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

[226 rows x 12 columns]
2025-09-16 19:56:52,152 - future_1d - INFO - ak.get_dce_daily('2025-09-08') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250908  55930.0  ...  55960.0     55930.0       PS
1   PS2510  20250908  56000.0  ...  55690.0     55640.0       PS
2   PS2511  20250908  56080.0  ...  55595.0     54875.0       PS
3   PS2512  20250908  58220.0  ...  57845.0     57355.0       PS
4   PS2601  20250908  58400.0  ...  57690.0     57150.0       PS
5   PS2602  20250908  58230.0  ...  57830.0     56965.0       PS
6   PS2603  20250908  58500.0  ...  57970.0     57685.0       PS
7   PS2604  20250908  58255.0  ...  57845.0     58010.0       PS
8   PS2605  20250908  58805.0  ...  57825.0     57385.0       PS
9   PS2606  20250908  61050.0  ...  59920.0     59380.0       PS
10  PS2607  20250908  60010.0  ...  60045.0     59285.0       PS
11  PS2608  20250908  60000.0  ...  59980.0     59595.0       PS
13  SI2509  20250908      0.0  ...   8690.0      8690.0       SI
14  SI2510  20250908   8790.0  ...   8560.0      8710.0       SI
15  SI2511  20250908   8740.0  ...   8545.0      8715.0       SI
16  SI2512  20250908   9095.0  ...   8915.0      9075.0       SI
17  SI2601  20250908   9050.0  ...   8900.0      9065.0       SI
18  SI2602  20250908   9015.0  ...   8900.0      8995.0       SI
19  SI2603  20250908   9000.0  ...   8930.0      9115.0       SI
20  SI2604  20250908   9025.0  ...   8930.0      9140.0       SI
21  SI2605  20250908   9130.0  ...   8950.0      9110.0       SI
22  SI2606  20250908   9025.0  ...   8940.0      9180.0       SI
23  SI2607  20250908   9010.0  ...   8965.0      9165.0       SI
24  SI2608  20250908   9000.0  ...   8930.0      9170.0       SI
27  LC2509  20250908  73880.0  ...  74200.0     74640.0       LC
28  LC2510  20250908  74100.0  ...  74460.0     74160.0       LC
29  LC2511  20250908  73840.0  ...  74860.0     74140.0       LC
30  LC2512  20250908  74580.0  ...  74840.0     74240.0       LC
31  LC2601  20250908  74000.0  ...  74860.0     74160.0       LC
32  LC2602  20250908  74480.0  ...  74560.0     74000.0       LC
33  LC2603  20250908  74080.0  ...  74480.0     73740.0       LC
34  LC2604  20250908  74480.0  ...  74600.0     73860.0       LC
35  LC2605  20250908  74260.0  ...  74820.0     73880.0       LC
36  LC2606  20250908  74200.0  ...  74760.0     73780.0       LC
37  LC2607  20250908  74700.0  ...  74640.0     73660.0       LC
38  LC2608  20250908  74200.0  ...  74960.0     74220.0       LC

[36 rows x 12 columns]
2025-09-16 19:56:52,444 - future_1d - INFO - ak.get_gfex_daily('2025-09-08') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250908   8346.0   8397.0  ...   261591.38   8359.0      8328.0       AP
1    AP511  20250908   8187.0   8276.0  ...     5220.23   8240.0      8179.0       AP
2    AP512  20250908   8236.0   8302.0  ...     1753.91   8273.0      8167.0       AP
3    AP601  20250908   8289.0   8392.0  ...   441751.89   8347.0      8249.0       AP
4    AP603  20250908   8166.0   8263.0  ...      230.76   8242.0      8145.0       AP
5    AP604  20250908   8224.0   8267.0  ...      164.72   8236.0      8187.0       AP
6    AP605  20250908   8218.0   8321.0  ...     2849.53   8284.0      8197.0       AP
7    CF509  20250908  13565.0  13565.0  ...     4505.79  13490.0     13565.0       CF
8    CF511  20250908  13900.0  13900.0  ...   272166.75  13770.0     13860.0       CF
9    CF601  20250908  14000.0  14025.0  ...  1760633.85  13930.0     13985.0       CF
10   CF603  20250908  13950.0  13975.0  ...     3486.06  13890.0     13945.0       CF
11   CF605  20250908  13940.0  13965.0  ...   128659.29  13875.0     13930.0       CF
12   CF607  20250908  13965.0  13965.0  ...     1013.79  13890.0     13940.0       CF
13   CJ509  20250908  10000.0  10080.0  ...      130.21  10015.0      9955.0       CJ
14   CJ512  20250908  10845.0  11120.0  ...     5527.24  10990.0     10925.0       CJ
15   CJ601  20250908  10960.0  11175.0  ...   721808.75  11065.0     10990.0       CJ
16   CJ603  20250908  10995.0  11215.0  ...     9255.13  11130.0     11045.0       CJ
17   CJ605  20250908  11090.0  11305.0  ...   104057.97  11200.0     11130.0       CJ
18   CJ607  20250908  11220.0  11430.0  ...     4921.45  11325.0     11290.0       CJ
19   CY509  20250908  20200.0  20200.0  ...      181.80  20200.0     20200.0       CY
20   CY510  20250908      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250908  19975.0  19990.0  ...   111924.17  19955.0     19975.0       CY
22   CY512  20250908      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250908  19945.0  19995.0  ...     2094.25  19945.0     19975.0       CY
24   CY602  20250908      0.0      0.0  ...        0.00  20015.0     20015.0       CY
25   CY603  20250908      0.0      0.0  ...        0.00  20340.0     20340.0       CY
26   CY604  20250908      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250908      0.0      0.0  ...        0.00  20205.0     20230.0       CY
28   CY606  20250908      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250908      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250908      0.0      0.0  ...        0.00  20220.0     20245.0       CY
31   FG509  20250908    986.0   1024.0  ...      339.98    994.0       969.0       FG
32   FG510  20250908   1100.0   1127.0  ...    83810.71   1103.0      1080.0       FG
33   FG511  20250908   1093.0   1117.0  ...   248167.13   1092.0      1070.0       FG
34   FG512  20250908   1192.0   1221.0  ...    99499.69   1195.0      1170.0       FG
35   FG601  20250908   1192.0   1218.0  ...  6684565.08   1188.0      1166.0       FG
36   FG602  20250908   1236.0   1267.0  ...    29027.80   1237.0      1216.0       FG
37   FG603  20250908   1245.0   1267.0  ...     3047.21   1240.0      1221.0       FG
38   FG604  20250908   1293.0   1314.0  ...     1104.86   1291.0      1274.0       FG
39   FG605  20250908   1295.0   1310.0  ...   165961.95   1287.0      1267.0       FG
40   FG606  20250908   1330.0   1334.0  ...     1364.16   1317.0      1302.0       FG
41   FG607  20250908   1320.0   1326.0  ...     2892.12   1315.0      1302.0       FG
42   FG608  20250908   1327.0   1349.0  ...     2365.91   1337.0      1323.0       FG
43   JR509  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250908      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250908      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250908   2245.0   2254.0  ...      655.56   2245.0      2243.0       MA
53   MA510  20250908   2315.0   2319.0  ...    17072.14   2309.0      2308.0       MA
54   MA511  20250908   2344.0   2351.0  ...   100941.91   2335.0      2332.0       MA
55   MA512  20250908   2388.0   2390.0  ...    57024.48   2377.0      2374.0       MA
56   MA601  20250908   2410.0   2416.0  ...  1042405.54   2403.0      2403.0       MA
57   MA602  20250908   2421.0   2425.0  ...    22966.54   2414.0      2412.0       MA
58   MA603  20250908   2427.0   2427.0  ...      161.96   2417.0      2418.0       MA
59   MA604  20250908   2403.0   2411.0  ...        9.63   2407.0      2411.0       MA
60   MA605  20250908   2405.0   2410.0  ...    84519.14   2397.0      2398.0       MA
61   MA606  20250908   2413.0   2413.0  ...        9.61   2403.0      2411.0       MA
62   MA607  20250908   2394.0   2398.0  ...       40.66   2392.0      2395.0       MA
63   MA608  20250908   2409.0   2410.0  ...       24.03   2403.0      2399.0       MA
64   OI509  20250908   9900.0   9930.0  ...     1983.00   9915.0      9950.0       OI
65   OI511  20250908   9949.0  10005.0  ...   633242.63   9921.0      9887.0       OI
66   OI601  20250908   9824.0   9845.0  ...  3091517.46   9782.0      9763.0       OI
67   OI603  20250908   9686.0   9700.0  ...     3717.77   9632.0      9637.0       OI
68   OI605  20250908   9578.0   9578.0  ...   176525.01   9505.0      9527.0       OI
69   OI607  20250908   9486.0   9513.0  ...      443.66   9440.0      9470.0       OI
70   PF509  20250908      0.0      0.0  ...        0.00   6264.0      6256.0       PF
71   PF510  20250908   6334.0   6378.0  ...    82766.84   6336.0      6332.0       PF
72   PF511  20250908   6312.0   6364.0  ...   502118.06   6324.0      6322.0       PF
73   PF512  20250908   6312.0   6352.0  ...   158771.88   6310.0      6314.0       PF
74   PF601  20250908   6350.0   6392.0  ...    27902.70   6366.0      6366.0       PF
75   PF602  20250908   6368.0   6404.0  ...    36920.05   6376.0      6372.0       PF
76   PF603  20250908   6364.0   6416.0  ...       19.16   6386.0      6384.0       PF
77   PF604  20250908   6426.0   6456.0  ...       16.11   6442.0      6446.0       PF
78   PF605  20250908   6444.0   6472.0  ...       93.58   6454.0      6440.0       PF
79   PF606  20250908   6454.0   6488.0  ...       22.64   6470.0      6474.0       PF
80   PF607  20250908   6472.0   6502.0  ...       29.16   6480.0      6460.0       PF
81   PF608  20250908   6482.0   6502.0  ...       12.98   6490.0      6470.0       PF
82   PK510  20250908   7964.0   8018.0  ...    35211.79   7986.0      7970.0       PK
83   PK511  20250908   7826.0   7880.0  ...   395517.10   7856.0      7818.0       PK
84   PK512  20250908   7818.0   7886.0  ...   133295.57   7864.0      7812.0       PK
85   PK601  20250908   7844.0   7890.0  ...    47533.97   7874.0      7844.0       PK
86   PK603  20250908   7860.0   7896.0  ...      193.15   7884.0      7854.0       PK
87   PK604  20250908   7874.0   7908.0  ...      150.00   7894.0      7866.0       PK
88   PK605  20250908   7886.0   7912.0  ...     6200.98   7900.0      7880.0       PK
89   PL601  20250908   6381.0   6413.0  ...    27674.71   6388.0      6398.0       PL
90   PL602  20250908   6428.0   6492.0  ...     3106.98   6446.0      6436.0       PL
91   PL603  20250908   6435.0   6479.0  ...       64.51   6451.0      6458.0       PL
92   PL604  20250908      0.0      0.0  ...        0.00   6475.0      6475.0       PL
93   PL605  20250908   6375.0   6400.0  ...       51.13   6391.0      6389.0       PL
94   PL606  20250908      0.0      0.0  ...        0.00   6424.0      6424.0       PL
95   PL607  20250908      0.0      0.0  ...        0.00   6464.0      6464.0       PL
96   PL608  20250908      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250908      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250908   5808.0   5808.0  ...      199.90   5794.0      5620.0       PR
104  PR510  20250908   5822.0   5868.0  ...    15244.70   5834.0      5822.0       PR
105  PR511  20250908   5832.0   5870.0  ...   747199.90   5844.0      5822.0       PR
106  PR512  20250908   5840.0   5878.0  ...   554784.85   5854.0      5830.0       PR
107  PR601  20250908   5844.0   5882.0  ...    46475.49   5854.0      5836.0       PR
108  PR602  20250908   5878.0   5878.0  ...       17.63   5876.0      5862.0       PR
109  PR603  20250908   5884.0   5898.0  ...       61.83   5890.0      5894.0       PR
110  PR604  20250908   5866.0   5898.0  ...       17.65   5882.0      5896.0       PR
111  PR605  20250908   5870.0   5924.0  ...       79.73   5906.0      5910.0       PR
112  PR606  20250908      0.0      0.0  ...        0.00   5946.0      5928.0       PR
113  PR607  20250908   5970.0   5970.0  ...        8.96   5970.0      5926.0       PR
114  PR608  20250908      0.0      0.0  ...        0.00   5960.0      5924.0       PR
115  PX509  20250908      0.0      0.0  ...        0.00   6730.0      6704.0       PX
116  PX510  20250908   6730.0   6774.0  ...    10523.09   6706.0      6704.0       PX
117  PX511  20250908   6692.0   6770.0  ...   546515.94   6714.0      6688.0       PX
118  PX512  20250908   6678.0   6748.0  ...   137860.37   6696.0      6670.0       PX
119  PX601  20250908   6658.0   6720.0  ...   105635.75   6668.0      6654.0       PX
120  PX602  20250908   6646.0   6708.0  ...     8025.67   6658.0      6646.0       PX
121  PX603  20250908   6634.0   6634.0  ...       82.93   6634.0      6636.0       PX
122  PX604  20250908      0.0      0.0  ...        0.00   6696.0      6650.0       PX
123  PX605  20250908   6662.0   6708.0  ...      503.09   6664.0      6662.0       PX
124  PX606  20250908      0.0      0.0  ...        0.00   6706.0      6668.0       PX
125  PX607  20250908      0.0      0.0  ...        0.00   6722.0      6670.0       PX
126  PX608  20250908      0.0      0.0  ...        0.00   6706.0      6670.0       PX
127  RI509  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250908      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250908   2560.0   2592.0  ...      592.84   2575.0      2582.0       RM
134  RM511  20250908   2556.0   2570.0  ...    34528.11   2556.0      2546.0       RM
135  RM601  20250908   2545.0   2564.0  ...   944587.35   2543.0      2536.0       RM
136  RM603  20250908   2425.0   2442.0  ...    17890.86   2426.0      2424.0       RM
137  RM605  20250908   2392.0   2407.0  ...   207219.00   2395.0      2396.0       RM
138  RM607  20250908   2382.0   2391.0  ...    29384.57   2383.0      2385.0       RM
139  RM608  20250908   2472.0   2482.0  ...      150.92   2474.0      2480.0       RM
140  RS509  20250908      0.0      0.0  ...        0.00   4838.0      4824.0       RS
141  RS511  20250908   5120.0   5228.0  ...       72.58   5184.0      5216.0       RS
142  RS607  20250908   5501.0   5571.0  ...       83.15   5543.0      5527.0       RS
143  RS608  20250908      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250908   1166.0   1171.0  ...     1362.97   1165.0      1159.0       SA
145  SA510  20250908   1219.0   1224.0  ...    51908.13   1212.0      1214.0       SA
146  SA511  20250908   1229.0   1234.0  ...   343173.45   1220.0      1222.0       SA
147  SA512  20250908   1293.0   1294.0  ...   180400.99   1276.0      1280.0       SA
148  SA601  20250908   1300.0   1303.0  ...  3992582.06   1286.0      1288.0       SA
