0      1353.0       FG
43   JR511  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR601  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR603  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR605  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR607  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR609  20251017      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR511  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR601  20251017      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   MA510  20251017   2380.0   2380.0  ...      242.47   2245.0      2245.0       MA
52   MA511  20251017   2296.0   2298.0  ...    11643.74   2267.0      2282.0       MA
53   MA512  20251017   2308.0   2309.0  ...    67525.69   2280.0      2293.0       MA
54   MA601  20251017   2314.0   2318.0  ...  1496104.42   2289.0      2296.0       MA
55   MA602  20251017   2338.0   2351.0  ...    39245.75   2314.0      2316.0       MA
56   MA603  20251017   2348.0   2349.0  ...    70874.63   2320.0      2328.0       MA
57   MA604  20251017   2326.0   2328.0  ...       37.13   2321.0      2334.0       MA
58   MA605  20251017   2322.0   2335.0  ...   146210.61   2304.0      2314.0       MA
59   MA606  20251017   2316.0   2316.0  ...       18.41   2302.0      2312.0       MA
60   MA607  20251017   2302.0   2302.0  ...       50.18   2281.0      2295.0       MA
61   MA608  20251017   2293.0   2299.0  ...       29.65   2280.0      2291.0       MA
62   MA609  20251017   2280.0   2290.0  ...     2051.74   2260.0      2266.0       MA
63   OI511  20251017  10099.0  10103.0  ...    34091.60  10048.0     10099.0       OI
64   OI601  20251017   9936.0   9946.0  ...  2244069.40   9894.0      9937.0       OI
65   OI603  20251017   9738.0   9742.0  ...   260093.44   9690.0      9735.0       OI
66   OI605  20251017   9491.0   9512.0  ...   119267.03   9488.0      9494.0       OI
67   OI607  20251017   9438.0   9459.0  ...     1198.94   9440.0      9445.0       OI
68   OI609  20251017   9415.0   9419.0  ...      564.11   9402.0      9414.0       OI
69   PF510  20251017      0.0      0.0  ...        0.00   6090.0      6090.0       PF
70   PF511  20251017   6104.0   6140.0  ...    26196.09   6100.0      6098.0       PF
71   PF512  20251017   6090.0   6100.0  ...   539301.68   6068.0      6072.0       PF
72   PF601  20251017   6102.0   6110.0  ...    70178.51   6076.0      6088.0       PF
73   PF602  20251017   6096.0   6096.0  ...   476154.77   6062.0      6066.0       PF
74   PF603  20251017   6082.0   6082.0  ...   299434.93   6050.0      6052.0       PF
75   PF604  20251017   6124.0   6124.0  ...       60.93   6094.0      6104.0       PF
76   PF605  20251017   6116.0   6118.0  ...       82.30   6096.0      6112.0       PF
77   PF606  20251017      0.0      0.0  ...        0.00   6090.0      6100.0       PF
78   PF607  20251017   6112.0   6112.0  ...        3.06   6112.0      6136.0       PF
79   PF608  20251017   6128.0   6128.0  ...        3.06   6128.0      6182.0       PF
80   PF609  20251017   6132.0   6132.0  ...        3.07   6132.0      6174.0       PF
81   PK510  20251017      0.0      0.0  ...        0.00   7854.0      7854.0       PK
82   PK511  20251017   7772.0   7786.0  ...    18300.19   7758.0      7806.0       PK
83   PK512  20251017   7858.0   7890.0  ...   107238.90   7864.0      7890.0       PK
84   PK601  20251017   7972.0   8016.0  ...   376924.22   7968.0      7998.0       PK
85   PK603  20251017   8022.0   8080.0  ...   118303.92   8048.0      8058.0       PK
86   PK604  20251017   8038.0   8078.0  ...      627.23   8042.0      8050.0       PK
87   PK605  20251017   8064.0   8102.0  ...    17665.48   8066.0      8074.0       PK
88   PL601  20251017   6115.0   6117.0  ...   109614.61   6049.0      6087.0       PL
89   PL602  20251017   6146.0   6146.0  ...    41693.45   6085.0      6124.0       PL
90   PL603  20251017   6144.0   6144.0  ...    27985.18   6078.0      6129.0       PL
91   PL604  20251017      0.0      0.0  ...        0.00   6078.0      6132.0       PL
92   PL605  20251017   6105.0   6105.0  ...      121.36   6068.0      6106.0       PL
93   PL606  20251017      0.0      0.0  ...        0.00   6088.0      6088.0       PL
94   PL607  20251017   6245.0   6245.0  ...       24.98   6245.0      6120.0       PL
95   PL608  20251017      0.0      0.0  ...        0.00   6106.0      6106.0       PL
96   PL609  20251017      0.0      0.0  ...        0.00   6166.0      6232.0       PL
97   PM511  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM609  20251017      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR510  20251017   5648.0   5658.0  ...     4999.66   5650.0      5586.0       PR
104  PR511  20251017   5602.0   5612.0  ...    23601.10   5582.0      5596.0       PR
105  PR512  20251017   5604.0   5616.0  ...   648443.66   5578.0      5592.0       PR
106  PR601  20251017   5580.0   5584.0  ...   647871.80   5542.0      5560.0       PR
107  PR602  20251017   5622.0   5622.0  ...   144456.76   5586.0      5612.0       PR
108  PR603  20251017   5600.0   5600.0  ...      209.10   5576.0      5602.0       PR
109  PR604  20251017   5582.0   5604.0  ...       92.32   5596.0      5606.0       PR
110  PR605  20251017   5618.0   5620.0  ...      176.84   5614.0      5624.0       PR
111  PR606  20251017      0.0      0.0  ...        0.00   5650.0      5656.0       PR
112  PR607  20251017      0.0      0.0  ...        0.00   5652.0      5656.0       PR
113  PR608  20251017      0.0      0.0  ...        0.00   5666.0      5702.0       PR
114  PR609  20251017      0.0      0.0  ...        0.00   5662.0      5678.0       PR
115  PX510  20251017      0.0      0.0  ...        0.00   6314.0      6326.0       PX
116  PX511  20251017   6382.0   6390.0  ...    29548.75   6330.0      6356.0       PX
117  PX512  20251017   6382.0   6400.0  ...   133131.92   6350.0      6354.0       PX
118  PX601  20251017   6376.0   6394.0  ...   458670.60   6334.0      6346.0       PX
119  PX602  20251017   6384.0   6404.0  ...   266298.41   6346.0      6356.0       PX
120  PX603  20251017   6382.0   6402.0  ...   158222.09   6332.0      6358.0       PX
121  PX604  20251017      0.0      0.0  ...        0.00   6312.0      6358.0       PX
122  PX605  20251017   6402.0   6424.0  ...     1919.63   6356.0      6394.0       PX
123  PX606  20251017   6412.0   6412.0  ...       12.76   6382.0      6424.0       PX
124  PX607  20251017      0.0      0.0  ...        0.00   6344.0      6418.0       PX
125  PX608  20251017      0.0      0.0  ...        0.00   6362.0      6434.0       PX
126  PX609  20251017   6396.0   6398.0  ...       31.93   6386.0      6452.0       PX
127  RI511  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI609  20251017      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM511  20251017   2409.0   2413.0  ...     2953.16   2395.0      2398.0       RM
134  RM601  20251017   2366.0   2376.0  ...   607340.54   2338.0      2365.0       RM
135  RM603  20251017   2308.0   2316.0  ...    11487.95   2292.0      2304.0       RM
136  RM605  20251017   2311.0   2313.0  ...   117894.23   2292.0      2302.0       RM
137  RM607  20251017   2298.0   2303.0  ...     9980.30   2284.0      2294.0       RM
138  RM608  20251017   2408.0   2408.0  ...      502.38   2392.0      2402.0       RM
139  RM609  20251017   2398.0   2400.0  ...     3459.53   2386.0      2394.0       RM
140  RS511  20251017   5272.0   5380.0  ...       36.96   5280.0      5256.0       RS
141  RS607  20251017      0.0      0.0  ...        0.00   5597.0      5597.0       RS
142  RS608  20251017      0.0      0.0  ...        0.00   5520.0      5520.0       RS
143  RS609  20251017      0.0      0.0  ...        0.00   5460.0      5460.0       RS
144  SA510  20251017   1150.0   1150.0  ...      644.17   1130.0      1138.0       SA
