LogViewer
60   eg2603  20250908   4360.00  ...   4349.00     4365.00       EG
61   eg2604  20250908   4382.00  ...   4372.00     4365.00       EG
62   eg2605  20250908   4366.00  ...   4372.00     4383.00       EG
63   eg2606  20250908   4371.00  ...   4371.00     4408.00       EG
64   eg2607  20250908   4384.00  ...   4384.00     4447.00       EG
65   eg2608  20250908      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250908      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250908   1276.50  ...   1274.50     1277.00       FB
68   fb2511  20250908   1255.00  ...   1258.50     1253.50       FB
69   fb2512  20250908   1257.00  ...   1257.50     1253.50       FB
70   fb2601  20250908   1245.00  ...   1249.50     1247.00       FB
71   fb2602  20250908   1241.00  ...   1241.50     1241.00       FB
72   fb2603  20250908   1237.00  ...   1245.00     1245.00       FB
73   fb2604  20250908   1255.00  ...   1255.00     1259.00       FB
74   fb2605  20250908      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250908      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250908      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250908   1305.50  ...   1291.50     1244.00       FB
78    i2509  20250908    849.50  ...    835.00      834.00        I
79    i2510  20250908    809.50  ...    810.50      807.50        I
80    i2511  20250908    807.50  ...    805.00      802.50        I
81    i2512  20250908    801.00  ...    798.50      796.50        I
82    i2601  20250908    791.00  ...    789.00      787.00        I
83    i2602  20250908    785.00  ...    783.00      781.00        I
84    i2603  20250908    779.50  ...    778.00      776.00        I
85    i2604  20250908    775.50  ...    773.50      771.00        I
86    i2605  20250908    765.00  ...    764.50      763.00        I
87    i2606  20250908    761.50  ...    759.50      757.50        I
88    i2607  20250908    757.00  ...    754.50      753.00        I
89    i2608  20250908    754.50  ...    750.50      749.00        I
90    j2509  20250908      0.00  ...   1512.50     1512.50        J
91    j2510  20250908   1547.00  ...   1526.50     1517.50        J
92    j2511  20250908   1577.50  ...   1555.00     1548.00        J
93    j2512  20250908   1601.50  ...   1593.50     1579.00        J
94    j2601  20250908   1640.50  ...   1617.00     1616.50        J
95    j2602  20250908   1631.00  ...   1631.50     1649.00        J
96    j2603  20250908   1659.50  ...   1659.50     1673.00        J
97    j2604  20250908   1730.50  ...   1716.00     1741.50        J
98    j2605  20250908   1747.00  ...   1733.50     1720.00        J
99    j2606  20250908      0.00  ...   1719.00     1719.00        J
100   j2607  20250908      0.00  ...   1738.50     1738.50        J
101   j2608  20250908      0.00  ...   1710.50     1710.50        J
102  jd2509  20250908   3051.00  ...   3072.00     2920.00       JD
103  jd2510  20250908   3000.00  ...   3004.00     2993.00       JD
104  jd2511  20250908   3024.00  ...   3027.00     3028.00       JD
105  jd2512  20250908   3196.00  ...   3199.00     3197.00       JD
106  jd2601  20250908   3370.00  ...   3384.00     3375.00       JD
107  jd2602  20250908   3111.00  ...   3125.00     3121.00       JD
108  jd2603  20250908   3131.00  ...   3138.00     3129.00       JD
109  jd2604  20250908   3310.00  ...   3326.00     3313.00       JD
110  jd2605  20250908   3450.00  ...   3461.00     3444.00       JD
111  jd2606  20250908   3288.00  ...   3280.00     3272.00       JD
112  jd2607  20250908   3502.00  ...   3503.00     3493.00       JD
113  jd2608  20250908   3910.00  ...   3911.00     3899.00       JD
114  jm2509  20250908    924.00  ...    929.50      956.50       JM
115  jm2510  20250908    988.00  ...    969.50      965.00       JM
116  jm2511  20250908   1048.50  ...   1028.00     1026.50       JM
117  jm2512  20250908   1103.00  ...   1086.50     1088.00       JM
118  jm2601  20250908   1163.00  ...   1142.50     1127.50       JM
119  jm2602  20250908   1185.00  ...   1165.50     1156.50       JM
120  jm2603  20250908   1205.00  ...   1188.50     1170.50       JM
121  jm2604  20250908   1220.00  ...   1208.00     1186.50       JM
122  jm2605  20250908   1232.00  ...   1223.50     1197.50       JM
123  jm2606  20250908   1248.50  ...   1240.50     1206.00       JM
124  jm2607  20250908   1254.00  ...   1251.00     1214.00       JM
125  jm2608  20250908   1265.00  ...   1260.50     1231.00       JM
126   l2509  20250908   7142.00  ...   7152.00     7165.00        L
127   l2510  20250908   7196.00  ...   7211.00     7214.00        L
128   l2511  20250908   7226.00  ...   7223.00     7220.00        L
129   l2512  20250908   7224.00  ...   7230.00     7232.00        L
130   l2601  20250908   7240.00  ...   7229.00     7234.00        L
131   l2602  20250908   7223.00  ...   7220.00     7223.00        L
132   l2603  20250908   7221.00  ...   7221.00     7219.00        L
133   l2604  20250908   7242.00  ...   7260.00     7242.00        L
134   l2605  20250908   7230.00  ...   7234.00     7236.00        L
135   l2606  20250908   7218.00  ...   7238.00     7253.00        L
136   l2607  20250908   7243.00  ...   7251.00     7251.00        L
137   l2608  20250908   7258.00  ...   7274.00     7267.00        L
138  lg2509  20250908    775.50  ...    776.00      779.50       LG
139  lg2511  20250908    800.00  ...    807.00      797.00       LG
140  lg2601  20250908    821.00  ...    821.50      817.00       LG
141  lg2603  20250908    827.50  ...    827.50      823.50       LG
142  lg2605  20250908    830.50  ...    832.00      829.50       LG
143  lg2607  20250908    833.00  ...    833.00      832.00       LG
144  lh2509  20250908      0.00  ...  13100.00    13165.00       LH
145  lh2511  20250908  13215.00  ...  13305.00    13300.00       LH
146  lh2601  20250908  13690.00  ...  13800.00    13720.00       LH
147  lh2603  20250908  13045.00  ...  13090.00    13010.00       LH
148  lh2605  20250908  13515.00  ...  13585.00    13515.00       LH
149  lh2607  20250908  14100.00  ...  14190.00    14135.00       LH
150   m2509  20250908   3040.00  ...   3031.00     3028.00        M
151   m2511  20250908   3048.00  ...   3051.00     3028.00        M
152   m2512  20250908   3082.00  ...   3091.00     3067.00        M
153   m2601  20250908   3070.00  ...   3079.00     3058.00        M
154   m2603  20250908   2997.00  ...   3007.00     2992.00        M
155   m2605  20250908   2809.00  ...   2811.00     2806.00        M
156   m2607  20250908   2792.00  ...   2792.00     2791.00        M
157   m2608  20250908   2917.00  ...   2918.00     2917.00        M
158   p2509  20250908   9320.00  ...   9320.00     9354.00        P
159   p2510  20250908   9464.00  ...   9422.00     9420.00        P
160   p2511  20250908   9472.00  ...   9414.00     9428.00        P
161   p2512  20250908   9492.00  ...   9434.00     9462.00        P
162   p2601  20250908   9510.00  ...   9438.00     9456.00        P
163   p2602  20250908   9482.00  ...   9400.00     9414.00        P
164   p2603  20250908   9428.00  ...   9386.00     9380.00        P
165   p2604  20250908   9326.00  ...   9284.00     9324.00        P
166   p2605  20250908   9278.00  ...   9218.00     9228.00        P
167   p2606  20250908   9160.00  ...   9122.00     9148.00        P
168   p2607  20250908   9066.00  ...   9038.00     9032.00        P
169   p2608  20250908   8978.00  ...   8956.00     8944.00        P
170  pg2509  20250908   3740.00  ...   3725.00     3759.00       PG
171  pg2510  20250908   4369.00  ...   4389.00     4381.00       PG
172  pg2511  20250908   4298.00  ...   4322.00     4311.00       PG
173  pg2512  20250908   4233.00  ...   4260.00     4248.00       PG
174  pg2601  20250908   4172.00  ...   4195.00     4188.00       PG
175  pg2602  20250908   4111.00  ...   4110.00     4126.00       PG
176  pg2603  20250908   4020.00  ...   4032.00     4036.00       PG
177  pg2604  20250908   4352.00  ...   4384.00     4369.00       PG
178  pg2605  20250908   4268.00  ...   4291.00     4283.00       PG
179  pg2606  20250908   4246.00  ...   4245.00     4227.00       PG
180  pg2607  20250908   4188.00  ...   4181.00     4167.00       PG
181  pg2608  20250908   4138.00  ...   4138.00     4136.00       PG
182  pp2509  20250908   6815.00  ...   6907.00     6832.00       PP
183  pp2510  20250908   6871.00  ...   6881.00     6887.00       PP
184  pp2511  20250908   6901.00  ...   6910.00     6917.00       PP
185  pp2512  20250908   6933.00  ...   6935.00     6940.00       PP
186  pp2601  20250908   6950.00  ...   6950.00     6951.00       PP
187  pp2602  20250908   6929.00  ...   6930.00     6933.00       PP
188  pp2603  20250908   6915.00  ...   6919.00     6929.00       PP
189  pp2604  20250908   6938.00  ...   6946.00     6953.00       PP
190  pp2605  20250908   6968.00  ...   6967.00     6969.00       PP
191  pp2606  20250908   6919.00  ...   6941.00     6935.00       PP
192  pp2607  20250908   6917.00  ...   6919.00     6914.00       PP
193  pp2608  20250908   6914.00  ...   6918.00     6922.00       PP
194  rr2509  20250908      0.00  ...   3585.00     3585.00       RR
195  rr2510  20250908   3616.00  ...   3611.00     3612.00       RR
196  rr2511  20250908   3614.00  ...   3613.00     3613.00       RR
197  rr2512  20250908   3611.00  ...   3610.00     3605.00       RR
198  rr2601  20250908   3623.00  ...   3623.00     3620.00       RR
199  rr2602  20250908   3611.00  ...   3609.00     3605.00       RR
200  rr2603  20250908      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250908      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250908      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250908      0.00  ...   3604.00     3602.00       RR