149  SA602  20250908   1330.0   1333.0  ...    63958.06   1318.0      1312.0       SA
150  SA603  20250908   1337.0   1340.0  ...     5580.78   1325.0      1328.0       SA
151  SA604  20250908   1380.0   1380.0  ...      993.08   1368.0      1372.0       SA
152  SA605  20250908   1381.0   1386.0  ...   168371.10   1372.0      1370.0       SA
153  SA606  20250908   1388.0   1391.0  ...     1253.52   1381.0      1385.0       SA
154  SA607  20250908   1393.0   1394.0  ...     2063.89   1380.0      1390.0       SA
155  SA608  20250908   1410.0   1410.0  ...      892.32   1399.0      1406.0       SA
156  SF509  20250908   5380.0   5440.0  ...      462.77   5414.0      5424.0       SF
157  SF510  20250908   5398.0   5462.0  ...    22498.91   5414.0      5414.0       SF
158  SF511  20250908   5570.0   5628.0  ...   369612.24   5578.0      5584.0       SF
159  SF512  20250908   5526.0   5582.0  ...    90614.61   5534.0      5534.0       SF
160  SF601  20250908   5524.0   5588.0  ...    99760.29   5542.0      5550.0       SF
161  SF602  20250908   5506.0   5550.0  ...    28242.30   5508.0      5512.0       SF
162  SF603  20250908   5660.0   5720.0  ...       71.13   5690.0      5688.0       SF
163  SF604  20250908   5658.0   5658.0  ...        2.83   5658.0      5684.0       SF
164  SF605  20250908   5636.0   5698.0  ...     1626.54   5658.0      5654.0       SF
165  SF606  20250908   5606.0   5652.0  ...       50.56   5618.0      5644.0       SF
166  SF607  20250908   5760.0   5760.0  ...       14.40   5758.0      5788.0       SF
167  SF608  20250908   5728.0   5732.0  ...       14.31   5726.0      5728.0       SF
168  SH509  20250908   2660.0   2670.0  ...       55.89   2661.0      2495.0       SH
169  SH510  20250908   2598.0   2598.0  ...   112700.15   2570.0      2595.0       SH
170  SH511  20250908   2615.0   2620.0  ...   621157.93   2585.0      2623.0       SH
171  SH512  20250908   2637.0   2637.0  ...   216682.61   2604.0      2633.0       SH
172  SH601  20250908   2606.0   2607.0  ...  3014036.03   2583.0      2606.0       SH
173  SH602  20250908   2621.0   2622.0  ...    32488.05   2600.0      2616.0       SH
174  SH603  20250908   2631.0   2631.0  ...     4323.42   2616.0      2633.0       SH
175  SH604  20250908   2661.0   2675.0  ...      997.00   2659.0      2680.0       SH
176  SH605  20250908   2702.0   2702.0  ...    25252.53   2673.0      2692.0       SH
177  SH606  20250908   2685.0   2693.0  ...      249.21   2680.0      2697.0       SH
178  SH607  20250908   2674.0   2680.0  ...      120.29   2673.0      2685.0       SH
179  SH608  20250908   2680.0   2691.0  ...      128.79   2683.0      2695.0       SH
180  SM509  20250908   5684.0   5740.0  ...      393.75   5708.0      5670.0       SM
181  SM510  20250908   5718.0   5776.0  ...    17432.86   5726.0      5736.0       SM
182  SM511  20250908   5772.0   5848.0  ...   173133.11   5798.0      5800.0       SM
183  SM512  20250908   5794.0   5854.0  ...   100070.45   5808.0      5816.0       SM
184  SM601  20250908   5806.0   5860.0  ...   402232.21   5806.0      5816.0       SM
185  SM602  20250908   5800.0   5866.0  ...    48173.15   5806.0      5808.0       SM
186  SM603  20250908   5800.0   5874.0  ...       75.80   5832.0      5886.0       SM
187  SM604  20250908   5816.0   5816.0  ...        2.91   5816.0      5856.0       SM
188  SM605  20250908   5856.0   5898.0  ...     6515.39   5854.0      5842.0       SM
189  SM606  20250908   5818.0   5898.0  ...       90.78   5858.0      5828.0       SM
190  SM607  20250908   5840.0   5914.0  ...       56.06   5902.0      5866.0       SM
191  SM608  20250908   5852.0   5868.0  ...        5.86   5860.0      5914.0       SM
192  SR509  20250908   5533.0   5546.0  ...      631.56   5540.0      5544.0       SR
193  SR511  20250908   5506.0   5535.0  ...   201186.44   5516.0      5532.0       SR
194  SR601  20250908   5518.0   5539.0  ...  1111355.41   5522.0      5522.0       SR
195  SR603  20250908   5508.0   5526.0  ...     2750.08   5511.0      5509.0       SR
196  SR605  20250908   5507.0   5519.0  ...    44997.83   5506.0      5506.0       SR
197  SR607  20250908   5508.0   5515.0  ...     3936.68   5506.0      5505.0       SR
198  TA509  20250908   4524.0   4578.0  ...     3476.01   4544.0      4528.0       TA
199  TA510  20250908   4612.0   4662.0  ...    66431.23   4624.0      4620.0       TA
200  TA511  20250908   4630.0   4676.0  ...   415493.13   4640.0      4632.0       TA
201  TA512  20250908   4644.0   4688.0  ...   236425.62   4656.0      4644.0       TA
202  TA601  20250908   4654.0   4696.0  ...  1712782.54   4662.0      4656.0       TA
203  TA602  20250908   4660.0   4704.0  ...    19136.23   4674.0      4666.0       TA
204  TA603  20250908   4650.0   4716.0  ...       72.86   4700.0      4680.0       TA
205  TA604  20250908   4692.0   4710.0  ...        9.40   4702.0      4700.0       TA
206  TA605  20250908   4690.0   4728.0  ...    46249.44   4700.0      4692.0       TA
207  TA606  20250908   4672.0   4718.0  ...       18.73   4684.0      4700.0       TA
208  TA607  20250908   4686.0   4750.0  ...       16.48   4708.0      4704.0       TA
209  TA608  20250908   4698.0   4758.0  ...       21.24   4722.0      4716.0       TA
210  UR509  20250908   1655.0   1656.0  ...      347.16   1653.0      1673.0       UR
211  UR510  20250908   1667.0   1674.0  ...     6373.64   1669.0      1681.0       UR
212  UR511  20250908   1704.0   1708.0  ...    41923.33   1702.0      1714.0       UR
213  UR512  20250908   1703.0   1710.0  ...    15609.47   1705.0      1717.0       UR
214  UR601  20250908   1705.0   1710.0  ...   502369.61   1703.0      1718.0       UR
215  UR602  20250908   1698.0   1707.0  ...      313.11   1702.0      1716.0       UR
216  UR603  20250908   1742.0   1752.0  ...       62.89   1747.0      1759.0       UR
217  UR604  20250908   1752.0   1752.0  ...       13.99   1749.0      1763.0       UR
218  UR605  20250908   1745.0   1751.0  ...    20424.22   1745.0      1757.0       UR
219  UR606  20250908   1745.0   1747.0  ...      160.08   1740.0      1755.0       UR
220  UR607  20250908   1768.0   1771.0  ...       24.77   1769.0      1776.0       UR
221  UR608  20250908   1765.0   1769.0  ...       24.71   1765.0      1775.0       UR
222  WH509  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250908      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250908      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-16 19:56:52,742 - future_1d - INFO - ak.get_czce_daily('2025-09-08') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250908  6906.200  ...  6925.600    6876.800       IC
1   IC2510  20250908  6866.400  ...  6870.600    6831.200       IC
2   IC2512  20250908  6750.000  ...  6761.600    6719.600       IC
3   IC2603  20250908  6591.000  ...  6615.600    6576.200       IC
4   IF2509  20250908  4464.000  ...  4457.000    4450.600       IF
5   IF2510  20250908  4449.600  ...  4449.400    4446.200       IF
6   IF2512  20250908  4438.000  ...  4429.600    4427.200       IF
7   IF2603  20250908  4426.000  ...  4411.000    4410.200       IF
8   IH2509  20250908  2941.000  ...  2938.600    2939.200       IH
9   IH2510  20250908  2939.800  ...  2938.400    2938.800       IH
10  IH2512  20250908  2938.200  ...  2938.800    2938.400       IH
11  IH2603  20250908  2944.400  ...  2941.800    2942.400       IH
12  IM2509  20250908  7221.000  ...  7248.000    7206.200       IM
13  IM2510  20250908  7171.200  ...  7189.200    7151.600       IM
14  IM2512  20250908  7049.000  ...  7053.200    7015.400       IM
15  IM2603  20250908  6865.000  ...  6873.200    6843.000       IM
16   T2509  20250908       NaN  ...   107.980     108.055        T
17   T2512  20250908   107.860  ...   107.845     107.920        T
18   T2603  20250908   107.600  ...   107.570     107.670        T
19  TF2509  20250908   105.670  ...   105.670     105.690       TF
20  TF2512  20250908   105.510  ...   105.580     105.580       TF
21  TF2603  20250908   105.500  ...   105.495     105.505       TF
22  TL2509  20250908   116.440  ...   116.400     116.740       TL
23  TL2512  20250908   116.060  ...   115.980     116.300       TL
24  TL2603  20250908   115.800  ...   115.640     115.950       TL
25  TS2509  20250908       NaN  ...   102.356     102.344       TS
26  TS2512  20250908   102.390  ...   102.400     102.388       TS
27  TS2603  20250908   102.322  ...   102.350     102.356       TS

[28 rows x 12 columns]
2025-09-16 19:56:53,037 - future_1d - INFO - ak.get_cffex_daily('2025-09-08') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250908  ...   79710      79980      CU
1        1      CU2510  20250908  ...   79730      79940      CU
2        2      CU2511  20250908  ...   79690      79930      CU
3        3      CU2512  20250908  ...   79660      79880      CU
4        4      CU2601  20250908  ...   79620      79900      CU
5        5      CU2602  20250908  ...   79620      79890      CU
6        6      CU2603  20250908  ...   79620      79850      CU
7        7      CU2604  20250908  ...   79640      79890      CU
8        8      CU2605  20250908  ...   79680      80000      CU
9        9      CU2606  20250908  ...   79640      79900      CU
10      10      CU2607  20250908  ...   79680      79880      CU
11      11      CU2608  20250908  ...   79710      79920      CU
12      12      BC2509  20250908  ...   70330      70330      BC
13      13      BC2510  20250908  ...   70780      70890      BC
14      14      BC2511  20250908  ...   70810      70950      BC
15      15      BC2512  20250908  ...   70790      70790      BC
16      16      BC2601  20250908  ...   70810      71280      BC
17      17      BC2602  20250908  ...   70900      70900      BC
18      18      BC2603  20250908  ...   70820      71360      BC
19      19      BC2604  20250908  ...   71200      71200      BC
20      20      BC2605  20250908  ...   71170      71170      BC
21      21      BC2606  20250908  ...   70700      70700      BC
22      22      BC2607  20250908  ...   70900      70900      BC
23      23      BC2608  20250908  ...   70800      70800      BC
24      24      AL2509  20250908  ...   20690      20675      AL
25      25      AL2510  20250908  ...   20710      20670      AL
26      26      AL2511  20250908  ...   20695      20655      AL
27      27      AL2512  20250908  ...   20670      20640      AL
28      28      AL2601  20250908  ...   20655      20625      AL
29      29      AL2602  20250908  ...   20650      20625      AL
30      30      AL2603  20250908  ...   20685      20665      AL
31      31      AL2604  20250908  ...   20700      20700      AL
32      32      AL2605  20250908  ...   20750      20725      AL
33      33      AL2606  20250908  ...   20735      20740      AL
34      34      AL2607  20250908  ...   20755      20750      AL
35      35      AL2608  20250908  ...   20755      20720      AL
36      36      ZN2509  20250908  ...   22185      22070      ZN
37      37      ZN2510  20250908  ...   22245      22115      ZN
38      38      ZN2511  20250908  ...   22235      22115      ZN
39      39      ZN2512  20250908  ...   22240      22120      ZN
40      40      ZN2601  20250908  ...   22250      22125      ZN
41      41      ZN2602  20250908  ...   22235      22165      ZN
42      42      ZN2603  20250908  ...   22275      22175      ZN
43      43      ZN2604  20250908  ...   22270      22165      ZN
44      44      ZN2605  20250908  ...   22285      22185      ZN
45      45      ZN2606  20250908  ...   22310      22220      ZN
46      46      ZN2607  20250908  ...   22340      22225      ZN
47      47      ZN2608  20250908  ...   22315      22205      ZN
48      48      PB2509  20250908  ...   16835      16815      PB
49      49      PB2510  20250908  ...   16890      16880      PB
50      50      PB2511  20250908  ...   16890      16885      PB
51      51      PB2512  20250908  ...   16905      16900      PB
52      52      PB2601  20250908  ...   16915      16910      PB
53      53      PB2602  20250908  ...   16925      16925      PB
54      54      PB2603  20250908  ...   16960      16960      PB
55      55      PB2604  20250908  ...   16995      16995      PB
56      56      PB2605  20250908  ...   16995      16995      PB
57      57      PB2606  20250908  ...   17015      17020      PB
58      58      PB2607  20250908  ...   17020      17065      PB
59      59      PB2608  20250908  ...   17060      17080      PB
60      60      NI2509  20250908  ...  121240     120700      NI
61      61      NI2510  20250908  ...  121510     121100      NI
62      62      NI2511  20250908  ...  121660     121240      NI
63      63      NI2512  20250908  ...  121870     121450      NI
64      64      NI2601  20250908  ...  122130     121700      NI
65      65      NI2602  20250908  ...  122430     121950      NI
66      66      NI2603  20250908  ...  122760     122210      NI
67      67      NI2604  20250908  ...  122950     122410      NI
68      68      NI2605  20250908  ...  122930     122470      NI
69      69      NI2606  20250908  ...  123420     122860      NI
70      70      NI2607  20250908  ...  123570     123070      NI
71      71      NI2608  20250908  ...  123860     123420      NI
72      72      SN2509  20250908  ...  270130     271760      SN
73      73      SN2510  20250908  ...  271110     272250      SN
74      74      SN2511  20250908  ...  271190     272440      SN
75      75      SN2512  20250908  ...  270980     272380      SN
76      76      SN2601  20250908  ...  270710     272240      SN
77      77      SN2602  20250908  ...  271430     271860      SN
78      78      SN2603  20250908  ...  271600     272070      SN
79      79      SN2604  20250908  ...  270450     273030      SN
80      80      SN2605  20250908  ...  271370     273110      SN