145  SA511  20251017   1165.0   1165.0  ...    18116.76   1147.0      1155.0       SA
146  SA512  20251017   1224.0   1227.0  ...   153891.39   1208.0      1217.0       SA
147  SA601  20251017   1240.0   1240.0  ...  2547460.89   1219.0      1227.0       SA
148  SA602  20251017   1273.0   1275.0  ...    74440.35   1255.0      1262.0       SA
149  SA603  20251017   1283.0   1284.0  ...   219249.67   1264.0      1269.0       SA
150  SA604  20251017   1318.0   1318.0  ...     2844.80   1298.0      1311.0       SA
151  SA605  20251017   1324.0   1327.0  ...   150285.20   1305.0      1317.0       SA
152  SA606  20251017   1336.0   1337.0  ...     1192.92   1325.0      1336.0       SA
153  SA607  20251017   1340.0   1341.0  ...     2364.60   1331.0      1340.0       SA
154  SA608  20251017   1379.0   1379.0  ...      946.82   1360.0      1375.0       SA
155  SA609  20251017   1384.0   1384.0  ...     6970.24   1370.0      1382.0       SA
156  SF510  20251017   5300.0   5300.0  ...      200.50   5276.0      5266.0       SF
157  SF511  20251017   5464.0   5480.0  ...    73119.39   5440.0      5430.0       SF
158  SF512  20251017   5466.0   5466.0  ...    94354.58   5424.0      5434.0       SF
159  SF601  20251017   5450.0   5456.0  ...   365728.12   5414.0      5410.0       SF
160  SF602  20251017   5410.0   5410.0  ...    58167.88   5370.0      5362.0       SF
161  SF603  20251017   5576.0   5584.0  ...   129522.15   5520.0      5532.0       SF
162  SF604  20251017   5510.0   5510.0  ...        5.51   5508.0      5504.0       SF
163  SF605  20251017   5548.0   5548.0  ...     3772.21   5500.0      5498.0       SF
164  SF606  20251017   5460.0   5460.0  ...        2.73   5460.0      5440.0       SF
165  SF607  20251017   5628.0   5638.0  ...        8.45   5632.0      5630.0       SF
166  SF608  20251017      0.0      0.0  ...        0.00   5632.0      5632.0       SF
167  SF609  20251017   5606.0   5622.0  ...       78.41   5602.0      5620.0       SF
168  SH510  20251017      0.0      0.0  ...        0.00   2367.0      2417.0       SH
169  SH511  20251017   2424.0   2428.0  ...    52350.70   2368.0      2424.0       SH
170  SH512  20251017   2480.0   2480.0  ...   135955.48   2415.0      2475.0       SH
171  SH601  20251017   2455.0   2455.0  ...  3009243.57   2400.0      2451.0       SH
172  SH602  20251017   2488.0   2488.0  ...   580436.98   2451.0      2477.0       SH
173  SH603  20251017   2490.0   2490.0  ...   480021.16   2463.0      2483.0       SH
174  SH604  20251017   2533.0   2535.0  ...      515.93   2492.0      2540.0       SH
175  SH605  20251017   2550.0   2550.0  ...    27719.27   2499.0      2546.0       SH
176  SH606  20251017   2571.0   2572.0  ...      535.21   2513.0      2584.0       SH
177  SH607  20251017   2570.0   2570.0  ...      386.78   2528.0      2584.0       SH
178  SH608  20251017   2584.0   2584.0  ...      130.35   2556.0      2607.0       SH
179  SH609  20251017   2596.0   2600.0  ...      702.38   2573.0      2606.0       SH
180  SM510  20251017   5620.0   5620.0  ...     1991.75   5612.0      5634.0       SM
181  SM511  20251017   5750.0   5754.0  ...     7294.98   5716.0      5744.0       SM
182  SM512  20251017   5750.0   5760.0  ...   274740.52   5726.0      5760.0       SM
183  SM601  20251017   5770.0   5774.0  ...   462441.93   5724.0      5758.0       SM
184  SM602  20251017   5764.0   5774.0  ...   157530.17   5732.0      5766.0       SM
185  SM603  20251017   5752.0   5788.0  ...   322807.03   5746.0      5778.0       SM
186  SM604  20251017      0.0      0.0  ...        0.00   5754.0      5788.0       SM
187  SM605  20251017   5798.0   5808.0  ...    13881.25   5768.0      5796.0       SM
188  SM606  20251017   5770.0   5772.0  ...       28.83   5766.0      5796.0       SM
189  SM607  20251017   5782.0   5782.0  ...        5.77   5766.0      5800.0       SM
190  SM608  20251017   5792.0   5792.0  ...        5.78   5776.0      5808.0       SM
191  SM609  20251017   5812.0   5824.0  ...     1152.91   5794.0      5828.0       SM
192  SR511  20251017   5408.0   5415.0  ...    12079.94   5398.0      5395.0       SR
193  SR601  20251017   5420.0   5430.0  ...   830319.30   5415.0      5403.0       SR
194  SR603  20251017   5398.0   5412.0  ...   204704.93   5399.0      5387.0       SR
195  SR605  20251017   5390.0   5393.0  ...    91801.35   5380.0      5368.0       SR
196  SR607  20251017   5384.0   5397.0  ...     3619.99   5387.0      5375.0       SR
197  SR609  20251017   5400.0   5406.0  ...     2848.80   5395.0      5381.0       SR
198  TA510  20251017   4400.0   4400.0  ...      754.96   4378.0      4400.0       TA
199  TA511  20251017   4416.0   4426.0  ...    31606.79   4392.0      4410.0       TA
200  TA512  20251017   4410.0   4438.0  ...   228955.64   4406.0      4420.0       TA
201  TA601  20251017   4456.0   4458.0  ...  1236124.38   4424.0      4442.0       TA
202  TA602  20251017   4466.0   4470.0  ...   258362.88   4436.0      4452.0       TA
203  TA603  20251017   4476.0   4486.0  ...   101488.76   4450.0      4470.0       TA
204  TA604  20251017   4490.0   4490.0  ...        4.49   4490.0      4480.0       TA
205  TA605  20251017   4514.0   4514.0  ...    97387.38   4482.0      4504.0       TA
206  TA606  20251017      0.0      0.0  ...        0.00   4474.0      4524.0       TA
207  TA607  20251017      0.0      0.0  ...        0.00   4490.0      4526.0       TA
208  TA608  20251017      0.0      0.0  ...        0.00   4508.0      4538.0       TA
209  TA609  20251017   4556.0   4556.0  ...     1280.55   4518.0      4538.0       TA
210  UR510  20251017   1495.0   1500.0  ...      622.04   1495.0      1495.0       UR
211  UR511  20251017   1581.0   1584.0  ...     8656.18   1576.0      1573.0       UR
212  UR512  20251017   1587.0   1594.0  ...    21963.87   1587.0      1587.0       UR
213  UR601  20251017   1604.0   1608.0  ...   349464.13   1600.0      1597.0       UR
214  UR602  20251017   1614.0   1614.0  ...    14233.11   1606.0      1608.0       UR
215  UR603  20251017   1658.0   1667.0  ...      216.10   1662.0      1655.0       UR
216  UR604  20251017   1667.0   1670.0  ...      106.77   1668.0      1669.0       UR
217  UR605  20251017   1673.0   1679.0  ...    32217.57   1671.0      1670.0       UR
218  UR606  20251017   1681.0   1682.0  ...      160.98   1677.0      1674.0       UR
219  UR607  20251017   1714.0   1714.0  ...       23.95   1711.0      1707.0       UR
220  UR608  20251017   1709.0   1710.0  ...       20.49   1708.0      1706.0       UR
221  UR609  20251017   1704.0   1708.0  ...      228.34   1704.0      1704.0       UR
222  WH511  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH609  20251017      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC511  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC512  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC601  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC602  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC603  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC604  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC605  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC606  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC607  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC608  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC609  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC610  20251017      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-10-17 18:26:41,487 - future_1d - INFO - ak.get_czce_daily('2025-10-17') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2511  20251017   442.6   443.4  ...  2711807.83   437.9      443.2      SC
1       SC2512  20251017     444   445.6  ...  3930667.83   439.6      445.6      SC
2       SC2601  20251017   444.2   445.7  ...   619601.49   439.5        446      SC
