LogViewer
110  jd2605  20250722   3408.00  ...   3407.00     3400.00       JD
111  jd2606  20250722   3260.00  ...   3256.00     3248.00       JD
112  jm2508  20250722    923.00  ...    948.00      903.00       JM
113  jm2509  20250722   1006.00  ...   1023.00      971.00       JM
114  jm2510  20250722   1018.00  ...   1048.00      988.50       JM
115  jm2511  20250722   1038.50  ...   1072.50     1001.50       JM
116  jm2512  20250722   1053.00  ...   1089.50     1015.50       JM
117  jm2601  20250722   1060.00  ...   1102.50     1024.50       JM
118  jm2602  20250722   1065.00  ...   1117.50     1039.00       JM
119  jm2603  20250722   1077.00  ...   1121.00     1037.00       JM
120  jm2604  20250722   1077.50  ...   1125.50     1042.00       JM
121  jm2605  20250722   1089.00  ...   1134.50     1040.00       JM
122  jm2606  20250722   1100.00  ...   1148.00     1052.50       JM
123  jm2607  20250722   1101.00  ...   1148.00     1067.00       JM
124   l2508  20250722   7282.00  ...   7269.00     7258.00        L
125   l2509  20250722   7287.00  ...   7306.00     7276.00        L
126   l2510  20250722   7311.00  ...   7331.00     7295.00        L
127   l2511  20250722   7319.00  ...   7355.00     7294.00        L
128   l2512  20250722   7330.00  ...   7373.00     7305.00        L
129   l2601  20250722   7325.00  ...   7354.00     7309.00        L
130   l2602  20250722   7324.00  ...   7331.00     7289.00        L
131   l2603  20250722   7321.00  ...   7328.00     7287.00        L
132   l2604  20250722   7343.00  ...   7354.00     7306.00        L
133   l2605  20250722   7318.00  ...   7341.00     7285.00        L
134   l2606  20250722   7332.00  ...   7333.00     7268.00        L
135   l2607  20250722   7323.00  ...   7323.00     7293.00        L
136  lg2507  20250722    825.00  ...    823.00      821.50       LG
137  lg2509  20250722    843.50  ...    840.50      842.00       LG
138  lg2511  20250722    850.50  ...    845.00      845.50       LG
139  lg2601  20250722    865.50  ...    856.50      857.50       LG
140  lg2603  20250722    855.00  ...    856.50      854.00       LG
141  lg2605  20250722    870.00  ...    861.50      861.50       LG
142  lh2507  20250722      0.00  ...  14010.00    14010.00       LH
143  lh2509  20250722  14360.00  ...  14350.00    14350.00       LH
144  lh2511  20250722  13890.00  ...  13915.00    13865.00       LH
145  lh2601  20250722  14150.00  ...  14220.00    14105.00       LH
146  lh2603  20250722  13245.00  ...  13260.00    13190.00       LH
147  lh2605  20250722  13450.00  ...  13530.00    13405.00       LH
148   m2508  20250722   3043.00  ...   3062.00     3039.00        M
149   m2509  20250722   3071.00  ...   3076.00     3059.00        M
150   m2511  20250722   3103.00  ...   3111.00     3097.00        M
151   m2512  20250722   3118.00  ...   3126.00     3108.00        M
152   m2601  20250722   3087.00  ...   3098.00     3081.00        M
153   m2603  20250722   2939.00  ...   2939.00     2926.00        M
154   m2605  20250722   2752.00  ...   2756.00     2748.00        M
155   m2607  20250722   2742.00  ...   2742.00     2739.00        M
156   p2508  20250722   8892.00  ...   8882.00     8942.00        P
157   p2509  20250722   8882.00  ...   8928.00     8958.00        P
158   p2510  20250722   8878.00  ...   8920.00     8938.00        P
159   p2511  20250722   8858.00  ...   8900.00     8934.00        P
160   p2512  20250722   8854.00  ...   8886.00     8946.00        P
161   p2601  20250722   8838.00  ...   8888.00     8922.00        P
162   p2602  20250722   8850.00  ...   8852.00     8890.00        P
163   p2603  20250722   8744.00  ...   8756.00     8792.00        P
164   p2604  20250722      0.00  ...   8700.00     8700.00        P
165   p2605  20250722   8562.00  ...   8586.00     8620.00        P
166   p2606  20250722   8538.00  ...   8530.00     8542.00        P
167   p2607  20250722   8464.00  ...   8512.00     8498.00        P
168  pg2507  20250722   4061.00  ...   4019.00     4087.00       PG
169  pg2508  20250722   4094.00  ...   4032.00     4068.00       PG
170  pg2509  20250722   4029.00  ...   3981.00     4021.00       PG
171  pg2510  20250722   4456.00  ...   4407.00     4454.00       PG
172  pg2511  20250722   4392.00  ...   4340.00     4379.00       PG
173  pg2512  20250722   4320.00  ...   4272.00     4304.00       PG
174  pg2601  20250722   4244.00  ...   4204.00     4228.00       PG
175  pg2602  20250722   4145.00  ...   4114.00     4152.00       PG
176  pg2603  20250722   4083.00  ...   4039.00     4059.00       PG
177  pg2604  20250722   4353.00  ...   4339.00     4353.00       PG
178  pg2605  20250722   4289.00  ...   4233.00     4250.00       PG
179  pg2606  20250722   4220.00  ...   4163.00     4201.00       PG
180  pp2508  20250722   7094.00  ...   7086.00     7047.00       PP
181  pp2509  20250722   7091.00  ...   7114.00     7075.00       PP
182  pp2510  20250722   7074.00  ...   7115.00     7066.00       PP
183  pp2511  20250722   7076.00  ...   7115.00     7069.00       PP
184  pp2512  20250722   7088.00  ...   7123.00     7070.00       PP
185  pp2601  20250722   7092.00  ...   7116.00     7072.00       PP
186  pp2602  20250722   7088.00  ...   7110.00     7052.00       PP
187  pp2603  20250722   7084.00  ...   7098.00     7034.00       PP
188  pp2604  20250722   7097.00  ...   7097.00     7018.00       PP
189  pp2605  20250722   7078.00  ...   7109.00     7063.00       PP
190  pp2606  20250722   7070.00  ...   7100.00     7053.00       PP
191  pp2607  20250722   7173.00  ...   7173.00     7032.00       PP
192  rr2508  20250722   3595.00  ...   3593.00     3587.00       RR
193  rr2509  20250722   3610.00  ...   3603.00     3622.00       RR
194  rr2510  20250722   3640.00  ...   3625.00     3634.00       RR
195  rr2511  20250722   3625.00  ...   3616.00     3627.00       RR
196  rr2512  20250722   3621.00  ...   3618.00     3622.00       RR
197  rr2601  20250722   3626.00  ...   3616.00     3622.00       RR
198  rr2602  20250722   3626.00  ...   3622.00     3626.00       RR
199  rr2603  20250722      0.00  ...   3641.00     3641.00       RR
200  rr2604  20250722      0.00  ...   3630.00     3630.00       RR
201  rr2605  20250722   3625.00  ...   3625.00     3632.00       RR
202  rr2606  20250722      0.00  ...   3625.00     3626.00       RR
203  rr2607  20250722   3637.00  ...   3617.00     3638.00       RR
204   v2508  20250722   5056.00  ...   5145.00     5030.00        V
205   v2509  20250722   5123.00  ...   5186.00     5073.00        V
206   v2510  20250722   5150.00  ...   5217.00     5109.00        V
207   v2511  20250722   5179.00  ...   5247.00     5133.00        V
208   v2512  20250722   5201.00  ...   5280.00     5147.00        V
209   v2601  20250722   5230.00  ...   5305.00     5193.00        V
210   v2602  20250722   5272.00  ...   5328.00     5225.00        V
211   v2603  20250722   5290.00  ...   5330.00     5228.00        V
212   v2604  20250722   5439.00  ...   5471.00     5381.00        V
213   v2605  20250722   5423.00  ...   5502.00     5390.00        V
214   v2606  20250722   5453.00  ...   5508.00     5419.00        V
215   v2607  20250722   5488.00  ...   5507.00     5411.00        V
216   y2508  20250722   8104.00  ...   8052.00     8132.00        Y
217   y2509  20250722   8086.00  ...   8072.00     8124.00        Y
218   y2511  20250722   8106.00  ...   8084.00     8124.00        Y
219   y2512  20250722   8104.00  ...   8084.00     8134.00        Y
220   y2601  20250722   8038.00  ...   8022.00     8082.00        Y
221   y2603  20250722   7896.00  ...   7902.00     7952.00        Y
222   y2605  20250722   7680.00  ...   7674.00     7710.00        Y
223   y2607  20250722   7672.00  ...   7670.00     7692.00        Y

[224 rows x 12 columns]
2025-07-24 18:26:25,605 - future_1d - INFO - ak.get_dce_daily('2025-07-22') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250722  6116.600  ...  6161.200    6110.600       IC
1   IC2509  20250722  6064.000  ...  6111.800    6059.800       IC
2   IC2512  20250722  5933.200  ...  5984.600    5932.400       IC
3   IC2603  20250722  5816.400  ...  5870.000    5817.400       IC
4   IF2508  20250722  4079.000  ...  4105.400    4075.200       IF
5   IF2509  20250722  4067.000  ...  4096.600    4064.400       IF
6   IF2512  20250722  4036.000  ...  4063.600    4031.600       IF
7   IF2603  20250722  4008.400  ...  4033.200    4002.200       IF
8   IH2508  20250722  2772.800  ...  2788.800    2771.600       IH
9   IH2509  20250722  2772.000  ...  2789.400    2771.800       IH
10  IH2512  20250722  2775.200  ...  2791.600    2774.600       IH
11  IH2603  20250722  2778.800  ...  2793.400    2776.200       IH
12  IM2508  20250722  6530.000  ...  6568.000    6545.200       IM
13  IM2509  20250722  6463.200  ...  6495.800    6472.600       IM
14  IM2512  20250722  6278.200  ...  6311.400    6288.400       IM
15  IM2603  20250722  6119.800  ...  6150.400    6128.400       IM
16   T2509  20250722   108.760  ...   108.635     108.730        T
17   T2512  20250722   108.790  ...   108.700     108.775        T
18   T2603  20250722   108.760  ...   108.665     108.745        T
19  TF2509  20250722   105.950  ...   105.885     105.935       TF
20  TF2512  20250722   106.055  ...   105.965     106.005       TF
21  TF2603  20250722   106.105  ...   106.030     106.085       TF
22  TL2509  20250722   120.000  ...   119.520     119.930       TL
23  TL2512  20250722   119.840  ...   119.330     119.750       TL
24  TL2603  20250722   119.650  ...   119.150     119.550       TL
25  TS2509  20250722   102.420  ...   102.414     102.416       TS
26  TS2512  20250722   102.494  ...   102.490     102.490       TS
27  TS2603  20250722   102.600  ...   102.584     102.582       TS

[28 rows x 12 columns]
2025-07-24 18:26:25,904 - future_1d - INFO - ak.get_cffex_daily('2025-07-22') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250722  46755.0  ...  47655.0     45290.0       PS
1   PS2509  20250722  45880.0  ...  47470.0     45055.0       PS
2   PS2510  20250722  45745.0  ...  47315.0     44835.0       PS
3   PS2511  20250722  45720.0  ...  47220.0     44625.0       PS
4   PS2512  20250722  47650.0  ...  49395.0     46680.0       PS
5   PS2601  20250722  47245.0  ...  48930.0     46365.0       PS
6   PS2602  20250722  47360.0  ...  48595.0     46140.0       PS
7   PS2603  20250722  47350.0  ...  48685.0     46135.0       PS
8   PS2604  20250722  47305.0  ...  48800.0     46090.0       PS
9   PS2605  20250722  47000.0  ...  48615.0     46100.0       PS
10  PS2606  20250722  47800.0  ...  49520.0     47085.0       PS
11  PS2607  20250722  47670.0  ...  49445.0     46580.0       PS
13  SI2508  20250722   9295.0  ...   9425.0      9085.0       SI
14  SI2509  20250722   9345.0  ...   9470.0      9110.0       SI
15  SI2510  20250722   9390.0  ...   9405.0      9030.0       SI
16  SI2511  20250722   9230.0  ...   9340.0      8975.0       SI
17  SI2512  20250722   9400.0  ...   9605.0      9275.0       SI
18  SI2601  20250722   9325.0  ...   9550.0      9195.0       SI
19  SI2602  20250722   9300.0  ...   9510.0      9160.0       SI
20  SI2603  20250722   9280.0  ...   9490.0      9140.0       SI
21  SI2604  20250722   9280.0  ...   9485.0      9160.0       SI
22  SI2605  20250722   9230.0  ...   9470.0      9130.0       SI
23  SI2606  20250722   9270.0  ...   9450.0      9130.0       SI
24  SI2607  20250722   9345.0  ...   9490.0      9125.0       SI
27  LC2508  20250722  71720.0  ...  71900.0     70900.0       LC
28  LC2509  20250722  71900.0  ...  72320.0     70960.0       LC
29  LC2510  20250722  71020.0  ...  71600.0     70140.0       LC
30  LC2511  20250722  70500.0  ...  71260.0     69780.0       LC
31  LC2512  20250722  70420.0  ...  71260.0     69740.0       LC
32  LC2601  20250722  70240.0  ...  71100.0     69700.0       LC
33  LC2602  20250722  69820.0  ...  70800.0     69360.0       LC
34  LC2603  20250722  70000.0  ...  70540.0     69300.0       LC
35  LC2604  20250722  70300.0  ...  70760.0     69800.0       LC
36  LC2605  20250722  70300.0  ...  70780.0     69820.0       LC
37  LC2606  20250722  70140.0  ...  70600.0     69700.0       LC
38  LC2607  20250722  70300.0  ...  70520.0     69640.0       LC

[36 rows x 12 columns]
2025-07-24 18:26:26,105 - future_1d - INFO - ak.get_gfex_daily('2025-07-22') done
2025-07-24 18:26:27,827 - future_1d - INFO - save future_daily 2025-07-22 completed
    symbol      date     open     high  ...    turnover   settle  pre_settle  variety
0    AP510  20250723   7929.0   7988.0  ...   368792.29   7949.0      7898.0       AP
1    AP511  20250723   7687.0   7735.0  ...     3933.65   7698.0      7679.0       AP
2    AP512  20250723   7739.0   7759.0  ...      154.95   7748.0      7711.0       AP
3    AP601  20250723   7808.0   7846.0  ...    21258.46   7821.0      7779.0       AP
4    AP603  20250723   7734.0   7756.0  ...      417.96   7740.0      7685.0       AP
5    AP604  20250723   7756.0   7769.0  ...       93.09   7758.0      7717.0       AP
6    AP605  20250723   7799.0   7800.0  ...      288.45   7796.0      7772.0       AP
7    CF509  20250723  14250.0  14295.0  ...  1465002.82  14220.0     14175.0       CF
8    CF511  20250723  13970.0  14075.0  ...   116645.97  14010.0     13950.0       CF
9    CF601  20250723  14040.0  14150.0  ...   658454.35  14080.0     14015.0       CF
10   CF603  20250723  14025.0  14105.0  ...     4028.31  14035.0     13965.0       CF
11   CF605  20250723  14015.0  14110.0  ...    29618.59  14025.0     13965.0       CF
12   CF607  20250723  14020.0  14100.0  ...      126.44  14050.0     13975.0       CF
13   CJ509  20250723   9520.0   9640.0  ...   111958.01   9545.0      9445.0       CJ
14   CJ512  20250723  10375.0  10510.0  ...     9166.66  10415.0     10280.0       CJ
15   CJ601  20250723  10525.0  10680.0  ...   856381.30  10565.0     10440.0       CJ
16   CJ603  20250723  10615.0  10750.0  ...    10094.98  10655.0     10530.0       CJ
17   CJ605  20250723  10735.0  10865.0  ...    65153.98  10765.0     10660.0       CJ
18   CJ607  20250723  10800.0  10910.0  ...      754.96  10865.0     10725.0       CJ
19   CY508  20250723      0.0      0.0  ...        0.00  20165.0     20165.0       CY
20   CY509  20250723  20465.0  20495.0  ...    92971.16  20420.0     20390.0       CY
21   CY510  20250723      0.0      0.0  ...        0.00  20030.0     20000.0       CY
22   CY511  20250723      0.0      0.0  ...        0.00  20215.0     20170.0       CY
23   CY512  20250723  20040.0  20040.0  ...       10.02  20040.0     20380.0       CY
24   CY601  20250723  20330.0  20370.0  ...      355.68  20325.0     20245.0       CY
25   CY602  20250723      0.0      0.0  ...        0.00  20055.0     20055.0       CY
26   CY603  20250723      0.0      0.0  ...        0.00  20305.0     20305.0       CY
27   CY604  20250723      0.0      0.0  ...        0.00  20040.0     20040.0       CY
28   CY605  20250723      0.0      0.0  ...        0.00  20215.0     20200.0       CY
29   CY606  20250723      0.0      0.0  ...        0.00  20010.0     20010.0       CY
30   CY607  20250723      0.0      0.0  ...        0.00  20625.0     20625.0       CY
31   FG508  20250723   1250.0   1263.0  ...     7508.97   1221.0      1205.0       FG
32   FG509  20250723   1242.0   1258.0  ...  8882142.06   1223.0      1203.0       FG
33   FG510  20250723   1301.0   1324.0  ...    63797.97   1278.0      1261.0       FG
34   FG511  20250723   1296.0   1311.0  ...   107731.08   1263.0      1246.0       FG
35   FG512  20250723   1353.0   1373.0  ...    50843.76   1328.0      1308.0       FG
36   FG601  20250723   1333.0   1359.0  ...  2153813.20   1318.0      1294.0       FG
37   FG602  20250723   1369.0   1392.0  ...     3310.92   1357.0      1339.0       FG
38   FG603  20250723   1409.0   1409.0  ...     4578.17   1354.0      1330.0       FG
39   FG604  20250723   1398.0   1414.0  ...     3557.05   1385.0      1368.0       FG
40   FG605  20250723   1398.0   1410.0  ...    59805.39   1376.0      1362.0       FG
41   FG606  20250723   1407.0   1420.0  ...     2243.30   1390.0      1376.0       FG
42   FG607  20250723   1402.0   1412.0  ...      810.64   1383.0      1365.0       FG
43   JR509  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
44   JR511  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
45   JR601  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
46   JR603  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
47   JR605  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
48   JR607  20250723      0.0      0.0  ...        0.00   2662.0      2662.0       JR
49   LR509  20250723      0.0      0.0  ...        0.00   2360.0      2360.0       LR
50   LR511  20250723      0.0      0.0  ...        0.00   2360.0      2360.0       LR
51   LR601  20250723      0.0      0.0  ...        0.00   2360.0      2360.0       LR
52   MA508  20250723   2413.0   2422.0  ...      641.56   2394.0      2400.0       MA