81      81      SN2606  20250908  ...  273640     272980      SN
82      82      SN2607  20250908  ...  272320     272930      SN
83      83      SN2608  20250908  ...  272080     272970      SN
84      84      AO2509  20250908  ...    2917       2948      AO
85      85      AO2510  20250908  ...    2945       2968      AO
86      86      AO2511  20250908  ...    2955       2975      AO
87      87      AO2512  20250908  ...    2959       2979      AO
88      88      AO2601  20250908  ...    2965       2985      AO
89      89      AO2602  20250908  ...    2968       2982      AO
90      90      AO2603  20250908  ...    3028       3025      AO
91      91      AO2604  20250908  ...    3036       3029      AO
92      92      AO2605  20250908  ...    3049       3051      AO
93      93      AO2606  20250908  ...    3065       3062      AO
94      94      AO2607  20250908  ...    3075       3075      AO
95      95      AO2608  20250908  ...    3088       3072      AO
96      96      AD2511  20250908  ...   20305      20260      AD
97      97      AD2512  20250908  ...   20325      20295      AD
98      98      AD2601  20250908  ...   20285      20285      AD
99      99      AD2602  20250908  ...   20280      20250      AD
100    100      AD2603  20250908  ...   20295      20310      AD
101    101      AD2604  20250908  ...   20240      20240      AD
102    102      AD2605  20250908  ...   20210      20185      AD
103    103      AD2606  20250908  ...   20155      20155      AD
104    104      AD2607  20250908  ...   20150      20135      AD
105    105      AD2608  20250908  ...   20170      20170      AD
106    106      AU2509  20250908  ...  819.72     814.12      AU
107    107      AU2510  20250908  ...  821.36     814.56      AU
108    108      AU2511  20250908  ...  822.48     816.12      AU
109    109      AU2512  20250908  ...  823.34     816.56      AU
110    110      AU2602  20250908  ...  825.52     818.66      AU
111    111      AU2604  20250908  ...  827.56     820.78      AU
112    112      AU2606  20250908  ...  829.82     823.36      AU
113    113      AU2608  20250908  ...  832.16     825.28      AU
114    114      AG2509  20250908  ...    9778       9760      AG
115    115      AG2510  20250908  ...    9809       9763      AG
116    116      AG2511  20250908  ...    9826       9774      AG
117    117      AG2512  20250908  ...    9831       9786      AG
118    118      AG2601  20250908  ...    9845       9794      AG
119    119      AG2602  20250908  ...    9853       9807      AG
120    120      AG2603  20250908  ...    9874       9822      AG
121    121      AG2604  20250908  ...    9880       9832      AG
122    122      AG2605  20250908  ...    9895       9843      AG
123    123      AG2606  20250908  ...    9916       9860      AG
124    124      AG2607  20250908  ...    9932       9876      AG
125    125      AG2608  20250908  ...    9935       9888      AG
126    126      RB2509  20250908  ...    2949       2967      RB
127    127      RB2510  20250908  ...    3035       3042      RB
128    128      RB2511  20250908  ...    3054       3064      RB
129    129      RB2512  20250908  ...    3097       3110      RB
130    130      RB2601  20250908  ...    3123       3126      RB
131    131      RB2602  20250908  ...    3126       3122      RB
132    132      RB2603  20250908  ...    3140       3139      RB
133    133      RB2604  20250908  ...    3158       3167      RB
134    134      RB2605  20250908  ...    3170       3172      RB
135    135      RB2606  20250908  ...    3188       3185      RB
136    136      RB2607  20250908  ...    3203       3206      RB
137    137      RB2608  20250908  ...    3219       3216      RB
138    138      WR2509  20250908  ...    3342       3342      WR
139    139      WR2510  20250908  ...    3283       3289      WR
140    140      WR2511  20250908  ...    3365       3311      WR
141    141      WR2512  20250908  ...    3349       3349      WR
142    142      WR2601  20250908  ...    3376       3336      WR
143    143      WR2602  20250908  ...    3337       3337      WR
144    144      WR2603  20250908  ...    3435       3435      WR
145    145      WR2604  20250908  ...    3400       3400      WR
146    146      WR2605  20250908  ...    3429       3429      WR
147    147      WR2606  20250908  ...    3375       3375      WR
148    148      WR2607  20250908  ...    3387       3387      WR
149    149      WR2608  20250908  ...    3414       3374      WR
150    150      HC2509  20250908  ...    3396       3377      HC
151    151      HC2510  20250908  ...    3365       3344      HC
152    152      HC2511  20250908  ...    3354       3331      HC
153    153      HC2512  20250908  ...    3344       3341      HC
154    154      HC2601  20250908  ...    3335       3320      HC
155    155      HC2602  20250908  ...    3337       3320      HC
156    156      HC2603  20250908  ...    3339       3325      HC
157    157      HC2604  20250908  ...    3341       3325      HC
158    158      HC2605  20250908  ...    3345       3331      HC
159    159      HC2606  20250908  ...    3353       3326      HC
160    160      HC2607  20250908  ...    3347       3328      HC
161    161      HC2608  20250908  ...    3350       3328      HC
162    162      SS2509  20250908  ...   12730      12730      SS
163    163      SS2510  20250908  ...   12830      12770      SS
164    164      SS2511  20250908  ...   12895      12845      SS
165    165      SS2512  20250908  ...   12935      12880      SS
166    166      SS2601  20250908  ...   12995      12940      SS
167    167      SS2602  20250908  ...   13035      12965      SS
168    168      SS2603  20250908  ...   13115      13030      SS
169    169      SS2604  20250908  ...   13185      13095      SS
170    170      SS2605  20250908  ...   13250      13190      SS
171    171      SS2606  20250908  ...   13285      13260      SS
172    172      SS2607  20250908  ...   13350      13320      SS
173    173      SS2608  20250908  ...   13395      13310      SS
174    174      SC2510  20250908  ...   476.2      482.3      SC
175    175      SC2511  20250908  ...   477.2      481.9      SC
176    176      SC2512  20250908  ...   476.7      481.1      SC
177    177      SC2601  20250908  ...   474.2      479.5      SC
178    178      SC2602  20250908  ...   472.6      477.5      SC
179    179      SC2603  20250908  ...   472.2      475.2      SC
180    180      SC2604  20250908  ...     470      473.7      SC
181    181      SC2605  20250908  ...   469.8      472.5      SC
182    182      SC2606  20250908  ...   469.2      471.5      SC
183    183      SC2607  20250908  ...   466.6      470.4      SC
184    184      SC2608  20250908  ...   463.1        469      SC
185    185      SC2609  20250908  ...   463.7      467.9      SC
186    186      SC2612  20250908  ...   459.9      467.1      SC
187    187      SC2703  20250908  ...   466.8      466.8      SC
188    188      SC2706  20250908  ...   457.5        465      SC
189    189      SC2709  20250908  ...   461.1      464.6      SC
190    190      SC2712  20250908  ...   464.6      464.6      SC
191    191      SC2803  20250908  ...   459.2      462.6      SC
192    192      SC2806  20250908  ...   457.3      460.6      SC
193    193      SC2809  20250908  ...     459        458      SC
194    194      LU2510  20250908  ...    3339       3366      LU
195    195      LU2511  20250908  ...    3362       3389      LU
196    196      LU2512  20250908  ...    3355       3386      LU
197    197      LU2601  20250908  ...    3345       3375      LU
198    198      LU2602  20250908  ...    3345       3358      LU
199    199      LU2603  20250908  ...    3325       3351      LU
200    200      LU2604  20250908  ...    3308       3350      LU
201    201      LU2605  20250908  ...    3328       3345      LU
202    202      LU2606  20250908  ...    3309       3337      LU
203    203      LU2607  20250908  ...    3308       3334      LU
204    204      LU2608  20250908  ...    3319       3337      LU
205    205      LU2609  20250908  ...    3317       3318      LU
206    206      FU2510  20250908  ...    2781       2786      FU
207    207      FU2511  20250908  ...    2772       2784      FU
208    208      FU2512  20250908  ...    2748       2763      FU
209    209      FU2601  20250908  ...    2735       2753      FU
210    210      FU2602  20250908  ...    2719       2744      FU
211    211      FU2603  20250908  ...    2704       2736      FU
212    212      FU2604  20250908  ...    2708       2726      FU
213    213      FU2605  20250908  ...    2691       2717      FU
214    214      FU2606  20250908  ...    2688       2714      FU
215    215      FU2607  20250908  ...    2682       2706      FU
216    216      FU2608  20250908  ...    2677       2706      FU
217    217      FU2609  20250908  ...    2657       2693      FU
218    218      BU2509  20250908  ...    3448       3483      BU
219    219      BU2510  20250908  ...    3443       3461      BU
220    220      BU2511  20250908  ...    3417       3430      BU
221    221      BU2512  20250908  ...    3371       3382      BU
222    222      BU2601  20250908  ...    3345       3355      BU
223    223      BU2602  20250908  ...    3348       3356      BU
224    224      BU2603  20250908  ...    3347       3352      BU
225    225      BU2604  20250908  ...    3332       3367      BU
226    226      BU2605  20250908  ...    3353       3361      BU
227    227      BU2606  20250908  ...    3343       3354      BU
228    228      BU2607  20250908  ...    3341       3347      BU
229    229      BU2608  20250908  ...    3316       3340      BU
230    230      BU2609  20250908  ...    3324       3332      BU
231    231      BU2612  20250908  ...    3286       3290      BU
232    232      BU2703  20250908  ...    3293       3287      BU
233    233      BU2706  20250908  ...    3294       3326      BU
234    234      BR2509  20250908  ...   12090      12050      BR
235    235      BR2510  20250908  ...   12025      11965      BR
236    236      BR2511  20250908  ...   12010      11940      BR
237    237      BR2512  20250908  ...   11970      11905      BR
238    238      BR2601  20250908  ...   11975      11900      BR
239    239      BR2602  20250908  ...   11990      11865      BR
240    240      BR2603  20250908  ...   12000      11875      BR
241    241      BR2604  20250908  ...   12055      12050      BR
242    242      BR2605  20250908  ...   12055      12035      BR
243    243      BR2606  20250908  ...   12015      11885      BR
244    244      BR2607  20250908  ...   12165      12285      BR
245    245      BR2608  20250908  ...   12205      12280      BR
246    246      RU2509  20250908  ...   15310      15165      RU
247    247      RU2510  20250908  ...   15325      15210      RU
248    248      RU2511  20250908  ...   15260      15145      RU
249    249      RU2601  20250908  ...   16245      16120      RU
250    250      RU2603  20250908  ...   16250      16130      RU
251    251      RU2604  20250908  ...   16255      16125      RU
252    252      RU2605  20250908  ...   16280      16195      RU
253    253      RU2606  20250908  ...   16310      16330      RU
254    254      RU2607  20250908  ...   16340      16250      RU
255    255      RU2608  20250908  ...   16380      16265      RU
256    256      NR2509  20250908  ...   12890      12790      NR
257    257      NR2510  20250908  ...   12975      12890      NR
258    258      NR2511  20250908  ...   13030      12955      NR
259    259      NR2512  20250908  ...   13065      12990      NR
260    260      NR2601  20250908  ...   13090      13025      NR
261    261      NR2602  20250908  ...   13100      13050      NR
262    262      NR2603  20250908  ...   13055      13010      NR
263    263      NR2604  20250908  ...   13045      13010      NR
264    264      NR2605  20250908  ...   13050      12990      NR
265    265      NR2606  20250908  ...   13085      13000      NR
266    266      NR2607  20250908  ...   13095      12880      NR
267    267      NR2608  20250908  ...   13100      12915      NR
268    268      SP2509  20250908  ...    4956       4988      SP
269    269      SP2510  20250908  ...    4988       5018      SP
270    270      SP2511  20250908  ...    5016       5038      SP
271    271      SP2512  20250908  ...    5028       5056      SP
272    272      SP2601  20250908  ...    5284       5314      SP
273    273      SP2602  20250908  ...    5260       5292      SP
274    274      SP2603  20250908  ...    5274       5308      SP
275    275      SP2604  20250908  ...    5274       5300      SP
276    276      SP2605  20250908  ...    5294       5324      SP
277    277      SP2606  20250908  ...    5300       5310      SP
278    278      SP2607  20250908  ...    5294       5328      SP
279    279      SP2608  20250908  ...    5304       5334      SP
280    280      EC2510  20250908  ...  1281.1     1318.7      EC
281    281      EC2512  20250908  ...  1666.1       1696      EC
282    282      EC2602  20250908  ...  1512.9     1531.5      EC
283    283      EC2604  20250908  ...    1246       1253      EC
284    284      EC2606  20250908  ...  1433.1     1445.6      EC
285    285      EC2608  20250908  ...  1603.9       1607      EC
286    289  SC_TAS2510  20250908  ...                     SC_TAS
287    290  SC_TAS2511  20250908  ...                     SC_TAS
288    291  SC_TAS2512  20250908  ...                     SC_TAS
289    292  SC_TAS2601  20250908  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-16 19:56:53,173 - future_1d - INFO - ak.get_shfe_daily('2025-09-08') done
2025-09-16 19:57:19,044 - future_1d - INFO - save future_daily 2025-09-08 completed
        symbol      date    open  ...  settle pre_settle variety
0       SC2510  20250909   490.5  ...   483.4      476.2      SC