204  rr2607  20250908      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250908      0.00  ...   3625.00     3625.00       RR
206   v2509  20250908   4727.00  ...   4721.00     4727.00        V
207   v2510  20250908   4800.00  ...   4770.00     4781.00        V
208   v2511  20250908   4832.00  ...   4801.00     4818.00        V
209   v2512  20250908   4874.00  ...   4839.00     4861.00        V
210   v2601  20250908   4913.00  ...   4878.00     4886.00        V
211   v2602  20250908   4948.00  ...   4919.00     4921.00        V
212   v2603  20250908   4970.00  ...   4950.00     4957.00        V
213   v2604  20250908   5178.00  ...   5154.00     5174.00        V
214   v2605  20250908   5219.00  ...   5186.00     5191.00        V
215   v2606  20250908   5227.00  ...   5208.00     5232.00        V
216   v2607  20250908   5270.00  ...   5252.00     5263.00        V
217   v2608  20250908   5290.00  ...   5285.00     5288.00        V
218   y2509  20250908      0.00  ...   8420.00     8420.00        Y
219   y2511  20250908   8474.00  ...   8432.00     8424.00        Y
220   y2512  20250908   8486.00  ...   8454.00     8446.00        Y
221   y2601  20250908   8450.00  ...   8408.00     8400.00        Y
222   y2603  20250908   8360.00  ...   8326.00     8326.00        Y
223   y2605  20250908   8122.00  ...   8110.00     8092.00        Y
224   y2607  20250908   8088.00  ...   8062.00     8052.00        Y
225   y2608  20250908   8052.00  ...   8052.00     8056.00        Y

[226 rows x 12 columns]
2025-09-10 18:26:03,647 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
2025-09-10 18:26:05,411 - future_1d - INFO - save future_daily 2025-09-08 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-10 18:26:14,918 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-10 18:26:15,042 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-10 18:26:15,193 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-10 18:26:15,364 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250909  ...   79760      79710      CU
1        1      CU2510  20250909  ...   79710      79730      CU
2        2      CU2511  20250909  ...   79670      79690      CU
3        3      CU2512  20250909  ...   79640      79660      CU
4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
13      13      BC2510  20250909  ...   70810      70780      BC
14      14      BC2511  20250909  ...   70780      70810      BC
15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
96      96      AD2511  20250909  ...   20320      20305      AD
97      97      AD2512  20250909  ...   20335      20325      AD
98      98      AD2601  20250909  ...   20325      20285      AD
99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
102    102      AD2605  20250909  ...   20210      20210      AD
103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
106    106      AU2509  20250909  ...  831.12     819.72      AU
107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
115    115      AG2510  20250909  ...    9867       9809      AG
116    116      AG2511  20250909  ...    9877       9826      AG
117    117      AG2512  20250909  ...    9889       9831      AG
118    118      AG2601  20250909  ...    9899       9845      AG
119    119      AG2602  20250909  ...    9908       9853      AG
120    120      AG2603  20250909  ...    9925       9874      AG
121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
123    123      AG2606  20250909  ...    9962       9916      AG
124    124      AG2607  20250909  ...    9980       9932      AG
125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
131    131      RB2602  20250909  ...    3125       3126      RB
132    132      RB2603  20250909  ...    3143       3140      RB
133    133      RB2604  20250909  ...    3164       3158      RB
134    134      RB2605  20250909  ...    3177       3170      RB
135    135      RB2606  20250909  ...    3190       3188      RB
136    136      RB2607  20250909  ...    3214       3203      RB
137    137      RB2608  20250909  ...    3218       3219      RB
138    138      WR2509  20250909  ...    3342       3342      WR
139    139      WR2510  20250909  ...    3287       3283      WR
140    140      WR2511  20250909  ...    3320       3365      WR
141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
144    144      WR2603  20250909  ...    3338       3435      WR
145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
147    147      WR2606  20250909  ...    3375       3375      WR
148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-10 18:26:15,463 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-10 18:26:15,943 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
2025-09-10 18:26:17,712 - future_1d - INFO - save future_daily 2025-09-09 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250910   8045.0   8225.0  ...   154717.05   8163.0      8175.0       AP
1    AP511  20250910   7986.0   8066.0  ...     3743.15   8026.0      8049.0       AP
2    AP512  20250910   8021.0   8089.0  ...      394.46   8050.0      8080.0       AP
3    AP601  20250910   8045.0   8166.0  ...   627525.38   8122.0      8136.0       AP
4    AP603  20250910   8065.0   8068.0  ...       64.42   8053.0      8088.0       AP
5    AP604  20250910   8096.0   8096.0  ...       16.18   8090.0      8100.0       AP
6    AP605  20250910   8138.0   8183.0  ...     2806.33   8158.0      8177.0       AP
7    CF509  20250910  13360.0  13370.0  ...     6744.90  13345.0     13440.0       CF
8    CF511  20250910  13630.0  13700.0  ...   235096.37  13645.0     13675.0       CF
9    CF601  20250910  13835.0  13880.0  ...  1487221.55  13835.0     13880.0       CF
10   CF603  20250910  13810.0  13835.0  ...     1331.55  13800.0     13860.0       CF
11   CF605  20250910  13790.0  13840.0  ...   126412.84  13795.0     13835.0       CF
12   CF607  20250910  13820.0  13850.0  ...      642.42  13815.0     13860.0       CF
13   CJ509  20250910      0.0      0.0  ...        0.00   9945.0      9945.0       CJ
14   CJ512  20250910  10955.0  10990.0  ...     3196.60  10945.0     10985.0       CJ
15   CJ601  20250910  10975.0  11050.0  ...   382595.72  10990.0     11040.0       CJ
16   CJ603  20250910  11030.0  11090.0  ...     5296.20  11045.0     11080.0       CJ
17   CJ605  20250910  11130.0  11180.0  ...    55999.23  11125.0     11170.0       CJ
18   CJ607  20250910  11255.0  11320.0  ...     2292.93  11265.0     11315.0       CJ
19   CY509  20250910      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250910      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250910  19900.0  19935.0  ...    82984.93  19895.0     19920.0       CY
22   CY512  20250910      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250910  19890.0  19910.0  ...      884.50  19875.0     19895.0       CY
24   CY602  20250910      0.0      0.0  ...        0.00  19995.0     19995.0       CY
25   CY603  20250910      0.0      0.0  ...        0.00  20255.0     20260.0       CY
26   CY604  20250910      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250910      0.0      0.0  ...        0.00  20165.0     20165.0       CY
28   CY606  20250910      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250910      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250910      0.0      0.0  ...        0.00  20170.0     20220.0       CY
31   FG509  20250910   1000.0   1011.0  ...      380.32    985.0      1017.0       FG
32   FG510  20250910   1109.0   1110.0  ...    54219.70   1100.0      1118.0       FG
33   FG511  20250910   1095.0   1100.0  ...   155572.37   1089.0      1110.0       FG
34   FG512  20250910   1192.0   1200.0  ...    76529.22   1188.0      1206.0       FG
35   FG601  20250910   1186.0   1194.0  ...  5133427.02   1179.0      1199.0       FG
36   FG602  20250910   1237.0   1243.0  ...    28525.61   1232.0      1248.0       FG
37   FG603  20250910   1241.0   1245.0  ...     1165.88   1232.0      1252.0       FG
38   FG604  20250910   1286.0   1293.0  ...      910.56   1279.0      1311.0       FG
39   FG605  20250910   1286.0   1290.0  ...    92465.83   1278.0      1296.0       FG
40   FG606  20250910   1310.0   1319.0  ...     1694.19   1307.0      1324.0       FG
41   FG607  20250910   1304.0   1311.0  ...      945.18   1298.0      1317.0       FG
42   FG608  20250910   1329.0   1334.0  ...     2118.81   1319.0      1343.0       FG
43   JR509  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250910      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250910      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250910   2245.0   2265.0  ...     1873.49   2260.0      2242.0       MA
53   MA510  20250910   2302.0   2324.0  ...    20948.98   2308.0      2305.0       MA
54   MA511  20250910   2331.0   2354.0  ...   144629.53   2333.0      2331.0       MA
55   MA512  20250910   2372.0   2397.0  ...    85597.64   2375.0      2373.0       MA
56   MA601  20250910   2398.0   2422.0  ...  1298827.28   2403.0      2397.0       MA
57   MA602  20250910   2405.0   2432.0  ...    25004.62   2411.0      2410.0       MA
58   MA603  20250910   2406.0   2435.0  ...      241.68   2417.0      2410.0       MA
59   MA604  20250910   2401.0   2424.0  ...       19.23   2404.0      2407.0       MA
60   MA605  20250910   2394.0   2417.0  ...    98481.08   2398.0      2394.0       MA
61   MA606  20250910   2396.0   2420.0  ...       19.31   2413.0      2395.0       MA
62   MA607  20250910   2376.0   2398.0  ...       69.34   2391.0      2382.0       MA
63   MA608  20250910   2405.0   2410.0  ...       16.82   2403.0      2388.0       MA