53   MA509  20250723   2457.0   2457.0  ...  2106752.01   2430.0      2425.0       MA
54   MA510  20250723   2484.0   2484.0  ...    39622.12   2459.0      2454.0       MA
55   MA511  20250723   2510.0   2510.0  ...    70183.61   2481.0      2469.0       MA
56   MA512  20250723   2522.0   2522.0  ...    41221.90   2496.0      2486.0       MA
57   MA601  20250723   2535.0   2535.0  ...   497975.86   2510.0      2503.0       MA
58   MA602  20250723   2511.0   2514.0  ...       54.91   2496.0      2469.0       MA
59   MA603  20250723   2505.0   2508.0  ...      104.58   2490.0      2457.0       MA
60   MA604  20250723   2478.0   2480.0  ...       39.42   2463.0      2463.0       MA
61   MA605  20250723   2459.0   2459.0  ...     9146.29   2435.0      2428.0       MA
62   MA606  20250723   2464.0   2464.0  ...       53.87   2449.0      2439.0       MA
63   MA607  20250723   2439.0   2446.0  ...       82.62   2430.0      2428.0       MA
64   OI509  20250723   9469.0   9497.0  ...  2582723.61   9451.0      9517.0       OI
65   OI511  20250723   9451.0   9475.0  ...   203148.12   9433.0      9497.0       OI
66   OI601  20250723   9407.0   9436.0  ...   551749.55   9388.0      9445.0       OI
67   OI603  20250723   9362.0   9380.0  ...     3991.30   9347.0      9380.0       OI
68   OI605  20250723   9328.0   9328.0  ...     6060.95   9282.0      9313.0       OI
69   OI607  20250723   9262.0   9298.0  ...      139.04   9269.0      9297.0       OI
70   PF508  20250723   6502.0   6540.0  ...    11823.94   6480.0      6442.0       PF
71   PF509  20250723   6486.0   6540.0  ...   524104.46   6476.0      6430.0       PF
72   PF510  20250723   6546.0   6596.0  ...   172012.05   6532.0      6494.0       PF
73   PF511  20250723   6530.0   6580.0  ...    53489.82   6522.0      6486.0       PF
74   PF512  20250723   6498.0   6558.0  ...    15330.05   6504.0      6472.0       PF
75   PF601  20250723   6508.0   6560.0  ...     5462.66   6500.0      6478.0       PF
76   PF602  20250723   6506.0   6534.0  ...       29.26   6504.0      6506.0       PF
77   PF603  20250723   6546.0   6546.0  ...       29.32   6516.0      6468.0       PF
78   PF604  20250723   6576.0   6576.0  ...       29.33   6518.0      6494.0       PF
79   PF605  20250723   6576.0   6576.0  ...       36.01   6548.0      6502.0       PF
80   PF606  20250723   6516.0   6586.0  ...       29.53   6562.0      6464.0       PF
81   PF607  20250723   6576.0   6614.0  ...       16.47   6590.0      6496.0       PF
82   PK510  20250723   8130.0   8168.0  ...   162391.73   8142.0      8140.0       PK
83   PK511  20250723   7990.0   8006.0  ...    78376.79   7978.0      7998.0       PK
84   PK512  20250723   7974.0   7990.0  ...      836.95   7972.0      7982.0       PK
85   PK601  20250723   7980.0   8010.0  ...     7274.84   7994.0      8000.0       PK
86   PK603  20250723   8028.0   8034.0  ...      381.06   8022.0      8018.0       PK
87   PK604  20250723   8026.0   8038.0  ...      116.39   8028.0      8026.0       PK
88   PK605  20250723   8034.0   8050.0  ...     1442.33   8036.0      8034.0       PK
89   PL601  20250723   6600.0   6661.0  ...   276942.96   6595.0      6597.0       PL
90   PL602  20250723   6649.0   6706.0  ...     9674.54   6645.0      6649.0       PL
91   PL603  20250723   6604.0   6622.0  ...     1485.50   6573.0      6618.0       PL
92   PL604  20250723   6663.0   6663.0  ...      118.98   6610.0      6599.0       PL
93   PL605  20250723   6507.0   6546.0  ...      208.62   6519.0      6584.0       PL
94   PL606  20250723      0.0      0.0  ...        0.00   6611.0      6627.0       PL
95   PL607  20250723      0.0      0.0  ...        0.00   6596.0      6636.0       PL
96   PM509  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
97   PM511  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
98   PM601  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
99   PM603  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
100  PM605  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
101  PM607  20250723      0.0      0.0  ...        0.00   3122.0      3122.0       PM
102  PR508  20250723   6022.0   6086.0  ...     4504.38   6030.0      6004.0       PR
103  PR509  20250723   6010.0   6064.0  ...   632608.40   6012.0      5980.0       PR
104  PR510  20250723   6010.0   6072.0  ...   346610.24   6022.0      5988.0       PR
105  PR511  20250723   5998.0   6052.0  ...    41605.35   5996.0      5980.0       PR
106  PR512  20250723   5982.0   6030.0  ...      143.64   5986.0      5954.0       PR
107  PR601  20250723   5998.0   6006.0  ...     1585.42   5972.0      5954.0       PR
108  PR602  20250723   5974.0   5980.0  ...       26.88   5974.0      5972.0       PR
109  PR603  20250723   6022.0   6030.0  ...       45.09   6012.0      5984.0       PR
110  PR604  20250723   6030.0   6036.0  ...       45.05   6008.0      5990.0       PR
111  PR605  20250723   6044.0   6044.0  ...       72.16   6014.0      5988.0       PR
112  PR606  20250723   5998.0   5998.0  ...        9.00   5998.0      5974.0       PR
113  PR607  20250723      0.0      0.0  ...        0.00   5978.0      5978.0       PR
114  PX508  20250723   6960.0   7004.0  ...      283.89   6924.0      6912.0       PX
115  PX509  20250723   6898.0   6964.0  ...   785498.19   6890.0      6852.0       PX
116  PX510  20250723   6894.0   6950.0  ...    73696.08   6870.0      6832.0       PX
117  PX511  20250723   6842.0   6912.0  ...   119341.80   6834.0      6792.0       PX
118  PX512  20250723   6844.0   6890.0  ...    24563.12   6818.0      6776.0       PX
119  PX601  20250723   6792.0   6860.0  ...   101005.71   6802.0      6758.0       PX
120  PX602  20250723   6768.0   6796.0  ...       44.02   6772.0      6744.0       PX
121  PX603  20250723      0.0      0.0  ...        0.00   6754.0      6754.0       PX
122  PX604  20250723      0.0      0.0  ...        0.00   6740.0      6722.0       PX
123  PX605  20250723   6736.0   6800.0  ...      151.89   6752.0      6696.0       PX
124  PX606  20250723   6726.0   6730.0  ...       13.46   6728.0      6724.0       PX
125  PX607  20250723   6730.0   6746.0  ...       13.48   6740.0      6716.0       PX
126  RI509  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
127  RI511  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
128  RI601  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
129  RI603  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
130  RI605  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
131  RI607  20250723      0.0      0.0  ...        0.00   2479.0      2479.0       RI
132  RM508  20250723   2723.0   2778.0  ...     5295.48   2744.0      2717.0       RM
133  RM509  20250723   2732.0   2791.0  ...   988355.81   2754.0      2726.0       RM
134  RM511  20250723   2576.0   2613.0  ...    19992.11   2584.0      2564.0       RM
135  RM601  20250723   2435.0   2473.0  ...   211330.16   2448.0      2434.0       RM
136  RM603  20250723   2402.0   2433.0  ...    18815.15   2411.0      2401.0       RM
137  RM605  20250723   2378.0   2399.0  ...    41221.90   2385.0      2373.0       RM
138  RM607  20250723   2369.0   2386.0  ...     2666.35   2372.0      2364.0       RM
139  RS508  20250723      0.0      0.0  ...        0.00   4976.0      4976.0       RS
140  RS509  20250723   5163.0   5176.0  ...      256.07   5121.0      5155.0       RS
141  RS511  20250723   5260.0   5380.0  ...      382.86   5245.0      5214.0       RS
142  RS607  20250723      0.0      0.0  ...        0.00   5200.0      5180.0       RS
143  SA508  20250723   1364.0   1381.0  ...     7445.68   1337.0      1311.0       SA
144  SA509  20250723   1376.0   1394.0  ...  8923271.72   1349.0      1329.0       SA
145  SA510  20250723   1398.0   1412.0  ...   298810.59   1374.0      1339.0       SA
146  SA511  20250723   1395.0   1418.0  ...   408268.59   1385.0      1346.0       SA
147  SA512  20250723   1433.0   1450.0  ...   237316.92   1418.0      1385.0       SA
148  SA601  20250723   1434.0   1456.0  ...  3863312.91   1414.0      1393.0       SA
149  SA602  20250723   1442.0   1463.0  ...    33090.83   1435.0      1402.0       SA
150  SA603  20250723   1451.0   1464.0  ...    13712.75   1425.0      1408.0       SA
151  SA604  20250723   1472.0   1487.0  ...     6520.78   1443.0      1434.0       SA
152  SA605  20250723   1472.0   1492.0  ...   115183.46   1454.0      1434.0       SA
153  SA606  20250723   1475.0   1498.0  ...     6321.69   1439.0      1440.0       SA
154  SA607  20250723   1458.0   1494.0  ...     3104.31   1459.0      1441.0       SA
155  SF508  20250723   5886.0   5990.0  ...    11882.51   5850.0      5740.0       SF
156  SF509  20250723   5916.0   6020.0  ...  1178786.88   5844.0      5780.0       SF
157  SF510  20250723   5876.0   5984.0  ...   159033.85   5822.0      5742.0       SF
158  SF511  20250723   6020.0   6124.0  ...   289069.04   5984.0      5898.0       SF
159  SF512  20250723   6022.0   6098.0  ...    26610.28   5954.0      5874.0       SF
160  SF601  20250723   5978.0   6084.0  ...    75372.28   5956.0      5856.0       SF
161  SF602  20250723   5912.0   6016.0  ...     2471.51   5878.0      5798.0       SF
162  SF603  20250723   6064.0   6148.0  ...      326.27   6042.0      5894.0       SF
163  SF604  20250723   6048.0   6156.0  ...      296.76   6056.0      5926.0       SF
164  SF605  20250723   6026.0   6124.0  ...     1530.31   5990.0      5876.0       SF
165  SF606  20250723   5972.0   6058.0  ...      397.55   5890.0      5806.0       SF
166  SF607  20250723   6178.0   6178.0  ...      135.61   6028.0      5916.0       SF
167  SH508  20250723   2600.0   2606.0  ...    19964.20   2579.0      2552.0       SH
168  SH509  20250723   2652.0   2667.0  ...  4690156.54   2633.0      2617.0       SH
169  SH510  20250723   2700.0   2714.0  ...   409831.91   2671.0      2648.0       SH
170  SH511  20250723   2689.0   2704.0  ...   295993.03   2654.0      2632.0       SH
171  SH512  20250723   2700.0   2716.0  ...    85744.88   2666.0      2646.0       SH
172  SH601  20250723   2700.0   2705.0  ...   440033.89   2658.0      2632.0       SH
173  SH602  20250723   2702.0   2725.0  ...     2968.15   2681.0      2654.0       SH
174  SH603  20250723   2717.0   2723.0  ...     1964.37   2684.0      2659.0       SH
175  SH604  20250723   2754.0   2754.0  ...      422.46   2708.0      2693.0       SH
176  SH605  20250723   2756.0   2775.0  ...     9569.11   2722.0      2699.0       SH
177  SH606  20250723   2773.0   2786.0  ...      468.60   2740.0      2690.0       SH
178  SH607  20250723   2761.0   2761.0  ...      195.37   2713.0      2683.0       SH
179  SM508  20250723   6024.0   6058.0  ...     3090.60   5922.0      5952.0       SM
180  SM509  20250723   6044.0   6070.0  ...  1221851.89   5956.0      5960.0       SM
181  SM510  20250723   6020.0   6052.0  ...    79909.11   5932.0      5936.0       SM
182  SM511  20250723   6086.0   6108.0  ...   136593.22   6004.0      6014.0       SM
183  SM512  20250723   6094.0   6120.0  ...    40190.05   6008.0      6016.0       SM
184  SM601  20250723   6100.0   6126.0  ...   239156.65   6016.0      6018.0       SM
185  SM602  20250723   6094.0   6132.0  ...      643.61   6016.0      6008.0       SM
186  SM603  20250723   6110.0   6146.0  ...      572.32   6024.0      6018.0       SM
187  SM604  20250723   6126.0   6138.0  ...      168.44   6016.0      6042.0       SM
188  SM605  20250723   6146.0   6172.0  ...     4860.64   6038.0      6050.0       SM
189  SM606  20250723   6148.0   6178.0  ...      880.55   5970.0      6066.0       SM
190  SM607  20250723   6186.0   6188.0  ...       63.42   6040.0      6056.0       SM
191  SR509  20250723   5810.0   5844.0  ...  1069146.84   5826.0      5825.0       SR
192  SR511  20250723   5710.0   5728.0  ...   113884.88   5713.0      5720.0       SR
193  SR601  20250723   5638.0   5666.0  ...   189255.87   5650.0      5655.0       SR
194  SR603  20250723   5611.0   5633.0  ...     2834.00   5623.0      5627.0       SR
195  SR605  20250723   5600.0   5613.0  ...    13785.92   5604.0      5604.0       SR
196  SR607  20250723   5597.0   5607.0  ...     1254.29   5600.0      5600.0       SR
197  TA508  20250723   4804.0   4850.0  ...    16533.05   4824.0      4762.0       TA
198  TA509  20250723   4814.0   4860.0  ...  2815227.91   4808.0      4772.0       TA
199  TA510  20250723   4810.0   4858.0  ...    83410.50   4810.0      4774.0       TA
200  TA511  20250723   4806.0   4850.0  ...    42209.31   4800.0      4772.0       TA
201  TA512  20250723   4804.0   4838.0  ...    20607.82   4794.0      4768.0       TA
202  TA601  20250723   4800.0   4832.0  ...   693430.83   4792.0      4764.0       TA
203  TA602  20250723   4794.0   4822.0  ...      143.87   4796.0      4772.0       TA
204  TA603  20250723   4806.0   4828.0  ...      148.57   4794.0      4760.0       TA
205  TA604  20250723   4812.0   4830.0  ...       72.03   4802.0      4762.0       TA
206  TA605  20250723   4800.0   4846.0  ...    12034.53   4808.0      4772.0       TA
207  TA606  20250723   4828.0   4830.0  ...       19.25   4814.0      4772.0       TA
208  TA607  20250723   4858.0   4858.0  ...        2.43   4858.0      4788.0       TA
209  UR508  20250723   1805.0   1808.0  ...     1073.95   1772.0      1802.0       UR
210  UR509  20250723   1827.0   1827.0  ...  1030856.15   1788.0      1806.0       UR
211  UR510  20250723   1816.0   1816.0  ...    31074.31   1777.0      1791.0       UR
212  UR511  20250723   1826.0   1828.0  ...    23318.28   1795.0      1798.0       UR
213  UR512  20250723   1809.0   1811.0  ...      317.91   1786.0      1797.0       UR
214  UR601  20250723   1820.0   1822.0  ...   248269.47   1787.0      1787.0       UR
215  UR602  20250723   1805.0   1807.0  ...      929.58   1774.0      1787.0       UR
216  UR603  20250723   1823.0   1823.0  ...      468.72   1803.0      1805.0       UR
217  UR604  20250723   1815.0   1815.0  ...      233.13   1793.0      1803.0       UR
218  UR605  20250723   1830.0   1830.0  ...     7845.94   1798.0      1795.0       UR
219  UR606  20250723   1825.0   1825.0  ...      391.03   1794.0      1792.0       UR
220  UR607  20250723   1837.0   1837.0  ...      137.18   1805.0      1803.0       UR
221  WH509  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
222  WH511  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
223  WH601  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
224  WH603  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
225  WH605  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
226  WH607  20250723      0.0      0.0  ...        0.00   3198.0      3198.0       WH
227  ZC508  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
228  ZC509  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
229  ZC510  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
230  ZC511  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
231  ZC512  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
232  ZC601  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
233  ZC602  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
234  ZC603  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
235  ZC604  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
236  ZC605  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
237  ZC606  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC
238  ZC607  20250723      0.0      0.0  ...        0.00    801.4       801.4       ZC

[239 rows x 12 columns]
2025-07-24 18:26:33,900 - future_1d - INFO - ak.get_czce_daily('2025-07-23') done
        symbol      date    open  ...  settle pre_settle variety
0       SC2508  20250723     514  ...   519.2      523.5      SC
1       SC2509  20250723   503.2  ...   503.9      506.6      SC
2       SC2510  20250723   497.8  ...   498.1      499.6      SC
3       SC2511  20250723   493.5  ...   493.1        495      SC
4       SC2512  20250723   489.5  ...   489.9      491.4      SC
5       SC2601  20250723   486.4  ...   487.2      488.2      SC
6       SC2602  20250723   484.4  ...   484.1      485.3      SC
7       SC2603  20250723   482.1  ...   482.9      483.8      SC
8       SC2604  20250723   479.7  ...   480.3      481.3      SC
9       SC2605  20250723   478.9  ...     479      480.6      SC
10      SC2606  20250723   474.8  ...   476.7      478.2      SC
11      SC2607  20250723          ...   475.5      475.5      SC
12      SC2609  20250723   475.5  ...   471.6      472.4      SC
13      SC2612  20250723   464.1  ...   469.4      469.7      SC
14      SC2703  20250723     471  ...   469.5      468.6      SC
15      SC2706  20250723          ...   468.4      468.4      SC
16      SC2709  20250723   462.8  ...   462.8      462.8      SC
17      SC2712  20250723          ...   467.2      467.2      SC
18      SC2803  20250723          ...   463.4      463.4      SC
19      SC2806  20250723   460.5  ...   464.2      461.8      SC
21      LU2508  20250723    3547  ...    3548       3563      LU
