LogViewer
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]
2025-10-14 18:25:58,098 - 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]
2025-10-14 18:25:58,195 - 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]
2025-10-14 18:25:58,269 - future_1d - INFO - ak.get_ine_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]
2025-10-14 18:25:58,493 - future_1d - INFO - ak.get_gfex_daily('2025-10-10') done
2025-10-14 18:26:00,262 - 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]
2025-10-14 18:26:09,044 - future_1d - INFO - ak.get_dce_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]
2025-10-14 18:26:09,330 - future_1d - INFO - ak.get_czce_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]
2025-10-14 18:26:09,450 - 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]
2025-10-14 18:26:09,555 - 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]
2025-10-14 18:26:09,621 - future_1d - INFO - ak.get_ine_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]
2025-10-14 18:26:09,878 - future_1d - INFO - ak.get_gfex_daily('2025-10-13') done
2025-10-14 18:26:11,654 - 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]
2025-10-14 18:26:16,046 - future_1d - INFO - ak.get_dce_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]
2025-10-14 18:26:16,380 - future_1d - INFO - ak.get_czce_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]
2025-10-14 18:26:16,505 - 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]
2025-10-14 18:26:16,605 - 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]
2025-10-14 18:26:16,665 - future_1d - INFO - ak.get_ine_daily('2025-10-14') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2510  20251014      0.0  ...  49980.0     48935.0       PS
1   PS2511  20251014  48695.0  ...  49205.0     48745.0       PS
2   PS2512  20251014  51205.0  ...  51630.0     51255.0       PS
3   PS2601  20251014  51000.0  ...  51570.0     51225.0       PS
4   PS2602  20251014  51015.0  ...  51585.0     50965.0       PS
5   PS2603  20251014  50795.0  ...  51545.0     51050.0       PS
6   PS2604  20251014  50610.0  ...  51450.0     50915.0       PS
7   PS2605  20251014  50800.0  ...  51340.0     50960.0       PS
8   PS2606  20251014  52750.0  ...  53195.0     53035.0       PS
9   PS2607  20251014  52870.0  ...  53105.0     52870.0       PS
10  PS2608  20251014  52200.0  ...  52925.0     52975.0       PS
11  PS2609  20251014  52075.0  ...  52655.0     52870.0       PS
13  SI2510  20251014   8695.0  ...   8555.0      8695.0       SI
14  SI2511  20251014   8715.0  ...   8580.0      8710.0       SI
15  SI2512  20251014   9120.0  ...   8970.0      9075.0       SI
16  SI2601  20251014   9060.0  ...   8905.0      9025.0       SI
17  SI2602  20251014   9065.0  ...   8915.0      9025.0       SI
18  SI2603  20251014   9030.0  ...   8980.0      9030.0       SI
19  SI2604  20251014   9030.0  ...   8900.0      9050.0       SI
20  SI2605  20251014   9075.0  ...   8925.0      9055.0       SI
21  SI2606  20251014   9050.0  ...   8930.0      9040.0       SI
22  SI2607  20251014   9035.0  ...   8940.0      9085.0       SI
23  SI2608  20251014   9080.0  ...   8960.0      9095.0       SI
24  SI2609  20251014   9030.0  ...   8980.0      9095.0       SI
27  LC2510  20251014  72040.0  ...  72720.0     72040.0       LC
28  LC2511  20251014  72600.0  ...  73160.0     72320.0       LC
29  LC2512  20251014  72240.0  ...  73220.0     72520.0       LC
30  LC2601  20251014  72600.0  ...  73160.0     72520.0       LC
31  LC2602  20251014  72200.0  ...  72960.0     72440.0       LC
32  LC2603  20251014  72260.0  ...  73080.0     72460.0       LC
33  LC2604  20251014  72960.0  ...  73680.0     72880.0       LC
34  LC2605  20251014  72800.0  ...  73660.0     72960.0       LC
35  LC2606  20251014  72920.0  ...  73600.0     72920.0       LC
36  LC2607  20251014  72980.0  ...  73560.0     72900.0       LC
37  LC2608  20251014  73640.0  ...  73720.0     73020.0       LC
38  LC2609  20251014  73780.0  ...  73800.0     73080.0       LC

[36 rows x 12 columns]
2025-10-14 18:26:16,784 - future_1d - INFO - ak.get_gfex_daily('2025-10-14') done
2025-10-14 18:26:19,024 - future_1d - INFO - save future_daily 2025-10-14 completed