3       SC2602  20251017   444.8   446.2  ...    66816.54   439.2      446.7      SC
4       SC2603  20251017   446.2     447  ...    18022.51   440.6      447.3      SC
5       SC2604  20251017   446.6   446.6  ...     6111.94   439.7      448.3      SC
6       SC2605  20251017   447.6     448  ...     9077.28   440.6      449.4      SC
7       SC2606  20251017   447.7     449  ...    11005.71   441.9      449.9      SC
8       SC2607  20251017     449   449.4  ...      932.48     444      451.9      SC
9       SC2608  20251017   449.8   450.6  ...      668.35   445.5      452.2      SC
10      SC2609  20251017   449.4   452.8  ...     1069.69   445.7      451.7      SC
11      SC2610  20251017                  ...           0   447.3      449.7      SC
12      SC2612  20251017   445.1   446.8  ...      267.39   445.6      451.8      SC
13      SC2703  20251017   448.1   448.1  ...       89.62   448.1      450.7      SC
14      SC2706  20251017                  ...           0   451.7      453.6      SC
15      SC2709  20251017                  ...           0   450.2      450.2      SC
16      SC2712  20251017   444.1   447.6  ...      133.57   445.2      450.6      SC
17      SC2803  20251017     446     446  ...        44.6     446      449.9      SC
18      SC2806  20251017   445.9   449.6  ...      312.99   447.1      453.5      SC
19      SC2809  20251017     447   450.1  ...     1572.51   449.2      451.8      SC
21      LU2511  20251017    3136    3142  ...   17529.145    3069       3147      LU
22      LU2512  20251017    3161    3161  ...  339143.027    3096       3163      LU
23      LU2601  20251017    3156    3156  ...  216954.143    3101       3163      LU
24      LU2602  20251017    3159    3159  ...   49381.996    3115       3166      LU
25      LU2603  20251017    3156    3157  ...     4964.75    3116       3165      LU
26      LU2604  20251017    3140    3140  ...      43.579    3112       3176      LU
27      LU2605  20251017    3148    3161  ...     127.562    3111       3184      LU
28      LU2606  20251017    3157    3157  ...      24.939    3117       3192      LU
29      LU2607  20251017    3160    3168  ...     110.012    3143       3191      LU
30      LU2608  20251017    3157    3161  ...      84.601    3133       3192      LU
31      LU2609  20251017    3170    3178  ...     129.337    3154       3192      LU
32      LU2610  20251017    3150    3150  ...      25.038    3129       3185      LU
34      NR2511  20251017   12325   12425  ...  274418.315   12340      12295      NR
35      NR2512  20251017   12300   12360  ...   798817.15   12290      12245      NR
36      NR2601  20251017   12240   12290  ...   219539.39   12215      12215      NR
37      NR2602  20251017   12165   12240  ...    20717.32   12155      12195      NR
38      NR2603  20251017   12160   12210  ...    4097.445   12120      12185      NR
39      NR2604  20251017   12130   12195  ...      993.87   12120      12145      NR
40      NR2605  20251017   12165   12215  ...     654.505   12120      12165      NR
41      NR2606  20251017   12195   12195  ...      121.27   12125      12140      NR
42      NR2607  20251017   12160   12160  ...       36.44   12145      12100      NR
43      NR2608  20251017   12175   12175  ...      12.175   12175      12090      NR
44      NR2609  20251017   12195   12245  ...      36.655   12215      12180      NR
45      NR2610  20251017   12285   12285  ...      24.535   12265      12185      NR
47      BC2511  20251017   75010   75860  ...   310009.74   75250      75500      BC
48      BC2512  20251017   75200   75880  ...    40882.03   75350      75590      BC
49      BC2601  20251017   75510   75510  ...      37.755   75510      76570      BC
50      BC2602  20251017                  ...           0   75800      75800      BC
51      BC2603  20251017                  ...           0   75870      75870      BC
52      BC2604  20251017                  ...           0   76440      76520      BC
53      BC2605  20251017                  ...           0   75900      75900      BC
54      BC2606  20251017                  ...           0   75880      75880      BC
55      BC2607  20251017                  ...           0   76570      76570      BC
56      BC2608  20251017                  ...           0   75800      75800      BC
57      BC2609  20251017                  ...           0   76130      76130      BC
58      BC2610  20251017                  ...           0   76130      76130      BC
60      EC2510  20251017  1107.9  1108.2  ...   8680.6755  1098.8       1112      EC
61      EC2512  20251017  1658.1  1698.6  ...  247387.476  1658.2       1663      EC
62      EC2602  20251017    1430  1484.5  ...  37672.6205  1459.8     1427.9      EC
63      EC2604  20251017    1130    1144  ...   17065.984  1126.4     1114.5      EC
64      EC2606  20251017    1298  1306.2  ...   1108.1375  1288.5     1283.7      EC
65      EC2608  20251017    1410    1428  ...    1002.164  1411.4     1418.2      EC
68  SC_TAS2511  20251017                  ...                                 SC_TAS
69  SC_TAS2512  20251017                  ...                                 SC_TAS
70  SC_TAS2601  20251017                  ...                                 SC_TAS
71  SC_TAS2602  20251017                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-10-17 18:26:41,560 - future_1d - INFO - ak.get_ine_daily('2025-10-17') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2511  20251017   4012.00  ...   4012.00     4000.00        A
1     a2601  20251017   4026.00  ...   4034.00     4020.00        A
2     a2603  20251017   4016.00  ...   4034.00     4022.00        A
3     a2605  20251017   4056.00  ...   4066.00     4053.00        A
4     a2607  20251017   4055.00  ...   4060.00     4049.00        A
5     a2609  20251017   4060.00  ...   4063.00     4053.00        A
6     b2510  20251017      0.00  ...   3600.00     3600.00        B
7     b2511  20251017   3583.00  ...   3582.00     3604.00        B
8     b2512  20251017   3607.00  ...   3595.00     3619.00        B
9     b2601  20251017   3626.00  ...   3609.00     3631.00        B
10    b2602  20251017   3640.00  ...   3618.00     3641.00        B
11    b2603  20251017   3604.00  ...   3585.00     3603.00        B
12    b2604  20251017   3512.00  ...   3504.00     3509.00        B
13    b2605  20251017   3450.00  ...   3441.00     3447.00        B
14    b2606  20251017   3423.00  ...   3408.00     3418.00        B
15    b2607  20251017   3428.00  ...   3410.00     3424.00        B
16    b2608  20251017   3527.00  ...   3511.00     3520.00        B
17    b2609  20251017   3549.00  ...   3534.00     3544.00        B
18   bb2511  20251017      0.00  ...    144.50      144.50       BB
19   bb2601  20251017    147.15  ...    147.15      147.35       BB
20   bb2603  20251017      0.00  ...    146.90      146.90       BB
21   bb2605  20251017      0.00  ...    147.70      147.70       BB
22   bb2607  20251017      0.00  ...    152.20      152.40       BB
23   bb2609  20251017      0.00  ...    152.20      152.40       BB
24   bz2603  20251017   5662.00  ...   5594.00     5589.00       BZ
25   bz2604  20251017   5644.00  ...   5583.00     5593.00       BZ
26   bz2605  20251017   5630.00  ...   5587.00     5571.00       BZ
27   bz2606  20251017      0.00  ...   5597.00     5597.00       BZ
28   bz2607  20251017   5609.00  ...   5603.00     5530.00       BZ
29   bz2608  20251017   5586.00  ...   5586.00     5601.00       BZ
30   bz2609  20251017      0.00  ...   5695.00     5695.00       BZ
31    c2511  20251017   2111.00  ...   2114.00     2106.00        C
32    c2601  20251017   2135.00  ...   2128.00     2131.00        C
33    c2603  20251017   2164.00  ...   2158.00     2161.00        C
34    c2605  20251017   2238.00  ...   2231.00     2227.00        C
35    c2607  20251017   2248.00  ...   2243.00     2240.00        C