22      LU2509  20250723    3573  ...    3564       3577      LU
23      LU2510  20250723    3576  ...    3567       3575      LU
24      LU2511  20250723    3554  ...    3552       3562      LU
25      LU2512  20250723    3548  ...    3528       3554      LU
26      LU2601  20250723    3520  ...    3514       3521      LU
27      LU2602  20250723    3489  ...    3501       3491      LU
28      LU2603  20250723    3483  ...    3488       3445      LU
29      LU2604  20250723    3469  ...    3473       3478      LU
30      LU2605  20250723    3470  ...    3474       3465      LU
31      LU2606  20250723    3442  ...    3459       3470      LU
32      LU2607  20250723    3453  ...    3453       3459      LU
34      NR2508  20250723   12830  ...   12790      12810      NR
35      NR2509  20250723   12860  ...   12820      12845      NR
36      NR2510  20250723   12860  ...   12810      12830      NR
37      NR2511  20250723   12820  ...   12830      12835      NR
38      NR2512  20250723   12890  ...   12890      12885      NR
39      NR2601  20250723   12980  ...   12925      12930      NR
40      NR2602  20250723   12995  ...   12995      12905      NR
41      NR2603  20250723   12915  ...   12900      12885      NR
42      NR2604  20250723   13075  ...   12995      13010      NR
43      NR2605  20250723   13055  ...   12995      12940      NR
44      NR2606  20250723   12975  ...   12950      12980      NR
45      NR2607  20250723          ...   12810      12810      NR
47      BC2508  20250723   70850  ...   70880      70720      BC
48      BC2509  20250723   70990  ...   70930      70830      BC
49      BC2510  20250723          ...   70720      70720      BC
50      BC2511  20250723          ...   69190      69190      BC
51      BC2512  20250723          ...   70400      70400      BC
52      BC2601  20250723          ...   69480      69480      BC
53      BC2602  20250723          ...   69410      69410      BC
54      BC2603  20250723          ...   69290      69290      BC
55      BC2604  20250723          ...   69430      69430      BC
56      BC2605  20250723          ...   69480      69480      BC
57      BC2606  20250723          ...   69340      69340      BC
58      BC2607  20250723          ...   68670      68670      BC
60      EC2508  20250723    2238  ...  2212.3     2276.1      EC
61      EC2510  20250723  1556.9  ...  1526.9     1579.9      EC
62      EC2512  20250723  1721.6  ...  1687.9     1728.6      EC
63      EC2602  20250723  1468.1  ...    1458     1469.5      EC
64      EC2604  20250723  1321.4  ...  1316.3     1323.9      EC
65      EC2606  20250723  1459.2  ...  1454.3     1447.6      EC
68  SC_TAS2509  20250723          ...                     SC_TAS
69  SC_TAS2510  20250723          ...                     SC_TAS
70  SC_TAS2511  20250723          ...                     SC_TAS

[65 rows x 12 columns]
2025-07-24 18:26:33,962 - future_1d - INFO - ak.get_ine_daily('2025-07-23') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250723  ...   79680      79560      CU
1        1      CU2509  20250723  ...   79810      79650      CU
2        2      CU2510  20250723  ...   79810      79670      CU
3        3      CU2511  20250723  ...   79800      79650      CU
4        4      CU2512  20250723  ...   79760      79580      CU
5        5      CU2601  20250723  ...   79710      79510      CU
6        6      CU2602  20250723  ...   79670      79470      CU
7        7      CU2603  20250723  ...   79700      79450      CU
8        8      CU2604  20250723  ...   79650      79430      CU
9        9      CU2605  20250723  ...   79690      79410      CU
10      10      CU2606  20250723  ...   79660      79430      CU
11      11      CU2607  20250723  ...   79610      79460      CU
12      12      BC2508  20250723  ...   70880      70720      BC
13      13      BC2509  20250723  ...   70930      70830      BC
14      14      BC2510  20250723  ...   70720      70720      BC
15      15      BC2511  20250723  ...   69190      69190      BC
16      16      BC2512  20250723  ...   70400      70400      BC
17      17      BC2601  20250723  ...   69480      69480      BC
18      18      BC2602  20250723  ...   69410      69410      BC
19      19      BC2603  20250723  ...   69290      69290      BC
20      20      BC2604  20250723  ...   69430      69430      BC
21      21      BC2605  20250723  ...   69480      69480      BC
22      22      BC2606  20250723  ...   69340      69340      BC
23      23      BC2607  20250723  ...   68670      68670      BC
24      24      AL2508  20250723  ...   20850      20890      AL
25      25      AL2509  20250723  ...   20845      20860      AL
26      26      AL2510  20250723  ...   20780      20795      AL
27      27      AL2511  20250723  ...   20710      20700      AL
28      28      AL2512  20250723  ...   20665      20655      AL
29      29      AL2601  20250723  ...   20615      20620      AL
30      30      AL2602  20250723  ...   20645      20630      AL
31      31      AL2603  20250723  ...   20615      20630      AL
32      32      AL2604  20250723  ...   20670      20680      AL
33      33      AL2605  20250723  ...   20650      20645      AL
34      34      AL2606  20250723  ...   20665      20660      AL
35      35      AL2607  20250723  ...   20680      20670      AL
36      36      ZN2508  20250723  ...   22855      22825      ZN
37      37      ZN2509  20250723  ...   22905      22860      ZN
38      38      ZN2510  20250723  ...   22900      22855      ZN
39      39      ZN2511  20250723  ...   22870      22820      ZN
40      40      ZN2512  20250723  ...   22825      22780      ZN
41      41      ZN2601  20250723  ...   22765      22725      ZN
42      42      ZN2602  20250723  ...   22725      22680      ZN
43      43      ZN2603  20250723  ...   22720      22655      ZN
44      44      ZN2604  20250723  ...   22740      22665      ZN
45      45      ZN2605  20250723  ...   22735      22590      ZN
46      46      ZN2606  20250723  ...   22720      22625      ZN
47      47      ZN2607  20250723  ...   22720      22635      ZN
48      48      PB2508  20250723  ...   16895      16895      PB
49      49      PB2509  20250723  ...   16905      16925      PB
50      50      PB2510  20250723  ...   16925      16950      PB
51      51      PB2511  20250723  ...   16910      16955      PB
52      52      PB2512  20250723  ...   16975      17020      PB
53      53      PB2601  20250723  ...   16985      16985      PB
54      54      PB2602  20250723  ...   16985      16985      PB
55      55      PB2603  20250723  ...   17000      17055      PB
56      56      PB2604  20250723  ...   17070      17070      PB
57      57      PB2605  20250723  ...   17015      17100      PB
58      58      PB2606  20250723  ...   17015      17125      PB
59      59      PB2607  20250723  ...   17030      17105      PB
60      60      NI2508  20250723  ...  123410     123330      NI
61      61      NI2509  20250723  ...  123540     123440      NI
62      62      NI2510  20250723  ...  123650     123500      NI
63      63      NI2511  20250723  ...  123840     123750      NI
64      64      NI2512  20250723  ...  124020     123980      NI
65      65      NI2601  20250723  ...  124190     124240      NI
66      66      NI2602  20250723  ...  124550     124280      NI
67      67      NI2603  20250723  ...  124790     124580      NI
68      68      NI2604  20250723  ...  125200     125190      NI
69      69      NI2605  20250723  ...  125200     125030      NI
70      70      NI2606  20250723  ...  125510     125290      NI
71      71      NI2607  20250723  ...  125170     125480      NI
72      72      SN2508  20250723  ...  268900     267430      SN
73      73      SN2509  20250723  ...  269160     267630      SN
74      74      SN2510  20250723  ...  269100     267520      SN
75      75      SN2511  20250723  ...  269000     267240      SN
76      76      SN2512  20250723  ...  268900     267210      SN
77      77      SN2601  20250723  ...  269060     267520      SN
78      78      SN2602  20250723  ...  269210     268340      SN
79      79      SN2603  20250723  ...  267970     267930      SN
80      80      SN2604  20250723  ...  268310     268100      SN
81      81      SN2605  20250723  ...  267810     267770      SN
82      82      SN2606  20250723  ...  268130     268590      SN
83      83      SN2607  20250723  ...  269330     268090      SN
84      84      AO2508  20250723  ...    3415       3475      AO
85      85      AO2509  20250723  ...    3419       3452      AO
86      86      AO2510  20250723  ...    3372       3393      AO
87      87      AO2511  20250723  ...    3353       3371      AO
88      88      AO2512  20250723  ...    3353       3365      AO
89      89      AO2601  20250723  ...    3345       3358      AO
90      90      AO2602  20250723  ...    3304       3356      AO
91      91      AO2603  20250723  ...    3328       3322      AO
92      92      AO2604  20250723  ...    3325       3358      AO
93      93      AO2605  20250723  ...    3310       3315      AO
94      94      AO2606  20250723  ...    3306       3309      AO
95      95      AO2607  20250723  ...    3323       3287      AO
96      96      AD2511  20250723  ...   20210      20215      AD
97      97      AD2512  20250723  ...   20150      20185      AD
98      98      AD2601  20250723  ...   20135      20145      AD
99      99      AD2602  20250723  ...   20175      20075      AD
100    100      AD2603  20250723  ...   20135      19990      AD
101    101      AD2604  20250723  ...   19935      19935      AD
102    102      AD2605  20250723  ...   20035      20010      AD
103    103      AD2606  20250723  ...   19920      20020      AD
104    104      AD2607  20250723  ...   19790      19790      AD
105    105      AU2508  20250723  ...   788.8     783.14      AU
106    106      AU2509  20250723  ...   790.1     784.52      AU
107    107      AU2510  20250723  ...   791.4      785.8      AU
108    108      AU2512  20250723  ...   793.4     787.66      AU
109    109      AU2602  20250723  ...   795.5      789.7      AU
110    110      AU2604  20250723  ...  797.94     791.76      AU
111    111      AU2606  20250723  ...  800.72     793.48      AU
112    112      AU2608  20250723  ...  802.18     795.88      AU
113    113      AG2508  20250723  ...    9438       9355      AG
114    114      AG2509  20250723  ...    9455       9361      AG
115    115      AG2510  20250723  ...    9465       9383      AG
116    116      AG2511  20250723  ...    9478       9390      AG
117    117      AG2512  20250723  ...    9484       9398      AG
118    118      AG2601  20250723  ...    9497       9408      AG
119    119      AG2602  20250723  ...    9508       9420      AG
120    120      AG2603  20250723  ...    9519       9431      AG
121    121      AG2604  20250723  ...    9530       9441      AG
122    122      AG2605  20250723  ...    9546       9453      AG
123    123      AG2606  20250723  ...    9557       9463      AG
124    124      AG2607  20250723  ...    9567       9475      AG
125    125      RB2508  20250723  ...    3221       3185      RB
126    126      RB2509  20250723  ...    3236       3212      RB
127    127      RB2510  20250723  ...    3283       3264      RB
128    128      RB2511  20250723  ...    3301       3286      RB
129    129      RB2512  20250723  ...    3335       3309      RB
130    130      RB2601  20250723  ...    3337       3320      RB
131    131      RB2602  20250723  ...    3319       3304      RB
132    132      RB2603  20250723  ...    3335       3328      RB
133    133      RB2604  20250723  ...    3345       3315      RB
134    134      RB2605  20250723  ...    3357       3342      RB
135    135      RB2606  20250723  ...    3359       3352      RB
136    136      RB2607  20250723  ...    3372       3348      RB
137    137      WR2508  20250723  ...    3212       3212      WR
138    138      WR2509  20250723  ...    3335       3335      WR
139    139      WR2510  20250723  ...    3611       3588      WR
140    140      WR2511  20250723  ...    3639       3679      WR
141    141      WR2512  20250723  ...    3570       3570      WR
142    142      WR2601  20250723  ...    3625       3545      WR
143    143      WR2602  20250723  ...    3607       3607      WR
144    144      WR2603  20250723  ...    3606       3606      WR
145    145      WR2604  20250723  ...    3556       3556      WR
146    146      WR2605  20250723  ...    3640       3660      WR
147    147      WR2606  20250723  ...    3708       3704      WR
148    148      WR2607  20250723  ...    3668       3747      WR
149    149      HC2508  20250723  ...    3435       3417      HC
150    150      HC2509  20250723  ...    3442       3435      HC
151    151      HC2510  20250723  ...    3444       3431      HC
152    152      HC2511  20250723  ...    3444       3433      HC
153    153      HC2512  20250723  ...    3463       3442      HC
154    154      HC2601  20250723  ...    3458       3448      HC
155    155      HC2602  20250723  ...    3447       3445      HC
156    156      HC2603  20250723  ...    3463       3449      HC
157    157      HC2604  20250723  ...    3470       3458      HC
158    158      HC2605  20250723  ...    3470       3440      HC
159    159      HC2606  20250723  ...    3445       3445      HC
160    160      HC2607  20250723  ...    3487       3444      HC
161    161      SS2508  20250723  ...   12950      12895      SS
162    162      SS2509  20250723  ...   12945      12890      SS
163    163      SS2510  20250723  ...   12980      12925      SS
164    164      SS2511  20250723  ...   13025      12965      SS
165    165      SS2512  20250723  ...   13020      12985      SS
166    166      SS2601  20250723  ...   13080      13035      SS
167    167      SS2602  20250723  ...   13120      13095      SS
168    168      SS2603  20250723  ...   13185      13140      SS
169    169      SS2604  20250723  ...   13225      13155      SS
170    170      SS2605  20250723  ...   13265      13205      SS
171    171      SS2606  20250723  ...   13295      13220      SS
172    172      SS2607  20250723  ...   13365      13265      SS
173    173      SC2508  20250723  ...   519.2      523.5      SC
174    174      SC2509  20250723  ...   503.9      506.6      SC
175    175      SC2510  20250723  ...   498.1      499.6      SC
176    176      SC2511  20250723  ...   493.1        495      SC
177    177      SC2512  20250723  ...   489.9      491.4      SC
178    178      SC2601  20250723  ...   487.2      488.2      SC
179    179      SC2602  20250723  ...   484.1      485.3      SC
180    180      SC2603  20250723  ...   482.9      483.8      SC
181    181      SC2604  20250723  ...   480.3      481.3      SC
182    182      SC2605  20250723  ...     479      480.6      SC
183    183      SC2606  20250723  ...   476.7      478.2      SC
184    184      SC2607  20250723  ...   475.5      475.5      SC
185    185      SC2609  20250723  ...   471.6      472.4      SC
186    186      SC2612  20250723  ...   469.4      469.7      SC
187    187      SC2703  20250723  ...   469.5      468.6      SC
188    188      SC2706  20250723  ...   468.4      468.4      SC
189    189      SC2709  20250723  ...   462.8      462.8      SC
190    190      SC2712  20250723  ...   467.2      467.2      SC
191    191      SC2803  20250723  ...   463.4      463.4      SC
192    192      SC2806  20250723  ...   464.2      461.8      SC
193    193      LU2508  20250723  ...    3548       3563      LU
194    194      LU2509  20250723  ...    3564       3577      LU
195    195      LU2510  20250723  ...    3567       3575      LU
196    196      LU2511  20250723  ...    3552       3562      LU
197    197      LU2512  20250723  ...    3528       3554      LU
198    198      LU2601  20250723  ...    3514       3521      LU
199    199      LU2602  20250723  ...    3501       3491      LU
200    200      LU2603  20250723  ...    3488       3445      LU
201    201      LU2604  20250723  ...    3473       3478      LU
202    202      LU2605  20250723  ...    3474       3465      LU
203    203      LU2606  20250723  ...    3459       3470      LU
204    204      LU2607  20250723  ...    3453       3459      LU
205    205      FU2508  20250723  ...    2843       2863      FU
206    206      FU2509  20250723  ...    2879       2899      FU
207    207      FU2510  20250723  ...    2890       2911      FU
208    208      FU2511  20250723  ...    2891       2905      FU
209    209      FU2512  20250723  ...    2879       2885      FU
210    210      FU2601  20250723  ...    2876       2878      FU
211    211      FU2602  20250723  ...    2863       2869      FU
212    212      FU2603  20250723  ...    2854       2857      FU
213    213      FU2604  20250723  ...    2845       2843      FU
214    214      FU2605  20250723  ...    2833       2828      FU
215    215      FU2606  20250723  ...    2824       2827      FU
