LogViewer
50   eb2605  20250828   7345.00  ...   7310.00     7383.00       EB
51   eb2606  20250828      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250828      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250828      0.00  ...   7350.00     7410.00       EB
54   eg2509  20250828   4444.00  ...   4429.00     4440.00       EG
55   eg2510  20250828   4460.00  ...   4437.00     4460.00       EG
56   eg2511  20250828   4464.00  ...   4447.00     4473.00       EG
57   eg2512  20250828   4470.00  ...   4463.00     4488.00       EG
58   eg2601  20250828   4478.00  ...   4464.00     4492.00       EG
59   eg2602  20250828   4486.00  ...   4481.00     4502.00       EG
60   eg2603  20250828   4481.00  ...   4476.00     4505.00       EG
61   eg2604  20250828   4498.00  ...   4518.00     4533.00       EG
62   eg2605  20250828   4505.00  ...   4505.00     4523.00       EG
63   eg2606  20250828      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250828   4509.00  ...   4507.00     4525.00       EG
65   eg2608  20250828      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250828   1319.00  ...   1319.00     1306.00       FB
67   fb2510  20250828   1278.00  ...   1274.50     1276.00       FB
68   fb2511  20250828   1277.50  ...   1274.50     1276.50       FB
69   fb2512  20250828   1274.50  ...   1271.50     1278.50       FB
70   fb2601  20250828   1272.50  ...   1272.00     1276.00       FB
71   fb2602  20250828   1269.00  ...   1265.50     1274.00       FB
72   fb2603  20250828      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250828      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250828      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250828      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250828      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250828      0.00  ...   1302.50     1302.50       FB
78    i2509  20250828    796.50  ...    801.50      797.00        I
79    i2510  20250828    792.50  ...    797.00      793.00        I
80    i2511  20250828    790.00  ...    794.50      790.50        I
81    i2512  20250828    785.00  ...    789.00      785.50        I
82    i2601  20250828    776.00  ...    781.50      777.00        I
83    i2602  20250828    771.00  ...    774.50      772.50        I
84    i2603  20250828    766.00  ...    770.50      767.00        I
85    i2604  20250828    761.50  ...    765.50      762.50        I
86    i2605  20250828    754.50  ...    758.50      754.50        I
87    i2606  20250828    749.50  ...    752.50      750.50        I
88    i2607  20250828    747.00  ...    750.00      747.00        I
89    i2608  20250828    742.00  ...    746.00      743.50        I
90    j2509  20250828   1608.00  ...   1584.50     1608.00        J
91    j2510  20250828   1604.50  ...   1612.00     1627.00        J
92    j2511  20250828   1641.50  ...   1633.50     1654.00        J
93    j2512  20250828   1646.00  ...   1642.50     1651.00        J
94    j2601  20250828   1678.50  ...   1657.50     1681.00        J
95    j2602  20250828   1696.50  ...   1674.50     1703.00        J
96    j2603  20250828   1700.00  ...   1689.00     1721.00        J
97    j2604  20250828      0.00  ...   1752.50     1752.50        J
98    j2605  20250828   1765.00  ...   1743.00     1768.00        J
99    j2606  20250828      0.00  ...   1779.00     1804.00        J
100   j2607  20250828      0.00  ...   1804.00     1805.50        J
101   j2608  20250828      0.00  ...   1802.50     1806.00        J
102  jd2509  20250828   2890.00  ...   2848.00     2909.00       JD
103  jd2510  20250828   2970.00  ...   2951.00     2997.00       JD
104  jd2511  20250828   3015.00  ...   2981.00     3047.00       JD
105  jd2512  20250828   3125.00  ...   3101.00     3174.00       JD
106  jd2601  20250828   3345.00  ...   3314.00     3366.00       JD
107  jd2602  20250828   3093.00  ...   3075.00     3100.00       JD
108  jd2603  20250828   3116.00  ...   3093.00     3121.00       JD
109  jd2604  20250828   3300.00  ...   3276.00     3320.00       JD
110  jd2605  20250828   3430.00  ...   3390.00     3452.00       JD
111  jd2606  20250828   3275.00  ...   3205.00     3301.00       JD
112  jd2607  20250828   3508.00  ...   3398.00     3531.00       JD
113  jd2608  20250828   3921.00  ...   3804.00     3980.00       JD
114  jm2509  20250828   1021.00  ...   1005.50     1025.00       JM
115  jm2510  20250828   1034.00  ...   1028.50     1052.50       JM
116  jm2511  20250828   1085.50  ...   1076.00     1097.50       JM
117  jm2512  20250828   1132.00  ...   1117.00     1133.50       JM
118  jm2601  20250828   1155.00  ...   1152.50     1164.50       JM
119  jm2602  20250828   1173.00  ...   1169.00     1179.00       JM
120  jm2603  20250828   1183.00  ...   1178.50     1189.50       JM
121  jm2604  20250828   1190.50  ...   1189.00     1195.50       JM
122  jm2605  20250828   1198.00  ...   1194.00     1204.00       JM
123  jm2606  20250828   1203.50  ...   1206.50     1209.00       JM
124  jm2607  20250828   1212.50  ...   1209.50     1221.00       JM
125  jm2608  20250828   1211.50  ...   1222.50     1224.50       JM
126   l2509  20250828   7335.00  ...   7303.00     7338.00        L
127   l2510  20250828   7340.00  ...   7322.00     7362.00        L
128   l2511  20250828   7363.00  ...   7338.00     7381.00        L
129   l2512  20250828   7372.00  ...   7350.00     7390.00        L
130   l2601  20250828   7370.00  ...   7352.00     7389.00        L
131   l2602  20250828   7360.00  ...   7345.00     7380.00        L
132   l2603  20250828   7358.00  ...   7351.00     7367.00        L
133   l2604  20250828   7385.00  ...   7379.00     7407.00        L
134   l2605  20250828   7376.00  ...   7354.00     7394.00        L
135   l2606  20250828   7360.00  ...   7354.00     7393.00        L
136   l2607  20250828   7360.00  ...   7365.00     7398.00        L
137   l2608  20250828   7378.00  ...   7408.00     7389.00        L
138  lg2509  20250828    794.00  ...    788.50      797.50       LG
139  lg2511  20250828    815.00  ...    815.50      819.00       LG
140  lg2601  20250828    827.00  ...    830.00      830.00       LG
141  lg2603  20250828    829.50  ...    834.00      835.00       LG
142  lg2605  20250828    829.50  ...    833.50      835.00       LG
143  lg2607  20250828    829.50  ...    834.00      833.00       LG
144  lh2509  20250828  13460.00  ...  13350.00    13525.00       LH
145  lh2511  20250828  13715.00  ...  13635.00    13780.00       LH
146  lh2601  20250828  14050.00  ...  13985.00    14130.00       LH
147  lh2603  20250828  13230.00  ...  13165.00    13240.00       LH
148  lh2605  20250828  13645.00  ...  13560.00    13640.00       LH
149  lh2607  20250828  14140.00  ...  14115.00    14165.00       LH
150   m2509  20250828   2992.00  ...   2992.00     3005.00        M
151   m2511  20250828   3005.00  ...   3012.00     3021.00        M
152   m2512  20250828   3048.00  ...   3054.00     3063.00        M
153   m2601  20250828   3044.00  ...   3046.00     3055.00        M
154   m2603  20250828   2996.00  ...   2992.00     2999.00        M
155   m2605  20250828   2829.00  ...   2821.00     2827.00        M
156   m2607  20250828   2823.00  ...   2815.00     2823.00        M
157   m2608  20250828   2950.00  ...   2945.00     2951.00        M
158   p2509  20250828   9436.00  ...   9388.00     9432.00        P
159   p2510  20250828   9476.00  ...   9466.00     9498.00        P
160   p2511  20250828   9490.00  ...   9454.00     9494.00        P
161   p2512  20250828   9508.00  ...   9466.00     9508.00        P
162   p2601  20250828   9518.00  ...   9476.00     9518.00        P
163   p2602  20250828   9470.00  ...   9410.00     9476.00        P
164   p2603  20250828   9408.00  ...   9370.00     9414.00        P
165   p2604  20250828   9328.00  ...   9304.00     9374.00        P
166   p2605  20250828   9250.00  ...   9214.00     9266.00        P
167   p2606  20250828   9096.00  ...   9116.00     9142.00        P
168   p2607  20250828   8978.00  ...   8980.00     9018.00        P
169   p2608  20250828   8900.00  ...   8900.00     8956.00        P
170  pg2509  20250828   3871.00  ...   3859.00     3884.00       PG
171  pg2510  20250828   4410.00  ...   4422.00     4430.00       PG
172  pg2511  20250828   4324.00  ...   4334.00     4335.00       PG
173  pg2512  20250828   4260.00  ...   4275.00     4274.00       PG
174  pg2601  20250828   4212.00  ...   4218.00     4217.00       PG
175  pg2602  20250828   4149.00  ...   4147.00     4144.00       PG
176  pg2603  20250828   4060.00  ...   4055.00     4052.00       PG
177  pg2604  20250828   4365.00  ...   4358.00     4352.00       PG
178  pg2605  20250828   4263.00  ...   4268.00     4276.00       PG
179  pg2606  20250828      0.00  ...   4209.00     4209.00       PG
180  pg2607  20250828      0.00  ...   4126.00     4126.00       PG
181  pg2608  20250828      0.00  ...   4141.00     4141.00       PG
182  pp2509  20250828   6980.00  ...   6952.00     6982.00       PP
183  pp2510  20250828   6985.00  ...   6959.00     6987.00       PP
184  pp2511  20250828   6992.00  ...   6981.00     7008.00       PP
185  pp2512  20250828   7014.00  ...   7001.00     7026.00       PP
186  pp2601  20250828   7026.00  ...   7013.00     7036.00       PP
187  pp2602  20250828   7000.00  ...   6993.00     7015.00       PP
188  pp2603  20250828   6994.00  ...   6982.00     7013.00       PP
189  pp2604  20250828   7001.00  ...   7001.00     7027.00       PP
190  pp2605  20250828   7028.00  ...   7028.00     7054.00       PP
191  pp2606  20250828   6998.00  ...   7010.00     7012.00       PP
192  pp2607  20250828   6982.00  ...   6983.00     6985.00       PP
193  pp2608  20250828   6988.00  ...   6985.00     7044.00       PP
194  rr2509  20250828   3560.00  ...   3554.00     3558.00       RR
195  rr2510  20250828   3611.00  ...   3610.00     3611.00       RR
196  rr2511  20250828   3611.00  ...   3611.00     3613.00       RR
197  rr2512  20250828   3606.00  ...   3602.00     3610.00       RR
198  rr2601  20250828   3624.00  ...   3619.00     3621.00       RR
199  rr2602  20250828   3604.00  ...   3604.00     3606.00       RR
200  rr2603  20250828      0.00  ...   3610.00     3610.00       RR
201  rr2604  20250828      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250828      0.00  ...   3615.00     3615.00       RR
203  rr2606  20250828      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250828      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250828      0.00  ...   3625.00     3625.00       RR
206   v2509  20250828   4802.00  ...   4785.00     4840.00        V
207   v2510  20250828   4842.00  ...   4829.00     4878.00        V
208   v2511  20250828   4879.00  ...   4865.00     4913.00        V
209   v2512  20250828   4917.00  ...   4903.00     4956.00        V
210   v2601  20250828   4947.00  ...   4934.00     4990.00        V
211   v2602  20250828   4988.00  ...   4970.00     5023.00        V
212   v2603  20250828   4997.00  ...   5002.00     5058.00        V
213   v2604  20250828   5231.00  ...   5205.00     5274.00        V
214   v2605  20250828   5252.00  ...   5239.00     5301.00        V
215   v2606  20250828   5259.00  ...   5257.00     5324.00        V
216   v2607  20250828   5312.00  ...   5297.00     5356.00        V
217   v2608  20250828   5325.00  ...   5322.00     5369.00        V
218   y2509  20250828   8468.00  ...   8452.00     8492.00        Y
219   y2511  20250828   8434.00  ...   8418.00     8452.00        Y
220   y2512  20250828   8454.00  ...   8442.00     8470.00        Y
221   y2601  20250828   8408.00  ...   8390.00     8418.00        Y
222   y2603  20250828   8340.00  ...   8342.00     8352.00        Y
223   y2605  20250828   8114.00  ...   8114.00     8128.00        Y
224   y2607  20250828   8080.00  ...   8068.00     8068.00        Y
225   y2608  20250828   8070.00  ...   8038.00     8068.00        Y

[226 rows x 12 columns]
2025-09-01 18:26:34,289 - future_1d - INFO - ak.get_dce_daily('2025-08-28') done
2025-09-01 18:26:36,027 - future_1d - INFO - save future_daily 2025-08-28 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250829   8402.0   8409.0  ...   628977.30   8360.0      8377.0       AP
1    AP511  20250829   8165.0   8193.0  ...     5890.68   8144.0      8165.0       AP
2    AP512  20250829   8215.0   8222.0  ...      393.40   8196.0      8174.0       AP
3    AP601  20250829   8281.0   8300.0  ...   248831.67   8258.0      8250.0       AP
4    AP603  20250829   8161.0   8179.0  ...      154.70   8142.0      8118.0       AP
5    AP604  20250829   8142.0   8142.0  ...       48.73   8122.0      8126.0       AP
6    AP605  20250829   8215.0   8240.0  ...     1420.12   8209.0      8181.0       AP
7    CF509  20250829  13710.0  13875.0  ...   152624.45  13795.0     13730.0       CF
8    CF511  20250829  14020.0  14205.0  ...   646629.84  14105.0     13985.0       CF
9    CF601  20250829  14095.0  14340.0  ...  3868320.37  14260.0     14070.0       CF
10   CF603  20250829  14055.0  14290.0  ...     7545.32  14225.0     14040.0       CF
11   CF605  20250829  14045.0  14280.0  ...   182765.20  14205.0     14025.0       CF
12   CF607  20250829  14050.0  14265.0  ...     1775.95  14210.0     14030.0       CF
13   CJ509  20250829  10125.0  10465.0  ...     9187.10  10180.0     10105.0       CJ
14   CJ512  20250829  11375.0  11425.0  ...     9197.96  11340.0     11290.0       CJ
15   CJ601  20250829  11520.0  11545.0  ...   552570.17  11460.0     11405.0       CJ
16   CJ603  20250829  11515.0  11575.0  ...     5198.40  11500.0     11435.0       CJ
17   CJ605  20250829  11655.0  11690.0  ...    80786.21  11615.0     11560.0       CJ
18   CJ607  20250829  11800.0  11835.0  ...     1118.33  11770.0     11715.0       CJ
19   CY509  20250829  20220.0  20995.0  ...      477.84  20335.0     20225.0       CY
20   CY510  20250829      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250829  20110.0  20280.0  ...   120347.44  20180.0     20090.0       CY
22   CY512  20250829  20195.0  20275.0  ...       60.01  20005.0     19905.0       CY
23   CY601  20250829  20140.0  20320.0  ...     6111.53  20235.0     20080.0       CY
24   CY602  20250829      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250829      0.0      0.0  ...        0.00  20365.0     20285.0       CY
26   CY604  20250829      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250829  20455.0  20455.0  ...       10.23  20455.0     20325.0       CY
28   CY606  20250829      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250829      0.0      0.0  ...        0.00  20335.0     20205.0       CY
30   CY608  20250829      0.0      0.0  ...        0.00  20295.0     20295.0       CY
31   FG509  20250829    971.0   1020.0  ...   423716.10    970.0       973.0       FG
32   FG510  20250829   1073.0   1083.0  ...   135124.91   1066.0      1066.0       FG
33   FG511  20250829   1079.0   1083.0  ...   214118.06   1066.0      1064.0       FG
34   FG512  20250829   1185.0   1187.0  ...   100110.39   1173.0      1166.0       FG
35   FG601  20250829   1178.0   1188.0  ...  3543123.76   1173.0      1163.0       FG
36   FG602  20250829   1230.0   1237.0  ...     1935.82   1224.0      1216.0       FG
37   FG603  20250829   1233.0   1238.0  ...     1237.09   1225.0      1215.0       FG
38   FG604  20250829   1280.0   1284.0  ...      429.74   1271.0      1260.0       FG
39   FG605  20250829   1268.0   1280.0  ...    56979.60   1266.0      1256.0       FG
40   FG606  20250829   1298.0   1305.0  ...      676.94   1292.0      1286.0       FG
41   FG607  20250829   1290.0   1297.0  ...      983.09   1283.0      1277.0       FG
42   FG608  20250829   1316.0   1320.0  ...      608.81   1312.0      1305.0       FG
43   JR509  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250829      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250829      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250829   2230.0   2235.0  ...    58230.75   2214.0      2232.0       MA
53   MA510  20250829   2270.0   2287.0  ...   110064.41   2267.0      2275.0       MA
54   MA511  20250829   2305.0   2314.0  ...   148745.15   2295.0      2298.0       MA
55   MA512  20250829   2351.0   2360.0  ...    34742.83   2344.0      2345.0       MA
56   MA601  20250829   2373.0   2385.0  ...   994541.61   2370.0      2368.0       MA
57   MA602  20250829   2394.0   2403.0  ...       95.60   2390.0      2382.0       MA
58   MA603  20250829   2393.0   2395.0  ...       38.21   2388.0      2386.0       MA
59   MA604  20250829   2383.0   2383.0  ...        7.14   2381.0      2381.0       MA
60   MA605  20250829   2382.0   2390.0  ...    39211.54   2378.0      2371.0       MA
61   MA606  20250829   2383.0   2383.0  ...       11.92   2383.0      2377.0       MA