1       SC2511  20250909   485.9  ...   481.3      477.2      SC
2       SC2512  20250909   481.9  ...   479.6      476.7      SC
3       SC2601  20250909   479.9  ...   477.3      474.2      SC
4       SC2602  20250909   477.5  ...     476      472.6      SC
5       SC2603  20250909   475.5  ...   474.9      472.2      SC
6       SC2604  20250909   473.8  ...   473.4        470      SC
7       SC2605  20250909   472.3  ...   472.7      469.8      SC
8       SC2606  20250909   469.7  ...   471.4      469.2      SC
9       SC2607  20250909   468.1  ...   467.9      466.6      SC
10      SC2608  20250909   468.7  ...   467.4      463.1      SC
11      SC2609  20250909     465  ...     466      463.7      SC
12      SC2612  20250909   464.8  ...   464.8      459.9      SC
13      SC2703  20250909     462  ...   462.1      466.8      SC
14      SC2706  20250909     459  ...   459.3      457.5      SC
15      SC2709  20250909   462.9  ...   460.6      461.1      SC
16      SC2712  20250909   466.1  ...   461.7      464.6      SC
17      SC2803  20250909   463.4  ...   460.8      459.2      SC
18      SC2806  20250909   460.2  ...   458.5      457.3      SC
19      SC2809  20250909   459.4  ...   458.1        459      SC
21      LU2510  20250909    3355  ...    3345       3339      LU
22      LU2511  20250909    3402  ...    3367       3362      LU
23      LU2512  20250909    3394  ...    3365       3355      LU
24      LU2601  20250909    3376  ...    3358       3345      LU
25      LU2602  20250909    3365  ...    3340       3345      LU
26      LU2603  20250909    3338  ...    3336       3325      LU
27      LU2604  20250909    3322  ...    3334       3308      LU
28      LU2605  20250909    3317  ...    3325       3328      LU
29      LU2606  20250909    3313  ...    3313       3309      LU
30      LU2607  20250909    3333  ...    3320       3308      LU
31      LU2608  20250909    3342  ...    3329       3319      LU
32      LU2609  20250909    3325  ...    3316       3317      LU
34      NR2509  20250909   12770  ...   12705      12890      NR
35      NR2510  20250909   12980  ...   12800      12975      NR
36      NR2511  20250909   13040  ...   12840      13030      NR
37      NR2512  20250909   13085  ...   12870      13065      NR
38      NR2601  20250909   13110  ...   12920      13090      NR
39      NR2602  20250909   13095  ...   12905      13100      NR
40      NR2603  20250909   13025  ...   12885      13055      NR
41      NR2604  20250909   13015  ...   12895      13045      NR
42      NR2605  20250909   13000  ...   12935      13050      NR
43      NR2606  20250909          ...   13000      13085      NR
44      NR2607  20250909          ...   13060      13095      NR
45      NR2608  20250909          ...   12865      13100      NR
47      BC2509  20250909   70590  ...   70500      70330      BC
48      BC2510  20250909   70890  ...   70810      70780      BC
49      BC2511  20250909   70720  ...   70780      70810      BC
50      BC2512  20250909          ...   70790      70790      BC
51      BC2601  20250909          ...   70880      70810      BC
52      BC2602  20250909          ...   70900      70900      BC
53      BC2603  20250909          ...   70880      70820      BC
54      BC2604  20250909          ...   71200      71200      BC
55      BC2605  20250909          ...   71170      71170      BC
56      BC2606  20250909          ...   70700      70700      BC
57      BC2607  20250909          ...   70900      70900      BC
58      BC2608  20250909          ...   70800      70800      BC
60      EC2510  20250909    1280  ...  1272.8     1281.1      EC
61      EC2512  20250909    1649  ...  1674.4     1666.1      EC
62      EC2602  20250909    1515  ...  1521.8     1512.9      EC
63      EC2604  20250909  1235.6  ...  1249.5       1246      EC
64      EC2606  20250909  1423.4  ...  1429.9     1433.1      EC
65      EC2608  20250909  1596.4  ...  1606.3     1603.9      EC
68  SC_TAS2510  20250909          ...                     SC_TAS
69  SC_TAS2511  20250909          ...                     SC_TAS
70  SC_TAS2512  20250909          ...                     SC_TAS
71  SC_TAS2601  20250909          ...                     SC_TAS

[66 rows x 12 columns]
2025-09-16 19:57:26,438 - future_1d - INFO - ak.get_ine_daily('2025-09-09') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250909      0.00  ...   4067.00     4067.00        A
1     a2511  20250909   3973.00  ...   3971.00     3973.00        A
2     a2601  20250909   3976.00  ...   3970.00     3973.00        A
3     a2603  20250909   3976.00  ...   3971.00     3974.00        A
4     a2605  20250909   4028.00  ...   4016.00     4019.00        A
5     a2607  20250909   4023.00  ...   4018.00     4023.00        A
6     b2509  20250909      0.00  ...   3681.00     3681.00        B
7     b2510  20250909   3713.00  ...   3720.00     3730.00        B
8     b2511  20250909   3764.00  ...   3755.00     3765.00        B
9     b2512  20250909   3788.00  ...   3786.00     3790.00        B
10    b2601  20250909   3784.00  ...   3785.00     3784.00        B
11    b2602  20250909   3768.00  ...   3766.00     3768.00        B
12    b2603  20250909   3720.00  ...   3712.00     3714.00        B
13    b2604  20250909   3604.00  ...   3597.00     3600.00        B
14    b2605  20250909   3525.00  ...   3521.00     3526.00        B
15    b2606  20250909   3498.00  ...   3497.00     3500.00        B
16    b2607  20250909   3504.00  ...   3499.00     3506.00        B
17    b2608  20250909   3597.00  ...   3597.00     3597.00        B
18   bb2509  20250909      0.00  ...    136.00      136.00       BB
19   bb2511  20250909    142.00  ...    142.15      141.20       BB
20   bb2601  20250909    146.50  ...    146.90      146.90       BB
21   bb2603  20250909    146.65  ...    147.15      146.35       BB
22   bb2605  20250909      0.00  ...    141.45      140.70       BB
23   bb2607  20250909      0.00  ...    146.25      145.50       BB
24   bz2603  20250909   6011.00  ...   5998.00     6013.00       BZ
25   bz2604  20250909   5984.00  ...   5979.00     5998.00       BZ
26   bz2605  20250909   6012.00  ...   6012.00     6012.00       BZ
27   bz2606  20250909   6001.00  ...   6002.00     5991.00       BZ
28   bz2607  20250909      0.00  ...   5980.00     5980.00       BZ
29   bz2608  20250909   6005.00  ...   6005.00     5951.00       BZ
30    c2509  20250909   2285.00  ...   2285.00     2285.00        C
31    c2511  20250909   2231.00  ...   2215.00     2226.00        C
32    c2601  20250909   2211.00  ...   2191.00     2203.00        C
33    c2603  20250909   2214.00  ...   2204.00     2212.00        C
34    c2605  20250909   2268.00  ...   2258.00     2266.00        C
35    c2607  20250909   2275.00  ...   2266.00     2274.00        C
36   cs2509  20250909      0.00  ...   2502.00     2502.00       CS
37   cs2511  20250909   2528.00  ...   2513.00     2523.00       CS
38   cs2601  20250909   2542.00  ...   2532.00     2540.00       CS
39   cs2603  20250909   2549.00  ...   2538.00     2547.00       CS
40   cs2605  20250909   2621.00  ...   2614.00     2617.00       CS
41   cs2607  20250909   2622.00  ...   2615.00     2620.00       CS
42   eb2509  20250909      0.00  ...   6962.00     6962.00       EB
43   eb2510  20250909   7090.00  ...   7047.00     7062.00       EB
44   eb2511  20250909   7100.00  ...   7058.00     7072.00       EB
45   eb2512  20250909   7100.00  ...   7065.00     7080.00       EB
46   eb2601  20250909   7130.00  ...   7093.00     7108.00       EB
47   eb2602  20250909   7149.00  ...   7123.00     7136.00       EB
48   eb2603  20250909   7180.00  ...   7156.00     7167.00       EB
49   eb2604  20250909      0.00  ...   7193.00     7193.00       EB
50   eb2605  20250909   7229.00  ...   7194.00     7207.00       EB
51   eb2606  20250909      0.00  ...   7204.00     7204.00       EB
52   eb2607  20250909      0.00  ...   7185.00     7185.00       EB
53   eb2608  20250909      0.00  ...   7246.00     7246.00       EB
54   eg2509  20250909   4373.00  ...   4361.00     4386.00       EG
55   eg2510  20250909   4375.00  ...   4351.00     4383.00       EG
56   eg2511  20250909   4361.00  ...   4328.00     4372.00       EG
57   eg2512  20250909   4344.00  ...   4325.00     4354.00       EG
58   eg2601  20250909   4342.00  ...   4319.00     4344.00       EG
59   eg2602  20250909   4347.00  ...   4325.00     4357.00       EG
60   eg2603  20250909   4329.00  ...   4323.00     4349.00       EG
61   eg2604  20250909   4348.00  ...   4348.00     4372.00       EG
62   eg2605  20250909   4363.00  ...   4348.00     4372.00       EG
63   eg2606  20250909   4357.00  ...   4355.00     4371.00       EG
64   eg2607  20250909   4358.00  ...   4358.00     4384.00       EG
65   eg2608  20250909      0.00  ...   4402.00     4402.00       EG
66   fb2509  20250909      0.00  ...   1342.50     1342.50       FB
67   fb2510  20250909   1274.50  ...   1273.00     1274.50       FB
68   fb2511  20250909   1262.00  ...   1258.00     1258.50       FB
69   fb2512  20250909   1257.00  ...   1254.50     1257.50       FB
70   fb2601  20250909   1246.50  ...   1245.00     1249.50       FB
71   fb2602  20250909   1238.00  ...   1238.00     1241.50       FB
72   fb2603  20250909   1244.00  ...   1246.00     1245.00       FB
73   fb2604  20250909      0.00  ...   1255.00     1255.00       FB
74   fb2605  20250909      0.00  ...   1321.00     1321.00       FB
75   fb2606  20250909      0.00  ...   1330.00     1330.00       FB
76   fb2607  20250909      0.00  ...   1302.50     1302.50       FB
77   fb2608  20250909   1300.00  ...   1296.00     1291.50       FB
78    i2509  20250909    839.00  ...    847.50      835.00        I
79    i2510  20250909    816.50  ...    823.50      810.50        I
80    i2511  20250909    810.00  ...    818.00      805.00        I
81    i2512  20250909    803.00  ...    811.50      798.50        I
82    i2601  20250909    792.00  ...    803.00      789.00        I
83    i2602  20250909    786.50  ...    798.00      783.00        I
84    i2603  20250909    782.00  ...    791.00      778.00        I
85    i2604  20250909    777.00  ...    788.00      773.50        I
86    i2605  20250909    768.50  ...    779.00      764.50        I
87    i2606  20250909    762.50  ...    772.00      759.50        I
88    i2607  20250909    758.50  ...    767.50      754.50        I
89    i2608  20250909    754.00  ...    762.50      750.50        I
90    j2509  20250909      0.00  ...   1512.50     1512.50        J
91    j2510  20250909   1510.00  ...   1514.00     1526.50        J
92    j2511  20250909   1543.50  ...   1546.50     1555.00        J
93    j2512  20250909   1583.00  ...   1584.50     1593.50        J
94    j2601  20250909   1620.00  ...   1615.50     1617.00        J
95    j2602  20250909   1642.00  ...   1645.50     1631.50        J
96    j2603  20250909   1660.00  ...   1660.00     1659.50        J
97    j2604  20250909   1722.00  ...   1720.50     1716.00        J
98    j2605  20250909   1747.50  ...   1744.00     1733.50        J
99    j2606  20250909   1765.50  ...   1761.00     1719.00        J
100   j2607  20250909   1768.50  ...   1768.50     1738.50        J
101   j2608  20250909   1762.50  ...   1770.00     1710.50        J
102  jd2509  20250909   3051.00  ...   3050.00     3072.00       JD
103  jd2510  20250909   2995.00  ...   3032.00     3004.00       JD
104  jd2511  20250909   3022.00  ...   3066.00     3027.00       JD
105  jd2512  20250909   3185.00  ...   3223.00     3199.00       JD
106  jd2601  20250909   3400.00  ...   3406.00     3384.00       JD
107  jd2602  20250909   3125.00  ...   3138.00     3125.00       JD
108  jd2603  20250909   3135.00  ...   3150.00     3138.00       JD
109  jd2604  20250909   3330.00  ...   3343.00     3326.00       JD
110  jd2605  20250909   3465.00  ...   3480.00     3461.00       JD
111  jd2606  20250909   3278.00  ...   3287.00     3280.00       JD
112  jd2607  20250909   3500.00  ...   3510.00     3503.00       JD
113  jd2608  20250909   3910.00  ...   3918.00     3911.00       JD
114  jm2509  20250909    950.00  ...    950.50      929.50       JM
115  jm2510  20250909    966.00  ...    963.00      969.50       JM
116  jm2511  20250909   1035.00  ...   1022.00     1028.00       JM
117  jm2512  20250909   1087.00  ...   1082.50     1086.50       JM
118  jm2601  20250909   1143.00  ...   1139.00     1142.50       JM
119  jm2602  20250909   1160.50  ...   1165.00     1165.50       JM
120  jm2603  20250909   1186.50  ...   1188.50     1188.50       JM
121  jm2604  20250909   1212.00  ...   1209.50     1208.00       JM
122  jm2605  20250909   1224.00  ...   1226.00     1223.50       JM
123  jm2606  20250909   1234.00  ...   1241.00     1240.50       JM
124  jm2607  20250909   1250.50  ...   1251.50     1251.00       JM
125  jm2608  20250909   1254.50  ...   1259.50     1260.50       JM
126   l2509  20250909   7217.00  ...   7140.00     7152.00        L
127   l2510  20250909   7247.00  ...   7203.00     7211.00        L
128   l2511  20250909   7227.00  ...   7212.00     7223.00        L
129   l2512  20250909   7252.00  ...   7221.00     7230.00        L
130   l2601  20250909   7248.00  ...   7228.00     7229.00        L
131   l2602  20250909   7239.00  ...   7219.00     7220.00        L
132   l2603  20250909   7216.00  ...   7217.00     7221.00        L
133   l2604  20250909   7275.00  ...   7246.00     7260.00        L
134   l2605  20250909   7259.00  ...   7239.00     7234.00        L
135   l2606  20250909   7228.00  ...   7228.00     7238.00        L
136   l2607  20250909   7267.00  ...   7251.00     7251.00        L
137   l2608  20250909   7285.00  ...   7269.00     7274.00        L
138  lg2509  20250909    780.00  ...    776.50      776.00       LG
139  lg2511  20250909    806.00  ...    805.50      807.00       LG