216    216      FU2607  20250723  ...    2808       2815      FU
217    217      BU2508  20250723  ...    3640       3644      BU
218    218      BU2509  20250723  ...    3612       3611      BU
219    219      BU2510  20250723  ...    3575       3565      BU
220    220      BU2511  20250723  ...    3534       3523      BU
221    221      BU2512  20250723  ...    3469       3458      BU
222    222      BU2601  20250723  ...    3437       3428      BU
223    223      BU2602  20250723  ...    3431       3392      BU
224    224      BU2603  20250723  ...    3417       3396      BU
225    225      BU2604  20250723  ...    3393       3389      BU
226    226      BU2605  20250723  ...    3407       3380      BU
227    227      BU2606  20250723  ...    3405       3380      BU
228    228      BU2607  20250723  ...    3392       3392      BU
229    229      BU2609  20250723  ...    3392       3369      BU
230    230      BU2612  20250723  ...    3341       3325      BU
231    231      BU2703  20250723  ...    3332       3326      BU
232    232      BU2706  20250723  ...    3332       3324      BU
233    233      BR2508  20250723  ...   12015      12020      BR
234    234      BR2509  20250723  ...   12000      12025      BR
235    235      BR2510  20250723  ...   11960      12005      BR
236    236      BR2511  20250723  ...   11960      12020      BR
237    237      BR2512  20250723  ...   11965      12030      BR
238    238      BR2601  20250723  ...   11980      12005      BR
239    239      BR2602  20250723  ...   11990      11975      BR
240    240      BR2603  20250723  ...   12020      12000      BR
241    241      BR2604  20250723  ...   12025      12005      BR
242    242      BR2605  20250723  ...   12000      11995      BR
243    243      BR2606  20250723  ...   12020      12010      BR
244    244      BR2607  20250723  ...   11995      11980      BR
245    245      RU2508  20250723  ...   14960      15020      RU
246    246      RU2509  20250723  ...   15015      15030      RU
247    247      RU2510  20250723  ...   14985      15010      RU
248    248      RU2511  20250723  ...   15010      15025      RU
249    249      RU2601  20250723  ...   15800      15800      RU
250    250      RU2603  20250723  ...   15815      15760      RU
251    251      RU2604  20250723  ...   15880      15805      RU
252    252      RU2605  20250723  ...   15935      15875      RU
253    253      RU2606  20250723  ...   15830      15875      RU
254    254      RU2607  20250723  ...   15805      15805      RU
255    255      NR2508  20250723  ...   12790      12810      NR
256    256      NR2509  20250723  ...   12820      12845      NR
257    257      NR2510  20250723  ...   12810      12830      NR
258    258      NR2511  20250723  ...   12830      12835      NR
259    259      NR2512  20250723  ...   12890      12885      NR
260    260      NR2601  20250723  ...   12925      12930      NR
261    261      NR2602  20250723  ...   12995      12905      NR
262    262      NR2603  20250723  ...   12900      12885      NR
263    263      NR2604  20250723  ...   12995      13010      NR
264    264      NR2605  20250723  ...   12995      12940      NR
265    265      NR2606  20250723  ...   12950      12980      NR
266    266      NR2607  20250723  ...   12810      12810      NR
267    267      SP2508  20250723  ...    5418       5314      SP
268    268      SP2509  20250723  ...    5424       5342      SP
269    269      SP2510  20250723  ...    5364       5308      SP
270    270      SP2511  20250723  ...    5362       5308      SP
271    271      SP2512  20250723  ...    5312       5258      SP
272    272      SP2601  20250723  ...    5532       5484      SP
273    273      SP2602  20250723  ...    5472       5420      SP
274    274      SP2603  20250723  ...    5460       5424      SP
275    275      SP2604  20250723  ...    5442       5400      SP
276    276      SP2605  20250723  ...    5456       5418      SP
277    277      SP2606  20250723  ...    5426       5418      SP
278    278      SP2607  20250723  ...    5456       5414      SP
279    279      EC2508  20250723  ...  2212.3     2276.1      EC
280    280      EC2510  20250723  ...  1526.9     1579.9      EC
281    281      EC2512  20250723  ...  1687.9     1728.6      EC
282    282      EC2602  20250723  ...    1458     1469.5      EC
283    283      EC2604  20250723  ...  1316.3     1323.9      EC
284    284      EC2606  20250723  ...  1454.3     1447.6      EC
285    285  SC_TAS2509  20250723  ...                     SC_TAS
286    286  SC_TAS2510  20250723  ...                     SC_TAS
287    287  SC_TAS2511  20250723  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-24 18:26:34,068 - future_1d - INFO - ak.get_shfe_daily('2025-07-23') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250723   4213.00  ...   4229.00     4213.00        A
1     a2511  20250723   4139.00  ...   4142.00     4132.00        A
2     a2601  20250723   4125.00  ...   4127.00     4122.00        A
3     a2603  20250723   4118.00  ...   4116.00     4110.00        A
4     a2605  20250723   4152.00  ...   4150.00     4144.00        A
5     a2607  20250723   4154.00  ...   4148.00     4142.00        A
6     b2508  20250723   3634.00  ...   3639.00     3634.00        B
7     b2509  20250723   3719.00  ...   3732.00     3717.00        B
8     b2510  20250723   3761.00  ...   3780.00     3762.00        B
9     b2511  20250723   3779.00  ...   3793.00     3775.00        B
10    b2512  20250723   3789.00  ...   3799.00     3782.00        B
11    b2601  20250723   3768.00  ...   3779.00     3762.00        B
12    b2602  20250723   3724.00  ...   3728.00     3721.00        B
13    b2603  20250723   3616.00  ...   3621.00     3614.00        B
14    b2604  20250723   3510.00  ...   3511.00     3507.00        B
15    b2605  20250723   3434.00  ...   3440.00     3431.00        B
16    b2606  20250723   3428.00  ...   3434.00     3426.00        B
17    b2607  20250723   3431.00  ...   3432.00     3425.00        B
18   bb2509  20250723    156.20  ...    153.45      156.15       BB
19   bb2511  20250723    153.95  ...    153.50      153.70       BB
20   bb2601  20250723    148.55  ...    147.60      147.90       BB
21   bb2603  20250723      0.00  ...    154.15      154.45       BB
22   bb2605  20250723      0.00  ...    154.15      154.45       BB
23   bb2607  20250723      0.00  ...    154.15      154.45       BB
24   bz2603  20250723   6278.00  ...   6222.00     6238.00       BZ
25   bz2604  20250723   6254.00  ...   6198.00     6224.00       BZ
26   bz2605  20250723   6269.00  ...   6213.00     6228.00       BZ
27   bz2606  20250723   6261.00  ...   6225.00     6219.00       BZ
28    c2509  20250723   2316.00  ...   2311.00     2325.00        C
29    c2511  20250723   2278.00  ...   2271.00     2280.00        C
30    c2601  20250723   2246.00  ...   2244.00     2250.00        C
31    c2603  20250723   2248.00  ...   2244.00     2250.00        C
32    c2605  20250723   2291.00  ...   2285.00     2290.00        C
33    c2607  20250723   2297.00  ...   2294.00     2300.00        C
34   cs2509  20250723   2670.00  ...   2669.00     2672.00       CS
35   cs2511  20250723   2615.00  ...   2614.00     2621.00       CS
36   cs2601  20250723   2627.00  ...   2626.00     2634.00       CS
37   cs2603  20250723   2617.00  ...   2616.00     2619.00       CS
38   cs2605  20250723   2653.00  ...   2658.00     2663.00       CS
39   cs2607  20250723   2659.00  ...   2662.00     2665.00       CS
40   eb2507  20250723      0.00  ...   7387.00     7387.00       EB
41   eb2508  20250723   7511.00  ...   7465.00     7471.00       EB
42   eb2509  20250723   7491.00  ...   7433.00     7429.00       EB
43   eb2510  20250723   7420.00  ...   7398.00     7377.00       EB
44   eb2511  20250723   7365.00  ...   7356.00     7318.00       EB
45   eb2512  20250723   7340.00  ...   7334.00     7287.00       EB
46   eb2601  20250723   7350.00  ...   7335.00     7285.00       EB
47   eb2602  20250723   7366.00  ...   7349.00     7292.00       EB
48   eb2603  20250723   7364.00  ...   7358.00     7326.00       EB
49   eb2604  20250723   7372.00  ...   7366.00     7310.00       EB
50   eb2605  20250723   7384.00  ...   7363.00     7337.00       EB
51   eb2606  20250723   7377.00  ...   7375.00     7293.00       EB
52   eg2507  20250723      0.00  ...   4226.00     4226.00       EG
53   eg2508  20250723   4410.00  ...   4405.00     4398.00       EG
54   eg2509  20250723   4459.00  ...   4440.00     4430.00       EG
55   eg2510  20250723   4447.00  ...   4445.00     4420.00       EG
56   eg2511  20250723   4471.00  ...   4448.00     4424.00       EG
57   eg2512  20250723   4470.00  ...   4462.00     4421.00       EG
58   eg2601  20250723   4456.00  ...   4446.00     4429.00       EG
59   eg2602  20250723   4461.00  ...   4440.00     4438.00       EG
60   eg2603  20250723   4425.00  ...   4430.00     4436.00       EG
61   eg2604  20250723   4472.00  ...   4462.00     4380.00       EG
62   eg2605  20250723   4475.00  ...   4473.00     4465.00       EG
63   eg2606  20250723      0.00  ...   4440.00     4440.00       EG
64   fb2508  20250723      0.00  ...   1378.00     1375.50       FB
65   fb2509  20250723   1287.00  ...   1286.00     1285.50       FB
66   fb2510  20250723   1307.00  ...   1314.50     1310.50       FB
67   fb2511  20250723   1314.50  ...   1314.00     1311.50       FB
68   fb2512  20250723   1319.50  ...   1314.50     1314.50       FB
69   fb2601  20250723   1344.00  ...   1315.00     1317.00       FB
70   fb2602  20250723      0.00  ...   1305.50     1305.50       FB
71   fb2603  20250723      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250723      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250723      0.00  ...   1302.50     1302.50       FB
74   fb2606  20250723      0.00  ...   1297.00     1297.00       FB
75   fb2607  20250723      0.00  ...   1295.00     1295.00       FB
76    i2508  20250723    829.50  ...    819.00      821.00        I
77    i2509  20250723    826.00  ...    815.50      817.00        I
78    i2510  20250723    818.50  ...    810.00      812.50        I
79    i2511  20250723    813.00  ...    803.50      807.00        I
80    i2512  20250723    806.50  ...    796.50      800.00        I
81    i2601  20250723    797.00  ...    786.50      787.50        I
82    i2602  20250723    791.50  ...    780.50      786.00        I
83    i2603  20250723    788.00  ...    777.00      782.50        I
84    i2604  20250723    783.50  ...    772.50      777.00        I
85    i2605  20250723    773.00  ...    763.50      766.50        I
86    i2606  20250723    767.50  ...    760.00      760.00        I
87    i2607  20250723    764.50  ...    754.50      754.50        I
88    j2508  20250723   1706.50  ...   1673.50     1600.00        J
89    j2509  20250723   1686.00  ...   1701.50     1644.50        J
90    j2510  20250723   1718.00  ...   1713.50     1661.50        J
91    j2511  20250723   1733.00  ...   1730.00     1721.50        J
92    j2512  20250723   1742.50  ...   1739.50     1714.00        J
93    j2601  20250723   1747.50  ...   1743.00     1699.00        J
94    j2602  20250723   1762.50  ...   1759.00     1724.50        J
95    j2603  20250723   1785.00  ...   1788.00     1676.50        J
96    j2604  20250723   1808.00  ...   1803.00     1705.50        J
97    j2605  20250723   1797.50  ...   1773.50     1746.00        J
98    j2606  20250723   1803.50  ...   1767.50     1732.50        J
99    j2607  20250723   1781.50  ...   1781.50     1730.50        J
100  jd2507  20250723   3160.00  ...   3160.00     3160.00       JD
101  jd2508  20250723   3581.00  ...   3607.00     3576.00       JD
102  jd2509  20250723   3628.00  ...   3646.00     3624.00       JD
103  jd2510  20250723   3400.00  ...   3409.00     3397.00       JD
104  jd2511  20250723   3405.00  ...   3415.00     3404.00       JD
105  jd2512  20250723   3554.00  ...   3565.00     3550.00       JD
106  jd2601  20250723   3620.00  ...   3643.00     3615.00       JD
107  jd2602  20250723   3190.00  ...   3213.00     3188.00       JD
108  jd2603  20250723   3195.00  ...   3217.00     3190.00       JD
109  jd2604  20250723   3330.00  ...   3352.00     3324.00       JD
110  jd2605  20250723   3413.00  ...   3435.00     3407.00       JD
111  jd2606  20250723   3261.00  ...   3271.00     3256.00       JD
112  jm2508  20250723    960.50  ...   1007.00      948.00       JM
113  jm2509  20250723   1068.00  ...   1110.00     1023.00       JM
114  jm2510  20250723   1111.50  ...   1137.50     1048.00       JM
115  jm2511  20250723   1116.00  ...   1152.50     1072.50       JM
116  jm2512  20250723   1131.00  ...   1164.50     1089.50       JM
117  jm2601  20250723   1148.00  ...   1177.50     1102.50       JM
118  jm2602  20250723   1163.00  ...   1186.00     1117.50       JM
119  jm2603  20250723   1166.50  ...   1185.50     1121.00       JM
120  jm2604  20250723   1184.50  ...   1197.50     1125.50       JM
121  jm2605  20250723   1189.50  ...   1204.50     1134.50       JM
122  jm2606  20250723   1196.50  ...   1219.00     1148.00       JM
123  jm2607  20250723   1218.50  ...   1246.00     1148.00       JM
124   l2508  20250723   7301.00  ...   7278.00     7269.00        L
125   l2509  20250723   7370.00  ...   7320.00     7306.00        L
126   l2510  20250723   7378.00  ...   7339.00     7331.00        L
127   l2511  20250723   7397.00  ...   7351.00     7355.00        L
128   l2512  20250723   7405.00  ...   7362.00     7373.00        L
129   l2601  20250723   7409.00  ...   7370.00     7354.00        L
130   l2602  20250723   7404.00  ...   7356.00     7331.00        L
131   l2603  20250723   7402.00  ...   7348.00     7328.00        L
132   l2604  20250723   7426.00  ...   7410.00     7354.00        L
133   l2605  20250723   7420.00  ...   7358.00     7341.00        L
134   l2606  20250723   7383.00  ...   7356.00     7333.00        L
135   l2607  20250723   7398.00  ...   7384.00     7323.00        L
136  lg2507  20250723    820.00  ...    818.50      823.00       LG
137  lg2509  20250723    841.50  ...    829.00      840.50       LG
138  lg2511  20250723    849.00  ...    831.00      845.00       LG
139  lg2601  20250723    850.00  ...    839.00      856.50       LG
140  lg2603  20250723    846.50  ...    837.00      856.50       LG
141  lg2605  20250723    847.00  ...    842.50      861.50       LG
142  lh2507  20250723      0.00  ...  14010.00    14010.00       LH
143  lh2509  20250723  14400.00  ...  14695.00    14350.00       LH
144  lh2511  20250723  14150.00  ...  14375.00    13915.00       LH
145  lh2601  20250723  14400.00  ...  14750.00    14220.00       LH
146  lh2603  20250723  13380.00  ...  13670.00    13260.00       LH
147  lh2605  20250723  13725.00  ...  13995.00    13530.00       LH
148   m2508  20250723   3063.00  ...   3073.00     3062.00        M
149   m2509  20250723   3080.00  ...   3096.00     3076.00        M
150   m2511  20250723   3096.00  ...   3133.00     3111.00        M
151   m2512  20250723   3130.00  ...   3150.00     3126.00        M
152   m2601  20250723   3100.00  ...   3116.00     3098.00        M
153   m2603  20250723   2942.00  ...   2954.00     2939.00        M
154   m2605  20250723   2758.00  ...   2767.00     2756.00        M
155   m2607  20250723   2744.00  ...   2752.00     2742.00        M
156   p2508  20250723   8872.00  ...   8898.00     8882.00        P
157   p2509  20250723   8908.00  ...   8984.00     8928.00        P
158   p2510  20250723   8914.00  ...   8984.00     8920.00        P
159   p2511  20250723   8896.00  ...   8956.00     8900.00        P
160   p2512  20250723   8908.00  ...   8966.00     8886.00        P
161   p2601  20250723   8900.00  ...   8960.00     8888.00        P
162   p2602  20250723   8852.00  ...   8886.00     8852.00        P
163   p2603  20250723   8766.00  ...   8800.00     8756.00        P
164   p2604  20250723   8704.00  ...   8702.00     8700.00        P
165   p2605  20250723   8586.00  ...   8640.00     8586.00        P
166   p2606  20250723   8526.00  ...   8552.00     8530.00        P
167   p2607  20250723   8500.00  ...   8536.00     8512.00        P
168  pg2507  20250723      0.00  ...   4019.00     4019.00       PG
169  pg2508  20250723   4000.00  ...   4013.00     4032.00       PG
170  pg2509  20250723   3975.00  ...   3972.00     3981.00       PG
171  pg2510  20250723   4415.00  ...   4400.00     4407.00       PG
172  pg2511  20250723   4352.00  ...   4336.00     4340.00       PG
173  pg2512  20250723   4282.00  ...   4273.00     4272.00       PG
174  pg2601  20250723   4218.00  ...   4209.00     4204.00       PG
175  pg2602  20250723   4123.00  ...   4122.00     4114.00       PG
176  pg2603  20250723   4058.00  ...   4046.00     4039.00       PG
177  pg2604  20250723   4332.00  ...   4337.00     4339.00       PG
178  pg2605  20250723   4249.00  ...   4238.00     4233.00       PG
179  pg2606  20250723   4178.00  ...   4178.00     4163.00       PG