62   MA607  20250829   2381.0   2386.0  ...       52.39   2381.0      2369.0       MA
63   MA608  20250829   2387.0   2388.0  ...       40.43   2378.0      2371.0       MA
64   OI509  20250829   9961.0  10005.0  ...    73772.27   9968.0      9954.0       OI
65   OI511  20250829   9924.0   9931.0  ...   461761.15   9895.0      9907.0       OI
66   OI601  20250829   9820.0   9828.0  ...  2394592.43   9782.0      9811.0       OI
67   OI603  20250829   9758.0   9763.0  ...     3601.47   9707.0      9733.0       OI
68   OI605  20250829   9664.0   9673.0  ...    39019.94   9627.0      9637.0       OI
69   OI607  20250829   9599.0   9620.0  ...      105.46   9587.0      9629.0       OI
70   PF509  20250829   6418.0   6418.0  ...     1135.19   6378.0      6452.0       PF
71   PF510  20250829   6530.0   6538.0  ...   539567.62   6486.0      6530.0       PF
72   PF511  20250829   6512.0   6522.0  ...   385308.46   6468.0      6510.0       PF
73   PF512  20250829   6500.0   6504.0  ...   131884.52   6456.0      6498.0       PF
74   PF601  20250829   6510.0   6516.0  ...    36716.54   6474.0      6514.0       PF
75   PF602  20250829   6472.0   6502.0  ...     2487.21   6486.0      6518.0       PF
76   PF603  20250829   6486.0   6504.0  ...       35.69   6490.0      6532.0       PF
77   PF604  20250829      0.0      0.0  ...        0.00   6554.0      6554.0       PF
78   PF605  20250829   6556.0   6558.0  ...       81.71   6538.0      6578.0       PF
79   PF606  20250829   6564.0   6566.0  ...        9.83   6556.0      6594.0       PF
80   PF607  20250829   6540.0   6540.0  ...        3.27   6540.0      6590.0       PF
81   PF608  20250829   6548.0   6548.0  ...        3.27   6548.0      6598.0       PF
82   PK510  20250829   8004.0   8018.0  ...    47593.25   7990.0      8036.0       PK
83   PK511  20250829   7794.0   7820.0  ...   242000.33   7792.0      7804.0       PK
84   PK512  20250829   7782.0   7832.0  ...    47216.94   7808.0      7810.0       PK
85   PK601  20250829   7862.0   7876.0  ...    24016.56   7860.0      7866.0       PK
86   PK603  20250829   7870.0   7872.0  ...      117.94   7864.0      7872.0       PK
87   PK604  20250829   7878.0   7882.0  ...       86.65   7878.0      7872.0       PK
88   PK605  20250829   7880.0   7886.0  ...     5405.86   7870.0      7880.0       PK
89   PL601  20250829   6462.0   6466.0  ...    13697.84   6425.0      6440.0       PL
90   PL602  20250829   6457.0   6457.0  ...       64.45   6445.0      6464.0       PL
91   PL603  20250829   6419.0   6434.0  ...       89.90   6421.0      6458.0       PL
92   PL604  20250829   6443.0   6443.0  ...       12.89   6443.0      6473.0       PL
93   PL605  20250829   6373.0   6373.0  ...       25.45   6362.0      6364.0       PL
94   PL606  20250829   6422.0   6422.0  ...       12.84   6422.0      6421.0       PL
95   PL607  20250829   6428.0   6428.0  ...       12.86   6428.0      6466.0       PL
96   PL608  20250829      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250829      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250829   5814.0   5872.0  ...     3271.01   5832.0      5806.0       PR
104  PR510  20250829   5998.0   5998.0  ...   215327.41   5966.0      5962.0       PR
105  PR511  20250829   5996.0   6002.0  ...   540068.57   5954.0      5968.0       PR
106  PR512  20250829   6016.0   6016.0  ...   262159.27   5952.0      5972.0       PR
107  PR601  20250829   6010.0   6010.0  ...     5909.03   5970.0      5982.0       PR
108  PR602  20250829      0.0      0.0  ...        0.00   6002.0      6028.0       PR
109  PR603  20250829      0.0      0.0  ...        0.00   6006.0      6032.0       PR
110  PR604  20250829      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250829      0.0      0.0  ...        0.00   6022.0      6022.0       PR
112  PR606  20250829      0.0      0.0  ...        0.00   6050.0      6050.0       PR
113  PR607  20250829   6026.0   6026.0  ...       54.19   6022.0      6052.0       PR
114  PR608  20250829   6026.0   6026.0  ...       54.23   6026.0      6060.0       PR
115  PX509  20250829   6880.0   6932.0  ...    13337.99   6866.0      6886.0       PX
116  PX510  20250829   6896.0   6924.0  ...   296135.77   6866.0      6900.0       PX
117  PX511  20250829   6900.0   6914.0  ...   923813.88   6844.0      6890.0       PX
118  PX512  20250829   6862.0   6872.0  ...    75024.09   6812.0      6850.0       PX
119  PX601  20250829   6846.0   6850.0  ...   111434.50   6792.0      6832.0       PX
120  PX602  20250829      0.0      0.0  ...        0.00   6800.0      6800.0       PX
121  PX603  20250829      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250829      0.0      0.0  ...        0.00   6812.0      6836.0       PX
123  PX605  20250829   6816.0   6816.0  ...      428.49   6802.0      6816.0       PX
124  PX606  20250829   6786.0   6786.0  ...        3.39   6786.0      6808.0       PX
125  PX607  20250829   6790.0   6790.0  ...        3.40   6790.0      6802.0       PX
126  PX608  20250829      0.0      0.0  ...        0.00   6826.0      6826.0       PX
127  RI509  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250829      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250829   2547.0   2565.0  ...    21978.40   2554.0      2561.0       RM
134  RM511  20250829   2518.0   2560.0  ...    33480.18   2543.0      2510.0       RM
135  RM601  20250829   2481.0   2521.0  ...   803320.70   2496.0      2478.0       RM
136  RM603  20250829   2401.0   2424.0  ...    13142.58   2405.0      2409.0       RM
137  RM605  20250829   2410.0   2429.0  ...    87283.31   2411.0      2419.0       RM
138  RM607  20250829   2394.0   2414.0  ...     9030.16   2396.0      2404.0       RM
139  RM608  20250829   2456.0   2494.0  ...     2078.62   2457.0      2473.0       RM
140  RS509  20250829   4705.0   4760.0  ...      261.78   4675.0      4779.0       RS
141  RS511  20250829   5195.0   5195.0  ...       36.09   5156.0      5111.0       RS
142  RS607  20250829   5525.0   5574.0  ...       83.25   5550.0      5563.0       RS
143  RS608  20250829      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250829   1186.0   1192.0  ...   175776.45   1170.0      1184.0       SA
145  SA510  20250829   1235.0   1238.0  ...   105694.77   1222.0      1224.0       SA
146  SA511  20250829   1243.0   1244.0  ...   295443.99   1228.0      1231.0       SA
147  SA512  20250829   1306.0   1309.0  ...   175921.32   1290.0      1290.0       SA
148  SA601  20250829   1316.0   1318.0  ...  3270092.96   1298.0      1297.0       SA
149  SA602  20250829   1336.0   1343.0  ...     4942.56   1324.0      1322.0       SA
150  SA603  20250829   1343.0   1347.0  ...     5010.93   1327.0      1329.0       SA
151  SA604  20250829   1375.0   1380.0  ...      489.68   1368.0      1361.0       SA
152  SA605  20250829   1380.0   1385.0  ...    74471.91   1370.0      1367.0       SA
153  SA606  20250829   1390.0   1390.0  ...      471.04   1377.0      1373.0       SA
154  SA607  20250829   1388.0   1391.0  ...      758.14   1378.0      1377.0       SA
155  SA608  20250829   1412.0   1412.0  ...      451.96   1404.0      1398.0       SA
156  SF509  20250829   5356.0   5400.0  ...    24762.49   5364.0      5426.0       SF
157  SF510  20250829   5430.0   5430.0  ...   151201.85   5382.0      5436.0       SF
158  SF511  20250829   5594.0   5612.0  ...   726044.49   5566.0      5620.0       SF
159  SF512  20250829   5572.0   5580.0  ...    67433.93   5542.0      5592.0       SF
160  SF601  20250829   5586.0   5586.0  ...   172943.63   5538.0      5592.0       SF
161  SF602  20250829   5540.0   5548.0  ...     1810.22   5502.0      5560.0       SF
162  SF603  20250829   5694.0   5724.0  ...       85.41   5694.0      5738.0       SF
163  SF604  20250829   5670.0   5690.0  ...       45.40   5676.0      5726.0       SF
164  SF605  20250829   5700.0   5708.0  ...     3021.11   5674.0      5724.0       SF
165  SF606  20250829   5652.0   5670.0  ...      191.68   5638.0      5694.0       SF
166  SF607  20250829   5800.0   5824.0  ...      170.68   5786.0      5848.0       SF
167  SF608  20250829   5784.0   5800.0  ...       17.35   5784.0      5850.0       SF
168  SH509  20250829   2538.0   2540.0  ...    45119.03   2495.0      2540.0       SH
169  SH510  20250829   2650.0   2660.0  ...   433345.34   2622.0      2650.0       SH
170  SH511  20250829   2673.0   2677.0  ...   772802.86   2649.0      2670.0       SH
171  SH512  20250829   2698.0   2702.0  ...   192001.48   2673.0      2696.0       SH
172  SH601  20250829   2690.0   2694.0  ...  2981729.77   2660.0      2686.0       SH
173  SH602  20250829   2696.0   2701.0  ...     4164.29   2675.0      2699.0       SH
174  SH603  20250829   2715.0   2715.0  ...     2668.22   2687.0      2710.0       SH
175  SH604  20250829   2758.0   2758.0  ...      451.72   2738.0      2760.0       SH
176  SH605  20250829   2787.0   2787.0  ...    45655.31   2753.0      2776.0       SH
177  SH606  20250829   2772.0   2772.0  ...      430.80   2762.0      2781.0       SH
178  SH607  20250829   2752.0   2753.0  ...      140.08   2747.0      2767.0       SH
179  SH608  20250829   2755.0   2759.0  ...       82.57   2752.0      2768.0       SH
180  SM509  20250829   5722.0   5722.0  ...    56699.68   5678.0      5718.0       SM
181  SM510  20250829   5710.0   5730.0  ...   128024.26   5692.0      5732.0       SM
182  SM511  20250829   5820.0   5820.0  ...   214366.08   5770.0      5810.0       SM
183  SM512  20250829   5816.0   5816.0  ...    64494.90   5772.0      5818.0       SM
184  SM601  20250829   5822.0   5822.0  ...   600421.24   5786.0      5818.0       SM
185  SM602  20250829   5844.0   5844.0  ...      463.95   5800.0      5832.0       SM
186  SM603  20250829   5796.0   5836.0  ...       34.83   5806.0      5844.0       SM
187  SM604  20250829   5814.0   5814.0  ...        8.71   5810.0      5884.0       SM
188  SM605  20250829   5876.0   5876.0  ...    12649.22   5830.0      5866.0       SM
189  SM606  20250829   5838.0   5852.0  ...       29.11   5824.0      5866.0       SM
190  SM607  20250829   5852.0   5874.0  ...       96.42   5844.0      5874.0       SM
191  SM608  20250829   5874.0   5892.0  ...       46.99   5874.0      5890.0       SM
192  SR509  20250829   5620.0   5622.0  ...    22812.97   5598.0      5621.0       SR
193  SR511  20250829   5595.0   5603.0  ...   194152.09   5586.0      5585.0       SR
194  SR601  20250829   5610.0   5616.0  ...   842891.35   5600.0      5601.0       SR
195  SR603  20250829   5586.0   5591.0  ...     3001.63   5579.0      5580.0       SR
196  SR605  20250829   5570.0   5573.0  ...    33493.71   5560.0      5563.0       SR
197  SR607  20250829   5565.0   5566.0  ...     1544.55   5556.0      5557.0       SR
198  TA509  20250829   4734.0   4742.0  ...   129302.24   4718.0      4754.0       TA
199  TA510  20250829   4786.0   4790.0  ...   285704.45   4762.0      4790.0       TA
200  TA511  20250829   4792.0   4794.0  ...   270158.39   4766.0      4786.0       TA
201  TA512  20250829   4794.0   4798.0  ...    81235.76   4768.0      4794.0       TA
202  TA601  20250829   4802.0   4802.0  ...  1438165.65   4774.0      4798.0       TA
203  TA602  20250829   4802.0   4826.0  ...      266.36   4800.0      4804.0       TA
204  TA603  20250829   4820.0   4840.0  ...       79.41   4814.0      4818.0       TA
205  TA604  20250829   4818.0   4824.0  ...        7.22   4812.0      4820.0       TA
206  TA605  20250829   4834.0   4842.0  ...    46268.80   4812.0      4832.0       TA
207  TA606  20250829   4846.0   4846.0  ...       19.26   4816.0      4854.0       TA
208  TA607  20250829   4860.0   4862.0  ...       12.11   4846.0      4852.0       TA
209  TA608  20250829   4870.0   4870.0  ...       12.15   4858.0      4844.0       TA
210  UR509  20250829   1703.0   1710.0  ...    21243.53   1688.0      1710.0       UR
211  UR510  20250829   1718.0   1727.0  ...    40988.13   1708.0      1724.0       UR
212  UR511  20250829   1745.0   1754.0  ...    41400.40   1746.0      1749.0       UR
213  UR512  20250829   1749.0   1754.0  ...      975.21   1748.0      1751.0       UR
214  UR601  20250829   1754.0   1758.0  ...   414515.11   1750.0      1753.0       UR
215  UR602  20250829   1750.0   1754.0  ...      426.11   1746.0      1752.0       UR
216  UR603  20250829   1786.0   1792.0  ...      242.90   1786.0      1793.0       UR
217  UR604  20250829   1788.0   1788.0  ...        7.15   1787.0      1793.0       UR
218  UR605  20250829   1787.0   1796.0  ...    17194.06   1790.0      1790.0       UR
219  UR606  20250829   1786.0   1787.0  ...       99.91   1784.0      1784.0       UR
220  UR607  20250829   1796.0   1799.0  ...       64.66   1796.0      1797.0       UR
221  UR608  20250829   1791.0   1796.0  ...       50.16   1791.0      1796.0       UR
222  WH509  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250829      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250829      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-01 18:26:45,961 - future_1d - INFO - ak.get_czce_daily('2025-08-29') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250829  6960.000  ...  6983.400    6920.400       IC
1   IC2510  20250829  6934.600  ...  6935.200    6883.200       IC
2   IC2512  20250829  6821.800  ...  6828.400    6778.800       IC
3   IC2603  20250829  6700.000  ...  6682.600    6644.400       IC
4   IF2509  20250829  4452.200  ...  4502.600    4436.600       IF
5   IF2510  20250829  4450.000  ...  4496.600    4428.800       IF
6   IF2512  20250829  4441.000  ...  4481.800    4417.600       IF
7   IF2603  20250829  4414.000  ...  4459.000    4398.000       IF
8   IH2509  20250829  2952.800  ...  2978.600    2945.000       IH
9   IH2510  20250829  2957.800  ...  2974.800    2943.800       IH
10  IH2512  20250829  2955.200  ...  2978.800    2946.800       IH
11  IH2603  20250829  2961.200  ...  2981.200    2950.600       IH
12  IM2509  20250829  7357.800  ...  7353.800    7322.400       IM
13  IM2510  20250829  7314.800  ...  7294.800    7268.800       IM
14  IM2512  20250829  7179.000  ...  7165.600    7149.400       IM
15  IM2603  20250829  7017.000  ...  6986.400    6982.000       IM
16   T2509  20250829   108.050  ...   108.055     108.035        T
17   T2512  20250829   107.795  ...   107.820     107.805        T
18   T2603  20250829   107.560  ...   107.585     107.570        T
19  TF2509  20250829   105.610  ...   105.655     105.610       TF
20  TF2512  20250829   105.460  ...   105.515     105.470       TF
21  TF2603  20250829   105.395  ...   105.410     105.380       TF
22  TL2509  20250829   116.960  ...   117.020     117.010       TL
23  TL2512  20250829   116.480  ...   116.560     116.540       TL
24  TL2603  20250829   116.110  ...   116.230     116.190       TL
25  TS2509  20250829   102.326  ...   102.348     102.314       TS
26  TS2512  20250829   102.374  ...   102.420     102.374       TS
27  TS2603  20250829   102.302  ...   102.354     102.328       TS

[28 rows x 12 columns]
2025-09-01 18:26:46,347 - future_1d - INFO - ak.get_cffex_daily('2025-08-29') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250829  49300.0  ...  49520.0     49140.0       PS
1   PS2510  20250829  49770.0  ...  49540.0     49105.0       PS
2   PS2511  20250829  49400.0  ...  49310.0     48960.0       PS
3   PS2512  20250829  52100.0  ...  51880.0     51510.0       PS
4   PS2601  20250829  51875.0  ...  51940.0     51590.0       PS
5   PS2602  20250829  52020.0  ...  52110.0     51675.0       PS
6   PS2603  20250829  51790.0  ...  51900.0     51790.0       PS
7   PS2604  20250829  52405.0  ...  52415.0     52060.0       PS
8   PS2605  20250829  52300.0  ...  52400.0     52025.0       PS
9   PS2606  20250829  54715.0  ...  54890.0     54580.0       PS
10  PS2607  20250829  54760.0  ...  55050.0     54715.0       PS
11  PS2608  20250829  54945.0  ...  55120.0     54700.0       PS
13  SI2509  20250829   8445.0  ...   8365.0      8445.0       SI
14  SI2510  20250829   8490.0  ...   8425.0      8490.0       SI
15  SI2511  20250829   8515.0  ...   8420.0      8500.0       SI
16  SI2512  20250829   8885.0  ...   8790.0      8875.0       SI
17  SI2601  20250829   8855.0  ...   8785.0      8850.0       SI
18  SI2602  20250829   8865.0  ...   8775.0      8845.0       SI
19  SI2603  20250829   8905.0  ...   8790.0      8870.0       SI
20  SI2604  20250829   8835.0  ...   8795.0      8880.0       SI
21  SI2605  20250829   8885.0  ...   8810.0      8865.0       SI
22  SI2606  20250829   8900.0  ...   8815.0      8845.0       SI
23  SI2607  20250829   8910.0  ...   8845.0      8855.0       SI
24  SI2608  20250829   8835.0  ...   8810.0      8840.0       SI
27  LC2509  20250829  77420.0  ...  77620.0     77120.0       LC
28  LC2510  20250829  77940.0  ...  77740.0     77040.0       LC