36    c2609  20251017   2262.00  ...   2259.00     2255.00        C
37   cs2511  20251017   2374.00  ...   2373.00     2389.00       CS
38   cs2601  20251017   2414.00  ...   2402.00     2416.00       CS
39   cs2603  20251017   2436.00  ...   2423.00     2434.00       CS
40   cs2605  20251017   2538.00  ...   2528.00     2535.00       CS
41   cs2607  20251017   2549.00  ...   2541.00     2549.00       CS
42   cs2609  20251017   2592.00  ...   2583.00     2587.00       CS
43   eb2510  20251017   6498.00  ...   6495.00     6442.00       EB
44   eb2511  20251017   6600.00  ...   6519.00     6524.00       EB
45   eb2512  20251017   6610.00  ...   6542.00     6552.00       EB
46   eb2601  20251017   6667.00  ...   6587.00     6597.00       EB
47   eb2602  20251017   6710.00  ...   6640.00     6648.00       EB
48   eb2603  20251017   6767.00  ...   6696.00     6711.00       EB
49   eb2604  20251017   6804.00  ...   6747.00     6741.00       EB
50   eb2605  20251017   6847.00  ...   6795.00     6714.00       EB
51   eb2606  20251017   6799.00  ...   6870.00     6809.00       EB
52   eb2607  20251017      0.00  ...   6836.00     6836.00       EB
53   eb2608  20251017      0.00  ...   6840.00     6840.00       EB
54   eb2609  20251017   6877.00  ...   6869.00     6896.00       EB
55   eg2510  20251017   4076.00  ...   4082.00     4092.00       EG
56   eg2511  20251017   4103.00  ...   4043.00     4071.00       EG
57   eg2512  20251017   4083.00  ...   4038.00     4053.00       EG
58   eg2601  20251017   4088.00  ...   4037.00     4056.00       EG
59   eg2602  20251017   4080.00  ...   4051.00     4082.00       EG
60   eg2603  20251017   4090.00  ...   4065.00     4073.00       EG
61   eg2604  20251017   4136.00  ...   4131.00     4150.00       EG
62   eg2605  20251017   4151.00  ...   4122.00     4144.00       EG
63   eg2606  20251017   4162.00  ...   4131.00     4159.00       EG
64   eg2607  20251017   4177.00  ...   4166.00     4171.00       EG
65   eg2608  20251017   4190.00  ...   4180.00     4163.00       EG
66   eg2609  20251017   4195.00  ...   4150.00     4171.00       EG
67   fb2510  20251017      0.00  ...   1252.00     1252.00       FB
68   fb2511  20251017   1252.00  ...   1240.00     1253.50       FB
69   fb2512  20251017   1258.00  ...   1259.50     1255.50       FB
70   fb2601  20251017   1269.00  ...   1268.00     1263.00       FB
71   fb2602  20251017   1267.50  ...   1266.50     1264.00       FB
72   fb2603  20251017   1262.50  ...   1261.50     1260.00       FB
73   fb2604  20251017   1266.50  ...   1265.00     1261.50       FB
74   fb2605  20251017      0.00  ...   1288.50     1288.50       FB
75   fb2606  20251017      0.00  ...   1276.50     1276.50       FB
76   fb2607  20251017      0.00  ...   1302.50     1302.50       FB
77   fb2608  20251017      0.00  ...   1308.00     1308.00       FB
78   fb2609  20251017      0.00  ...   1296.00     1296.00       FB
79    i2510  20251017      0.00  ...    806.00      806.00        I
80    i2511  20251017    795.00  ...    789.00      790.50        I
81    i2512  20251017    786.00  ...    783.00      784.00        I
82    i2601  20251017    774.00  ...    771.50      772.50        I
83    i2602  20251017    772.50  ...    769.50      770.50        I
84    i2603  20251017    768.50  ...    766.00      765.50        I
85    i2604  20251017    765.00  ...    761.00      761.00        I
86    i2605  20251017    753.00  ...    750.50      750.50        I
87    i2606  20251017    748.50  ...    745.00      745.50        I
88    i2607  20251017    745.00  ...    740.50      741.00        I
89    i2608  20251017    739.00  ...    736.00      736.00        I
90    i2609  20251017    731.50  ...    729.00      729.50        I
91    j2510  20251017      0.00  ...   1600.00     1600.00        J
92    j2511  20251017   1624.50  ...   1621.00     1588.00        J
93    j2512  20251017   1655.50  ...   1649.00     1611.00        J
94    j2601  20251017   1672.50  ...   1682.50     1649.00        J
95    j2602  20251017   1708.00  ...   1707.00     1674.50        J
96    j2603  20251017   1749.50  ...   1738.50     1714.50        J
97    j2604  20251017   1808.00  ...   1808.00     1765.50        J
98    j2605  20251017   1828.00  ...   1828.50     1797.00        J
99    j2606  20251017      0.00  ...   1820.50     1820.50        J
100   j2607  20251017      0.00  ...   1833.50     1833.50        J
101   j2608  20251017      0.00  ...   1865.00     1865.00        J
102   j2609  20251017   1919.00  ...   1909.50     1876.00        J
103  jd2510  20251017   2798.00  ...   2734.00     2750.00       JD
104  jd2511  20251017   2810.00  ...   2819.00     2834.00       JD
105  jd2512  20251017   2972.00  ...   2965.00     2990.00       JD
106  jd2601  20251017   3168.00  ...   3176.00     3180.00       JD
107  jd2602  20251017   2983.00  ...   2968.00     3000.00       JD
108  jd2603  20251017   3000.00  ...   2974.00     3015.00       JD
109  jd2604  20251017   3131.00  ...   3108.00     3137.00       JD
110  jd2605  20251017   3340.00  ...   3310.00     3342.00       JD
111  jd2606  20251017   3233.00  ...   3211.00     3233.00       JD
112  jd2607  20251017   3475.00  ...   3459.00     3482.00       JD
113  jd2608  20251017   3962.00  ...   3951.00     3966.00       JD
114  jd2609  20251017   3860.00  ...   3845.00     3862.00       JD
115  jm2510  20251017    960.00  ...    960.00      999.00       JM
116  jm2511  20251017   1082.00  ...   1067.50     1057.00       JM
117  jm2512  20251017   1126.00  ...   1120.00     1098.50       JM
118  jm2601  20251017   1190.50  ...   1184.50     1162.00       JM
119  jm2602  20251017   1212.00  ...   1206.50     1188.00       JM
120  jm2603  20251017   1230.50  ...   1225.00     1208.50       JM
121  jm2604  20251017   1248.00  ...   1245.50     1227.00       JM
122  jm2605  20251017   1269.50  ...   1266.50     1244.00       JM
123  jm2606  20251017   1291.50  ...   1283.50     1267.00       JM
124  jm2607  20251017   1309.50  ...   1303.50     1282.00       JM
125  jm2608  20251017   1327.50  ...   1323.50     1303.00       JM
126  jm2609  20251017   1351.50  ...   1346.50     1327.50       JM
127   l2510  20251017      0.00  ...   6856.00     6856.00        L
128   l2511  20251017   6914.00  ...   6868.00     6889.00        L
129   l2512  20251017   6922.00  ...   6883.00     6899.00        L
130   l2601  20251017   6936.00  ...   6893.00     6907.00        L
131   l2602  20251017   6927.00  ...   6890.00     6911.00        L
132   l2603  20251017   6930.00  ...   6892.00     6926.00        L
133   l2604  20251017   6963.00  ...   6945.00     6961.00        L
134   l2605  20251017   6951.00  ...   6927.00     6947.00        L
135   l2606  20251017   6950.00  ...   6919.00     6960.00        L
136   l2607  20251017   6989.00  ...   6952.00     6977.00        L
137   l2608  20251017   6993.00  ...   6934.00     6991.00        L
138   l2609  20251017   7014.00  ...   6922.00     6983.00        L
139  lg2511  20251017    798.00  ...    800.50      796.00       LG
140  lg2601  20251017    823.50  ...    830.50      823.50       LG
141  lg2603  20251017    830.00  ...    832.50      829.50       LG
142  lg2605  20251017    832.00  ...    834.00      830.00       LG
143  lg2607  20251017    833.00  ...    834.00      829.50       LG
144  lg2609  20251017    835.50  ...    835.50      831.50       LG
145  lh2511  20251017  11135.00  ...  11105.00    11300.00       LH
146  lh2601  20251017  11910.00  ...  11815.00    11975.00       LH
147  lh2603  20251017  11545.00  ...  11375.00    11565.00       LH
148  lh2605  20251017  12125.00  ...  12000.00    12185.00       LH
149  lh2607  20251017  12945.00  ...  12770.00    12990.00       LH
150  lh2609  20251017  13740.00  ...  13580.00    13805.00       LH