64   OI509  20250910      0.0      0.0  ...        0.00   9937.0      9968.0       OI
65   OI511  20250910   9990.0  10041.0  ...   464250.87   9985.0      9999.0       OI
66   OI601  20250910   9843.0   9877.0  ...  2790624.64   9823.0      9845.0       OI
67   OI603  20250910   9670.0   9709.0  ...     3373.54   9666.0      9680.0       OI
68   OI605  20250910   9515.0   9573.0  ...   134315.56   9541.0      9530.0       OI
69   OI607  20250910   9494.0   9513.0  ...      284.38   9479.0      9480.0       OI
70   PF509  20250910      0.0      0.0  ...        0.00   6268.0      6268.0       PF
71   PF510  20250910   6370.0   6400.0  ...    32924.97   6378.0      6360.0       PF
72   PF511  20250910   6350.0   6388.0  ...   400639.59   6362.0      6340.0       PF
73   PF512  20250910   6326.0   6370.0  ...   136307.03   6344.0      6322.0       PF
74   PF601  20250910   6368.0   6408.0  ...    19811.27   6390.0      6368.0       PF
75   PF602  20250910   6382.0   6418.0  ...    42375.88   6400.0      6374.0       PF
76   PF603  20250910   6382.0   6416.0  ...      112.20   6412.0      6386.0       PF
77   PF604  20250910   6424.0   6454.0  ...       35.42   6440.0      6442.0       PF
78   PF605  20250910   6468.0   6468.0  ...        9.70   6468.0      6454.0       PF
79   PF606  20250910      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250910      0.0      0.0  ...        0.00   6498.0      6492.0       PF
81   PF608  20250910      0.0      0.0  ...        0.00   6510.0      6508.0       PF
82   PK510  20250910   7880.0   7898.0  ...    28229.56   7876.0      7926.0       PK
83   PK511  20250910   7782.0   7808.0  ...   214382.20   7792.0      7830.0       PK
84   PK512  20250910   7778.0   7828.0  ...    79885.94   7804.0      7844.0       PK
85   PK601  20250910   7826.0   7850.0  ...    29793.81   7832.0      7860.0       PK
86   PK603  20250910   7838.0   7856.0  ...       27.47   7850.0      7882.0       PK
87   PK604  20250910   7878.0   7878.0  ...       11.82   7878.0      7896.0       PK
88   PK605  20250910   7854.0   7880.0  ...     3234.27   7870.0      7884.0       PK
89   PL601  20250910   6405.0   6430.0  ...    35925.17   6413.0      6395.0       PL
90   PL602  20250910   6433.0   6457.0  ...      232.16   6449.0      6432.0       PL
91   PL603  20250910   6445.0   6445.0  ...       12.89   6445.0      6427.0       PL
92   PL604  20250910      0.0      0.0  ...        0.00   6465.0      6465.0       PL
93   PL605  20250910   6386.0   6386.0  ...       12.77   6386.0      6360.0       PL
94   PL606  20250910      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250910   6450.0   6450.0  ...       12.90   6450.0      6424.0       PL
96   PL608  20250910      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250910      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250910      0.0      0.0  ...        0.00   5788.0      5794.0       PR
104  PR510  20250910   5834.0   5864.0  ...     5671.22   5844.0      5836.0       PR
105  PR511  20250910   5834.0   5864.0  ...   281895.10   5842.0      5834.0       PR
106  PR512  20250910   5852.0   5874.0  ...   182273.87   5854.0      5842.0       PR
107  PR601  20250910   5862.0   5882.0  ...   185022.08   5860.0      5846.0       PR
108  PR602  20250910      0.0      0.0  ...        0.00   5898.0      5886.0       PR
109  PR603  20250910      0.0      0.0  ...        0.00   5898.0      5894.0       PR
110  PR604  20250910      0.0      0.0  ...        0.00   5902.0      5892.0       PR
111  PR605  20250910      0.0      0.0  ...        0.00   5916.0      5916.0       PR
112  PR606  20250910      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250910      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250910      0.0      0.0  ...        0.00   5962.0      5960.0       PR
115  PX509  20250910      0.0      0.0  ...        0.00   6768.0      6724.0       PX
116  PX510  20250910   6732.0   6812.0  ...     4612.28   6788.0      6708.0       PX
117  PX511  20250910   6718.0   6794.0  ...   520291.14   6752.0      6708.0       PX
118  PX512  20250910   6702.0   6760.0  ...   113379.51   6720.0      6690.0       PX
119  PX601  20250910   6692.0   6732.0  ...    93542.64   6702.0      6674.0       PX
120  PX602  20250910   6672.0   6716.0  ...    12859.72   6688.0      6660.0       PX
121  PX603  20250910   6662.0   6662.0  ...        3.33   6662.0      6646.0       PX
122  PX604  20250910      0.0      0.0  ...        0.00   6698.0      6696.0       PX
123  PX605  20250910   6670.0   6716.0  ...      354.68   6692.0      6676.0       PX
124  PX606  20250910      0.0      0.0  ...        0.00   6708.0      6682.0       PX
125  PX607  20250910      0.0      0.0  ...        0.00   6722.0      6674.0       PX
126  PX608  20250910      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250910      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250910      0.0      0.0  ...        0.00   2565.0      2573.0       RM
134  RM511  20250910   2556.0   2558.0  ...    11654.56   2541.0      2548.0       RM
135  RM601  20250910   2555.0   2560.0  ...   770353.73   2542.0      2539.0       RM
136  RM603  20250910   2442.0   2450.0  ...    14930.08   2432.0      2432.0       RM
137  RM605  20250910   2409.0   2431.0  ...   134388.72   2412.0      2399.0       RM
138  RM607  20250910   2390.0   2412.0  ...    16468.46   2394.0      2380.0       RM
139  RM608  20250910   2489.0   2504.0  ...      214.08   2489.0      2480.0       RM
140  RS509  20250910      0.0      0.0  ...        0.00   4852.0      4854.0       RS
141  RS511  20250910   5175.0   5177.0  ...       10.35   5176.0      5196.0       RS
142  RS607  20250910   5528.0   5588.0  ...      155.66   5559.0      5561.0       RS
143  RS608  20250910      0.0      0.0  ...        0.00   5615.0      5627.0       RS
144  SA509  20250910   1156.0   1168.0  ...     5804.57   1151.0      1167.0       SA
145  SA510  20250910   1199.0   1208.0  ...    58396.32   1199.0      1212.0       SA
146  SA511  20250910   1205.0   1218.0  ...   296847.16   1208.0      1219.0       SA
147  SA512  20250910   1265.0   1276.0  ...   153414.88   1264.0      1275.0       SA
148  SA601  20250910   1271.0   1285.0  ...  3397262.42   1271.0      1287.0       SA
149  SA602  20250910   1304.0   1315.0  ...    31964.00   1304.0      1316.0       SA
150  SA603  20250910   1309.0   1321.0  ...     4482.70   1308.0      1323.0       SA
151  SA604  20250910   1350.0   1357.0  ...     1467.59   1349.0      1360.0       SA
152  SA605  20250910   1349.0   1361.0  ...   119241.42   1351.0      1367.0       SA
153  SA606  20250910   1363.0   1370.0  ...     1032.58   1359.0      1378.0       SA
154  SA607  20250910   1363.0   1373.0  ...     1432.27   1361.0      1377.0       SA
155  SA608  20250910   1382.0   1391.0  ...      920.95   1383.0      1397.0       SA
156  SF509  20250910   5410.0   5494.0  ...      915.23   5464.0      5448.0       SF
157  SF510  20250910   5430.0   5522.0  ...    32525.43   5472.0      5468.0       SF
158  SF511  20250910   5586.0   5692.0  ...   442359.92   5636.0      5630.0       SF
159  SF512  20250910   5526.0   5642.0  ...    64985.40   5596.0      5584.0       SF
160  SF601  20250910   5530.0   5646.0  ...   135499.99   5594.0      5586.0       SF
161  SF602  20250910   5510.0   5600.0  ...    19166.00   5548.0      5548.0       SF
162  SF603  20250910   5716.0   5770.0  ...       25.87   5750.0      5744.0       SF
163  SF604  20250910   5706.0   5706.0  ...        2.85   5706.0      5722.0       SF
164  SF605  20250910   5660.0   5752.0  ...     1910.97   5704.0      5692.0       SF
165  SF606  20250910   5640.0   5708.0  ...       31.18   5670.0      5656.0       SF
166  SF607  20250910   5770.0   5860.0  ...       37.80   5816.0      5810.0       SF
167  SF608  20250910   5730.0   5738.0  ...        5.73   5734.0      5744.0       SF
168  SH509  20250910   2780.0   2842.0  ...       33.73   2811.0      2656.0       SH
169  SH510  20250910   2552.0   2572.0  ...    64097.40   2559.0      2567.0       SH
170  SH511  20250910   2558.0   2579.0  ...   551526.90   2562.0      2571.0       SH
171  SH512  20250910   2581.0   2600.0  ...   303131.55   2583.0      2590.0       SH
172  SH601  20250910   2560.0   2588.0  ...  1896006.35   2571.0      2578.0       SH
173  SH602  20250910   2584.0   2607.0  ...    17714.75   2591.0      2595.0       SH
174  SH603  20250910   2603.0   2625.0  ...      790.51   2609.0      2614.0       SH
175  SH604  20250910   2649.0   2666.0  ...      143.26   2653.0      2654.0       SH
176  SH605  20250910   2655.0   2677.0  ...    15127.81   2664.0      2667.0       SH
177  SH606  20250910   2660.0   2683.0  ...      136.33   2673.0      2671.0       SH
178  SH607  20250910   2655.0   2673.0  ...       71.99   2666.0      2669.0       SH
179  SH608  20250910   2679.0   2682.0  ...       40.17   2678.0      2683.0       SH
180  SM509  20250910   5714.0   5794.0  ...      970.59   5726.0      5742.0       SM
181  SM510  20250910   5710.0   5812.0  ...    31907.91   5772.0      5756.0       SM
182  SM511  20250910   5800.0   5888.0  ...   223159.52   5830.0      5826.0       SM
183  SM512  20250910   5796.0   5894.0  ...    49051.46   5852.0      5832.0       SM
184  SM601  20250910   5800.0   5900.0  ...   520854.01   5852.0      5838.0       SM
185  SM602  20250910   5814.0   5910.0  ...   132107.14   5840.0      5844.0       SM
186  SM603  20250910   5838.0   5912.0  ...       96.99   5878.0      5854.0       SM
187  SM604  20250910   5910.0   5910.0  ...        5.90   5898.0      5864.0       SM
188  SM605  20250910   5850.0   5934.0  ...     7137.44   5900.0      5880.0       SM