29  LC2511  20250829  77800.0  ...  77680.0     76880.0       LC
30  LC2512  20250829  77160.0  ...  77320.0     76420.0       LC
31  LC2601  20250829  76860.0  ...  77080.0     76140.0       LC
32  LC2602  20250829  76680.0  ...  76700.0     75700.0       LC
33  LC2603  20250829  75940.0  ...  76260.0     75520.0       LC
34  LC2604  20250829  76580.0  ...  76180.0     75480.0       LC
35  LC2605  20250829  75900.0  ...  76060.0     75340.0       LC
36  LC2606  20250829  75680.0  ...  75820.0     75080.0       LC
37  LC2607  20250829  75680.0  ...  75740.0     75020.0       LC
38  LC2608  20250829  75880.0  ...  76280.0     75280.0       LC

[36 rows x 12 columns]
2025-09-01 18:26:46,476 - future_1d - INFO - ak.get_gfex_daily('2025-08-29') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2509  20250829   476.7  ...   475.8        473      SC
1       SC2510  20250829   483.4  ...   482.9      481.1      SC
2       SC2511  20250829   484.4  ...   483.7      482.7      SC
3       SC2512  20250829   485.1  ...   483.6      483.1      SC
4       SC2601  20250829   483.6  ...   482.7      483.1      SC
5       SC2602  20250829     483  ...   482.2      482.3      SC
6       SC2603  20250829   480.3  ...   480.7        481      SC
7       SC2604  20250829   479.1  ...   478.4      480.3      SC
8       SC2605  20250829   478.1  ...   478.9        479      SC
9       SC2606  20250829   478.5  ...   476.9        478      SC
10      SC2607  20250829     476  ...     476      477.5      SC
11      SC2608  20250829   477.6  ...   476.5      478.5      SC
12      SC2609  20250829          ...   476.1      476.1      SC
13      SC2612  20250829          ...   480.9      481.2      SC
14      SC2703  20250829   477.6  ...     477      477.3      SC
15      SC2706  20250829   476.5  ...   476.4        473      SC
16      SC2709  20250829     478  ...   474.8      472.8      SC
17      SC2712  20250829   477.7  ...   474.4      471.3      SC
18      SC2803  20250829   471.4  ...   471.4        471      SC
19      SC2806  20250829   467.5  ...     469      468.7      SC
21      LU2509  20250829          ...    3312       3312      LU
22      LU2510  20250829    3500  ...    3483       3495      LU
23      LU2511  20250829    3505  ...    3491       3501      LU
24      LU2512  20250829    3490  ...    3473       3484      LU
25      LU2601  20250829    3471  ...    3454       3466      LU
26      LU2602  20250829    3449  ...    3419       3445      LU
27      LU2603  20250829    3415  ...    3434       3439      LU
28      LU2604  20250829          ...    3415       3415      LU
29      LU2605  20250829    3399  ...    3407       3412      LU
30      LU2606  20250829          ...    3424       3424      LU
31      LU2607  20250829    3406  ...    3412       3417      LU
32      LU2608  20250829          ...    3407       3407      LU
34      NR2509  20250829   12690  ...   12610      12645      NR
35      NR2510  20250829   12770  ...   12670      12725      NR
36      NR2511  20250829   12800  ...   12705      12770      NR
37      NR2512  20250829   12810  ...   12735      12790      NR
38      NR2601  20250829   12830  ...   12780      12810      NR
39      NR2602  20250829   12765  ...   12765      12830      NR
40      NR2603  20250829   12835  ...   12810      12900      NR
41      NR2604  20250829   12845  ...   12840      12980      NR
42      NR2605  20250829   12850  ...   12860      12985      NR
43      NR2606  20250829          ...   12980      12980      NR
44      NR2607  20250829   12835  ...   12835      12980      NR
45      NR2608  20250829   12890  ...   12890      12960      NR
47      BC2509  20250829   69800  ...   70040      69840      BC
48      BC2510  20250829   70160  ...   70260      69940      BC
49      BC2511  20250829   70090  ...   70270      69970      BC
50      BC2512  20250829          ...   70180      70180      BC
51      BC2601  20250829   69980  ...   69980      70100      BC
52      BC2602  20250829          ...   70100      70100      BC
53      BC2603  20250829          ...   70100      70100      BC
54      BC2604  20250829   69390  ...   69390      70100      BC
55      BC2605  20250829   69410  ...   69410      70170      BC
56      BC2606  20250829          ...   69790      69790      BC
57      BC2607  20250829          ...   69370      69370      BC
58      BC2608  20250829          ...   69370      69370      BC
60      EC2510  20250829    1290  ...    1272     1288.7      EC
61      EC2512  20250829  1580.2  ...  1562.6     1580.5      EC
62      EC2602  20250829  1411.5  ...    1406     1412.8      EC
63      EC2604  20250829  1215.1  ...  1210.6     1226.1      EC
64      EC2606  20250829  1372.9  ...  1375.1     1389.5      EC
65      EC2608  20250829  1577.1  ...  1562.7     1578.5      EC
68  SC_TAS2510  20250829          ...                     SC_TAS
69  SC_TAS2511  20250829          ...                     SC_TAS
70  SC_TAS2512  20250829          ...                     SC_TAS

[65 rows x 12 columns]
2025-09-01 18:26:46,539 - future_1d - INFO - ak.get_ine_daily('2025-08-29') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250829  ...   79200      78880      CU
1        1      CU2510  20250829  ...   79220      78820      CU
2        2      CU2511  20250829  ...   79220      78830      CU
3        3      CU2512  20250829  ...   79160      78800      CU
4        4      CU2601  20250829  ...   79160      78750      CU
5        5      CU2602  20250829  ...   79090      78760      CU
6        6      CU2603  20250829  ...   79070      78750      CU
7        7      CU2604  20250829  ...   79230      78800      CU
8        8      CU2605  20250829  ...   79140      78850      CU
9        9      CU2606  20250829  ...   79240      78870      CU
10      10      CU2607  20250829  ...   79180      78900      CU
11      11      CU2608  20250829  ...   79240      78890      CU
12      12      BC2509  20250829  ...   70040      69840      BC
13      13      BC2510  20250829  ...   70260      69940      BC
14      14      BC2511  20250829  ...   70270      69970      BC
15      15      BC2512  20250829  ...   70180      70180      BC
16      16      BC2601  20250829  ...   69980      70100      BC
17      17      BC2602  20250829  ...   70100      70100      BC
18      18      BC2603  20250829  ...   70100      70100      BC
19      19      BC2604  20250829  ...   69390      70100      BC
20      20      BC2605  20250829  ...   69410      70170      BC
21      21      BC2606  20250829  ...   69790      69790      BC
22      22      BC2607  20250829  ...   69370      69370      BC
23      23      BC2608  20250829  ...   69370      69370      BC
24      24      AL2509  20250829  ...   20740      20730      AL
25      25      AL2510  20250829  ...   20730      20710      AL
26      26      AL2511  20250829  ...   20715      20700      AL
27      27      AL2512  20250829  ...   20695      20670      AL
28      28      AL2601  20250829  ...   20680      20650      AL
29      29      AL2602  20250829  ...   20685      20660      AL
30      30      AL2603  20250829  ...   20710      20680      AL
31      31      AL2604  20250829  ...   20720      20695      AL
32      32      AL2605  20250829  ...   20750      20705      AL
33      33      AL2606  20250829  ...   20755      20725      AL
34      34      AL2607  20250829  ...   20755      20710      AL
35      35      AL2608  20250829  ...   20745      20705      AL
36      36      ZN2509  20250829  ...   22080      22140      ZN
37      37      ZN2510  20250829  ...   22095      22135      ZN
38      38      ZN2511  20250829  ...   22095      22130      ZN
39      39      ZN2512  20250829  ...   22105      22135      ZN
40      40      ZN2601  20250829  ...   22110      22135      ZN
41      41      ZN2602  20250829  ...   22120      22140      ZN
42      42      ZN2603  20250829  ...   22180      22165      ZN
43      43      ZN2604  20250829  ...   22180      22165      ZN
44      44      ZN2605  20250829  ...   22195      22185      ZN
45      45      ZN2606  20250829  ...   22170      22160      ZN
46      46      ZN2607  20250829  ...   22170      22175      ZN
47      47      ZN2608  20250829  ...   22190      22215      ZN
48      48      PB2509  20250829  ...   16810      16855      PB
49      49      PB2510  20250829  ...   16850      16880      PB
50      50      PB2511  20250829  ...   16860      16875      PB
51      51      PB2512  20250829  ...   16875      16880      PB
52      52      PB2601  20250829  ...   16885      16915      PB
53      53      PB2602  20250829  ...   16965      16965      PB
54      54      PB2603  20250829  ...   16950      16995      PB
55      55      PB2604  20250829  ...   16975      16985      PB
56      56      PB2605  20250829  ...   17015      17015      PB
57      57      PB2606  20250829  ...   17105      17055      PB
58      58      PB2607  20250829  ...   17125      17090      PB
59      59      PB2608  20250829  ...   17105      17090      PB
60      60      NI2509  20250829  ...  121010     120550      NI
61      61      NI2510  20250829  ...  121300     120760      NI
62      62      NI2511  20250829  ...  121410     120900      NI
63      63      NI2512  20250829  ...  121570     121100      NI
64      64      NI2601  20250829  ...  121830     121370      NI
65      65      NI2602  20250829  ...  122050     121600      NI
66      66      NI2603  20250829  ...  122310     121860      NI
67      67      NI2604  20250829  ...  122650     122070      NI
68      68      NI2605  20250829  ...  122920     122330      NI
69      69      NI2606  20250829  ...  123120     122710      NI
70      70      NI2607  20250829  ...  123280     122740      NI
71      71      NI2608  20250829  ...  123480     123130      NI
72      72      SN2509  20250829  ...  274520     271850      SN
73      73      SN2510  20250829  ...  275810     272350      SN
74      74      SN2511  20250829  ...  276040     272610      SN
75      75      SN2512  20250829  ...  276090     272570      SN
76      76      SN2601  20250829  ...  275800     272740      SN
77      77      SN2602  20250829  ...  274410     273250      SN
78      78      SN2603  20250829  ...  275990     272980      SN
79      79      SN2604  20250829  ...  274310     273030      SN
80      80      SN2605  20250829  ...  276340     272960      SN
81      81      SN2606  20250829  ...  278230     273980      SN
82      82      SN2607  20250829  ...  276450     273270      SN
83      83      SN2608  20250829  ...  275770     273360      SN
84      84      AO2509  20250829  ...    3006       3032      AO
85      85      AO2510  20250829  ...    3019       3036      AO
86      86      AO2511  20250829  ...    3022       3037      AO
87      87      AO2512  20250829  ...    3025       3044      AO
88      88      AO2601  20250829  ...    3030       3047      AO
89      89      AO2602  20250829  ...    3025       3044      AO
90      90      AO2603  20250829  ...    3025       3046      AO
91      91      AO2604  20250829  ...    3041       3048      AO
92      92      AO2605  20250829  ...    3044       3057      AO
93      93      AO2606  20250829  ...    3048       3057      AO
94      94      AO2607  20250829  ...    3052       3062      AO
95      95      AO2608  20250829  ...    3049       3072      AO
96      96      AD2511  20250829  ...   20320      20290      AD
97      97      AD2512  20250829  ...   20335      20300      AD
98      98      AD2601  20250829  ...   20245      20245      AD
99      99      AD2602  20250829  ...   20210      20210      AD
100    100      AD2603  20250829  ...   20220      20220      AD
101    101      AD2604  20250829  ...   19975      19975      AD
102    102      AD2605  20250829  ...   20095      20160      AD
103    103      AD2606  20250829  ...   19935      19795      AD
104    104      AD2607  20250829  ...   19925      19925      AD
105    105      AD2608  20250829  ...   20315      20315      AD
106    106      AU2509  20250829  ...  783.22     781.74      AU
107    107      AU2510  20250829  ...  784.26     782.74      AU
108    108      AU2511  20250829  ...   785.6      784.6      AU
109    109      AU2512  20250829  ...  786.56     785.06      AU
110    110      AU2602  20250829  ...  788.54     787.04      AU
111    111      AU2604  20250829  ...  790.86     789.22      AU
112    112      AU2606  20250829  ...     793      791.4      AU
113    113      AU2608  20250829  ...  795.26     793.38      AU
114    114      AG2509  20250829  ...    9374       9332      AG
115    115      AG2510  20250829  ...    9385       9321      AG
116    116      AG2511  20250829  ...    9397       9328      AG
117    117      AG2512  20250829  ...    9409       9352      AG
118    118      AG2601  20250829  ...    9417       9352      AG
119    119      AG2602  20250829  ...    9428       9368      AG
120    120      AG2603  20250829  ...    9442       9383      AG
121    121      AG2604  20250829  ...    9460       9397      AG
122    122      AG2605  20250829  ...    9469       9404      AG
123    123      AG2606  20250829  ...    9486       9428      AG
124    124      AG2607  20250829  ...    9497       9456      AG
125    125      AG2608  20250829  ...    9516       9488      AG
126    126      RB2509  20250829  ...    3057       3093      RB
127    127      RB2510  20250829  ...    3107       3116      RB
128    128      RB2511  20250829  ...    3106       3112      RB
129    129      RB2512  20250829  ...    3157       3162      RB
130    130      RB2601  20250829  ...    3175       3182      RB
131    131      RB2602  20250829  ...    3161       3166      RB
132    132      RB2603  20250829  ...    3173       3180      RB
133    133      RB2604  20250829  ...    3199       3199      RB
134    134      RB2605  20250829  ...    3217       3223      RB
135    135      RB2606  20250829  ...    3236       3241      RB
136    136      RB2607  20250829  ...    3246       3243      RB
137    137      RB2608  20250829  ...    3242       3245      RB
138    138      WR2509  20250829  ...    3342       3342      WR
139    139      WR2510  20250829  ...    3316       3335      WR
140    140      WR2511  20250829  ...    3284       3368      WR
141    141      WR2512  20250829  ...    3439       3474      WR
142    142      WR2601  20250829  ...    3380       3380      WR
143    143      WR2602  20250829  ...    3365       3440      WR
144    144      WR2603  20250829  ...    3438       3438      WR
145    145      WR2604  20250829  ...    3455       3455      WR
146    146      WR2605  20250829  ...    3429       3429      WR
147    147      WR2606  20250829  ...    3396       3396      WR
148    148      WR2607  20250829  ...    3449       3460      WR
149    149      WR2608  20250829  ...    3344       3430      WR
150    150      HC2509  20250829  ...    3397       3394      HC
151    151      HC2510  20250829  ...    3366       3362      HC
152    152      HC2511  20250829  ...    3360       3358      HC
153    153      HC2512  20250829  ...    3362       3358      HC
154    154      HC2601  20250829  ...    3356       3353      HC
155    155      HC2602  20250829  ...    3367       3347      HC
156    156      HC2603  20250829  ...    3354       3354      HC
157    157      HC2604  20250829  ...    3369       3355      HC
158    158      HC2605  20250829  ...    3359       3357      HC
159    159      HC2606  20250829  ...    3362       3357      HC
160    160      HC2607  20250829  ...    3363       3360      HC
161    161      HC2608  20250829  ...    3361       3371      HC
162    162      SS2509  20250829  ...   12725      12700      SS
163    163      SS2510  20250829  ...   12805      12795      SS
164    164      SS2511  20250829  ...   12870      12870      SS
165    165      SS2512  20250829  ...   12930      12930      SS
166    166      SS2601  20250829  ...   12990      12975      SS
167    167      SS2602  20250829  ...   13035      13010      SS
168    168      SS2603  20250829  ...   13110      13095      SS
169    169      SS2604  20250829  ...   13175      13140      SS
170    170      SS2605  20250829  ...   13255      13235      SS
171    171      SS2606  20250829  ...   13310      13255      SS
172    172      SS2607  20250829  ...   13330      13325      SS
173    173      SS2608  20250829  ...   13405      13405      SS
174    174      SC2509  20250829  ...   475.8        473      SC
175    175      SC2510  20250829  ...   482.9      481.1      SC
176    176      SC2511  20250829  ...   483.7      482.7      SC
177    177      SC2512  20250829  ...   483.6      483.1      SC
178    178      SC2601  20250829  ...   482.7      483.1      SC
179    179      SC2602  20250829  ...   482.2      482.3      SC