151   m2511  20251017   2881.00  ...   2857.00     2893.00        M
152   m2512  20251017   2921.00  ...   2900.00     2931.00        M
153   m2601  20251017   2910.00  ...   2882.00     2915.00        M
154   m2603  20251017   2895.00  ...   2872.00     2896.00        M
155   m2605  20251017   2741.00  ...   2730.00     2741.00        M
156   m2607  20251017   2724.00  ...   2715.00     2725.00        M
157   m2608  20251017   2848.00  ...   2837.00     2848.00        M
158   m2609  20251017   2857.00  ...   2840.00     2854.00        M
159   p2510  20251017      0.00  ...   9120.00     9120.00        P
160   p2511  20251017   9218.00  ...   9254.00     9236.00        P
161   p2512  20251017   9278.00  ...   9282.00     9278.00        P
162   p2601  20251017   9328.00  ...   9334.00     9326.00        P
163   p2602  20251017   9338.00  ...   9336.00     9328.00        P
164   p2603  20251017   9338.00  ...   9352.00     9336.00        P
165   p2604  20251017   9330.00  ...   9330.00     9322.00        P
166   p2605  20251017   9260.00  ...   9294.00     9256.00        P
167   p2606  20251017   9226.00  ...   9208.00     9168.00        P
168   p2607  20251017   9104.00  ...   9126.00     9078.00        P
169   p2608  20251017   9058.00  ...   9034.00     9000.00        P
170   p2609  20251017   8962.00  ...   8974.00     8952.00        P
171  pg2510  20251017      0.00  ...   4339.00     4340.00       PG
172  pg2511  20251017   4268.00  ...   4241.00     4199.00       PG
173  pg2512  20251017   4130.00  ...   4109.00     4079.00       PG
174  pg2601  20251017   4029.00  ...   4001.00     3987.00       PG
175  pg2602  20251017   3930.00  ...   3907.00     3897.00       PG
176  pg2603  20251017   3850.00  ...   3821.00     3818.00       PG
177  pg2604  20251017   4209.00  ...   4180.00     4193.00       PG
178  pg2605  20251017   4136.00  ...   4078.00     4113.00       PG
179  pg2606  20251017   4057.00  ...   4011.00     4053.00       PG
180  pg2607  20251017   3983.00  ...   3972.00     3980.00       PG
181  pg2608  20251017   3936.00  ...   3902.00     3944.00       PG
182  pg2609  20251017   3892.00  ...   3842.00     3869.00       PG
183  pp2510  20251017   6455.00  ...   6455.00     6482.00       PP
184  pp2511  20251017   6557.00  ...   6508.00     6524.00       PP
185  pp2512  20251017   6591.00  ...   6550.00     6571.00       PP
186  pp2601  20251017   6620.00  ...   6583.00     6598.00       PP
187  pp2602  20251017   6625.00  ...   6585.00     6594.00       PP
188  pp2603  20251017   6621.00  ...   6585.00     6587.00       PP
189  pp2604  20251017   6642.00  ...   6604.00     6641.00       PP
190  pp2605  20251017   6669.00  ...   6630.00     6643.00       PP
191  pp2606  20251017   6618.00  ...   6583.00     6609.00       PP
192  pp2607  20251017   6623.00  ...   6587.00     6591.00       PP
193  pp2608  20251017   6639.00  ...   6616.00     6639.00       PP
194  pp2609  20251017   6691.00  ...   6657.00     6666.00       PP
195  rr2510  20251017      0.00  ...   3635.00     3635.00       RR
196  rr2511  20251017   3613.00  ...   3616.00     3615.00       RR
197  rr2512  20251017   3608.00  ...   3598.00     3606.00       RR
198  rr2601  20251017   3629.00  ...   3627.00     3626.00       RR
199  rr2602  20251017   3615.00  ...   3617.00     3614.00       RR
200  rr2603  20251017   3616.00  ...   3614.00     3612.00       RR
201  rr2604  20251017   3621.00  ...   3622.00     3615.00       RR
202  rr2605  20251017   3615.00  ...   3625.00     3609.00       RR
203  rr2606  20251017   3620.00  ...   3612.00     3606.00       RR
204  rr2607  20251017   3609.00  ...   3609.00     3611.00       RR
205  rr2608  20251017   3610.00  ...   3606.00     3601.00       RR
206  rr2609  20251017   3629.00  ...   3623.00     3608.00       RR
207   v2510  20251017   4590.00  ...   4586.00     4543.00        V
208   v2511  20251017   4594.00  ...   4617.00     4581.00        V
209   v2512  20251017   4649.00  ...   4658.00     4625.00        V
210   v2601  20251017   4698.00  ...   4706.00     4667.00        V
211   v2602  20251017   4740.00  ...   4748.00     4709.00        V
212   v2603  20251017   4771.00  ...   4777.00     4742.00        V
213   v2604  20251017   4978.00  ...   4970.00     4932.00        V
214   v2605  20251017   5011.00  ...   5012.00     4981.00        V
215   v2606  20251017   5045.00  ...   5045.00     5007.00        V
216   v2607  20251017   5087.00  ...   5090.00     5042.00        V
217   v2608  20251017   5120.00  ...   5116.00     5087.00        V
218   v2609  20251017   5136.00  ...   5140.00     5124.00        V
219   y2511  20251017   8260.00  ...   8272.00     8248.00        Y
220   y2512  20251017   8306.00  ...   8316.00     8294.00        Y
221   y2601  20251017   8276.00  ...   8286.00     8252.00        Y
222   y2603  20251017   8232.00  ...   8230.00     8214.00        Y
223   y2605  20251017   8064.00  ...   8078.00     8054.00        Y
224   y2607  20251017   8018.00  ...   8018.00     8004.00        Y
225   y2608  20251017   8006.00  ...   8008.00     8010.00        Y
226   y2609  20251017   7984.00  ...   7986.00     7966.00        Y

[227 rows x 12 columns]
2025-10-17 18:26:42,267 - future_1d - INFO - ak.get_dce_daily('2025-10-17') done
     index      symbol      date  ...   settle pre_settle variety
0        0      CU2511  20251017  ...    84720      85040      CU
1        1      CU2512  20251017  ...    84760      85060      CU
2        2      CU2601  20251017  ...    84710      85010      CU
3        3      CU2602  20251017  ...    84610      84870      CU
4        4      CU2603  20251017  ...    84560      84830      CU
5        5      CU2604  20251017  ...    84440      84800      CU
6        6      CU2605  20251017  ...    84470      84710      CU
7        7      CU2606  20251017  ...    84350      84690      CU
8        8      CU2607  20251017  ...    84200      84460      CU
9        9      CU2608  20251017  ...    84120      84470      CU
10      10      CU2609  20251017  ...    83990      84310      CU
11      11      CU2610  20251017  ...    83980      84110      CU
12      12      BC2511  20251017  ...    75250      75500      BC
13      13      BC2512  20251017  ...    75350      75590      BC
14      14      BC2601  20251017  ...    75510      76570      BC
15      15      BC2602  20251017  ...    75800      75800      BC
16      16      BC2603  20251017  ...    75870      75870      BC
17      17      BC2604  20251017  ...    76440      76520      BC
18      18      BC2605  20251017  ...    75900      75900      BC
19      19      BC2606  20251017  ...    75880      75880      BC
20      20      BC2607  20251017  ...    76570      76570      BC
21      21      BC2608  20251017  ...    75800      75800      BC
22      22      BC2609  20251017  ...    76130      76130      BC
23      23      BC2610  20251017  ...    76130      76130      BC
24      24      AL2511  20251017  ...    20960      20910      AL
25      25      AL2512  20251017  ...    20990      20935      AL
26      26      AL2601  20251017  ...    20995      20940      AL
27      27      AL2602  20251017  ...    21005      20935      AL
28      28      AL2603  20251017  ...    21010      20955      AL
29      29      AL2604  20251017  ...    21025      20985      AL
30      30      AL2605  20251017  ...    21040      20990      AL
31      31      AL2606  20251017  ...    21040      21010      AL
32      32      AL2607  20251017  ...    21070      20970      AL
33      33      AL2608  20251017  ...    21025      20990      AL
34      34      AL2609  20251017  ...    21035      20970      AL
35      35      AL2610  20251017  ...    21060      20985      AL
36      36      ZN2511  20251017  ...    21910      21950      ZN
37      37      ZN2512  20251017  ...    21925      21980      ZN
38      38      ZN2601  20251017  ...    21955      22015      ZN