189  SM606  20250910   5870.0   5904.0  ...        5.89   5888.0      5880.0       SM
190  SM607  20250910   5876.0   5888.0  ...       14.70   5882.0      5894.0       SM
191  SM608  20250910   5888.0   5912.0  ...        8.85   5898.0      5886.0       SM
192  SR509  20250910   5535.0   5535.0  ...     1154.17   5522.0      5534.0       SR
193  SR511  20250910   5533.0   5561.0  ...   147405.35   5539.0      5525.0       SR
194  SR601  20250910   5520.0   5548.0  ...  1086155.49   5534.0      5521.0       SR
195  SR603  20250910   5508.0   5530.0  ...     3566.10   5520.0      5512.0       SR
196  SR605  20250910   5501.0   5517.0  ...    43872.78   5508.0      5503.0       SR
197  SR607  20250910   5490.0   5513.0  ...     2542.39   5503.0      5500.0       SR
198  TA509  20250910   4586.0   4628.0  ...     5013.80   4598.0      4580.0       TA
199  TA510  20250910   4640.0   4680.0  ...    53245.06   4662.0      4640.0       TA
200  TA511  20250910   4654.0   4690.0  ...   288156.54   4670.0      4648.0       TA
201  TA512  20250910   4664.0   4698.0  ...   167477.92   4678.0      4660.0       TA
202  TA601  20250910   4670.0   4704.0  ...  1341265.83   4686.0      4670.0       TA
203  TA602  20250910   4678.0   4710.0  ...    18831.64   4694.0      4676.0       TA
204  TA603  20250910   4704.0   4720.0  ...       73.03   4712.0      4690.0       TA
205  TA604  20250910   4722.0   4722.0  ...        2.36   4722.0      4692.0       TA
206  TA605  20250910   4702.0   4732.0  ...    26461.23   4716.0      4702.0       TA
207  TA606  20250910      0.0      0.0  ...        0.00   4734.0      4710.0       TA
208  TA607  20250910      0.0      0.0  ...        0.00   4744.0      4720.0       TA
209  TA608  20250910   4740.0   4746.0  ...        7.12   4744.0      4730.0       TA
210  UR509  20250910   1621.0   1630.0  ...      287.62   1616.0      1625.0       UR
211  UR510  20250910   1644.0   1653.0  ...     7783.83   1639.0      1650.0       UR
212  UR511  20250910   1671.0   1684.0  ...    48792.94   1671.0      1681.0       UR
213  UR512  20250910   1678.0   1688.0  ...    16449.09   1675.0      1684.0       UR
214  UR601  20250910   1681.0   1692.0  ...   565969.77   1679.0      1686.0       UR
215  UR602  20250910   1683.0   1691.0  ...      463.48   1679.0      1687.0       UR
216  UR603  20250910   1731.0   1734.0  ...      203.95   1728.0      1731.0       UR
217  UR604  20250910   1730.0   1734.0  ...       51.84   1728.0      1732.0       UR
218  UR605  20250910   1737.0   1739.0  ...    25068.39   1729.0      1734.0       UR
219  UR606  20250910   1727.0   1735.0  ...      137.87   1723.0      1730.0       UR
220  UR607  20250910   1763.0   1763.0  ...       35.11   1755.0      1760.0       UR
221  UR608  20250910   1755.0   1755.0  ...       59.35   1746.0      1753.0       UR
222  WH509  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250910      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250910      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-10 18:26:24,896 - future_1d - INFO - ak.get_czce_daily('2025-09-10') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250910  55500.0  ...  55575.0     55960.0       PS
1   PS2510  20250910  52750.0  ...  52840.0     55420.0       PS
2   PS2511  20250910  52400.0  ...  52690.0     55320.0       PS
3   PS2512  20250910  54610.0  ...  55180.0     57655.0       PS
4   PS2601  20250910  54480.0  ...  55040.0     57525.0       PS
5   PS2602  20250910  54955.0  ...  55095.0     57635.0       PS
6   PS2603  20250910  54900.0  ...  55055.0     58150.0       PS
7   PS2604  20250910  54940.0  ...  55130.0     58280.0       PS
8   PS2605  20250910  55500.0  ...  55245.0     57690.0       PS
9   PS2606  20250910  58200.0  ...  57570.0     59785.0       PS
10  PS2607  20250910  57570.0  ...  57500.0     59985.0       PS
11  PS2608  20250910  56300.0  ...  57455.0     59585.0       PS
13  SI2509  20250910   8400.0  ...   8470.0      8555.0       SI
14  SI2510  20250910   8300.0  ...   8520.0      8505.0       SI
15  SI2511  20250910   8300.0  ...   8530.0      8530.0       SI
16  SI2512  20250910   8690.0  ...   8885.0      8895.0       SI
17  SI2601  20250910   8670.0  ...   8875.0      8890.0       SI
18  SI2602  20250910   8700.0  ...   8935.0      8900.0       SI
19  SI2603  20250910   8670.0  ...   8920.0      8895.0       SI
20  SI2604  20250910   8680.0  ...   8950.0      8910.0       SI
21  SI2605  20250910   8755.0  ...   8915.0      8920.0       SI
22  SI2606  20250910   8695.0  ...   8940.0      8855.0       SI
23  SI2607  20250910   8735.0  ...   8940.0      8925.0       SI
24  SI2608  20250910   8725.0  ...   8905.0      8965.0       SI
27  LC2509  20250910  69000.0  ...  69760.0     74260.0       LC
28  LC2510  20250910  68540.0  ...  69720.0     74500.0       LC
29  LC2511  20250910  69040.0  ...  70120.0     74340.0       LC
30  LC2512  20250910  69000.0  ...  70200.0     74120.0       LC
31  LC2601  20250910  69000.0  ...  70240.0     74380.0       LC
32  LC2602  20250910  69920.0  ...  70240.0     74040.0       LC
33  LC2603  20250910  70600.0  ...  70220.0     74200.0       LC
34  LC2604  20250910  70840.0  ...  70660.0     74720.0       LC
35  LC2605  20250910  70400.0  ...  70700.0     74740.0       LC
36  LC2606  20250910  71280.0  ...  70460.0     74720.0       LC
37  LC2607  20250910  71220.0  ...  70500.0     74520.0       LC
38  LC2608  20250910  71000.0  ...  70700.0     74580.0       LC

[36 rows x 12 columns]
2025-09-10 18:26:25,100 - future_1d - INFO - ak.get_gfex_daily('2025-09-10') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2510  20250910     483   489.4  ...   5025181.2   486.1      483.4      SC
1       SC2511  20250910     482   489.6  ...  1613926.25   485.7      481.3      SC
2       SC2512  20250910   480.6   489.2  ...   538114.44   484.6      479.6      SC
3       SC2601  20250910   479.1   488.2  ...   153939.26   484.5      477.3      SC
4       SC2602  20250910   478.5   486.1  ...    70098.27   483.7        476      SC
5       SC2603  20250910     477   485.3  ...    44646.62   482.6      474.9      SC
6       SC2604  20250910   476.7   485.3  ...    56879.49   481.6      473.4      SC
7       SC2605  20250910   475.4   485.6  ...    16180.82   481.5      472.7      SC
8       SC2606  20250910   472.4   488.3  ...   146503.89   477.9      471.4      SC
9       SC2607  20250910   472.3   484.5  ...     2933.49   480.9      467.9      SC
10      SC2608  20250910   469.7   479.5  ...      142.65   475.5      467.4      SC
11      SC2609  20250910   474.5   474.5  ...      142.34   474.4        466      SC
12      SC2612  20250910   467.3   467.3  ...       46.73   467.3      464.8      SC
13      SC2703  20250910                  ...           0   462.1      462.1      SC
14      SC2706  20250910                  ...           0   460.7      459.3      SC
15      SC2709  20250910     462     462  ...       92.27   461.3      460.6      SC
16      SC2712  20250910   471.7   471.7  ...      368.84     461      461.7      SC
17      SC2803  20250910     459     462  ...       183.8   459.5      460.8      SC
18      SC2806  20250910   458.2   466.1  ...      830.81   461.5      458.5      SC
19      SC2809  20250910     457   461.5  ...       320.7   458.1      458.1      SC
21      LU2510  20250910    3379    3385  ...    7549.523    3368       3345      LU
22      LU2511  20250910    3384    3412  ...  352206.091    3392       3367      LU
23      LU2512  20250910    3376    3401  ...  150289.394    3382       3365      LU
24      LU2601  20250910    3378    3394  ...   29310.738    3378       3358      LU
25      LU2602  20250910    3354    3371  ...     1541.47    3358       3340      LU
26      LU2603  20250910    3357    3357  ...      16.774    3354       3336      LU
27      LU2604  20250910    3355    3355  ...      10.047    3349       3334      LU
28      LU2605  20250910    3340    3349  ...      20.049    3341       3325      LU
29      LU2606  20250910    3339    3339  ...       3.339    3339       3313      LU
30      LU2607  20250910    3344    3344  ...      10.007    3335       3320      LU
31      LU2608  20250910    3329    3330  ...      29.918    3324       3329      LU
32      LU2609  20250910    3334    3334  ...      23.309    3329       3316      LU
34      NR2509  20250910   12645   12645  ...      126.45   12645      12705      NR
35      NR2510  20250910   12715   12725  ...  182511.685   12660      12800      NR
36      NR2511  20250910   12755   12775  ...  934301.935   12715      12840      NR
37      NR2512  20250910   12805   12820  ...    65431.28   12760      12870      NR
38      NR2601  20250910   12825   12865  ...  114250.385   12800      12920      NR
39      NR2602  20250910   12800   12860  ...     6504.27   12825      12905      NR
40      NR2603  20250910   12795   12855  ...     1433.47   12795      12885      NR
41      NR2604  20250910   12840   12865  ...      589.58   12815      12895      NR
42      NR2605  20250910   12840   12840  ...       38.52   12840      12935      NR
43      NR2606  20250910                  ...           0   13000      13000      NR
44      NR2607  20250910                  ...           0   13045      13060      NR
45      NR2608  20250910   12865   12865  ...      12.865   12865      12865      NR
47      BC2509  20250910                  ...           0   70500      70500      BC
48      BC2510  20250910   70740   71040  ...  130990.865   70820      70810      BC
49      BC2511  20250910   70670   71010  ...     13453.4   70800      70780      BC