140  lg2601  20250909    825.00  ...    819.50      821.50       LG
141  lg2603  20250909    829.50  ...    826.00      827.50       LG
142  lg2605  20250909    833.50  ...    830.50      832.00       LG
143  lg2607  20250909    833.50  ...    833.00      833.00       LG
144  lh2509  20250909  13045.00  ...  13140.00    13100.00       LH
145  lh2511  20250909  13290.00  ...  13230.00    13305.00       LH
146  lh2601  20250909  13745.00  ...  13690.00    13800.00       LH
147  lh2603  20250909  13090.00  ...  12990.00    13090.00       LH
148  lh2605  20250909  13555.00  ...  13480.00    13585.00       LH
149  lh2607  20250909  14165.00  ...  14155.00    14190.00       LH
150   m2509  20250909      0.00  ...   3031.00     3031.00        M
151   m2511  20250909   3050.00  ...   3042.00     3051.00        M
152   m2512  20250909   3091.00  ...   3090.00     3091.00        M
153   m2601  20250909   3080.00  ...   3076.00     3079.00        M
154   m2603  20250909   3008.00  ...   2999.00     3007.00        M
155   m2605  20250909   2810.00  ...   2802.00     2811.00        M
156   m2607  20250909   2785.00  ...   2781.00     2792.00        M
157   m2608  20250909   2914.00  ...   2909.00     2918.00        M
158   p2509  20250909   9390.00  ...   9478.00     9320.00        P
159   p2510  20250909   9458.00  ...   9436.00     9422.00        P
160   p2511  20250909   9452.00  ...   9434.00     9414.00        P
161   p2512  20250909   9470.00  ...   9458.00     9434.00        P
162   p2601  20250909   9474.00  ...   9470.00     9438.00        P
163   p2602  20250909   9400.00  ...   9410.00     9400.00        P
164   p2603  20250909   9386.00  ...   9394.00     9386.00        P
165   p2604  20250909   9300.00  ...   9326.00     9284.00        P
166   p2605  20250909   9250.00  ...   9246.00     9218.00        P
167   p2606  20250909   9172.00  ...   9156.00     9122.00        P
168   p2607  20250909   9066.00  ...   9052.00     9038.00        P
169   p2608  20250909   8992.00  ...   8966.00     8956.00        P
170  pg2509  20250909   3730.00  ...   3706.00     3725.00       PG
171  pg2510  20250909   4440.00  ...   4413.00     4389.00       PG
172  pg2511  20250909   4377.00  ...   4356.00     4322.00       PG
173  pg2512  20250909   4330.00  ...   4294.00     4260.00       PG
174  pg2601  20250909   4256.00  ...   4235.00     4195.00       PG
175  pg2602  20250909   4171.00  ...   4166.00     4110.00       PG
176  pg2603  20250909   4073.00  ...   4079.00     4032.00       PG
177  pg2604  20250909   4412.00  ...   4409.00     4384.00       PG
178  pg2605  20250909   4334.00  ...   4323.00     4291.00       PG
179  pg2606  20250909   4250.00  ...   4261.00     4245.00       PG
180  pg2607  20250909   4194.00  ...   4207.00     4181.00       PG
181  pg2608  20250909   4157.00  ...   4163.00     4138.00       PG
182  pp2509  20250909   6688.00  ...   6835.00     6907.00       PP
183  pp2510  20250909   6900.00  ...   6868.00     6881.00       PP
184  pp2511  20250909   6913.00  ...   6896.00     6910.00       PP
185  pp2512  20250909   6955.00  ...   6925.00     6935.00       PP
186  pp2601  20250909   6970.00  ...   6945.00     6950.00       PP
187  pp2602  20250909   6941.00  ...   6922.00     6930.00       PP
188  pp2603  20250909   6910.00  ...   6922.00     6919.00       PP
189  pp2604  20250909   6964.00  ...   6950.00     6946.00       PP
190  pp2605  20250909   6989.00  ...   6962.00     6967.00       PP
191  pp2606  20250909   6944.00  ...   6931.00     6941.00       PP
192  pp2607  20250909   6891.00  ...   6897.00     6919.00       PP
193  pp2608  20250909   6905.00  ...   6906.00     6918.00       PP
194  rr2509  20250909   3620.00  ...   3620.00     3585.00       RR
195  rr2510  20250909   3609.00  ...   3609.00     3611.00       RR
196  rr2511  20250909   3612.00  ...   3613.00     3613.00       RR
197  rr2512  20250909   3611.00  ...   3609.00     3610.00       RR
198  rr2601  20250909   3620.00  ...   3620.00     3623.00       RR
199  rr2602  20250909   3604.00  ...   3604.00     3609.00       RR
200  rr2603  20250909      0.00  ...   3612.00     3612.00       RR
201  rr2604  20250909      0.00  ...   3617.00     3617.00       RR
202  rr2605  20250909      0.00  ...   3618.00     3618.00       RR
203  rr2606  20250909      0.00  ...   3604.00     3604.00       RR
204  rr2607  20250909      0.00  ...   3625.00     3625.00       RR
205  rr2608  20250909      0.00  ...   3625.00     3625.00       RR
206   v2509  20250909   4727.00  ...   4710.00     4721.00        V
207   v2510  20250909   4770.00  ...   4755.00     4770.00        V
208   v2511  20250909   4811.00  ...   4787.00     4801.00        V
209   v2512  20250909   4848.00  ...   4822.00     4839.00        V
210   v2601  20250909   4890.00  ...   4864.00     4878.00        V
211   v2602  20250909   4921.00  ...   4898.00     4919.00        V
212   v2603  20250909   4956.00  ...   4931.00     4950.00        V
213   v2604  20250909   5160.00  ...   5120.00     5154.00        V
214   v2605  20250909   5192.00  ...   5173.00     5186.00        V
215   v2606  20250909   5216.00  ...   5192.00     5208.00        V
216   v2607  20250909   5248.00  ...   5241.00     5252.00        V
217   v2608  20250909   5298.00  ...   5271.00     5285.00        V
218   y2509  20250909   7916.00  ...   8286.00     8420.00        Y
219   y2511  20250909   8442.00  ...   8448.00     8432.00        Y
220   y2512  20250909   8468.00  ...   8466.00     8454.00        Y
221   y2601  20250909   8424.00  ...   8418.00     8408.00        Y
222   y2603  20250909   8362.00  ...   8336.00     8326.00        Y
223   y2605  20250909   8132.00  ...   8122.00     8110.00        Y
224   y2607  20250909   8078.00  ...   8080.00     8062.00        Y
225   y2608  20250909   8094.00  ...   8086.00     8052.00        Y

[226 rows x 12 columns]
2025-09-16 19:57:27,003 - future_1d - INFO - ak.get_dce_daily('2025-09-09') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2509  20250909      0.0  ...  55960.0     55960.0       PS
1   PS2510  20250909  55040.0  ...  55420.0     55690.0       PS
2   PS2511  20250909  55555.0  ...  55320.0     55595.0       PS
3   PS2512  20250909  57990.0  ...  57655.0     57845.0       PS
4   PS2601  20250909  57870.0  ...  57525.0     57690.0       PS
5   PS2602  20250909  57890.0  ...  57635.0     57830.0       PS
6   PS2603  20250909  57805.0  ...  58150.0     57970.0       PS
7   PS2604  20250909  58030.0  ...  58280.0     57845.0       PS
8   PS2605  20250909  58285.0  ...  57690.0     57825.0       PS
9   PS2606  20250909  59885.0  ...  59785.0     59920.0       PS
10  PS2607  20250909  60000.0  ...  59985.0     60045.0       PS
11  PS2608  20250909  59910.0  ...  59585.0     59980.0       PS
13  SI2509  20250909   8555.0  ...   8555.0      8690.0       SI
14  SI2510  20250909   8495.0  ...   8505.0      8560.0       SI
15  SI2511  20250909   8555.0  ...   8530.0      8545.0       SI
16  SI2512  20250909   8880.0  ...   8895.0      8915.0       SI
17  SI2601  20250909   8925.0  ...   8890.0      8900.0       SI
18  SI2602  20250909   8935.0  ...   8900.0      8900.0       SI
19  SI2603  20250909   8980.0  ...   8895.0      8930.0       SI
20  SI2604  20250909   8980.0  ...   8910.0      8930.0       SI
21  SI2605  20250909   8950.0  ...   8920.0      8950.0       SI
22  SI2606  20250909   8980.0  ...   8855.0      8940.0       SI
23  SI2607  20250909   9000.0  ...   8925.0      8965.0       SI
24  SI2608  20250909   9000.0  ...   8965.0      8930.0       SI
27  LC2509  20250909  75000.0  ...  74260.0     74200.0       LC
28  LC2510  20250909  76600.0  ...  74500.0     74460.0       LC
29  LC2511  20250909  74740.0  ...  74340.0     74860.0       LC
30  LC2512  20250909  74600.0  ...  74120.0     74840.0       LC
31  LC2601  20250909  74500.0  ...  74380.0     74860.0       LC
32  LC2602  20250909  74520.0  ...  74040.0     74560.0       LC
33  LC2603  20250909  74480.0  ...  74200.0     74480.0       LC
34  LC2604  20250909  74600.0  ...  74720.0     74600.0       LC
35  LC2605  20250909  74820.0  ...  74740.0     74820.0       LC
36  LC2606  20250909  74540.0  ...  74720.0     74760.0       LC
37  LC2607  20250909  74600.0  ...  74520.0     74640.0       LC
38  LC2608  20250909  74360.0  ...  74580.0     74960.0       LC

[36 rows x 12 columns]
2025-09-16 19:57:27,904 - future_1d - INFO - ak.get_gfex_daily('2025-09-09') done
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250909   8340.0   8346.0  ...   398303.72   8175.0      8359.0       AP
1    AP511  20250909   8232.0   8267.0  ...    11144.13   8049.0      8240.0       AP
2    AP512  20250909   8285.0   8333.0  ...     3579.47   8080.0      8273.0       AP
3    AP601  20250909   8381.0   8428.0  ...  1609975.99   8136.0      8347.0       AP
4    AP603  20250909   8277.0   8300.0  ...     2110.89   8088.0      8242.0       AP
5    AP604  20250909   8286.0   8286.0  ...      980.05   8100.0      8236.0       AP
6    AP605  20250909   8321.0   8350.0  ...    10286.90   8177.0      8284.0       AP
7    CF509  20250909  13465.0  13465.0  ...     6919.57  13440.0     13490.0       CF
8    CF511  20250909  13700.0  13740.0  ...   236848.95  13675.0     13770.0       CF
9    CF601  20250909  13900.0  13945.0  ...  1654355.34  13880.0     13930.0       CF
10   CF603  20250909  13880.0  13910.0  ...     3437.41  13860.0     13890.0       CF
11   CF605  20250909  13850.0  13900.0  ...   131204.40  13835.0     13875.0       CF
12   CF607  20250909  13895.0  13910.0  ...      561.29  13860.0     13890.0       CF
13   CJ509  20250909  10000.0  10000.0  ...      129.31   9945.0     10015.0       CJ
14   CJ512  20250909  11050.0  11090.0  ...     4191.64  10985.0     10990.0       CJ
15   CJ601  20250909  11125.0  11165.0  ...   540637.40  11040.0     11065.0       CJ
16   CJ603  20250909  11165.0  11200.0  ...     5224.81  11080.0     11130.0       CJ
17   CJ605  20250909  11240.0  11295.0  ...    83151.06  11170.0     11200.0       CJ
18   CJ607  20250909  11385.0  11390.0  ...     2087.84  11315.0     11325.0       CJ
19   CY509  20250909      0.0      0.0  ...        0.00  20200.0     20200.0       CY
20   CY510  20250909      0.0      0.0  ...        0.00  19705.0     19705.0       CY
21   CY511  20250909  19945.0  19965.0  ...   122435.39  19920.0     19955.0       CY
22   CY512  20250909      0.0      0.0  ...        0.00  19635.0     19635.0       CY
23   CY601  20250909  19925.0  19935.0  ...     1173.78  19895.0     19945.0       CY
24   CY602  20250909      0.0      0.0  ...        0.00  19995.0     20015.0       CY
25   CY603  20250909      0.0      0.0  ...        0.00  20260.0     20340.0       CY
26   CY604  20250909      0.0      0.0  ...        0.00  20030.0     20030.0       CY
27   CY605  20250909      0.0      0.0  ...        0.00  20165.0     20205.0       CY
28   CY606  20250909      0.0      0.0  ...        0.00  20010.0     20010.0       CY
29   CY607  20250909      0.0      0.0  ...        0.00  20335.0     20335.0       CY
30   CY608  20250909      0.0      0.0  ...        0.00  20220.0     20220.0       CY
31   FG509  20250909   1014.0   1030.0  ...      203.50   1017.0       994.0       FG
32   FG510  20250909   1118.0   1130.0  ...    55015.70   1118.0      1103.0       FG
33   FG511  20250909   1109.0   1121.0  ...   187668.49   1110.0      1092.0       FG
34   FG512  20250909   1205.0   1217.0  ...    77145.75   1206.0      1195.0       FG
35   FG601  20250909   1204.0   1212.0  ...  4621726.47   1199.0      1188.0       FG
36   FG602  20250909   1252.0   1260.0  ...    27773.82   1248.0      1237.0       FG
37   FG603  20250909   1256.0   1263.0  ...     1550.57   1252.0      1240.0       FG
38   FG604  20250909   1300.0   1361.0  ...     2991.62   1311.0      1291.0       FG
39   FG605  20250909   1297.0   1308.0  ...    95590.43   1296.0      1287.0       FG
40   FG606  20250909   1320.0   1334.0  ...      865.75   1324.0      1317.0       FG
41   FG607  20250909   1315.0   1325.0  ...     1217.30   1317.0      1315.0       FG
42   FG608  20250909   1323.0   1350.0  ...     1281.40   1343.0      1337.0       FG
43   JR509  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250909      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250909      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA509  20250909   2249.0   2249.0  ...      553.78   2242.0      2245.0       MA
53   MA510  20250909   2326.0   2326.0  ...    20044.67   2305.0      2309.0       MA
54   MA511  20250909   2346.0   2346.0  ...   117189.59   2331.0      2335.0       MA
55   MA512  20250909   2392.0   2392.0  ...    71359.94   2373.0      2377.0       MA
56   MA601  20250909   2407.0   2411.0  ...  1086271.68   2397.0      2403.0       MA
57   MA602  20250909   2414.0   2425.0  ...    18299.25   2410.0      2414.0       MA
58   MA603  20250909   2415.0   2415.0  ...       74.71   2410.0      2417.0       MA
59   MA604  20250909      0.0      0.0  ...        0.00   2407.0      2407.0       MA
60   MA605  20250909   2410.0   2410.0  ...    90035.18   2394.0      2397.0       MA
61   MA606  20250909   2394.0   2395.0  ...        4.79   2395.0      2403.0       MA
62   MA607  20250909   2393.0   2393.0  ...       85.75   2382.0      2392.0       MA
63   MA608  20250909   2391.0   2391.0  ...        7.16   2388.0      2403.0       MA
64   OI509  20250909   9950.0   9984.0  ...     2990.35   9968.0      9915.0       OI
65   OI511  20250909  10026.0  10035.0  ...   495784.10   9999.0      9921.0       OI
66   OI601  20250909   9847.0   9871.0  ...  2580180.42   9845.0      9782.0       OI
67   OI603  20250909   9676.0   9710.0  ...     3310.56   9680.0      9632.0       OI
68   OI605  20250909   9541.0   9570.0  ...   216425.92   9530.0      9505.0       OI