180  pp2508  20250723   7108.00  ...   7098.00     7086.00       PP
181  pp2509  20250723   7150.00  ...   7126.00     7114.00       PP
182  pp2510  20250723   7161.00  ...   7136.00     7115.00       PP
183  pp2511  20250723   7158.00  ...   7134.00     7115.00       PP
184  pp2512  20250723   7161.00  ...   7135.00     7123.00       PP
185  pp2601  20250723   7170.00  ...   7143.00     7116.00       PP
186  pp2602  20250723   7135.00  ...   7121.00     7110.00       PP
187  pp2603  20250723   7134.00  ...   7130.00     7098.00       PP
188  pp2604  20250723   7149.00  ...   7124.00     7097.00       PP
189  pp2605  20250723   7147.00  ...   7137.00     7109.00       PP
190  pp2606  20250723   7125.00  ...   7103.00     7100.00       PP
191  pp2607  20250723      0.00  ...   7173.00     7173.00       PP
192  rr2508  20250723   3597.00  ...   3563.00     3593.00       RR
193  rr2509  20250723   3605.00  ...   3601.00     3603.00       RR
194  rr2510  20250723   3620.00  ...   3629.00     3625.00       RR
195  rr2511  20250723   3621.00  ...   3622.00     3616.00       RR
196  rr2512  20250723   3621.00  ...   3621.00     3618.00       RR
197  rr2601  20250723   3620.00  ...   3623.00     3616.00       RR
198  rr2602  20250723   3623.00  ...   3623.00     3622.00       RR
199  rr2603  20250723   3626.00  ...   3630.00     3641.00       RR
200  rr2604  20250723   3633.00  ...   3634.00     3630.00       RR
201  rr2605  20250723   3628.00  ...   3629.00     3625.00       RR
202  rr2606  20250723   3622.00  ...   3627.00     3625.00       RR
203  rr2607  20250723      0.00  ...   3617.00     3617.00       RR
204   v2508  20250723   5199.00  ...   5169.00     5145.00        V
205   v2509  20250723   5260.00  ...   5194.00     5186.00        V
206   v2510  20250723   5285.00  ...   5220.00     5217.00        V
207   v2511  20250723   5314.00  ...   5265.00     5247.00        V
208   v2512  20250723   5340.00  ...   5279.00     5280.00        V
209   v2601  20250723   5380.00  ...   5307.00     5305.00        V
210   v2602  20250723   5395.00  ...   5344.00     5328.00        V
211   v2603  20250723   5395.00  ...   5361.00     5330.00        V
212   v2604  20250723   5533.00  ...   5496.00     5471.00        V
213   v2605  20250723   5560.00  ...   5500.00     5502.00        V
214   v2606  20250723   5584.00  ...   5524.00     5508.00        V
215   v2607  20250723   5610.00  ...   5544.00     5507.00        V
216   y2508  20250723   8054.00  ...   8062.00     8052.00        Y
217   y2509  20250723   8066.00  ...   8072.00     8072.00        Y
218   y2511  20250723   8084.00  ...   8080.00     8084.00        Y
219   y2512  20250723   8086.00  ...   8086.00     8084.00        Y
220   y2601  20250723   8022.00  ...   8022.00     8022.00        Y
221   y2603  20250723   7888.00  ...   7894.00     7902.00        Y
222   y2605  20250723   7674.00  ...   7668.00     7674.00        Y
223   y2607  20250723   7654.00  ...   7664.00     7670.00        Y

[224 rows x 12 columns]
2025-07-24 18:26:34,703 - future_1d - INFO - ak.get_dce_daily('2025-07-23') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250723  6195.400  ...  6170.200    6161.200       IC
1   IC2509  20250723  6135.800  ...  6120.800    6111.800       IC
2   IC2512  20250723  6024.200  ...  5997.000    5984.600       IC
3   IC2603  20250723  5913.200  ...  5882.800    5870.000       IC
4   IF2508  20250723  4126.200  ...  4117.800    4105.400       IF
5   IF2509  20250723  4117.000  ...  4109.800    4096.600       IF
6   IF2512  20250723  4087.000  ...  4079.800    4063.600       IF
7   IF2603  20250723  4055.200  ...  4051.600    4033.200       IF
8   IH2508  20250723  2802.000  ...  2801.800    2788.800       IH
9   IH2509  20250723  2803.200  ...  2802.600    2789.400       IH
10  IH2512  20250723  2806.200  ...  2804.200    2791.600       IH
11  IH2603  20250723  2810.000  ...  2805.800    2793.400       IH
12  IM2508  20250723  6595.200  ...  6570.800    6568.000       IM
13  IM2509  20250723  6521.200  ...  6499.200    6495.800       IM
14  IM2512  20250723  6340.000  ...  6316.800    6311.400       IM
15  IM2603  20250723  6177.800  ...  6158.400    6150.400       IM
16   T2509  20250723   108.500  ...   108.530     108.635        T
17   T2512  20250723   108.570  ...   108.600     108.700        T
18   T2603  20250723   108.600  ...   108.585     108.665        T
19  TF2509  20250723   105.785  ...   105.805     105.885       TF
20  TF2512  20250723   105.900  ...   105.885     105.965       TF
21  TF2603  20250723   105.945  ...   105.950     106.030       TF
22  TL2509  20250723   118.900  ...   119.350     119.520       TL
23  TL2512  20250723   118.880  ...   119.160     119.330       TL
24  TL2603  20250723   118.850  ...   118.960     119.150       TL
25  TS2509  20250723   102.390  ...   102.380     102.414       TS
26  TS2512  20250723   102.444  ...   102.464     102.490       TS
27  TS2603  20250723   102.570  ...   102.552     102.584       TS

[28 rows x 12 columns]
2025-07-24 18:26:34,970 - future_1d - INFO - ak.get_cffex_daily('2025-07-23') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250723  49755.0  ...  51395.0     47655.0       PS
1   PS2509  20250723  50905.0  ...  51130.0     47470.0       PS
2   PS2510  20250723  50670.0  ...  51075.0     47315.0       PS
3   PS2511  20250723  50100.0  ...  50860.0     47220.0       PS
4   PS2512  20250723  52440.0  ...  53140.0     49395.0       PS
5   PS2601  20250723  51000.0  ...  52640.0     48930.0       PS
6   PS2602  20250723  51785.0  ...  52300.0     48595.0       PS
7   PS2603  20250723  51780.0  ...  52170.0     48685.0       PS
8   PS2604  20250723  51695.0  ...  52070.0     48800.0       PS
9   PS2605  20250723  52000.0  ...  52335.0     48615.0       PS
10  PS2606  20250723  52220.0  ...  53410.0     49520.0       PS
11  PS2607  20250723  50615.0  ...  53175.0     49445.0       PS
13  SI2508  20250723   9730.0  ...   9705.0      9425.0       SI
14  SI2509  20250723   9810.0  ...   9710.0      9470.0       SI
15  SI2510  20250723   9755.0  ...   9635.0      9405.0       SI
16  SI2511  20250723   9740.0  ...   9535.0      9340.0       SI
17  SI2512  20250723   9885.0  ...   9795.0      9605.0       SI
18  SI2601  20250723   9890.0  ...   9710.0      9550.0       SI
19  SI2602  20250723   9695.0  ...   9735.0      9510.0       SI
20  SI2603  20250723   9760.0  ...   9695.0      9490.0       SI
21  SI2604  20250723   9755.0  ...   9665.0      9485.0       SI
22  SI2605  20250723   9735.0  ...   9615.0      9470.0       SI
23  SI2606  20250723   9810.0  ...   9605.0      9450.0       SI
24  SI2607  20250723   9815.0  ...   9650.0      9490.0       SI
27  LC2508  20250723  74980.0  ...  72280.0     71900.0       LC
28  LC2509  20250723  73500.0  ...  71520.0     72320.0       LC
29  LC2510  20250723  71800.0  ...  71120.0     71600.0       LC
30  LC2511  20250723  72700.0  ...  70640.0     71260.0       LC
31  LC2512  20250723  72700.0  ...  70220.0     71260.0       LC
32  LC2601  20250723  72000.0  ...  70440.0     71100.0       LC
33  LC2602  20250723  71300.0  ...  70680.0     70800.0       LC
34  LC2603  20250723  71360.0  ...  70220.0     70540.0       LC
35  LC2604  20250723  71200.0  ...  70480.0     70760.0       LC
36  LC2605  20250723  71500.0  ...  70040.0     70780.0       LC
37  LC2606  20250723  71240.0  ...  70220.0     70600.0       LC
38  LC2607  20250723  71000.0  ...  70300.0     70520.0       LC

[36 rows x 12 columns]
2025-07-24 18:26:35,099 - future_1d - INFO - ak.get_gfex_daily('2025-07-23') done
2025-07-24 18:26:36,828 - future_1d - INFO - save future_daily 2025-07-23 completed
    symbol      date     open  ...   settle  pre_settle  variety
0    AP510  20250724   7938.0  ...   7967.0      7949.0       AP
1    AP511  20250724   7664.0  ...   7704.0      7698.0       AP
2    AP512  20250724   7727.0  ...   7747.0      7748.0       AP
3    AP601  20250724   7800.0  ...   7834.0      7821.0       AP
4    AP603  20250724   7753.0  ...   7766.0      7740.0       AP
5    AP604  20250724   7741.0  ...   7769.0      7758.0       AP
6    AP605  20250724   7774.0  ...   7812.0      7796.0       AP
7    CF509  20250724  14180.0  ...  14160.0     14220.0       CF
8    CF511  20250724  13985.0  ...  13995.0     14010.0       CF
9    CF601  20250724  14065.0  ...  14070.0     14080.0       CF
10   CF603  20250724  14000.0  ...  14030.0     14035.0       CF
11   CF605  20250724  14015.0  ...  14005.0     14025.0       CF
12   CF607  20250724  14000.0  ...  14025.0     14050.0       CF
13   CJ509  20250724   9610.0  ...   9495.0      9545.0       CJ
14   CJ512  20250724  10430.0  ...  10315.0     10415.0       CJ
15   CJ601  20250724  10580.0  ...  10475.0     10565.0       CJ
16   CJ603  20250724  10650.0  ...  10545.0     10655.0       CJ
17   CJ605  20250724  10750.0  ...  10700.0     10765.0       CJ
18   CJ607  20250724  10755.0  ...  10790.0     10865.0       CJ
19   CY508  20250724      0.0  ...  20165.0     20165.0       CY
20   CY509  20250724  20325.0  ...  20350.0     20420.0       CY
21   CY510  20250724      0.0  ...  19960.0     20030.0       CY
22   CY511  20250724  20120.0  ...  20155.0     20215.0       CY
23   CY512  20250724      0.0  ...  20045.0     20040.0       CY
24   CY601  20250724  20225.0  ...  20260.0     20325.0       CY
25   CY602  20250724      0.0  ...  20055.0     20055.0       CY
26   CY603  20250724      0.0  ...  20305.0     20305.0       CY
27   CY604  20250724      0.0  ...  20040.0     20040.0       CY
28   CY605  20250724      0.0  ...  20215.0     20215.0       CY
29   CY606  20250724      0.0  ...  20010.0     20010.0       CY
30   CY607  20250724      0.0  ...  20595.0     20625.0       CY
31   FG508  20250724   1207.0  ...   1258.0      1221.0       FG
32   FG509  20250724   1206.0  ...   1261.0      1223.0       FG
33   FG510  20250724   1269.0  ...   1319.0      1278.0       FG
34   FG511  20250724   1249.0  ...   1301.0      1263.0       FG
35   FG512  20250724   1319.0  ...   1366.0      1328.0       FG
36   FG601  20250724   1309.0  ...   1354.0      1318.0       FG
37   FG602  20250724   1355.0  ...   1389.0      1357.0       FG
38   FG603  20250724   1345.0  ...   1377.0      1354.0       FG
39   FG604  20250724   1366.0  ...   1412.0      1385.0       FG
40   FG605  20250724   1370.0  ...   1411.0      1376.0       FG
41   FG606  20250724   1400.0  ...   1428.0      1390.0       FG
42   FG607  20250724   1385.0  ...   1414.0      1383.0       FG
43   JR509  20250724      0.0  ...   2662.0      2662.0       JR
44   JR511  20250724      0.0  ...   2662.0      2662.0       JR
45   JR601  20250724      0.0  ...   2662.0      2662.0       JR
46   JR603  20250724      0.0  ...   2662.0      2662.0       JR
47   JR605  20250724      0.0  ...   2662.0      2662.0       JR
48   JR607  20250724      0.0  ...   2662.0      2662.0       JR
49   LR509  20250724      0.0  ...   2360.0      2360.0       LR
50   LR511  20250724      0.0  ...   2360.0      2360.0       LR
51   LR601  20250724      0.0  ...   2360.0      2360.0       LR
52   MA508  20250724   2394.0  ...   2417.0      2394.0       MA
53   MA509  20250724   2417.0  ...   2465.0      2430.0       MA
54   MA510  20250724   2444.0  ...   2498.0      2459.0       MA
55   MA511  20250724   2466.0  ...   2517.0      2481.0       MA
56   MA512  20250724   2489.0  ...   2532.0      2496.0       MA
57   MA601  20250724   2504.0  ...   2539.0      2510.0       MA
58   MA602  20250724   2497.0  ...   2536.0      2496.0       MA
59   MA603  20250724   2487.0  ...   2526.0      2490.0       MA
60   MA604  20250724   2469.0  ...   2502.0      2463.0       MA
61   MA605  20250724   2431.0  ...   2463.0      2435.0       MA
62   MA606  20250724   2453.0  ...   2475.0      2449.0       MA
63   MA607  20250724   2430.0  ...   2457.0      2430.0       MA
64   OI509  20250724   9459.0  ...   9462.0      9451.0       OI
65   OI511  20250724   9439.0  ...   9441.0      9433.0       OI
66   OI601  20250724   9408.0  ...   9409.0      9388.0       OI
67   OI603  20250724   9359.0  ...   9382.0      9347.0       OI
68   OI605  20250724   9314.0  ...   9315.0      9282.0       OI
69   OI607  20250724   9269.0  ...   9314.0      9269.0       OI
70   PF508  20250724   6420.0  ...   6474.0      6480.0       PF
71   PF509  20250724   6430.0  ...   6472.0      6476.0       PF
72   PF510  20250724   6478.0  ...   6534.0      6532.0       PF
73   PF511  20250724   6474.0  ...   6524.0      6522.0       PF
74   PF512  20250724   6454.0  ...   6510.0      6504.0       PF
75   PF601  20250724   6462.0  ...   6516.0      6500.0       PF
76   PF602  20250724   6482.0  ...   6514.0      6504.0       PF
77   PF603  20250724   6496.0  ...   6528.0      6516.0       PF
78   PF604  20250724      0.0  ...   6556.0      6518.0       PF
79   PF605  20250724   6530.0  ...   6566.0      6548.0       PF
80   PF606  20250724   6534.0  ...   6576.0      6562.0       PF
81   PF607  20250724   6550.0  ...   6570.0      6590.0       PF
82   PK510  20250724   8142.0  ...   8140.0      8142.0       PK
83   PK511  20250724   7974.0  ...   7984.0      7978.0       PK
84   PK512  20250724   7968.0  ...   7984.0      7972.0       PK
85   PK601  20250724   7998.0  ...   8016.0      7994.0       PK
86   PK603  20250724   8014.0  ...   8034.0      8022.0       PK
87   PK604  20250724   8030.0  ...   8032.0      8028.0       PK
88   PK605  20250724   8040.0  ...   8036.0      8036.0       PK
89   PL601  20250724   6594.0  ...   6590.0      6595.0       PL
90   PL602  20250724   6641.0  ...   6668.0      6645.0       PL
91   PL603  20250724   6578.0  ...   6584.0      6573.0       PL
92   PL604  20250724   6494.0  ...   6494.0      6610.0       PL
93   PL605  20250724   6520.0  ...   6524.0      6519.0       PL
94   PL606  20250724      0.0  ...   6611.0      6611.0       PL
95   PL607  20250724      0.0  ...   6596.0      6596.0       PL
96   PM509  20250724      0.0  ...   3122.0      3122.0       PM
97   PM511  20250724      0.0  ...   3122.0      3122.0       PM
98   PM601  20250724      0.0  ...   3122.0      3122.0       PM
99   PM603  20250724      0.0  ...   3122.0      3122.0       PM
100  PM605  20250724      0.0  ...   3122.0      3122.0       PM
101  PM607  20250724      0.0  ...   3122.0      3122.0       PM
102  PR508  20250724   6014.0  ...   6034.0      6030.0       PR
103  PR509  20250724   5976.0  ...   6018.0      6012.0       PR
104  PR510  20250724   5992.0  ...   6024.0      6022.0       PR
105  PR511  20250724   5982.0  ...   6012.0      5996.0       PR
106  PR512  20250724   6010.0  ...   6018.0      5986.0       PR
107  PR601  20250724   5982.0  ...   5994.0      5972.0       PR
108  PR602  20250724   6008.0  ...   5992.0      5974.0       PR
109  PR603  20250724   6016.0  ...   5996.0      6012.0       PR
110  PR604  20250724   6012.0  ...   6010.0      6008.0       PR
111  PR605  20250724   6020.0  ...   6020.0      6014.0       PR
112  PR606  20250724      0.0  ...   6016.0      5998.0       PR
113  PR607  20250724   5980.0  ...   5980.0      5978.0       PR
114  PX508  20250724   6924.0  ...   6926.0      6924.0       PX
115  PX509  20250724   6860.0  ...   6902.0      6890.0       PX
116  PX510  20250724   6848.0  ...   6888.0      6870.0       PX
117  PX511  20250724   6804.0  ...   6844.0      6834.0       PX
118  PX512  20250724   6800.0  ...   6822.0      6818.0       PX
119  PX601  20250724   6782.0  ...   6804.0      6802.0       PX
120  PX602  20250724   6786.0  ...   6760.0      6772.0       PX
121  PX603  20250724      0.0  ...   6806.0      6754.0       PX
122  PX604  20250724      0.0  ...   6804.0      6740.0       PX
123  PX605  20250724   6748.0  ...   6756.0      6752.0       PX
124  PX606  20250724   6756.0  ...   6760.0      6728.0       PX
125  PX607  20250724   6760.0  ...   6764.0      6740.0       PX
126  RI509  20250724      0.0  ...   2479.0      2479.0       RI
127  RI511  20250724      0.0  ...   2479.0      2479.0       RI
128  RI601  20250724      0.0  ...   2479.0      2479.0       RI
129  RI603  20250724      0.0  ...   2479.0      2479.0       RI
130  RI605  20250724      0.0  ...   2479.0      2479.0       RI
131  RI607  20250724      0.0  ...   2479.0      2479.0       RI
132  RM508  20250724   2747.0  ...   2688.0      2744.0       RM
133  RM509  20250724   2757.0  ...   2706.0      2754.0       RM
134  RM511  20250724   2590.0  ...   2562.0      2584.0       RM
135  RM601  20250724   2445.0  ...   2414.0      2448.0       RM
136  RM603  20250724   2407.0  ...   2383.0      2411.0       RM
137  RM605  20250724   2385.0  ...   2368.0      2385.0       RM
138  RM607  20250724   2371.0  ...   2355.0      2372.0       RM
139  RS508  20250724      0.0  ...   4975.0      4976.0       RS
140  RS509  20250724   5080.0  ...   5092.0      5121.0       RS
141  RS511  20250724   5261.0  ...   5244.0      5245.0       RS