50      BC2512  20250910                  ...           0   70790      70790      BC
51      BC2601  20250910                  ...           0   70880      70880      BC
52      BC2602  20250910                  ...           0   70900      70900      BC
53      BC2603  20250910   70460   70460  ...     140.105   70050      70880      BC
54      BC2604  20250910                  ...           0   71200      71200      BC
55      BC2605  20250910                  ...           0   71170      71170      BC
56      BC2606  20250910                  ...           0   70700      70700      BC
57      BC2607  20250910                  ...           0   70900      70900      BC
58      BC2608  20250910                  ...           0   70800      70800      BC
60      EC2510  20250910    1270  1285.4  ...   96757.742  1270.9     1272.8      EC
61      EC2512  20250910  1664.9    1698  ...   68217.305  1677.3     1674.4      EC
62      EC2602  20250910  1526.7  1537.4  ...    6825.514  1525.2     1521.8      EC
63      EC2604  20250910    1249  1264.4  ...   2798.5375  1252.1     1249.5      EC
64      EC2606  20250910  1438.2  1446.1  ...    719.3225  1438.6     1429.9      EC
65      EC2608  20250910  1619.3  1620.4  ...     346.011  1609.3     1606.3      EC
68  SC_TAS2510  20250910                  ...                                 SC_TAS
69  SC_TAS2511  20250910                  ...                                 SC_TAS
70  SC_TAS2512  20250910                  ...                                 SC_TAS
71  SC_TAS2601  20250910                  ...                                 SC_TAS

[66 rows x 12 columns]
2025-09-10 18:26:25,171 - future_1d - INFO - ak.get_ine_daily('2025-09-10') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250910  6883.800  ...  6887.800    6866.800       IC
1   IC2510  20250910  6812.400  ...  6825.800    6808.000       IC
2   IC2512  20250910  6690.000  ...  6710.000    6692.000       IC
3   IC2603  20250910  6546.000  ...  6556.600    6546.400       IC
4   IF2509  20250910  4430.800  ...  4444.600    4420.800       IF
5   IF2510  20250910  4430.000  ...  4437.200    4412.800       IF
6   IF2512  20250910  4399.800  ...  4415.200    4393.200       IF
7   IF2603  20250910  4380.400  ...  4394.000    4373.600       IF
8   IH2509  20250910  2928.000  ...  2944.200    2922.000       IH
9   IH2510  20250910  2928.000  ...  2943.400    2921.600       IH
10  IH2512  20250910  2928.400  ...  2943.200    2921.800       IH
11  IH2603  20250910  2927.800  ...  2945.800    2923.200       IH
12  IM2509  20250910  7176.800  ...  7176.600    7153.400       IM
13  IM2510  20250910  7100.800  ...  7112.400    7092.400       IM
14  IM2512  20250910  6956.600  ...  6965.000    6948.800       IM
15  IM2603  20250910  6778.200  ...  6777.400    6769.800       IM
16   T2509  20250910   107.970  ...   107.725     107.920        T
17   T2512  20250910   107.745  ...   107.505     107.785        T
18   T2603  20250910   107.480  ...   107.235     107.525        T
19  TF2509  20250910   105.645  ...   105.620     105.655       TF
20  TF2512  20250910   105.535  ...   105.445     105.580       TF
21  TF2603  20250910   105.475  ...   105.355     105.495       TF
22  TL2509  20250910   115.830  ...   115.240     116.310       TL
23  TL2512  20250910   115.520  ...   114.870     115.760       TL
24  TL2603  20250910   115.170  ...   114.530     115.390       TL
25  TS2509  20250910   102.346  ...   102.310     102.346       TS
26  TS2512  20250910   102.384  ...   102.348     102.390       TS
27  TS2603  20250910   102.308  ...   102.288     102.324       TS

[28 rows x 12 columns]
2025-09-10 18:26:25,339 - future_1d - INFO - ak.get_cffex_daily('2025-09-10') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250910  ...   79730      79760      CU
1        1      CU2510  20250910  ...   79680      79710      CU
2        2      CU2511  20250910  ...   79670      79670      CU
3        3      CU2512  20250910  ...   79640      79640      CU
4        4      CU2601  20250910  ...   79610      79600      CU
5        5      CU2602  20250910  ...   79570      79620      CU
6        6      CU2603  20250910  ...   79590      79630      CU
7        7      CU2604  20250910  ...   79690      79700      CU
8        8      CU2605  20250910  ...   79660      79690      CU
9        9      CU2606  20250910  ...   79700      79690      CU
10      10      CU2607  20250910  ...   79790      79700      CU
11      11      CU2608  20250910  ...   79740      79740      CU
12      12      BC2509  20250910  ...   70500      70500      BC
13      13      BC2510  20250910  ...   70820      70810      BC
14      14      BC2511  20250910  ...   70800      70780      BC
15      15      BC2512  20250910  ...   70790      70790      BC
16      16      BC2601  20250910  ...   70880      70880      BC
17      17      BC2602  20250910  ...   70900      70900      BC
18      18      BC2603  20250910  ...   70050      70880      BC
19      19      BC2604  20250910  ...   71200      71200      BC
20      20      BC2605  20250910  ...   71170      71170      BC
21      21      BC2606  20250910  ...   70700      70700      BC
22      22      BC2607  20250910  ...   70900      70900      BC
23      23      BC2608  20250910  ...   70800      70800      BC
24      24      AL2509  20250910  ...   20765      20745      AL
25      25      AL2510  20250910  ...   20785      20750      AL
26      26      AL2511  20250910  ...   20770      20730      AL
27      27      AL2512  20250910  ...   20745      20715      AL
28      28      AL2601  20250910  ...   20730      20695      AL
29      29      AL2602  20250910  ...   20730      20695      AL
30      30      AL2603  20250910  ...   20755      20720      AL
31      31      AL2604  20250910  ...   20780      20740      AL
32      32      AL2605  20250910  ...   20805      20755      AL
33      33      AL2606  20250910  ...   20795      20765      AL
34      34      AL2607  20250910  ...   20800      20775      AL
35      35      AL2608  20250910  ...   20810      20775      AL
36      36      ZN2509  20250910  ...   22115      22155      ZN
37      37      ZN2510  20250910  ...   22170      22200      ZN
38      38      ZN2511  20250910  ...   22175      22205      ZN
39      39      ZN2512  20250910  ...   22185      22210      ZN
40      40      ZN2601  20250910  ...   22205      22215      ZN
41      41      ZN2602  20250910  ...   22200      22215      ZN
42      42      ZN2603  20250910  ...   22230      22230      ZN
43      43      ZN2604  20250910  ...   22245      22245      ZN
44      44      ZN2605  20250910  ...   22255      22270      ZN
45      45      ZN2606  20250910  ...   22285      22280      ZN
46      46      ZN2607  20250910  ...   22270      22250      ZN
47      47      ZN2608  20250910  ...   22280      22310      ZN
48      48      PB2509  20250910  ...   16805      16850      PB
49      49      PB2510  20250910  ...   16840      16915      PB
50      50      PB2511  20250910  ...   16850      16915      PB
51      51      PB2512  20250910  ...   16870      16920      PB
52      52      PB2601  20250910  ...   16880      16925      PB
53      53      PB2602  20250910  ...   16945      16945      PB
54      54      PB2603  20250910  ...   16910      16970      PB
55      55      PB2604  20250910  ...   16945      16990      PB
56      56      PB2605  20250910  ...   16945      17000      PB
57      57      PB2606  20250910  ...   17030      17030      PB
58      58      PB2607  20250910  ...   17020      17020      PB
59      59      PB2608  20250910  ...   17060      17060      PB
60      60      NI2509  20250910  ...  120110     120640      NI
61      61      NI2510  20250910  ...  120490     120940      NI
62      62      NI2511  20250910  ...  120660     121110      NI
63      63      NI2512  20250910  ...  120870     121320      NI
64      64      NI2601  20250910  ...  121080     121610      NI
65      65      NI2602  20250910  ...  121360     121760      NI
66      66      NI2603  20250910  ...  121570     122100      NI
67      67      NI2604  20250910  ...  121760     122290      NI
68      68      NI2605  20250910  ...  121960     122440      NI
69      69      NI2606  20250910  ...  122270     122750      NI
70      70      NI2607  20250910  ...  122470     122990      NI
71      71      NI2608  20250910  ...  122910     123060      NI
72      72      SN2509  20250910  ...  268520     269640      SN
73      73      SN2510  20250910  ...  269480     269790      SN
74      74      SN2511  20250910  ...  269720     270010      SN
75      75      SN2512  20250910  ...  269940     270020      SN
76      76      SN2601  20250910  ...  270340     269950      SN
77      77      SN2602  20250910  ...  270030     269870      SN
78      78      SN2603  20250910  ...  270300     270180      SN
79      79      SN2604  20250910  ...  270750     270260      SN
80      80      SN2605  20250910  ...  271250     270760      SN
81      81      SN2606  20250910  ...  269320     270710      SN
82      82      SN2607  20250910  ...  270950     270170      SN
83      83      SN2608  20250910  ...  271420     271420      SN
84      84      AO2509  20250910  ...    2869       2908      AO
85      85      AO2510  20250910  ...    2905       2919      AO
86      86      AO2511  20250910  ...    2909       2927      AO
87      87      AO2512  20250910  ...    2913       2935      AO
88      88      AO2601  20250910  ...    2922       2944      AO
89      89      AO2602  20250910  ...    2932       2948      AO
90      90      AO2603  20250910  ...    2995       3011      AO
91      91      AO2604  20250910  ...    3008       3021      AO