69   OI607  20250909   9497.0   9516.0  ...     1090.17   9480.0      9440.0       OI
70   PF509  20250909      0.0      0.0  ...        0.00   6268.0      6264.0       PF
71   PF510  20250909   6400.0   6400.0  ...    59152.34   6360.0      6336.0       PF
72   PF511  20250909   6358.0   6366.0  ...   459479.05   6340.0      6324.0       PF
73   PF512  20250909   6370.0   6370.0  ...   140679.42   6322.0      6310.0       PF
74   PF601  20250909   6384.0   6388.0  ...    12038.09   6368.0      6366.0       PF
75   PF602  20250909   6394.0   6402.0  ...    44389.23   6374.0      6376.0       PF
76   PF603  20250909   6386.0   6386.0  ...       15.97   6386.0      6386.0       PF
77   PF604  20250909      0.0      0.0  ...        0.00   6442.0      6442.0       PF
78   PF605  20250909      0.0      0.0  ...        0.00   6454.0      6454.0       PF
79   PF606  20250909      0.0      0.0  ...        0.00   6470.0      6470.0       PF
80   PF607  20250909      0.0      0.0  ...        0.00   6492.0      6480.0       PF
81   PF608  20250909      0.0      0.0  ...        0.00   6508.0      6490.0       PF
82   PK510  20250909   7984.0   8000.0  ...    56800.39   7926.0      7986.0       PK
83   PK511  20250909   7860.0   7884.0  ...   444429.83   7830.0      7856.0       PK
84   PK512  20250909   7874.0   7898.0  ...   134430.25   7844.0      7864.0       PK
85   PK601  20250909   7888.0   7906.0  ...    54574.51   7860.0      7874.0       PK
86   PK603  20250909   7898.0   7898.0  ...      177.32   7882.0      7884.0       PK
87   PK604  20250909   7906.0   7918.0  ...      197.38   7896.0      7894.0       PK
88   PK605  20250909   7910.0   7914.0  ...     5695.36   7884.0      7900.0       PK
89   PL601  20250909   6430.0   6430.0  ...    33072.70   6395.0      6388.0       PL
90   PL602  20250909   6448.0   6456.0  ...      334.48   6432.0      6446.0       PL
91   PL603  20250909   6434.0   6434.0  ...       64.27   6427.0      6451.0       PL
92   PL604  20250909      0.0      0.0  ...        0.00   6465.0      6475.0       PL
93   PL605  20250909   6358.0   6361.0  ...       25.44   6360.0      6391.0       PL
94   PL606  20250909   6424.0   6424.0  ...       12.85   6424.0      6424.0       PL
95   PL607  20250909   6424.0   6424.0  ...       12.85   6424.0      6464.0       PL
96   PL608  20250909      0.0      0.0  ...        0.00   6500.0      6500.0       PL
97   PM509  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM511  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM601  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM603  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM605  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PM607  20250909      0.0      0.0  ...        0.00   3122.0      3122.0       PM
103  PR509  20250909      0.0      0.0  ...        0.00   5794.0      5794.0       PR
104  PR510  20250909   5868.0   5872.0  ...    10347.77   5836.0      5834.0       PR
105  PR511  20250909   5868.0   5872.0  ...   283115.06   5834.0      5844.0       PR
106  PR512  20250909   5876.0   5878.0  ...   132496.53   5842.0      5854.0       PR
107  PR601  20250909   5878.0   5878.0  ...    31881.14   5846.0      5854.0       PR
108  PR602  20250909      0.0      0.0  ...        0.00   5886.0      5876.0       PR
109  PR603  20250909      0.0      0.0  ...        0.00   5894.0      5890.0       PR
110  PR604  20250909      0.0      0.0  ...        0.00   5892.0      5882.0       PR
111  PR605  20250909   5916.0   5916.0  ...        8.87   5916.0      5906.0       PR
112  PR606  20250909      0.0      0.0  ...        0.00   5946.0      5946.0       PR
113  PR607  20250909      0.0      0.0  ...        0.00   5970.0      5970.0       PR
114  PR608  20250909      0.0      0.0  ...        0.00   5960.0      5960.0       PR
115  PX509  20250909      0.0      0.0  ...        0.00   6724.0      6730.0       PX
116  PX510  20250909   6756.0   6756.0  ...     8687.10   6708.0      6706.0       PX
117  PX511  20250909   6768.0   6768.0  ...   496469.85   6708.0      6714.0       PX
118  PX512  20250909   6748.0   6748.0  ...   143746.16   6690.0      6696.0       PX
119  PX601  20250909   6716.0   6716.0  ...    78664.32   6674.0      6668.0       PX
120  PX602  20250909   6696.0   6696.0  ...    13598.00   6660.0      6658.0       PX
121  PX603  20250909   6652.0   6652.0  ...        6.65   6646.0      6634.0       PX
122  PX604  20250909      0.0      0.0  ...        0.00   6696.0      6696.0       PX
123  PX605  20250909   6702.0   6702.0  ...      373.85   6676.0      6664.0       PX
124  PX606  20250909   6682.0   6682.0  ...        3.34   6682.0      6706.0       PX
125  PX607  20250909   6674.0   6674.0  ...        3.34   6674.0      6722.0       PX
126  PX608  20250909      0.0      0.0  ...        0.00   6706.0      6706.0       PX
127  RI509  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI511  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI601  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI603  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI605  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RI607  20250909      0.0      0.0  ...        0.00   2479.0      2479.0       RI
133  RM509  20250909   2580.0   2580.0  ...      334.54   2573.0      2575.0       RM
134  RM511  20250909   2550.0   2559.0  ...    15329.09   2548.0      2556.0       RM
135  RM601  20250909   2537.0   2557.0  ...   634313.36   2539.0      2543.0       RM
136  RM603  20250909   2427.0   2445.0  ...     7668.25   2432.0      2426.0       RM
137  RM605  20250909   2396.0   2412.0  ...   117107.73   2399.0      2395.0       RM
138  RM607  20250909   2379.0   2392.0  ...    23475.46   2380.0      2383.0       RM
139  RM608  20250909   2475.0   2489.0  ...      771.18   2480.0      2474.0       RM
140  RS509  20250909      0.0      0.0  ...        0.00   4854.0      4838.0       RS
141  RS511  20250909   5209.0   5212.0  ...       51.96   5196.0      5184.0       RS
142  RS607  20250909   5511.0   5602.0  ...      155.71   5561.0      5543.0       RS
143  RS608  20250909      0.0      0.0  ...        0.00   5627.0      5627.0       RS
144  SA509  20250909   1167.0   1173.0  ...     2515.61   1167.0      1165.0       SA
145  SA510  20250909   1213.0   1222.0  ...    33263.59   1212.0      1212.0       SA
146  SA511  20250909   1227.0   1231.0  ...   250002.89   1219.0      1220.0       SA
147  SA512  20250909   1283.0   1289.0  ...    87096.11   1275.0      1276.0       SA
148  SA601  20250909   1293.0   1299.0  ...  2839531.36   1287.0      1286.0       SA
149  SA602  20250909   1326.0   1330.0  ...    62674.38   1316.0      1318.0       SA
150  SA603  20250909   1337.0   1337.0  ...     2371.62   1323.0      1325.0       SA
151  SA604  20250909   1370.0   1374.0  ...     3728.46   1360.0      1368.0       SA
152  SA605  20250909   1372.0   1378.0  ...    96798.51   1367.0      1372.0       SA
153  SA606  20250909   1383.0   1387.0  ...      507.15   1378.0      1381.0       SA
154  SA607  20250909   1386.0   1389.0  ...      839.95   1377.0      1380.0       SA
155  SA608  20250909   1400.0   1406.0  ...      416.35   1397.0      1399.0       SA
156  SF509  20250909   5450.0   5480.0  ...      307.75   5448.0      5414.0       SF
157  SF510  20250909   5462.0   5498.0  ...    18900.46   5468.0      5414.0       SF
158  SF511  20250909   5624.0   5662.0  ...   400489.95   5630.0      5578.0       SF
159  SF512  20250909   5586.0   5614.0  ...    92623.74   5584.0      5534.0       SF
160  SF601  20250909   5588.0   5616.0  ...   125748.63   5586.0      5542.0       SF
161  SF602  20250909   5550.0   5582.0  ...    39671.48   5548.0      5508.0       SF
162  SF603  20250909   5754.0   5756.0  ...       14.36   5744.0      5690.0       SF
163  SF604  20250909   5736.0   5736.0  ...        5.72   5722.0      5658.0       SF
164  SF605  20250909   5688.0   5720.0  ...      899.25   5692.0      5658.0       SF
165  SF606  20250909   5656.0   5660.0  ...       28.28   5656.0      5618.0       SF
166  SF607  20250909   5808.0   5826.0  ...        8.72   5810.0      5758.0       SF
167  SF608  20250909   5736.0   5758.0  ...       20.10   5744.0      5726.0       SF
168  SH509  20250909      0.0      0.0  ...        0.00   2656.0      2661.0       SH
169  SH510  20250909   2570.0   2587.0  ...    79548.13   2567.0      2570.0       SH
170  SH511  20250909   2588.0   2596.0  ...   525886.10   2571.0      2585.0       SH
171  SH512  20250909   2598.0   2612.0  ...   237136.33   2590.0      2604.0       SH
172  SH601  20250909   2588.0   2593.0  ...  2024748.37   2578.0      2583.0       SH
173  SH602  20250909   2607.0   2609.0  ...    22017.75   2595.0      2600.0       SH
174  SH603  20250909   2616.0   2626.0  ...     1670.27   2614.0      2616.0       SH
175  SH604  20250909   2668.0   2668.0  ...      151.28   2654.0      2659.0       SH
176  SH605  20250909   2680.0   2681.0  ...    12439.80   2667.0      2673.0       SH
177  SH606  20250909   2670.0   2686.0  ...      152.26   2671.0      2680.0       SH
178  SH607  20250909   2668.0   2680.0  ...      208.20   2669.0      2673.0       SH
179  SH608  20250909      0.0      0.0  ...        0.00   2683.0      2683.0       SH
180  SM509  20250909   5720.0   5764.0  ...     1986.60   5742.0      5708.0       SM
181  SM510  20250909   5754.0   5780.0  ...    21824.63   5756.0      5726.0       SM
182  SM511  20250909   5840.0   5852.0  ...   235701.28   5826.0      5798.0       SM
183  SM512  20250909   5846.0   5856.0  ...    42865.71   5832.0      5808.0       SM
184  SM601  20250909   5840.0   5864.0  ...   347986.20   5838.0      5806.0       SM
185  SM602  20250909   5858.0   5870.0  ...   157117.32   5844.0      5806.0       SM
186  SM603  20250909   5858.0   5858.0  ...       26.34   5854.0      5832.0       SM
187  SM604  20250909   5864.0   5864.0  ...        5.86   5864.0      5816.0       SM
188  SM605  20250909   5880.0   5904.0  ...     4777.08   5880.0      5854.0       SM
189  SM606  20250909   5880.0   5880.0  ...        2.94   5880.0      5858.0       SM
190  SM607  20250909   5890.0   5898.0  ...       14.73   5894.0      5902.0       SM
191  SM608  20250909      0.0      0.0  ...        0.00   5886.0      5860.0       SM
192  SR509  20250909   5540.0   5540.0  ...      210.29   5534.0      5540.0       SR
193  SR511  20250909   5530.0   5558.0  ...   112762.65   5525.0      5516.0       SR
194  SR601  20250909   5535.0   5538.0  ...   849127.29   5521.0      5522.0       SR
195  SR603  20250909   5523.0   5526.0  ...     1460.58   5512.0      5511.0       SR
196  SR605  20250909   5516.0   5519.0  ...    38885.99   5503.0      5506.0       SR
197  SR607  20250909   5508.0   5515.0  ...     3701.67   5500.0      5506.0       SR
198  TA509  20250909   4570.0   4600.0  ...     6553.18   4580.0      4544.0       TA
199  TA510  20250909   4652.0   4658.0  ...    47427.45   4640.0      4624.0       TA
200  TA511  20250909   4664.0   4674.0  ...   279933.49   4648.0      4640.0       TA
201  TA512  20250909   4686.0   4686.0  ...   148433.18   4660.0      4656.0       TA
202  TA601  20250909   4698.0   4698.0  ...  1006864.04   4670.0      4662.0       TA
203  TA602  20250909   4688.0   4694.0  ...    10259.67   4676.0      4674.0       TA
204  TA603  20250909   4710.0   4710.0  ...       53.92   4690.0      4700.0       TA
205  TA604  20250909   4696.0   4696.0  ...       21.11   4692.0      4702.0       TA
206  TA605  20250909   4736.0   4736.0  ...    32238.31   4702.0      4700.0       TA
207  TA606  20250909   4708.0   4710.0  ...        4.71   4710.0      4684.0       TA
208  TA607  20250909   4720.0   4720.0  ...        2.36   4720.0      4708.0       TA
209  TA608  20250909   4730.0   4730.0  ...        2.37   4730.0      4722.0       TA
210  UR509  20250909   1633.0   1633.0  ...      897.09   1625.0      1653.0       UR
211  UR510  20250909   1661.0   1663.0  ...    15988.70   1650.0      1669.0       UR
212  UR511  20250909   1693.0   1699.0  ...    48433.83   1681.0      1702.0       UR
213  UR512  20250909   1697.0   1699.0  ...    17355.75   1684.0      1705.0       UR
214  UR601  20250909   1699.0   1701.0  ...   614104.61   1686.0      1703.0       UR
215  UR602  20250909   1695.0   1698.0  ...      809.77   1687.0      1702.0       UR
216  UR603  20250909   1742.0   1742.0  ...      706.17   1731.0      1747.0       UR
217  UR604  20250909   1737.0   1737.0  ...      245.90   1732.0      1749.0       UR
218  UR605  20250909   1740.0   1744.0  ...    37407.45   1734.0      1745.0       UR
219  UR606  20250909   1735.0   1735.0  ...      179.90   1730.0      1740.0       UR
220  UR607  20250909   1763.0   1768.0  ...       77.43   1760.0      1769.0       UR
221  UR608  20250909   1761.0   1761.0  ...      105.17   1753.0      1765.0       UR
222  WH509  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH511  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH601  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH603  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH605  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  WH607  20250909      0.0      0.0  ...        0.00   3198.0      3198.0       WH
228  ZC510  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC511  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC512  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC601  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC602  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC603  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC604  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC605  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC606  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC607  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC608  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC
239  ZC609  20250909      0.0      0.0  ...        0.00    801.4       801.4       ZC

[240 rows x 12 columns]
2025-09-16 19:57:28,217 - future_1d - INFO - ak.get_czce_daily('2025-09-09') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2509  20250909  6904.000  ...  6866.800    6925.600       IC
1   IC2510  20250909  6814.600  ...  6808.000    6870.600       IC
2   IC2512  20250909  6730.000  ...  6692.000    6761.600       IC
3   IC2603  20250909  6599.800  ...  6546.400    6615.600       IC
4   IF2509  20250909  4438.000  ...  4420.800    4457.000       IF
5   IF2510  20250909  4434.800  ...  4412.800    4449.400       IF
6   IF2512  20250909  4415.800  ...  4393.200    4429.600       IF
7   IF2603  20250909  4397.800  ...  4373.600    4411.000       IF
8   IH2509  20250909  2930.400  ...  2922.000    2938.600       IH
9   IH2510  20250909  2930.400  ...  2921.600    2938.400       IH
10  IH2512  20250909  2934.000  ...  2921.800    2938.800       IH
11  IH2603  20250909  2932.800  ...  2923.200    2941.800       IH
12  IM2509  20250909  7215.000  ...  7153.400    7248.000       IM
13  IM2510  20250909  7135.600  ...  7092.400    7189.200       IM
14  IM2512  20250909  7020.000  ...  6948.800    7053.200       IM
15  IM2603  20250909  6850.000  ...  6769.800    6873.200       IM
16   T2509  20250909       NaN  ...   107.920     107.980        T
17   T2512  20250909   107.835  ...   107.785     107.845        T
18   T2603  20250909   107.540  ...   107.525     107.570        T
19  TF2509  20250909   105.625  ...   105.655     105.670       TF
20  TF2512  20250909   105.580  ...   105.580     105.580       TF
21  TF2603  20250909   105.485  ...   105.495     105.495       TF
22  TL2509  20250909   116.490  ...   116.310     116.400       TL
23  TL2512  20250909   116.050  ...   115.760     115.980       TL
24  TL2603  20250909   115.700  ...   115.390     115.640       TL
25  TS2509  20250909       NaN  ...   102.346     102.356       TS
26  TS2512  20250909   102.386  ...   102.390     102.400       TS
27  TS2603  20250909   102.338  ...   102.324     102.350       TS

[28 rows x 12 columns]
2025-09-16 19:57:28,472 - future_1d - INFO - ak.get_cffex_daily('2025-09-09') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2509  20250909  ...   79760      79710      CU
1        1      CU2510  20250909  ...   79710      79730      CU
2        2      CU2511  20250909  ...   79670      79690      CU
3        3      CU2512  20250909  ...   79640      79660      CU
4        4      CU2601  20250909  ...   79600      79620      CU
5        5      CU2602  20250909  ...   79620      79620      CU
6        6      CU2603  20250909  ...   79630      79620      CU
7        7      CU2604  20250909  ...   79700      79640      CU
8        8      CU2605  20250909  ...   79690      79680      CU
9        9      CU2606  20250909  ...   79690      79640      CU
10      10      CU2607  20250909  ...   79700      79680      CU
11      11      CU2608  20250909  ...   79740      79710      CU
12      12      BC2509  20250909  ...   70500      70330      BC
13      13      BC2510  20250909  ...   70810      70780      BC
14      14      BC2511  20250909  ...   70780      70810      BC
15      15      BC2512  20250909  ...   70790      70790      BC
16      16      BC2601  20250909  ...   70880      70810      BC
17      17      BC2602  20250909  ...   70900      70900      BC
18      18      BC2603  20250909  ...   70880      70820      BC
19      19      BC2604  20250909  ...   71200      71200      BC
20      20      BC2605  20250909  ...   71170      71170      BC
21      21      BC2606  20250909  ...   70700      70700      BC
22      22      BC2607  20250909  ...   70900      70900      BC
23      23      BC2608  20250909  ...   70800      70800      BC
24      24      AL2509  20250909  ...   20745      20690      AL
25      25      AL2510  20250909  ...   20750      20710      AL
26      26      AL2511  20250909  ...   20730      20695      AL
27      27      AL2512  20250909  ...   20715      20670      AL
28      28      AL2601  20250909  ...   20695      20655      AL
29      29      AL2602  20250909  ...   20695      20650      AL
30      30      AL2603  20250909  ...   20720      20685      AL
31      31      AL2604  20250909  ...   20740      20700      AL
32      32      AL2605  20250909  ...   20755      20750      AL
33      33      AL2606  20250909  ...   20765      20735      AL
34      34      AL2607  20250909  ...   20775      20755      AL
35      35      AL2608  20250909  ...   20775      20755      AL
36      36      ZN2509  20250909  ...   22155      22185      ZN
37      37      ZN2510  20250909  ...   22200      22245      ZN
38      38      ZN2511  20250909  ...   22205      22235      ZN
39      39      ZN2512  20250909  ...   22210      22240      ZN
40      40      ZN2601  20250909  ...   22215      22250      ZN
41      41      ZN2602  20250909  ...   22215      22235      ZN
42      42      ZN2603  20250909  ...   22230      22275      ZN
43      43      ZN2604  20250909  ...   22245      22270      ZN
44      44      ZN2605  20250909  ...   22270      22285      ZN
45      45      ZN2606  20250909  ...   22280      22310      ZN
46      46      ZN2607  20250909  ...   22250      22340      ZN
47      47      ZN2608  20250909  ...   22310      22315      ZN
48      48      PB2509  20250909  ...   16850      16835      PB
49      49      PB2510  20250909  ...   16915      16890      PB
50      50      PB2511  20250909  ...   16915      16890      PB
51      51      PB2512  20250909  ...   16920      16905      PB
52      52      PB2601  20250909  ...   16925      16915      PB
53      53      PB2602  20250909  ...   16945      16925      PB
54      54      PB2603  20250909  ...   16970      16960      PB
55      55      PB2604  20250909  ...   16990      16995      PB
56      56      PB2605  20250909  ...   17000      16995      PB
57      57      PB2606  20250909  ...   17030      17015      PB
58      58      PB2607  20250909  ...   17020      17020      PB
59      59      PB2608  20250909  ...   17060      17060      PB
60      60      NI2509  20250909  ...  120640     121240      NI
61      61      NI2510  20250909  ...  120940     121510      NI
62      62      NI2511  20250909  ...  121110     121660      NI
63      63      NI2512  20250909  ...  121320     121870      NI
64      64      NI2601  20250909  ...  121610     122130      NI
65      65      NI2602  20250909  ...  121760     122430      NI
66      66      NI2603  20250909  ...  122100     122760      NI
67      67      NI2604  20250909  ...  122290     122950      NI
68      68      NI2605  20250909  ...  122440     122930      NI
69      69      NI2606  20250909  ...  122750     123420      NI
70      70      NI2607  20250909  ...  122990     123570      NI
71      71      NI2608  20250909  ...  123060     123860      NI
72      72      SN2509  20250909  ...  269640     270130      SN
73      73      SN2510  20250909  ...  269790     271110      SN
74      74      SN2511  20250909  ...  270010     271190      SN
75      75      SN2512  20250909  ...  270020     270980      SN
76      76      SN2601  20250909  ...  269950     270710      SN
77      77      SN2602  20250909  ...  269870     271430      SN
78      78      SN2603  20250909  ...  270180     271600      SN
79      79      SN2604  20250909  ...  270260     270450      SN
80      80      SN2605  20250909  ...  270760     271370      SN
81      81      SN2606  20250909  ...  270710     273640      SN
82      82      SN2607  20250909  ...  270170     272320      SN
83      83      SN2608  20250909  ...  271420     272080      SN
84      84      AO2509  20250909  ...    2908       2917      AO
85      85      AO2510  20250909  ...    2919       2945      AO
86      86      AO2511  20250909  ...    2927       2955      AO
87      87      AO2512  20250909  ...    2935       2959      AO
88      88      AO2601  20250909  ...    2944       2965      AO
89      89      AO2602  20250909  ...    2948       2968      AO
90      90      AO2603  20250909  ...    3011       3028      AO
91      91      AO2604  20250909  ...    3021       3036      AO
92      92      AO2605  20250909  ...    3031       3049      AO
93      93      AO2606  20250909  ...    3037       3065      AO
94      94      AO2607  20250909  ...    3055       3075      AO
95      95      AO2608  20250909  ...    3070       3088      AO
96      96      AD2511  20250909  ...   20320      20305      AD
97      97      AD2512  20250909  ...   20335      20325      AD
98      98      AD2601  20250909  ...   20325      20285      AD
99      99      AD2602  20250909  ...   20280      20280      AD
100    100      AD2603  20250909  ...   20295      20295      AD
101    101      AD2604  20250909  ...   20240      20240      AD
102    102      AD2605  20250909  ...   20210      20210      AD
103    103      AD2606  20250909  ...   20155      20155      AD
104    104      AD2607  20250909  ...   20150      20150      AD
105    105      AD2608  20250909  ...   20170      20170      AD
106    106      AU2509  20250909  ...  831.12     819.72      AU
107    107      AU2510  20250909  ...  831.68     821.36      AU
108    108      AU2511  20250909  ...  832.74     822.48      AU
109    109      AU2512  20250909  ...   834.4     823.34      AU
110    110      AU2602  20250909  ...  836.64     825.52      AU
111    111      AU2604  20250909  ...  838.66     827.56      AU
112    112      AU2606  20250909  ...  841.12     829.82      AU
113    113      AU2608  20250909  ...  842.94     832.16      AU
114    114      AG2509  20250909  ...    9844       9778      AG
115    115      AG2510  20250909  ...    9867       9809      AG
116    116      AG2511  20250909  ...    9877       9826      AG
117    117      AG2512  20250909  ...    9889       9831      AG
118    118      AG2601  20250909  ...    9899       9845      AG
119    119      AG2602  20250909  ...    9908       9853      AG
120    120      AG2603  20250909  ...    9925       9874      AG
121    121      AG2604  20250909  ...    9934       9880      AG
122    122      AG2605  20250909  ...    9949       9895      AG
123    123      AG2606  20250909  ...    9962       9916      AG
124    124      AG2607  20250909  ...    9980       9932      AG
125    125      AG2608  20250909  ...    9993       9935      AG
126    126      RB2509  20250909  ...    2951       2949      RB
127    127      RB2510  20250909  ...    3043       3035      RB
128    128      RB2511  20250909  ...    3061       3054      RB
129    129      RB2512  20250909  ...    3107       3097      RB
130    130      RB2601  20250909  ...    3132       3123      RB
131    131      RB2602  20250909  ...    3125       3126      RB
132    132      RB2603  20250909  ...    3143       3140      RB
133    133      RB2604  20250909  ...    3164       3158      RB
134    134      RB2605  20250909  ...    3177       3170      RB
135    135      RB2606  20250909  ...    3190       3188      RB
136    136      RB2607  20250909  ...    3214       3203      RB
137    137      RB2608  20250909  ...    3218       3219      RB
138    138      WR2509  20250909  ...    3342       3342      WR
139    139      WR2510  20250909  ...    3287       3283      WR
140    140      WR2511  20250909  ...    3320       3365      WR
141    141      WR2512  20250909  ...    3349       3349      WR
142    142      WR2601  20250909  ...    3352       3376      WR
143    143      WR2602  20250909  ...    3337       3337      WR
144    144      WR2603  20250909  ...    3338       3435      WR
145    145      WR2604  20250909  ...    3400       3400      WR
146    146      WR2605  20250909  ...    3414       3429      WR
147    147      WR2606  20250909  ...    3375       3375      WR
148    148      WR2607  20250909  ...    3432       3387      WR
149    149      WR2608  20250909  ...    3414       3414      WR
150    150      HC2509  20250909  ...    3396       3396      HC
151    151      HC2510  20250909  ...    3384       3365      HC
152    152      HC2511  20250909  ...    3373       3354      HC
153    153      HC2512  20250909  ...    3366       3344      HC
154    154      HC2601  20250909  ...    3355       3335      HC
155    155      HC2602  20250909  ...    3353       3337      HC
156    156      HC2603  20250909  ...    3357       3339      HC
157    157      HC2604  20250909  ...    3359       3341      HC
158    158      HC2605  20250909  ...    3361       3345      HC
159    159      HC2606  20250909  ...    3366       3353      HC
160    160      HC2607  20250909  ...    3368       3347      HC
161    161      HC2608  20250909  ...    3371       3350      HC
162    162      SS2509  20250909  ...   12800      12730      SS
163    163      SS2510  20250909  ...   12850      12830      SS
164    164      SS2511  20250909  ...   12930      12895      SS
165    165      SS2512  20250909  ...   12975      12935      SS
166    166      SS2601  20250909  ...   13025      12995      SS
167    167      SS2602  20250909  ...   13065      13035      SS
168    168      SS2603  20250909  ...   13175      13115      SS
169    169      SS2604  20250909  ...   13190      13185      SS
170    170      SS2605  20250909  ...   13295      13250      SS
171    171      SS2606  20250909  ...   13330      13285      SS
172    172      SS2607  20250909  ...   13405      13350      SS
173    173      SS2608  20250909  ...   13445      13395      SS
174    174      SC2510  20250909  ...   483.4      476.2      SC
175    175      SC2511  20250909  ...   481.3      477.2      SC
176    176      SC2512  20250909  ...   479.6      476.7      SC
177    177      SC2601  20250909  ...   477.3      474.2      SC
178    178      SC2602  20250909  ...     476      472.6      SC