180    180      SC2603  20250829  ...   480.7        481      SC
181    181      SC2604  20250829  ...   478.4      480.3      SC
182    182      SC2605  20250829  ...   478.9        479      SC
183    183      SC2606  20250829  ...   476.9        478      SC
184    184      SC2607  20250829  ...     476      477.5      SC
185    185      SC2608  20250829  ...   476.5      478.5      SC
186    186      SC2609  20250829  ...   476.1      476.1      SC
187    187      SC2612  20250829  ...   480.9      481.2      SC
188    188      SC2703  20250829  ...     477      477.3      SC
189    189      SC2706  20250829  ...   476.4        473      SC
190    190      SC2709  20250829  ...   474.8      472.8      SC
191    191      SC2712  20250829  ...   474.4      471.3      SC
192    192      SC2803  20250829  ...   471.4        471      SC
193    193      SC2806  20250829  ...     469      468.7      SC
194    194      LU2509  20250829  ...    3312       3312      LU
195    195      LU2510  20250829  ...    3483       3495      LU
196    196      LU2511  20250829  ...    3491       3501      LU
197    197      LU2512  20250829  ...    3473       3484      LU
198    198      LU2601  20250829  ...    3454       3466      LU
199    199      LU2602  20250829  ...    3419       3445      LU
200    200      LU2603  20250829  ...    3434       3439      LU
201    201      LU2604  20250829  ...    3415       3415      LU
202    202      LU2605  20250829  ...    3407       3412      LU
203    203      LU2606  20250829  ...    3424       3424      LU
204    204      LU2607  20250829  ...    3412       3417      LU
205    205      LU2608  20250829  ...    3407       3407      LU
206    206      FU2509  20250829  ...    2754       2760      FU
207    207      FU2510  20250829  ...    2825       2826      FU
208    208      FU2511  20250829  ...    2817       2815      FU
209    209      FU2512  20250829  ...    2804       2801      FU
210    210      FU2601  20250829  ...    2797       2791      FU
211    211      FU2602  20250829  ...    2784       2775      FU
212    212      FU2603  20250829  ...    2768       2767      FU
213    213      FU2604  20250829  ...    2768       2761      FU
214    214      FU2605  20250829  ...    2753       2752      FU
215    215      FU2606  20250829  ...    2743       2745      FU
216    216      FU2607  20250829  ...    2728       2722      FU
217    217      FU2608  20250829  ...    2717       2707      FU
218    218      BU2509  20250829  ...    3526       3518      BU
219    219      BU2510  20250829  ...    3505       3501      BU
220    220      BU2511  20250829  ...    3482       3467      BU
221    221      BU2512  20250829  ...    3428       3416      BU
222    222      BU2601  20250829  ...    3392       3382      BU
223    223      BU2602  20250829  ...    3398       3384      BU
224    224      BU2603  20250829  ...    3381       3383      BU
225    225      BU2604  20250829  ...    3400       3378      BU
226    226      BU2605  20250829  ...    3394       3367      BU
227    227      BU2606  20250829  ...    3387       3368      BU
228    228      BU2607  20250829  ...    3379       3353      BU
229    229      BU2608  20250829  ...    3367       3367      BU
230    230      BU2609  20250829  ...    3363       3342      BU
231    231      BU2612  20250829  ...    3322       3295      BU
232    232      BU2703  20250829  ...    3322       3300      BU
233    233      BU2706  20250829  ...    3310       3309      BU
234    234      BR2509  20250829  ...   11845      11830      BR
235    235      BR2510  20250829  ...   11855      11890      BR
236    236      BR2511  20250829  ...   11825      11855      BR
237    237      BR2512  20250829  ...   11810      11825      BR
238    238      BR2601  20250829  ...   11805      11860      BR
239    239      BR2602  20250829  ...   11865      11935      BR
240    240      BR2603  20250829  ...   11855      11840      BR
241    241      BR2604  20250829  ...   11890      11900      BR
242    242      BR2605  20250829  ...   11900      11945      BR
243    243      BR2606  20250829  ...   11870      11985      BR
244    244      BR2607  20250829  ...   12015      12170      BR
245    245      BR2608  20250829  ...   12000      11980      BR
246    246      RU2509  20250829  ...   14870      14915      RU
247    247      RU2510  20250829  ...   14870      14915      RU
248    248      RU2511  20250829  ...   14855      14885      RU
249    249      RU2601  20250829  ...   15830      15880      RU
250    250      RU2603  20250829  ...   15855      15895      RU
251    251      RU2604  20250829  ...   15895      15915      RU
252    252      RU2605  20250829  ...   15915      15965      RU
253    253      RU2606  20250829  ...   16000      16025      RU
254    254      RU2607  20250829  ...   15930      16045      RU
255    255      RU2608  20250829  ...   16095      16095      RU
256    256      NR2509  20250829  ...   12610      12645      NR
257    257      NR2510  20250829  ...   12670      12725      NR
258    258      NR2511  20250829  ...   12705      12770      NR
259    259      NR2512  20250829  ...   12735      12790      NR
260    260      NR2601  20250829  ...   12780      12810      NR
261    261      NR2602  20250829  ...   12765      12830      NR
262    262      NR2603  20250829  ...   12810      12900      NR
263    263      NR2604  20250829  ...   12840      12980      NR
264    264      NR2605  20250829  ...   12860      12985      NR
265    265      NR2606  20250829  ...   12980      12980      NR
266    266      NR2607  20250829  ...   12835      12980      NR
267    267      NR2608  20250829  ...   12890      12960      NR
268    268      SP2509  20250829  ...    4944       4930      SP
269    269      SP2510  20250829  ...    4972       4966      SP
270    270      SP2511  20250829  ...    4994       4980      SP
271    271      SP2512  20250829  ...    5012       4998      SP
272    272      SP2601  20250829  ...    5322       5272      SP
273    273      SP2602  20250829  ...    5312       5256      SP
274    274      SP2603  20250829  ...    5326       5288      SP
275    275      SP2604  20250829  ...    5328       5302      SP
276    276      SP2605  20250829  ...    5346       5306      SP
277    277      SP2606  20250829  ...    5374       5310      SP
278    278      SP2607  20250829  ...    5352       5314      SP
279    279      SP2608  20250829  ...    5358       5334      SP
280    280      EC2510  20250829  ...    1272     1288.7      EC
281    281      EC2512  20250829  ...  1562.6     1580.5      EC
282    282      EC2602  20250829  ...    1406     1412.8      EC
283    283      EC2604  20250829  ...  1210.6     1226.1      EC
284    284      EC2606  20250829  ...  1375.1     1389.5      EC
285    285      EC2608  20250829  ...  1562.7     1578.5      EC
286    287  SC_TAS2510  20250829  ...                     SC_TAS
287    288  SC_TAS2511  20250829  ...                     SC_TAS
288    289  SC_TAS2512  20250829  ...                     SC_TAS

[289 rows x 13 columns]
2025-09-01 18:26:46,647 - future_1d - INFO - ak.get_shfe_daily('2025-08-29') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250829   4106.00  ...   4069.00     4087.00        A
1     a2511  20250829   3927.00  ...   3933.00     3933.00        A
2     a2601  20250829   3914.00  ...   3936.00     3934.00        A
3     a2603  20250829   3936.00  ...   3939.00     3940.00        A
4     a2605  20250829   3975.00  ...   3984.00     3982.00        A
5     a2607  20250829   3984.00  ...   3992.00     3990.00        A
6     b2509  20250829   3664.00  ...   3718.00     3664.00        B
7     b2510  20250829   3680.00  ...   3685.00     3680.00        B
8     b2511  20250829   3722.00  ...   3721.00     3725.00        B
9     b2512  20250829   3754.00  ...   3755.00     3762.00        B
10    b2601  20250829   3746.00  ...   3748.00     3752.00        B
11    b2602  20250829   3727.00  ...   3730.00     3734.00        B
12    b2603  20250829   3692.00  ...   3687.00     3699.00        B
13    b2604  20250829   3595.00  ...   3589.00     3603.00        B
14    b2605  20250829   3538.00  ...   3529.00     3545.00        B
15    b2606  20250829   3511.00  ...   3508.00     3524.00        B
16    b2607  20250829   3514.00  ...   3513.00     3530.00        B
17    b2608  20250829   3601.00  ...   3596.00     3612.00        B
18   bb2509  20250829    136.00  ...    136.00      143.15       BB
19   bb2511  20250829    144.70  ...    144.70      144.00       BB
20   bb2601  20250829    146.65  ...    147.20      147.50       BB
21   bb2603  20250829      0.00  ...    147.00      147.25       BB
22   bb2605  20250829      0.00  ...    140.80      141.05       BB
23   bb2607  20250829      0.00  ...    146.55      146.80       BB
24   bz2603  20250829   6120.00  ...   6065.00     6096.00       BZ
25   bz2604  20250829   6035.00  ...   6037.00     6074.00       BZ
26   bz2605  20250829   6077.00  ...   6067.00     6093.00       BZ
27   bz2606  20250829   6039.00  ...   6039.00     6066.00       BZ
28   bz2607  20250829      0.00  ...   6108.00     6166.00       BZ
29   bz2608  20250829   5901.00  ...   5951.00     6175.00       BZ
30    c2509  20250829   2250.00  ...   2233.00     2244.00        C
31    c2511  20250829   2189.00  ...   2187.00     2178.00        C
32    c2601  20250829   2184.00  ...   2181.00     2177.00        C
33    c2603  20250829   2202.00  ...   2198.00     2195.00        C
34    c2605  20250829   2248.00  ...   2247.00     2243.00        C
35    c2607  20250829   2262.00  ...   2260.00     2256.00        C
36   cs2509  20250829   2524.00  ...   2504.00     2528.00       CS
37   cs2511  20250829   2494.00  ...   2492.00     2484.00       CS
38   cs2601  20250829   2526.00  ...   2527.00     2521.00       CS
39   cs2603  20250829   2537.00  ...   2535.00     2531.00       CS
40   cs2605  20250829   2607.00  ...   2605.00     2601.00       CS
41   cs2607  20250829   2607.00  ...   2609.00     2605.00       CS
42   eb2509  20250829   7136.00  ...   7059.00     7109.00       EB
43   eb2510  20250829   7181.00  ...   7117.00     7148.00       EB
44   eb2511  20250829   7193.00  ...   7133.00     7165.00       EB
45   eb2512  20250829   7218.00  ...   7154.00     7190.00       EB
46   eb2601  20250829   7242.00  ...   7187.00     7218.00       EB
47   eb2602  20250829   7266.00  ...   7210.00     7255.00       EB
48   eb2603  20250829   7294.00  ...   7255.00     7299.00       EB
49   eb2604  20250829   7289.00  ...   7276.00     7318.00       EB
50   eb2605  20250829   7307.00  ...   7290.00     7310.00       EB
51   eb2606  20250829      0.00  ...   7341.00     7341.00       EB
52   eb2607  20250829      0.00  ...   7376.00     7376.00       EB
53   eb2608  20250829      0.00  ...   7350.00     7350.00       EB
54   eg2509  20250829   4424.00  ...   4429.00     4429.00       EG
55   eg2510  20250829   4427.00  ...   4439.00     4437.00       EG
56   eg2511  20250829   4458.00  ...   4453.00     4447.00       EG
57   eg2512  20250829   4469.00  ...   4465.00     4463.00       EG
58   eg2601  20250829   4467.00  ...   4470.00     4464.00       EG
59   eg2602  20250829   4476.00  ...   4476.00     4481.00       EG
60   eg2603  20250829      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250829      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250829   4518.00  ...   4507.00     4505.00       EG
63   eg2606  20250829      0.00  ...   4522.00     4522.00       EG
64   eg2607  20250829      0.00  ...   4507.00     4507.00       EG
65   eg2608  20250829      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250829   1319.00  ...   1342.50     1319.00       FB
67   fb2510  20250829   1279.00  ...   1274.50     1274.50       FB
68   fb2511  20250829   1276.50  ...   1275.50     1274.50       FB
69   fb2512  20250829   1274.00  ...   1270.00     1271.50       FB
70   fb2601  20250829   1270.00  ...   1263.00     1272.00       FB
71   fb2602  20250829   1264.00  ...   1253.00     1265.50       FB
72   fb2603  20250829      0.00  ...   1313.50     1313.50       FB
73   fb2604  20250829      0.00  ...   1310.50     1310.50       FB
74   fb2605  20250829      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250829      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250829      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250829      0.00  ...   1302.50     1302.50       FB
78    i2509  20250829    813.00  ...    808.00      801.50        I
79    i2510  20250829    806.00  ...    804.00      797.00        I
80    i2511  20250829    799.50  ...    799.50      794.50        I
81    i2512  20250829    798.50  ...    795.00      789.00        I
82    i2601  20250829    790.00  ...    787.00      781.50        I
83    i2602  20250829    784.50  ...    781.50      774.50        I
84    i2603  20250829    779.00  ...    775.00      770.50        I
85    i2604  20250829    774.00  ...    770.00      765.50        I
86    i2605  20250829    765.00  ...    763.50      758.50        I
87    i2606  20250829    760.50  ...    757.50      752.50        I
88    i2607  20250829    758.00  ...    754.00      750.00        I
89    i2608  20250829    753.50  ...    750.00      746.00        I
90    j2509  20250829   1584.50  ...   1532.00     1584.50        J
91    j2510  20250829   1620.50  ...   1571.00     1612.00        J
92    j2511  20250829   1646.00  ...   1602.00     1633.50        J
93    j2512  20250829   1648.50  ...   1622.50     1642.50        J
94    j2601  20250829   1672.50  ...   1653.00     1657.50        J
95    j2602  20250829   1683.50  ...   1671.00     1674.50        J
96    j2603  20250829   1680.50  ...   1683.00     1689.00        J
97    j2604  20250829   1734.00  ...   1729.50     1752.50        J
98    j2605  20250829   1766.00  ...   1745.00     1743.00        J
99    j2606  20250829   1760.50  ...   1760.00     1779.00        J
100   j2607  20250829      0.00  ...   1770.00     1804.00        J
101   j2608  20250829      0.00  ...   1771.00     1802.50        J
102  jd2509  20250829   2840.00  ...   2850.00     2848.00       JD
103  jd2510  20250829   2929.00  ...   2935.00     2951.00       JD
104  jd2511  20250829   2947.00  ...   2962.00     2981.00       JD
105  jd2512  20250829   3087.00  ...   3122.00     3101.00       JD
106  jd2601  20250829   3300.00  ...   3320.00     3314.00       JD
107  jd2602  20250829   3065.00  ...   3079.00     3075.00       JD
108  jd2603  20250829   3080.00  ...   3092.00     3093.00       JD
109  jd2604  20250829   3245.00  ...   3256.00     3276.00       JD
110  jd2605  20250829   3368.00  ...   3366.00     3390.00       JD
111  jd2606  20250829   3170.00  ...   3178.00     3205.00       JD
112  jd2607  20250829   3345.00  ...   3373.00     3398.00       JD
113  jd2608  20250829   3702.00  ...   3735.00     3804.00       JD
114  jm2509  20250829   1025.00  ...    990.00     1005.50       JM
115  jm2510  20250829   1040.00  ...   1019.50     1028.50       JM
116  jm2511  20250829   1087.50  ...   1070.50     1076.00       JM
117  jm2512  20250829   1140.50  ...   1116.50     1117.00       JM
118  jm2601  20250829   1178.00  ...   1156.50     1152.50       JM
119  jm2602  20250829   1192.50  ...   1172.00     1169.00       JM
120  jm2603  20250829   1206.50  ...   1184.00     1178.50       JM
121  jm2604  20250829   1211.00  ...   1189.50     1189.00       JM
122  jm2605  20250829   1223.50  ...   1199.50     1194.00       JM
123  jm2606  20250829   1228.00  ...   1206.50     1206.50       JM
124  jm2607  20250829   1240.00  ...   1219.00     1209.50       JM
125  jm2608  20250829   1237.00  ...   1225.00     1222.50       JM
126   l2509  20250829   7317.00  ...   7276.00     7303.00        L
127   l2510  20250829   7327.00  ...   7291.00     7322.00        L
128   l2511  20250829   7350.00  ...   7307.00     7338.00        L
129   l2512  20250829   7361.00  ...   7321.00     7350.00        L
130   l2601  20250829   7358.00  ...   7317.00     7352.00        L
131   l2602  20250829   7349.00  ...   7306.00     7345.00        L
132   l2603  20250829   7336.00  ...   7316.00     7351.00        L
133   l2604  20250829   7357.00  ...   7326.00     7379.00        L
134   l2605  20250829   7371.00  ...   7317.00     7354.00        L
135   l2606  20250829   7500.00  ...   7363.00     7354.00        L
136   l2607  20250829   7313.00  ...   7308.00     7365.00        L
137   l2608  20250829   7243.00  ...   7321.00     7408.00        L
138  lg2509  20250829    795.00  ...    783.50      788.50       LG
139  lg2511  20250829    819.00  ...    820.50      815.50       LG
140  lg2601  20250829    836.00  ...    835.50      830.00       LG