92      92      AO2605  20250910  ...    3010       3031      AO
93      93      AO2606  20250910  ...    3023       3037      AO
94      94      AO2607  20250910  ...    3033       3055      AO
95      95      AO2608  20250910  ...    3054       3070      AO
96      96      AD2511  20250910  ...   20350      20320      AD
97      97      AD2512  20250910  ...   20355      20335      AD
98      98      AD2601  20250910  ...   20355      20325      AD
99      99      AD2602  20250910  ...   20360      20280      AD
100    100      AD2603  20250910  ...   20360      20295      AD
101    101      AD2604  20250910  ...   20240      20240      AD
102    102      AD2605  20250910  ...   20265      20210      AD
103    103      AD2606  20250910  ...   20155      20155      AD
104    104      AD2607  20250910  ...   20150      20150      AD
105    105      AD2608  20250910  ...   20170      20170      AD
106    106      AU2509  20250910  ...  853.28     831.12      AU
107    107      AU2510  20250910  ...  833.38     831.68      AU
108    108      AU2511  20250910  ...  835.86     832.74      AU
109    109      AU2512  20250910  ...  835.82      834.4      AU
110    110      AU2602  20250910  ...  838.18     836.64      AU
111    111      AU2604  20250910  ...  840.72     838.66      AU
112    112      AU2606  20250910  ...  843.26     841.12      AU
113    113      AU2608  20250910  ...   845.5     842.94      AU
114    114      AG2509  20250910  ...    9779       9844      AG
115    115      AG2510  20250910  ...    9771       9867      AG
116    116      AG2511  20250910  ...    9788       9877      AG
117    117      AG2512  20250910  ...    9794       9889      AG
118    118      AG2601  20250910  ...    9804       9899      AG
119    119      AG2602  20250910  ...    9816       9908      AG
120    120      AG2603  20250910  ...    9830       9925      AG
121    121      AG2604  20250910  ...    9840       9934      AG
122    122      AG2605  20250910  ...    9857       9949      AG
123    123      AG2606  20250910  ...    9866       9962      AG
124    124      AG2607  20250910  ...    9914       9980      AG
125    125      AG2608  20250910  ...    9905       9993      AG
126    126      RB2509  20250910  ...    2950       2951      RB
127    127      RB2510  20250910  ...    3025       3043      RB
128    128      RB2511  20250910  ...    3045       3061      RB
129    129      RB2512  20250910  ...    3089       3107      RB
130    130      RB2601  20250910  ...    3108       3132      RB
131    131      RB2602  20250910  ...    3107       3125      RB
132    132      RB2603  20250910  ...    3116       3143      RB
133    133      RB2604  20250910  ...    3140       3164      RB
134    134      RB2605  20250910  ...    3154       3177      RB
135    135      RB2606  20250910  ...    3165       3190      RB
136    136      RB2607  20250910  ...    3183       3214      RB
137    137      RB2608  20250910  ...    3190       3218      RB
138    138      WR2509  20250910  ...    3342       3342      WR
139    139      WR2510  20250910  ...    3280       3287      WR
140    140      WR2511  20250910  ...    3302       3320      WR
141    141      WR2512  20250910  ...    3324       3349      WR
142    142      WR2601  20250910  ...    3390       3352      WR
143    143      WR2602  20250910  ...    3337       3337      WR
144    144      WR2603  20250910  ...    3338       3338      WR
145    145      WR2604  20250910  ...    3399       3400      WR
146    146      WR2605  20250910  ...    3414       3414      WR
147    147      WR2606  20250910  ...    3375       3375      WR
148    148      WR2607  20250910  ...    3390       3432      WR
149    149      WR2608  20250910  ...    3414       3414      WR
150    150      HC2509  20250910  ...    3396       3396      HC
151    151      HC2510  20250910  ...    3370       3384      HC
152    152      HC2511  20250910  ...    3357       3373      HC
153    153      HC2512  20250910  ...    3350       3366      HC
154    154      HC2601  20250910  ...    3335       3355      HC
155    155      HC2602  20250910  ...    3339       3353      HC
156    156      HC2603  20250910  ...    3342       3357      HC
157    157      HC2604  20250910  ...    3346       3359      HC
158    158      HC2605  20250910  ...    3346       3361      HC
159    159      HC2606  20250910  ...    3359       3366      HC
160    160      HC2607  20250910  ...    3340       3368      HC
161    161      HC2608  20250910  ...    3358       3371      HC
162    162      SS2509  20250910  ...   12800      12800      SS
163    163      SS2510  20250910  ...   12825      12850      SS
164    164      SS2511  20250910  ...   12915      12930      SS
165    165      SS2512  20250910  ...   12955      12975      SS
166    166      SS2601  20250910  ...   13005      13025      SS
167    167      SS2602  20250910  ...   13060      13065      SS
168    168      SS2603  20250910  ...   13120      13175      SS
169    169      SS2604  20250910  ...   13190      13190      SS
170    170      SS2605  20250910  ...   13265      13295      SS
171    171      SS2606  20250910  ...   13320      13330      SS
172    172      SS2607  20250910  ...   13370      13405      SS
173    173      SS2608  20250910  ...   13400      13445      SS
174    174      SC2510  20250910  ...   486.1      483.4      SC
175    175      SC2511  20250910  ...   485.7      481.3      SC
176    176      SC2512  20250910  ...   484.6      479.6      SC
177    177      SC2601  20250910  ...   484.5      477.3      SC
178    178      SC2602  20250910  ...   483.7        476      SC
179    179      SC2603  20250910  ...   482.6      474.9      SC
180    180      SC2604  20250910  ...   481.6      473.4      SC
181    181      SC2605  20250910  ...   481.5      472.7      SC
182    182      SC2606  20250910  ...   477.9      471.4      SC
183    183      SC2607  20250910  ...   480.9      467.9      SC
184    184      SC2608  20250910  ...   475.5      467.4      SC
185    185      SC2609  20250910  ...   474.4        466      SC
186    186      SC2612  20250910  ...   467.3      464.8      SC
187    187      SC2703  20250910  ...   462.1      462.1      SC
188    188      SC2706  20250910  ...   460.7      459.3      SC
189    189      SC2709  20250910  ...   461.3      460.6      SC
190    190      SC2712  20250910  ...     461      461.7      SC
191    191      SC2803  20250910  ...   459.5      460.8      SC
192    192      SC2806  20250910  ...   461.5      458.5      SC
193    193      SC2809  20250910  ...   458.1      458.1      SC
194    194      LU2510  20250910  ...    3368       3345      LU
195    195      LU2511  20250910  ...    3392       3367      LU
196    196      LU2512  20250910  ...    3382       3365      LU
197    197      LU2601  20250910  ...    3378       3358      LU
198    198      LU2602  20250910  ...    3358       3340      LU
199    199      LU2603  20250910  ...    3354       3336      LU
200    200      LU2604  20250910  ...    3349       3334      LU
201    201      LU2605  20250910  ...    3341       3325      LU
202    202      LU2606  20250910  ...    3339       3313      LU
203    203      LU2607  20250910  ...    3335       3320      LU
204    204      LU2608  20250910  ...    3324       3329      LU
205    205      LU2609  20250910  ...    3329       3316      LU
206    206      FU2510  20250910  ...    2828       2787      FU
207    207      FU2511  20250910  ...    2822       2787      FU
208    208      FU2512  20250910  ...    2802       2768      FU
209    209      FU2601  20250910  ...    2789       2756      FU
210    210      FU2602  20250910  ...    2771       2740      FU
211    211      FU2603  20250910  ...    2759       2727      FU
212    212      FU2604  20250910  ...    2757       2725      FU
213    213      FU2605  20250910  ...    2742       2716      FU
214    214      FU2606  20250910  ...    2735       2711      FU
215    215      FU2607  20250910  ...    2724       2700      FU
216    216      FU2608  20250910  ...    2717       2693      FU
217    217      FU2609  20250910  ...    2696       2674      FU
218    218      BU2509  20250910  ...    3404       3448      BU
219    219      BU2510  20250910  ...    3456       3444      BU
220    220      BU2511  20250910  ...    3437       3420      BU
221    221      BU2512  20250910  ...    3392       3374      BU
222    222      BU2601  20250910  ...    3365       3348      BU
223    223      BU2602  20250910  ...    3364       3348      BU
224    224      BU2603  20250910  ...    3369       3352      BU
225    225      BU2604  20250910  ...    3348       3348      BU
226    226      BU2605  20250910  ...    3357       3351      BU
227    227      BU2606  20250910  ...    3353       3344      BU
228    228      BU2607  20250910  ...    3358       3341      BU
229    229      BU2608  20250910  ...    3340       3340      BU
230    230      BU2609  20250910  ...    3346       3329      BU
231    231      BU2612  20250910  ...    3307       3293      BU
232    232      BU2703  20250910  ...    3293       3293      BU
233    233      BU2706  20250910  ...    3321       3302      BU
234    234      BR2509  20250910  ...   11850      11930      BR
235    235      BR2510  20250910  ...   11720      11820      BR
236    236      BR2511  20250910  ...   11705      11795      BR
237    237      BR2512  20250910  ...   11690      11785      BR
238    238      BR2601  20250910  ...   11700      11775      BR
239    239      BR2602  20250910  ...   11735      11895      BR
240    240      BR2603  20250910  ...   11705      11725      BR