39      39      ZN2602  20251017  ...    21990      22050      ZN
40      40      ZN2603  20251017  ...    22005      22080      ZN
41      41      ZN2604  20251017  ...    22010      22120      ZN
42      42      ZN2605  20251017  ...    22065      22140      ZN
43      43      ZN2606  20251017  ...    22075      22175      ZN
44      44      ZN2607  20251017  ...    22175      22175      ZN
45      45      ZN2608  20251017  ...    22205      22225      ZN
46      46      ZN2609  20251017  ...    22195      22255      ZN
47      47      ZN2610  20251017  ...    22210      22100      ZN
48      48      PB2511  20251017  ...    17050      17115      PB
49      49      PB2512  20251017  ...    17070      17135      PB
50      50      PB2601  20251017  ...    17070      17135      PB
51      51      PB2602  20251017  ...    17070      17120      PB
52      52      PB2603  20251017  ...    17120      17170      PB
53      53      PB2604  20251017  ...    17120      17190      PB
54      54      PB2605  20251017  ...    17150      17230      PB
55      55      PB2606  20251017  ...    17205      17230      PB
56      56      PB2607  20251017  ...    17160      17160      PB
57      57      PB2608  20251017  ...    17235      17245      PB
58      58      PB2609  20251017  ...    17175      17255      PB
59      59      PB2610  20251017  ...    17230      17235      PB
60      60      NI2511  20251017  ...   121340     120920      NI
61      61      NI2512  20251017  ...   121490     121070      NI
62      62      NI2601  20251017  ...   121690     121290      NI
63      63      NI2602  20251017  ...   121870     121520      NI
64      64      NI2603  20251017  ...   122040     121790      NI
65      65      NI2604  20251017  ...   122430     122050      NI
66      66      NI2605  20251017  ...   122570     122200      NI
67      67      NI2606  20251017  ...   122810     122390      NI
68      68      NI2607  20251017  ...   123110     122720      NI
69      69      NI2608  20251017  ...   123310     123000      NI
70      70      NI2609  20251017  ...   124290     123310      NI
71      71      NI2610  20251017  ...   123530     123480      NI
72      72      SN2511  20251017  ...   281380     280030      SN
73      73      SN2512  20251017  ...   281840     280450      SN
74      74      SN2601  20251017  ...   281930     280580      SN
75      75      SN2602  20251017  ...   282070     280680      SN
76      76      SN2603  20251017  ...   281950     280540      SN
77      77      SN2604  20251017  ...   282360     280560      SN
78      78      SN2605  20251017  ...   282090     280280      SN
79      79      SN2606  20251017  ...   282500     280690      SN
80      80      SN2607  20251017  ...   282610     281020      SN
81      81      SN2608  20251017  ...   282980     281860      SN
82      82      SN2609  20251017  ...   283360     282990      SN
83      83      SN2610  20251017  ...   282070     282070      SN
84      84      AO2511  20251017  ...     2779       2763      AO
85      85      AO2512  20251017  ...     2788       2773      AO
86      86      AO2601  20251017  ...     2802       2784      AO
87      87      AO2602  20251017  ...     2821       2806      AO
88      88      AO2603  20251017  ...     2893       2878      AO
89      89      AO2604  20251017  ...     2906       2894      AO
90      90      AO2605  20251017  ...     2919       2900      AO
91      91      AO2606  20251017  ...     2928       2914      AO
92      92      AO2607  20251017  ...     2934       2923      AO
93      93      AO2608  20251017  ...     2941       2932      AO
94      94      AO2609  20251017  ...     2962       2949      AO
95      95      AO2610  20251017  ...     2976       2946      AO
96      96      AD2511  20251017  ...    20395      20370      AD
97      97      AD2512  20251017  ...    20475      20435      AD
98      98      AD2601  20251017  ...    20515      20480      AD
99      99      AD2602  20251017  ...    20495      20460      AD
100    100      AD2603  20251017  ...    20530      20420      AD
101    101      AD2604  20251017  ...    20420      20420      AD
102    102      AD2605  20251017  ...    20375      20405      AD
103    103      AD2606  20251017  ...    20300      20300      AD
104    104      AD2607  20251017  ...    20270      20270      AD
105    105      AD2608  20251017  ...    20390      20495      AD
106    106      AD2609  20251017  ...    20640      20495      AD
107    107      AD2610  20251017  ...    20495      20495      AD
108    108      AU2511  20251017  ...    988.7     963.74      AU
109    109      AU2512  20251017  ...   986.38        963      AU
110    110      AU2601  20251017  ...   989.44     966.54      AU
111    111      AU2602  20251017  ...    989.9     965.94      AU
112    112      AU2604  20251017  ...   992.24     967.76      AU
113    113      AU2606  20251017  ...    995.6     970.88      AU
114    114      AU2608  20251017  ...    997.1     973.76      AU
115    115      AU2610  20251017  ...  1000.74     976.74      AU
116    116      AG2511  20251017  ...    12215      12004      AG
117    117      AG2512  20251017  ...    12230      12002      AG
118    118      AG2601  20251017  ...    12236      12009      AG
119    119      AG2602  20251017  ...    12249      12026      AG
120    120      AG2603  20251017  ...    12258      12045      AG
121    121      AG2604  20251017  ...    12270      12045      AG
122    122      AG2605  20251017  ...    12282      12055      AG
123    123      AG2606  20251017  ...    12293      12077      AG
124    124      AG2607  20251017  ...    12316      12085      AG
125    125      AG2608  20251017  ...    12310      12095      AG
126    126      AG2609  20251017  ...    12327      12125      AG
127    127      AG2610  20251017  ...    12340      12147      AG
128    128      RB2511  20251017  ...     2985       2971      RB
129    129      RB2512  20251017  ...     3033       3017      RB
130    130      RB2601  20251017  ...     3046       3036      RB
131    131      RB2602  20251017  ...     3052       3043      RB
132    132      RB2603  20251017  ...     3075       3064      RB
133    133      RB2604  20251017  ...     3092       3079      RB
134    134      RB2605  20251017  ...     3103       3087      RB
135    135      RB2606  20251017  ...     3118       3103      RB
136    136      RB2607  20251017  ...     3125       3111      RB
137    137      RB2608  20251017  ...     3136       3122      RB
138    138      RB2609  20251017  ...     3139       3129      RB
139    139      RB2610  20251017  ...     3142       3134      RB
140    140      WR2511  20251017  ...     3270       3270      WR
141    141      WR2512  20251017  ...     3355       3353      WR
142    142      WR2601  20251017  ...     3365       3336      WR
143    143      WR2602  20251017  ...     3403       3383      WR
144    144      WR2603  20251017  ...     3361       3361      WR
145    145      WR2604  20251017  ...     3369       3369      WR
146    146      WR2605  20251017  ...     3365       3365      WR
147    147      WR2606  20251017  ...     3363       3363      WR
148    148      WR2607  20251017  ...     3416       3416      WR
149    149      WR2608  20251017  ...     3461       3461      WR
150    150      WR2609  20251017  ...     3430       3430      WR
151    151      WR2610  20251017  ...     3430       3430      WR
152    152      HC2511  20251017  ...     3265       3255      HC
153    153      HC2512  20251017  ...     3255       3249      HC
154    154      HC2601  20251017  ...     3219       3209      HC
155    155      HC2602  20251017  ...     3226       3215      HC
156    156      HC2603  20251017  ...     3226       3215      HC
157    157      HC2604  20251017  ...     3230       3215      HC