141  lg2603  20250829    840.50  ...    839.50      834.00       LG
142  lg2605  20250829    839.50  ...    840.00      833.50       LG
143  lg2607  20250829    839.00  ...    840.00      834.00       LG
144  lh2509  20250829  13310.00  ...  13095.00    13350.00       LH
145  lh2511  20250829  13630.00  ...  13580.00    13635.00       LH
146  lh2601  20250829  13970.00  ...  13910.00    13985.00       LH
147  lh2603  20250829  13160.00  ...  13125.00    13165.00       LH
148  lh2605  20250829  13535.00  ...  13530.00    13560.00       LH
149  lh2607  20250829  14120.00  ...  14115.00    14115.00       LH
150   m2509  20250829   2983.00  ...   3002.00     2992.00        M
151   m2511  20250829   3006.00  ...   3020.00     3012.00        M
152   m2512  20250829   3048.00  ...   3056.00     3054.00        M
153   m2601  20250829   3040.00  ...   3047.00     3046.00        M
154   m2603  20250829   2986.00  ...   2984.00     2992.00        M
155   m2605  20250829   2815.00  ...   2811.00     2821.00        M
156   m2607  20250829   2808.00  ...   2800.00     2815.00        M
157   m2608  20250829   2933.00  ...   2927.00     2945.00        M
158   p2509  20250829   9350.00  ...   9310.00     9388.00        P
159   p2510  20250829   9388.00  ...   9320.00     9466.00        P
160   p2511  20250829   9398.00  ...   9316.00     9454.00        P
161   p2512  20250829   9418.00  ...   9330.00     9466.00        P
162   p2601  20250829   9438.00  ...   9348.00     9476.00        P
163   p2602  20250829   9402.00  ...   9310.00     9410.00        P
164   p2603  20250829   9350.00  ...   9248.00     9370.00        P
165   p2604  20250829   9266.00  ...   9208.00     9304.00        P
166   p2605  20250829   9160.00  ...   9106.00     9214.00        P
167   p2606  20250829   9026.00  ...   9004.00     9116.00        P
168   p2607  20250829   8930.00  ...   8890.00     8980.00        P
169   p2608  20250829   8870.00  ...   8870.00     8900.00        P
170  pg2509  20250829   3813.00  ...   3727.00     3859.00       PG
171  pg2510  20250829   4414.00  ...   4366.00     4422.00       PG
172  pg2511  20250829   4344.00  ...   4289.00     4334.00       PG
173  pg2512  20250829   4284.00  ...   4233.00     4275.00       PG
174  pg2601  20250829   4219.00  ...   4174.00     4218.00       PG
175  pg2602  20250829   4137.00  ...   4110.00     4147.00       PG
176  pg2603  20250829   4044.00  ...   4028.00     4055.00       PG
177  pg2604  20250829   4353.00  ...   4336.00     4358.00       PG
178  pg2605  20250829   4277.00  ...   4242.00     4268.00       PG
179  pg2606  20250829   4209.00  ...   4194.00     4209.00       PG
180  pg2607  20250829   4113.00  ...   4136.00     4126.00       PG
181  pg2608  20250829   4100.00  ...   4090.00     4141.00       PG
182  pp2509  20250829   6957.00  ...   6911.00     6952.00       PP
183  pp2510  20250829   6961.00  ...   6941.00     6959.00       PP
184  pp2511  20250829   6992.00  ...   6962.00     6981.00       PP
185  pp2512  20250829   7011.00  ...   6983.00     7001.00       PP
186  pp2601  20250829   7020.00  ...   6992.00     7013.00       PP
187  pp2602  20250829   7002.00  ...   6969.00     6993.00       PP
188  pp2603  20250829   6980.00  ...   6963.00     6982.00       PP
189  pp2604  20250829   7014.00  ...   6998.00     7001.00       PP
190  pp2605  20250829   7038.00  ...   7011.00     7028.00       PP
191  pp2606  20250829   6999.00  ...   6987.00     7010.00       PP
192  pp2607  20250829   6974.00  ...   6949.00     6983.00       PP
193  pp2608  20250829   6983.00  ...   6969.00     6985.00       PP
194  rr2509  20250829   3560.00  ...   3558.00     3554.00       RR
195  rr2510  20250829   3613.00  ...   3611.00     3610.00       RR
196  rr2511  20250829   3612.00  ...   3612.00     3611.00       RR
197  rr2512  20250829   3606.00  ...   3607.00     3602.00       RR
198  rr2601  20250829   3623.00  ...   3619.00     3619.00       RR
199  rr2602  20250829   3603.00  ...   3609.00     3604.00       RR
200  rr2603  20250829   3596.00  ...   3602.00     3610.00       RR
201  rr2604  20250829      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250829   3595.00  ...   3595.00     3615.00       RR
203  rr2606  20250829      0.00  ...   3605.00     3605.00       RR
204  rr2607  20250829      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250829      0.00  ...   3625.00     3625.00       RR
206   v2509  20250829   4802.00  ...   4748.00     4785.00        V
207   v2510  20250829   4830.00  ...   4796.00     4829.00        V
208   v2511  20250829   4878.00  ...   4831.00     4865.00        V
209   v2512  20250829   4904.00  ...   4872.00     4903.00        V
210   v2601  20250829   4949.00  ...   4909.00     4934.00        V
211   v2602  20250829   4984.00  ...   4949.00     4970.00        V
212   v2603  20250829   5010.00  ...   4973.00     5002.00        V
213   v2604  20250829   5193.00  ...   5175.00     5205.00        V
214   v2605  20250829   5249.00  ...   5206.00     5239.00        V
215   v2606  20250829   5260.00  ...   5239.00     5257.00        V
216   v2607  20250829   5321.00  ...   5271.00     5297.00        V
217   v2608  20250829   5302.00  ...   5292.00     5322.00        V
218   y2509  20250829   8460.00  ...   8414.00     8452.00        Y
219   y2511  20250829   8416.00  ...   8388.00     8418.00        Y
220   y2512  20250829   8438.00  ...   8410.00     8442.00        Y
221   y2601  20250829   8392.00  ...   8358.00     8390.00        Y
222   y2603  20250829   8338.00  ...   8304.00     8342.00        Y
223   y2605  20250829   8116.00  ...   8076.00     8114.00        Y
224   y2607  20250829   8072.00  ...   8036.00     8068.00        Y
225   y2608  20250829   7980.00  ...   7992.00     8038.00        Y

[226 rows x 12 columns]
2025-09-01 18:26:47,379 - future_1d - INFO - ak.get_dce_daily('2025-08-29') done
2025-09-01 18:26:49,166 - future_1d - INFO - save future_daily 2025-08-29 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250901   8358.0   8387.0  ...   318117.23   8357.0      8360.0       AP
1    AP511  20250901   8168.0   8192.0  ...     3298.83   8155.0      8144.0       AP
2    AP512  20250901   8209.0   8216.0  ...      188.40   8191.0      8196.0       AP
3    AP601  20250901   8320.0   8320.0  ...   124304.06   8263.0      8258.0       AP
4    AP603  20250901   8130.0   8175.0  ...      154.63   8139.0      8142.0       AP
5    AP604  20250901   8189.0   8189.0  ...       24.51   8170.0      8122.0       AP
6    AP605  20250901   8209.0   8238.0  ...     1223.76   8213.0      8209.0       AP
7    CF509  20250901  13740.0  13770.0  ...    31148.61  13620.0     13795.0       CF
8    CF511  20250901  14040.0  14045.0  ...   444482.21  13850.0     14105.0       CF
9    CF601  20250901  14240.0  14240.0  ...  4050478.47  14020.0     14260.0       CF
10   CF603  20250901  14205.0  14205.0  ...     8473.39  13980.0     14225.0       CF
11   CF605  20250901  14200.0  14200.0  ...   258875.66  13995.0     14205.0       CF
12   CF607  20250901  14155.0  14185.0  ...     3453.32  13955.0     14210.0       CF
13   CJ509  20250901  10355.0  10405.0  ...      442.76  10295.0     10180.0       CJ
14   CJ512  20250901  11385.0  11450.0  ...    12308.60  11310.0     11340.0       CJ
15   CJ601  20250901  11500.0  11570.0  ...   798961.76  11425.0     11460.0       CJ
16   CJ603  20250901  11540.0  11600.0  ...    10542.59  11470.0     11500.0       CJ
17   CJ605  20250901  11685.0  11720.0  ...   123677.86  11585.0     11615.0       CJ
18   CJ607  20250901  11805.0  11870.0  ...     1696.21  11740.0     11770.0       CJ
19   CY509  20250901  20205.0  20550.0  ...      252.53  20200.0     20335.0       CY
20   CY510  20250901      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250901  20165.0  20165.0  ...   113780.65  19955.0     20180.0       CY
22   CY512  20250901      0.0      0.0  ...        0.00  19870.0     20005.0       CY
23   CY601  20250901  20225.0  20225.0  ...     6081.41  19970.0     20235.0       CY
24   CY602  20250901      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250901      0.0      0.0  ...        0.00  20365.0     20365.0       CY
26   CY604  20250901      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250901  20285.0  20285.0  ...       20.26  20255.0     20455.0       CY
28   CY606  20250901      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250901      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250901      0.0      0.0  ...        0.00  20280.0     20295.0       CY
31   FG509  20250901    994.0    994.0  ...    11302.46    966.0       970.0       FG
32   FG510  20250901   1079.0   1079.0  ...    75779.37   1063.0      1066.0       FG
33   FG511  20250901   1073.0   1073.0  ...   170235.11   1054.0      1066.0       FG
34   FG512  20250901   1180.0   1180.0  ...    94216.34   1153.0      1173.0       FG
35   FG601  20250901   1181.0   1181.0  ...  4743107.13   1147.0      1173.0       FG
36   FG602  20250901   1224.0   1226.0  ...    12944.80   1195.0      1224.0       FG
37   FG603  20250901   1235.0   1235.0  ...     3072.60   1200.0      1225.0       FG
38   FG604  20250901   1276.0   1276.0  ...     1259.95   1250.0      1271.0       FG
39   FG605  20250901   1275.0   1276.0  ...   114806.45   1243.0      1266.0       FG
40   FG606  20250901   1295.0   1297.0  ...      993.44   1274.0      1292.0       FG
41   FG607  20250901   1293.0   1293.0  ...     1559.25   1268.0      1283.0       FG
42   FG608  20250901   1305.0   1313.0  ...      732.67   1299.0      1312.0       FG
43   JR509  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250901      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250901      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250901   2210.0   2226.0  ...     6824.51   2201.0      2214.0       MA
53   MA510  20250901   2260.0   2291.0  ...    41040.84   2260.0      2267.0       MA
54   MA511  20250901   2287.0   2315.0  ...   107240.23   2282.0      2295.0       MA
55   MA512  20250901   2341.0   2359.0  ...    40120.93   2330.0      2344.0       MA
56   MA601  20250901   2366.0   2387.0  ...  1429798.88   2359.0      2370.0       MA
57   MA602  20250901   2385.0   2400.0  ...     4893.22   2373.0      2390.0       MA
58   MA603  20250901   2384.0   2401.0  ...      228.59   2381.0      2388.0       MA
59   MA604  20250901   2381.0   2401.0  ...       42.69   2372.0      2381.0       MA
60   MA605  20250901   2374.0   2392.0  ...    61944.54   2370.0      2378.0       MA
61   MA606  20250901   2374.0   2401.0  ...       11.90   2379.0      2383.0       MA
62   MA607  20250901   2377.0   2390.0  ...       42.74   2374.0      2381.0       MA
63   MA608  20250901   2379.0   2387.0  ...       26.08   2371.0      2378.0       MA
64   OI509  20250901   9968.0  10030.0  ...     6410.33   9954.0      9968.0       OI
65   OI511  20250901   9894.0   9962.0  ...   534901.85   9887.0      9895.0       OI
66   OI601  20250901   9779.0   9848.0  ...  2787676.91   9780.0      9782.0       OI
67   OI603  20250901   9704.0   9769.0  ...     5348.30   9707.0      9707.0       OI
68   OI605  20250901   9625.0   9682.0  ...    48080.79   9622.0      9627.0       OI
69   OI607  20250901   9543.0   9642.0  ...      230.76   9615.0      9587.0       OI
70   PF509  20250901   6396.0   6416.0  ...     1451.56   6382.0      6378.0       PF
71   PF510  20250901   6504.0   6528.0  ...   340052.39   6488.0      6486.0       PF
72   PF511  20250901   6482.0   6500.0  ...   359367.76   6466.0      6468.0       PF
73   PF512  20250901   6468.0   6482.0  ...   218205.14   6448.0      6456.0       PF
74   PF601  20250901   6488.0   6504.0  ...    63957.56   6482.0      6474.0       PF
75   PF602  20250901   6498.0   6516.0  ...    18023.18   6492.0      6486.0       PF
76   PF603  20250901   6512.0   6520.0  ...       81.27   6502.0      6490.0       PF
77   PF604  20250901   6524.0   6542.0  ...       32.62   6524.0      6554.0       PF
78   PF605  20250901   6558.0   6564.0  ...       32.72   6546.0      6538.0       PF
79   PF606  20250901   6564.0   6564.0  ...       13.09   6546.0      6556.0       PF
80   PF607  20250901   6560.0   6560.0  ...        9.81   6544.0      6540.0       PF
81   PF608  20250901      0.0      0.0  ...        0.00   6548.0      6548.0       PF
82   PK510  20250901   7972.0   8026.0  ...    41846.97   8002.0      7990.0       PK
83   PK511  20250901   7770.0   7836.0  ...   283223.14   7808.0      7792.0       PK
84   PK512  20250901   7800.0   7828.0  ...    93264.50   7808.0      7808.0       PK
85   PK601  20250901   7864.0   7874.0  ...    25634.11   7864.0      7860.0       PK
86   PK603  20250901   7858.0   7880.0  ...       39.37   7874.0      7864.0       PK
87   PK604  20250901   7862.0   7888.0  ...      165.50   7882.0      7878.0       PK
88   PK605  20250901   7868.0   7884.0  ...     2291.67   7876.0      7870.0       PK
89   PL601  20250901   6420.0   6427.0  ...    65642.86   6394.0      6425.0       PL
90   PL602  20250901   6433.0   6451.0  ...      976.92   6427.0      6445.0       PL
91   PL603  20250901   6432.0   6432.0  ...      538.68   6413.0      6421.0       PL
92   PL604  20250901   6440.0   6440.0  ...       12.88   6440.0      6443.0       PL
93   PL605  20250901   6358.0   6408.0  ...      178.40   6371.0      6362.0       PL
94   PL606  20250901      0.0      0.0  ...        0.00   6430.0      6422.0       PL
95   PL607  20250901      0.0      0.0  ...        0.00   6428.0      6428.0       PL
96   PL608  20250901      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250901      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250901   5800.0   5832.0  ...     2311.49   5816.0      5832.0       PR
104  PR510  20250901   5976.0   5988.0  ...    68483.16   5952.0      5966.0       PR
105  PR511  20250901   5980.0   5980.0  ...   448712.15   5940.0      5954.0       PR
106  PR512  20250901   5966.0   5974.0  ...   259553.09   5946.0      5952.0       PR
107  PR601  20250901   5972.0   5980.0  ...    38453.43   5952.0      5970.0       PR
108  PR602  20250901      0.0      0.0  ...        0.00   5998.0      6002.0       PR
109  PR603  20250901      0.0      0.0  ...        0.00   6002.0      6006.0       PR
110  PR604  20250901      0.0      0.0  ...        0.00   6014.0      6014.0       PR
111  PR605  20250901   6002.0   6002.0  ...        9.00   6002.0      6022.0       PR
112  PR606  20250901   6006.0   6006.0  ...        9.01   6006.0      6050.0       PR
113  PR607  20250901      0.0      0.0  ...        0.00   6018.0      6022.0       PR
114  PR608  20250901   5960.0   5996.0  ...       17.93   5978.0      6026.0       PR
115  PX509  20250901   6712.0   6858.0  ...     1628.14   6714.0      6866.0       PX
116  PX510  20250901   6918.0   6918.0  ...    39766.41   6882.0      6866.0       PX
117  PX511  20250901   6886.0   6890.0  ...   553113.93   6854.0      6844.0       PX
118  PX512  20250901   6856.0   6856.0  ...    98159.01   6816.0      6812.0       PX
119  PX601  20250901   6822.0   6826.0  ...   113607.60   6788.0      6792.0       PX
120  PX602  20250901   6798.0   6818.0  ...    24557.59   6792.0      6800.0       PX
121  PX603  20250901      0.0      0.0  ...        0.00   6786.0      6786.0       PX
122  PX604  20250901      0.0      0.0  ...        0.00   6808.0      6812.0       PX
123  PX605  20250901   6780.0   6812.0  ...      261.25   6786.0      6802.0       PX
124  PX606  20250901   6784.0   6784.0  ...        3.39   6784.0      6786.0       PX
125  PX607  20250901   6788.0   6816.0  ...       23.82   6806.0      6790.0       PX
126  PX608  20250901   6908.0   6908.0  ...        3.45   6908.0      6826.0       PX
127  RI509  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250901      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250901   2554.0   2575.0  ...     1268.11   2562.0      2554.0       RM
134  RM511  20250901   2546.0   2571.0  ...    20442.11   2558.0      2543.0       RM
135  RM601  20250901   2509.0   2530.0  ...   833339.36   2511.0      2496.0       RM
136  RM603  20250901   2415.0   2425.0  ...    14106.80   2412.0      2405.0       RM
137  RM605  20250901   2418.0   2426.0  ...   116202.97   2414.0      2411.0       RM
138  RM607  20250901   2407.0   2414.0  ...     5554.31   2401.0      2396.0       RM
139  RM608  20250901   2484.0   2492.0  ...      473.75   2480.0      2457.0       RM
140  RS509  20250901   4750.0   4750.0  ...       66.50   4750.0      4675.0       RS
141  RS511  20250901   5106.0   5106.0  ...       10.21   5106.0      5156.0       RS
142  RS607  20250901      0.0      0.0  ...        0.00   5550.0      5550.0       RS
143  RS608  20250901      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250901   1198.0   1198.0  ...    10688.91   1152.0      1170.0       SA