241    241      BR2604  20250910  ...   11710      11670      BR
242    242      BR2605  20250910  ...   11745      11880      BR
243    243      BR2606  20250910  ...   11815      11815      BR
244    244      BR2607  20250910  ...   12000      12000      BR
245    245      BR2608  20250910  ...   11915      11915      BR
246    246      RU2509  20250910  ...   14975      15180      RU
247    247      RU2510  20250910  ...   15050      15170      RU
248    248      RU2511  20250910  ...   15005      15100      RU
249    249      RU2601  20250910  ...   15955      16090      RU
250    250      RU2603  20250910  ...   15970      16045      RU
251    251      RU2604  20250910  ...   15960      16065      RU
252    252      RU2605  20250910  ...   15995      16125      RU
253    253      RU2606  20250910  ...   16030      16115      RU
254    254      RU2607  20250910  ...   16045      16180      RU
255    255      RU2608  20250910  ...   16065      16205      RU
256    256      NR2509  20250910  ...   12645      12705      NR
257    257      NR2510  20250910  ...   12660      12800      NR
258    258      NR2511  20250910  ...   12715      12840      NR
259    259      NR2512  20250910  ...   12760      12870      NR
260    260      NR2601  20250910  ...   12800      12920      NR
261    261      NR2602  20250910  ...   12825      12905      NR
262    262      NR2603  20250910  ...   12795      12885      NR
263    263      NR2604  20250910  ...   12815      12895      NR
264    264      NR2605  20250910  ...   12840      12935      NR
265    265      NR2606  20250910  ...   13000      13000      NR
266    266      NR2607  20250910  ...   13045      13060      NR
267    267      NR2608  20250910  ...   12865      12865      NR
268    268      SP2509  20250910  ...    4872       4954      SP
269    269      SP2510  20250910  ...    4890       4960      SP
270    270      SP2511  20250910  ...    4928       4994      SP
271    271      SP2512  20250910  ...    4942       5008      SP
272    272      SP2601  20250910  ...    5226       5270      SP
273    273      SP2602  20250910  ...    5226       5254      SP
274    274      SP2603  20250910  ...    5214       5266      SP
275    275      SP2604  20250910  ...    5228       5284      SP
276    276      SP2605  20250910  ...    5234       5282      SP
277    277      SP2606  20250910  ...    5244       5290      SP
278    278      SP2607  20250910  ...    5254       5292      SP
279    279      SP2608  20250910  ...    5258       5296      SP
280    280      OP2601  20250910  ...    4238       4218      OP
281    281      OP2602  20250910  ...    4216       4218      OP
282    282      OP2603  20250910  ...    4196       4218      OP
283    283      OP2604  20250910  ...    4224       4218      OP
284    284      OP2605  20250910  ...    4236       4218      OP
285    285      OP2606  20250910  ...    4262       4218      OP
286    286      OP2607  20250910  ...    4246       4218      OP
287    287      OP2608  20250910  ...    4260       4218      OP
288    288      EC2510  20250910  ...  1270.9     1272.8      EC
289    289      EC2512  20250910  ...  1677.3     1674.4      EC
290    290      EC2602  20250910  ...  1525.2     1521.8      EC
291    291      EC2604  20250910  ...  1252.1     1249.5      EC
292    292      EC2606  20250910  ...  1438.6     1429.9      EC
293    293      EC2608  20250910  ...  1609.3     1606.3      EC
294    295  SC_TAS2510  20250910  ...                     SC_TAS
295    296  SC_TAS2511  20250910  ...                     SC_TAS
296    297  SC_TAS2512  20250910  ...                     SC_TAS
297    298  SC_TAS2601  20250910  ...                     SC_TAS

[298 rows x 13 columns]
2025-09-10 18:26:25,496 - future_1d - INFO - ak.get_shfe_daily('2025-09-10') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250910   4040.00  ...   4040.00     4067.00        A
1     a2511  20250910   3968.00  ...   3935.00     3971.00        A
2     a2601  20250910   3971.00  ...   3936.00     3970.00        A
3     a2603  20250910   3970.00  ...   3938.00     3971.00        A
4     a2605  20250910   4012.00  ...   3983.00     4016.00        A
5     a2607  20250910   4017.00  ...   3985.00     4018.00        A
6     b2509  20250910      0.00  ...   3681.00     3681.00        B
7     b2510  20250910   3705.00  ...   3684.00     3720.00        B
8     b2511  20250910   3747.00  ...   3722.00     3755.00        B
9     b2512  20250910   3781.00  ...   3761.00     3786.00        B
10    b2601  20250910   3786.00  ...   3762.00     3785.00        B
11    b2602  20250910   3767.00  ...   3746.00     3766.00        B
12    b2603  20250910   3704.00  ...   3692.00     3712.00        B
13    b2604  20250910   3586.00  ...   3584.00     3597.00        B
14    b2605  20250910   3508.00  ...   3505.00     3521.00        B
15    b2606  20250910   3490.00  ...   3478.00     3497.00        B
16    b2607  20250910   3499.00  ...   3482.00     3499.00        B
17    b2608  20250910   3588.00  ...   3578.00     3597.00        B
18   bb2509  20250910      0.00  ...    136.00      136.00       BB
19   bb2511  20250910    142.05  ...    142.05      142.15       BB
20   bb2601  20250910    148.10  ...    147.60      146.90       BB
21   bb2603  20250910      0.00  ...    147.15      147.15       BB
22   bb2605  20250910      0.00  ...    142.10      141.45       BB
23   bb2607  20250910      0.00  ...    146.90      146.25       BB
24   bz2603  20250910   6009.00  ...   6012.00     5998.00       BZ
25   bz2604  20250910   5984.00  ...   5992.00     5979.00       BZ
26   bz2605  20250910   5990.00  ...   6011.00     6012.00       BZ
27   bz2606  20250910      0.00  ...   6002.00     6002.00       BZ
28   bz2607  20250910      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250910      0.00  ...   6005.00     6005.00       BZ
30    c2509  20250910      0.00  ...   2285.00     2285.00        C
31    c2511  20250910   2216.00  ...   2199.00     2215.00        C
32    c2601  20250910   2190.00  ...   2174.00     2191.00        C
33    c2603  20250910   2203.00  ...   2188.00     2204.00        C
34    c2605  20250910   2254.00  ...   2241.00     2258.00        C
35    c2607  20250910   2262.00  ...   2254.00     2266.00        C
36   cs2509  20250910      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250910   2510.00  ...   2491.00     2513.00       CS
38   cs2601  20250910   2527.00  ...   2504.00     2532.00       CS
39   cs2603  20250910   2534.00  ...   2510.00     2538.00       CS
40   cs2605  20250910   2608.00  ...   2589.00     2614.00       CS
41   cs2607  20250910   2596.00  ...   2589.00     2615.00       CS
42   eb2509  20250910      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250910   7063.00  ...   7059.00     7047.00       EB
44   eb2511  20250910   7064.00  ...   7070.00     7058.00       EB
45   eb2512  20250910   7059.00  ...   7079.00     7065.00       EB
46   eb2601  20250910   7100.00  ...   7101.00     7093.00       EB
47   eb2602  20250910   7127.00  ...   7129.00     7123.00       EB
48   eb2603  20250910   7174.00  ...   7157.00     7156.00       EB
49   eb2604  20250910   7198.00  ...   7189.00     7193.00       EB
50   eb2605  20250910   7186.00  ...   7200.00     7194.00       EB
51   eb2606  20250910      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250910      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250910      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250910   4334.00  ...   4343.00     4361.00       EG
55   eg2510  20250910   4353.00  ...   4347.00     4351.00       EG
56   eg2511  20250910   4346.00  ...   4332.00     4328.00       EG
57   eg2512  20250910   4332.00  ...   4322.00     4325.00       EG
58   eg2601  20250910   4321.00  ...   4320.00     4319.00       EG
59   eg2602  20250910   4321.00  ...   4323.00     4325.00       EG
60   eg2603  20250910      0.00  ...   4323.00     4323.00       EG
61   eg2604  20250910   4342.00  ...   4350.00     4348.00       EG
62   eg2605  20250910   4358.00  ...   4354.00     4348.00       EG
63   eg2606  20250910   4354.00  ...   4357.00     4355.00       EG
64   eg2607  20250910      0.00  ...   4358.00     4358.00       EG
65   eg2608  20250910      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250910      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250910   1273.50  ...   1272.50     1273.00       FB
68   fb2511  20250910   1261.00  ...   1261.50     1258.00       FB
69   fb2512  20250910   1253.50  ...   1256.50     1254.50       FB
70   fb2601  20250910   1250.00  ...   1250.00     1245.00       FB
71   fb2602  20250910   1236.00  ...   1239.00     1238.00       FB
72   fb2603  20250910   1248.00  ...   1252.00     1246.00       FB
73   fb2604  20250910   1250.00  ...   1250.00     1255.00       FB
74   fb2605  20250910      0.00  ...   1318.50     1321.00       FB
75   fb2606  20250910      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250910      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250910      0.00  ...   1296.00     1296.00       FB
78    i2509  20250910      0.00  ...    847.50      847.50        I
79    i2510  20250910    829.00  ...    823.50      823.50        I
80    i2511  20250910    820.50  ...    816.50      818.00        I
81    i2512  20250910    814.00  ...    811.50      811.50        I
82    i2601  20250910    803.50  ...    802.00      803.00        I
83    i2602  20250910    796.00  ...    796.00      798.00        I
84    i2603  20250910    792.50  ...    790.50      791.00        I
85    i2604  20250910    784.50  ...    786.00      788.00        I