158    158      HC2605  20251017  ...     3234       3220      HC
159    159      HC2606  20251017  ...     3228       3226      HC
160    160      HC2607  20251017  ...     3244       3228      HC
161    161      HC2608  20251017  ...     3249       3231      HC
162    162      HC2609  20251017  ...     3252       3240      HC
163    163      HC2610  20251017  ...     3256       3240      HC
164    164      SS2511  20251017  ...    12585      12515      SS
165    165      SS2512  20251017  ...    12615      12545      SS
166    166      SS2601  20251017  ...    12705      12635      SS
167    167      SS2602  20251017  ...    12760      12690      SS
168    168      SS2603  20251017  ...    12845      12760      SS
169    169      SS2604  20251017  ...    12910      12845      SS
170    170      SS2605  20251017  ...    12965      12910      SS
171    171      SS2606  20251017  ...    13045      12960      SS
172    172      SS2607  20251017  ...    13085      13000      SS
173    173      SS2608  20251017  ...    13125      13080      SS
174    174      SS2609  20251017  ...    13175      13120      SS
175    175      SS2610  20251017  ...    13230      13210      SS
176    176      SC2511  20251017  ...    437.9      443.2      SC
177    177      SC2512  20251017  ...    439.6      445.6      SC
178    178      SC2601  20251017  ...    439.5        446      SC
179    179      SC2602  20251017  ...    439.2      446.7      SC
180    180      SC2603  20251017  ...    440.6      447.3      SC
181    181      SC2604  20251017  ...    439.7      448.3      SC
182    182      SC2605  20251017  ...    440.6      449.4      SC
183    183      SC2606  20251017  ...    441.9      449.9      SC
184    184      SC2607  20251017  ...      444      451.9      SC
185    185      SC2608  20251017  ...    445.5      452.2      SC
186    186      SC2609  20251017  ...    445.7      451.7      SC
187    187      SC2610  20251017  ...    447.3      449.7      SC
188    188      SC2612  20251017  ...    445.6      451.8      SC
189    189      SC2703  20251017  ...    448.1      450.7      SC
190    190      SC2706  20251017  ...    451.7      453.6      SC
191    191      SC2709  20251017  ...    450.2      450.2      SC
192    192      SC2712  20251017  ...    445.2      450.6      SC
193    193      SC2803  20251017  ...      446      449.9      SC
194    194      SC2806  20251017  ...    447.1      453.5      SC
195    195      SC2809  20251017  ...    449.2      451.8      SC
196    196      LU2511  20251017  ...     3069       3147      LU
197    197      LU2512  20251017  ...     3096       3163      LU
198    198      LU2601  20251017  ...     3101       3163      LU
199    199      LU2602  20251017  ...     3115       3166      LU
200    200      LU2603  20251017  ...     3116       3165      LU
201    201      LU2604  20251017  ...     3112       3176      LU
202    202      LU2605  20251017  ...     3111       3184      LU
203    203      LU2606  20251017  ...     3117       3192      LU
204    204      LU2607  20251017  ...     3143       3191      LU
205    205      LU2608  20251017  ...     3133       3192      LU
206    206      LU2609  20251017  ...     3154       3192      LU
207    207      LU2610  20251017  ...     3129       3185      LU
208    208      FU2511  20251017  ...     2719       2761      FU
209    209      FU2512  20251017  ...     2674       2718      FU
210    210      FU2601  20251017  ...     2644       2694      FU
211    211      FU2602  20251017  ...     2631       2675      FU
212    212      FU2603  20251017  ...     2620       2666      FU
213    213      FU2604  20251017  ...     2618       2663      FU
214    214      FU2605  20251017  ...     2613       2657      FU
215    215      FU2606  20251017  ...     2609       2647      FU
216    216      FU2607  20251017  ...     2602       2642      FU
217    217      FU2608  20251017  ...     2574       2612      FU
218    218      FU2609  20251017  ...     2575       2606      FU
219    219      FU2610  20251017  ...     2564       2595      FU
220    220      BU2511  20251017  ...     3247       3265      BU
221    221      BU2512  20251017  ...     3172       3191      BU
222    222      BU2601  20251017  ...     3137       3161      BU
223    223      BU2602  20251017  ...     3146       3171      BU
224    224      BU2603  20251017  ...     3164       3195      BU
225    225      BU2604  20251017  ...     3171       3199      BU
226    226      BU2605  20251017  ...     3177       3202      BU
227    227      BU2606  20251017  ...     3182       3206      BU
228    228      BU2607  20251017  ...     3186       3213      BU
229    229      BU2608  20251017  ...     3177       3202      BU
230    230      BU2609  20251017  ...     3184       3208      BU
231    231      BU2610  20251017  ...     3168       3187      BU
232    232      BU2612  20251017  ...     3125       3149      BU
233    233      BU2703  20251017  ...     3150       3154      BU
234    234      BU2706  20251017  ...     3151       3168      BU
235    235      BU2709  20251017  ...     3158       3171      BU
236    236      BR2511  20251017  ...    11035      11005      BR
237    237      BR2512  20251017  ...    10940      10930      BR
238    238      BR2601  20251017  ...    10915      10930      BR
239    239      BR2602  20251017  ...    10890      10925      BR
240    240      BR2603  20251017  ...    10880      10890      BR
241    241      BR2604  20251017  ...    10850      10875      BR
242    242      BR2605  20251017  ...    10945      10915      BR
243    243      BR2606  20251017  ...    10910      10980      BR
244    244      BR2607  20251017  ...    11150      11065      BR
245    245      BR2608  20251017  ...    11185      11080      BR
246    246      BR2609  20251017  ...    11245      11180      BR
247    247      BR2610  20251017  ...    11215      11080      BR
248    248      RU2511  20251017  ...    14065      14105      RU
249    249      RU2601  20251017  ...    14820      14845      RU
250    250      RU2603  20251017  ...    14810      14820      RU
251    251      RU2604  20251017  ...    14800      14885      RU
252    252      RU2605  20251017  ...    14790      14830      RU
253    253      RU2606  20251017  ...    14815      14815      RU
254    254      RU2607  20251017  ...    14840      14885      RU
255    255      RU2608  20251017  ...    14810      14865      RU
256    256      RU2609  20251017  ...    14815      14825      RU
257    257      RU2610  20251017  ...    14855      14810      RU
258    258      NR2511  20251017  ...    12340      12295      NR
259    259      NR2512  20251017  ...    12290      12245      NR
260    260      NR2601  20251017  ...    12215      12215      NR
261    261      NR2602  20251017  ...    12155      12195      NR
262    262      NR2603  20251017  ...    12120      12185      NR
263    263      NR2604  20251017  ...    12120      12145      NR
264    264      NR2605  20251017  ...    12120      12165      NR
265    265      NR2606  20251017  ...    12125      12140      NR
266    266      NR2607  20251017  ...    12145      12100      NR
267    267      NR2608  20251017  ...    12175      12090      NR
268    268      NR2609  20251017  ...    12215      12180      NR
269    269      NR2610  20251017  ...    12265      12185      NR
270    270      SP2511  20251017  ...     4850       4850      SP
271    271      SP2512  20251017  ...     4870       4874      SP
272    272      SP2601  20251017  ...     5124       5154      SP
273    273      SP2602  20251017  ...     5142       5168      SP
274    274      SP2603  20251017  ...     5156       5188      SP
275    275      SP2604  20251017  ...     5174       5196      SP
276    276      SP2605  20251017  ...     5186       5220      SP