145  SA510  20250901   1230.0   1230.0  ...    66233.37   1202.0      1222.0       SA
146  SA511  20250901   1225.0   1228.0  ...   267213.34   1207.0      1228.0       SA
147  SA512  20250901   1282.0   1285.0  ...   132632.63   1260.0      1290.0       SA
148  SA601  20250901   1296.0   1296.0  ...  3883759.21   1270.0      1298.0       SA
149  SA602  20250901   1323.0   1324.0  ...    33343.12   1296.0      1324.0       SA
150  SA603  20250901   1330.0   1330.0  ...     8113.11   1305.0      1327.0       SA
151  SA604  20250901   1365.0   1366.0  ...     1914.88   1347.0      1368.0       SA
152  SA605  20250901   1373.0   1373.0  ...   119487.33   1348.0      1370.0       SA
153  SA606  20250901   1375.0   1375.0  ...     1748.07   1357.0      1377.0       SA
154  SA607  20250901   1381.0   1381.0  ...     1842.91   1361.0      1378.0       SA
155  SA608  20250901   1402.0   1402.0  ...      714.33   1390.0      1404.0       SA
156  SF509  20250901   5450.0   5450.0  ...     3511.62   5398.0      5364.0       SF
157  SF510  20250901   5336.0   5364.0  ...    50322.28   5308.0      5382.0       SF
158  SF511  20250901   5526.0   5544.0  ...   580676.15   5486.0      5566.0       SF
159  SF512  20250901   5494.0   5498.0  ...    65521.15   5444.0      5542.0       SF
160  SF601  20250901   5498.0   5500.0  ...   182908.31   5452.0      5538.0       SF
161  SF602  20250901   5452.0   5466.0  ...    22770.98   5418.0      5502.0       SF
162  SF603  20250901   5622.0   5648.0  ...      215.67   5602.0      5694.0       SF
163  SF604  20250901   5584.0   5628.0  ...       11.18   5592.0      5676.0       SF
164  SF605  20250901   5634.0   5634.0  ...     2429.86   5592.0      5674.0       SF
165  SF606  20250901   5602.0   5602.0  ...      172.37   5560.0      5638.0       SF
166  SF607  20250901   5784.0   5784.0  ...      108.79   5726.0      5786.0       SF
167  SF608  20250901   5784.0   5784.0  ...       37.14   5714.0      5784.0       SF
168  SH509  20250901   2482.0   2568.0  ...     1236.00   2512.0      2495.0       SH
169  SH510  20250901   2635.0   2717.0  ...   354916.60   2669.0      2622.0       SH
170  SH511  20250901   2669.0   2764.0  ...  1102451.44   2705.0      2649.0       SH
171  SH512  20250901   2687.0   2769.0  ...   298006.25   2714.0      2673.0       SH
172  SH601  20250901   2670.0   2736.0  ...  5424223.30   2690.0      2660.0       SH
173  SH602  20250901   2684.0   2741.0  ...    77792.76   2694.0      2675.0       SH
174  SH603  20250901   2690.0   2748.0  ...     8104.42   2715.0      2687.0       SH
175  SH604  20250901   2728.0   2785.0  ...     1645.94   2757.0      2738.0       SH
176  SH605  20250901   2752.0   2797.0  ...    72415.78   2765.0      2753.0       SH
177  SH606  20250901   2758.0   2794.0  ...      556.56   2769.0      2762.0       SH
178  SH607  20250901   2751.0   2775.0  ...      181.83   2755.0      2747.0       SH
179  SH608  20250901   2755.0   2789.0  ...      447.82   2764.0      2752.0       SH
180  SM509  20250901   5672.0   5672.0  ...     9524.38   5624.0      5678.0       SM
181  SM510  20250901   5658.0   5658.0  ...    33322.25   5622.0      5692.0       SM
182  SM511  20250901   5700.0   5770.0  ...   134900.58   5704.0      5770.0       SM
183  SM512  20250901   5750.0   5750.0  ...    45444.14   5714.0      5772.0       SM
184  SM601  20250901   5750.0   5754.0  ...   541526.24   5716.0      5786.0       SM
185  SM602  20250901   5736.0   5752.0  ...    26467.44   5732.0      5800.0       SM
186  SM603  20250901   5744.0   5758.0  ...      112.00   5744.0      5806.0       SM
187  SM604  20250901      0.0      0.0  ...        0.00   5778.0      5810.0       SM
188  SM605  20250901   5798.0   5798.0  ...     8068.68   5760.0      5830.0       SM
189  SM606  20250901   5768.0   5770.0  ...       28.78   5756.0      5824.0       SM
190  SM607  20250901   5812.0   5812.0  ...      112.78   5784.0      5844.0       SM
191  SM608  20250901   5828.0   5830.0  ...       43.52   5804.0      5874.0       SM
192  SR509  20250901   5581.0   5630.0  ...     1773.13   5611.0      5598.0       SR
193  SR511  20250901   5582.0   5601.0  ...   153323.50   5588.0      5586.0       SR
194  SR601  20250901   5600.0   5612.0  ...   784954.64   5602.0      5600.0       SR
195  SR603  20250901   5580.0   5590.0  ...     1908.89   5582.0      5579.0       SR
196  SR605  20250901   5565.0   5574.0  ...    26958.98   5567.0      5560.0       SR
197  SR607  20250901   5563.0   5570.0  ...      862.35   5564.0      5556.0       SR
198  TA509  20250901   4762.0   4762.0  ...    32404.11   4720.0      4718.0       TA
199  TA510  20250901   4772.0   4784.0  ...   154615.01   4756.0      4762.0       TA
200  TA511  20250901   4764.0   4784.0  ...   139832.74   4758.0      4766.0       TA
201  TA512  20250901   4782.0   4790.0  ...    58866.19   4766.0      4768.0       TA
202  TA601  20250901   4790.0   4794.0  ...  1258698.51   4770.0      4774.0       TA
203  TA602  20250901   4794.0   4800.0  ...    15056.82   4778.0      4800.0       TA
204  TA603  20250901   4810.0   4812.0  ...      198.79   4790.0      4814.0       TA
205  TA604  20250901      0.0      0.0  ...        0.00   4806.0      4812.0       TA
206  TA605  20250901   4826.0   4832.0  ...    33991.04   4804.0      4812.0       TA
207  TA606  20250901      0.0      0.0  ...        0.00   4816.0      4816.0       TA
208  TA607  20250901   4834.0   4834.0  ...        4.82   4822.0      4846.0       TA
209  TA608  20250901      0.0      0.0  ...        0.00   4842.0      4858.0       TA
210  UR509  20250901   1707.0   1707.0  ...     1233.43   1671.0      1688.0       UR
211  UR510  20250901   1696.0   1699.0  ...    13660.85   1688.0      1708.0       UR
212  UR511  20250901   1736.0   1744.0  ...    33786.51   1732.0      1746.0       UR
213  UR512  20250901   1729.0   1744.0  ...    15810.96   1734.0      1748.0       UR
214  UR601  20250901   1742.0   1750.0  ...   636251.78   1737.0      1750.0       UR
215  UR602  20250901   1737.0   1745.0  ...      582.79   1734.0      1746.0       UR
216  UR603  20250901   1778.0   1789.0  ...      188.50   1778.0      1786.0       UR
217  UR604  20250901   1779.0   1779.0  ...       10.66   1777.0      1787.0       UR
218  UR605  20250901   1783.0   1791.0  ...    19103.11   1780.0      1790.0       UR
219  UR606  20250901   1779.0   1779.0  ...      120.60   1774.0      1784.0       UR
220  UR607  20250901   1787.0   1795.0  ...      125.26   1789.0      1796.0       UR
221  UR608  20250901   1784.0   1792.0  ...       35.71   1785.0      1791.0       UR
222  WH509  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250901      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC509  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC608  20250901      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-01 18:26:55,872 - future_1d - INFO - ak.get_czce_daily('2025-09-01') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250901  7021.000  ...  7022.800    6983.400       IC
1   IC2510  20250901  6996.800  ...  6973.000    6935.200       IC
2   IC2512  20250901  6886.200  ...  6867.200    6828.400       IC
3   IC2603  20250901  6747.000  ...  6716.800    6682.600       IC
4   IF2509  20250901  4517.000  ...  4513.800    4502.600       IF
5   IF2510  20250901  4518.600  ...  4507.000    4496.600       IF
6   IF2512  20250901  4500.000  ...  4492.000    4481.800       IF
7   IF2603  20250901  4480.000  ...  4469.000    4459.000       IF
8   IH2509  20250901  2988.800  ...  2982.400    2978.600       IH
9   IH2510  20250901  2983.800  ...  2980.600    2974.800       IH
10  IH2512  20250901  2988.200  ...  2982.400    2978.800       IH
11  IH2603  20250901  2998.800  ...  2984.600    2981.200       IH
12  IM2509  20250901  7400.000  ...  7387.800    7353.800       IM
13  IM2510  20250901  7322.600  ...  7321.000    7294.800       IM
14  IM2512  20250901  7220.000  ...  7187.200    7165.600       IM
15  IM2603  20250901  7030.000  ...  7003.800    6986.400       IM
16   T2509  20250901   108.000  ...   108.200     108.055        T
17   T2512  20250901   107.785  ...   107.985     107.820        T
18   T2603  20250901   107.540  ...   107.715     107.585        T
19  TF2509  20250901   105.630  ...   105.700     105.655       TF
20  TF2512  20250901   105.480  ...   105.590     105.515       TF
21  TF2603  20250901   105.375  ...   105.485     105.410       TF
22  TL2509  20250901   116.920  ...   117.280     117.020       TL
23  TL2512  20250901   116.430  ...   116.890     116.560       TL
24  TL2603  20250901   115.950  ...   116.550     116.230       TL
25  TS2509  20250901   102.330  ...   102.356     102.348       TS
26  TS2512  20250901   102.408  ...   102.428     102.420       TS
27  TS2603  20250901   102.334  ...   102.358     102.354       TS

[28 rows x 12 columns]
2025-09-01 18:26:55,929 - future_1d - INFO - ak.get_cffex_daily('2025-09-01') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250901  50060.0  ...  49445.0     49520.0       PS
1   PS2510  20250901  49845.0  ...  50110.0     49540.0       PS
2   PS2511  20250901  49265.0  ...  49895.0     49310.0       PS
3   PS2512  20250901  51940.0  ...  52290.0     51880.0       PS
4   PS2601  20250901  51680.0  ...  52450.0     51940.0       PS
5   PS2602  20250901  52120.0  ...  52440.0     52110.0       PS
6   PS2603  20250901  52070.0  ...  52905.0     51900.0       PS
7   PS2604  20250901  52320.0  ...  52735.0     52415.0       PS
8   PS2605  20250901  52480.0  ...  53005.0     52400.0       PS
9   PS2606  20250901  55100.0  ...  55420.0     54890.0       PS
10  PS2607  20250901  55095.0  ...  55465.0     55050.0       PS
11  PS2608  20250901  55045.0  ...  55185.0     55120.0       PS
13  SI2509  20250901   8355.0  ...   8310.0      8365.0       SI
14  SI2510  20250901   8300.0  ...   8335.0      8425.0       SI
15  SI2511  20250901   8370.0  ...   8375.0      8420.0       SI
16  SI2512  20250901   8630.0  ...   8775.0      8790.0       SI
17  SI2601  20250901   8740.0  ...   8760.0      8785.0       SI
18  SI2602  20250901   8740.0  ...   8750.0      8775.0       SI
19  SI2603  20250901   8740.0  ...   8780.0      8790.0       SI
20  SI2604  20250901   8740.0  ...   8845.0      8795.0       SI
21  SI2605  20250901   8780.0  ...   8795.0      8810.0       SI
22  SI2606  20250901   8780.0  ...   8825.0      8815.0       SI
23  SI2607  20250901   8815.0  ...   8855.0      8845.0       SI
24  SI2608  20250901   8755.0  ...   8790.0      8810.0       SI
27  LC2509  20250901  76500.0  ...  76320.0     77620.0       LC
28  LC2510  20250901  76440.0  ...  75980.0     77740.0       LC
29  LC2511  20250901  77000.0  ...  75880.0     77680.0       LC
30  LC2512  20250901  75740.0  ...  75640.0     77320.0       LC
31  LC2601  20250901  76160.0  ...  75480.0     77080.0       LC
32  LC2602  20250901  75660.0  ...  75060.0     76700.0       LC
33  LC2603  20250901  75500.0  ...  74940.0     76260.0       LC
34  LC2604  20250901  75460.0  ...  75180.0     76180.0       LC
35  LC2605  20250901  75600.0  ...  75140.0     76060.0       LC
36  LC2606  20250901  75180.0  ...  74540.0     75820.0       LC
37  LC2607  20250901  74520.0  ...  74600.0     75740.0       LC
38  LC2608  20250901  75360.0  ...  74780.0     76280.0       LC

[36 rows x 12 columns]
2025-09-01 18:26:56,135 - future_1d - INFO - ak.get_gfex_daily('2025-09-01') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250901     487  ...   483.6      482.9      SC
1       SC2511  20250901   486.4  ...     484      483.7      SC
2       SC2512  20250901   486.3  ...   483.8      483.6      SC
3       SC2601  20250901   485.2  ...   482.9      482.7      SC
4       SC2602  20250901   483.7  ...     482      482.2      SC
5       SC2603  20250901   480.1  ...   479.8      480.7      SC
6       SC2604  20250901   478.5  ...   478.7      478.4      SC
7       SC2605  20250901   478.9  ...   477.5      478.9      SC
8       SC2606  20250901     478  ...   476.9      476.9      SC
9       SC2607  20250901   473.4  ...   473.4        476      SC
10      SC2608  20250901   476.8  ...   475.3      476.5      SC
11      SC2609  20250901   470.6  ...   470.6      476.1      SC
12      SC2612  20250901   480.9  ...   476.6      480.9      SC
13      SC2703  20250901          ...   475.9        477      SC
14      SC2706  20250901          ...     475      476.4      SC
15      SC2709  20250901   471.3  ...   471.3      474.8      SC
16      SC2712  20250901   471.5  ...   471.3      474.4      SC
17      SC2803  20250901          ...   471.4      471.4      SC
18      SC2806  20250901          ...     469        469      SC
19      SC2809  20250901          ...     469        469      SC
21      LU2510  20250901    3510  ...    3458       3483      LU
22      LU2511  20250901    3518  ...    3471       3491      LU
23      LU2512  20250901    3503  ...    3457       3473      LU
24      LU2601  20250901    3499  ...    3443       3454      LU
25      LU2602  20250901    3449  ...    3413       3419      LU
26      LU2603  20250901    3401  ...    3396       3434      LU
27      LU2604  20250901    3382  ...    3391       3415      LU
28      LU2605  20250901    3388  ...    3374       3407      LU
29      LU2606  20250901    3378  ...    3373       3424      LU
30      LU2607  20250901    3402  ...    3392       3412      LU
31      LU2608  20250901    3387  ...    3386       3407      LU
32      LU2609  20250901    3374  ...    3374       3407      LU
34      NR2509  20250901   12680  ...   12640      12610      NR
35      NR2510  20250901   12725  ...   12675      12670      NR
36      NR2511  20250901   12755  ...   12715      12705      NR
37      NR2512  20250901   12795  ...   12745      12735      NR
38      NR2601  20250901   12825  ...   12780      12780      NR
39      NR2602  20250901   12895  ...   12765      12765      NR
40      NR2603  20250901   12915  ...   12760      12810      NR
41      NR2604  20250901   12950  ...   12780      12840      NR
42      NR2605  20250901   12910  ...   12815      12860      NR
43      NR2606  20250901   12855  ...   12855      12980      NR
44      NR2607  20250901   12895  ...   12865      12835      NR
45      NR2608  20250901   12905  ...   12905      12890      NR
47      BC2509  20250901   70460  ...   70580      70040      BC
48      BC2510  20250901   70650  ...   70760      70260      BC
49      BC2511  20250901   70700  ...   70750      70270      BC
50      BC2512  20250901   70740  ...   70740      70180      BC
51      BC2601  20250901          ...   70590      69980      BC
52      BC2602  20250901          ...   70400      70100      BC
53      BC2603  20250901   71470  ...   71470      70100      BC
54      BC2604  20250901          ...   70370      69390      BC
55      BC2605  20250901          ...   70370      69410      BC
56      BC2606  20250901          ...   70210      69790      BC
57      BC2607  20250901          ...   70130      69370      BC
58      BC2608  20250901          ...   70100      69370      BC
60      EC2510  20250901  1267.8  ...  1293.8       1272      EC
61      EC2512  20250901    1570  ...  1621.9     1562.6      EC
62      EC2602  20250901  1420.4  ...  1439.5       1406      EC
63      EC2604  20250901  1206.5  ...  1230.5     1210.6      EC
64      EC2606  20250901  1392.8  ...  1407.4     1375.1      EC
65      EC2608  20250901  1595.8  ...  1599.5     1562.7      EC
68  SC_TAS2510  20250901          ...                     SC_TAS
69  SC_TAS2511  20250901          ...                     SC_TAS
70  SC_TAS2512  20250901          ...                     SC_TAS
71  SC_TAS2601  20250901          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-01 18:26:56,212 - future_1d - INFO - ak.get_ine_daily('2025-09-01') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250901  ...   79750      79200      CU
1        1      CU2510  20250901  ...   79710      79220      CU
2        2      CU2511  20250901  ...   79690      79220      CU
3        3      CU2512  20250901  ...   79620      79160      CU
4        4      CU2601  20250901  ...   79580      79160      CU
5        5      CU2602  20250901  ...   79580      79090      CU
6        6      CU2603  20250901  ...   79620      79070      CU
7        7      CU2604  20250901  ...   79640      79230      CU
8        8      CU2605  20250901  ...   79620      79140      CU
9        9      CU2606  20250901  ...   79610      79240      CU
10      10      CU2607  20250901  ...   79660      79180      CU
11      11      CU2608  20250901  ...   79660      79240      CU
12      12      BC2509  20250901  ...   70580      70040      BC
13      13      BC2510  20250901  ...   70760      70260      BC