142  RS607  20250724      0.0  ...   5200.0      5200.0       RS
143  SA508  20250724   1319.0  ...   1344.0      1337.0       SA
144  SA509  20250724   1330.0  ...   1364.0      1349.0       SA
145  SA510  20250724   1359.0  ...   1378.0      1374.0       SA
146  SA511  20250724   1367.0  ...   1389.0      1385.0       SA
147  SA512  20250724   1405.0  ...   1424.0      1418.0       SA
148  SA601  20250724   1407.0  ...   1438.0      1414.0       SA
149  SA602  20250724   1418.0  ...   1458.0      1435.0       SA
150  SA603  20250724   1420.0  ...   1450.0      1425.0       SA
151  SA604  20250724   1443.0  ...   1492.0      1443.0       SA
152  SA605  20250724   1446.0  ...   1483.0      1454.0       SA
153  SA606  20250724   1459.0  ...   1510.0      1439.0       SA
154  SA607  20250724   1460.0  ...   1500.0      1459.0       SA
155  SF508  20250724   5806.0  ...   5748.0      5850.0       SF
156  SF509  20250724   5832.0  ...   5762.0      5844.0       SF
157  SF510  20250724   5796.0  ...   5752.0      5822.0       SF
158  SF511  20250724   5960.0  ...   5920.0      5984.0       SF
159  SF512  20250724   5936.0  ...   5894.0      5954.0       SF
160  SF601  20250724   5916.0  ...   5874.0      5956.0       SF
161  SF602  20250724   5836.0  ...   5810.0      5878.0       SF
162  SF603  20250724   5954.0  ...   5966.0      6042.0       SF
163  SF604  20250724   5890.0  ...   5918.0      6056.0       SF
164  SF605  20250724   5928.0  ...   5924.0      5990.0       SF
165  SF606  20250724   5846.0  ...   5878.0      5890.0       SF
166  SF607  20250724   5958.0  ...   5984.0      6028.0       SF
167  SH508  20250724   2582.0  ...   2608.0      2579.0       SH
168  SH509  20250724   2635.0  ...   2665.0      2633.0       SH
169  SH510  20250724   2681.0  ...   2703.0      2671.0       SH
170  SH511  20250724   2658.0  ...   2680.0      2654.0       SH
171  SH512  20250724   2667.0  ...   2696.0      2666.0       SH
172  SH601  20250724   2648.0  ...   2686.0      2658.0       SH
173  SH602  20250724   2692.0  ...   2712.0      2681.0       SH
174  SH603  20250724   2692.0  ...   2718.0      2684.0       SH
175  SH604  20250724   2725.0  ...   2764.0      2708.0       SH
176  SH605  20250724   2732.0  ...   2753.0      2722.0       SH
177  SH606  20250724   2728.0  ...   2773.0      2740.0       SH
178  SH607  20250724   2739.0  ...   2757.0      2713.0       SH
179  SM508  20250724   5922.0  ...   5922.0      5922.0       SM
180  SM509  20250724   5930.0  ...   5938.0      5956.0       SM
181  SM510  20250724   5910.0  ...   5924.0      5932.0       SM
182  SM511  20250724   5978.0  ...   5994.0      6004.0       SM
183  SM512  20250724   6000.0  ...   5998.0      6008.0       SM
184  SM601  20250724   5988.0  ...   5998.0      6016.0       SM
185  SM602  20250724   5938.0  ...   6000.0      6016.0       SM
186  SM603  20250724   5928.0  ...   6014.0      6024.0       SM
187  SM604  20250724   5936.0  ...   6014.0      6016.0       SM
188  SM605  20250724   6022.0  ...   6046.0      6038.0       SM
189  SM606  20250724   5994.0  ...   6086.0      5970.0       SM
190  SM607  20250724   5986.0  ...   6070.0      6040.0       SM
191  SR509  20250724   5835.0  ...   5853.0      5826.0       SR
192  SR511  20250724   5715.0  ...   5727.0      5713.0       SR
193  SR601  20250724   5658.0  ...   5664.0      5650.0       SR
194  SR603  20250724   5630.0  ...   5635.0      5623.0       SR
195  SR605  20250724   5605.0  ...   5609.0      5604.0       SR
196  SR607  20250724   5597.0  ...   5605.0      5600.0       SR
197  TA508  20250724   4780.0  ...   4816.0      4824.0       TA
198  TA509  20250724   4788.0  ...   4814.0      4808.0       TA
199  TA510  20250724   4792.0  ...   4810.0      4810.0       TA
200  TA511  20250724   4786.0  ...   4808.0      4800.0       TA
201  TA512  20250724   4784.0  ...   4802.0      4794.0       TA
202  TA601  20250724   4786.0  ...   4798.0      4792.0       TA
203  TA602  20250724   4780.0  ...   4802.0      4796.0       TA
204  TA603  20250724   4788.0  ...   4790.0      4794.0       TA
205  TA604  20250724   4782.0  ...   4802.0      4802.0       TA
206  TA605  20250724   4794.0  ...   4814.0      4808.0       TA
207  TA606  20250724      0.0  ...   4842.0      4814.0       TA
208  TA607  20250724   4812.0  ...   4826.0      4858.0       TA
209  UR508  20250724   1761.0  ...   1768.0      1772.0       UR
210  UR509  20250724   1775.0  ...   1782.0      1788.0       UR
211  UR510  20250724   1765.0  ...   1774.0      1777.0       UR
212  UR511  20250724   1792.0  ...   1798.0      1795.0       UR
213  UR512  20250724   1779.0  ...   1799.0      1786.0       UR
214  UR601  20250724   1780.0  ...   1790.0      1787.0       UR
215  UR602  20250724   1776.0  ...   1788.0      1774.0       UR
216  UR603  20250724   1788.0  ...   1806.0      1803.0       UR
217  UR604  20250724   1797.0  ...   1803.0      1793.0       UR
218  UR605  20250724   1790.0  ...   1805.0      1798.0       UR
219  UR606  20250724   1790.0  ...   1801.0      1794.0       UR
220  UR607  20250724   1803.0  ...   1809.0      1805.0       UR
221  WH509  20250724      0.0  ...   3198.0      3198.0       WH
222  WH511  20250724      0.0  ...   3198.0      3198.0       WH
223  WH601  20250724      0.0  ...   3198.0      3198.0       WH
224  WH603  20250724      0.0  ...   3198.0      3198.0       WH
225  WH605  20250724      0.0  ...   3198.0      3198.0       WH
226  WH607  20250724      0.0  ...   3198.0      3198.0       WH
227  ZC508  20250724      0.0  ...    801.4       801.4       ZC
228  ZC509  20250724      0.0  ...    801.4       801.4       ZC
229  ZC510  20250724      0.0  ...    801.4       801.4       ZC
230  ZC511  20250724      0.0  ...    801.4       801.4       ZC
231  ZC512  20250724      0.0  ...    801.4       801.4       ZC
232  ZC601  20250724      0.0  ...    801.4       801.4       ZC
233  ZC602  20250724      0.0  ...    801.4       801.4       ZC
234  ZC603  20250724      0.0  ...    801.4       801.4       ZC
235  ZC604  20250724      0.0  ...    801.4       801.4       ZC
236  ZC605  20250724      0.0  ...    801.4       801.4       ZC
237  ZC606  20250724      0.0  ...    801.4       801.4       ZC
238  ZC607  20250724      0.0  ...    801.4       801.4       ZC

[239 rows x 12 columns]
2025-07-24 18:26:45,805 - future_1d - INFO - ak.get_czce_daily('2025-07-24') done
        symbol      date    open    high  ...    turnover  settle pre_settle variety
0       SC2508  20250724   520.4     528  ...     3786.74   518.7      519.2      SC
1       SC2509  20250724     502     511  ...  6236615.93   504.3      503.9      SC
2       SC2510  20250724   496.4   504.4  ...   756833.27   498.7      498.1      SC
3       SC2511  20250724   492.5   499.6  ...   187482.78   494.5      493.1      SC
4       SC2512  20250724   488.1   495.8  ...    11843.25   491.4      489.9      SC
5       SC2601  20250724   486.5   492.3  ...     7769.43   488.6      487.2      SC
6       SC2602  20250724   483.8   488.9  ...     4864.41   486.4      484.1      SC
7       SC2603  20250724   481.1     486  ...      725.87   483.9      482.9      SC
8       SC2604  20250724   480.3   482.7  ...      192.54   481.3      480.3      SC
9       SC2605  20250724                  ...           0     479        479      SC
10      SC2606  20250724   476.3   478.6  ...      525.34   477.5      476.7      SC
11      SC2607  20250724                  ...           0   475.5      475.5      SC
12      SC2609  20250724   476.5   476.5  ...       94.76   473.8      471.6      SC
13      SC2612  20250724   471.9   471.9  ...       47.19   471.9      469.4      SC
14      SC2703  20250724                  ...           0   469.5      469.5      SC
15      SC2706  20250724                  ...           0   468.4      468.4      SC
16      SC2709  20250724                  ...           0     467      462.8      SC
17      SC2712  20250724                  ...           0   467.2      467.2      SC
18      SC2803  20250724   464.9   464.9  ...       46.49   464.9      463.4      SC
19      SC2806  20250724   464.6   466.8  ...      510.46     464      464.2      SC
21      LU2508  20250724    3530    3623  ...     814.158    3539       3548      LU
22      LU2509  20250724    3560    3599  ...   63743.905    3557       3564      LU
23      LU2510  20250724    3557    3596  ...  432984.453    3556       3567      LU
24      LU2511  20250724    3541    3581  ...   36011.263    3547       3552      LU
25      LU2512  20250724    3521    3568  ...    1140.913    3521       3528      LU
26      LU2601  20250724    3501    3553  ...    1882.098    3511       3514      LU
27      LU2602  20250724    3480    3535  ...      38.585    3507       3501      LU
28      LU2603  20250724    3572    3572  ...      66.297    3489       3488      LU
29      LU2604  20250724    3456    3501  ...      24.368    3481       3473      LU
30      LU2605  20250724    3450    3485  ...      27.769    3471       3474      LU
31      LU2606  20250724    3451    3481  ...      10.406    3468       3459      LU
32      LU2607  20250724    3439    3472  ...      34.559    3455       3453      LU
34      NR2508  20250724   12750   13240  ...   135677.65   12905      12790      NR
35      NR2509  20250724   12775   13290  ...  2527939.41   12980      12820      NR
36      NR2510  20250724   12800   13245  ...  770551.205   12975      12810      NR
37      NR2511  20250724   12810   13225  ...    94007.08   13070      12830      NR
38      NR2512  20250724   12845   13225  ...   64668.965   13090      12890      NR
39      NR2601  20250724   12895   13275  ...   68692.915   13105      12925      NR
40      NR2602  20250724   13050   13260  ...      867.79   13145      12995      NR
41      NR2603  20250724                  ...           0   12900      12900      NR
42      NR2604  20250724   13265   13265  ...      13.265   13265      12995      NR
43      NR2605  20250724   13250   13250  ...      92.605   13225      12995      NR
44      NR2606  20250724   13280   13280  ...       13.28   13280      12950      NR
45      NR2607  20250724                  ...           0   12935      12810      NR
47      BC2508  20250724   70990   71060  ...   151780.14   70900      70880      BC
48      BC2509  20250724   71090   71200  ...   76772.905   70980      70930      BC
49      BC2510  20250724   70870   70870  ...      35.435   70870      70720      BC
50      BC2511  20250724                  ...           0   69190      69190      BC
51      BC2512  20250724                  ...           0   70620      70400      BC
52      BC2601  20250724                  ...           0   69620      69480      BC
53      BC2602  20250724                  ...           0   69550      69410      BC
54      BC2603  20250724                  ...           0   69430      69290      BC
55      BC2604  20250724                  ...           0   69570      69430      BC
56      BC2605  20250724                  ...           0   69480      69480      BC
57      BC2606  20250724                  ...           0   69340      69340      BC
58      BC2607  20250724                  ...           0   68670      68670      BC
60      EC2508  20250724    2229    2250  ...  33870.5165  2230.5     2212.3      EC
61      EC2510  20250724    1520    1608  ...  511739.585    1570     1526.9      EC
62      EC2512  20250724  1714.7  1808.9  ...   71483.768  1747.5     1687.9      EC
63      EC2602  20250724  1477.3  1574.9  ...  18208.8575  1523.1       1458      EC
64      EC2604  20250724    1324    1400  ...   17546.694  1359.6     1316.3      EC
65      EC2606  20250724  1476.2  1513.8  ...    2233.168  1483.8     1454.3      EC
68  SC_TAS2509  20250724                  ...                                 SC_TAS
69  SC_TAS2510  20250724                  ...                                 SC_TAS
70  SC_TAS2511  20250724                  ...                                 SC_TAS

[65 rows x 12 columns]
2025-07-24 18:26:45,889 - future_1d - INFO - ak.get_ine_daily('2025-07-24') done
     index      symbol      date  ...  settle pre_settle variety
0        0      CU2508  20250724  ...   79720      79680      CU
1        1      CU2509  20250724  ...   79840      79810      CU
2        2      CU2510  20250724  ...   79850      79810      CU
3        3      CU2511  20250724  ...   79800      79800      CU
4        4      CU2512  20250724  ...   79780      79760      CU
5        5      CU2601  20250724  ...   79740      79710      CU
6        6      CU2602  20250724  ...   79750      79670      CU
7        7      CU2603  20250724  ...   79760      79700      CU
8        8      CU2604  20250724  ...   79720      79650      CU
9        9      CU2605  20250724  ...   79760      79690      CU
10      10      CU2606  20250724  ...   79740      79660      CU
11      11      CU2607  20250724  ...   79710      79610      CU
12      12      BC2508  20250724  ...   70900      70880      BC
13      13      BC2509  20250724  ...   70980      70930      BC
14      14      BC2510  20250724  ...   70870      70720      BC
15      15      BC2511  20250724  ...   69190      69190      BC
16      16      BC2512  20250724  ...   70620      70400      BC
17      17      BC2601  20250724  ...   69620      69480      BC
18      18      BC2602  20250724  ...   69550      69410      BC
19      19      BC2603  20250724  ...   69430      69290      BC
20      20      BC2604  20250724  ...   69570      69430      BC
21      21      BC2605  20250724  ...   69480      69480      BC
22      22      BC2606  20250724  ...   69340      69340      BC
23      23      BC2607  20250724  ...   68670      68670      BC
24      24      AL2508  20250724  ...   20745      20850      AL
25      25      AL2509  20250724  ...   20735      20845      AL
26      26      AL2510  20250724  ...   20700      20780      AL
27      27      AL2511  20250724  ...   20635      20710      AL
28      28      AL2512  20250724  ...   20585      20665      AL
29      29      AL2601  20250724  ...   20570      20615      AL
30      30      AL2602  20250724  ...   20550      20645      AL
31      31      AL2603  20250724  ...   20585      20615      AL
32      32      AL2604  20250724  ...   20570      20670      AL
33      33      AL2605  20250724  ...   20605      20650      AL
34      34      AL2606  20250724  ...   20610      20665      AL
35      35      AL2607  20250724  ...   20590      20680      AL
36      36      ZN2508  20250724  ...   22930      22855      ZN
37      37      ZN2509  20250724  ...   22980      22905      ZN
38      38      ZN2510  20250724  ...   22975      22900      ZN
39      39      ZN2511  20250724  ...   22935      22870      ZN
40      40      ZN2512  20250724  ...   22880      22825      ZN
41      41      ZN2601  20250724  ...   22850      22765      ZN
42      42      ZN2602  20250724  ...   22830      22725      ZN
43      43      ZN2603  20250724  ...   22840      22720      ZN
44      44      ZN2604  20250724  ...   22855      22740      ZN
45      45      ZN2605  20250724  ...   22830      22735      ZN
46      46      ZN2606  20250724  ...   22840      22720      ZN
47      47      ZN2607  20250724  ...   22810      22720      ZN
48      48      PB2508  20250724  ...   16870      16895      PB
49      49      PB2509  20250724  ...   16890      16905      PB
50      50      PB2510  20250724  ...   16925      16925      PB
51      51      PB2511  20250724  ...   16940      16910      PB
52      52      PB2512  20250724  ...   16955      16975      PB
53      53      PB2601  20250724  ...   16995      16985      PB
54      54      PB2602  20250724  ...   17035      16985      PB
55      55      PB2603  20250724  ...   17050      17000      PB
56      56      PB2604  20250724  ...   17070      17070      PB
57      57      PB2605  20250724  ...   17050      17015      PB
58      58      PB2606  20250724  ...   17040      17015      PB
59      59      PB2607  20250724  ...   17055      17030      PB
60      60      NI2508  20250724  ...  123840     123410      NI
61      61      NI2509  20250724  ...  124040     123540      NI
62      62      NI2510  20250724  ...  124230     123650      NI
63      63      NI2511  20250724  ...  124400     123840      NI
64      64      NI2512  20250724  ...  124630     124020      NI
65      65      NI2601  20250724  ...  124870     124190      NI
66      66      NI2602  20250724  ...  124990     124550      NI
67      67      NI2603  20250724  ...  125130     124790      NI
68      68      NI2604  20250724  ...  125410     125200      NI
69      69      NI2605  20250724  ...  125630     125200      NI
70      70      NI2606  20250724  ...  125910     125510      NI
71      71      NI2607  20250724  ...  126320     125170      NI
72      72      SN2508  20250724  ...  273670     268900      SN
73      73      SN2509  20250724  ...  273920     269160      SN
74      74      SN2510  20250724  ...  273780     269100      SN