277    277      SP2606  20251017  ...     5184       5228      SP
278    278      SP2607  20251017  ...     5190       5220      SP
279    279      SP2608  20251017  ...     5196       5234      SP
280    280      SP2609  20251017  ...     5186       5220      SP
281    281      SP2610  20251017  ...     5190       5244      SP
282    282      OP2601  20251017  ...     4206       4210      OP
283    283      OP2602  20251017  ...     4220       4224      OP
284    284      OP2603  20251017  ...     4216       4216      OP
285    285      OP2604  20251017  ...     4228       4232      OP
286    286      OP2605  20251017  ...     4216       4216      OP
287    287      OP2606  20251017  ...     4198       4184      OP
288    288      OP2607  20251017  ...     4242       4242      OP
289    289      OP2608  20251017  ...     4258       4268      OP
290    290      OP2609  20251017  ...     4220       4220      OP
291    291      OP2610  20251017  ...     4220       4220      OP
292    292      EC2510  20251017  ...   1098.8       1112      EC
293    293      EC2512  20251017  ...   1658.2       1663      EC
294    294      EC2602  20251017  ...   1459.8     1427.9      EC
295    295      EC2604  20251017  ...   1126.4     1114.5      EC
296    296      EC2606  20251017  ...   1288.5     1283.7      EC
297    297      EC2608  20251017  ...   1411.4     1418.2      EC
298    298  SC_TAS2511  20251017  ...                      SC_TAS
299    299  SC_TAS2512  20251017  ...                      SC_TAS
300    300  SC_TAS2601  20251017  ...                      SC_TAS
301    301  SC_TAS2602  20251017  ...                      SC_TAS

[302 rows x 13 columns]
2025-10-17 18:26:42,369 - future_1d - INFO - ak.get_shfe_daily('2025-10-17') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2510  20251017  7212.200  ...  7064.340    7212.600       IC
1   IC2511  20251017  7135.600  ...  6921.800    7111.800       IC
2   IC2512  20251017  7062.000  ...  6865.000    7046.600       IC
3   IC2603  20251017  6880.200  ...  6703.600    6881.600       IC
4   IF2510  20251017  4613.000  ...  4539.860    4611.200       IF
5   IF2511  20251017  4605.600  ...  4497.400    4596.800       IF
6   IF2512  20251017  4582.000  ...  4484.600    4585.800       IF
7   IF2603  20251017  4564.200  ...  4463.000    4564.200       IF
8   IH2510  20251017  3016.600  ...  2983.270    3018.000       IH
9   IH2511  20251017  3024.000  ...  2963.000    3017.200       IH
10  IH2512  20251017  3015.400  ...  2961.600    3017.400       IH
11  IH2603  20251017  3024.000  ...  2962.600    3016.800       IH
12  IM2510  20251017  7402.800  ...  7230.330    7394.000       IM
13  IM2511  20251017  7300.200  ...  7104.000    7276.800       IM
14  IM2512  20251017  7204.800  ...  7024.200    7190.600       IM
15  IM2603  20251017  6975.000  ...  6808.000    6971.400       IM
16   T2512  20251017   108.215  ...   108.265     108.160        T
17   T2603  20251017   108.000  ...   107.955     107.865        T
18   T2606  20251017   107.855  ...   107.845     107.775        T
19  TF2512  20251017   105.740  ...   105.775     105.705       TF
20  TF2603  20251017   105.630  ...   105.680     105.610       TF
21  TF2606  20251017   105.655  ...   105.690     105.630       TF
22  TL2512  20251017   115.220  ...   115.730     115.020       TL
23  TL2603  20251017   114.900  ...   115.410     114.720       TL
24  TL2606  20251017   114.800  ...   115.260     114.590       TL
25  TS2512  20251017   102.362  ...   102.378     102.368       TS
26  TS2603  20251017   102.286  ...   102.290     102.280       TS
27  TS2606  20251017   102.322  ...   102.318     102.316       TS

[28 rows x 12 columns]
2025-10-17 18:26:42,601 - future_1d - INFO - ak.get_cffex_daily('2025-10-17') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251017      0.0  ...  52545.0     52555.0       PS
1   PS2511  20251017  52020.0  ...  52250.0     51755.0       PS
2   PS2512  20251017  54450.0  ...  54780.0     54225.0       PS
3   PS2601  20251017  54475.0  ...  54780.0     54180.0       PS
4   PS2602  20251017  54100.0  ...  54550.0     53995.0       PS
5   PS2603  20251017  53690.0  ...  54420.0     53925.0       PS
6   PS2604  20251017  54140.0  ...  54355.0     53825.0       PS
7   PS2605  20251017  54200.0  ...  54265.0     53700.0       PS
8   PS2606  20251017  55605.0  ...  55905.0     55560.0       PS
9   PS2607  20251017  55040.0  ...  55630.0     55495.0       PS
10  PS2608  20251017  54770.0  ...  55400.0     55065.0       PS
11  PS2609  20251017  54505.0  ...  55225.0     54750.0       PS
13  SI2510  20251017   8615.0  ...   8615.0      8615.0       SI
14  SI2511  20251017   8580.0  ...   8490.0      8575.0       SI
15  SI2512  20251017   8985.0  ...   8900.0      8955.0       SI
16  SI2601  20251017   8945.0  ...   8850.0      8895.0       SI
17  SI2602  20251017   8945.0  ...   8850.0      8890.0       SI
18  SI2603  20251017   8915.0  ...   8835.0      8895.0       SI
19  SI2604  20251017   8855.0  ...   8865.0      8920.0       SI
20  SI2605  20251017   8960.0  ...   8875.0      8925.0       SI
21  SI2606  20251017   8950.0  ...   8890.0      8930.0       SI
22  SI2607  20251017   8990.0  ...   8890.0      8950.0       SI
23  SI2608  20251017   8940.0  ...   8900.0      8965.0       SI
24  SI2609  20251017   8970.0  ...   8930.0      8965.0       SI
27  LC2510  20251017  75300.0  ...  76180.0     73660.0       LC
28  LC2511  20251017  74900.0  ...  75760.0     73820.0       LC
29  LC2512  20251017  74980.0  ...  75940.0     74080.0       LC
30  LC2601  20251017  75200.0  ...  75900.0     74060.0       LC
31  LC2602  20251017  74760.0  ...  75580.0     73780.0       LC
32  LC2603  20251017  75700.0  ...  75440.0     73820.0       LC
33  LC2604  20251017  74940.0  ...  75880.0     74340.0       LC
34  LC2605  20251017  74960.0  ...  75960.0     74320.0       LC
35  LC2606  20251017  74920.0  ...  75900.0     74200.0       LC
36  LC2607  20251017  75000.0  ...  75580.0     74220.0       LC
37  LC2608  20251017  75020.0  ...  75740.0     74460.0       LC
38  LC2609  20251017  75000.0  ...  75980.0     74460.0       LC

[36 rows x 12 columns]
2025-10-17 18:26:42,758 - future_1d - INFO - ak.get_gfex_daily('2025-10-17') done
2025-10-17 18:26:44,551 - future_1d - INFO - save future_daily 2025-10-17 add
2025-10-17 18:26:44,558 - future_1d - INFO -                           0            1            2            3           4
symbol               IC2510       IC2511       IC2512       IC2603      IF2510
date             2025-10-17   2025-10-17   2025-10-17   2025-10-17  2025-10-17
opencol              7212.2       7135.6       7062.0       6880.2      4613.0
high                 7257.6       7165.8       7098.2       6930.0      4618.0
low                  7063.4       6401.2       6840.0       6680.0      4539.0
close                7064.0       6922.4       6863.2       6702.0      4539.6
volume              18020.0      36648.0      97770.0      19962.0     19019.0
open_interest           0.0      52676.0     140473.0      53438.0         0.0
turnover        2571859.588  5124659.572  13551450.72  2700680.588  2606689.71
settle              7064.34       6921.8       6865.0       6703.6     4539.86
pre_settle           7212.6       7111.8       7046.6       6881.6      4611.2
variety                  IC           IC           IC           IC          IF
exchange              CFFEX        CFFEX        CFFEX        CFFEX       CFFEX
comd                     IC           IC           IC           IC          IF
contract             IC2510       IC2511       IC2512       IC2603      IF2510
contract_yymm          2510         2511         2512         2603        2510
maturity_month            0            1            2            5           0
maturity_day            -16           15           45          135         -16