14      14      BC2511  20250901  ...   70750      70270      BC
15      15      BC2512  20250901  ...   70740      70180      BC
16      16      BC2601  20250901  ...   70590      69980      BC
17      17      BC2602  20250901  ...   70400      70100      BC
18      18      BC2603  20250901  ...   71470      70100      BC
19      19      BC2604  20250901  ...   70370      69390      BC
20      20      BC2605  20250901  ...   70370      69410      BC
21      21      BC2606  20250901  ...   70210      69790      BC
22      22      BC2607  20250901  ...   70130      69370      BC
23      23      BC2608  20250901  ...   70100      69370      BC
24      24      AL2509  20250901  ...   20675      20740      AL
25      25      AL2510  20250901  ...   20670      20730      AL
26      26      AL2511  20250901  ...   20650      20715      AL
27      27      AL2512  20250901  ...   20625      20695      AL
28      28      AL2601  20250901  ...   20605      20680      AL
29      29      AL2602  20250901  ...   20610      20685      AL
30      30      AL2603  20250901  ...   20655      20710      AL
31      31      AL2604  20250901  ...   20680      20720      AL
32      32      AL2605  20250901  ...   20690      20750      AL
33      33      AL2606  20250901  ...   20695      20755      AL
34      34      AL2607  20250901  ...   20700      20755      AL
35      35      AL2608  20250901  ...   20715      20745      AL
36      36      ZN2509  20250901  ...   22155      22080      ZN
37      37      ZN2510  20250901  ...   22195      22095      ZN
38      38      ZN2511  20250901  ...   22180      22095      ZN
39      39      ZN2512  20250901  ...   22190      22105      ZN
40      40      ZN2601  20250901  ...   22200      22110      ZN
41      41      ZN2602  20250901  ...   22195      22120      ZN
42      42      ZN2603  20250901  ...   22225      22180      ZN
43      43      ZN2604  20250901  ...   22250      22180      ZN
44      44      ZN2605  20250901  ...   22285      22195      ZN
45      45      ZN2606  20250901  ...   22265      22170      ZN
46      46      ZN2607  20250901  ...   22275      22170      ZN
47      47      ZN2608  20250901  ...   22295      22190      ZN
48      48      PB2509  20250901  ...   16795      16810      PB
49      49      PB2510  20250901  ...   16840      16850      PB
50      50      PB2511  20250901  ...   16855      16860      PB
51      51      PB2512  20250901  ...   16880      16875      PB
52      52      PB2601  20250901  ...   16890      16885      PB
53      53      PB2602  20250901  ...   16955      16965      PB
54      54      PB2603  20250901  ...   16995      16950      PB
55      55      PB2604  20250901  ...   16990      16975      PB
56      56      PB2605  20250901  ...   17035      17015      PB
57      57      PB2606  20250901  ...   17070      17105      PB
58      58      PB2607  20250901  ...   17120      17125      PB
59      59      PB2608  20250901  ...   17150      17105      PB
60      60      NI2509  20250901  ...  122460     121010      NI
61      61      NI2510  20250901  ...  122770     121300      NI
62      62      NI2511  20250901  ...  122990     121410      NI
63      63      NI2512  20250901  ...  123180     121570      NI
64      64      NI2601  20250901  ...  123370     121830      NI
65      65      NI2602  20250901  ...  123570     122050      NI
66      66      NI2603  20250901  ...  123680     122310      NI
67      67      NI2604  20250901  ...  123980     122650      NI
68      68      NI2605  20250901  ...  124310     122920      NI
69      69      NI2606  20250901  ...  124440     123120      NI
70      70      NI2607  20250901  ...  124500     123280      NI
71      71      NI2608  20250901  ...  125420     123480      NI
72      72      SN2509  20250901  ...  273340     274520      SN
73      73      SN2510  20250901  ...  273770     275810      SN
74      74      SN2511  20250901  ...  274070     276040      SN
75      75      SN2512  20250901  ...  274230     276090      SN
76      76      SN2601  20250901  ...  273920     275800      SN
77      77      SN2602  20250901  ...  273260     274410      SN
78      78      SN2603  20250901  ...  273800     275990      SN
79      79      SN2604  20250901  ...  275560     274310      SN
80      80      SN2605  20250901  ...  273970     276340      SN
81      81      SN2606  20250901  ...  273820     278230      SN
82      82      SN2607  20250901  ...  273970     276450      SN
83      83      SN2608  20250901  ...  274470     275770      SN
84      84      AO2509  20250901  ...    2982       3006      AO
85      85      AO2510  20250901  ...    2992       3019      AO
86      86      AO2511  20250901  ...    2999       3022      AO
87      87      AO2512  20250901  ...    3007       3025      AO
88      88      AO2601  20250901  ...    3009       3030      AO
89      89      AO2602  20250901  ...    3006       3025      AO
90      90      AO2603  20250901  ...    3009       3025      AO
91      91      AO2604  20250901  ...    3022       3041      AO
92      92      AO2605  20250901  ...    3023       3044      AO
93      93      AO2606  20250901  ...    3025       3048      AO
94      94      AO2607  20250901  ...    3034       3052      AO
95      95      AO2608  20250901  ...    3041       3049      AO
96      96      AD2511  20250901  ...   20275      20320      AD
97      97      AD2512  20250901  ...   20275      20335      AD
98      98      AD2601  20250901  ...   20325      20245      AD
99      99      AD2602  20250901  ...   20210      20210      AD
100    100      AD2603  20250901  ...   20220      20220      AD
101    101      AD2604  20250901  ...   19975      19975      AD
102    102      AD2605  20250901  ...   20040      20095      AD
103    103      AD2606  20250901  ...   19935      19935      AD
104    104      AD2607  20250901  ...   19925      19925      AD
105    105      AD2608  20250901  ...   20170      20315      AD
106    106      AU2509  20250901  ...  796.82     783.22      AU
107    107      AU2510  20250901  ...  794.72     784.26      AU
108    108      AU2511  20250901  ...  798.14      785.6      AU
109    109      AU2512  20250901  ...  797.72     786.56      AU
110    110      AU2602  20250901  ...  800.18     788.54      AU
111    111      AU2604  20250901  ...  802.12     790.86      AU
112    112      AU2606  20250901  ...   804.5        793      AU
113    113      AU2608  20250901  ...   805.4     795.26      AU
114    114      AG2509  20250901  ...    9626       9374      AG
115    115      AG2510  20250901  ...    9600       9385      AG
116    116      AG2511  20250901  ...    9594       9397      AG
117    117      AG2512  20250901  ...    9632       9409      AG
118    118      AG2601  20250901  ...    9648       9417      AG
119    119      AG2602  20250901  ...    9632       9428      AG
120    120      AG2603  20250901  ...    9662       9442      AG
121    121      AG2604  20250901  ...    9672       9460      AG
122    122      AG2605  20250901  ...    9696       9469      AG
123    123      AG2606  20250901  ...    9703       9486      AG
124    124      AG2607  20250901  ...    9699       9497      AG
125    125      AG2608  20250901  ...    9732       9516      AG
126    126      RB2509  20250901  ...    2978       3057      RB
127    127      RB2510  20250901  ...    3062       3107      RB
128    128      RB2511  20250901  ...    3065       3106      RB
129    129      RB2512  20250901  ...    3109       3157      RB
130    130      RB2601  20250901  ...    3122       3175      RB
131    131      RB2602  20250901  ...    3108       3161      RB
132    132      RB2603  20250901  ...    3121       3173      RB
133    133      RB2604  20250901  ...    3149       3199      RB
134    134      RB2605  20250901  ...    3165       3217      RB
135    135      RB2606  20250901  ...    3182       3236      RB
136    136      RB2607  20250901  ...    3195       3246      RB
137    137      RB2608  20250901  ...    3197       3242      RB
138    138      WR2509  20250901  ...    3342       3342      WR
139    139      WR2510  20250901  ...    3264       3316      WR
140    140      WR2511  20250901  ...    3282       3284      WR
141    141      WR2512  20250901  ...    3409       3439      WR
142    142      WR2601  20250901  ...    3380       3380      WR
143    143      WR2602  20250901  ...    3355       3365      WR
144    144      WR2603  20250901  ...    3438       3438      WR
145    145      WR2604  20250901  ...    3455       3455      WR
146    146      WR2605  20250901  ...    3429       3429      WR
147    147      WR2606  20250901  ...    3396       3396      WR
148    148      WR2607  20250901  ...    3417       3449      WR
149    149      WR2608  20250901  ...    3344       3344      WR
150    150      HC2509  20250901  ...    3341       3397      HC
151    151      HC2510  20250901  ...    3326       3366      HC
152    152      HC2511  20250901  ...    3324       3360      HC
153    153      HC2512  20250901  ...    3323       3362      HC
154    154      HC2601  20250901  ...    3310       3356      HC
155    155      HC2602  20250901  ...    3297       3367      HC
156    156      HC2603  20250901  ...    3308       3354      HC
157    157      HC2604  20250901  ...    3311       3369      HC
158    158      HC2605  20250901  ...    3314       3359      HC
159    159      HC2606  20250901  ...    3322       3362      HC
160    160      HC2607  20250901  ...    3316       3363      HC
161    161      HC2608  20250901  ...    3304       3361      HC
162    162      SS2509  20250901  ...   12805      12725      SS
163    163      SS2510  20250901  ...   12875      12805      SS
164    164      SS2511  20250901  ...   12945      12870      SS
165    165      SS2512  20250901  ...   13000      12930      SS
166    166      SS2601  20250901  ...   13055      12990      SS
167    167      SS2602  20250901  ...   13080      13035      SS
168    168      SS2603  20250901  ...   13175      13110      SS
169    169      SS2604  20250901  ...   13240      13175      SS
170    170      SS2605  20250901  ...   13305      13255      SS
171    171      SS2606  20250901  ...   13320      13310      SS
172    172      SS2607  20250901  ...   13410      13330      SS
173    173      SS2608  20250901  ...   13410      13405      SS
174    174      SC2510  20250901  ...   483.6      482.9      SC
175    175      SC2511  20250901  ...     484      483.7      SC
176    176      SC2512  20250901  ...   483.8      483.6      SC
177    177      SC2601  20250901  ...   482.9      482.7      SC
178    178      SC2602  20250901  ...     482      482.2      SC
179    179      SC2603  20250901  ...   479.8      480.7      SC
180    180      SC2604  20250901  ...   478.7      478.4      SC
181    181      SC2605  20250901  ...   477.5      478.9      SC
182    182      SC2606  20250901  ...   476.9      476.9      SC
183    183      SC2607  20250901  ...   473.4        476      SC
184    184      SC2608  20250901  ...   475.3      476.5      SC
185    185      SC2609  20250901  ...   470.6      476.1      SC
186    186      SC2612  20250901  ...   476.6      480.9      SC
187    187      SC2703  20250901  ...   475.9        477      SC
188    188      SC2706  20250901  ...     475      476.4      SC
189    189      SC2709  20250901  ...   471.3      474.8      SC
190    190      SC2712  20250901  ...   471.3      474.4      SC
191    191      SC2803  20250901  ...   471.4      471.4      SC
192    192      SC2806  20250901  ...     469        469      SC
193    193      SC2809  20250901  ...     469        469      SC
194    194      LU2510  20250901  ...    3458       3483      LU
195    195      LU2511  20250901  ...    3471       3491      LU
196    196      LU2512  20250901  ...    3457       3473      LU
197    197      LU2601  20250901  ...    3443       3454      LU
198    198      LU2602  20250901  ...    3413       3419      LU
199    199      LU2603  20250901  ...    3396       3434      LU
200    200      LU2604  20250901  ...    3391       3415      LU
201    201      LU2605  20250901  ...    3374       3407      LU
202    202      LU2606  20250901  ...    3373       3424      LU
203    203      LU2607  20250901  ...    3392       3412      LU
204    204      LU2608  20250901  ...    3386       3407      LU
205    205      LU2609  20250901  ...    3374       3407      LU
206    206      FU2510  20250901  ...    2820       2825      FU
207    207      FU2511  20250901  ...    2822       2817      FU
208    208      FU2512  20250901  ...    2814       2804      FU
209    209      FU2601  20250901  ...    2804       2797      FU
210    210      FU2602  20250901  ...    2790       2784      FU
211    211      FU2603  20250901  ...    2773       2768      FU
212    212      FU2604  20250901  ...    2770       2768      FU
213    213      FU2605  20250901  ...    2761       2753      FU
214    214      FU2606  20250901  ...    2760       2743      FU
215    215      FU2607  20250901  ...    2737       2728      FU
216    216      FU2608  20250901  ...    2730       2717      FU
217    217      FU2609  20250901  ...    2722       2717      FU
218    218      BU2509  20250901  ...    3527       3526      BU
219    219      BU2510  20250901  ...    3510       3505      BU
220    220      BU2511  20250901  ...    3491       3482      BU
221    221      BU2512  20250901  ...    3436       3428      BU
222    222      BU2601  20250901  ...    3403       3392      BU
223    223      BU2602  20250901  ...    3406       3398      BU
224    224      BU2603  20250901  ...    3412       3381      BU
225    225      BU2604  20250901  ...    3406       3400      BU
226    226      BU2605  20250901  ...    3403       3394      BU
227    227      BU2606  20250901  ...    3411       3387      BU
228    228      BU2607  20250901  ...    3386       3379      BU
229    229      BU2608  20250901  ...    3367       3367      BU
230    230      BU2609  20250901  ...    3382       3363      BU
231    231      BU2612  20250901  ...    3329       3322      BU
232    232      BU2703  20250901  ...    3334       3322      BU
233    233      BU2706  20250901  ...    3324       3310      BU
234    234      BR2509  20250901  ...   11870      11845      BR
235    235      BR2510  20250901  ...   11865      11855      BR
236    236      BR2511  20250901  ...   11845      11825      BR
237    237      BR2512  20250901  ...   11835      11810      BR
238    238      BR2601  20250901  ...   11840      11805      BR
239    239      BR2602  20250901  ...   11940      11865      BR
240    240      BR2603  20250901  ...   11865      11855      BR
241    241      BR2604  20250901  ...   11885      11890      BR
242    242      BR2605  20250901  ...   11930      11900      BR
243    243      BR2606  20250901  ...   11980      11870      BR
244    244      BR2607  20250901  ...   12015      12015      BR
245    245      BR2608  20250901  ...   12000      12000      BR
246    246      RU2509  20250901  ...   14875      14870      RU
247    247      RU2510  20250901  ...   14890      14870      RU
248    248      RU2511  20250901  ...   14865      14855      RU
249    249      RU2601  20250901  ...   15840      15830      RU
250    250      RU2603  20250901  ...   15870      15855      RU
251    251      RU2604  20250901  ...   15870      15895      RU
252    252      RU2605  20250901  ...   15930      15915      RU
253    253      RU2606  20250901  ...   15990      16000      RU
254    254      RU2607  20250901  ...   15970      15930      RU
255    255      RU2608  20250901  ...   16030      16095      RU
256    256      NR2509  20250901  ...   12640      12610      NR
257    257      NR2510  20250901  ...   12675      12670      NR
258    258      NR2511  20250901  ...   12715      12705      NR
259    259      NR2512  20250901  ...   12745      12735      NR
260    260      NR2601  20250901  ...   12780      12780      NR
261    261      NR2602  20250901  ...   12765      12765      NR
262    262      NR2603  20250901  ...   12760      12810      NR
263    263      NR2604  20250901  ...   12780      12840      NR
264    264      NR2605  20250901  ...   12815      12860      NR
265    265      NR2606  20250901  ...   12855      12980      NR
266    266      NR2607  20250901  ...   12865      12835      NR
267    267      NR2608  20250901  ...   12905      12890      NR
268    268      SP2509  20250901  ...    4980       4944      SP
269    269      SP2510  20250901  ...    5004       4972      SP
270    270      SP2511  20250901  ...    5032       4994      SP
271    271      SP2512  20250901  ...    5046       5012      SP