86    i2605  20250910    780.00  ...    777.50      779.00        I
87    i2606  20250910    772.00  ...    771.00      772.00        I
88    i2607  20250910    767.00  ...    767.50      767.50        I
89    i2608  20250910    762.00  ...    762.00      762.50        I
90    j2509  20250910      0.00  ...   1512.50     1512.50        J
91    j2510  20250910   1488.50  ...   1499.50     1514.00        J
92    j2511  20250910   1518.50  ...   1533.50     1546.50        J
93    j2512  20250910   1554.00  ...   1572.50     1584.50        J
94    j2601  20250910   1589.00  ...   1601.00     1615.50        J
95    j2602  20250910   1611.00  ...   1618.00     1645.50        J
96    j2603  20250910      0.00  ...   1660.00     1660.00        J
97    j2604  20250910      0.00  ...   1720.50     1720.50        J
98    j2605  20250910   1735.50  ...   1726.00     1744.00        J
99    j2606  20250910      0.00  ...   1761.00     1761.00        J
100   j2607  20250910   1727.00  ...   1727.00     1768.50        J
101   j2608  20250910   1748.00  ...   1763.00     1770.00        J
102  jd2509  20250910   3001.00  ...   3037.00     3050.00       JD
103  jd2510  20250910   3056.00  ...   3032.00     3032.00       JD
104  jd2511  20250910   3077.00  ...   3040.00     3066.00       JD
105  jd2512  20250910   3231.00  ...   3198.00     3223.00       JD
106  jd2601  20250910   3400.00  ...   3373.00     3406.00       JD
107  jd2602  20250910   3131.00  ...   3116.00     3138.00       JD
108  jd2603  20250910   3149.00  ...   3131.00     3150.00       JD
109  jd2604  20250910   3337.00  ...   3327.00     3343.00       JD
110  jd2605  20250910   3480.00  ...   3467.00     3480.00       JD
111  jd2606  20250910   3289.00  ...   3270.00     3287.00       JD
112  jd2607  20250910   3511.00  ...   3494.00     3510.00       JD
113  jd2608  20250910   3922.00  ...   3916.00     3918.00       JD
114  jm2509  20250910    950.00  ...    969.00      950.50       JM
115  jm2510  20250910    948.00  ...    952.50      963.00       JM
116  jm2511  20250910   1008.00  ...   1007.00     1022.00       JM
117  jm2512  20250910   1067.50  ...   1064.00     1082.50       JM
118  jm2601  20250910   1117.00  ...   1115.50     1139.00       JM
119  jm2602  20250910   1149.00  ...   1140.50     1165.00       JM
120  jm2603  20250910   1169.00  ...   1158.00     1188.50       JM
121  jm2604  20250910   1188.00  ...   1174.50     1209.50       JM
122  jm2605  20250910   1199.50  ...   1189.00     1226.00       JM
123  jm2606  20250910   1209.00  ...   1203.50     1241.00       JM
124  jm2607  20250910   1220.00  ...   1213.00     1251.50       JM
125  jm2608  20250910   1239.50  ...   1226.00     1259.50       JM
126   l2509  20250910   7150.00  ...   7165.00     7140.00        L
127   l2510  20250910   7199.00  ...   7205.00     7203.00        L
128   l2511  20250910   7212.00  ...   7219.00     7212.00        L
129   l2512  20250910   7225.00  ...   7230.00     7221.00        L
130   l2601  20250910   7234.00  ...   7233.00     7228.00        L
131   l2602  20250910   7219.00  ...   7227.00     7219.00        L
132   l2603  20250910   7228.00  ...   7227.00     7217.00        L
133   l2604  20250910   7259.00  ...   7259.00     7246.00        L
134   l2605  20250910   7247.00  ...   7243.00     7239.00        L
135   l2606  20250910      0.00  ...   7228.00     7228.00        L
136   l2607  20250910      0.00  ...   7251.00     7251.00        L
137   l2608  20250910      0.00  ...   7269.00     7269.00        L
138  lg2509  20250910    773.50  ...    773.00      776.50       LG
139  lg2511  20250910    803.00  ...    805.00      805.50       LG
140  lg2601  20250910    819.00  ...    819.50      819.50       LG
141  lg2603  20250910    825.50  ...    825.50      826.00       LG
142  lg2605  20250910    831.50  ...    830.00      830.50       LG
143  lg2607  20250910    833.00  ...    831.50      833.00       LG
144  lh2509  20250910  13200.00  ...  13190.00    13140.00       LH
145  lh2511  20250910  13215.00  ...  13315.00    13230.00       LH
146  lh2601  20250910  13635.00  ...  13730.00    13690.00       LH
147  lh2603  20250910  12920.00  ...  13010.00    12990.00       LH
148  lh2605  20250910  13400.00  ...  13520.00    13480.00       LH
149  lh2607  20250910  14155.00  ...  14240.00    14155.00       LH
150   m2509  20250910      0.00  ...   3031.00     3031.00        M
151   m2511  20250910   3041.00  ...   3031.00     3042.00        M
152   m2512  20250910   3090.00  ...   3080.00     3090.00        M
153   m2601  20250910   3079.00  ...   3064.00     3076.00        M
154   m2603  20250910   2998.00  ...   2991.00     2999.00        M
155   m2605  20250910   2800.00  ...   2799.00     2802.00        M
156   m2607  20250910   2781.00  ...   2778.00     2781.00        M
157   m2608  20250910   2907.00  ...   2907.00     2909.00        M
158   p2509  20250910   9446.00  ...   9446.00     9478.00        P
159   p2510  20250910   9420.00  ...   9320.00     9436.00        P
160   p2511  20250910   9420.00  ...   9314.00     9434.00        P
161   p2512  20250910   9446.00  ...   9326.00     9458.00        P
162   p2601  20250910   9470.00  ...   9340.00     9470.00        P
163   p2602  20250910   9386.00  ...   9284.00     9410.00        P
164   p2603  20250910   9394.00  ...   9290.00     9394.00        P
165   p2604  20250910   9280.00  ...   9200.00     9326.00        P
166   p2605  20250910   9256.00  ...   9126.00     9246.00        P
167   p2606  20250910   9100.00  ...   9030.00     9156.00        P
168   p2607  20250910   9006.00  ...   8942.00     9052.00        P
169   p2608  20250910   8922.00  ...   8910.00     8966.00        P
170  pg2509  20250910   3703.00  ...   3706.00     3706.00       PG
171  pg2510  20250910   4398.00  ...   4437.00     4413.00       PG
172  pg2511  20250910   4358.00  ...   4389.00     4356.00       PG
173  pg2512  20250910   4297.00  ...   4328.00     4294.00       PG
174  pg2601  20250910   4228.00  ...   4270.00     4235.00       PG
175  pg2602  20250910   4166.00  ...   4194.00     4166.00       PG
176  pg2603  20250910   4074.00  ...   4105.00     4079.00       PG
177  pg2604  20250910   4403.00  ...   4437.00     4409.00       PG
178  pg2605  20250910   4358.00  ...   4358.00     4323.00       PG
179  pg2606  20250910   4297.00  ...   4288.00     4261.00       PG
180  pg2607  20250910   4256.00  ...   4255.00     4207.00       PG
181  pg2608  20250910      0.00  ...   4163.00     4163.00       PG
182  pp2509  20250910   6818.00  ...   6832.00     6835.00       PP
183  pp2510  20250910   6857.00  ...   6867.00     6868.00       PP
184  pp2511  20250910   6883.00  ...   6898.00     6896.00       PP
185  pp2512  20250910   6919.00  ...   6930.00     6925.00       PP
186  pp2601  20250910   6943.00  ...   6951.00     6945.00       PP
187  pp2602  20250910   6918.00  ...   6933.00     6922.00       PP
188  pp2603  20250910   6923.00  ...   6920.00     6922.00       PP
189  pp2604  20250910   6964.00  ...   6963.00     6950.00       PP
190  pp2605  20250910   6960.00  ...   6973.00     6962.00       PP
191  pp2606  20250910   6944.00  ...   6946.00     6931.00       PP
192  pp2607  20250910   6898.00  ...   6915.00     6897.00       PP
193  pp2608  20250910   6914.00  ...   6922.00     6906.00       PP
194  rr2509  20250910      0.00  ...   3620.00     3620.00       RR
195  rr2510  20250910   3608.00  ...   3605.00     3609.00       RR
196  rr2511  20250910   3615.00  ...   3611.00     3613.00       RR
197  rr2512  20250910   3611.00  ...   3608.00     3609.00       RR
198  rr2601  20250910   3619.00  ...   3617.00     3620.00       RR
199  rr2602  20250910      0.00  ...   3604.00     3604.00       RR
200  rr2603  20250910      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250910      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250910      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250910      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250910      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250910      0.00  ...   3625.00     3625.00       RR
206   v2509  20250910   4691.00  ...   4696.00     4710.00        V
207   v2510  20250910   4733.00  ...   4743.00     4755.00        V
208   v2511  20250910   4770.00  ...   4776.00     4787.00        V
209   v2512  20250910   4810.00  ...   4815.00     4822.00        V
210   v2601  20250910   4850.00  ...   4849.00     4864.00        V
211   v2602  20250910   4882.00  ...   4885.00     4898.00        V
212   v2603  20250910   4906.00  ...   4916.00     4931.00        V
213   v2604  20250910   5120.00  ...   5119.00     5120.00        V
214   v2605  20250910   5150.00  ...   5149.00     5173.00        V
215   v2606  20250910   5167.00  ...   5169.00     5192.00        V
216   v2607  20250910   5220.00  ...   5208.00     5241.00        V
217   v2608  20250910   5240.00  ...   5247.00     5271.00        V
218   y2509  20250910   8650.00  ...   8414.00     8286.00        Y
219   y2511  20250910   8420.00  ...   8344.00     8448.00        Y
220   y2512  20250910   8442.00  ...   8374.00     8466.00        Y
221   y2601  20250910   8388.00  ...   8322.00     8418.00        Y
222   y2603  20250910   8324.00  ...   8236.00     8336.00        Y
223   y2605  20250910   8108.00  ...   8028.00     8122.00        Y
224   y2607  20250910   8052.00  ...   7982.00     8080.00        Y
225   y2608  20250910   8042.00  ...   7998.00     8086.00        Y

[226 rows x 12 columns]
2025-09-10 18:26:26,009 - future_1d - INFO - ak.get_dce_daily('2025-09-10') done
2025-09-10 18:26:28,302 - future_1d - INFO - save future_daily 2025-09-10 completed