179    179      SC2603  20250909  ...   474.9      472.2      SC
180    180      SC2604  20250909  ...   473.4        470      SC
181    181      SC2605  20250909  ...   472.7      469.8      SC
182    182      SC2606  20250909  ...   471.4      469.2      SC
183    183      SC2607  20250909  ...   467.9      466.6      SC
184    184      SC2608  20250909  ...   467.4      463.1      SC
185    185      SC2609  20250909  ...     466      463.7      SC
186    186      SC2612  20250909  ...   464.8      459.9      SC
187    187      SC2703  20250909  ...   462.1      466.8      SC
188    188      SC2706  20250909  ...   459.3      457.5      SC
189    189      SC2709  20250909  ...   460.6      461.1      SC
190    190      SC2712  20250909  ...   461.7      464.6      SC
191    191      SC2803  20250909  ...   460.8      459.2      SC
192    192      SC2806  20250909  ...   458.5      457.3      SC
193    193      SC2809  20250909  ...   458.1        459      SC
194    194      LU2510  20250909  ...    3345       3339      LU
195    195      LU2511  20250909  ...    3367       3362      LU
196    196      LU2512  20250909  ...    3365       3355      LU
197    197      LU2601  20250909  ...    3358       3345      LU
198    198      LU2602  20250909  ...    3340       3345      LU
199    199      LU2603  20250909  ...    3336       3325      LU
200    200      LU2604  20250909  ...    3334       3308      LU
201    201      LU2605  20250909  ...    3325       3328      LU
202    202      LU2606  20250909  ...    3313       3309      LU
203    203      LU2607  20250909  ...    3320       3308      LU
204    204      LU2608  20250909  ...    3329       3319      LU
205    205      LU2609  20250909  ...    3316       3317      LU
206    206      FU2510  20250909  ...    2787       2781      FU
207    207      FU2511  20250909  ...    2787       2772      FU
208    208      FU2512  20250909  ...    2768       2748      FU
209    209      FU2601  20250909  ...    2756       2735      FU
210    210      FU2602  20250909  ...    2740       2719      FU
211    211      FU2603  20250909  ...    2727       2704      FU
212    212      FU2604  20250909  ...    2725       2708      FU
213    213      FU2605  20250909  ...    2716       2691      FU
214    214      FU2606  20250909  ...    2711       2688      FU
215    215      FU2607  20250909  ...    2700       2682      FU
216    216      FU2608  20250909  ...    2693       2677      FU
217    217      FU2609  20250909  ...    2674       2657      FU
218    218      BU2509  20250909  ...    3448       3448      BU
219    219      BU2510  20250909  ...    3444       3443      BU
220    220      BU2511  20250909  ...    3420       3417      BU
221    221      BU2512  20250909  ...    3374       3371      BU
222    222      BU2601  20250909  ...    3348       3345      BU
223    223      BU2602  20250909  ...    3348       3348      BU
224    224      BU2603  20250909  ...    3352       3347      BU
225    225      BU2604  20250909  ...    3348       3332      BU
226    226      BU2605  20250909  ...    3351       3353      BU
227    227      BU2606  20250909  ...    3344       3343      BU
228    228      BU2607  20250909  ...    3341       3341      BU
229    229      BU2608  20250909  ...    3340       3316      BU
230    230      BU2609  20250909  ...    3329       3324      BU
231    231      BU2612  20250909  ...    3293       3286      BU
232    232      BU2703  20250909  ...    3293       3293      BU
233    233      BU2706  20250909  ...    3302       3294      BU
234    234      BR2509  20250909  ...   11930      12090      BR
235    235      BR2510  20250909  ...   11820      12025      BR
236    236      BR2511  20250909  ...   11795      12010      BR
237    237      BR2512  20250909  ...   11785      11970      BR
238    238      BR2601  20250909  ...   11775      11975      BR
239    239      BR2602  20250909  ...   11895      11990      BR
240    240      BR2603  20250909  ...   11725      12000      BR
241    241      BR2604  20250909  ...   11670      12055      BR
242    242      BR2605  20250909  ...   11880      12055      BR
243    243      BR2606  20250909  ...   11815      12015      BR
244    244      BR2607  20250909  ...   12000      12165      BR
245    245      BR2608  20250909  ...   11915      12205      BR
246    246      RU2509  20250909  ...   15180      15310      RU
247    247      RU2510  20250909  ...   15170      15325      RU
248    248      RU2511  20250909  ...   15100      15260      RU
249    249      RU2601  20250909  ...   16090      16245      RU
250    250      RU2603  20250909  ...   16045      16250      RU
251    251      RU2604  20250909  ...   16065      16255      RU
252    252      RU2605  20250909  ...   16125      16280      RU
253    253      RU2606  20250909  ...   16115      16310      RU
254    254      RU2607  20250909  ...   16180      16340      RU
255    255      RU2608  20250909  ...   16205      16380      RU
256    256      NR2509  20250909  ...   12705      12890      NR
257    257      NR2510  20250909  ...   12800      12975      NR
258    258      NR2511  20250909  ...   12840      13030      NR
259    259      NR2512  20250909  ...   12870      13065      NR
260    260      NR2601  20250909  ...   12920      13090      NR
261    261      NR2602  20250909  ...   12905      13100      NR
262    262      NR2603  20250909  ...   12885      13055      NR
263    263      NR2604  20250909  ...   12895      13045      NR
264    264      NR2605  20250909  ...   12935      13050      NR
265    265      NR2606  20250909  ...   13000      13085      NR
266    266      NR2607  20250909  ...   13060      13095      NR
267    267      NR2608  20250909  ...   12865      13100      NR
268    268      SP2509  20250909  ...    4954       4956      SP
269    269      SP2510  20250909  ...    4960       4988      SP
270    270      SP2511  20250909  ...    4994       5016      SP
271    271      SP2512  20250909  ...    5008       5028      SP
272    272      SP2601  20250909  ...    5270       5284      SP
273    273      SP2602  20250909  ...    5254       5260      SP
274    274      SP2603  20250909  ...    5266       5274      SP
275    275      SP2604  20250909  ...    5284       5274      SP
276    276      SP2605  20250909  ...    5282       5294      SP
277    277      SP2606  20250909  ...    5290       5300      SP
278    278      SP2607  20250909  ...    5292       5294      SP
279    279      SP2608  20250909  ...    5296       5304      SP
280    280      EC2510  20250909  ...  1272.8     1281.1      EC
281    281      EC2512  20250909  ...  1674.4     1666.1      EC
282    282      EC2602  20250909  ...  1521.8     1512.9      EC
283    283      EC2604  20250909  ...  1249.5       1246      EC
284    284      EC2606  20250909  ...  1429.9     1433.1      EC
285    285      EC2608  20250909  ...  1606.3     1603.9      EC
286    286  SC_TAS2510  20250909  ...                     SC_TAS
287    287  SC_TAS2511  20250909  ...                     SC_TAS
288    288  SC_TAS2512  20250909  ...                     SC_TAS
289    289  SC_TAS2601  20250909  ...                     SC_TAS

[290 rows x 13 columns]
2025-09-16 19:57:28,577 - future_1d - INFO - ak.get_shfe_daily('2025-09-09') done
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
    first_packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
    packet_header = self._read_bytes(4)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 10, in 
    client.save_future_daily(check=True, check_last=7)
  File "/root/project/future_1d/future1d_request.py", line 1021, in save_future_daily
    new_date = self.get_caldate()[-check_last:]
  File "/root/project/future_1d/future1d_request.py", line 319, in get_caldate
    cal_date = pd.read_sql(cal_sql, engine).sort_values(by=sort_columns)['date'].values
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 736, in read_sql
    return pandas_sql.read_query(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1848, in read_query
    result = self.execute(sql, params)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1671, in execute
    return self.con.exec_driver_sql(sql, *args)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1779, in exec_driver_sql
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1157, in read
    first_packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 696, in _read_packet
    packet_header = self._read_bytes(4)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: SELECT DISTINCT calendar.date AS date 
FROM calendar 
WHERE calendar.is_open = 1]
(Background on this error at: https://sqlalche.me/e/20/e3q8)
=========================================================================
2025-09-16 20:41:25 Tue	START TASK.01	future_1d  future_daily
=========================================================================
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 10, in 
    client.save_future_daily(check=True, check_last=7)
  File "/root/project/future_1d/future1d_request.py", line 1065, in save_future_daily
    df_db = pd.read_sql(f"select * from {tablebase.__tablename__} where date = '{td.strftime('%Y%m%d')}'", self.engine)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 736, in read_sql
    return pandas_sql.read_query(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1848, in read_query
    result = self.execute(sql, params)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1671, in execute
    return self.con.exec_driver_sql(sql, *args)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1779, in exec_driver_sql
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: select * from future_daily where date = '20250916']
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 10, in 
    client.save_future_daily(check=True, check_last=7)
  File "/root/project/future_1d/future1d_request.py", line 1065, in save_future_daily
    df_db = pd.read_sql(f"select * from {tablebase.__tablename__} where date = '{td.strftime('%Y%m%d')}'", self.engine)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 736, in read_sql
    return pandas_sql.read_query(
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1848, in read_query
    result = self.execute(sql, params)
  File "/usr/local/lib/python3.10/site-packages/pandas/io/sql.py", line 1671, in execute
    return self.con.exec_driver_sql(sql, *args)
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1779, in exec_driver_sql
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: select * from future_daily where date = '20250909']
(Background on this error at: https://sqlalche.me/e/20/e3q8)
Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 736, in _read_bytes
    data = self._rfile.read(num_bytes)
  File "/usr/local/lib/python3.10/socket.py", line 705, in readinto
    return self._sock.recv_into(b)
ConnectionResetError: [Errno 104] Connection reset by peer

During handling of the above exception, another exception occurred:

Traceback (most recent call last):
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
pymysql.err.OperationalError: (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/root/project/future_1d/future_daily.py", line 8, in 
    client = Future1dClient()
  File "/root/project/future_1d/future1d_request.py", line 285, in __init__
    self.calendar_dict = self.get_calendar_dict()
  File "/root/project/future_1d/future1d_request.py", line 662, in get_calendar_dict
    result = conn.execute(calendar_query).fetchall()
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1419, in execute
    return meth(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/sql/elements.py", line 526, in _execute_on_connection
    return connection._execute_clauseelement(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1641, in _execute_clauseelement
    ret = self._execute_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1846, in _execute_context
    return self._exec_single_context(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1986, in _exec_single_context
    self._handle_dbapi_exception(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 2355, in _handle_dbapi_exception
    raise sqlalchemy_exception.with_traceback(exc_info[2]) from e
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/base.py", line 1967, in _exec_single_context
    self.dialect.do_execute(
  File "/usr/local/lib/python3.10/site-packages/sqlalchemy/engine/default.py", line 951, in do_execute
    cursor.execute(statement, parameters)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 158, in execute
    result = self._query(query)
  File "/usr/local/lib/python3.10/site-packages/pymysql/cursors.py", line 325, in _query
    conn.query(q)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 549, in query
    self._affected_rows = self._read_query_result(unbuffered=unbuffered)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 779, in _read_query_result
    result.read()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1164, in read
    self._read_result_packet(first_packet)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1240, in _read_result_packet
    self._read_rowdata_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 1274, in _read_rowdata_packet
    packet = self.connection._read_packet()
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 715, in _read_packet
    recv_data = self._read_bytes(bytes_to_read)
  File "/usr/local/lib/python3.10/site-packages/pymysql/connections.py", line 742, in _read_bytes
    raise err.OperationalError(
sqlalchemy.exc.OperationalError: (pymysql.err.OperationalError) (2013, 'Lost connection to MySQL server during query ([Errno 104] Connection reset by peer)')
[SQL: select is_open, date, pretrade_date from calendar]
(Background on this error at: https://sqlalche.me/e/20/e3q8)