272    272      SP2601  20250901  ...    5340       5322      SP
273    273      SP2602  20250901  ...    5336       5312      SP
274    274      SP2603  20250901  ...    5352       5326      SP
275    275      SP2604  20250901  ...    5362       5328      SP
276    276      SP2605  20250901  ...    5366       5346      SP
277    277      SP2606  20250901  ...    5366       5374      SP
278    278      SP2607  20250901  ...    5378       5352      SP
279    279      SP2608  20250901  ...    5372       5358      SP
280    280      EC2510  20250901  ...  1293.8       1272      EC
281    281      EC2512  20250901  ...  1621.9     1562.6      EC
282    282      EC2602  20250901  ...  1439.5       1406      EC
283    283      EC2604  20250901  ...  1230.5     1210.6      EC
284    284      EC2606  20250901  ...  1407.4     1375.1      EC
285    285      EC2608  20250901  ...  1599.5     1562.7      EC
286    287  SC_TAS2510  20250901  ...                     SC_TAS
287    288  SC_TAS2511  20250901  ...                     SC_TAS
288    289  SC_TAS2512  20250901  ...                     SC_TAS
289    290  SC_TAS2601  20250901  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-01 18:26:56,325 - future_1d - INFO - ak.get_shfe_daily('2025-09-01') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250901   4072.00  ...   4092.00     4069.00        A
1     a2511  20250901   3945.00  ...   3961.00     3933.00        A
2     a2601  20250901   3948.00  ...   3962.00     3936.00        A
3     a2603  20250901   3950.00  ...   3961.00     3939.00        A
4     a2605  20250901   3995.00  ...   4005.00     3984.00        A
5     a2607  20250901   4000.00  ...   4008.00     3992.00        A
6     b2509  20250901   3718.00  ...   3695.00     3718.00        B
7     b2510  20250901   3699.00  ...   3702.00     3685.00        B
8     b2511  20250901   3732.00  ...   3736.00     3721.00        B
9     b2512  20250901   3763.00  ...   3768.00     3755.00        B
10    b2601  20250901   3756.00  ...   3763.00     3748.00        B
11    b2602  20250901   3742.00  ...   3746.00     3730.00        B
12    b2603  20250901   3689.00  ...   3694.00     3687.00        B
13    b2604  20250901   3596.00  ...   3599.00     3589.00        B
14    b2605  20250901   3533.00  ...   3531.00     3529.00        B
15    b2606  20250901   3512.00  ...   3518.00     3508.00        B
16    b2607  20250901   3526.00  ...   3524.00     3513.00        B
17    b2608  20250901      0.00  ...   3596.00     3596.00        B
18   bb2509  20250901      0.00  ...    136.00      136.00       BB
19   bb2511  20250901    144.00  ...    143.60      144.70       BB
20   bb2601  20250901    147.95  ...    146.65      147.20       BB
21   bb2603  20250901    146.40  ...    146.40      147.00       BB
22   bb2605  20250901      0.00  ...    140.25      140.80       BB
23   bb2607  20250901      0.00  ...    146.00      146.55       BB
24   bz2603  20250901   6053.00  ...   6002.00     6065.00       BZ
25   bz2604  20250901   6035.00  ...   5991.00     6037.00       BZ
26   bz2605  20250901   6016.00  ...   5985.00     6067.00       BZ
27   bz2606  20250901   5991.00  ...   5949.00     6039.00       BZ
28   bz2607  20250901   5971.00  ...   5971.00     6108.00       BZ
29   bz2608  20250901      0.00  ...   5951.00     5951.00       BZ
30    c2509  20250901   2233.00  ...   2240.00     2233.00        C
31    c2511  20250901   2192.00  ...   2190.00     2187.00        C
32    c2601  20250901   2180.00  ...   2180.00     2181.00        C
33    c2603  20250901   2196.00  ...   2197.00     2198.00        C
34    c2605  20250901   2248.00  ...   2247.00     2247.00        C
35    c2607  20250901   2261.00  ...   2259.00     2260.00        C
36   cs2509  20250901   2482.00  ...   2489.00     2504.00       CS
37   cs2511  20250901   2501.00  ...   2499.00     2492.00       CS
38   cs2601  20250901   2531.00  ...   2532.00     2527.00       CS
39   cs2603  20250901   2539.00  ...   2537.00     2535.00       CS
40   cs2605  20250901   2611.00  ...   2606.00     2605.00       CS
41   cs2607  20250901   2615.00  ...   2613.00     2609.00       CS
42   eb2509  20250901   6978.00  ...   6924.00     7059.00       EB
43   eb2510  20250901   7091.00  ...   7018.00     7117.00       EB
44   eb2511  20250901   7122.00  ...   7036.00     7133.00       EB
45   eb2512  20250901   7139.00  ...   7061.00     7154.00       EB
46   eb2601  20250901   7168.00  ...   7106.00     7187.00       EB
47   eb2602  20250901   7189.00  ...   7123.00     7210.00       EB
48   eb2603  20250901   7215.00  ...   7162.00     7255.00       EB
49   eb2604  20250901   7248.00  ...   7197.00     7276.00       EB
50   eb2605  20250901   7264.00  ...   7209.00     7290.00       EB
51   eb2606  20250901   7228.00  ...   7194.00     7341.00       EB
52   eb2607  20250901   7185.00  ...   7185.00     7376.00       EB
53   eb2608  20250901   7246.00  ...   7246.00     7350.00       EB
54   eg2509  20250901   4430.00  ...   4414.00     4429.00       EG
55   eg2510  20250901   4443.00  ...   4414.00     4439.00       EG
56   eg2511  20250901   4460.00  ...   4435.00     4453.00       EG
57   eg2512  20250901   4460.00  ...   4448.00     4465.00       EG
58   eg2601  20250901   4461.00  ...   4438.00     4470.00       EG
59   eg2602  20250901   4460.00  ...   4463.00     4476.00       EG
60   eg2603  20250901      0.00  ...   4476.00     4476.00       EG
61   eg2604  20250901      0.00  ...   4518.00     4518.00       EG
62   eg2605  20250901   4503.00  ...   4474.00     4507.00       EG
63   eg2606  20250901   4473.00  ...   4465.00     4522.00       EG
64   eg2607  20250901   4511.00  ...   4511.00     4507.00       EG
65   eg2608  20250901      0.00  ...   4513.00     4513.00       EG
66   fb2509  20250901      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250901   1274.00  ...   1271.00     1274.50       FB
68   fb2511  20250901   1273.00  ...   1268.00     1275.50       FB
69   fb2512  20250901   1268.50  ...   1264.00     1270.00       FB
70   fb2601  20250901   1269.00  ...   1255.00     1263.00       FB
71   fb2602  20250901   1251.00  ...   1247.00     1253.00       FB
72   fb2603  20250901   1248.50  ...   1247.50     1313.50       FB
73   fb2604  20250901   1284.00  ...   1283.50     1310.50       FB
74   fb2605  20250901      0.00  ...   1311.00     1311.00       FB
75   fb2606  20250901      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250901      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250901      0.00  ...   1302.50     1302.50       FB
78    i2509  20250901    805.00  ...    804.50      808.00        I
79    i2510  20250901    804.00  ...    791.00      804.00        I
80    i2511  20250901    800.00  ...    785.00      799.50        I
81    i2512  20250901    792.00  ...    781.50      795.00        I
82    i2601  20250901    787.00  ...    771.00      787.00        I
83    i2602  20250901    779.00  ...    767.00      781.50        I
84    i2603  20250901    771.00  ...    760.00      775.00        I
85    i2604  20250901    769.00  ...    757.00      770.00        I
86    i2605  20250901    764.00  ...    746.50      763.50        I
87    i2606  20250901    755.00  ...    745.50      757.50        I
88    i2607  20250901    751.00  ...    740.50      754.00        I
89    i2608  20250901    747.50  ...    736.00      750.00        I
90    j2509  20250901   1509.00  ...   1507.50     1532.00        J
91    j2510  20250901   1518.50  ...   1514.50     1571.00        J
92    j2511  20250901   1563.00  ...   1544.00     1602.00        J
93    j2512  20250901   1610.00  ...   1592.50     1622.50        J
94    j2601  20250901   1638.00  ...   1603.50     1653.00        J
95    j2602  20250901   1660.00  ...   1631.50     1671.00        J
96    j2603  20250901   1665.00  ...   1639.00     1683.00        J
97    j2604  20250901      0.00  ...   1696.00     1729.50        J
98    j2605  20250901   1730.50  ...   1692.00     1745.00        J
99    j2606  20250901      0.00  ...   1723.00     1760.00        J
100   j2607  20250901   1739.00  ...   1725.00     1770.00        J
101   j2608  20250901   1679.00  ...   1679.50     1771.00        J
102  jd2509  20250901   2863.00  ...   2824.00     2850.00       JD
103  jd2510  20250901   2958.00  ...   2948.00     2935.00       JD
104  jd2511  20250901   2980.00  ...   3000.00     2962.00       JD
105  jd2512  20250901   3141.00  ...   3157.00     3122.00       JD
106  jd2601  20250901   3330.00  ...   3337.00     3320.00       JD
107  jd2602  20250901   3085.00  ...   3094.00     3079.00       JD
108  jd2603  20250901   3086.00  ...   3100.00     3092.00       JD
109  jd2604  20250901   3247.00  ...   3264.00     3256.00       JD
110  jd2605  20250901   3350.00  ...   3359.00     3366.00       JD
111  jd2606  20250901   3200.00  ...   3192.00     3178.00       JD
112  jd2607  20250901   3400.00  ...   3401.00     3373.00       JD
113  jd2608  20250901   3800.00  ...   3799.00     3735.00       JD
114  jm2509  20250901    986.50  ...    963.00      990.00       JM
115  jm2510  20250901   1013.50  ...    985.00     1019.50       JM
116  jm2511  20250901   1069.00  ...   1034.50     1070.50       JM
117  jm2512  20250901   1118.00  ...   1083.50     1116.50       JM
118  jm2601  20250901   1152.00  ...   1121.50     1156.50       JM
119  jm2602  20250901   1169.00  ...   1136.00     1172.00       JM
120  jm2603  20250901   1177.00  ...   1148.00     1184.00       JM
121  jm2604  20250901   1187.00  ...   1159.50     1189.50       JM
122  jm2605  20250901   1193.00  ...   1165.50     1199.50       JM
123  jm2606  20250901   1200.00  ...   1176.50     1206.50       JM
124  jm2607  20250901   1211.00  ...   1187.50     1219.00       JM
125  jm2608  20250901   1220.00  ...   1202.00     1225.00       JM
126   l2509  20250901   7276.00  ...   7209.00     7276.00        L
127   l2510  20250901   7279.00  ...   7243.00     7291.00        L
128   l2511  20250901   7287.00  ...   7249.00     7307.00        L
129   l2512  20250901   7289.00  ...   7255.00     7321.00        L
130   l2601  20250901   7280.00  ...   7256.00     7317.00        L
131   l2602  20250901   7278.00  ...   7247.00     7306.00        L
132   l2603  20250901   7286.00  ...   7248.00     7316.00        L
133   l2604  20250901   7249.00  ...   7273.00     7326.00        L
134   l2605  20250901   7294.00  ...   7260.00     7317.00        L
135   l2606  20250901   7260.00  ...   7258.00     7363.00        L
136   l2607  20250901   7323.00  ...   7285.00     7308.00        L
137   l2608  20250901   7340.00  ...   7301.00     7321.00        L
138  lg2509  20250901    781.00  ...    779.00      783.50       LG
139  lg2511  20250901    820.00  ...    818.50      820.50       LG
140  lg2601  20250901    838.50  ...    830.50      835.50       LG
141  lg2603  20250901    833.50  ...    834.00      839.50       LG
142  lg2605  20250901    834.00  ...    834.00      840.00       LG
143  lg2607  20250901    835.00  ...    835.50      840.00       LG
144  lh2509  20250901  13165.00  ...  13160.00    13095.00       LH
145  lh2511  20250901  13700.00  ...  13625.00    13580.00       LH
146  lh2601  20250901  13935.00  ...  13885.00    13910.00       LH
147  lh2603  20250901  13150.00  ...  13120.00    13125.00       LH
148  lh2605  20250901  13550.00  ...  13560.00    13530.00       LH
149  lh2607  20250901  14100.00  ...  14120.00    14115.00       LH
150   m2509  20250901   3002.00  ...   3013.00     3002.00        M
151   m2511  20250901   3035.00  ...   3033.00     3020.00        M
152   m2512  20250901   3065.00  ...   3070.00     3056.00        M
153   m2601  20250901   3052.00  ...   3060.00     3047.00        M
154   m2603  20250901   2986.00  ...   2988.00     2984.00        M
155   m2605  20250901   2819.00  ...   2819.00     2811.00        M
156   m2607  20250901   2808.00  ...   2807.00     2800.00        M
157   m2608  20250901   2935.00  ...   2933.00     2927.00        M
158   p2509  20250901   9300.00  ...   9314.00     9310.00        P
159   p2510  20250901   9254.00  ...   9292.00     9320.00        P
160   p2511  20250901   9266.00  ...   9286.00     9316.00        P
161   p2512  20250901   9276.00  ...   9306.00     9330.00        P
162   p2601  20250901   9300.00  ...   9326.00     9348.00        P
163   p2602  20250901   9266.00  ...   9290.00     9310.00        P
164   p2603  20250901   9224.00  ...   9240.00     9248.00        P
165   p2604  20250901   9096.00  ...   9164.00     9208.00        P
166   p2605  20250901   9070.00  ...   9086.00     9106.00        P
167   p2606  20250901   8924.00  ...   8992.00     9004.00        P
168   p2607  20250901   8842.00  ...   8874.00     8890.00        P
169   p2608  20250901   8772.00  ...   8812.00     8870.00        P
170  pg2509  20250901   3700.00  ...   3693.00     3727.00       PG
171  pg2510  20250901   4403.00  ...   4364.00     4366.00       PG
172  pg2511  20250901   4332.00  ...   4282.00     4289.00       PG
173  pg2512  20250901   4262.00  ...   4219.00     4233.00       PG
174  pg2601  20250901   4202.00  ...   4160.00     4174.00       PG
175  pg2602  20250901   4137.00  ...   4100.00     4110.00       PG
176  pg2603  20250901   4045.00  ...   4021.00     4028.00       PG
177  pg2604  20250901   4348.00  ...   4326.00     4336.00       PG
178  pg2605  20250901   4272.00  ...   4251.00     4242.00       PG
179  pg2606  20250901   4202.00  ...   4206.00     4194.00       PG
180  pg2607  20250901   4104.00  ...   4111.00     4136.00       PG
181  pg2608  20250901   4120.00  ...   4120.00     4090.00       PG
182  pp2509  20250901   6882.00  ...   6862.00     6911.00       PP
183  pp2510  20250901   6939.00  ...   6904.00     6941.00       PP
184  pp2511  20250901   6957.00  ...   6926.00     6962.00       PP
185  pp2512  20250901   6975.00  ...   6942.00     6983.00       PP
186  pp2601  20250901   6990.00  ...   6949.00     6992.00       PP
187  pp2602  20250901   6959.00  ...   6927.00     6969.00       PP
188  pp2603  20250901   6915.00  ...   6932.00     6963.00       PP
189  pp2604  20250901   6994.00  ...   6960.00     6998.00       PP
190  pp2605  20250901   7001.00  ...   6973.00     7011.00       PP
191  pp2606  20250901   6971.00  ...   6946.00     6987.00       PP
192  pp2607  20250901   6957.00  ...   6941.00     6949.00       PP
193  pp2608  20250901   6920.00  ...   6937.00     6969.00       PP
194  rr2509  20250901      0.00  ...   3558.00     3558.00       RR
195  rr2510  20250901   3613.00  ...   3611.00     3611.00       RR
196  rr2511  20250901   3614.00  ...   3612.00     3612.00       RR
197  rr2512  20250901   3608.00  ...   3608.00     3607.00       RR
198  rr2601  20250901   3623.00  ...   3621.00     3619.00       RR
199  rr2602  20250901   3606.00  ...   3604.00     3609.00       RR
200  rr2603  20250901      0.00  ...   3602.00     3602.00       RR
201  rr2604  20250901      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250901   3610.00  ...   3610.00     3595.00       RR
203  rr2606  20250901   3607.00  ...   3607.00     3605.00       RR
204  rr2607  20250901      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250901      0.00  ...   3625.00     3625.00       RR
206   v2509  20250901   4743.00  ...   4721.00     4748.00        V
207   v2510  20250901   4787.00  ...   4769.00     4796.00        V
208   v2511  20250901   4843.00  ...   4805.00     4831.00        V
209   v2512  20250901   4871.00  ...   4842.00     4872.00        V
210   v2601  20250901   4907.00  ...   4881.00     4909.00        V
211   v2602  20250901   4942.00  ...   4917.00     4949.00        V
212   v2603  20250901   4968.00  ...   4955.00     4973.00        V
213   v2604  20250901   5169.00  ...   5156.00     5175.00        V
214   v2605  20250901   5209.00  ...   5183.00     5206.00        V
215   v2606  20250901   5213.00  ...   5208.00     5239.00        V
216   v2607  20250901   5258.00  ...   5244.00     5271.00        V
217   v2608  20250901   5299.00  ...   5277.00     5292.00        V
218   y2509  20250901   8414.00  ...   8400.00     8414.00        Y
219   y2511  20250901   8384.00  ...   8358.00     8388.00        Y
220   y2512  20250901   8396.00  ...   8380.00     8410.00        Y
221   y2601  20250901   8360.00  ...   8330.00     8358.00        Y
222   y2603  20250901   8282.00  ...   8262.00     8304.00        Y
223   y2605  20250901   8056.00  ...   8040.00     8076.00        Y
224   y2607  20250901   8032.00  ...   8006.00     8036.00        Y
225   y2608  20250901   8000.00  ...   7994.00     7992.00        Y

[226 rows x 12 columns]
2025-09-01 18:26:57,008 - future_1d - INFO - ak.get_dce_daily('2025-09-01') done
2025-09-01 18:26:58,748 - future_1d - INFO - save future_daily 2025-09-01 completed