75      75      SN2511  20250724  ...  273750     269000      SN
76      76      SN2512  20250724  ...  273410     268900      SN
77      77      SN2601  20250724  ...  273290     269060      SN
78      78      SN2602  20250724  ...  272970     269210      SN
79      79      SN2603  20250724  ...  273910     267970      SN
80      80      SN2604  20250724  ...  274050     268310      SN
81      81      SN2605  20250724  ...  273630     267810      SN
82      82      SN2606  20250724  ...  274010     268130      SN
83      83      SN2607  20250724  ...  273640     269330      SN
84      84      AO2508  20250724  ...    3384       3415      AO
85      85      AO2509  20250724  ...    3385       3419      AO
86      86      AO2510  20250724  ...    3343       3372      AO
87      87      AO2511  20250724  ...    3333       3353      AO
88      88      AO2512  20250724  ...    3330       3353      AO
89      89      AO2601  20250724  ...    3328       3345      AO
90      90      AO2602  20250724  ...    3312       3304      AO
91      91      AO2603  20250724  ...    3314       3328      AO
92      92      AO2604  20250724  ...    3299       3325      AO
93      93      AO2605  20250724  ...    3298       3310      AO
94      94      AO2606  20250724  ...    3290       3306      AO
95      95      AO2607  20250724  ...    3266       3323      AO
96      96      AD2511  20250724  ...   20130      20210      AD
97      97      AD2512  20250724  ...   20080      20150      AD
98      98      AD2601  20250724  ...   20040      20135      AD
99      99      AD2602  20250724  ...   20010      20175      AD
100    100      AD2603  20250724  ...   20135      20135      AD
101    101      AD2604  20250724  ...   19935      19935      AD
102    102      AD2605  20250724  ...   19960      20035      AD
103    103      AD2606  20250724  ...   19920      19920      AD
104    104      AD2607  20250724  ...   19790      19790      AD
105    105      AU2508  20250724  ...  782.82      788.8      AU
106    106      AU2509  20250724  ...  778.42      790.1      AU
107    107      AU2510  20250724  ...  784.22      791.4      AU
108    108      AU2512  20250724  ...   785.2      793.4      AU
109    109      AU2602  20250724  ...  788.38      795.5      AU
110    110      AU2604  20250724  ...  788.22     797.94      AU
111    111      AU2606  20250724  ...  790.24     800.72      AU
112    112      AU2608  20250724  ...  792.28     802.18      AU
113    113      AG2508  20250724  ...    9381       9438      AG
114    114      AG2509  20250724  ...    9399       9455      AG
115    115      AG2510  20250724  ...    9421       9465      AG
116    116      AG2511  20250724  ...    9432       9478      AG
117    117      AG2512  20250724  ...    9430       9484      AG
118    118      AG2601  20250724  ...    9445       9497      AG
119    119      AG2602  20250724  ...    9454       9508      AG
120    120      AG2603  20250724  ...    9463       9519      AG
121    121      AG2604  20250724  ...    9481       9530      AG
122    122      AG2605  20250724  ...    9488       9546      AG
123    123      AG2606  20250724  ...    9498       9557      AG
124    124      AG2607  20250724  ...    9523       9567      AG
125    125      RB2508  20250724  ...    3225       3221      RB
126    126      RB2509  20250724  ...    3232       3236      RB
127    127      RB2510  20250724  ...    3280       3283      RB
128    128      RB2511  20250724  ...    3293       3301      RB
129    129      RB2512  20250724  ...    3333       3335      RB
130    130      RB2601  20250724  ...    3337       3337      RB
131    131      RB2602  20250724  ...    3327       3319      RB
132    132      RB2603  20250724  ...    3332       3335      RB
133    133      RB2604  20250724  ...    3348       3345      RB
134    134      RB2605  20250724  ...    3362       3357      RB
135    135      RB2606  20250724  ...    3363       3359      RB
136    136      RB2607  20250724  ...    3374       3372      RB
137    137      WR2508  20250724  ...    3212       3212      WR
138    138      WR2509  20250724  ...    3335       3335      WR
139    139      WR2510  20250724  ...    3546       3611      WR
140    140      WR2511  20250724  ...    3583       3639      WR
141    141      WR2512  20250724  ...    3570       3570      WR
142    142      WR2601  20250724  ...    3572       3625      WR
143    143      WR2602  20250724  ...    3607       3607      WR
144    144      WR2603  20250724  ...    3606       3606      WR
145    145      WR2604  20250724  ...    3570       3556      WR
146    146      WR2605  20250724  ...    3640       3640      WR
147    147      WR2606  20250724  ...    3680       3708      WR
148    148      WR2607  20250724  ...    3668       3668      WR
149    149      HC2508  20250724  ...    3441       3435      HC
150    150      HC2509  20250724  ...    3443       3442      HC
151    151      HC2510  20250724  ...    3439       3444      HC
152    152      HC2511  20250724  ...    3442       3444      HC
153    153      HC2512  20250724  ...    3441       3463      HC
154    154      HC2601  20250724  ...    3458       3458      HC
155    155      HC2602  20250724  ...    3448       3447      HC
156    156      HC2603  20250724  ...    3466       3463      HC
157    157      HC2604  20250724  ...    3484       3470      HC
158    158      HC2605  20250724  ...    3475       3470      HC
159    159      HC2606  20250724  ...    3487       3445      HC
160    160      HC2607  20250724  ...    3470       3487      HC
161    161      SS2508  20250724  ...   12925      12950      SS
162    162      SS2509  20250724  ...   12910      12945      SS
163    163      SS2510  20250724  ...   12940      12980      SS
164    164      SS2511  20250724  ...   12980      13025      SS
165    165      SS2512  20250724  ...   13005      13020      SS
166    166      SS2601  20250724  ...   13040      13080      SS
167    167      SS2602  20250724  ...   13090      13120      SS
168    168      SS2603  20250724  ...   13135      13185      SS
169    169      SS2604  20250724  ...   13210      13225      SS
170    170      SS2605  20250724  ...   13260      13265      SS
171    171      SS2606  20250724  ...   13265      13295      SS
172    172      SS2607  20250724  ...   13305      13365      SS
173    173      SC2508  20250724  ...   518.7      519.2      SC
174    174      SC2509  20250724  ...   504.3      503.9      SC
175    175      SC2510  20250724  ...   498.7      498.1      SC
176    176      SC2511  20250724  ...   494.5      493.1      SC
177    177      SC2512  20250724  ...   491.4      489.9      SC
178    178      SC2601  20250724  ...   488.6      487.2      SC
179    179      SC2602  20250724  ...   486.4      484.1      SC
180    180      SC2603  20250724  ...   483.9      482.9      SC
181    181      SC2604  20250724  ...   481.3      480.3      SC
182    182      SC2605  20250724  ...     479        479      SC
183    183      SC2606  20250724  ...   477.5      476.7      SC
184    184      SC2607  20250724  ...   475.5      475.5      SC
185    185      SC2609  20250724  ...   473.8      471.6      SC
186    186      SC2612  20250724  ...   471.9      469.4      SC
187    187      SC2703  20250724  ...   469.5      469.5      SC
188    188      SC2706  20250724  ...   468.4      468.4      SC
189    189      SC2709  20250724  ...     467      462.8      SC
190    190      SC2712  20250724  ...   467.2      467.2      SC
191    191      SC2803  20250724  ...   464.9      463.4      SC
192    192      SC2806  20250724  ...     464      464.2      SC
193    193      LU2508  20250724  ...    3539       3548      LU
194    194      LU2509  20250724  ...    3557       3564      LU
195    195      LU2510  20250724  ...    3556       3567      LU
196    196      LU2511  20250724  ...    3547       3552      LU
197    197      LU2512  20250724  ...    3521       3528      LU
198    198      LU2601  20250724  ...    3511       3514      LU
199    199      LU2602  20250724  ...    3507       3501      LU
200    200      LU2603  20250724  ...    3489       3488      LU
201    201      LU2604  20250724  ...    3481       3473      LU
202    202      LU2605  20250724  ...    3471       3474      LU
203    203      LU2606  20250724  ...    3468       3459      LU
204    204      LU2607  20250724  ...    3455       3453      LU
205    205      FU2508  20250724  ...    2822       2843      FU
206    206      FU2509  20250724  ...    2862       2879      FU
207    207      FU2510  20250724  ...    2872       2890      FU
208    208      FU2511  20250724  ...    2878       2891      FU
209    209      FU2512  20250724  ...    2872       2879      FU
210    210      FU2601  20250724  ...    2871       2876      FU
211    211      FU2602  20250724  ...    2860       2863      FU
212    212      FU2603  20250724  ...    2854       2854      FU
213    213      FU2604  20250724  ...    2846       2845      FU
214    214      FU2605  20250724  ...    2836       2833      FU
215    215      FU2606  20250724  ...    2827       2824      FU
216    216      FU2607  20250724  ...    2810       2808      FU
217    217      BU2508  20250724  ...    3610       3640      BU
218    218      BU2509  20250724  ...    3587       3612      BU
219    219      BU2510  20250724  ...    3557       3575      BU
220    220      BU2511  20250724  ...    3511       3534      BU
221    221      BU2512  20250724  ...    3447       3469      BU
222    222      BU2601  20250724  ...    3416       3437      BU
223    223      BU2602  20250724  ...    3397       3431      BU
224    224      BU2603  20250724  ...    3392       3417      BU
225    225      BU2604  20250724  ...    3384       3393      BU
226    226      BU2605  20250724  ...    3389       3407      BU
227    227      BU2606  20250724  ...    3381       3405      BU
228    228      BU2607  20250724  ...    3375       3392      BU
229    229      BU2609  20250724  ...    3371       3392      BU
230    230      BU2612  20250724  ...    3324       3341      BU
231    231      BU2703  20250724  ...    3321       3332      BU
232    232      BU2706  20250724  ...    3334       3332      BU
233    233      BR2508  20250724  ...   12070      12015      BR
234    234      BR2509  20250724  ...   12055      12000      BR
235    235      BR2510  20250724  ...   12025      11960      BR
236    236      BR2511  20250724  ...   12020      11960      BR
237    237      BR2512  20250724  ...   12040      11965      BR
238    238      BR2601  20250724  ...   12050      11980      BR
239    239      BR2602  20250724  ...   12040      11990      BR
240    240      BR2603  20250724  ...   11965      12020      BR
241    241      BR2604  20250724  ...   11940      12025      BR
242    242      BR2605  20250724  ...   12040      12000      BR
243    243      BR2606  20250724  ...   12045      12020      BR
244    244      BR2607  20250724  ...   12225      11995      BR
245    245      RU2508  20250724  ...   15185      14960      RU
246    246      RU2509  20250724  ...   15140      15015      RU
247    247      RU2510  20250724  ...   15075      14985      RU
248    248      RU2511  20250724  ...   15165      15010      RU
249    249      RU2601  20250724  ...   15915      15800      RU
250    250      RU2603  20250724  ...   16025      15815      RU
251    251      RU2604  20250724  ...   16000      15880      RU
252    252      RU2605  20250724  ...   16050      15935      RU
253    253      RU2606  20250724  ...   16225      15830      RU
254    254      RU2607  20250724  ...   15930      15805      RU
255    255      NR2508  20250724  ...   12905      12790      NR
256    256      NR2509  20250724  ...   12980      12820      NR
257    257      NR2510  20250724  ...   12975      12810      NR
258    258      NR2511  20250724  ...   13070      12830      NR
259    259      NR2512  20250724  ...   13090      12890      NR
260    260      NR2601  20250724  ...   13105      12925      NR
261    261      NR2602  20250724  ...   13145      12995      NR
262    262      NR2603  20250724  ...   12900      12900      NR
263    263      NR2604  20250724  ...   13265      12995      NR
264    264      NR2605  20250724  ...   13225      12995      NR
265    265      NR2606  20250724  ...   13280      12950      NR
266    266      NR2607  20250724  ...   12935      12810      NR
267    267      SP2508  20250724  ...    5340       5418      SP
268    268      SP2509  20250724  ...    5386       5424      SP
269    269      SP2510  20250724  ...    5336       5364      SP
270    270      SP2511  20250724  ...    5328       5362      SP
271    271      SP2512  20250724  ...    5294       5312      SP
272    272      SP2601  20250724  ...    5506       5532      SP
273    273      SP2602  20250724  ...    5438       5472      SP
274    274      SP2603  20250724  ...    5440       5460      SP
275    275      SP2604  20250724  ...    5432       5442      SP
276    276      SP2605  20250724  ...    5428       5456      SP
277    277      SP2606  20250724  ...    5446       5426      SP
278    278      SP2607  20250724  ...    5424       5456      SP
279    279      EC2508  20250724  ...  2230.5     2212.3      EC
280    280      EC2510  20250724  ...    1570     1526.9      EC
281    281      EC2512  20250724  ...  1747.5     1687.9      EC
282    282      EC2602  20250724  ...  1523.1       1458      EC
283    283      EC2604  20250724  ...  1359.6     1316.3      EC
284    284      EC2606  20250724  ...  1483.8     1454.3      EC
285    285  SC_TAS2509  20250724  ...                     SC_TAS
286    286  SC_TAS2510  20250724  ...                     SC_TAS
287    287  SC_TAS2511  20250724  ...                     SC_TAS

[288 rows x 13 columns]
2025-07-24 18:26:45,999 - future_1d - INFO - ak.get_shfe_daily('2025-07-24') done
     symbol      date      open  ...    settle  pre_settle  variety
0     a2509  20250724   4214.00  ...   4206.00     4229.00        A
1     a2511  20250724   4136.00  ...   4128.00     4142.00        A
2     a2601  20250724   4124.00  ...   4112.00     4127.00        A
3     a2603  20250724   4113.00  ...   4098.00     4116.00        A
4     a2605  20250724   4151.00  ...   4132.00     4150.00        A
5     a2607  20250724   4147.00  ...   4133.00     4148.00        A
6     b2508  20250724   3620.00  ...   3584.00     3639.00        B
7     b2509  20250724   3723.00  ...   3679.00     3732.00        B
8     b2510  20250724   3780.00  ...   3735.00     3780.00        B
9     b2511  20250724   3794.00  ...   3750.00     3793.00        B
10    b2512  20250724   3803.00  ...   3767.00     3799.00        B
11    b2601  20250724   3776.00  ...   3742.00     3779.00        B
12    b2602  20250724   3705.00  ...   3690.00     3728.00        B
13    b2603  20250724   3625.00  ...   3600.00     3621.00        B
14    b2604  20250724   3519.00  ...   3499.00     3511.00        B
15    b2605  20250724   3445.00  ...   3439.00     3440.00        B
16    b2606  20250724   3434.00  ...   3439.00     3434.00        B
17    b2607  20250724   3450.00  ...   3443.00     3432.00        B
18   bb2509  20250724    149.70  ...    151.60      153.45       BB
19   bb2511  20250724    151.00  ...    152.30      153.50       BB
20   bb2601  20250724    145.75  ...    147.10      147.60       BB
21   bb2603  20250724      0.00  ...    153.65      154.15       BB
22   bb2605  20250724      0.00  ...    153.65      154.15       BB
23   bb2607  20250724      0.00  ...    153.65      154.15       BB
24   bz2603  20250724   6219.00  ...   6221.00     6222.00       BZ
25   bz2604  20250724   6180.00  ...   6203.00     6198.00       BZ
26   bz2605  20250724   6298.00  ...   6201.00     6213.00       BZ
27   bz2606  20250724   6200.00  ...   6207.00     6225.00       BZ
28    c2509  20250724   2320.00  ...   2318.00     2311.00        C
29    c2511  20250724   2274.00  ...   2268.00     2271.00        C
30    c2601  20250724   2249.00  ...   2242.00     2244.00        C
31    c2603  20250724   2248.00  ...   2244.00     2244.00        C
32    c2605  20250724   2290.00  ...   2285.00     2285.00        C
33    c2607  20250724   2300.00  ...   2297.00     2294.00        C
34   cs2509  20250724   2680.00  ...   2672.00     2669.00       CS
35   cs2511  20250724   2613.00  ...   2603.00     2614.00       CS
36   cs2601  20250724   2626.00  ...   2622.00     2626.00       CS
37   cs2603  20250724   2617.00  ...   2616.00     2616.00       CS
38   cs2605  20250724   2663.00  ...   2659.00     2658.00       CS
39   cs2607  20250724   2660.00  ...   2659.00     2662.00       CS
40   eb2507  20250724      0.00  ...   7387.00     7387.00       EB
41   eb2508  20250724   7412.00  ...   7442.00     7465.00       EB
42   eb2509  20250724   7381.00  ...   7406.00     7433.00       EB
43   eb2510  20250724   7350.00  ...   7378.00     7398.00       EB
44   eb2511  20250724   7327.00  ...   7343.00     7356.00       EB
45   eb2512  20250724   7297.00  ...   7323.00     7334.00       EB
46   eb2601  20250724   7300.00  ...   7329.00     7335.00       EB
47   eb2602  20250724   7321.00  ...   7346.00     7349.00       EB
48   eb2603  20250724   7330.00  ...   7361.00     7358.00       EB
49   eb2604  20250724   7326.00  ...   7379.00     7366.00       EB
50   eb2605  20250724   7343.00  ...   7377.00     7363.00       EB
51   eb2606  20250724   7327.00  ...   7389.00     7375.00       EB
52   eg2507  20250724      0.00  ...   4226.00     4226.00       EG
53   eg2508  20250724   4416.00  ...   4434.00     4405.00       EG
54   eg2509  20250724   4440.00  ...   4469.00     4440.00       EG
55   eg2510  20250724   4450.00  ...   4475.00     4445.00       EG
56   eg2511  20250724   4447.00  ...   4474.00     4448.00       EG
57   eg2512  20250724   4439.00  ...   4474.00     4462.00       EG
58   eg2601  20250724   4436.00  ...   4470.00     4446.00       EG
59   eg2602  20250724      0.00  ...   4440.00     4440.00       EG
60   eg2603  20250724   4467.00  ...   4474.00     4430.00       EG
61   eg2604  20250724      0.00  ...   4462.00     4462.00       EG
62   eg2605  20250724   4463.00  ...   4507.00     4473.00       EG
63   eg2606  20250724   4516.00  ...   4503.00     4440.00       EG
64   fb2508  20250724   1386.50  ...   1392.50     1378.00       FB
65   fb2509  20250724   1282.50  ...   1280.00     1286.00       FB
66   fb2510  20250724   1312.50  ...   1314.00     1314.50       FB
67   fb2511  20250724   1313.50  ...   1312.50     1314.00       FB
68   fb2512  20250724   1315.50  ...   1311.50     1314.50       FB
69   fb2601  20250724   1334.00  ...   1314.50     1315.00       FB
70   fb2602  20250724      0.00  ...   1305.50     1305.50       FB
71   fb2603  20250724      0.00  ...   1313.50     1313.50       FB
72   fb2604  20250724      0.00  ...   1310.50     1310.50       FB
73   fb2605  20250724      0.00  ...   1302.50     1302.50       FB
74   fb2606  20250724      0.00  ...   1297.00     1297.00       FB
75   fb2607  20250724      0.00  ...   1295.00     1295.00       FB
76    i2508  20250724    816.00  ...    813.00      819.00        I
77    i2509  20250724    815.50  ...    811.50      815.50        I
78    i2510  20250724    809.50  ...    807.00      810.00        I
79    i2511  20250724    802.00  ...    801.00      803.50        I
80    i2512  20250724    795.00  ...    794.00      796.50        I
81    i2601  20250724    783.50  ...    783.50      786.50        I
82    i2602  20250724    780.00  ...    779.00      780.50        I
83    i2603  20250724    775.00  ...    776.00      777.00        I
84    i2604  20250724    773.00  ...    770.50      772.50        I
85    i2605  20250724    763.50  ...    762.00      763.50        I
86    i2606  20250724    757.50  ...    757.00      760.00        I
87    i2607  20250724    753.00  ...    750.50      754.50        I
88    j2508  20250724   1692.00  ...   1676.50     1673.50        J
89    j2509  20250724   1702.00  ...   1722.00     1701.50        J
90    j2510  20250724   1735.00  ...   1736.50     1713.50        J
91    j2511  20250724   1704.00  ...   1761.50     1730.00        J
92    j2512  20250724   1735.50  ...   1774.50     1739.50        J
93    j2601  20250724   1736.00  ...   1762.50     1743.00        J
94    j2602  20250724   1742.00  ...   1749.00     1759.00        J
95    j2603  20250724      0.00  ...   1788.00     1788.00        J
96    j2604  20250724   1887.00  ...   1887.00     1803.00        J
97    j2605  20250724   1801.00  ...   1802.00     1773.50        J
98    j2606  20250724   1755.00  ...   1849.00     1767.50        J
99    j2607  20250724      0.00  ...   1813.50     1781.50        J
100  jd2507  20250724      0.00  ...   3160.00     3160.00       JD
101  jd2508  20250724   3605.00  ...   3578.00     3607.00       JD
102  jd2509  20250724   3635.00  ...   3634.00     3646.00       JD
103  jd2510  20250724   3407.00  ...   3397.00     3409.00       JD
104  jd2511  20250724   3410.00  ...   3406.00     3415.00       JD
105  jd2512  20250724   3560.00  ...   3563.00     3565.00       JD
106  jd2601  20250724   3640.00  ...   3652.00     3643.00       JD
107  jd2602  20250724   3215.00  ...   3216.00     3213.00       JD
108  jd2603  20250724   3195.00  ...   3213.00     3217.00       JD
109  jd2604  20250724   3350.00  ...   3355.00     3352.00       JD
110  jd2605  20250724   3441.00  ...   3443.00     3435.00       JD
111  jd2606  20250724   3261.00  ...   3268.00     3271.00       JD
112  jm2508  20250724   1024.50  ...   1061.00     1007.00       JM
113  jm2509  20250724   1140.50  ...   1166.00     1110.00       JM
114  jm2510  20250724   1180.00  ...   1183.00     1137.50       JM
115  jm2511  20250724   1183.50  ...   1201.00     1152.50       JM
116  jm2512  20250724   1187.50  ...   1208.00     1164.50       JM
117  jm2601  20250724   1180.00  ...   1221.00     1177.50       JM
118  jm2602  20250724   1202.00  ...   1239.00     1186.00       JM
119  jm2603  20250724   1203.00  ...   1230.00     1185.50       JM
120  jm2604  20250724   1204.00  ...   1236.50     1197.50       JM
121  jm2605  20250724   1220.00  ...   1242.00     1204.50       JM
122  jm2606  20250724   1220.00  ...   1254.50     1219.00       JM
123  jm2607  20250724   1254.50  ...   1285.50     1246.00       JM
124   l2508  20250724   7240.00  ...   7302.00     7278.00        L
125   l2509  20250724   7288.00  ...   7339.00     7320.00        L
126   l2510  20250724   7311.00  ...   7371.00     7339.00        L
127   l2511  20250724   7325.00  ...   7374.00     7351.00        L
128   l2512  20250724   7343.00  ...   7387.00     7362.00        L
129   l2601  20250724   7332.00  ...   7392.00     7370.00        L
130   l2602  20250724   7329.00  ...   7392.00     7356.00        L
131   l2603  20250724   7361.00  ...   7379.00     7348.00        L
132   l2604  20250724   7354.00  ...   7393.00     7410.00        L
133   l2605  20250724   7340.00  ...   7394.00     7358.00        L
134   l2606  20250724   7393.00  ...   7380.00     7356.00        L
135   l2607  20250724   7359.00  ...   7381.00     7384.00        L
136  lg2507  20250724    806.00  ...    809.50      818.50       LG
137  lg2509  20250724    824.00  ...    828.00      829.00       LG
138  lg2511  20250724    830.00  ...    833.00      831.00       LG
139  lg2601  20250724    831.00  ...    837.50      839.00       LG
140  lg2603  20250724    837.50  ...    837.00      837.00       LG
141  lg2605  20250724    842.00  ...    841.50      842.50       LG
142  lh2507  20250724      0.00  ...  14010.00    14010.00       LH
143  lh2509  20250724  14460.00  ...  14345.00    14695.00       LH
144  lh2511  20250724  14200.00  ...  14145.00    14375.00       LH
145  lh2601  20250724  14895.00  ...  14560.00    14750.00       LH
146  lh2603  20250724  13440.00  ...  13645.00    13670.00       LH
147  lh2605  20250724  13925.00  ...  14065.00    13995.00       LH
148   m2508  20250724   3080.00  ...   3017.00     3073.00        M
149   m2509  20250724   3091.00  ...   3041.00     3096.00        M
150   m2511  20250724   3132.00  ...   3079.00     3133.00        M
151   m2512  20250724   3152.00  ...   3106.00     3150.00        M
152   m2601  20250724   3117.00  ...   3072.00     3116.00        M
153   m2603  20250724   2955.00  ...   2927.00     2954.00        M
154   m2605  20250724   2769.00  ...   2753.00     2767.00        M
155   m2607  20250724   2753.00  ...   2735.00     2752.00        M
156   p2508  20250724   8970.00  ...   8970.00     8898.00        P
157   p2509  20250724   9020.00  ...   9022.00     8984.00        P
158   p2510  20250724   8984.00  ...   9026.00     8984.00        P
159   p2511  20250724   8988.00  ...   8998.00     8956.00        P
160   p2512  20250724   8998.00  ...   9012.00     8966.00        P
161   p2601  20250724   8988.00  ...   8998.00     8960.00        P
162   p2602  20250724   8946.00  ...   8974.00     8886.00        P
163   p2603  20250724   8888.00  ...   8890.00     8800.00        P
164   p2604  20250724      0.00  ...   8702.00     8702.00        P
165   p2605  20250724   8652.00  ...   8690.00     8640.00        P
166   p2606  20250724   8574.00  ...   8610.00     8552.00        P
167   p2607  20250724   8600.00  ...   8616.00     8536.00        P
168  pg2507  20250724      0.00  ...   4019.00     4019.00       PG
169  pg2508  20250724   4009.00  ...   4036.00     4013.00       PG
170  pg2509  20250724   3960.00  ...   3994.00     3972.00       PG
171  pg2510  20250724   4397.00  ...   4426.00     4400.00       PG
172  pg2511  20250724   4325.00  ...   4359.00     4336.00       PG
173  pg2512  20250724   4262.00  ...   4289.00     4273.00       PG
174  pg2601  20250724   4209.00  ...   4220.00     4209.00       PG
175  pg2602  20250724   4129.00  ...   4137.00     4122.00       PG
176  pg2603  20250724   4040.00  ...   4055.00     4046.00       PG
177  pg2604  20250724   4331.00  ...   4338.00     4337.00       PG
178  pg2605  20250724   4241.00  ...   4243.00     4238.00       PG
179  pg2606  20250724   4187.00  ...   4185.00     4178.00       PG
180  pp2508  20250724   7049.00  ...   7117.00     7098.00       PP
181  pp2509  20250724   7101.00  ...   7149.00     7126.00       PP
182  pp2510  20250724   7110.00  ...   7159.00     7136.00       PP
183  pp2511  20250724   7118.00  ...   7160.00     7134.00       PP
184  pp2512  20250724   7120.00  ...   7165.00     7135.00       PP
185  pp2601  20250724   7110.00  ...   7165.00     7143.00       PP
186  pp2602  20250724   7151.00  ...   7158.00     7121.00       PP
187  pp2603  20250724   7129.00  ...   7136.00     7130.00       PP
188  pp2604  20250724   7161.00  ...   7149.00     7124.00       PP
189  pp2605  20250724   7115.00  ...   7158.00     7137.00       PP
190  pp2606  20250724   7117.00  ...   7159.00     7103.00       PP
191  pp2607  20250724   7162.00  ...   7162.00     7173.00       PP
192  rr2508  20250724   3595.00  ...   3594.00     3563.00       RR
193  rr2509  20250724   3612.00  ...   3618.00     3601.00       RR
194  rr2510  20250724   3630.00  ...   3633.00     3629.00       RR
195  rr2511  20250724   3625.00  ...   3627.00     3622.00       RR
196  rr2512  20250724   3625.00  ...   3626.00     3621.00       RR
197  rr2601  20250724   3626.00  ...   3629.00     3623.00       RR
198  rr2602  20250724   3626.00  ...   3629.00     3623.00       RR
199  rr2603  20250724   3635.00  ...   3636.00     3630.00       RR
200  rr2604  20250724   3636.00  ...   3635.00     3634.00       RR
201  rr2605  20250724   3636.00  ...   3631.00     3629.00       RR
202  rr2606  20250724      0.00  ...   3627.00     3627.00       RR
203  rr2607  20250724      0.00  ...   3617.00     3617.00       RR
204   v2508  20250724   5141.00  ...   5164.00     5169.00        V
205   v2509  20250724   5158.00  ...   5207.00     5194.00        V
206   v2510  20250724   5186.00  ...   5235.00     5220.00        V
207   v2511  20250724   5217.00  ...   5269.00     5265.00        V
208   v2512  20250724   5252.00  ...   5303.00     5279.00        V
209   v2601  20250724   5270.00  ...   5323.00     5307.00        V
210   v2602  20250724   5294.00  ...   5352.00     5344.00        V
211   v2603  20250724   5312.00  ...   5365.00     5361.00        V
212   v2604  20250724   5467.00  ...   5511.00     5496.00        V
213   v2605  20250724   5475.00  ...   5519.00     5500.00        V
214   v2606  20250724   5502.00  ...   5535.00     5524.00        V
215   v2607  20250724   5495.00  ...   5550.00     5544.00        V
216   y2508  20250724   8092.00  ...   8114.00     8062.00        Y
217   y2509  20250724   8094.00  ...   8112.00     8072.00        Y
218   y2511  20250724   8088.00  ...   8102.00     8080.00        Y
219   y2512  20250724   8108.00  ...   8118.00     8086.00        Y
220   y2601  20250724   8040.00  ...   8060.00     8022.00        Y
221   y2603  20250724   7928.00  ...   7934.00     7894.00        Y
222   y2605  20250724   7688.00  ...   7716.00     7668.00        Y
223   y2607  20250724   7686.00  ...   7700.00     7664.00        Y

[224 rows x 12 columns]
2025-07-24 18:26:46,587 - future_1d - INFO - ak.get_dce_daily('2025-07-24') done
    symbol      date      open  ...    settle  pre_settle  variety
0   IC2508  20250724  6158.600  ...  6262.600    6170.200       IC
1   IC2509  20250724  6120.400  ...  6217.800    6120.800       IC
2   IC2512  20250724  6003.000  ...  6092.600    5997.000       IC
3   IC2603  20250724  5882.000  ...  5979.400    5882.800       IC
4   IF2508  20250724  4115.000  ...  4142.800    4117.800       IF
5   IF2509  20250724  4103.000  ...  4136.800    4109.800       IF
6   IF2512  20250724  4080.000  ...  4105.200    4079.800       IF
7   IF2603  20250724  4050.000  ...  4074.000    4051.600       IF
8   IH2508  20250724  2798.800  ...  2812.000    2801.800       IH
9   IH2509  20250724  2798.000  ...  2813.800    2802.600       IH
10  IH2512  20250724  2804.800  ...  2815.200    2804.200       IH
11  IH2603  20250724  2802.600  ...  2816.400    2805.800       IH
12  IM2508  20250724  6583.000  ...  6666.200    6570.800       IM
13  IM2509  20250724  6492.000  ...  6603.600    6499.200       IM
14  IM2512  20250724  6322.000  ...  6423.400    6316.800       IM
15  IM2603  20250724  6160.000  ...  6263.000    6158.400       IM
16   T2509  20250724   108.445  ...   108.260     108.530        T
17   T2512  20250724   108.525  ...   108.310     108.600        T
18   T2603  20250724   108.470  ...   108.300     108.585        T
19  TF2509  20250724   105.720  ...   105.610     105.805       TF
20  TF2512  20250724   105.835  ...   105.695     105.885       TF
21  TF2603  20250724   105.860  ...   105.765     105.950       TF
22  TL2509  20250724   119.090  ...   118.520     119.350       TL
23  TL2512  20250724   118.950  ...   118.320     119.160       TL
24  TL2603  20250724   118.600  ...   118.090     118.960       TL
25  TS2509  20250724   102.366  ...   102.310     102.380       TS
26  TS2512  20250724   102.452  ...   102.400     102.464       TS
27  TS2603  20250724   102.506  ...   102.490     102.552       TS

[28 rows x 12 columns]
2025-07-24 18:26:46,850 - future_1d - INFO - ak.get_cffex_daily('2025-07-24') done
    symbol      date     open  ...   settle  pre_settle  variety
0   PS2508  20250724  49170.0  ...  52225.0     51395.0       PS
1   PS2509  20250724  50025.0  ...  52150.0     51130.0       PS
2   PS2510  20250724  49500.0  ...  51760.0     51075.0       PS
3   PS2511  20250724  49750.0  ...  51665.0     50860.0       PS
4   PS2512  20250724  52375.0  ...  53635.0     53140.0       PS
5   PS2601  20250724  50980.0  ...  53195.0     52640.0       PS
6   PS2602  20250724  51040.0  ...  52345.0     52300.0       PS
7   PS2603  20250724  51360.0  ...  52605.0     52170.0       PS
8   PS2604  20250724  51035.0  ...  52130.0     52070.0       PS
9   PS2605  20250724  51045.0  ...  52610.0     52335.0       PS
10  PS2606  20250724  52520.0  ...  53400.0     53410.0       PS
11  PS2607  20250724  51455.0  ...  52825.0     53175.0       PS
13  SI2508  20250724   9640.0  ...   9595.0      9705.0       SI
14  SI2509  20250724   9560.0  ...   9680.0      9710.0       SI
15  SI2510  20250724   9325.0  ...   9610.0      9635.0       SI
16  SI2511  20250724   9385.0  ...   9520.0      9535.0       SI
17  SI2512  20250724   9555.0  ...   9795.0      9795.0       SI
18  SI2601  20250724   9585.0  ...   9720.0      9710.0       SI
19  SI2602  20250724   9525.0  ...   9710.0      9735.0       SI
20  SI2603  20250724   9505.0  ...   9675.0      9695.0       SI
21  SI2604  20250724   9490.0  ...   9690.0      9665.0       SI
22  SI2605  20250724   9510.0  ...   9685.0      9615.0       SI
23  SI2606  20250724   9475.0  ...   9620.0      9605.0       SI
24  SI2607  20250724   9445.0  ...   9650.0      9650.0       SI
27  LC2508  20250724  68680.0  ...  73520.0     72280.0       LC
28  LC2509  20250724  70180.0  ...  74560.0     71520.0       LC
29  LC2510  20250724  69200.0  ...  74040.0     71120.0       LC
30  LC2511  20250724  69400.0  ...  73300.0     70640.0       LC
31  LC2512  20250724  68980.0  ...  73220.0     70220.0       LC
32  LC2601  20250724  68820.0  ...  73220.0     70440.0       LC
33  LC2602  20250724  68940.0  ...  72780.0     70680.0       LC
34  LC2603  20250724  68600.0  ...  72320.0     70220.0       LC
35  LC2604  20250724  68940.0  ...  72640.0     70480.0       LC
36  LC2605  20250724  68300.0  ...  72540.0     70040.0       LC
37  LC2606  20250724  68700.0  ...  72180.0     70220.0       LC
38  LC2607  20250724  68820.0  ...  72640.0     70300.0       LC

[36 rows x 12 columns]
2025-07-24 18:26:47,058 - future_1d - INFO - ak.get_gfex_daily('2025-07-24') done
2025-07-24 18:26:48,789 - future_1d - INFO - save future_daily 2025-07-24 completed